{ "metadata": { "name": "", "signature": "sha256:7f3edffbef0ffc7568ed5f96c88d8e8b909ecc803a9159228c193047fe8fe6a5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# Compatibility with Python 3\n", "from __future__ import print_function # print('me') instead of print 'me'\n", "from __future__ import division # 1/2 = 0.5, not 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Show figures inside the notebook\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will work with a 3D brain image.\n", "\n", "Like the camera image in [the camera notebook](camera.ipynb), the pixel data for the 3D image is in a text file called `anatomical.txt`. I happen to know this image has is length 32 on the third dimension, but I don't know what the size of the first two dimensions are.\n", "\n", "So, I know the image is of shape (`I`, `J`, 32), but I don't know what `I` and `J` are.\n", "\n", "Here are the first four lines of `anatomical.txt`. \n", "\n", "```\n", "0.0000\n", "0.0000\n", "0.0000\n", "0.0000\n", "```\n", "\n", "So the data is in the same floating point text format as the camera picture pixel data.\n", "\n", "Real all the lines of the file into a list of float values, as before." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pixel_values = []\n", "for line in open('anatomical.txt', 'r'):\n", " pixel_values.append(float(line))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many pixel values does this file contain?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "len(pixel_values)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "848640" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When I have my image array correctly shaped, then, if I take a slice over the third dimension:\n", "\n", "```\n", "slice_on_third = image_array[:, :, 0]\n", "```\n", "\n", "`slice_on_third` will be shape `(I, J)` (the size of the first two dimensions).\n", "\n", "\n", "So, how many pixel values does a slice in the third dimension contain - given that we know the third dimension is length 32? Put another way, what is the value for `I * J`?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Find the size of a slice over the third dimension\n", "# P = ?\n", "P = len(pixel_values) / 32\n", "P" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "26520.0" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Call `P` the number of values per slice on the third dimension (so `P == I * J` where we don't yet know `I` or `J`).\n", "\n", "Is this slice over the third dimension square (does `I == J`)?\n", "\n", "We need to find the values for `I` and `J`.\n", "\n", "Find candidates for `I` by using the modulus operator (`%`) to find a few numbers between 120 and 200 that divide exactly into the slice size `P`. Hint: the first value will be 120." ] }, { "cell_type": "code", "collapsed": false, "input": [ "candidates = []\n", "for i in range(120, 201):\n", " if P % i == 0:\n", " candidates.append(i)\n", "candidates" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "[120, 130, 136, 156, 170, 195]" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These numbers are candidates for `I` - the first number in the pair `(I, J)`. We now need to find the corresponding `J` for each candidate for `I`.\n", "\n", "Use the integer division operator (`//`) to get a list of pairs of numbers `I` and `J` such that `I * J == P`. Hint: the first pair of `I, J` is (120, 221)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pairs = []\n", "for candidate in candidates:\n", " pair = [candidate, P // candidate]\n", " pairs.append(pair)\n", "pairs" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[[120, 221.0],\n", " [130, 204.0],\n", " [136, 195.0],\n", " [156, 170.0],\n", " [170, 156.0],\n", " [195, 136.0]]" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full image shape will be three values, with one of these `(I, J)` pairs followed by 32. For example, the correct shape might be (120, 221 , 32) (it isn't!). Try reshaping the pixel data with a few of the `(I, J, 32)` candidates to see which one is likely to be right. You might want to plot a slice over the third dimension to see how it looks." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pixel_array = np.array(pixel_values)\n", "try1 = np.reshape(pixel_array, (130, 204, 32))\n", "plt.imshow(try1[:, :, 15]) # A middle slice in the third dimension" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ygR+kpGsX4Y5dDbxDkUYfY5BtiunnAUUG43WKDDhZcyOszw5mHHcwa1lEJ/Rs\nv67Y81ftM27aunPIbiR0/99N7r62QUpEzASXOUZMCQ9NiYjavZhSOzH6xDIncTUgCkMiyrQpsUnC\nMqtsDwOyjY7xBO4p2C6ZVby7NFDLzoNxbt63OdzCFcuhTYB7dz2WC0bcuSYIytIZMYy2q4x2t+Fw\n77U3k8R8coOvhtM2MTTJxNL2PPNZtxURZe4y59SlnHrks7Nrab0OU038DyZUT/eZC9bJlE9XN+mv\nNonXqoa1ugPcVbBQhxMB6sGYo62bnCpdp0WfqdEOc+11/BVtzr2XkXYUUexTquWEUxpOY/b0mgK2\nPH7jy7yr8r4o9dmpEDxI8UlVSIrJ+83ReDZ4qimR46O1hx5W0UkOumeCErkH2t050RYPTMqWZwIl\nngbPAx3YgKcliX2Jco8p+jwxx+7KSMlO8EDJeUB4Hpon4WjF1LMJYbSFn2yiWCdNM5KkBMkENKbg\n1LThCBc13hM5wcMx5VM95utLnAyGnKfHB7jEj/MMjazHMKvy3eCjbKoZGnpAizZouJqd5i1qvKGO\nc+/uIttvzpL+YUC24pP5PvnP+dQ/ssbZgxscD0ZMZ9ss6RqXtw+xfuUMyVrdKIM7wE5u3OkyRulM\nU6QESraVrIHpAN/AZNGMItP/XqXg+6aLbtpN7GhiEGGDIkYaAh/K4bEc+j5hvUfzyBpnvDscos91\nFtCvzrL9tWPoSWUo3yNQOtJm8lCfD/MMT/E8dfrM6zUW4lUqlzKC27pQcrIVzyTok7DSPMCVygm+\ny8d4IXuSnehRshcmyb5fhVcxwL0XQbJltmldXyf5S5+EOmbp3x1EkWTA5V1hG+eaXfd4HE3dz3V2\nznlrPNA6HvhUzu3eHjDN7sLmS6YLLgFPcwI44dRl0bSnoOTjl3KCUkqZEWGWoJyQQ+pvk3kdylzC\nw8zNgCph3adSTVCxD4ndr0hnJljo56ZuVTZZUUFC5oVkXomMgBSPBB+tQWvPplJmoCXIWrJz0ub4\npx6kyjpvVdAhZlsImYPuFgtQxEQ0xd42sjWDLDrCfK8S8HLMFsieobZ2A5vYZAjxNu05eQN0E2hC\nbQ4OLxJ8oU/j8+scC98iUQEr2SLpG4vEFyaNTL2EkfuT4P1kSvArA84c3uAz9TUWuMfxzSXOXrlJ\n+EoCr4D3Rk6+EpP0RjRmNbWTGj4L2WM+6YkArqt3rdTfF/rlK7/9BPmE4kblGNeD49zgJGvM0aFJ\nkzY+OX2P2pyhAAAgAElEQVQadGnS7bcYfG2K5M2SCb70ras7GtpxsPuT+Boa1vWrWl58EphSJpBx\nx4Od1ETiD3qG/8qB0KLSXMFmbg7fN4Yht9ZaKVO/r43wP9qCM3UIfWgpmIPzrVc4WrtMhTa3bh/j\n1defhDdC8Evw8yU4Dt5MxtTRTfzphK7f4Fz1Ik9WX+IBLvKwfoPH9Kt0aLHOHIkKqUYRc91tSn6M\nSjXdlSaduEW7NMHyzCFuBke5vHyW5eFh7qkF1sJFom6FmQvr1G/1Kd8dMkh6dEY52906WVQyqHuY\nQNwGvWaybyQ+IbZOAIrQ7AkGIW5qs2+9VmZSuNuuu5liwugI7e+yNjPaBLFShR+klGojptQOVYb0\nqNPfadK70zTut90TKajFlGsjDrPMNJvGe9EjqvkIr6vxZIcHnHtXQNdhGFbo+RNscJqtfJadvEy2\n3STfrBp56OUW8SZ2cst++bIQTCoXJDceW4C9K5ldOkkeWtIW3fRa18WWARD3SYKrAtfHkawbIBXq\nQrxJSZsUxV/DWFcNkxV44jAHPrTN6Q9d4tPZX/DQ+kWCF7VJWz/os3RkgZXJBdaZ4039EFf1GY57\nyzzRe51P3f0O1RcieMOzC2k1tHOY1WbJQT2AIxrOZ6zNznK3ucASh3mLc7zBw0SjEmm/TN4pG0wW\naZPdVPIMDeVlRr5uKENBXQF2fOOtJH1jQPakDOcUuzdu2b9C44T2uScwUDcw1FwjL3bAKCsT/4is\ncbKMHLEyRgpl9EIvsHGv0KQczlTxPphSOh3R0h3yocewVyXaqpCmJXO7CStCa9A42WHx79zkoQNv\ncCa4wiYz9C5MkHyljg4V3kxGY7rNQ6VX+Ez6dSZKfcqNFBZgdfIAV+unSfsBv3LgD3546Zef/sU3\n8CYybsbb3Mh2uOZ3Wc3naecTNFpd0krAijrITarcbE8Qb8yTxA3jguZAXyIIKYWVtjm+KrOoIzQr\nDv3YKGPXm/Ksgoa91O/uOVlRD851u8puHfx1I092Dy+vdB2/cpuAIV65DuF2MecGGGQcp9DfBD8l\nHUzRL62xWWlziwxNnZ38CBtqlk01wyQ7TI0yNjsllB8a5HInhHgEpRHe0YzSrIkU+MR4OoG1hOja\nJCvPKbjWgJU6JClkWxh/XzSt7MO+yt4FSEJVyf/jRbh2jGIfYSb2bieNKxntXGfPuVbUm6FsBMHH\nzDSFcQs2KWi2MikeKXCpcZRg9jiN410OqRWO9JbJb8Bg06wbaiiY8sGfNKARDV4tpVVq0+pd51j3\nJsnOgKBZJWiWoJESH/YZzZRZVkdYz+YZjSbIuyXolKDXMkomi01QM8NQg7ne+0z47C7oUZkJ8lVS\nI2eZZwKgsaS4ybXCvYgSEmsq6NVVXD5787gdlyrIDfeuPXYD+L4yRwAENQgmDX89WYVDR/GObuEf\n15Tim5S9EeGkRpUhO+BRnl+k1DpIkM3jBWdRwRm8PCSY26Z89CCHWreZPLbDwK/Ru1Gn93QT7XsG\n3DwK9Q/0mHpik8W5TU5VhuxstjkVJhya9LkbL9AbtKi0UwbDGr2oyWS0QaPUI5xP8JMcf1ubRWjz\nRiR0DAk+m3mNtp6gzwTdiwnDm9aK+1UoTRjvIVUYlyZmr3KXIKwrqsp68o6ourrAnfu7eez24ybk\nL8DoLRPXZgj0ukY+ahgn6aQdpg5wtY33l7fYmtjhLUrcZoq7lw+x8e0FsoUA/1xKo7HDzWoE/nUa\n9Aj6KVyDeyxwmbNk/wGq+n1B6kvJjGn4BYVa80iqIWkckEUe6YOatYOzvBY8yl+qj/PM4Me5840T\ndJ+ehBcx1vtODHoJdIfdPHG1A+oeeEM7z6bAK4G/ZVDYLnuiTCBWkJLrybrrPd7WcOezLDp1Yjsl\nPyL0Ejw0SRIyiiqFLMj+WZ7G98wNcu0RqoSSiglJCEgJSWyugo9Hjq9z/MwaFx1AOmH+qpw0LJP6\nATEpKRVSmqRpRp5oGPkQlyAtmVmxZ8MvyZhxOUl5eMkyuV+gRoJa4vKOp2ZJWp67y6MbxJVrXKUv\nnVqlyHKJMMSy8DizQMl4TmfO0fpEhdN/5yK/7H+F/+TS7xH9Ltz8LnwnhbMePFWH8uMQzNtbHcFQ\nRNd8Rm8qdl7JaZ5V1B9UcBy2n2hy52Pz/Cv11/nm6DOsrhxmdKlmNlC6ggESI13Er7tAJM/kGDJP\nGc8tACracKEle83qddhew3DRQhu0Kfb9d1eQSj5zwx7yEgrhslqYiK7dZ6fJ3vd0oNlNaqpjLF3T\ntwtqFcyEBLWMsBRT7/cp70SoVdNWPQFpGpDGAekoIJook0yGhIOEypERtU8P+cSZb/LYwRe5xTGu\nffU0l//+ebK4BCc9+Htw4uNX+dDxZzgbXOLs9lXOfvc6pcmE3uNVnil/hFV/nmP5bZbzw1zS5/ig\nfoFT6iqT/g711YjKSmam9BZwE/KT0D7d4Dvlj/Ka/yjXOc2lf7TB0j+zSdv1B2Hq07CzCb1bwAtW\nfnyMZq0CS+ymmHpYqsg3FK3K94bf7ueIuSIsCl9ssPwu10l2p5Oc5nk5QSMh8FI8cpNrHwekPd8w\nBiWNV8qpeCPq9PHId6tO8Ynt9tyd5f/phxep/+P/+acp65jwboTfzYwLlOWQ5mQLAd1WnbvePDeA\nzXSN+GYGt0NYjqAd2A6WBS3W3dUjk86X28dKJENF3FdRPtpEqHdHQTJFXP/dHTFxp51g0G6+uoxi\nQEzD1uBmoVgXeaihPoOamaf8iR6HTi3zAV7m4PfXmHy+Y06vYxTBAPQOZDsGlI9SqE5BddqDySrp\n8YDoIY+X1Ie4zDHAJ11qEV+cgvUUurnZeEj5JnUOK7hhbt1Nz2QkxLk5tCgVUcbW4HmBQUDlkpkX\nnVswWCueaQ+il60O3A2wbF/tyaF2IVHV/pWl9OITa4rN0aqYfLXQIM90nng1ZO2ZnO/Wfoa4e5B0\nCrbOwLUB3AjgYhOCg+AtgmqaW2i731KamMV65ZNQ/3jCxLlNOqMmt798jAutx0kOTHP0wTWSuYDe\nyQa95SbVnQEPe29yauUGR28tQ02R1yFpaiK/QqzKBCT4KsX3NKkfkgYBfisj9xVpEtLrRiTDIZOM\naGwOqS4N+TevHuHFm7NAjvfEDMHnTpNuBeR3fLio7FiOMB5WB0MDyarkNXZ5YuHDXWUk8f4eRr/J\navMcuGsp69xkeu4uHBMGKHEOa2uzGEa3YGcDnj844s50iy0UG290WB/dJI99uOfBv4XhhQ16rRIX\nmGNhkLNwo0mpGpEfUtwIG/S8kDeYZ4cJ1vDZUfO8AlT1iFI3Juhkxs2KfFQb8tdgNFfmWniAFaXY\nYJvum6PiYZNt6L1p6Bl2KIJBMv9lvYAFIbmlVHbLuKcpxeURZaWvV/RzLoHjxMp5yVyTp5DGMLS5\nlijyoErMNN5HYmofbfMgNzixfoVTb90k3E7pqxqvPPUIVxpnWNo4ztmptzhfvsDJpVs0dR+mYKUx\nz//1v/Cuyvui1P/Jb33BLPXOI8gy46JmGWSpmcAKIIG8bAMkkgbXo1iI4r6nUQZDVm+5i3Om2JNZ\ns3vIYIrb36cwwe62A4Kg3EF2EahLSIv7LHWXi/Mrp1ALD1D52XWOfiLhs3R4pHKbI5fXTLULwKPA\npnFC4lsw6BjKcuoITJwEjkD04YDeT5fxeYy2t0C7NEH+whyDPz4AtyDcTKjnPfK2R7RVJklDcs9D\n1TRhM6FUi6l2h4S9CLoJWkXgRWTKrIYLspGJO/g+NCbRkzWYguzubbLtHhqFrxVBrmh3KgyGpu/r\n9ZhmKyVSIaPII9pJyYM6lBow3DYbXe0h6yXVUl78If0eYuDnFGZShDamYWIpo7dSlldmWJ78FF+b\n+JTp5qMY4CvvTJEFjtOYOOcNDOJus5uUVD425PCxG0TfrHLnN4+jFxQTT+5wcu4yHNesT8yRHD7A\nRLbNE82/4JOXn+apV16G45Ad9hjNB3RLTfqqTpkRJWJCUkZUiChRIiXDZ0iFNeYZUeEIt5i/sc3U\nC31urH+GF28+Bmi8B2YJ/7Nj5Dfq5C+XjTcw2ILuHYp0mrHAqfyNtPUIx38X6kbmxzjCE+PqXisy\nb6+X/vJDaPuwqln2YzaASrpCEN1mITPDlRKw828m2UxLbCoPWIRw0aSZ5qrYHSAPIKuBqoJX5Rlm\nDRhLtPlLbsddMlZknrnbDAQYw59DPIT4NQogIeAgcZ5H3ogGxTyVbBrxuFzOBYq5XabYMNB36pSF\ncbLCuUGxT/8QI3wLpo+DSagfp/TRHlP/+RIPsczHr2zwia+/TvVmxJY3Q/mXH6E3d5I7Vz/G8dMD\nPjX5Oh9/YZl5vQ5H4fV5710r9fcnT/03bsKVwGisLW2Ax6o2gbiWTYPLcrNL31AmvgSNxK2/S7Ft\nrwS0XOEUN3aCAkFCAWMS5xwJuLiRckGv7mIZ+V6sungALpqXF2XkFAEyoFRHNVqEpzWTc0OOsEnr\nVpnaUsOM/THMq1sHoDdBr5r1M8khKC1AOAvUIcs9soHH7fgoa7V5ksdC4rUy8YtlOA7HD13nl2b+\nFVtM8VL0BLd7x2hnLfxKysnadR4pv8End57m+M4t6ORkrZx4UrERTBL2E+bvrePF2tAdrSrZdEA6\no1hLArbSEiMqzMVbHO2u8Nv/7EP8xV+eAHJ+4QtX+Ft/+yIv+E/wwiuH+f5vK/qHH4MHz8Nffhdu\nLTtjo5z+FGPp8soSXLRegXCg4tK6dlTmvZvmK3ZfXuIkuxbIZolHwFvMqDb75Os+wws1KCvCqZiJ\nEztQ10SUGSUVSsQcDFaY624y3d4xPG81JCvXSL06qSrj2wVuigo5ORm5WbiET4YiIiBDU6NPuZ9T\n2g54fXmR25sTwAh1tI73wDR530PvKLjnQy8xmUbs2AdwV+CKtyTBUTfXGwqF06PwilxuUUCOnOdG\nssVbs/u7BwoWz6CenMD72ZgHpi/yhHqZjy1/j8WX7pmsqE/D0umj/NZX/hsuLj9Q2OcjOfxCBh0F\nzwV2ux/7fGUfJmxMoNuDm6sQSZqUdbF2F8K57xmVdgcUCl5eXafZu/pXNriT7TpyzEKCAGMoXQpN\n9ILLoYhMum8Ck/NkxbOMBRTLqz2K7S4sQApLBCcGVE62mWWH2d4Os/e28QclYqZYOv4ga+UH2O49\nwIFH1lg4cZeZ3haVLAIf2qUWT//DT/zw0i984DDM+iZOt0yRoVQBZqAx12XxwDJeqolGIVvUyPCo\nk9AfTDCIy1TrQxazDc52LxHkm6T+kE5rAkpma4BSe0QQAeVJkxYVhZatyaEaM2z6dKplrr7SYmPF\nBFPOHl3jgaMdyHPubpZ59fokUeKjaiHB47MQZySvrFoHwUXtguY1ezfxl3xdIO6it+4RP19ijQpr\nTACzEMyaubeJyWOWwIusP8opXlPpYeJA1zFyVdswWXcxxsZVgPp1Mv8KeTiJ1g10OjRcPCk6v0E+\nvELWu0oa3YE0JEsVaeqTkaNSTZqN8DI7eaIOWRdSpUj9OZuipsjSgDQtk+vi1WF5rkjTnFxr8kyb\n14fqHPPSBof62l0tGjvfuUFBEVqZKLnjZLmIShCcG91y+X17fdiAZh11NqM+02fK3+aQvsPcaAN1\nF9S6ad7qqTlWJxe49+ZBRsOqmY89SKIaV9UkV8XuVIDQZscMyjD0KRZ2aYq9E2S/FVl9LPSeJIpL\nP4C+nZHd3qIInMpvHsVumzjPN76dgLOic3ePGwEcvr2fu8BLjIP7qkPp84wiJ9Ver5uQ1yBT6LRG\nrppkWZM079kmadKsitYhZoGARa6qYld9+7DgF7soDDBg/BAG0I4G0KhAf2Ro027VnDcx5OD8VWan\nN+hSJsHDswYpTQK2NhcohSmz0z0Ode8w092CgUfW1KQLph9zPDIygnxEKY1Q0Szr6y1evVxhEIlC\nFhAYjfWNyKC7wZqcJzEmAYF2NfMusJMN63LLQmSkFyN6F2N6BNw0qXnsLhpYksUHl7m35nHvcB3C\nurmN+4qHd1HeH6T++9p4T3cwK9XeotjSYwZOPXKFX/j5f03QStjQs7zAkwypcpybXF8+y/LmMQ6f\nuMrPjf6EX7v0O1SjPv1KhTcfPgOTOQe5y/SFHvW1Ecx5JkVpQxkDMgIOaVbOzXHh4DH+6a+f55k/\nPgBofu1vPMt//yvPQAxff+4Uv/67n2WjXcM/2qD5j58i3xzR/fUX0L107KnGu9B1Y9/WA85hOWcB\nBC5NLSAiGLvEdQpE9py5HAQpNa9PrjyzCi73yfFQCgISQpVQySMCHUA+AZ6H9oy+VHmAn8mGV8mu\nXtHK/J7jofHxdRlfV+l2y4wig4SqtSH1ekSsqsSxR9RN0X7DKNVo2+4SmGFQVYViwy9RIpKyN+4m\nu5youxhMJpFk9Miy/xQjXHYv/IkzqLPH8X4t4tiHb/DB2gv8YvJHfHz1GYKvg/c06OfgG//wk/zZ\nY5/l6//o51hbWTDK5hpmIYkArwrGq2rZwbijYDm3wruG2fN33f4/ScHHiqIXV8P1StwA9XhKI5hA\n8RTFboeyHFWCyWIU5dWDUoegJFFcotQj53wRJBdtivcqOz2GZkFaKYLqiNDzKKGoZG38OLbv385J\nA+gOKiSZXaCgTkHtEBypwYHA9KcssBrYfjyNebNlQ8NyBm1tnO7LyjTpYc3PfOqP+PGnvsVlztKh\nQUhicqTak3z/uR9jqrXJxz/8LX7x0tf48OUX4TaMzgX0P2vWuaQEDKnQiPtMD3bw13y+/Z3j/Pr/\n8RmW11oUc3Q8Qqru85v7//3OeadyvwisO7FFrv3CG3UvBYj+ux9ipP4vv2lkVFbQbVKsmK3Bzr0N\nvr80wKvm9NlmnbdIrMu00x6QDW6xM7XFC2nOP934McI0IQ4CVp+ZgapPk/NUV/uU+7HZayLzTH57\nOzYRopZP5/sN1ppTLF+ZQwIrz188z2/9QQ3SmMtL0wwjs5Q975SIvrKFHiQQS5aGpFKK9XYnhYvi\nYS+Kkv8dZJqFFoXKUnq7uCNoQbhA+TMREx/c5hTXON27xrmNa4auWsdMgi5kQ58/+rFf5OWpj9B5\nlWLeW2paVyFpQVKBwRLm2o6H2W98wF4BEzpLdvibonhhyD2K4FCB8IaDKsOB+/q7kkEosSyJnLSH\nuPvyphs3fiFWTep34xvyG07/uvlnosjcV/wB0Tr6bor+asrOS5tcDH1U/hFe7Z7Av9yFWzGMNFf/\n/DhX3igzuLUC3b5B4P3YwHhdgXQWknnD5h2wQzXABMEXA5j2oVaB+hGjBNsVs/vjagaPj2g+uMET\nlVeZ8bdQKCpEZPjc5SC30hPcjk4zXV7jVHaVT2w9y8RK24zxXJ3RgSk2Dh4gDxUeET5b3Hwr5Jt/\neJBhX6y+LCpwYzri7kHh2bjJAzJWbt+6FI81QGlskgsGKYkJC9PfRf3YxIGcYgntDtCD/g1YKpkt\nmpsYAyDUeB/DgCxh7IvsBjrCeKMW0V/bWCP9XoUNBkRkmD1WYTRKGCy9AuWEV58LSNcf4LnNJuxk\nJJdC4ouGesnwSPEppQnVJMbrK27cmKQ7mKbwqseVtGavwRRZ242Sstcoux6mFMk0E6WfjX12PSZH\noePbSLZBEMETAeEXRjzgX+Cl/5F3Vd4XpX78L/54F4BpbeTFa4Ca8NjcmGHzap2n/910oQNLWxCY\nHSmJ7kK8wlaW813d4Lt8bqz2kD3vUgxCkwmCb9Ig8tjkGWvXnzGu1NOvTfP0a49R7H9ikI7eUQz/\npSghySErU7wlRpTQfaLhpiEUEBuKARSkKptqycstbPDWPwCV84Qf6jDxN5c4yzKfWN/mJ29cQF1S\ncM2DFQ3rmqQd8tpTU7x8+AN2O2/PKO0J4EAOE7lBR00PsrLJfFEDyNZAb5l+0znoEcVq3Bp48+Ad\ngaQJOoZKTi28QzNcJUDbHQUUqQqJVIluWiXShmts+W0mWMfbUah0Asqz5JWMvDxA02bYT9jerJlt\nTHcniiBwCVS5walxesalYQRhBhiNYc8Z9WH5NvnvwRYZW+S8zgfsOK6zu9b+ayJsVyiMtn2xRt6E\n/IQZU7Eb4mU3MPGQYx5MzZijggnM3rBN+1BK7XMlHpr4LsfDu3jktOiSEPAGdUajkKXeAq3miLPJ\niC/cepFDb64YD/a0on2uyY2HDpNWfAIyQhKe//M5nvnTBsO+8MZucZW6lPt5jdr5q97hvPuhWfc7\n9xrZ4XFgM6gUJRVRHQ2ppwNKaWya1QGWIH8J8MGrw04wyY4/WUyVu3DpTbgUHLEhLm3SdbVNY+YS\nA8psUOVFHgceo8jzb5hsrwAgM4kZsfCZssmdPIcYQpfGc1/cLR6PeJIuxeduY+oqdnHtpD5JU3J1\ngSh6N0lAZLgJPIh3skT5b7Y5Gdx610r9faFf/uyXTpqc89BsordxF2qfhfIX6/zvF/8e377yE4aW\nEQ/zHGYxQgmzTvtyat42H21izLoEJSQHeGguKh8y9EvZCl2SmZSSnRuQdil4TkHRrmsPRcTNo3j3\nqCB1KKCHbH7s8ifj7po76D7Fy5kldwyKde42AOOFEJQJTg0pHx4wTYeZaIvZwQaqNwH9qunAOCVP\n4OLRs6xUDxgw3anBsAnVHMojCDtmB8GgDu1zMDkFj2agYogt959qk4NdiqCaGi60UYZ6FW7bNNGH\nu3zkxLf4K4d+n1k2mcjbVKKYVf8Al4Mz/MnmF7gwfBgCxV9t/j5f5F9Q/1JMeNeDsxV6HyjTPx+S\nkvLstxb45//kIUbDcaToBrBgL4LaI01OX7uoZ1zxjNctk1QC4Yxd4/KssJut4zWMsyEOiQx/k2Ir\nfREDq9foAQdzyvMjFoMVat7A1mj25e7Qop0tspMdo+q3mdHrHB/cotIdmtWu9YCkUWLQLKN9z/aE\nYme9xPULNZJYbjjOi48vuBBD5cqhq5DGvR/pEwE3UKSwyH2gMMa+87kEHIUj8/A3ypx+5ApPLTzL\nx1a/x5nr10wq+ZJJCBhsgZ6B2k/Alw79Cv+8+Z+aqSb7pxzFgJHbwFspvBJDegdjFeZtm1accfOB\nA6COw9kSLARmoeEScEVjJkebwmWQIJa7RmB8Hou3KPtOuyt6pS+UU4cYgiqFfpBFK6LAtfOdKHbx\ntCQToI63CP4DEXNqm5Vv/Fc/vPTLTjQHuUljjDJNB0USK8qdGvHALtpJNWRVyOuQ1sxexxlmj458\nE7PBfhMoQasGE1Wz0CKIQfehfRjSRYNUJyn2IOpNmBfsBj2CqSGn5y9xqL5MM+sQZBqtPTqlOiss\nciU9QjxoUk4yjk2scnCwwuztIV6kzX4XCwk3dxq8cHEerQWhu2jgfgFA2IvS3eCVvLvQJg7nOcQJ\n6cWU9GJOn4AlWhh4KFk9zkKit/oYpAm7L5Ho5+ZFt7u7ftnFRaXpYhNGsW0Oa4HnNEdROCR9SLp9\nejvm1QHkmijWdH0YBB5ZJzOGxocoz+kQkEY5QZLDKGLQ8+jvmKVWw0GA3oP+fOfm44jc5S/dlFLY\n6xLLRGPsXKlbHiZyzhUKQh62Dt4UPKwpHx0xXd7kkLrK4WwZ/7bGWwUGJkyQaQgOwOrUIi9kTxJ1\nKkaZNzFyZx8v2qhw41YNekOKXSsVu1sKs8YAzYAWSzxGkbsviliCeFIijGKTLAzJkJG+k+eWayRT\nw6VnBJyIRySAxjWqooRy7m8wXYTrOUcZshIMFFnHY1QN6HYa7PSnzfbDKehMMdQanSniSDEa2DUJ\nAwXD3KzCHZVNznfWgAkPHophrQ7bOxA3jS7Arp7y6lCahOmDcPAQLJYM/drF6NfJHGoB1FpmxW83\nhV4KUyNqc9vMLawwGbRpMqDKiNDO0SVOsBwdorfawCul1A9EnO9c5VD3HgwU19ZneWllkYKOdXWA\n5LjHTh9ZenXP+4OFlpRFgj6wQb6Sk6/krPywryidLP8upGUgQpOicw9CH1XxGaSKJMMotNzm+lWO\ngNc0G1ClL0H2BugA9EHgQTjfgvMVOKVsXqyGNwNYspP2MHAeM9H6Gl7OYE5Te6zP3/2J3+Znj/0J\nZ0dXqY0i0iTk0tRJ/lT9FP9n9++yc2eO6U6bLz70f/O523/GR//gRcKN1Mylz2r+xWuP8N/+rz9N\nlo8rk/eyvNNE0vc5T87997nNPnheMaff6XLXYwQIIPQTyl6EsqFTtCanSaamifMSqTYrQMuqS4UO\njDQqV+D76LCC9s3K0STWjIY+epcKqzg3cwOm7oIn4Tvdl1pICpu8uMEtkgonC5sk8KooEFOCUaDi\nlZ2A8FH4B5rZX17jidnn+Pngj/nFwVep/H5O8O0crsFgxeie/4+5N4+x7L7uOz+/e+/bt9qrq3rv\nZnNni4sokRIlSrLkxLIi05Etx87IQGKMkQEUjwcT2PPHGDOYycBygBkMAmQQD2A7cpJJ7AixZCm2\nIsuSKFOiKEskRYrsZu9r7VVvX+/ymz/O77x7q0jasmcc6gEP3VX13l1+9/zO8j3fc07tv4UvP/Jh\nfnn4f7J9blES8mcQR0J161oE/64FV28j9CXtxX8E2cg7iLFWaO8wguvoPWjYGrt72ENONIMI9m1S\n2Cnb8Cr5C36nzJhZUkdjj9TaaxvObP9pFZJsZKCGIhvC1AR+KfbwgwE5b0Au8fFjD0IfEh8SD2tj\nMAaTzzHySoxMCZkiFELSBW8RcoehdAruasB7LHw3gRfGUkU6uenWswG5ZZg5A4/W4YOekCNuINXB\n2tLjWAKrieRFLgFXLDwMx959lcd/5GkeKL/MnbzGKmtU6eGR8Bl+ms/vfZRLX72b/MyY4x+4xH93\n/l/wkYt/DLfgt555mH/yxz/K6zeQvv4qKja7Tw9+73/+m/PUb968yc///M+ztbWFMYZf/MVf5Jd+\n6ZfY29vjZ37mZ7h+/TonTpzg93//95mZmXnd91tj5Z1myP8T995XHOQmo4yuIJY/QcKnXUQIXQOm\n7WtYm3sAACAASURBVIIo+Q3SfbqDREuWtM2JVtZtArchXJ/wzXMxW40zzEfzBJGHTYrsFJe5zBLD\nyXVsd43BuMdzi3m22w/w9LlD+INI+LVteHlricRms+jZhAqkygP2e07Ze1UPUT2kg8pYvR/1wOID\nn8skWagChym/N2TmI7vczXlOco0ltqi8MCT/5xG0IOyJA198FIb3z/EfNn+KSztnZGnvRHSNlsW3\ngdcsrA1gfIOQCiFHZe0ZkCqTLP4dMmaWMYfc71ymdlwCEwguajX81arJrHeThVSyCT3FKiekvOAc\nokHV48xS/vTzahByvB7PVIWvoe8OxN+DPy0yWBtyqRzyn7wzXAp/Ev/cGP96CE2YDIpEtkz+qzNc\nO3cP/SiEnQvQacGVssBdNpJEa68IzQKcXIZHG0Aogzuu12Ajhp2eCCU9uTaTQFBwHQHcfSWx7IFB\nDMEczCzBQlEGbGwvwcgxlk565I5FzM1ucDR/nTu4xLH+OsVwwqXacb7fv5+Xdh+CgqFR7nNn7Rq7\n3+hz5QsxaVGfcc81l5HTrPxm5ThLV9V17Es0PhgTExOTMJrKqB7fyYo1Et3tG0moXutA2FOTW3Cl\nKKfaQPo/xf2MgPYgaUF/Gy7kp1HlvlbG2vZoHbFXTfeOobXR4vvPt9nMNXiBe6hxghxjDBHnWGB9\nuMfk2nmiomXtW30+s3MHL+19CLoeL9w8TAoFZBP3B6NHlTvdJwdf2USsHku//4Mbhr+Wp76xscHG\nxgYPPvggvV6PRx55hM9+9rP8zu/8DgsLC/zKr/wKv/Ebv0Gz2eRTn/rU/hMaA/zTzEVDmhRzyq9k\nYCGgXujQMC3yYYQ/iqEvhYlJJPlPqoZ4zmd3OE9n2EjXq0CqH4ZIUjBSr06FTjHErPenSVZt7qI0\nOT2w4t3quSTi8fq+bLZEl1KTRbhzlDLnVUWlymdCWrCkiiarxLUHimKWmuTJQj26dgFSXHE/M/9w\nyMqvXudJvs4jfJfTXGb2813Kn5nAesJwz9DsB9T+bo72j57kf7z6T3n22uPCyntXDPeL0WLHyqb4\nsxhe3QNelMYqubeDbYJtyTvuQayJuQmy2WoIl00rAA9L3/ZiIBnyJJLEdbAOuW0IBhCPYDJ29SJW\nlFvOQgEKdSgXY2pM8BgTMaFHgWFUYzKYI8hHBEGfyWaXuK94pcITWc9SQ2Ld6VqlpEpd11lnoGoR\njzZz0SRbxd3XijvPEPEa10i937E7ziywDG+fg4815NE2kfa/FxBIkO8i3ncJvFOQuyvNJ0Gq5zru\nsleAE0hvm6ukCNsjHsUHRxxZvcYD5e/xON/ibbuvUpv0eXb+7fxJ60N88fpHoGpYnlnniYWnuflv\n9vj2pw46Hfo6qMh1HbM5jYOv7HEOHusgnJY5hgeUy+SqlnK1T8kbUIzGBK0IT5vH5SEu+vTKFfpR\nhV63lqJDVdJt00FCqdc97ze6dt132jjHtbEwbq9NG6apglHHVB0FlxfzDAQu0ojGmftUyq7uZ93v\nWcctIWXd6HF1b8fAJ34gT/3/F/jlqaee4pOf/CSf/OQnefrpp1leXmZjY4P3ve99nD9/fv8JjQF+\n092AKrMhwsddBSI4m4dfnOdHj/8JHy19jqMbG9TP9eBZ2LsAvU1YXAGezNP++xV+96V/yB+/9BHZ\nJDNIHx8dsfgScLMP21pBNkLMdwnZDXU5J7fZPyzZDYOdAvJZip2WAg+gXIDZGWgNoa/lxFvueJCW\nxCtHWCmLBVJsVxMx2QSXFn+oF6xCp556tojHI40G5LpzRycUTreYl1QcFTrkNsFfNzDuEYcBYbRI\nsHKEaPk4r3l30RzMiqdeb0G155xmlzzd60KvA+zB/BFYfVCaqUQhTELo9KDZdmvbks9N+dc1JN49\nBWfycMo422ilqnhpDIfGsBhL75qriSi6DUShHwJzOuH0By/xtntf5IN8hRIDmtT5M57gxa2HufXi\nHSwc3WJp+TLX/vd1Wt/URlhqILMvVV5ZA6ueVTbSytLW9Fi6EWG/oVdMdEDKSVePTTdmXoaMrwT7\nFU8foUbSJk1klAUj1uEfkDpx6pNo1WyedJ6sARpFvHpAsTii7veYoUN9EhIklma+yE7YYHs4D0FA\nIYiYzTcZ3Y5oXc56iSpf6ozofavjoW0eskVNWWWV5cDrO/s7LVLSY7t30YdHz7LyroiHnvw2D5Ze\n5J698yx8pkXxwkS+fgLad9f55sPv4Jvb7+YbX3kSOzAiZo+5U9wE/jPwSt/9sIkoCJ3LqjUEavyV\nvquR9SFhfwVWEiexRjEqI3rtO+4hLILnO4fUQL8HO01kQ0VM2x9PIUNtzqNOgvar0XYlWimbbWvw\nU/9lEqXXrl3jhRde4J3vfCebm5ssL8tg2+XlZTY3N9/kWxVEeLMeaibzPga2Ewb5EjuFBYKdhG6z\nAkNDOzIMMNK3uNugu7bEoHMPRCdSvalGdFodPAAzLz/YHqlHPk+aoZ4l7ZynuyWb9c9yz10708YY\n5vOw1JAE2HgI/hCCMvglFxn6sFdw02BGEBRhpgAn89SWdpifWeM0lygwYZt5bsWH2OzMYr/TxW6p\nkdDXGymczISDqZLqEt6MCW9O6E0hmWwhysD9fw7Wl2CzDJWbwC35004H6YIFqbJTZRUJp37i78/1\nxlqP30FuvOu+3yUtvhlJwlsVkLby0K/57v99YJKDOBBqpavfCbfH9G/HbJGjSJ4OAT0M0d4E22wR\nFXuM7YRkqJ4PvHGUo4pexT/rxWcNgCohP/O5LPdYP58Z+2cOQaWM90jE8qEN7vQvMNtvU2kPYQd2\nanNcP3mUppml26szulyWhlhFZFSfwgtNhP3S3ZHE/74IDvYnh13y1ysJrtwuknh5BskMg8iwEULK\n9sjeS4ExsDFdHwP5EuSLUsYfGjHqYSzQj2cl12UhrZpskyomlc8s80adN4XMskwblceMwbC+NF9r\nwmC9SLMwy2Z7hUm3RmHslHo/oducpblxL8PmPTA8IclXLcq0Tp5CwAzAFCGYhaADyQLEFfdodxDP\nD6bN+8njsqpyzdaCdbI79bb7pLP5nDEwy7Dkw7wntqFVg6QKpYokZYOaXOMwERZZNIGkD+EI8hHe\nIzkOLa9xt38FY6DbLvPac8u0t1UHHWQzvfnr/5On3uv1ePLJJ/m1X/s1nnrqKWZnZ2k2m9O/z83N\nsbe3t/+ExgAfI90IdwOnSfHS2EW6AYGJCUyIsZEMe419bGKw1sfzZsA/jM2dIqzWiYrF/YhH1hOK\nLRgrob1tISGuRxp2q7A5bI5V97cxYon1HvLIg78bKifg7jwc8WDJiEXPAyUr76KVisRzwItAdwJm\nDKUSPJCDn4U73nWet9/3LJ/gd5ljj2/xGH80+jBfv/Q2wv/+aZJnbvEXY2lvlEzR35P5m37ujX7v\nDOm+Px085oHw2xgw3us/YtXgHAxrM+c6qDffKBpPgKQB1jF1jAHPwwsSPC8mcDiEJSSmRmLzJHGM\n8awMspnE2FiVcYkUMlOOYRabV0E5mFC0pNZHN5YlZZG4Et5p5JZHvLVTmOMr5P5Znyfe/zT/qPib\nnL1+jqOvrcNz8J3TD/GZn/0oL3lnuXj9Lnb+1QqTdlGCwpOIKH4V+D5wOYTo2xDfIo0K1BBpcliN\n9TYUVqHyHihqV0uE/dSJkaxgC0nAVjL3P0b4w0PJddSPw8yc+Dt9RPRVQSoKEFnS5O41xHCrYlev\nXT35LmmTtgxsOY04VVllaK2+xfgW34/xTIBvc5jIy0DNIdarEvuPEXvLxCbYD1urTE0QSDSwUHbv\nyEiP/N4IkvPIBsU91zriyc+z3+A3Ed0Qu8XYJm2FHABHwDsD7/alXqEPNK18ZcXKEJGKkbXcIK3R\nGlvoWsxsQu5TA55831f4x8V/jm8Srpyf4Z/9VyVunttK14Wv/c166mEY8rGPfYxPfOITPPXUUwBT\n2OXQoUOsr6+ztLT0Jt9+L6lSN+4uM/BCAoy8qTO335NCPpuopdsSj67v7S/Y1K9NH7J6EBr26O2r\nkKmgTkin32jZYLZUPSe/m1yGWz60TCq/Wjeg71ZVvPSxC7tsKEUQNzz4nMfOn+/xwoJlwiMUGbPO\nYa5EE6LWNexVS9rzw8ucW9kPWS9HPXVIPaU3evh6nGwewa27LbjzzcP7S9TfOeTtc9/intY5zly+\nBrctXa/Gq0/eycvXz/L9Lz0o/OFFZC9opPgd4MoA+juCmRMj0l0Ejrvn1iMNfR332StB6QQUq/LR\nfl4giXBXvMQkRxIVScgRTXFxJYqLB20JsFPIx0WB+QAKARRcSBFNpEncWA2dKhfdbVo+PyTt7qce\nrirzbCJX5cfJsb2M3Vsj/t2QS18d8q+Dh1joHKW+14eNIhsvLHLh+zNsmzGddov4lRVIcuIYvuCW\n5KZbsoIPyZ1gVyAwUPakrTKkU4eSbURZn4ZoRfrRWD9FFyYKd2gPdt99vpO5ly5TyGeUyPoknixF\ng5R7P+sOUbRSyJM45bcRwk4INoHjCTxiuf/oq9w9f45jXKLDDJfjuzj/ezHr385CX1m4J2Pp4wQb\n697PUk11Y8fIHn0O6faIGH79E+z3d7L53wSpKrfK9FGHzUeU9zZpt1dI6aSKn2tCV2tKfPmOvQpX\nHONGU2oToFWEUk6mOw2N0DXHVqKgOAeTBBtHxL874sJXevx28DCe8WjtFum3tFul7vOv8YO8/lpK\n3VrLL/zCL3Dvvffyy7/8y9Pff/SjH+XTn/40v/qrv8qnP/3pqbJ//avH65XOG7lrb+bxgRsnD9yS\nDTp2yqoUQC1Pvdamnu9QHfYJepHIbRX6hQprySrjqCAPWXsrgchJL4CoJYmOqclXLFsFcA3Cm7AZ\nwaZLoJk8+IHIg8IK0z6wGc5wCKxbWI9p4dGixGs85C5Cva4BMAOmLokXFWzrPE6rJfw+MoJNPU+V\npKzHpIYz+1be8SjzcxHJaxyFo1Xyj3U5tvoCD2/2eDR3E2MsO/489vHTbFTn4Bt3wbIPx3z52lwA\nxbwbuNuB4Q0wE/BjYBNMFexZCYdpQTKU+zB9iCeOY/wgVOfTWRJ2BGZNcPs4B77rGxP7LiTuIvH2\nmHSuXlHWThNdxTzM5FL9rBPPTALeGDwXGUZ5CHeEamvG4HehnsevxhTLO1T9IZW4z9aaodc+ILpT\nquAY7Ba0I+LPww08bnASoSYaplm8LymtaA3pAzyUyx2Q1gkoAmgCMLNpfi7L2OxAWhW7JGsU7wib\nJMeBgT9qeLSyZ53Uu3YRja3DeBsGFgaeePs+YlyKRpT6ItL7ZuQiASoiRj0j0MyihQcsC/e+zF1H\ntrifG2wzJAxXuPm07uksk+sgC+Tgz/bA37JMkJbca+wUcODDTJFibUKl3qURdSiPh9Nmrolv6NTr\ndEydXrNKkvOhUEyDsj0LcZPUUVCD72Xe+tJcl8JKbVlWbXmSxMisAo0Us4kRXQNnPEYQfyHkOkWu\nm3eBnxMChg2db+JyF5kBTH/R668FvzzzzDO8973v5ezZsw5OgV//9V/nHe94Bx//+Me5cePGm1Ia\n5fP/koy0uZcmEBU7UYE7uKhZPBOYVgiWgDLctQjvXeXJd32Z96x8ncfOf5fZ51rwTeAd8L1jb+M3\nwl/l+s5xMdJ3wXSY+PPAcyE0r8FIx2JpteoQeTjzyG5SPlQFOALBKtRnpUlRC7hgkeRMh/3JIRWC\nTfd/zS+U5TjTdqETp+c1UWLEe0oSERg88YyigXhmlJBQeJu0uUaX/fzrLKaslkc9UJiWV6965JdC\nFgpbzE52aXT2oO8xMUVaK0vs9ebYu9mA8qxghjmgtADFVbn3dgStkVSz1qwUhJlAMEbjPOZxLPfi\nRdDbkZFvlVNQqckljxHsMRiL99jzpJDEeNA2EO2RJr/U889l7lUq8jiyCkeWZJk7bolyiLdZ0bAc\n2BrC9gSanhSW1SJ4n0ftsTanH3iVxyvP8lD/z/mtT93Dc19ZPiC7WYP5Ro6IvjSa0ujKdTP0gtf7\nDSruqgc1d5ZFXya43MeYtNLZfz25YwqpaaJOoyQ9YcZxoCxKpaCQnAdJGby82wpGlGcSiEIlkfmd\nI0SeqiEsJsxV2swUu1QZMKFMJ5mldXnMYDshhcPG7I84DyrPhP2Los6HGgRlkjgDPleDx09x+j23\neeQ93+JDe1/j3uuvSfQ4hEk5z1fe/x6e8Z7g2198F/35qpAqJgiX/T8CvVuIZ6IeeZd0OEnWA2y6\ndbsTzCL4tXTa1RYw7DoDocypWdIEkuZ5DLAk+b68TQltdQNll8+YpocsXD/0Nwe/PPHEEyRJ8oZ/\n+/KXv/yXHyC4H0yUXuwkQShDCgsMSWcNZh92lqWgG0RDY/eZkYEdQ+9ahY3+PJduHaG+V5cFagbc\nLB5iEiaidDoGtnISCtlI4JJ4VjLYwQKMQxFmP4DCGHI58GeEvhd2Iewg086XIJkVpRXmJBQsWTAF\n8DpOZgP5m1cQCxxXJOxOlAqnSkGzu6Eo67gIZgaCKsx5KSOvhyi78kiy7l7eDZTW6sKaCEuhCrUi\nzHsUj3XJzzUZfmOP8KZOZ9e1Vc3RhDXLZM2yBqxNi2Hc+q9r+L4LwzpTvNmfhdxWapOz+071RhbW\nzxYuJi3xvCcjOZfacj1GlPl3GlZ35VpxY43QiEWT2c7QjfegPQ/DPPQDgRbixDl9vkOrHOQQId5V\nYh193pDc6jMoWrZLJW4M5+h3tcskGVnU5GlWCeluVJkms9bZ6K0DSQXsHBzJUTk64vDxmxwzNzk6\nuC3PuS3bYefoHLePrXD11h00B3Np19eRdUOae8CWg71w16UKSUuClUkRAXXI1aFaEfkcu/uOExhk\nK09dD4R+VvnnnAfp7tMakfdWDK2EvfwCezlX5GZdsZE/kaHjSV72m53I3sKIAQ8ddCEhM9O+PODO\noxFp1oPO7P3YQnvM+DY0X6txo7OCvz6CXfFyw2GRjWtLdL0ayR4Qh5CLBY7Z8yTSwUf2Tk0gr8JA\n9qlXgFJB2DklIO7I9faPw2gWwnKqisrItQ/n5D6MBb8uEaAdSvGVdXs5mUOicnePSQzhEMYDCAdu\neQ9WCf7Fr7em9W45kUx6AfE2OxMJsad49jbiUmXjDRWoLLdbMU2b/t1UwNQxpodnBhgbOwFKwBSx\n+CRMsBhk3mfdCWcf7HHw7oBDNfAL6axmLbqrkYbJPaQ73cS4vTmQsuZaRfpte8g9KqqiEbciH1P+\nvLpcewiYqpkp5dRWgHugdhIe8MWCd93yNJHAQSvNNy20B0ho7YNXh/kKnCzAw7DwdzaYPXuV9f/m\nJXpf2HizJ3Tg5zeCyd7s9QZ/e7OPv07qshr/wPffVEJ/ANE1KjezyIQLV3tgLKlydllAa0hpa4jS\nNx7GeBgsBksSJ1irMIBCXRVS2dRkoNY2lEiVvEajucznJsAx8M/C36pz5CNb/OhT/4mf8D/Phzf+\nROoGzgHfhe/8+IN8+Sfex+/90Sf4/tpZefYgnuG/snDuGvAsaUO6MlInsIg4SUox6iHCcydUT8Px\nYzApiuj1rDgz+wZzqPLMvvNg/NTPsoi86yPUQtcckDiopuA+ExlXy6Q6wF1SBxkOwjVkL6xnzq3F\nT9niRDWYGSDdA2N8jMlhSDA2dNGMAfJY0yCh4DzesShaJqILEjecw5TBewjKSzBr3aM04okvubd2\nabgJbLkkqDKhlxHfrOnkU6Ezjby0S0QOYZLpVrex5HycOyV5Hsu0sMn+2H85nvpf5WWMgSMurFhA\neMi7iVTJTRLIhxCMwO9Apw8tTVTm5QunrUxUGXmwtQbXX4RYPROlSimHVIVS39nYVT+v8EaElDY3\noJSXDa21A+rwKDoUZt7THGsocELO4WHqeKtMZpEPjYKTRAR7im8r9U8Nld7PLORmYb4uVVdhAh0X\n4WixpIfDZDUrlANTFPimDiyEFE/0KCx0GXytS3hdOfnqCamXqwon2+Aon7kmXS8yny/CHbMED9a4\n+75XeGDmZR5pvkh5a5C2Bw6AZfjD+Cf44uRvp/T6AvCChfMKSSnTYAVRRhV3nT3kYG7wAHWJRBoN\noeHpbQ/c4hrEC8wb8bhwVcex54ypyoNSPLQPeZkplJf1Do1JDbWPw5sT8BI5bsFIb5FOAq1EzpG0\nkc2pa5mtuEwyx68Jbn4sT/X4gKOnLnPSXOP44DZ0fZe/C9k6Ps+tk0e4eP0+9vpLzibFMIzhfALN\nAelEn5xbv0VZ+PwQiiE0DMyHsDiGQgMmDbhVgz1flNTEyn3NRHIPfUQJJ06gAyN5nsiXf7VKW4MA\nRcBA8iXeVYnCEl9ovoUa1BdhnJclv1PEmz6CemwksNCBxR4sDmDdiOJsTcR7pQdHajBXkchhiEQY\n/ZdlkCrweghH9YMyiLLGIFPVPsW9cwKp5EppUOVlREMHSWnErBO1NEB0Q6NeNwoA9vuh2dSC5641\nSUh5vUor1j33Q9zQi9yuhEp54/oWWadbrPycB4IGDBV7Uoy0DtUADhlJzAzaSMWXVvhpaJkdQ6cK\nKGvRNWR2HkDeh0aRoDGkWNtjJd6g1uulnFdnaXuVKlu1BQatCpN+QfSNIkUq2WPFCNQ860bWgqUM\nNBAEkoSClKGmlawKNQIiOWPYGUuIaBUPn0BfBTaLbzj83uaFFzuMYTNi9ErCCMP+vub6XQfhBEXw\nR+LBjEP3EYMIWcj+iTC6g2tQW8Icn2Pm7G1OLsEjGy3qN9sCQ+0Y13fD8p24AMOTktz2HKZ9WWEn\nfU4JooyOIp4mbu1ugdkD30JxHiqrcGgR8pW0L//A7RoPyDtsWKOjLHsuAaFgdiW6s135nq2KgvXm\nJLrTNzZjpHOyTkUvTYxXETuk7dxHFrwtqMQCK00SiQgnExj2BJcOAsjlZR/k+7Ddo3cr4dzzi5yL\nKjA6Ttr3wjWyeq0me2e4LtFhok6PynSJVIMouB5JCJ/LicKZLcm1loD2EC4OpyJGYl3qx+0b7cSg\nL5M5rP6c3WK6vkNg3EbCDG03UIHigutaXXS5Rnc+60EhESevhrQ/OFKUbbWdgKeNrmIoz8Ds7P7I\nYKiZ4Wy0p86cyqvmEzIX7nnQKOM3DIWZMXWvTT3qUNx5Ga8dE/UkaLflgPZ8nXbSoNWaTYlQHVyX\nU7e3Iw86+cwzcHOYQ9U/iayDX4CcL9Ghirz6Gary4mKG9XkwB/nmr7fGUy9+FghTrzaKxdtOYufl\nuiTNFGPLYJRVD8o+xAUY96G/7jaderVKG+jDdDIO7vtqiUek0w4CWK3CuxaYfV+TU49e4hc7v83D\n33sRPieXSRU4Cc/f/zZ+7x0/xfmn72Pt5aOic15DPpdsIHFw211LFfnArLv+GwjwqVS5M9J7e87R\nGQakcyN8xLvWkM0gnlI3Jwp6MnLn2kG0Ge7e9MFrIYXiPpY0kaZrpP/XIisrdLlGAHXngd600G8i\nLtQuKXVk+jTdxRah6mNmDfVGj5lcl9lJj2A8kn4koS8bsJhw2x5lPTksSV8S8CNoOi9R+57gPGuK\npNWoK05mEqh4cCIHZwpwKCc9tp93S7ztnnUeqLkNrl5TtqBRc8UmAj8U+YtHkOxJ/qK4It581IXo\nioTwxilmMwfmNMwVxOZonnKZND+dAMsTuG8A6wlsWfFst0ZwsSudRWcl18EqsGrha4kwo04ZaL0M\n154jVVIJPPYQPP6oJI0v78A3z8NojZSWl9W4GoW6t3qLigApay8i5aFnUwEKXWeDXT1FFhLLJnP1\n52nSVxP2GdqtV4H8suDqsYVq5M6VFydiPJaeOQVPjObQwiBxMKdTyuUS5AtObzjvNuq6Ajg/c4HZ\nVhHZxKpqzQBKZXjibmrvzbH65HXeXfoGjzef5dRnb5L7Ro/WK1A/BuEjDZ75+GN8ffIkX/v6B7Ez\nRtbts8D6GlIHoPUKh0kH2q8hezRxgjEB7pFhKoszsg+UnatqTElzPdL0AnvAAz/EnvrIxS4j5TFr\n1WQ2qaQerWbGnRfa86DnI3eeQxZQy+6LLjmZh+JImBUD3z3sNilmgjvuCKiIF7XdJbo4ousbXuuv\nYi8P5CsKmxRjLhZXaQZlxleAzZF4ejsOs0fHtelL4zP1zhvAffI7rwTBEcnWHy+l093UJigZxiMN\na3VJEufSe3lJ5iR9t2SB0AfNAOJt97uaJFkxzvAp1qtrW4FaAyqO75cgPHqlzjWBSkGm+mzOwGAo\nwzZw1zi0YnjxYMFiT1valw/R7nhcL/uCEdoIDnswasHFq7C0APPzsGGg3YbJpiSOp6Wpqoy0dqFA\nyjQysgkiTyK1bVKqe5PU2de1Ujq5PsODHGaNujXHaSdIP5s8RBvud31kY46c1+4hkU4s3mEHWQMN\nDsNY4DECYemsIdNd2i4yGbgdHEUwGkI3FnuJJ8orMkKrHSkInXl1Iri1J+veklm6FFcI5g+x9OgG\ny8sbrLDObLNNtT2AEYQ1n8lqQMfU2YwO8ergfrqDuiiLV4EtR8eb4ggVwZZHDVK2hlZUjsEuglkQ\nzrzx9ncJUD9BI6HIOSCJ8rwncs0jxeM8OTWQznkdQxhAr4pYzKxlcd7+wJf3vgT1PFNFbTzJmdjQ\n7YM8aWJdI1SHrSZAc0B81WfYCNnI13itd4zu7SJBb0DPWsqjmGirzLVXlmhFeVhrQycQ+GeS3aRq\nUNWYqCV1g7HNLHhVyB2H/CJEVah7aYsh/bpq5V7mkpNaWqT9l7zeGk+db5F25RsiUq0VXdlEk7oI\nCm7rhKAA2Vha/j6DzEWsCo4aIM84h+QaRptIxyMtMPFItYFWj3XcFfqvDyexYBxlztaYFjooFm6V\ntjTFS9wrO1DjTmQyi2HaDuYeRM9rwmsXyRGtuZ9HiNCrEtIB1LA/FaCweAHw1mH8tDBxOAP+itxT\nvIZYjWZmzRbh+BwcdUVO24jDcQZJCmlfqvuA59zPd7pr2XWH6zoWx0c9+Hse/L47xmrm2t4FkRv0\nuwAAIABJREFU7L0G//bz8Ohj8OAT8IyBS5eh+QywgzESBUyDZ7f21kh4ajFvHFlnPzx9HUy4Howu\n/qqvg8fXvkHqkqp3CCnLJEt/m4ZbmWMpoKpFeLnM7xUvUgdEYTX9roZzRVg8S+XsUd7+vzzL4489\nw3v5Oveeu8jRC+uwA4OTBVrvr3DZnOLZ0bv5zbVPcm39lARf/xJ4uoM8sJvIAz2M8OrvIJ03t4M8\n8D3g7ZB7GJbyAiEpaSBE/BYNEMeIAWvvCP3Uak8gTcBqPkYTyV32d908hGwQzTdpQkrbMwdM5ylM\nXx6YvET76gsmOAW/RjqKyrGE9kEaCo84CrMxEplZ3eMujzN9Zi4CMr5zSoYHjoO7zllkY8bg3Q3B\nvbJOxl3GGXebS6SzcrTLxhjZkzfd7V/3fogTpWwBE8HPPBcbW188pDiBpIk8AG12dRSRFq3kmpAO\nEajCzLyEMocDsZzr7A+x20PYcaXM+QnMGvFqbQzFIky6sHlBaIwzR2QYboDIegfAwpkEBuvw0qvw\n2N1w72nYsHB5DV497zy6rKuo0IQq+gZTfNgz8icdKJ5tMaMhF2Rwdvbn18gcNqvcfJynvo6wPOqS\nycc4BoC2RHDJOZbcZCOnfEaJlJQ3fCg5bygPzEawnXPzlEfOzvquj4W7mOMWTiVSVdfxoZxznm0M\nyxbGHbh0GxYXYH4VNmpyrkmT2sf7HP3QGn+L/8zJznXKG2PYgg51Xjp7Ly/efIgXv/EIxSf7eCdj\nRntVkpd9+E4MmxvQ2yU1ynm5L+pOdrZJXfoGcALqJSjkHb09EmqbybkchztMaCHahXiPtIezKmJl\ntehD0vNq1ZRLbhdL0jY3yCRZ1aGLjDtH7CoNVVg1fFBDoLvbsL/NsTMixRrBXI7FR66ztLTBIXaZ\naXWotocSENR8xit5uqbMVrTE+cGDdIdVaV17PoH1rKc+cPfQcO8Babiq930/FO6GE47GeIu0GecK\nItOuuwOjWPJAe2NoTmA0lpzTyArrw3qOKeZyBp5LfEwmLrp2TfOISBvrVUkdPjWqMZSXYX4W7vRg\nxuVRngO2LRw30O7C7ZbIdjGGZATFRB5jiCRbh8DgKpS24WN3w/KsiM7FGK5bicwsojvGLlJZMNC5\nCbfPkRb/ZbEqxdctmIZ462qHHKt0WiunMHyWhKEtlRKg9xM/xPCLhicGYZlQScPhqcerBRKWFF9V\niEO9IcdVzRWE6jebuMSlSWlTBYevYpCWpkXHiHCHLjkv3Mu77Hwd5gzkDKwZEUCsCErQFqU568Hh\nmuPzzsF4hUOVcyzkblMajPDH8ZTd0S+UuV1fpdfNMdmLMQux6NgNX6ic29lMlBoCjWEj9o9cy0uC\nJe+43JF6Be57BvFKpq1+e2C1S5zNvA1TNkbPc4ODYdpGuB9IktoPBPcMI1mfmoG4755TIImtAIgC\nuJnA9UzNQFMzSSGsq2VagLUQ1q6RbtIZ/ENlKvcNOU7M3XsDaqUx5GJ28dm9Cy57Dfj+MbyTbby7\nI8xWDbYDKMUQJJl7UllZRqylXoMOYK4Dh8BfglLDlW7H0B1DUJCWwPq1xAoEE27BZEc6VY4Dx1jC\nVTE6oTWxyKedY1pdbGeYFuzkYlEEnssZeTlpWGY88QYnTjH5vtRIzFlRdviwuSmwl1+EQhdyHWGe\nhO652DFRe8D6F8us+yf5XvkuKUWPEUVbMXDNE65214qhjdsQhqJEfaesE98ljjsiN6yT8tk191JF\nqL/rKSoydsuqrBDtXO1EZEqkGuCgs3yqi1XkPQezKQPEWCRKuM60HHRaqj8gheoyLCLfk4KyOetY\ndUb2dmBlIto4Ttk5+TzYkvy9nLj8qtMZ3m3IRXC4BMfqIk67Pmx7KVstcPi+78HMLKWFAfWjMQvR\nOrXx7jSNYDFEMz7dUpVNlhiOfSaDUAKebiLOxN4Q9pSircwc9dhUN6he+MFeb5Gn/n+5H3iTkFp7\nrmjmQM2YYvAqERVgThKueU+6oSVW6I7WLYLnMtKTAPEGYsh5qQ7w3YMaOy8qZ2Q4s/FhkHM88hgq\nOfEeOnuSea/Wxeu4awk+eIa//+Bv82Nzn+fUazeo3B5OW0icX7mT//vRf8D3v/c2Nr+8SvDjQ4xn\nif6fEvbVLVi/TRqSauMjHW7dQ7J/Sm1ageoKLKy6vKUmogLxyGtGEo/doWC2RIgr1SLdCBrelklb\nkDohyjegvCphdd6IoawAVStsiByy9loWPrJyaR2TaR8L+zOTSkdUxa5dHEEht2B1SHGhwyJrlKMJ\n/jgH4yERCZ16ic5wnk5zEW9ujCmHJKHBdnCjJmNn3Aype9Nw8qLMEIfn6jCN4D5onIJ7C+JxXbRy\nrzNGinq1I3NuIsm7jUgGfN82KWqniS2sWz4PkkAUlEFyH6YPQRNMT/5PXxQ+c2DnwZYFb04GEA+g\nehROzsIHgEUjSuQzt2U2Z30ZDnkwH6edjXecEqsnsBWLzr3Tk3x8B/ggcC8ChX0JoY5GntAum7Hs\nmcBtwPA1CF9gf6+CrBOg+HBB7kEjmmw3acXUs1Gk5jP00ej2PZh4JfNvEjtII8tiUz6xGlN9F4Eq\n+FVR1pXIQe2e9MaZqDdupDAxNxLDSg28ELyxs82eMMviDvgDOFSHQs7ROqswLLrowSXLkxbkyjD/\nXk5/9DZv/6//lI+0/4iz6y/LwPAuWM/QfHeVF088wH/gp7m4fg/bF1fkWbw4hPVdiK4hymIJ8SiU\nIREjuIs6JBXgB+OpvzWeev6EWOOoL94uFfHYp4nrPjLl3pI21jKkcZ0K2gxwVDwXY8VzqyOUx9hz\n8mAlTEx8KXBKEnmA09oPJ+gmL0yIJBQlpd5LEjulrwmWZdgLpAKNnii813rcmszxQv0e1m/NUdgd\ny8bJWW41V9kJA8ZXBrCxh31pjDWJTLoZd0m9cC2BzrEvrJzihy6CiScwbEE0IzzjpbpAB6OCm54e\nw+xEvMNCDF4Zkp4YrVYMzQRiX9bAOg/JFFyAUAF/XsJiDZI035u3cmwmyBCLiRjKsYO84jGYERTn\nYLYAh8dSqdcJpUdOz3nRM2WoLIvnOAnALxLtTOg1F+kVjss9Rjk4OoGZUPj4sQcmR3IrhnwsTaMW\nceMJfRgFwrAZr8P4NmmrBNcsbB/O2ZPnPWjCTk7+r5Coh5uqQ9qgLEKcxhapbVA980YvC1M3NhkI\ntDe1AorFbruL13J5mz7bbhWuGthLRPY6HZG/SQ+6TqH1gaEvRmQUCiEgLEhV7LaVhGuYSA7ENxK5\nrvuS2EtCCJ0iTCrklj2qH+hwqrbOXeELVDtNCnsDQUgXYLBS4s/y7+ZqcpKoV8BeMHApgv6eVFUz\nlOc40TyNUrb2SDtiInJcWwC/5nyYyCUyQ1GSQdntWcXQtf+KQq7qkMRMozxTdhBXWeDCkhFoxSDH\nKidpqf3YRd/hRJhkpiQOW+KcDc9IpOQtio7Y1ByOBet41t7YRa5G8nc2gGZC/0KOtadXeGFwD81m\nEW6WYBhivRG9fJ6r11dpkjBpDmCtC5uhJMmt4iqaINPwJzukR2maamj/8tdb46nXYsHRhhtStGNW\nJPyd6rNNmHzXJSeUGuISpTZm2vuEZeBugQkqRlqXrpJWfOkGVAWuv9NAoIcojaFNa0MC5AFbk0af\nkSoGF0tqgx27CzTBtHidO2I1LM+4JhqFmNiFmO6EFtLqUc/9rLCBJna1NFWv4wzMHIOHZ4U3rX2t\ncm5Z5kk77IW4fjSIFzcGohHSm6IKprZfjrKe6FQ6VLuri9x216uFBS3w9mD+brhzGd7jLv/GBL59\nEW73gRk4swiHZuEV0qaIWt/kiDoMgB9BOjLfQKLwG4jCrQM/6snnXVM9r5UQDCO8veeh+RzYLtgx\nGIiNT+z52NhIJWiCM/TZZITJvOFAFpapE5FtN2wP/G3fHw4eO/tyP2uy3QCmjlgpVWSOOaTRm9Ws\nn5MlC2kbaGWtzIhxtyrw2YI8rZnwEI06D5wADlN5t8/hf3GFj971Of5e/O84cm2bxrmeUETvh+13\nL/BPav8bfzT5MP21WezvefAHI1g7B/0b8gCouGOeRrzNHEKtuc10UxsPjjwAhSOul9hIjB4DyWWU\nl4X1Mo7dvuqCCcE4qrBxkZ8F7GmwJ8FbgrkiHLUS2Swgb9WBm6RBahsHe5DmXHWJQWCavBWlHSM6\nQB/31O9yCr3vErFEkHTSJPAU6tS+xdrqRJWOVi9pzUdGJowLdTQXRg7Z1Ao5D4B/9EOcKM29IFhi\n5EGuCrNHhTo3bYMyhMqum8PrVj8y4pGtWymHnxhJtuBBqQaVknx+AVFqXfZnkbP6NcEVBIQQ9gQn\ntn0nRAbMMtCApCCW3PYQGCMPnICZQLzgZl84znUX5iWJ4HojK8ZizgpuN3HeVd9hlrUEjlUEw008\n8aiGnvzcvwz9K6SwgdKlsriay8TnKzBfkA2j96holVLR1elXfayko8T13iAnykBTGVn9sU8ydOEU\nJH0Dzq/JQaEC9YJ0cIwt9GKJSgYOm60H0oq05cPEF1zSJLKJCi6mjyKZDlS30ve670GvIMY3V4LD\ny+AZjB+S+3iRe952jb9r/yMrm+co3l4TT2gQgw/fuONx/mz5Xdx85STdSw0xEOu7sOcMMgbxmmdF\nufoFFynqhhrJv6UVqJ4SGQ0t7CSupNu1GDCBvO0u2C3SkvwZUs9TcemGyGs9LySPYk5yPSVnRVvG\nRZCJ3PvIiGORuHeIyI0XiAzHsSR+Pc95konzeEllJ+8qQCeRyLVrbRAsDSg/dpOjjdc4lVyk3DPk\n21Y6Fs4MGS3F/Hnubm4nK0SDCvZq3iGCOxJpTz3NktzXNAvYYv/MUU+os35ZYM1YFVgRvJpEiHOB\n9IbpObmvJlAfQn0E9VjWo4lUwG7WJDrITaDSgWINiuW0M8I8KRTfJR3IpZRhY8Vjx12y6UB8y1GE\nI7kf44AM6wrAvD0ozUH9LlHucSKRRjKRvTQauyKjguyveIAYtoiU3qIwsos8jCdGreS5CNmD6DIk\nmk/I8nL/hx9i+CU8j6y4K48OrFTWZVCGaQPDmjOTIZJsyhY04vjnpgZJZf/sYu0l0SF1gPa91PNs\nk2r/BKaNqPuk3KwOwsZxbBvfkyIYL3IPJSeQhvEFo/StHCvwBb9PnNJSL81HYIojFfyFgPmTO8xP\ndpnLNfG3z8Hmq9AbMSwFdFZrbO4eotWZFUXdjwXOYACTthg5xRV1XfYg7TAH06rPop+SiGJ3jYxE\nmOLs77JViuqJqlfu7rEQOMjGJQFNQZ5DNBFo5kIgG8e3EknVAtmU0QS6I1FIBWcQbCKR0SCSjZaE\ncDVwUNzAJXAjZ6AM3Irk8+UJHgGlRp9D/i2O2h3KkYN9CpIkO79SpHh4AW9rEbYabl+pIdLQto5o\ngTkw2s4R0nJtH7wZCBbleWJcpKUhjWsob4qQ34FgFiLXOMifh6AvrKtyBbw6RLMirwVXlVyKwEyc\nA+MLnFFwnqKbUT1l9WnSUVEbtbUlBD4cOhiMmH1tX42TV8aShC2UJG+x7dH5wzKvcCevcNLdv2Mu\n+QPwuhA7zyiHPJs4AD8vCXsKDsrz5DnZWOTdhhItZfvH9LVEO++urSI3mAxEmRo/nfKoYltGEp2N\nIC0IzWvPFmDUh1ETMcoV2b4LCDNT+8oouSfbmXoafbn1ownjK0hLZ+tOrGwKPdCOJKvzM3K/CrV5\n1qX/lA6t7n8WTp3JHK8i0XWhwMzRLrNHOtQqbYqM8YcR/s738QbnsPUJm8NFLm6ewZaMGNMf4PUW\nJUp/3f3kvI0gl4Y7qnz9zBtSAdZoxuLgmVgW0/Omh5ySHrKJmde9slirfkiHzmaTMlHm7dzgwDEZ\nIuc9B747hxFmQxIKvJGru58ngs/HrgmZn5fuiT9ymPKPN/jA/V/i/Y2v8v7un1G61pSy7VcsN0+u\n8p2ffRuf/9pTPPv8e4Qy9toQ/rADiVYSJkh2757U4E2A5BLST9RDvIS3wZGyeIaXgaZSFzTLBSmd\n4SppksbBAdzFlFra8CUaqrrlqiAlz74vI9j2kJ4dPtIGoGRkiXtWNoBHyk5KTGqIRyaFyJQJliSi\n4MpOPjxf1tQC1uKVPEq5AYvJOvnoNt5kA8KxoykmtEuztPN1xv0B8TB0JIqKRIlskmKYrrWqcY09\nrOK4DsrwPNmIXgFsXjBsq5HUUWBBjNpSToq1ei4PVHEVugsWTnuyTl0fvufDFXfvSRuSHYkSKENU\nFyO4CBxDAgmFlrUgRaF6jeQXgaQLOxuQ3HLR5TFEaJZECZquyM1cHVZOSKVrO3ZRm/McPaeEEgST\nLsbSZMuzMBsI/XJkJAL1ncyH7lnm3b8jC9FzEJ/j9Z0WnYKfvnWTe4J550jhjqwOUH2oIrpPByhD\nx0tTUHlS5Cu7xd8oHzKFUiZOmHV6tSoddQIS1yLCNYazuIuJBM5L8ghBw0XX1pBCxzVSvKcuLS6W\n7+Cd/+DPeeKnn+as/xKH7W0qtk/p223yt/okDyX8wfWf5H/6g/+V5LgPv7n4Q+yp505DuA0kkORg\nMidNmYK8g5+0IEk9Z9eTpFQWLzmwkuSwgFYZaihFHyaa1YpJq1QTKC5Dvr6venrfgzcFsIWUuOEj\n5wqsnFfDuX7ippQ7r21inB1wCVli15isJF6qH0oFXiUQZWIDobslJeIbAbejI7wQPMy4VSG/PoDb\nI7i1w+6owtUvnmTnVQ+ubUHLg7WJ27CQjtwLgaaE5laxe9fGduqK7MhUnD3jmn6pB64141o3noPg\nMPizElL6iXinwQrkF6Cah2VP7EgLUTK7OIw6EW5yD+H0Fk3qCBdIbYQGA5rz0L4jMQ4SGgi7gJEk\nqRYacO+swFQ7MYycp58rkKxDf1CjnxSZjiPzfdnsycRFgD6YnjyHApI8jgPwFxzV0JdIKwyEamit\neL3xNbBuaEISiYGZFs1oFlXxzjW51lEBOrm0ZEEh7mx/tBECRatCjgeSB8i2uYj9dK3KpDmhMWmR\np0Ln1l1CMpR1swP3S2UAbcu62qE8tEkZ2n2RW5t5dsQim8YwhTwnLtK0RiDCMC/wzaSMd0+e4Ec8\n7gte5a7wAvP9JsXeWJ5n6RKbNuZLO0+yFS/Krd0ANgbQ2XTQlce07703I4nfcSxGzmo4MpKoqHAU\nbM0p8ywLzict3HLGOOxAqO0z1HBUwTSgVhD4T3+tflvitkNUQtpdJ4KxFxOBeUNP7l+Ds6mlUBJH\nIAYxbwSa9Y2sY5C4yD5wUW0CkxL4DSgH7G4scv7Z+xj0asyF2xRsl/zlIcFen6Td5OWdBWlDEB6o\nLv4LXm+Np165DP1XkCdUAc5AdQ5qVWhZGDaRpioR06KO0izMLwoOO7QwnLgoJ1ubDOJ9XSDVGq6J\nhRdB40GoHxVdWCOtFYlJQz6LKCltG5Pl38aIh7RB2uxLV0/7NUzlzQpGWrDigawYKZdXWXVEBiJS\nrK8D9AYw2EMaIXVIE8Wur4SxEqpb7WvqhhLbgClcYpD/T5NtKoAKAY1IC5A0FJ5jylMrLkFhTr6i\n8KtDcFhBHNNVJJl2Dkl8DRJH/9Te8BWBE2bl8U5b4CglsEOqmHQim4cot2QLiRZawDw8ehx+7A7p\nKvvKGLZbMrGm1nDyokqpJ9BDMCMHi/pQKsrbN+mtDhDvsurjl2PyxRAztphBgte0mMiCSRjxLcL4\nIjbKeJth4mAqffCKeena6u+TA58xaXJ0347LJlqz3uEbbEvjCURh3uSreirr+kRnL0f7xO+rfvVT\nWTGxKDKjCtLJiHV+n7YwthWwDbCL5J6qUvw/cvxc49/zk+EfcO+1izS2u9C2cMjwov8g//jVf85L\nkwfEs/8q8N1duPldgU20yZFZAu+URComhPAaMqbPdZ30LdTfA8mK5KpsNvmYJx37OEY25g1EfvR+\nS8AK+Mfh8Iw0NFOyWZ79pSCKPLryGeasMGe0mafuU6uhkifG3JZFxnRmtUbNhVjybCUjZI6C0wF9\nK5GrNWI814DeRPI5SRcZin0JSRiDtI3+uR/iRGnwTYi0gs0Acw5XnziPRhNyWmCk01hwMIYnlt5q\na7w50gd7C3gJAdXmAV+y1sUEzJyETkXSSugY0R1XSHuAjZCNaxDLq1XhOouzS6qUtPBN4cMEhyeO\nwN9yuGQJzs7Co/Mic1qxbJB7UvuT4BKDGmurIlavJHA9rhIYOTqeHznowlkJ36adA8chwkK45Y6n\nj1qPq3if0k+cYfSLDmYgDX2dEz/tSlsmFfIhksizCmchXwpMuucU4VH7ku0EoVinQf5gVdsjJ5qv\nw2rD9S+L3fAST+oTJqGTl1x6cM+xhJIhBJ5ES6aQYvOxgXoFPnCGex6+yfvv+RNqtstMu83Ka1sU\ndyfEI49/fd8HeCZ/P4PnyySxL8VWX9mFS9qLRrn+Cv5W3HXrTABNJC6BNw/5omzisUZ5ltTCq4Fu\nIV6Dsh4UuvCgdBwqJ+U0Wtij3ubA/a6BeNNxkELBIbBrHT3UpmLg++JwFJEpUBUrTbR8JPmqLXcN\nDh41UpjWy8GgiLcU4J/1OJG/xtHkGo3eFvnx0HHDc+yZOb7Tvodm4oPfhc0C7I5gcEPom1OF6wq2\ndI6w7cke0os3BnJHHezVTb9Dz629c0hMEfySKMZ4m7QFQwMxHjUoFyEfpDD3IqIqjFv2NUTODBCE\ngt8neYFOE3eoFSRBHcXiHAx86Aavb2RqYvCug98RgzW7CHML4gD2xnCpK8ndQtnl7BOZuLU3hrbD\n1vKRy4MFMDn5Qwy/JL4knbyRhLleTjDo0Uhu2ORgUJcN6I+kG2Pch0GPlAUS4YjKSGbENZJnA3kq\nWrEYTpPvTDbTRIkqZlXqSnea2P2Oko/giJDCgZrrUeWkIdy0S4Br5BWpYJVlKs3eSB7eLq7/vxXM\neeK8PN84YVcXWTn6GmIax1TJg1ckX4e5B/ZY9HdY6mynnpsP3aDKLjW2blXpTpalN/VmJEnGKa9L\nb6ToklxWPLp4F+KxXEOEhMSeSwQ2dW1s5q2en/OWNckaGccJh6mrX/AEI9eP6/ppXkpx86QMcQGi\nANoe7GaGVxjfwUJjmUjlI6GycTimDSVZOomROoPIoQtGmDWxB6EkA3P+hFq+Q900mYn2mK9uUhqH\nREGe0lIdUzqDmWtI8jJIIKfzPfWiZ0lDgCqpm6cdAz1EcyzIdesIuDRpQPpSylJRojEvkfyMddiA\nOQ7+CaH/BkGKTqqxrbjLaZEOZNGmal7AtIK1aF3qyCl17YenqSSYBhckCZiWU+oNgRF9ucSkNSb5\nXIeL5hgX/TNgBkhBTyyKMDHO62zLnrAuocqcXId1zI+chfxIOjYWQ9jck2tdXZEalEECe3uO87+H\n7OuikzXlwjqygJlnmmubvh31y/aETdR30ZXCYS6wm3rhHd38mqF2tRx594inStt9TB+zGtApWzFC\n6FZurORoIgWLc4lQOltdiSIrZYHbpsVbGSfOBKInzA+uqt8aTz2/IxYqsPJAC0ZKmLuJhOp54Kon\nwlcbwsZ3HM2vTQp+qYY9WMammRRViqRKPauDXN+e6VfUUz6YVNWo+mDiVhV/cuANmRNNm8OLB1Ty\n0tzbGMdISCS5Yj0RZGtdfsDBRvvmOCZC//KWwK4yf1/CE7/+TT505E/5sZ0vp4alCa+s3M0zh9/J\nF/7N3+bV3bvgQwl8YQK/20VI4m1EQo+BOSz5DCIIB0jYt4UkWJ0bWLwD/EMH+muru615izFSTreW\nuW7lRy8D98GhQnpYnR2uobD2ZwsQQzf0HCXeSjHX1EAXpGXtIUSZV4H5TKI9NBLe7tpMQalb+8RK\nNezEQC1HsTyhVuzj08NPhuTGFo8AmyuyNzdHN1cl6XlSej9AOiWOt4DvkyboVHj0ptQAaZM6lyD3\n2i6K89zvNfQbIsoqcotwJ+RqgsOOR87ARgIheoC3jBS/OC+6JEvLolvLC4guCYF4KEo1rkNSks+v\nIvtM55BqE1OFAbVbM7io6XmnwB6RdsPziD/VXIfXXoHcHVA4Lvu5YAVqGRqXA0jEsKqRjxGZscj1\n13Aes4W7Laz04fN/Ksbm4x+Ebhku9+DZZ2H9OunMTzWOujndv8ZtUJvdkFnISf8ljUJVD0zrUvQD\nWYVh0iRsIfOnTDri9fpDo2FnNf28IA5+JGsyAbyJePS2LPvfdzBmrIbc6YikAvanf4g99fgqRGV4\nYJWle8Y8fuIZDnfWaax3wYdhqcjuh2f43s5DvLR+H9x1B+w24OIIetswaboDqQc7I8ouhyS2Jmuk\nSn4Cdh7iI+55xuL9jDyBMKaVWtnwV8ntVjBE6kgjnmLaJtMdatpwR/uLKQWtiyTNxoGEsqNIPN5q\nQbjaBQRGqViXgDFyTV1cuwvfwRnKunEaKykiY7dyjHcjrn9xlW/OPkanP596vkNYO3SIi4dP0do6\nDJ2GDN/dimCuKh5n2BMPOAHYhqQh9zulVaiX4iKEuOuEWN0QXXtdDO1Gpn2DFyUZ5NWdh1aHeMFN\nbY+ZVvWPEleR6gszpGFEWWtDzSEQjpAvurDbc20htC5BJ9Fov6tsH+owgWgM0SZUc7C0IpCMlXOP\ndi2jK5o0QaKgYk6GsWj/s5a7lgGiaKsNyJ8SzvfICA7cSCTXsHEJ1rfYD6mcFsFItkiVt3bL1KpS\nhWpch6mk7JLqGU5zMpaoYwr5IM/GInZUuxVvkZlG56JGdTA8pLJ0jXT3K4NXh+3sK16M3MNw2q9d\nEKejZ6Wy2W47Z7jJdDRbmHnH1mH5CKHB5oAqWA+vYJn9cMKxR7Y4W3uJ2VKbkulB+RwXzJ388akP\nM9iqCq/9xJ2SR9rac0l0xZtcNzEv7/R8XzzyaUvTHDALflVg0NgybV8dR/Lz2M1gBfewm6S5IZdv\nytUF5VHHQ2H9bNpKfc1ptToOtnGJ9YKRodJzsesHZySySWJo5l3lcoj0wBjId2wBYk0xRkHSAAAg\nAElEQVTs/WCvt0ipX4BxAU6VWfpgh488+jnePniBI1c24AI0q3Uu/dgJoucDXnr6QVg9A+tnXHXY\nBYivyHGsq6qzh8EsSmgfX3fsDnXNe0j13GPO4IaQDJgWPkxbZpaQJOtNROKV470M5ggUT8FsQ7wh\npUuNkDmEE/UWgaOePEzdv23H1ojHcu5KHeaL0qflCILPdUgn99xmv8DIjTJ1AzwjIas/oNca8+Jv\nneXF6O2uTDtxlE5PBFAVXgR8GyAQWlr5ThiEMOhDdNGddNl5N9vuwnW4gYMEwpvuGjqksE2DVKPq\nTfju9wvgOcbMlFI2gc5YGplN7yuW68rl5HnOeLJPb5GGwxPthT3jEsVRmnSsytenHWL33Fsf69TC\nXpAw91ADFgK57BZCH11vyeYxRTl+EEkfobp7zjq8BCQyqPhQPQ4jH5Mz5Etj8icnBI9FeC9exg53\n6HkVQpvHhkOIH4T4JETXXQJQrY6GgZrXgGkzLa1sVIOuHqguWzZLP0FaC+yDwfTtyQKpc2vIOA7u\n49mv6tZJHJyFhyRdCxCcEzisFUjvGJu41hG3Ibzlei7pQfQaM56x8ZH9ugTkMPmEuQ/GvO2pV/k5\n/i0nb95k5nYfPgJfjHI8fSuS5pXlAhy/DybHoL0BkxsukVgEuwLcAX5Znl2yjuxj1wmWInBUopvc\nvBjJRMn+2gtDN0qChDjXSBuZzwFnIHdEyA6HkMhCH+EAoXBOrOzNxKQ1a2OkYVyIQH5lYCmBO4w0\nDcQwHWx1A7gWC0QTrUGy57zzGdFtarx/gNdbxFO/IBvo+AyN1ZA75y4wF7UoD4YQwaSWo3uywvXO\nSa7vnpB17eMmY3UlyeohCzUOYHQTwh0IGuIVRlpG1kEeTg1YlVBmWq4PInBV0kxT9mkETLv65ZZh\npS6zSzXiU/02GEkmP0AKcsoVWA3EjlxHGkHtxVIoZFvCTy9Uhe542BMq8WF3ObdJ583q2Exw9+Lq\nnBdrcPIErMTiHY4NXPTgeV8uyMSSEJoLBPFoILJ9hf+XuTcNkuy67vx+9y25Z1Vl7V29d6MbzQYX\nAAQJUhRJSCIleWakoD0eUQ6Zlma8KWx/GMXY1AeFP/gLhwptIcfY4bEn5KA1Y2tkeTwiaQ5DpChA\nokgR4AZiawDd6L2ra6/MrMrlbdcf/vfmywIJC5JiTGZEo9FVmS/fu8u55/zP//xPmVhrojAv9XSe\noSCN4W3Y+4oSTRNYxUcJp9DCf41SKMV76tPuiQ85G/KMfMLVn0vfVTjgNn4QyPtuGt2zFwtMUGTl\nmUwmlLGpmTI3aSj36HcdiN64Wc3fXFtFT2Egmlo/hz0ffRgmBWT+zDeFCr7SQOstGoteG63BmVXq\nlxs8/oE/5+FL3+TSwhVmX7lO70bG7xz7eZ7tvYPxCy3s3RW4U4WrV6B3w02y976qyBs45u6hi5hf\n3ujPg1lUDsp7k7kfE0+lwq1Vz4DyidwDZIHOSqzMQ9G+Wn3XjVWb0r3bRj1WD1IlUiuRPM12AGsG\n5gOnemidXK1VFeUhcMfAoee4evrYKhNqbWwEMaTic5vY0HrEsniqy+n6TZqjAZVRBjVYj47xLR5h\nTFWP1Ec6Qgcj2B3IOShC0Q/TtrD/ogvFS27c/Hg5DysInKc+pmzKgrtHD6ofUlYq+Ui0ovGrHoe1\nmpPudT9O0J49TETDNnU5i7kRxHgcVebuIv2d8BDqh4oCKy65vmB0piygw+FuIUG+XgKbIWQVFamN\ne5B1foDhl2gBqh0wBd0DeGb4uBMdQqJcNeBKWI6pl1Y5BPK2jJZHVyKguiGhp5ZLju36qgynixFV\nIc4guS8YYbL4C8oJ9RWlHn+rT33pNuR7CrU9iSS3Lrx335VZyRh029oIy5S5SAtK1OzDqK4/NJhU\ncnoI3VGzv0t6ZKJs2Acz67j6zvjk1o2F0QVsBrYjAbK+lfeSOIwzQQYxDya9O+cfTFg4P2QuuE2r\n/yLV+1+nG9XZtgvc3TzJYNzU9e93VNp/pBrMT4Avf7aUB2NfSbIiFARjalMlAw7/nmiwoE05KrSw\ndwpKEaequOYVJ80aFEfPkV03fV5DZho+xf28Fqg+oRJpHWSoziAJ3cEZu7nPwA4hzQTbDOKpC7qL\nF5l+nzhqY2QJ45y4SKjujaiaGaoLcwTzFyG8BHMtxyJJYXdNhtI0YdCAcV3jYhflcVaBYBvG+/LU\nKCA8BcEpMMsISvS4ytjdk3etveKmTwx6XL/FRPwqqGssa0EpSz5yHwsLJVWnqyLrgaBCn6IK3fvC\nQkn90Cgq9InWAjg4gHEL7Fhe/eCYjF1sdF9Fgr+gLZr07xv62RLX6w+U8u2etNKkPPesm6dqDFH7\naHRhUGK5ZmC2KpGzPY+JDoF1JgWAR058b7g9P9mriVrKzL1b4/kAujXt8YhSW3AXVfEWA/dDB9D7\nGoDp+xwfiPSx74H5hmpPDtxXTogCr1vDoGT1m3x9nwS9rsDygxJtegg931PAH1pVA1orQ1wLSgpd\ngvo85u5pfcQaAfVEin4XQth+EZ7+Y4dFOsPdegfM/QjsfQEOX3zdHfnTYToW9X87T9WE5d6edjIL\nKAs3/GdMySiYpohPEjdTIbe/f18ENV1T4el+ky+KgAXR8yqZEptBqOdMjMsPeBpcw41PIczOFpCG\nbpEZBzNEYODxX97h/f/VHd7JNzh/8CorG3d5tnOZP8vex//5hZ/jxuZZzc/nuvCNTaQINnBj44V2\njlOKjd1Gp/O2G5ImRG+DcFn35JNREbrXdFpDxgPtYxSPHgDLMNuBpdkyqeURn2mq8oK7rV2OomfL\nyAleCMUMme79sIMqX+/4eRyj0N2HCL5hhPOCDYJfwgCKCKoRph5Qrw6oNUZUGglhraCIAvaLOUZZ\nFZsGGqaGhY1cTkeUwQ0jje7AOI8zlChVvA9bL0GyBWYItccgOC1VRnsTuIYKczy52pXqT066HHnp\nh5TWtgrhSRWV1RahWZFR90VNd1BClhHkDYcDW03rmilzCn0r42l8sjcCU5FTvIrrdlVIBjizmoNb\nLgqbC2BvT+qYtgvMQ+0EfDSER4zm9gXgW27+BpR7qGCiUEHh5u7QzZlxa7piYbGAhxO4/xw8/aeU\nG9YbaqY3lXt5iAlK9oP/ubcFLgEbBOWPpnkZxesSqlDu62kizhvZgCly25GEq0/YGvdZ+9/82/fU\n8zznscce48SJE3zmM59hd3eXj370o9y8eZMzZ87w+7//+8zNzX33B9Nbqmh7LpSHHlm4Wmgh5C4z\nXsRHEn/kkatmc4vZLMHCLDzY5Im3/RnvuvAM1dmUfLDJ4Cev86V7H+K5nYc1SHdX4WoFUiemNGk3\n5qtq/P/7ZJ+DJBgDx4UNt9y9e2TCcvRU9YsPIB06Pm0ij3pmESqxRrvl3u91agylJ+K/3leue4ZO\nE0mLhm3BLd1EHkMSOEzTJ9P8woq00AoHoQRhWcKdGyX7AuGf959f4Zu/t8ZmdozF0S7t0SH3Wse4\nFp6ld+MEDGe06FohPBAJux+kaq6RNpW8ir2uBWIs2Rk4OAHFPSWui0yQx1wDejvQ32bSRHgiVTBV\nPDXBtpzuzjiUdxNmwt4bC5DFZQV25GCAcSYhr6RSHsRTIpJ03VclmbBOT28LQ9cRsSr4h7GgqVEN\nDmqwV3MRh4Vi5JJxPchDbFZj0JllsLRQdjvzkkIuXSCanBHXuIhE1czdIgpCdeLyXRWTGoxOqVZh\ndBuy58HccdHbLqXyn9/9fuygDPF8otvXIRhRgot14bRpJKPpC+oOgczDZ1O8xgNKyvzQOlaMt1AO\nSjGherBm7jo+114geCZ1eaADI2aV9RzWHuS78JJ1Cd4Q7udwL4du5OpFHP20CBTFmQBs5MgHojWv\nPDLkgZ8+4HR8k9X6Bo2FMc8P5viTnzzDcL1FcqMm2HZ3FwabHC3DdVHMkS7cPuHgnY02NDtQd5Tp\nfOoSPsr25+o0eybrQdYVKlFrlFpnnqHlt61xtzJwzztO9YxxLIfEq5aAiGVv4vU3Muq//du/zeXL\nl+n35RZ98pOf5MMf/jAf//jH+dVf/VU++clP8slPfvK7P5jswfYGbFc0UYE7mqxL7JigPLVyXLVn\nRbBL6FufW5iL4W0NHvvJZ/iPHvkd2v0RaRix125x+9njPHf9CQ3cn2fw/BjMPFROgB2J7WGdKHcw\nB8EigkhckqXYhfwAeBCCS662KYJxRaG0zVXoE8JE0KeACQzCBnCoiKN1Xh3Qa8Cyw23vhwrLQ90C\nFjlYmdWCrpqyX8YipR7QPvpeH6ZWDIyHkB66BOrrOJdFQ96Ur5wrcNroBRQZN79quPl1o43iK+Ji\nykpSTwqoNuFME/rHRBVMCiYtyTyJo4IMbuqYOKORkoP5phJtzQ6Mb0HvmqPpTecvpqEE7+IYoA+j\nff1hrOKSeqBybldki7FOstVLJjTEkAlNGR3cwzXVsI4R4oxLGCnq6SDPdDHS/Xia32YB/UPRJEOr\n8vNi181vrDzOagHnZ5T87iMpBl+MVrGKCPZxaxut96F7vmqN6qmM+sMDKrsJQdeSztQYbsUMtkZg\nrmpNZPmUp/d6b9J7m5aj7p2rcTARmE39KShzDwdTlwqnPubhxS46jCImvsLk5acnpnRG7kzBaR6e\n8Z6thxXDGhQLmqt0A55J4RuI6mdc7qRwTKRshOi+kaP4hVpotjp5//zlPR7+xQ3eG/4FD2Uv0ukd\n8unK3+GZ1t8ifW6Z5KtOvz2/CfkVjuhT2CWwa4I0TcgkUrObSHKhBsUy1I+rZSbIkRoFOrASq7mp\nWMdiM2CN2xf3dRiH56C5BMuRIqPYzWWCIuzQeYa7wH4CyQBsTXmbBcq+AfCmjfpfG365c+cOv/AL\nv8Cv/Mqv8Ju/+Zt85jOf4dKlSzz11FOsrKxw//59nnjiCa5cOXongl9uQN9l7aqh2sNZP0hG4ZT3\nXj3Ly7ikqIdVgha06rBY4eKpVzi9cIPoMKcIA9JmyMubb+Hu8ISM4aGF+wWMehKnT3M4jCXnGkfq\npzlblReRjiEfKfmxk0G+BcGOZHFZhewSZLfkhQYFYmIk8ijstNvuLGgYQ2VWxiM0Tl52DkZr7neU\njU766LROCxnodnBUF30TJfaGmcuoG103tmJrHA+UVY/QQQPQDdXQYxO3ni2EicPo1uUpRk1orMKx\nhvjLHpKd5qRPceDpD2DQh7wFcU3Js7cZeDuiuDtZH+78Odz+MtBSJW+9AsmhsMUj5F5vmHyk4Q0U\nlEbeGXoTip5mw/IMMJZSYdJBVcYZlJqDwoYooVfAEcNoAr23YcpCRSg9Mt+70t+mTZ3hCvXmsCIB\nr5Y7HLJQG38cyQgHqSKDBIRtF2AOYLwiOYYLi7zjJ17gQ//+57m08yrN0ZCr9TM8+dzDfOkrj7p5\nH8LXtuHQK4p60LkxNT7zbs2tT41bBcIliE8xaeHocVtvbH00PD3UWQG7aUkzPYkimPHUZ3xB7Wk3\n35u51Dczt2CWazBXKaPNinvffgCHFSWeC6sq3TawGEDFOXaD0DF5cxm+1N07zokonCGMC9qnU5Yf\nHjEf7TJjelTSjPX4GC/XL5LsV8m3I0UbgwFkfUWv1t1jWoW0Jpw+No4jPoJkLMnovpGOT2XdFZ3l\nULREzS0OFLXZQlzzaOxgq4oOA3sAdCFYgvgY1E86J2MExbbsWFGH2TlotbTG+oX69qYO6plx07rk\n1uPT5t8u/PJLv/RL/Nqv/Rq9Xm/ys42NDVZWVgBYWVlhY2PjDT59jFJwyq2yqttUfk/7OzPIY8wp\nvVMPkfVT6PZ45c4Sr4RLMK4JL1yJypxnghb0YghJBw46imCt9xRrEMWuaYtbfTttfX/HwvZd2HlF\noXPDwvJFhZNZCjv3XPciL040zRtD/85DGG5P/azGhN4RVUoCSYELb11cl0bir/fRQWeRczj0cZsb\nnNS5UVVTRt+vx/2nubTWSmKBPhqIWLBUOBJfdxgK4jmwUlzMXPJinCkE70eKDPIu0CCcb1L7QIuF\n9/RYfusGnYUuB+ttnm2+g8HVOWieKjP6/XWOYpoe+pq+yWLqxiNgXodBi5I37tdFhRJh8BH19Bh4\n+MMXavpLj8Pyd/686KOuQbjr1szEMZzUgRXus0UMgdPDrxol4Xo4SGvKWysC/W2c10qgwzY0Eklr\nhjALNjTk/ZB8HJGZkLwZYhcWYPWCC9eHsDIPg64OBEbu2k74K4/BdDQ4xYyMZR46GGoRzEkmjaVt\nogPRTCd9mBo066bIecs2kGds6hA3xVAyGfR3XcSLvjtsQjySwcyRt2niMg/i/3iv37OlrMsH+OTj\nlNrDBOL0UWNAKePhtkD/dkr/7pBrYQdCN6mNumQgvILoeVSKHzY0DLs4B8ndi2cDGZRT8MJpMxaW\nCoj2dLCsB64vgO9YNgbuiRCQ+bDRVWj7isbiQMyVsZdEGaHQzUWUxQxk7dKJ8NvDs4SnMfk3+fpr\nGfXPfvazLC8v88gjj/Dkk09+z/cYYxx98Xu8+v8dDmOA5EOw+4Q80mVKepWve/ECgp5x6CvfDKgJ\n7h0llIwBuwyNDqy2dZ2Q8iDwCbUQN6E9KDbAnAAzx0S+tI1s3QzwQwaeGcGOa6YwvwKPWGickLfx\ntddga5PSw/yeI/E9/u0MpS/W8E7qxN656x3RRGFqYqcNoymFGn2TpOmv9cboSOLVUtY8V6HYh4Nr\n8FoAtxrOMFnBTH632QPnXbTcdYQvVE7XWfqHJ3nP5Rf40eBLvHP2O1ztXuQfdX6DwfULcO40/GEK\nV+4C36bUBcAN8hpl4sTLF/jrt4F3qSfseQSh+Lozb5DnNJSTYhv/vD7aOOG+YlqbZwetpzY6X2cR\n7jpwY9NELRE9/OSx0gStjZE7RJeN67LlDGFsyrEeGjF5xjCRGyZwJf2FPHoTQh5w5auXufHVs8Rh\nhqlZsk7EyNSYaKePa/DAMTArDqq0jsETOMVGd0gUFsZrZd3YnpFHnBkxv+wNMLuUYkauyG6i2ZOi\n6sZI80wKeQq3F0Xpa5xVJW99DOMXYGdD3nf0CIQPQuwang8RBNWnLKsPKXPgqUX9PnuQzEOvoa9f\ndvPpGZl+z7aQx+qdNN8qoMBN/D0w2+WkLh6HSlNw2nmk8dTRUuc6SsZeQU6SX45+zfj/77s18P4Q\n2uegdxo+a2HQcx9ccQ9z1S2K1yVKYepnd1AFsv+ZjxQD5Rq8bMG0UwKQXYP9a7Jhf4XXX8uof+Ur\nX+HTn/40n/vc5xiNRvR6PT72sY9NYJfV1VXW19dZXl5+gyt8gAnv2BaQfamsafEG28GBk5DRyTcc\nkWeepIi957qnpNaVmmCdwOhkzUIoqrre2F0jd4Cghbm1Hc7/B69y8dQrnKzeZusDS7zae5Bn0scZ\nr52D0wY296Ffg1dflqxuMoDBIrIMASUd45DSpVyD6gLM16Wz4T1Kr1Load1e1c0Xj1rKxjkdytaP\nW+6y3rMP3NdnyAPxqEabkl3lYRTP3y787yLh3K1ICnKDRGMSxfJKUpdozUPppFQThcem4hZeASYn\niyO6T83y4vMh47zJd/bexU6xSH92BnYrsFNRBd1DVhCHdVh8iqSAezNOoyWVoJt1eGOeQVYV/jqu\nO9r1SBAa9+UthqEilcAqZC4ipHM9FhyTVmA70/WzKhQdsMdK6eBNYKcLu+vQb8rbrDv1y+2pOfA2\nL3NrJ7W6v+1CkVOO3hhW9IxRAXtjGFgl+HGeemUqYT1089+FJE9Ixj0IDkS5rFWgMQ/NGqxA9FBG\n/W0HRI0UUji8OkvyQgw3cyXQV4NSaO5mxKQz4gqlQ7nZUYJ9ksXdBU6qkfmZCLo34fYtjrrHDqrI\nXOVocVMJ4yhRTUN24LafgfAuR9hh3omYrur3WH0BE3fY1jVPh24+Jg3Fp64xjcSN3dhNgjq//72a\n1qHEsG7vq77gbgEvWKhHgjv3CjWW2S5gOAfRPBxvsvaOTR49/wzHq3cIs4LP3f0pbmRndaBczeHK\noaKTSStHr0N1irKQxrv4CZNOUJUFqDflOHhvvEFZVDzeA3sIMwtQmaoazYHBe7SHO8ixfemLvJnX\nX8uof+ITn+ATn/gEAE899RS//uu/zu/+7u/y8Y9/nE996lP88i//Mp/61Kf4yEc+8r0vEL90NMcD\nelhPF/XY3vShlsNEYc640DhsQrDgQsQCTF9aEzdccsUaymxaU9/jHeXaokuShDTX9jn/wVd4/8kn\necR8i6vFecKbGd/+8qOMO2fg1Brkd2F/C27dQxMKFKeh2nY4X4a69OyA7YkhwVugekYsnVak2zjM\nYT+DYepwYCPsvIHDu92iHxmNwQJw3CViQHhjFAvrbASudV8Ot1NhoblRi7vZoKya7CNjFFgZpJYp\nm04sogU37Rn5g6AonMdr1GC7wYQ14w+VdAR7/zfs2RW+Yx8Ud77qoIXMwTcLIeZCh2BVDAI7NhT7\ngQqzrhaCEkI/BqiZVU1jYf0BswH0u2KE8CIT1kzPMxcc02dSMulOr80xbKZod54EarAWKiq7A9y/\nB4cvAR2Il4RzJ1UXEVi3XszrYK0CxgkcehceHXZBQ0yWRg5bB04S2JXzhwE0Y3nUAaWiQgwUO5Dd\nxYUBWqvNMzDfEIt1eUj9kW0qMyPM0DI+yEmeb8LdHNYCzKmI4HxE42DMzKBH1ooYzdU4bLbIxpEu\nezgLXeO+uIvCngeE9Z6qw70u3J4STfOUSBNDfAjBIeT3SsgiQBBVDuS3IL0uONEEE6mbSS2BC0wn\nxtnT95h6n3dkupQUP89997bBR2Ee6YwQLBTMlEn7MFUie6ennNir3vpX9F6Tu2gnh/i4VBuPV+k8\nssNjP/I13l5/lijN+fq9d3Pj1lkVl95L4MU+mHVoHWhdB/tyiuyDyumYXcEw9hCCoYgYxTFonIa5\nee3TFK2JmVS5s0Hhqkf3BFM2vRa4VV4t11JgOZCkyEu8qdffmKf+1FNP8Ru/8Rt8+tOfZnd3l5/5\nmZ/h1q1bb0hpNMbAmWuTPNMk6+4h7sQ9yCnKCu8UldtvZC55E2lTzobC0D3OXimY9B5MjTwIcmd0\noxKDjVGlVlqDekRtJWHh8g4LnW1mq10OR012Dha52z9JthWpwq7mSv37qYMhgGEDdVI3roN7Ls58\nminRQlsJwmYszYdWoZL0vQ2xQHIXjtTb8uSKkQt/EcsmQAnQeiK8cBBA3gGzBu9YgIstOQlXduDJ\nO8L3wzrMXwLTnAp30QGSZ7r3akVerrXyHH3hnT9Qc2TQ7dBtJEcnDAHjCMMTxMnqkOUW2FchqApv\nDuch6sDMDHwAKo+PaD+yRxaFpP0q4+cb5H+awWf34NIMXGrpENoEXoTw3x0RvCsjS2LsF0L43wxk\nX4biRWSYfJY0QDvm7cjyX6WULfYhjcfnnZJixx14XZyEg5M0DCpiKxUuUTdJprr/HIGvCo5a+kBw\nSmx0MCcZZZm/u0YY6ICAEif1kZk1lKFULPpqZRZmA4L5nHh5QBBroyc7AflWHTZmoDYmfCBn9uMr\nvOfyK/y93u9zL1zjheHb+NI3P8z959d0Bt66A1veMq4jHOI0VFag04DRNnRvUYZ7Lgsan9FebFAK\nfYVMBFDF7LkByT6snFev0GmGTU4Jn3hqvSc7ha97n3d2PTnAdxbcp6RVHrrrtYyr3wlEdNh1n112\ngz0ycmKs1doPAhVKNRBbBQtZDUwDzsW01w5Zm7/DbNTDWMsr/UvsjTq6r81MzJTKUIJu60ArFxqQ\nt0SpraXQzTTvzVyFa/0atJxsuA+SxqmkhwdbMHQHBLhSgyqT5FExkh2JYid+eABbP/7/T0XpBz/4\nQT74wQ8CMD8/zxe/+CZChNwd1aYDs005UHvAzQLyfdGXso6ywD66KjzUEirR47HLicGCSfej6cQg\nMKlczAom0q7e888Mo80adzdWuFtrQPXAaZM3VPyUo+TQpQbBcpXYJBgKGBuSu1WKm6Haw52lhEIA\nE1lOzt6kUmxw+9Zpxv0ctvdh/x4c3qVsSBvCwGeBPO8LJlOTZCqPnoDvc0AP9jqw1dIiv78L/XuI\nQllTkUjWKCmMk4XgBrNwhNmJ5/m98gE+brfuXjzE5atAmLpXEMXgNmVz2QOIezBqw90Aro8pqnvY\nMMIOavBaDPcDMZMO61QZsvbIXY4l91lbvM9rP3KC2+9YY/+1BdKmg1cm/GGH9x7huE8/g8fsHX4V\nziiEjSilEiwyTK0aZHNweAhZJp2RyI29z8U4IskEIjOU7Cy/zrySgfc6HQNuEvWktoyEGiii8bdZ\nVJT0zNxc1IzWqIkgDCi6lvF27DxYI5iqEcOZqih1UYbNIsZFlX51hsOwxSitUXgjtoSuN+/EoXIn\nFFVtypDkEZgFON7giLBYflI5p1NumLeQU5OMBMlkifacndecF75jk1tbvlYiN4JAc7efyFzeJpRh\nrdTUuGIcKJK1O24/L+iALSxiHRlNojXu2kXpoRcjfVfm1qefNwrIc2c/rGPXOTc/czmQu9DfrPFy\negzMrO4vjWScl0O1FlyLYKFBUOQE3QzTslgbkN+KsHkANWi0DwgqBYO8SVyk1IoBA2tJ7yXwdE9j\nl4+gew3G9ykLxCow9AV9DUoPNxP0OfSdXd7c629s1P9ar3vPaGBnHoW5JjyGwpxbOQxek+7E5sNu\nkeCMshHrALSQN82kaBGchx6Hel/KlCGDEr9JnVGvOSercDzRHJX5vgbmqjL38XGov0OqiieBcxC/\nd0zr/B5RmGJ7IfvPLJF8PoRngCeQs3gdiUZeKnj8oa8wP9zhX/3Lj7L15BBeeQmKGxxViIIy++fd\nIA9OTgOK3jXuAXfgSgCvGpexL8r3Zwb6NzjqWU6/bHn4/aWv73WBN/rsNJNlDGzrUN6L4Qsx6ZOW\nbphgTQw2wmaHkHYgfRBegnawzw///Sf5yQt/xL/zri/yP57+T/iD8d9l8LU50ki5F+0AACAASURB\nVJcyZFGawDl0evYodfOraAEl7t8+WVEFLkP1ghJmLRT5TYkyTtrD3bgp2tvJ0xL+sihq8H0YOsjb\n9LIgS5QqEj7Hu09puB90t3DX3XrXjWcTOG7KTlkFivT8fRhg0ZRFoi73SN/d84x7/BhFowPIM0v3\nGwF/9u3TPNN/H3k1IK9EJFT0/ncCyQqMlyQhnFjIL4r+WjNlnqZinQFFkaNv31anbOJ+bygVSvMs\naqEYg70ILMJ9r1kTu6VTACPohXC/5n5uwQzQRqxrII+twkNrgu36KXzzJVXcVt8tKYckF7RpA7Bt\nOQID6/IqBioVaStlQ9ha5ShboGDSb9YUzqB7ONaU7BczkAdtb7tneAzW1nTgzLqE+GUITmRUlw4I\nooJiM2T0b2bINwJMZJn/21tUzoy5e+0M7c4+SyfXuXfvNN0vAl96FTZ6TMgddJkKd6f+3ycfpvee\n4Q028/d8fX+Men4XMHCYwc2X4XO4Qo8chhsyUsWeS3q9wcMUTBmnws2fccYfjg6CHySHUwVR6b3n\nLt1tU0rptZHuIc+Y6HD/YUT2jYxB54AgCGEckd+7Ddfm4GAVBk2WG3t8+Ec/z8nFW9QXRrzcvMgz\ne+/m8H4T9kYuaTbtMnosyPfQSimtR8f9/JYeodKA1eMSDDOURUK+VD61sH6gisp2Sxh+FTnQGcLO\n/WyHlMmr6fDXJ6G8xKhnPu5CyRl0dQWrlHhngiAaHE87MhIb8yp/tUD7MSsU/cSB6gCKGkRSyBss\nxXz7pXfSv9fhW5vv5us3HmE9PEnarcEJCz+xAMOqchfVinjB4VCaMCak7CFqVWVbGEFjxaKil2Pu\nfjeAjTHccZo+2dgZ5wNJFmxc0/1hJVGboMKmpCL8PkHGZNcVp6R1FX4lTRidhvkYZseweR2GEfTP\nigWDizSGAWw2JCIWWSUKPR4x6GsdDuWhq+NPIqOU7CkUrzTVyi+oK/mfikVVXIXE9kmSW45gUIVg\nHmbbsFKHRwI4ZzBBBgcBdrdS5loimHlgn/m3b9GwA+oMqZgxd7unuHXvNHzxAF7ch90d2B+iojzP\nCfT40R3UbcifEH6T+gjTE+ShPHRjzcH+LXiurerrJFU0m4CqYEOXe/I0MJ+od/u5MIoM8kMHi/q2\nUEzdQ0rpJBlK0D7QPw/R/su6iOpsgBdh5y680IQ7Ltn6NUMxk5M0E0wQYA8DiqshHFYhbpC8L+P0\n7Do/u/wHFG2401xhlLTpHhyDbGUqQTxLSQeadZvNq6uFUDsO7SU5DodWJsBu82Zf3x+j3kS4Y7AO\ng3VVlHl4MndhftAX/hhw1PGaStIB5ZrB/dzPmV9rCZSazkbXfH0BxsQZdrJ/BhWNxHd00T7wtSr5\n12BIqo1oQy0kRhC1YVylnfV57PzTvH3hWZrFIc/0H+ObG4+p4MIcwOKcvsOMxQufqBU5rQ4zgmIV\nihOIW9zVgrVAcxYefAhm5vTvOsIMey7pMspgf0988uYCzIXC8PedFzhnHcfYcYLDQsUdA1PSAUOX\ni5ipitd/ONDY7UVTZ6SRZ7NqdZAkRhz+3A36GDVKWPFjbKE1VgIrsepbWgs1JlkoRoixDMKI556+\nzHPJg7CX6fvbob6jHsJbOyiZifaBp6D5Eu0a1OMBjWhAUQkoCkMxCBhv1Eh2rA6Bg1z3tNOH69so\nrPIiMQ4S3PTKh9OLLBXt7kgvzB5lmfme7o06LNagegjXXpT2+KSL/ADYgVEIow5lRdOMDp1KBMmO\nvM0dD3EZyk4i9/SQk45ebUrdYX+fd1ErR+N+f1Lt007OKnJoW2ikOliTuFSoLUJq57dZWL7OsZUd\njrW2WM3v8xfdH2b9tVXyPxxQXN2G4VXn/HgakKeo3ac0mrESknW03gp/b8DwUAlAU5dXXs+ZCNVt\n3i/PAI/dF1fLhOi0PbZTf9ySnLzHpSSocFQRwOcwPJ7vb8tfxzvwtgVFA4I9zfFOS+uRAmxAkRup\nb+SxHMhwBGEdW+swXJ+n1h/zRPYkB6Mm4733Ut0cS2qis1reiHGSJGYA9piDrxw1mxgab4HOWVEx\n93C9TG845+ovf31/BL3ee13r0R+q3lscFnBlH7oFzHSkNxKjxVdFDzmk5Bh7PqmfIA9Ruf1FhmDe\n/UyeYVBRwcg8Mkw+/J2gF6E8A08VXHXYncfVDe7fgQp09nKxHppNuBTTODvizPx12tUekcl5NbzA\n5sEKXDPqSZiNhOvHBXSc0cjdqRXkMrSDqjRHqjV5n8OeniOK4VgLiEsVgvsjuLOhRtXFvtPXCBSO\nVkYQHqqnZGGVbA2cQJXJdICYvsM5XeIzD4QlNh6A6iykzyqxM/LSsE5zvjaEZgE2Ufidr2jAgoae\nzxQTtVVIIHwVzBYUY4haELSZ6MYEMxp8M4aoqwgt3YHKnA7LogKVDrQW4UPAw8imXUGwV+5u7Yfg\n4Qe+wSNrX+fQNBhSZ5jXufq/XOLGPz8B5jrkXa21flfCUmxS6htPewl+p0+Hwp5fi1ss05xbH3XN\nSsKgksPhvivcmqO0Kt7b9JVQLl9hHP22SJhIZRwpTvD5g4Ayh+Ctk5l6r+fKen3dhip+6xXRODuh\nIoDMiFt/mAnesLNU5oa0T+/z8H/d5f3vvcLf7n6eT8c/xT8b/n32/ukco88dwneuCuaYCImHlPkN\nlwk0xyB4KzxqhMV7IlJQwAsvwL2Bfn+xKbhy2hEbobX9Qi5jVg8113W07yto7/qv82me6akbIqjk\nHKXGvo84++7z/pqOR0FeTh/DSDm1ZiFyQycSLBVYV5SHq5UxcmhmcjlQ8zHRu2Lmjg8437tO1gjZ\nnemwtbXMwXZLVMp0DHak/R85pyqtirQROJIEBvotyBuKhlPcmTmAf9H8AZbefegMk76KBZrIbaQ7\nngO273jGDncuIuHoo1QDm4Qwqjj83A0Ohd5j0HuoyeBkQOFJwbM6iTPnZZpcvysyl2ypy5MOIpe0\nwe3HQiG2V6fLc22KcSzKVxDCDcNgu8KLrCkBHKRQb2kxD8e6V1NX8ss473uc6JlW2lRPZsw8sEc9\n7VMZb1OppPQPZ7h7/yTFlT242xVUkIXatxsjYXSbd2HsG6y68tQRYnVM+mTiZBlalNncaRDXh8vO\nLTpI4LAN9lXnmW3jdhmwpWuPfFgbATvyPkxNRsnaCetT77lBGV423H14EbUWpds92TEo0+gI/NEe\n1HfguBu7uoVrAbwYQJbDRgWiGcYbAaPTNc4+/hqzx/cIKcgvxNw4fxJejWGrkIaM9VxjDxU0KI05\nEh5bnSvzr9P6WVvI47eplB+XYibVy74jziHKF3ijM0OZ/3IIwsSr9GdDlZK041laEWU9Q+V17/d/\nfESaoYRwdRk1j6kIRqoYecU2gF4gSGqM057JnExHlSSu0O01uHejw8tzhtW9XW43T5PHFexcDd4S\nQ+0kjOfADrV3TKQ5LFKNR5iCXYb8DFwwKvryY5dbwVvzI6idhbNOksLXmlXd9G8jpy5ExjUfaO9l\nqfbfONP+TQLIaxpQk8uRyI0M5NjN0ShxxVdzDppLIK8IsgrRGNmKnC07gNHAscUiGDdl4GPrajqi\nskZuhBL3aQHjqu5zANm3YPu5JtuH86qubYzcXDhbY13VVORqZoIEsjpUWvDWFnNre5xs3yTvBeSj\nCNqW3rU51q+uaRze5Ov7Y9QvU7Yb9UUzN5BiW7EH9hbsDdXaCRwsYqHbR+yXKhincGV9+dxYBsUA\n93wma8bhWE5ntbgEo1UY5VogjNEx6F18rx/aYiIqBmjHOIEu71LYnDJzteAM9tg9yAbQh9q75LmM\n94T9mTq0mjDjBKR2htDtwfsXaB/vc+HRF1lubTJvd5k1Xa6tX2Dj+VWSP74On70GZlnPDkg/Ykt/\nT0Q5Xv96/ane+0t+7x7Yrk8lunBjdIUygTv9eecp2jdKzPrr+M95XehpD3P6ev6PD/FDsVIOEvij\nBnyx4g7jGPKqPJ9rM/D1B3klOMv26nF+8Z/89zx+/GuscY/rP3aBP1n6cfhnZ+GrFdjYc/fpK3Rm\nKUtO3Xo7eRI++JZSmXMfJoKSf4Er1OrDuRq821FHXc6PfeQh/hklYeGY+7MDk54M/kw8cJ/tIIRl\n6H7vm0q9is7rOcoqWQc34eF4S5nQXXLXti4ZO4fOR39u9ozTanGTNQ+8w0BH9Vkv71mu/vF7+deD\nv0deC0lrEXZo4C3A42edQ4SMnadnesNdtzKiPVOyhJbdVB4aeOcFwa4LARP9Ng+1eAevCTwQaDu+\nCGzvQn5Hjp7pwb2+w9Mr7mG9i+8I8XZWB8MrI7Cuo5W9rJuwu7A/J130ycNHbtLWwdzWv+2sgz+b\nLrnqYC5/gOYgbZcEzEIp91FBNmgwhmILgi2YOQ9mRnpJ+WuIKjfvBmcfeKsciEtw4sFb/NS5f8U4\nqHBIg5CCK//8rdz/N2vY/Bpv9vX9gV8++IywRRvr9O7vwG4Gu94V8uT0KZwOKMNX7xZ5I+N5ZdMZ\nZI9Xw9EMYJOjbpLHUANKz9ELsvhXztESUP9d3sWqwaRBwR4TJbjwLJh58dstCrPjWZ381ZEOl3EB\nJwLqZ6t0LrVonEpZfWCDv/u+f0k0k/PV7ffx9SfP8sofr8AXI1jvUva88/J43v1zmiTRIlyuCKrw\nh+csTj+cshXrNtp0a5RGJHK/30GU774bu5W6mEC+98AspbPrGwZMswwXKNEAX6I/PT0euZj2Wn0Y\n3AAaFVVWVo1C1TCXlzkM1Yg6CQSXLWawUIGlecgaVMOCd/zYtzh1+ibN4oBv5Y/xnf7D8E2USE62\nIUmUuwlzbfq8peRqkOs+O204sXA0r+efbR3R7qoJrEawHJcBT/t1Y+tb6mUIfru1Lh2Q6giV4gda\n/xFioRy4769GUK0La99LlaStLigxmgWC1cIxxLkMBk1dJxxAvYcaaQxleKtNqC84rLjuKnmZkFSY\npZTD91vFb5ewL350Fik3Ukvk8Ra5ql+NM67LK0TnW8z+yC4nFm/zQHIVkxf0meH5ykPs/Klh9H84\npkxQQO1Qn82Ng6gyiA4hKVyUiUzADkiEy+sr+T/ARNBsGkPxiTfcv0duoflTzWk9Tfa2lxf1A+Kx\n3Apy1nwFpCM0HMnB+d4FdSYyzwEy6pkrRDQjqcKatqJy6+U6592F9oA1aK7CYymLpxPOz47I31ml\n/XCfHzv3R2zdXuJzf/xTbNw29H7t8g8w/PLUq5SUpozS0rjjPY5V6VUPNOY+5Ky5ECgxSrqlzmuI\nIhUkedtfoLA8HSh7nDsvMe5pkU5Dlp5bXMsh7UHSO1oUdYTvztFki4UpnKGEYEMgrkDUU0hqHNc2\ndx5oHqg/aBhDuwKHQ4YvLTC8chHO1Tl4tMNorcmJB29xYeZlrj16EYKLcNMdDtzXJvUNsYkdbFSB\nYE6qfG+twY9S5rBWUQXlVUpMPkYqexcpdXdihJR4Zld1KA/p9AzM1nXmxpmakmDF7JhxYzwqlGyt\nGlgK4MAlUE2qOStiFYDEzlrGhYqrbOA2eC7jNhPDzAhaqbDNONAcjyLR4wLjKP1GBukUk1B/fABP\nv/Qenn7hcc1dI4VaX3N+wkBlSdBaisrdA0EI8YmESiehlgyJshRT3KPIApJhhf7uDHliYTSWR71s\nVXxiRhqjnlEuoZ9rXWbIifS76yZwdwB7r6px+iQyDKYWoGcEgBZ9y/0Za58cDHAMAzeBPlG5gG7K\nn6BblGXEBXLVT+h9plV6mwWyaf4Qwn29V0NOcEZol9J4euK+1+xwF7kAQZBSf/wOy+FVLtZfIFgt\n6HfaZAFcfbnGrV6CHdbgIIPuhuAUoKx2G019eaDm352aePluvwZRQFiLyG1AkQeunsXdku/YlKUl\nVDauyGlK1pUro6I599Wq07UFAVpnKZAnUNkuz4vpQHPaKXHEuSPJVp+0jdz1wl0lQIvC3e+sY+hY\n5bYqqRQgr4zZvrLMdvEw9CqsVdf5ofqfUzs2Zu7nd9h//gL8Gm/q9X3qUfqvKUvDvHu4hxZkBRaX\n4G0PwuWainr20Oa+kMFWCLfDspfnBtpAK+5vQwnNrlt4toDuAMwBLM+pyME71gYZOtD3bKLrrlJK\nuviuL1DC0HOUGuh+wqcnecbdy1wEM4GM3MBdi1Ch6P1c+tvLgZTgWrFLIgZU6gmnT9+g1hkxqDXY\nHi7R7c7CTSt50+LQFV0YJXGscUwSA0GsAoxWMKlTwlJC6V43wzs9XjBt+iDbc+M3RJ5H5LDXLHSN\njXZhY12FUUUuj5eBu6+KqkqrFcg7kLYh33GbagXaTahXXeAzgHAPrOcw91RDEC5AdB2iddEWTUNh\nbjEPWctRFUMwRs2A65QRuD84be4O2HUINlxCLhA2WtQUwpt1aC/CwjtY/o/XOf5jt7hYvMIc+1Rs\nwsjWuPPySb7yOx+k++IItm9rfIJEXiyZrpNFYMdiTBRFebB7x2GINGKGA8g9JcNbgNfDWbjfedDc\nL67q1EWnI1NPi/WRp88gZlO/91KT4VFv03/NNBNkmjiAL3rzzAN/CPlcCvqexgzBbI3K6j7NepMZ\n1gj+i4DVn9rgJ5uf5+W7Z/i953+a/KUa9pkhfOFV2J3qi0CTUoznju713DJ86IIiobYeu7o0YOb8\nHofjBsODBrYbw14gj94L+O1R9rm4Bdw6VDXtqA3BmvbECnIEttB6LiiLtDbd2j/lHtHnhb3asY8w\n5yi75Xnkblq6uYME3zqR6meGthQqG0X6ziiDEwEcc4Yjr0DSguMB1WNjjs/eoZgx7M10GN5rkPxc\n7QfYU3/sjLK5ts6kEiQ4gGBFVKG5Dlw8DScqilRioFHAXK7NnAQl4tCgVHj0UJUTgKNu5T32xvq+\nuRbM1GR0xygjbXYkznVodKoXuYodhqG4wMmMkhkcuGRLTQZ4JSplQqedDH/6j1FyMh1DZSCP9sBt\n1GFFDJewUNlxEGvSwxEkhiS1vPrKomQPKiHq97npmCoOu85DebgxMNPGLMxy+vJ1Fla3samhyAOy\nPKSXzNK7U6f/9ZB8mMs7oCiTSz6xiUH9TcdlE2ePQvmoxNUUsdOFnW3KsNeHto6SRSwVS9pow+6j\nHbEJo7qSRyMkHEOPUpPVe7BzCGLy+YKaPjvJODoan9dMN6ZUQ53g8d5Y+iSvN2z+9MqBXWgksNMk\n/fN9BskWe2yRYYnDGWZ/6IBz56+y/K5tnmuc4Ju3TuhRtizcTQTjTIypZ7r4frIRLDfgUluHiQtM\nw0ZG1BxTFAF5HmDzEFsEyrlkiGK664ZyZF0BlAPfgxqEjTK326E0YN7mentuKPuQeoTOe5g+4vQG\n/Qis4H7uh6pqoNbSHAwj8cizQrBVDZhNIYoogoCRrTHK59kxZzHbhsHVWV4LX2PLHsMuL0M3hgfG\ngpT2D5VgNRZsE/JjiJk1q4ju5DycO6keqQ4lsXMjsmaHIqzJESgchOWNsn8eX2MRI6ZWow5ZQ9o+\nVX0NK5QI7R0gOYDBfZXm50jvKApFysjakDcFmdmRnI9sTkJdD1KSPV4PM+5bPWOESBU9I3pi4lhO\nYQj7Y9FtiRXNp3vQTxhfTXktME52eB8OftB7lP7jonQC/Lf7RIOvTI9NaRw9V9WXafvP+v+vUGpm\nT+OgXpHRy32ODb7Vp9QwU7j7LejeY9L5xI4UVlNH2a3zYFdQAjTXhy/NwAMNbaoM2YzbKGrounto\nWBWTpLsIXiqYVLLZOZxmK6qum3HX3qZ0lzfcxWvI5dh83QP66iPg4hnC91zmI//g93n4fd+gICAj\nZkCdV7jI1S+s8tovVhnfGlF2fkmn/vb41pBSOekNXn6+3vSy8ZiU///vdUHzBv//va71V31Zykn3\nvcG8imYVHQ4WgoY7I7aBkwSVh3n8f/oOH/oPn+Jns9/jD279LP/ty/9Y+eKv7cPnr0LPdxHZcdd/\nN1onrwEN+KFj8J8/IOMQAqtQPT6geXKfZByTjGOycYUiicW4ODBaKs+hKHQL+KqFG33gFlTmobqm\n2z4OvA3l3W7o2pM6tqEbqtPo8LxJuYec+OLk8f3BPQ0x1CjVQX2TBmt0Tz1UzZka/fwSpQ66rwVx\nHbSMsZg9QXJFMyjTVxVbBhUeDhoZzYOhZIi2TakH5brJcWgF5flgxdsApp7RJ5G9/RhYTXvdlMhV\nQVmt+wXgtRvAn2rwfP7LU/TsWRRJNN1cvwKNy3DxJPyCu84NNxcb7r7uATcsR0Pl0BEsfOlxDUkG\n71OG/j6k77nJK3QvFig++qY89e+PUX/P0zplLeD1uoMONOYJ/r0U8/aMILKsmnUWix2urz/A/vNN\neLIPh9suqx27pE0i7m3g+OXGZVn8IvWT7xNxBk36AUrMHm5B4jNd0x9w9zXJIHqM0nV0mY3LYigv\nS+LtpUFZ/iyFwhvSCXBHGWL4Ven5aiOOxuw+9J5uhOzDcL8DI5hrYVZmOPeW2ywe28GSUdDC1Npc\n+rkNlpd3CZ7q8dXr7+bLt98Hz+Vw/QC2N5XE9dKIYQMqpyC9A9kOMA9vmYMfndWmA1Wm1gtVQ+ZG\nFZJeyno6d+uThTs5JH2Xw5oRO8LnuuaQBEPPDcMJd51rlHUMvkR9A9lND7V4qrRvoOzDXs/y8PUK\nTVxXo5q8pb0AgkxR0Eyojj5NKy80RRcP25j6Iis/ts2J8/e4sP8q1/oXePrgPe65xkpYD3KxQSou\nAZesQN7THxvB8SY8OstEY2QWwmZGVBtT5AFFFlBkzlO3gcbNC1j5s/YmsJuIbVGtQq3JpPm2l9vt\nujW4vQu3byriNAW0U+G4fbT2giaEp+Xl5hmEG6qXuHhSGjgWKQFuu2VWHUG1D/V7WquDjqAx01b0\nEPWgs6UcmIllsIz77nAkB2k8Esc7CqeKkgvnYYcuWgwUodNSkd0THTijzG1leUgcJIz+rwb5Dbfn\nul042JMdKAaob3FF0FqQKYkcDcs9P11SMO1Ne//pNtDrIUvswxxDeUr4Qq+YCZk+6sBcW4daODUP\nns1zCPQs5WL3DllB6bl65o5XkvVRpg/5PSfW24R/+AMMv/zFFcpEUQUN2AiaFvP+hKDIMJmhUbnL\nUv0W6cmAxs4sQ4YM011Gox7crYhRwC5HMYJpDnYGNBTCLbqN5cenZjEnC2wWKKHiK/XH1dKu5zDR\nT/YJkNrQHaYOgIwQROLnaNF9fZejTRZSXCIwlXc+2i8dU48ITCdjJgnXVGyZqAbFnMrSxxFUxypy\nCXW42d42156e55pZ0g2YGartNicf77Fw5oDlD29z7U4Ir55yC7wn9cgk0aYwsVgz1XfCeAbG98Cu\nwsVleGLJlVIjw9sulOTMQrX8ukPZZa2HIpdt9PNaDiNXClefdxWVbuqXUfi65T57CTlCG0BzAO2x\nDK5HN+rOCAdWRRujqhK5jQJqNYWzxkjQrIJkcGfHMJPoWUfWJa5dQc4CSvjOjNXecOQw4zjA1mLu\n31ri/rUOX9+8pHC5sq0kbQisBTqgUuNaFBqpZKZ1Ja87lHmMLaT0GQzJbUBeNF1Czx36xkIQSPs/\ntUomV3Ml0dqUZ35lDNVeSbTyMrizyIs+uA+7L7qq7AK6XtENSnjIaE/4+oEo1+/iht42sLrfSf38\nHsqup8AxSc/WFgRpJn6SfVmvZ6wV7rNedsNj+/663lj6B/GbYAFmluFSDp0ZSGLC9pB6+4CVZIMs\nq7LX6jAyfbJBF3v7rgrvOKDEi3xC14m/GaOcTDvUOE2lK0xYYKICuxZiOwYGrZL9k+IijwJVgKel\nySKAcVeH6JeHqM9trTw4fIrDc0Gm8+EeAvO23b8/cMZ/AovF+uN/H1Lm//6S1/cpUfpP0ZO6BJkP\nRcIG5mQBcxHGNKiZPgsL2zzxj+4x87aIqxunefngDDevH8P+VgDf3qLsxuoTSCvIOjyPDP5leO8c\nfCQuPbgVCOZSgmZCvl/F3onEib2BoFxXITxxsLHazAsopL2DEp0cqprsmOMqN1BIfBv4sr6aBXe9\nTXc7Z9FE3aIMM9fcUHgGlsdGmyisXkGiQqMItgO4a+CUVal+3cFUfauq18hFHEFIUItYeEuP9uyA\neDdlN11gK12WJzjKZcwHhYxd5EBI24ZsqFzAqKKo5HRcBhp+keITtJTsLkupE+6DntRC4XDKPJLX\n6gtsPBvUR5otZFBeArovqxFD6AzdCOmehLGuZ4+DPQXmVTAJBGckDteKYCt37w8hugXhfXmYRSFD\nZE4raRYD0Q6EN1UVW9SA+0r0BosKje2+il/sAAK3Cw3ahEUgjzxAE1dUwJ6H2dPw00YiYjHwNPDt\nAWxe0wC2zovGO9wCuyWjThXyPbCJjFDQh2D7aIGrx7+9Y+LtoXcIx4lK8Sdb2lMz/P5wxUIl5iHa\nY7shT5qpuZh8gZ9gq0kLKy4ZX6AaEY+PTsNsHrT3IfI0rObV0eKpn3mXuimywHIEzTYUSwT1Bssn\n+vzCx/53zOWAP4p+nNv9FXZeqlL85h3sC9vIg/LJ21VKr3db7KbKZXisqd48rtCWFsRLI6LZMcnd\nBvm12EkUIwhsE/U8YAhxFZpV7UPfFvYW0sznGrTa0DmnQNrXBdwGXkYFVjVKUVbv+I/ce+aQI+hp\nwQeUUWoFHUTL7t+/dfwH2FO/+KBC9/mK6wzvKG9piI2BSoSt1hgUs9h4nrt7dfpdy25tjRErsLAM\nb0UUxzDXiVoYJQGLRcjWlPCzfShOw6m28/KYyGfYZoatZfLgOqHgc9Dg7lI6+qBNFxoN9oJ7z0IB\n6VD3v1Bn0uxkDq3Ph9z7hiMYbEMyVCJyEGjUMyvecN6CQVt83dSVCkcoCVOJHPV9V8ULSVPVdt0D\n2JxT8qeK7mPYd96C85raAcVswdZXErYGqRramn2IXEYxQFn5cS5+8ETne12JTFtDZf/uMOx1ZTAC\nq3DZuloBG7g8hHNxxoU80HCo907vW5+/9I6bR7w8tG8oE3+Ht6Q5PZ146AlHQAAAIABJREFUGU3V\nAwT7EG6rMKVIUTTlBK4OC4eluuQsu5SCMV1kudbdjXUpRVAq7r2xm8jpRs8epvIe5kQHgaPhelUf\n+xZwvylY8V5Ix/b4wENfJF+q88KCZftejf6NGJ4dQ8/rw/viNk8hdKdkrQILx2HREQem8HFTzzGV\nAjsIsfuBHmPMd9cINCnxdH/LA2A8hD3HOosWZUAqlI62P2w9pOCNop8z78x4nrt31D0Hwu+5ivvM\nMIZuW2vPfy6wYlIZ551iVXVZa1AUdUYNw83KOYII+tEMaa2Nna/DQwXUZwTBmFQQbDSPhM4MpIsa\nz9pJOFsry1Tc99pmQl5PsZ2qag76lGfOEmrwzlj05HpcCoJ6gKEzVCK1VoeZNV3Xt0j0a30VOSV5\nLm2ffEdwcWJ0+KZW2knFmqiOQ7Tm7BhmZtUUuwPsv75w8I1f3x9P/WOFFsvbjU4/jyX6U2oWDaBH\nUiYZelsaB19yXaVkcXmqr0+EZJSeoacaekjEumv5PqGT5Kst+wR4+Hrae3aqdvgciIfM/AHgWZox\n8DXg5W04+BZSsPN6GbgvW0XcqdNMFOsYi5p48pgUGVNg8wW1XOOsu9E7yAVYc9faQODrApPy+uMR\nnMzh6kuwfQPhGp7WMK1B4rmN0xy8NsTLsPhWWOjokq++Aut3CUyGJcZ62pGNkYLcLiUY3Ecutwcv\n0bVfn+d8o7zn61fkX3WF/n/lWv+q1/ierxbKVHoX2bNpRmhXe+GvY8BDcLrK5Xde4X/+B/8Zw0dj\n/oeV/5Rvv/xubvzJMvzWS3D1Dq4AAA32BTR2O8AdWJyFt/8oPNqWs+CLYTsQrowxMyn5/Rr2pQi+\njqZiG+Vrd9GyO6H3T+BcgyCbvS0Yfx3MMWg8DO9Ce+82pXbKSfeZO2jJHUN4sT+Aj+E63k/tJU8z\nPo48UX9GbgBXrQzgmot+I8rWgT434lltfj8P3D03bJkA9eesrx30hWu+UvcA7X/vXXvkKbJl2ixC\nDpv/DLaMOKcTsN4B8WvKc/p7buqDqfd6FmmMjPSdHL6RwOBZ4FlKj8YbpibS7j7uLnIdqntqPH6u\nrWreP70Gz1/4AU6UPvAtyLsw/6Bw1nRf4X6aOr2KOlQWYDGShOv6vkSYcNKkNnMJPspwvHBZ4sIK\nu7Y1VEW3CMGMkoCm76iTPYW5FExU2YoK2D0ZqBSdlGGvzMj7SfUhLzBpVMPU3zElB34L9UtMt+XN\nHvmwZdKJhxZMmmQ4L9p3TLHAcA91I/cqZofo5HM4KEPKOnFH3WsEakHX24dRn/IU9Aaoik45n0Dw\nuEqu+wnaSspVV6F2Bs70OH3uJX7+0v/KZmeFz1b/DnuvneDw+Qj+7Drsb1O6hjHayb4sMIBjc/DI\naVhznkeKEq6dnCAuMMZS5AF2K4CboVqv7VMaJY9JTiMLmXW/O0DxbUXtBR+aAVuFF4BkBFEKS3Ul\n57coD/fpTj7T7CnvCXvPy3OSPUFoEKmxScOqfiI1WndhDpVYicMY4dSVDkQBc+0uP3z2y+SdgBer\nD7Kzu8TBvTq8sAd7A8hGLuHv58VqzaSH4vyvrknWd46SbQKYRo6pFdhBhN117Bl/TnsIceSez8fl\nfgnuor6vdlu0XbsgA12lPJ+t+1zmll1/R2SFZKDIMhtDI9JascdRG7cq1DaVzzi5DCerOlSe7cO1\nfejdhyiGxizUqsK901SRVuDWYRQpVzFjlDvaPJDGUbTJpJAvdxF6ETlPPVWOIMdFvg2wMxAuCdIy\nkT5v9sH6SDIGc0bQW+Y1HtbL9MD0eE1bSm8LEgRDGpcENbZcQ347HRbqiZrtlvthEon5AT7GpOUm\nfSV76zMqTpwD7vdg72M/wPDL1ZeAHbgeU6r4eJqZJ5oO4HgMqzm8ti0IYiIK5Y/JEA2Ed9U9ljZG\nG8NJukVWB8VyTnN2h5PVZ+kHMfeLZYpDg923wseyu5TZCD9jPgatQKsCSzVXug40wEQFYZxhrbjh\n1is4+ki6BaQVJWOnK5wj3MJIwXrAzU20T+7kkYsaxoKWwkNHb4pd1n9QQqUVo0o4kjKxkuPCwTrS\npqE8nEwNQgdJFBbSppJ1tdRtgAqYof6EwLlZ6u+a4/yjIypLKbW4SbjcEAxzveEaNocOhmlDfgG5\nZvd13bOuoOxsRV5chgziUqaNaKwSr3dDJbZ33LLwjSo8tc0noHwk1rUw6oJpyZhUOnCyA7au/ZkO\noTFW3iN3lrABVDLI+xr/yEguuGogqAjCimvQHsGShfNV9XyNkafpA5MmMGulZGlRqBwb4dRxBtVU\nJfGDCvuDJp999gmXHM1USl4cqKhrqQ3prJMq8HgUmufxsnD7ZCy9lu2KQ5KGsL+HNQ1s1HKV11Y8\naLoQHJYevU/WJ5Ewa+M8xSiUHEOwqkKw5J5yMwf2aGGaP/wawM46bK5zpPfAOHYLbUxJUboDWwMV\ny/XqIhZ8sws3NtHEuMSo8Bf3WSd9PcE36iI4tHPY2IfBhtuf056Ud889ROYdpwANlJd1XIJwjvhc\nl5mF66xyjd2sw3pyGgYpdAPY2YX8BqJfGR0ypqkDwI61vtvOBngSW9MSRBCEliLX1DIKSp0ezxyO\n0ILNXJ2FCSn7/RboNJ6yAXkovaODyCGFXnPiL399f4w6t9ADPE2ZKPXYqZ+QCmwZt2mnyek+BvJh\niy/99O6Wj/+8gb+lop3sGPytFqd/Ysx/ufb/8J3oIf7F6N2MvjNL9uUEPnMD9qdK/llGYfBrCNpY\nhLNr8JFTqgBzAoLxzIj6Yo80jUhHFbL/l7k3jbXsuu78fvucc+d73zxV1auJRVZxEimSmmdZspR2\nqwW1o1iw24HbhpAPQdwx+oOdpDtBkMSwjf7QRuzuD+kEgjoIDCvp2E7HtiypNVi2ZFE0ySJFssgi\na36v3jzf+Zyz8+G/9j33kZbNGDCoC9yq9+4794x7r/1f//Vfax3V8HdiCQZWKYzAXfsZb5StsyD9\nEPLXUOVAW9orCTxwLwynFO8drMi7aJyBuKFLH18DQzAlnH5ochH4z4DSLGdH62EkSV9YA3cipegv\nm/oicqq5Uinp8w7c3D/L//SX/5x+VmajO8/wqCxt9RMXTHGRWYZrDJ0q5LMQLctY1kswLBXB6LKd\ngy/hs2SUAErXFaV/IuTCz9kQCfGwYAecbZ82IbmoydRLpPnOsNpsFZUdwLTiZ+34Kx04uKxkD2cy\nR5eAWwR3CtyyOPulAdRPQVbR/XvJhsSmjdU4h3xH19Oah35sBeP2xftH+5DPW/LKCkq9PwRfl9F2\nXSE9XwE3HmU2eiy39OYoh8YCtBb1vPvrcOebkF6E8sOwVBfVcHcI+fPgXtBYCFPFYwPlbeCskFXW\ntNhIF/xVyH8gtEteLJ7R+PdRMHY0F7Oxc923gR4G2QCGGay/JBnpK8BhmMeB/lsde5DhgIGetIPv\nY4tMAFnBZQuvFoXHGhaDgF5i5KpcBTKi2hST/1mFd3xij3/EH/KVo0/yv29/Cl5pwl+04Y860Cnb\nZIpFSSUPQXYNNfZpwoUF+PQZLTbTHqZykoke1VaHfqfCYLeCXynDXSd6awvN+zvA9q4xDsYcVCtW\n8qSLJvoehXSmhpQWk3Ztr/JmX2+RUT9HEQLOhRqrsa4jBLGnKKiM8RT28Wh/uQpTEyqw1M4hLUMl\nh8kBJAZR+j3wU/r+YsKhn+P5w/dy050j7c/iqcLMAC7NQadmkxrwkzA8aSvqpFyh8zMwMa9SpiZf\nyocDhptTZP0YP0iEyrtRwXBYMckRaoJCxZmjAFEKpG2pKci1/6mTQs+nEFJLOjIaVIuU+G4OWz3R\nD0cHFq3HOvS0VD630leT3pmGShZMIJQZ6O4Q2Aqu9j6qcdLvin5KepLW7UZ0OzFXnRnnXg/yLSHz\nxILULtWC4J0Cph4ZzFJTqCfvKWnrYlWB5pUd+PYNfM/0/9V7FJhtt4ENcAfFc88pStOWML30EqQV\nGeNyE7qr0FkR2gwU93Ds/7Dub6NaKv3XUBefwG/GjCp6sqr//RCev6uFIUIgc8MXva/JAZMZ7k8o\n27kfZAxBTL82duBDilKLMUUW0IRtHwxeMEphUrShWiYezjD9nh3OnnqOh3e+wuXDEs+23648glt9\noc00SFg8uEmITujeewfswVIZLixKINCIwZWIaw2S2izpTkx2EFtpA4pkpn0P2xbwOwa+InmWhIJV\nob+f13juD6Ffh8MWhfY6BKDMiMdV0WaluFgTahQSRMZuV/g9jFtXhWRSY7+fa5EqOfMySjq3fh/S\nKXw5YdCaYqN7L88Mfow7/Ud0kFYEZ8rw+LyC8f6UaJ14RvRjDupRWYWzU9Cc12Pa85B4cj8g7fXJ\nD0qwV4K9pMjrqCGQlaO+C+1pKNehXBFNlzoYDkzi2tb5hyqU0SmIGowKhb1Ju/7WcOrxDfBnUB3u\nFNysaiTM5RoTNSQHazkr8ITQHhR89T5aF+5F8+8uGoDTaM2oG1+15y2I6pSKP16rIXzuED/3ei4s\nBGfKwKxRLiErteRkXA5RjZm+oZuKRbbbXki35AtnJNAvYT6EInF9TP1jK1YI4o5nzIYsuSHiShOE\n8i/vwv4KgsChi88MgqRngF2YiuDCCbivJG7zDgIFYWIMsIp4dj5392Fz0/YZJmqJoqn0lL1XKVJo\ne2PbhRsYZC6n7MFU4HNL8Lk5ontToj97nui//UOydk4WL8LUp6DfhK0VVFbx2utuGIx4SPcwuPeI\nbinVLGD+Hej/KeSZ7qEvNh+93jDc3bH/1KQiHOf1Lze2oXvdNmP7id748V/78hPg58EFFBq8TDQ3\nAPFQD1JeeoBL/+pFPvETX+bz/K/867X/kt+6/k/hu8C3d+Dr12GwAeyiJKB7oPReZTanG5CvwrsW\n4dMPwyUvbyZyVOePqM4f0rkyxeBmTYfbHHtf8/CDTGUCRqoE4yAi5GXkL4BfVWwKENqtIndrmdEi\n500z6RJ5KJUZmD4jb66SFyGZexFFETkVjau5Yv6HcRvm0SYaihYSYgZ1+0pQOZCuK9bP3GvbEiZq\ncIxSXDJkC0LCUo1CLFFymv8HDlYtnjPv5EX1cjXO6Dqdc3juFRl+yAubE3IIw2vc8w5cPRSgNoD3\nf1f6EQ6UPnEo14+ekh3uViBfh9JNBUwTD60KlKbE+5aqWs2pwUNOXU1COm4LPdBdCgTf9RDvg9uR\nm+q9Blc6FO+c9S0wWjd+MQdvGaMOG2yOURefKNLAcw3IS/DIJDzQ1MC50oU/PoD0NQuuPiZpUtoF\n9yJEdwsXNh+/ERSDJcMCTKftYtYLYzTulQYePgzmYQa7AwWtjoXrKxRi14FRA3Uh9TpvDDzmFKqI\nCOgOrMnGEYUmLqx2gUwsj+3IUYjOw3Yj8p6ibnUfzl+k9M6znPwnt3lw7s9599O/x1ePfozvrH0M\n/7Xz8PIhrL9sD3iXUdILF81YHkF+R0bg1CPw/gqcUUJT1FjF1VbIX03wt2It9CELG5Ro1e6ZvQzn\nZzO76ZSFeLRiSDdk9MIxDSGzFFnGQfdXV4AvrsBSJBsWDEaovzKeHGjKx5HSY68EG1UFjmMvGimx\n2zlV0XbDHsSTRM0pJt+5x8kTK1zMrnIle4CXBg9p2Kz1YeXIaur0RYVVWlBdUCLSTg/WOxIR1Keg\ntqvkNjdFfNYR35uRdsvkh7FufVCXdJH3s+8VXExyIWAfidqMEDjL9yDtaA6naJtmDElN92iYaswO\nMsMIDtoxDCpCpId34OCmGeoIWiVwJ4F5xUDiWIHkh5yGxDW7t9PISIf69Z1M3c7KfdGWg1XFa/Im\nyjXoKYs8SvTMImuDlA8Z9S7O+6gbGbIBLoZoSsKLwRJ0j6A2hMdacHALXrwM/ROQn5BnRKz9xbsQ\nGf+SDQucEzxQbN6NM8vBIo85Q3jg5k/+CAdK66bXhCKu0bsF7auM3Mb9KoVEr8ooiFIxhLxBETsI\nUf4EPdxVjziGDUSghihP0EEFOUATzZjMvhj883FEFvRKnWL7ekS0UKF2X4+Jc3eZOfUad4d77BzU\n4XoG7a4d+wbi4x2jGe4AhqgLSgxJGU4nMrhZH5K2uNhQlGwbSAdCn854KG/7CGg4SkQRVdHk6nQh\n20Ez3RDKtrnPwfWIK6KvQqPuwEAEJDGNKYbqjDTN44HeGKjXIambMqIJ7Unj723FyoL3UlUGqksh\ni3B3csqbQyZORyy9d4bG4B64dVGB86MOlMsQL0E0q4PmpyF/mzVK3lfAL65C9UAe1AIyOtNVmHrI\nVBOWlxDeGeqE026bWsFpsvoy+Iaut9yBvRYMdiwQbYt8Sdw/WRX8ImSq3U5yCKUDGNoCWq7BRAfq\nHQVKG8Bkom3TKqMgeBTrnJsUnmnIcYiwtSyXUZlEwevBEcQ5eWmP3Wdzdp9a4oV0UcavYvJRD0zG\nCrL5moKwVaCyputIIzgow90IXmlDf0MB26RBdiIiO9uHak90X9saRERm6OhD5UjPMThjAd2G6ZKj\nax0uweAAXEcZwSWbd4ESD4ta1b7j2/IkOq/C3lUbZEHf2LZ34GWruocdlNyT2n3rje17J4OVwLvt\n2jws2cAOnNKR7c8WnFHaZ4DHbTu5mCLAEyL8DpwnWYbGiZSZ2ZeY3fsqN9ofZmt3FtZS0Zf5LgWV\nd932UTe6KrXga1+L5NwENMrmEdj9tPQLNtH8f5Ovtwapt36rWI1C/CMfmFsWlqqAjgLJZu86BQ0x\nvo987OchFNzduCUaD7KOI8rwxTl7h/MIBj+jKAPnoXE/1bctcvbXbvH4/U/xwb1v8DuH/5BvP/sh\n+BdTcPUuCnwExBcj9+J+Q5t7Co5Sh8k5+IUJeLih/qQTQzUjuI4YiG8C+xtC48miJmvqtY8gqC+3\nJA09CcSH8Np16G7b399AQgLzUD8B88uQJsVkCOUNHqEo1BRSo68h8DwmTOACRWHCl2O4EhcNN6Ao\nWXoykkqklEOzgpsqU1nsU6+0aaWH7NWm2XeTCi7tDdWYo+7luuIVp+jU1KD81Q4croJbhcq6uO4K\nCtQml3Cth/DvcTL2odphqBqRewU2gxFKMI8sMpVILv41JGQNvB7dlJMGu+PE+XcSNc6ezFQ5dC9W\nyYBKBHevwvqrigdEDuIm+PsQBRVSCmvwdicbcdXu5Vm0sOQIB9zqwp2OYhRuB/yLSF5bQdU0h3pH\nVS3qHJjxrTOS60Y1fSfq6xrTMgyaMGxpIfJ3pIBpPgEcQnpThpxJyC9SGMUcxQV+IIpoHPO83nr4\ne8C/C/zTwGt2v32xbZh+AYWOI9S0L2knUBykDKNmFfalkG0Zpmkytg9g1K5ytOoMxg4YTmBcJTNO\n7YVyr2HemhKPAUU9+xyih2g9Os2lf/ESH77vy3ys/Qf8y5f+OV/9s0/B7zhYu4lWHexYfT1kd49l\n7x5Bugp+DSZ78InH4b75opd5Ga0HTwF/AvSOID3/d4vU9/b2+PznP88LL7yAc44vfOEL3HfffXzu\nc5/j5s2bnDt3ji996UtMTU298cvpReh78ZfejE0zFqqJgH4bdjbkyh0ro4omVscQdXkCGrPK6ixR\ncNcdBPBDDkhIVlpDdq5KcfPGF+mNFuy0YHogI9QqwVGut7MATC0HN0VWL3O4OsXN8r3Ueimb+UUo\nTcNDMUw3IF+WvjbzVvN5AbZnwN8FF6q0dYVQXu6qVO0gUuZaswr1OWmrH0Clegd96E8KWcYeMpNx\nlb1Qa9TUeHRNnWu6pKzOgQ3YihedNHTicN2Usu9qcTFB+phh2YNb+1BpS3vtItiYUCZg1DAJYA4n\nE2hEWl9CiYTTdj9voizX/UNwNdgfSE1Sy/AVT++5mF4OO7kXAkxuCTWmZQV5K0NI7NmnXs9nJxKn\n63ch61hQFaVxN+ehP41fzSG+o0JVvQXIqxaw6yuQl6yY4WK0RouFWVZgLMvkqqdVSG9BtKVEm0BR\nhf/DPO+gcwjJLLtrcLhG4UaG+g8rFMHYsoJe605jMmwSqgZuA5sDlWUd1WAJUlvLqB29gy8/lsrP\nHIUxCh5duOBA4G5BpUX1XIOFT9zhgeoz3Lf3Pb5y8HFeuXUCLu9ZXZVN+27o6VeFuAUTVuCqjRmn\nIyidgpkTcLIiCiIyILWBVSy0+FLTDHa4HcG4T1OUzW234WBjDKGGB5VCe06eBPvyXgez2mfIUA1Y\nMCTmdihqmXsKrnySojJ0kB0etqDbgNlMJUAmK1L8HKUKgOLVeKU/wTCusXNnnivREyT9CmvdS+rX\n8PYUDicgOq2M0yOnZ3rgoLMtCpe+FmWcAMGtQ8XVqpl0/806zMzDZFXhiKQpnPgmXn9rpP5zP/dz\nfPjDH+YXfuEXSNOUdrvNr/7qrzI3N8cv//Iv8xu/8Rvs7u7y67/+68cP6JxqluwjdJ6n4DI4UYaz\nFT30vU14+Vnoh/J/IcqOeDzK4CehdRoW7teCEOR7oXrsfR5O2oLR8UpmedrJ9ZxycMrJAIVSEXvo\npr2KOgGdQdzoSi46JzKEMGua6ioCXw4NlhD8CMHNlKJxzTUkhbsyBL6PJBRQTEwYUT9RHSZn4KMP\nwolpc8MjRcm30KBsAn2L6kxQzNOa6V8P8oJJOjAoFFzUkC0b0gNCNuA2RS2aV67BrRtoNoaMybN2\nwSb3iobwzirMmkzxJCrdcMLu5deBa3dgcxUhnyNUXCOQ9+NZddhJhYzMkzoZNzAXNWwTUnnDqn0S\nyHCTE7h7LlA+iChtHND1z5CmOfQfRmWOAy/3MvAd7S+0IAuJtMP3mrZ+oEXINcF/A9UWsucU6s5j\n9M34azx+GmKo3r/OKI3BW2cH9gExxm8MsI7/7pGnEcrbRu743wNSdYB/O3AaomuiQFxZ99MDeaAh\nD6H1AWY+OM3bfu0v+aml/4tP736Zf3L7f+b3vv3j8G9WLWC9AT42Ry8DvwClE3BmCahrYeo9Cdkq\n1N+nAnDvxoQETrLVyw7+A7qHdQ8nY92/4G0Hb33Jxs8BsLEON38gStJh9ymg7gds45vgWuAuKTt1\ngSInrwrMmO5/Hc3BV+0+VRzMxBrSJ5zGb8jdW80VWL0/hvNOBnXXw5qH12xhmrfPEuAJZD9CH9kg\ns09sbLVRbOcl4PYLsPkCRSvOcD0phTcyBGoy6B97TB74XWA6hS/9HQZK9/f3eeyxx7h27dqxz++/\n/36+9a1vsbi4yNraGh/5yEe4cuXKsW2cc/ARc2vTXDe95oUGvaHGfk8Ngkt9qKdC587phg0d9I3j\n9A1gAmZslQ7R7xjY24MjE4hnfSHWnSnozkF5Ud13JoF3ICP5MkUcbAk9pGeAnU3oHiDNag/KN1FC\nzkDVAUkU6ClZYMWXhQy9VyZjlqs5xn5spTjXKHohthgVio4aEC+qHs50GXxLBs1vAPPgp4/bw8zU\nIWEsZA6SJ4CTMDwSGo1zGF7RPgKTFKSMwXsJjQJC5N0Bh4cmKxzXTIeiGVb8wuUwG4tyCE0apiio\nsTXEj/c6FBX8wgOC4y5v+H8scFl6VPc83YH8iIILDRRGRecUnab6eJPZX+zyydrXedf+9/hfev+Q\np589D797YA0mwjWE8qrL0DgBDyaihqaAv0jhZaPsqnNQPwvpGuQHUjD1t6GzAViGcqlUXIP1eRkV\na6rZpe7tws7tMVqxxig1s3yvvKvBy5C3wF2A6UieDxTlMoyK5xBY3Ye1Q3lYU3WBkuCd3qHoJ3I4\nJV380pEoopqtMgPUOayXW1BwgfLpMtOf2ubs5C2WB6t8v/JObrdPwPUOdLsKuraNylrzsLeuQmQN\ns1y9EmQbihHFyzBRgbkBRC2Bk4dOwX5Na2PVG5fuGPVFCeMx/D5SnvVgd08eYcWr6BxeJZOZlAeW\ntpWT0JssajL1w/DwsH4ddtehN1SrwUOvcRNNQeUENJowWS4qPtxBHvoisOR0z1/y0O5Ar615QQeq\nHStfksNMXwtsWpL0Nw5BVTRHUlPe7CdC6b0tCt4+eFhB+hK4qBgm5+HdH1d+zUseys/AzSf+7uiX\n69evMz8/z8///M9z+fJlnnjiCX7zN3+T9fV1FhcXAVhcXGR9ff2H7CGTLj2NZKxrudp9HQyglECe\nQDSjQE/FQbolxBHEFeSKTg/60N0p9MtbtvsWsLoNaxvoSYXs0xlgVw+oV5FbtIjs1W0E/AL1uYNW\n9u4aRWi9h7LNgp7YjPrIf84oSGiHDHZt7Lo9x+uumGGipRor989z/vRt5idu88qr97F3PYUbm5bY\nY1mtwSK7PQX2Qp2c2QhupbA9VBDaB7LxwC4mIF4/dn5OioZATLqSAqjVWKVPs4mizobHzt3cBV+C\nLcvQpCtPaM3I9qQ8pn60xJA8VqCx04GuWZ9qSYG9vitCH6OQxyJEZ5R+Hh3q+fsj45JrhhwjiGdx\nk1Xi+Q6NySNmZvcp+xnoL8GFNux2pbrIqpr8RzUpGKIZFUyrOQXzEtOlh3KtkWVelk5AqwWNXWhM\nC6lGUwrmOjeKfY1amU3b75tAdVvBU7ry7vK6PFN/CNX7tTh0PQwnIL8E87HKBQf6IMmhvCeeuY9o\nN4ceeDQFpYZKCCRJUSclDCvn4cJUQUF20LOOc4i6GsP9IwZrnvWvOdYrZ3iS0zAXQ3PX6AsHw4oN\na6/jRz3IN60hubMLN41wekM9CnYGGvvTJ9UusFqzRhsp5F0Y7Nt4a4jqcrFAXe8QegeFYU+AyrQ6\nL3mrz1xB9FuIYYIW/pSihhTI+F+7CpuhbkIY+1U9pH4HDpqwU9UCmlBkCZftkta9EPYwNKW2AlUH\noQ51rvE1CjSN24RgfCcoakyE2BwUSrKxDMKpGJbh1MRtJqZuc+tkj/aNAax1UNb5m3v9rZD6U089\nxXvf+16+853v8M53vpNf+qVfotVq8du//dvs7u6OtpuZmWFnZ+f4AZ2D8n8DUckezAeh/F7I21Ic\nuAlF3/OuqIgogvxrwPUizvF6cBdc6CAbi1GwKw1cSEBqQRdorn8xH4xnAAAgAElEQVQYkyFIGNR6\nIeB9hCbhiLsMesLxqMwxf5vCxY5R5+d7KSKGHZRN26bodJIAD+M+NIf7Z57//Oxv88nyV/gfb/4P\nPPmH5+FfXYFuQLihK/oBJPfC3El4HDXceQz43xrwjQ50XoIsQRYmQkhggwLphhTTmAIqNRUTqC4I\nvU7b5qG+eYYmE0/azZm28/GIQC+hRfMcNKfltoaYExT887WbcGsdOAmnpuExc+E3KSZzH2hbqYKT\nGTQyGbg8Nw1xVAiZyhWiaUd8esikP6SRt9lcnqdTNy70IDN1lBOtfcXD8FXgtsBEyTyatjM02NfY\njOoGrmfg1NukrGmlCiz7GGJXjJcQa4spgss7NgYZyMDEyFscelFqSUVUYr+vapLdirIUQzbwHUTX\ndb8Pg1smAEj1dmWI56F8AdwcVCdUl76uoTFqdXcm3HMUeF/LtUDkd4BXTLaXqkSxM4opaUo2GBKj\n/MCo7Fz1WbK+aNORUapSGLwAbAw4lE/C9N+DuUWY83DjALZuAU9pnrt7wduKGNXBPw/+WUavHIje\nJ3rFf03PbJz1ClMu6B7Cd0DbDfpmA8aNRrADFotwrmBDgvglPFPL+RrF/UZIeizGd+yA48cAzbF3\nIKQ4nhE7nihzZN97FN4xB/8p/Mwj/5a3LT7Pb//RB1j50ovwZOiE9Lt/d0h9eXmZ5eVl3vnOdwLw\n2c9+ll/7tV9jaWmJtbU1lpaWuHv3LgsLC3/1DoY/q0HkT0mHPp3CmaqasLYrsBbBC15607yHZUgg\n8joYoxDdGA/DhxzyaZhsQqN2PPFngAo89XfM/XSWFmzu0HAXOnvABNSmYGlSGXfVsd33gJ2+3Dkq\nSuw5AWy5QvU4RF6AOw2VSZiqiorxA2WspZYFUcut7dYkvlKGlzNevP0ILk/YzBZFybzrNPRnNDg7\nTckS16eFxDt34XamW7IZwU2nWic+pGvb/SlVoH7GWoZm8oTy2OITOURe9aLLdaHHGVd01ZlEdFQH\n1a/hbeJW87pyDXKv+0Ws863PKlB8CqWF3+wBG3KVB04da+gC5mHdiuBgEgYNHSfEBYM7vpwoVpAj\nJyEIigZbMFxVRl/Hk2/AVu7Z8sD1AzXeriAvoIsCrLu5aCq/qqBpG4pFOcC+PuSHQqMAg0PYmYTs\nBAynLXklM6R6F+K72i7sJrAyQeYeAclZSU7Tq8pgDTQ6FDGYgY2tbRvC28BOCoMbQqKjMe713NJD\nSK2s6bAm3rVsx63a9Ni1fW7YvetYoJEdRu0S81zxmpF1DAv+uDQl1JwNKCgUlBlXkNU1DubLcB7e\nfv/TzC3f4kppne2rDbrfbcDOHrQPKGr5rgHnoFaTHv/iCbg31WGP7BTb89ApwdE5OJjQdXnspoWY\nWxBThPONwCUwdwHKU6a5z8zj3aUobGNzshs4zYZyFLrWYzYM/iQqkp7CYxhmmjetWDG6kKndta92\ncjiIlCXdmJZKCtPo76eKibkMZvsqWra3JMrqNrw2fBe95gmG+Yfh8c9CtC3Rwrd+lzfz+lsZ9aWl\nJU6fPs0rr7zCxYsX+drXvsZDDz3EQw89xBe/+EV+5Vd+hS9+8Yt85jOf+SFHvSPVB2U90DPA+0rw\n7rKe07PAzaoKNeWHwEWIz0Fyk1FdW3fL3PGxJTrqAFOSDc0vwsJU0aswlPY9PAD/KmRdFKgyjbGr\nIjhzA9wpmDoD58/CTKIxnHs9qL1UnPXhADBO7pK5jzuR1p8gOojQwz5TN2MA7M0VTQhmcpjODMgP\n8b/v+PrhR/h6/yNaKBaAx5c1Vk2wwGtokmbPwsFr8HyqnpYjjR5jBz8A2pAswMS9cHJCHc7D+B8C\neCV7zRnPmVq8IzR1Djz5LqIuuCDUFjj5FGCyQKozwGxHAoynuvDMPiqXuGXnFKSmW7A7BbsngGWp\nF85SlO8JrFbopxBUJht2WdktFPQIyNDGAB5uBXeXsf/HrWxAbsFzC+6yeXRRBskRjVqbpHTA0NcY\n7icMD6dhKpX07vaR+HCe1n5coBK9VIe5GwOIJvEYPA/p3cLRG4GuEOwYh6EWKY0j0R4hMSZ87gao\nrowZiuvhe69Hcu51+/VjnxmdEyVSNMWIGw/nl3l5fHEVouki7uVjU3B4VB2xrvmT3w+Lk/Bux9s+\nfYtL73iRQ7dD54uLdH+/Dq4tUOEvCEANt3Ue1RqciuDDZ+DHz2iRuQs871X/advB+qMCewHg+g64\nV1Aph1AHwoLrJDqn5bdD84zuzX6qhDp3HTgCP6nYmDvUwkYd3AKwokU/qoA7A9EjorfC1PK5vPd8\nIGXYTBnOJHA6gmuRskqbwHou1Vwt0lw4a4H2I28xEqPuTgGnPNxw0B7Cn3q+138cssdk7OeBxxc1\nD7/Fm3r9rdUvly9f5vOf/zyDwYALFy7whS98gSzL+Kmf+ilu3br1QyWNzjm4/w5csVZZ5SOYTMXl\nzZZkKPZiuF2W++yHwBQsTMJDLfAVBUtrHa28XWf5QR6aqTjGUgO5dKUCqYcs9vYQDo/0QMpAO9HA\nrZp21LWhUYeZOiw2dLOve63o2SYMbyj41jU3rNGE6Vk4WoTypGR9bcTHB+RWt3PoeAWeMkMG5S0o\nr8sl9rkm13CgCVx1eldglLnXRwNlL8DWkECRo0Ed3Oag6zzSz/EJqLwfaguqP7FgBmcDyz4cKGEn\n8grOOqtfEOxMbIbA70L/Scj2Ci903Pt0MOpoVEFJIFsDFJMYJ82DYQlplzVIqkXyTWDMYgo1QfBU\nQ+U7H/rmjQ/f8HNAj+HEAi8SNIwhUDUuUyjbNnMwVyE5l/Kzn/oClx55led4P5ef/iAvfvNdcOcG\nbO0JPeZrCE6eVMZxq0L8qSHRR1LSnQr+INFjqM1BvwFPrstzCeWE++F87yKOJPj9qS48moYTMxD3\n4O4VVVIkAhahOm/jbg0OQ+wquJLj1x2yfML9CUqLKqGeDAvn4HRNBibk+nRQ0bP1AZxYUFepmtN8\nO3JwFFlcO1cdn3qs2jeVEszCubPXaC0dsFo9yeHeBIPVipLFooF0/lf24PktIFOAsdWHEyks5aJk\nupFksL0EBnXonVLc6VJN59BPoX4oCqmXi9Iil7omcRDF4uOjelGnZS+DuhXtOSpBJVNi174X5TtR\nUXGttCtFXbMOE1Nwy4kOOwAGm+BvQNbTglYDGjNQPwnJhCSIp5Fi7kUMoBxC3WjX1IQfw0iLZCuT\nUKRt0tskRzVg+oovVrzEIqUIXvz4361O/dFHH+X73//+Gz7/2te+9jd/OQoKiG0YrKn92GbgucKE\nDO5fpu3cDMQnwU9A3oB4Frn8hnKiTKgmSSTu77gicBR42r6H1IqnRMNj8cIRJ+eA2JoHh4bHtwKX\nvoGW/XBjB+J+23MQHUBrqmiUEy7R5Oj0MDcvKErKiEi+O/ZZoEwCZxkMU4DBYXIG7XGYuAF9hkk8\nDZUeSbPMAxdeZHJ2lx2m2dh3bO3XoX2khWndyevwPQQvzMU+C5z0RNUM33f4/ciy/7za+PVTjnVz\nzxByok1R1CK4uHV7Vn3IQmwgAabEK1eAwR4M19Wqb/Qyl3onBKHMXR4h/bHB7aoQT6tk7yTFqM6Q\n3T+MoDEBSUmoLC8Z0owUs4kiiMoWHF3UYr4MpfP3Ur7YJ4lniTo1CWdcbnRcCXbmYbuJVFg1nUdp\nANXUijYlOtVyXwt1PKUchGpVtyoEP/2kKDFXZlQxkqbG/KkZKHdVpvioo0JRyZIW6Mk56EzB0aSN\nt6ECmWHRzBNwFZXZ2EWAJt+lWOQsOO4WIJ5QLfgQvD4C9juw3hZNEGUmozTFmouOz504hWgDDhPY\nq3Lj1pRATi2GmSNY2JGKyDkBqijEk3YVON3uw3YKP/AUgoCwQFU0tqozMtKxgzjR/YymII5FJxKZ\n8+X1nNqZYnMlD1gfhTDEwpQKDJIf+ywAiqQLsWW+h1yJwSZagAe630c5HM2CO4LpSYhqx1sCDlEW\n9MFNRiBrPOlpezyAa3ToKAYXPMiU4sT/5tdbk1Fa/pLVK4HjyC2gt4wCMvSASLxWOQHOy32LzmtF\n9z1GRGtUUUTdNYFY3xkrcofPFCTyXwe3yyi1OTzQ8BqnCoONPSaoDa/xkZDIOIwJVI69RrHV8esd\n1xiO7/OvelUQ6RxT1EQYj+yGC5gE7oOFBs2LHf77/+Kf8cj7n+Mv+DBfff5TfPvPPwT/z2vw0p7Q\nvw/3eMr2vwz/OMH9ZE7pZJd8MyJ9um5a3Ay+14O72XFE1way22iwz9q5bAMnwZ3VxGYdupfBd9FD\neVwJQwvAzrOw9yojuSQ5Rf3doDNdpGgvZy35wis5AbV3wUMNZcO2KLj5p5Bc9Xws1J8ipDd0Rayv\njFRWZQMFFYerw8TsPpWJPr1alX6pSj+uqH7MMFew9rs5/HkX0qfBr8noNb1KcGdlGZocRuUIeqfg\n5El49ESh0a4CPlU1wxgZrIoXastiue9VD7UBbOSw5hTniRMpR0qpDGrXxk7ZF+N64KQVbzmxRK8e\nmsS1axdtRb+SRUtEm4GHJ1UvfAC84uGVLiTPQrQu9Jv3RD3kY9LW2Onas1wLlF8yaiO1BfcIkm1t\ni5O33ceqWYbXOIgJY3Jgz7qjB1WKJKH1CNxFT+hYvmoB17LOw1mgwlvxMDeE/Crkzx8PqAaTk4+d\nQpie0djbmB3N4cBbjvNn5vHFFkAP+WGjzfKxHfyw1zhFFozFOIkP8N/9CNd+GQSkCozKEQIjCUsZ\nOAP1Mo25Hh//yJ9w+vwtOtR46miO59bn4ZtluNPFenKhB19HVmICHnXED6fULhyRHSV0rze1//YE\nrDwIe91i4QyBKh80oxFF1GoekWJdiprRwYUPsNAiO/kQenW7piDPiCla5yS233AcKJKOWsponI61\neXPsvY907umEjEk+gKGhkyiSMapENraqQjQLFYbn6nw7+ge8tv44N6NzrOZnYD6CJ6bhdFWTZH8A\nmyncrmn++Ovw4gBKQ7KJnlztO4kpimpw85TK3J5LiizUIciAm0TTO8jmhdSqoYO906TuDqVtZlH7\naQBTFyQ3jC0gmnmo9oUQD036Vm6JDtjbRoGFcG9jyJswqMJaSajsfEVlXDcQlzroweY6HBxKvZFW\nIAuoeKj8g8QZfy2NsY88+0msz0uplXK1SZZHet+JxWn7tmjCLIL9SJ7NaEZXsJKB+n+7BK8cQF4V\nMq8gRD1IzIjkMtKsQn6zWHgqmGQvlqrEoYSfJCsMD4xxvxQ5GxVE+WQhahpiLl3xvMMDGNb1fK/V\nYNOUadvouoZ30OAI8zPkChgvn45x9ITuPuPyvgGGqigW6UCFhRNNKcBJkKLNAWUmptp8/B/8Cfcs\nXKO+OeBPp9/PU/GDdC9Pk706hFsrWjRHtNoERDNwfxUuJFJQ+dMad2WsrAUKuga1Yt/u26jWcGY/\n76MA1wTiYELpjQDmxpRkWV+U8MBRrAQleVzRSdGoIzVdqF0RYmF1EzSUtRCHUhwzmlqkwB/ypl5v\njVFvTsl99RZ9pi93LIq0qjIB7j6YXqB635CP/Owf8873r7DjptnfrPDcD07q/h4eoboYu1qRs6Hq\nWgwiuNcTf6xH410b9HcrdJ81A7DTgufeBatOY6879vZ74PZMDrgP7jVwl5D0ag9pRa9CSCTxp2TI\n3BD8hhYFN6PV3FvrPBLU9X5CqGWwD2nQCQZXcxrcSShdgOmS6I9xSeAtrNRnqqDYMJcbPjQkVvfQ\nsoBnFSGzmQH9Gc8fXP97igsEAJz34d4mXGyJI13xuqRdB0d3wb8CTx7in+yTjbwIo3ncLLhJuLcG\n80lhtyL0uTOZZp5D2pT+u9lRmQPXgMYl6dn3bRzkqZDf5ITc/xAe6FPU0l6zwzeAg7q4UW5SZLqa\nAervwY0Y7ubQa4krvoPc+t4BrF6hSPxqUdTx6FGUDw4UIBRKkGBkxt25EMUNHHiXgjoMaftD+/sE\nsEyczNOYyqjEh5Tu3KRdOkE3mmPoE3zbWwOJYOBCPsT3lORUjgrZHRWkefeQPWeGhONS7FHQd9wL\nHIm6x54p9v+B/s+9+mmOYGzYriyUHhLdcvMyw+kytnl0JGTO2OchHh1hC3+VkUfuA5U40CI72nAS\n/DnwSzRPdfnYT/+/fOjSdaZfbdM+9wleSB5m8LtzZG4Ddu8WB3JlyE+LRnu4BB8EHvSQzcD+/Xoc\nGwj/3bKfGXu0oZ5ANpRtiVfAPwIsQfS0vpAPUUZwGXxT8zpKID+ymFQke5R3wNUgPgWltwuEpX15\nZdkexufZ/VhSVdpmXaKBCbSmnUd1mPq8aaP+1tAv//GaEGcnF2qPMusF6aQZjkuiUKoVyhM5D1x6\nkenFHQalMjc751jZOi1BxeEAqkfSz7YzWI/VWu3lFpw8IFrapDRzlXyYMtxrArNQmlNCRKWk8RNo\n2hyVIY0Ham01HEpGVG9CpakHMexKkhahB9evCdnVciXUpBmUytIid1MFbhOnJgHlROjxB0O4excp\nN9poxN8rmiI6qboPMyjgGupEHyAJXeeOFAP+QAuPL5l7m0KpA25gE8jKtZbHhPsuLKJ9oTMXKZDc\ns4j8biR1gA+8d3AZQ6roSbnpzSl1E2oENxgDcEeWVDIAvyPEnwyUiJTdb9+vK/MuNVrC3wT/PXPT\nKexMSAtwyL6FYO0+0OkjiBViCoFzb+j3yKuGUBxbMa+QrxCCHQFlhuSGcJ2M7Q+KGAUcjwZjxzpB\nkVAynhGYjH0ePMcWc2cG/P1f/D6Pzb/IvTev8u/PfJpvVT/KzZfuoftnXfj6bUY8baCf4jacPQsP\nzigXoYY8hMqkQOTqvpJ9NlBnoc1cQUM/QIjyNoXGLnR4vkWx4KQ2yE5QLF7jpTmCR3oJpufgXKRY\nVUiINmXqCLhaKID5sc9i+/20DaNKLAlmyBPp5wIBpbSgcRxC3oM6DKpUk4z7H3qR+dktSmS8Wr3A\nzfQMwysV8rUeHOwbSHca150aHLRGStvxznucpGj1u29DKdT0idD890PYzhXUne1BOimKZ3pXoOgg\nFyBykdrNVWKYdKoPMzA6qp8pobIco3r/k/p8mMPzOWysAc/ZwevAoxAvyE7M2iO5ZEMuxMG/4n6E\n6ZfcmQubGc/tCyWFQ8jX7UMvZzDIubw9Dcm0KVkyKVCGFhTJvbTHubNV3yrLrRyQr2zTZ4sRjChN\nCsUGbyoUUKIvJJ53wfXN4DTAL4JPRCeUykIBg0lUD2NXxjWAIv+6dz7++dHxvxEqKAb3a1vHyY7g\nMNacm7A/rWCeXA8GK6ikbuiSEfzyEI0NfH8IVo5nY5VsRwF1BhQJRWQoEIHBwgbDqQSR8hTMvn+d\nk7VNTh3cZas+y7pf4M7Oafo3AsoLzaa3dH0ugco5SRMXKDL2coiinLgykJhmJ7HgXFD3hEB5gPX2\npdEqHNxW88BCMkLeg93gytchriurM67p2NMUDEI4xGBstxmFKOZYINA+awCVOsSLZoRSGdHQ+WkY\na2ySa4BF0+LGT+bkF2KyhTJptUm2XMYnTp7LMqozEjsF+StmCf0pOHMW7p9WRcyg5KpgDVzmCmfh\nAHlqXQvqe6vz7rpCkX5WaLtWM0rFjHpekQY/iiDpQzoLWUdUQeQFsLiooOxSZGoeDwdD6LSRVXQK\nNDdnFT/xA5WRbSUyoNMU0liXSmGSR4aq2zKUublpPjev0p5lHtE7inj2u0sq79E0L2WwKTCSO6PM\ncnkwUQnyA82TFS8l3UodOnVx+XNrMH8oFDxAKhs3YWvYgY4/mrdN8Au2pnvwc7IFHsjXIWqLy/cD\nyMcUYePcfI4QfLpZTDWgaMAbajtMQXZotevtXoV8wav8/4mTvkVIvf4NoAb5PqNayQ6jX4IhKQt5\njpZRPxY3cIZSnbb3iQZh1jeOPIz+8J4TEp5clvSsF4kHDBPYbcqVdbeBTbvxF4CPSxGRRAUd0Ae6\n34DBUwVKDa6n/yt+HvdiwYQrQU0Tbn0wTvbkHAULEOyy91oAj+myX3/w8c/fcOdft00onDXym+2c\njjh+sk0UpIyZfXTIe/7lJp868W0+s/KH/Nnpd/PV7GP83vc/x+bvT8HvdRE1ssmoIHycwtwH4R1n\n4SedENskkDnKjSPqcxt0n27Sf7ohtPlCBpcHer50KErTmYKGfcSrhOSQOkWv2h2KUpw14AxUT5uU\nE7myb6dYTysUaHOfIrGpQtH6NqHgN8M+FpwQWKibk9vYTLz2sW9UhosUt+hBNMypVQZUykOSUkrH\n1+j3qqTrCb7nwacKkIbbnSFUnBgdEdbtEEoIEs9QvWKkQoKRNckynVMZeUdl4JQl9+yP8eHt2CpW\neLWF7PkiRl1Bhj2PC4emk6mK4+YNyJ/TeKnOwsn3iJtf24Z7ZuCepp53B4GTHWCvDQd3UH35SXl0\nbNu872sMOnQ/6BtNG4Ky3uhZb0M5eEYVgTG8HpwfGhWSoSS5ZYhOQzwP+Z8AL49R+hXUCxTU19WA\nUYYo4Oijsjd4iBtmawD3VY31/HHRNNEzx+Ogr7cBUEy1kQ0Yjm00VktoHESMhxyzX/4RRuqdV+3Q\n9hDfQMwFeDRuxMYvJvw9tJbxY9sF6BXupLnQvge9LZJTPeo/UeFdlWf4yOG3yRtwdXiCf7/yHvZe\nm4ZrB3CwB/0Kcl8jIZzsFMw24Bxw37KEIt1YaKaWCWHvRQKpN5CB0sUi2WLgzkKPyiCTiSly6c2X\n9RW5nrUWzExBPSrK4waPfpz6DONjF8uSpEANAaQHCjnCjFYZZlqm6fVaFL0lVXSdHo3LIC5D0oAh\ndOdSXltd4ssHLW7tXeDmzjKvDu6lc6cuOeH7apAtQTRhZYf7cq1bMyo90EY04qbON4uq9MoLZCtl\n2Cvr3BZyeMgifK4KpUt2PSb2dz2pXVyk++lLCnqmFQXH3JIUKt2SpH5zkzBnfR4nKEQVnR7cvi1a\nq1uGXqzgZX1eHuTGkeIOc9WidFCC1pPAYETbEO2Ar9mQ7Es228MorqE+S2PyYUw7y2lHqbKL84aK\nUXVN/xojjXI5DOlIZVup6NoHLck+09XjxiEY87/qFdbqkUyvAndPgJ+wgP5AcY1BBskWlNaPKz3G\nufBxlirN4aiH5JFWcCltC7SniWjKzRpklaLQZ9AydAfQ3zdkXh37Q04RMGXs93G3adwtDhdYoWgv\n5Sm8uGBhTcTg18AfQlZXZdd3tPjA+T/jI/NfobzxXV7pXeL3yu+jvVKD6wO4uTpWgC/UTVqA6iS0\nmvD2c7A8BQdL0JuAYUWLcYLMxh0UB+t6qx2zThFg2KcYVOEBhZudaGzkDRg2YaGkSiN7SPf+Jl5v\njVFvHBWUJozZa2/8tqFSDxAfB6DhPjg0SMszHNcpDRBvHKFO6WHyZ8AB0ak+tc/VeXTmGf7R1v/B\ncAq+3fkg/+GFz7D356ekwU5W4GgH3UnTi7pZmGiI5/rx8/D2s6qvHHslT60lsBrLoJcRMgHtw73I\nyKr4DRSEHa/wf04/+5uMfHw/Dc1FmD8lxYqVj2YOBU4OkKsd9aSh7Tul3O/Y4MgcowzvCe1y5BA0\nbD+nMY/AK/iTG7+5l1uQ31kk3kEvp9P3XHkSrmQX+YP8k3Jde05GodyB+z0Mq6I66k4osB/J04mH\n8Ip5U8MBDCzGN8ACpiZxNeET2C2rGUWUoguIqkr9jmxA5BU7Tl8KoqhViBYSYCGFk3uFSmdFQ4T9\nQ3j5JTgwmoKSaqjUgF4K65sqI1ufKBByD01We4Skd6RQYdIG5CHH/e5Q67hEUTuoT1E6uGoPMhiv\nceASgq6h4eYiymh7ThcWJ1CJmGge0KodEKcZfVdlN5kk7ZXIuxG0BxobI2hvzZ+jZdE89Y6qi+ZD\nSVKzKwWCDbkWOeYlBpnYOIE+dr7pAHaCBr6kuNShzctgr8JXKmO7CXN53E5naPx6M0+hb+wIqDj7\nrlOCTsmKq40cVKMlnR08j4Xc8w6wAOdn4eOLPPCeF/lPLtyi9so1vnnQ4o9rT9B+bha+14Xu86Kw\n3D64IwGcqKJ40lwTPnSfvL41e4TdezUvSygj/lm73v0MetvgX6YIrq5orDi0uOUlxbwog6/a854V\nvXaiorpOK7xpo/7W0C8/9pqMTTDs47k268iWBrQQvDJHUdi+hSb/bAJnKnqg3tu8yIUk+o5RY+k8\ntuBcRDQRUboYs1y6yz39G+QZbPdmuXL4IL3tquok97pWvCizhxlBqSWecAI44WHGi8bJvNzCIyd3\nOcSaglGPhhAfWgAosWYNKZQMXnkn3tejjEFng7lbkrcwqMrdn0D2YQo1UfpL4NUDuYy+J5TZbRjn\nfwJ8WffoP0IsS0CXnoJWN5EP+wNgFQU4O5b1akG0qCyeMusKxftci6VPIG9KxpfvK6gUB37Zrimv\n6B01Ud3rCfBXwF8tJug48OJ1PweHbPzz8c9IwD8stJ4/bwslRWhgiEkRX3esHD3fo33FaMJAjEvi\ny3Ov5zRbUdOScaYshC6G6F75EIiE48kJ4UCBvB9HmhnHs0erFB1bAu8WUGvIdJ1GntwOsASzM3Bf\ni8988v/mU+/+A+Y3dvlB/Da+OP8z3H1hmcPvV+Gb15UsxgQalDlwDiZPwcIivDeDM5lK0u52YO9I\nh+kiA7KF/tbvm2LrBkUJ5lDoJCxI2I2xSmKzk1JypBSl79fRehbYsgA2glgIO8VNNC5D34/weQfZ\nhmmKapgnIrinVNQKAkboL6h1OrHlVDgZ0FYZzlQ4O32D87VrxLue7e4cL/Igg72yEoJ2DsyDSSQ4\nqHgljVGBtFx0+AoZzjlFU46gfN5CYykdKF4WOwGcvvFlFVQuoO1Mfx8JBGHxu1IZWpHm/B7w5R/l\nQOmJexRsOdpSsGUYyeiB9LpZBbKG5FwTUdG3uIMGwiR6WKFkZh8YeHC5UF/WVwGnNC34ubQrQNrx\n9O84XqPGa/5tMszDnCLEbK8cBbicofF8Wyh0bwpW1uV2hwFelNAAACAASURBVHkXjMjr443wRu9i\nlMRgf/dAvFe40wFtpAgtHdrvIXofqv6+hrqlcNX+UKVY9XYBM+rbduxVCmPeoUCue6jkMWv2S0h/\nzWDUHTno68PJB5fYFCcc2kWWKRQgwQUOdFioh75h5zdpnlbEPQ++xtlzN5joH9GJatytLLG6uczO\n2qTaunUGFDpmuzmlOlQaUrq0YqhVi/se7lsHBdNG59CxPwRNczhfM8ZZJlomrkF5rriEfGzzQF/F\nQLla3KIAtANjGNB9oEgCQg2KxSBvToFGVVRYta6sVyiQcdkQe79mi+Q8pAswNQ3nG/TPPMjh0k3K\npX2OogfIpi7hT5xQw5n7SqqnTkueZjRQLkSrqZIc50tFraKpJhwuyFiGBOdtZNR7AxjO6PjUUd9a\nqxYWCoJlCMDkkzA4pdLNLSs7PY9KEISCY020mPYHEO9C3LOxX9YxhhNSSWWpEq0m4wLUXKeQ+qYo\n8Nod6hwSm69BnlnqyWvv9kWD9BBi7wO7NW5S5WZ2r4XevHleJQMsxu1nJT0Ln6JAaguGC2o4nx0h\nqbNN9nxWf6ci6eKgDdGBziFghzAUwyuAjzB+Xq84DW1O+7zp11uD1H/Gw2EOL3wHVm5QpMg6cUl+\nFvw5WGjCPRX4hG3ylxR6/z0KSdIWogzyoW48O0iaFwjmLhoRgdIJfHxdKI+hvnOMpI4tiNLQYKMn\nyVHyMGTfguz7Pxxh/k2v8Yf2123z+mDLeLghRV7CsVHgxjZwo3jzKDzhX7dvGFtgxmMX47D49SfF\n2N/G+bMFxOck6N62KMjcsFiEAHEMPAi1eZgq84//q3/D5376d3hg+1Vul5b5k9mP8kff/QxPf+1h\n+N1VWNml6EMI0IHWMsxfhIcSuOBEswy8xsQ6YiouY1mLffR876BFcJqikWpYAQLH24LqSRWCumSb\n7tnlzKDwSEiKtXwiZihESCGn5K4d0mqqkdp2fTu/ObQmdoBzDh5zsOh0nEB7YN9xqLBVAC/diNCL\noBL1KUd9IjxpGtPrV8mJVfsry2xfzgKmXhmqOFPocHzYhPESvOegMxh6vdOMUdPuUi7veEihFq0g\nD3kvtm3c8ebfYQhUgRc6VlL2Mrg1oVQmgXnI7xfv79twbxUeqCpTuI0qP8/b/X8FuNtR9UdKokdK\nDfPMA1DbNA80zP3QdCGsZqauCoHZkftgqh5a4Cx12mVQvQ9aH4DDu9C9YYNs387/Haht2ixStN1A\nWU6hJSDHqabw85uxHR5I/+sfYaT+zFc12TbvKGhyrK5lCaHGO+p8fiNRK6yEQqsfckZCcmYojpQH\nrmYcJkEx28bvZpAEjmuNzyPVSyizGKC1zVRnqeD+CPI5NLpUfvGBn3yNBx+/yoObL1OqDDiYbfLl\nl/4+P7j2iCb41h7shrqqKYUfuSh+dD4umj0HDfAqGrjpETJqQbbRoUDmNbsRVjI4uDKzFVgc0+Lv\n6WOmkaHxFI0dgsw73IqQ+h9iuuFW5na5AZGOd4qrNWBmQrK3lsHazCnKn8yIU3dGP/gYhvMKALqY\nZ4YfoP/UNHO9HQ5oca10jtWVC1BpwQdOwsGMyPfIjIUfQmVCCHfOzqNmsZcyCmLXdWsZegukJuIr\n4xlRVb5qi2Mq7XsSa//e6KJStTDWZSyPwu7RmoebHlZXoHZHx44jQ/SnwJ0wg96GzhYsTsOJCZ1X\nm8KY7/agvabA4iHqxlRuicLyhlomT4q22gNSq0mUetFevkw/36Gf74GrmKvft3U9cMxV8E1D6UPl\nYvg5SM9C3hMIcmuoUfYAovNGk3Uh3wS/9UaqbJwCC8gzOFLBE4EiLBASPQNuSICNodEQ6xSKq9DQ\nZYtRt6yNWMBry8bgXeTsxZgnMZR3RSSUHpW08ORQyIPGeZxQnuSIwq2DEUyuLikJsLsLaXD3QkAl\nh+EWDF5Uslsa+liWcXHG1GdT7nv0BT7W/h7TfpUePf7dyke5vPshHerVbbi6TeGW9yi4qCbM1OBs\nWclHwRvcwJzx430p/rrXW2PUX3qK41zjOCIsM5KuWeCaZ2xzy7odCUfCq0LR7AIKoxOokQwZknGt\np/eaPAHJ5jGwCNGDUN5XMZ9kKL4439fOXArRmvhqLoA/j/TsGUsfH/L2T9/hozcOqTa6rC9HXP7G\nOX7w5PtkmG+uQXwbXMMuZBX8Ke0nqcA9CbyHQjp5gFqA7QCDHfDb+sXtmusbSMkJVP97Ddw8+AXw\nS7DUgItWMMtKf6tNF+LXeylMdpU4Vcc67iRye49MybOWq9RwZyhuvVzSYYOcbmYofTAOJnJYzuC+\nWAsUCaOmDpUZM5rhXmOLcQrtDpdv3sflaxekwhm5p07p+8u26gwwpY5930UyQnlsvO9Q59nOVEd/\nqqxktrRrWXxWYjmZN/Saa//9TItSKKGTY4Hb7SKuCcV5xchDupNB+1WUBTcmR2sOlOrdQ3X7B7dg\n8QRMW/nUEhbHALaPoH0VNg6s/2WGgIIpptya6r64odmUTWQEcwqP6LY93IYN/DZa8M0oUkfIsU2x\nQp9DJxNqGV8BtkWfTDWoNodMV65TcVfA32AzX6CdNZT+fjCAo6Aue/3cTRh1MQrGPMRo+1gwPkiW\nA1cWTFAAZEcQ7ctAO3TdayhGFWxAmaK8e8mmwXjgNYQuxsMaIw15bAi5w0iIER6fT1SPqHYPHO5D\nvgWlVUZAZPRag6aJMTitv5cG1D/Z5MxPXOfH977BKb/KYd7iuy98jssr77OGLrdh95biUvQhOgI/\nLYDoZmG5BY/W1c/AylfxGlbu6M4bGOIf9npr6Bf+LbJW4emExBJQjvw8UIWLkbyZkM9yF3FzyxSr\nvolbRnLl4DqGJgE7FCVbrRT7aHDk6Jk0sDygKUmWTqewmFkw1IxanqmuSMNQQBpJdpjGkHpm79lj\ndmGXucEOkcvox2Wur97D1u68GbG+ej4miXH/fWl1h3WhvKYT6vRj59a28+8NpRjBkFbFJoO3dy+F\ndl+G11dgUBHPPBMVeUghkz0Hvgfc3YDkBxB3FDMoVTWw/CloTojvXhtAe1PKiCfugQeWhPS3gVe9\nYgtbh4qDJF2otlUNsTIF0Sxk25BtSSMcTRTyygiVIR7sQHZdbrbvoUbTHvIQLKooI5WoMOTO2WSs\nKfjqJyyYvQbZHaGn+DEpPCiDvyw3OH8fMAluW0jOdyB6EbL9N8Yy4Y1ucVBwBCS668WpjmqimHFL\nWhA1zIgMIe9Cq6L3eJ5YFymtsra5/qCZHHh+qx0UNzRHMmxgh1UmwOXgsiYUaMYyeFlnVBBvJB9O\nbbIEt2OADHsNqovw2fu5/4Mb/PS5L3BP6Xlc3uG3ur/Ik9vvwa+U4Ms34NshTyC4eWGRmZWgoNIo\n+gFMY30AvCiLXkic20W0xLRdi9EdrgmVS1CZ01hZRuYgBB9XkTN9hgLcDdAcDr1ihxSUV8hDCF5n\njUL/HcrTnLBbMgTiaUgmlOE6O4DTJhpIg7AhokiUQh4gHuKc6oWE6cUOZ6PbVOmRZgkvb19iszuv\na9nswVpX3mOUQy1VPZpeGcplqCaKIYR4i0e2axt5I/9n7UeYfnnwAXHekS3nvkTRKf0UeHORzziN\nzQECG6NxOITBuiRKkVdAM0sgqwkJp01oHyqA0m8oyy/3sBDDXKQxtJara1DPtOa9PsomXYeDVJ2A\nGjOqu7xf0sNMUuh3wdd1rAGQ7kO6xvb3Hds+5pXYMtCGKFDiu1a3I9FqH/eEZnxNKDbbAVeVzn0t\nheGu3GyHofp5KWDSKuAVSBuYofN98CtyY63nB4Rjo4EcjGhALsHj3d5CxHOIilXQrNmHiaZqp+wN\nZXi5C3s92NjUcfaQUdvagp02GkbBUjXlvrsplHW7q326VoGsIm/pCXuI5x7neIJ/32JUHvZY6j0U\n7ppl4pHrHDnSmJqImVre49wDd1hIvkXdX+VmVONu9xIbe1XyqzHciSiotWAcM0ZdfVwE0xVomrKi\ng7pO9QZC/iPtckDMJuFInSZsowHlieMy68AEtBG6nEFeTEC04wH1gCxDfDp4Cv3XbQeF1Dl8lt0D\n2bw02ZWOanZXTXHlvSHYSDkIeNFgfgIqC/DANIPzfbZPnqNRjnB4+kcPQPM8NBJYKcFRU2AiD3Dc\n6wSSKVFXUW2kyitiDh4OGzA8UrkMv69zdJNaZIcH4v5dHZr3QGla17Jk++nZkBgA8Y7K2Q4xXj/X\nnEzrMGhK2dQ9kk0YlMHVGHUvCjgyAg46Vs7Yau2nQ3nv0bruV70G6YySrbqGBH1XwVast0NmD8V1\n6H3PcdfB3bKhszyHwYHo2oq382uYUc8UH+mXoF+WKOQghexQoM+lAh55T+BgPLj6N7zeGqT+T1MZ\n2QQhr4CcUwAnLrZvrnbIZg9j53vAXx5C/9tCkMEguSYqunMaonNCgNkB+NNImpfDx6vwSEnz9i8G\n8OW+dM+kWP8wvaNDpTwvPCHDthtgrvHqyTJEi4aorwDfpCD7bWZ5KHLiYeROuAwVA1ui6JS7ZNu1\nURujl+07ZxEnMy8OOFS3clO2/RbwZfBv0i8LrwxNhjfoCQ39ObMWPvyTy5sY1eWwr/5/zL1pkGTZ\ndd/3u2/NPStr7equ3qZ7enpWAIPBYAkQGJOEAFqgCFIgYckKQRGyP1iWzA+0QIfMLxZtA6RCDtiO\ncMhcBIGEZZKmRNoSRRAAsXGwiAPMvvZ0T3dXV3ftS+75tnv94dybL6sBkghGMICMyOiurKy33Hfv\nuef8//9zjjb2OO51N2F7N9M7c5rZY5cnm3ktMdVVTzuNuJK7DgOaIN6tQsbyPET3wb1zPPTXr/DT\nP/uv+aHmlzlV3OLfBD/D57Z/jK+99ATZr4bw78cILmbLurKNWMzTcnwvgkcWJCuyhewZVzTsHtkc\nhl1KxdBJxFL0gBZES7B2BuaaTHuLR5Qt2m4iEeh5xGA1KLNTZ4ntlFLe57jeQ/s9t1m7zaA289nE\nswlkRqK/C6YcTgdH5JQQRoI1qAoaCi80hEWGF2oIIB1FFMaXKTzQAne5jaawz9VH6qHk2H6v9pE6\nGEFjjZmR8cyNZK6G9m96plz/LTvXXEFEp+rcQfTfN56BHbdGnPE4Ceo0smb6SKZqTXIa2qvyPB1J\n63IWNzfg9h1QpyQqND2m2JgaQmsFVt8sjV4OXVS2hUBeF5HBPbIP9Q6lRttBS7k8fBPadX/K2iMb\niamRwC8s2oczRnAmx7bfxqpAbFTwC9+Tp/79Mepv/cMSOpn1Stz61i0oziLdXwzEr8vuDDJ226nI\nj4xL9nByujqlHroru65TYSjgrC8dliLgTgE3nM7IuUTunQocUV0RQjdx8XkGjKzu2obYZh95yHfL\nCBSykuqUYKyLFx0Q6BJRnPpnVgsXMf9oyPmP+Lw1eI2zeoOtoMlze2/hT974AEb7cNCFp56Go4Py\n2qaMVQ38Jpyeg05VTumUQgOkMQXr9nxuhbsKei0JQduRdIBx5K17VgN7rAalxNQVPpz1IN33dykr\nrzrualYt6fYW55D7iIRvHErxpJoHSyEspzBnpLuV1lZLH1g4JQM9B948LEYsnj/g0iOvsNbYoBEM\nuJJd4ubROW5vnUG/5MGNHLwjifpGPvhDCAoIW1JmYuLDUlWqZtbsMB0aGCRQTCTZSllPqmgIDJek\nclNBzRp0u6E7ohDgSgJPDmFuH9oDW+zRiDrFXxYFh+pKJKfmhVNoW3x5A9kQHFozRVWMeOHePqgb\nFhJsQrEGjbrAIMFAnBUzFCjRAL5ddIX14BXg29wMnYth9bzS2Ab2uFksnIOpgTkrUV2ErTVvJDLO\nd2UNhrk4VMbIxuFlEB3JNTiJ+ywUgp0Xqg3paaAj1xC9AKMDu8ltw9A1uHeGw9WpbttBsTCPXxE4\nSFlM3MFoIRLNDwaUO48LhSzUGdWgtgyTQiDQaQnhPmUxG2eAXR0nOA7qtyjVBW3KyNI5JS7irFGS\niI4QTOEtVfiJDu+qfY2vf+y/+8GFX1ZHT7KpV0s7tK8lZJqG34uU6fMeqA2ItuTe3cP3EO9VO/W/\nrVtidi2pYexk6OJqZLNv307UEnyXt494LCoBb13G2smt3VsPS8dSAX6rxMGdY66VbC40hKzzTBkC\nhp5oaJW9ETNiusuZDpg5MFWqb+5x4m/f5E3xSzyin+dqeJGDm+dRT4WYwoM7ddi5AJVlpE5GT8ZB\nBaDbgpFfWhECJmAqKpK8kR0Jn1VPBsPY4iZeHViGcAEWqtAJZB46qdsYuJMKP9BESJ1lShWKZ6yn\n7wlhGEclr5Eg3tYBpbfpFKU5svB9xMCNlCRm5EZI2JUCznlwQtlnYsNuEiGedCiGQicQJuz1Q/a+\n9CaoPSyh78i3+3VfnsN9AXhzYoBG6lihMYZYpVsmCWHjVK5ryYOOkSSSmoWHdGENuoKhYdolKDiS\neeAUpwZbcXYkuP/ubdh1igZnAM7JM2AbaENoob4gLPUDI8q927PjOnREzAaScRoyxarDtpSZnhwg\nfYFdZp8772ySBTMPw6m/3C7rLOGC3De3mCZMNSuSddwb20OH9ve78nexQlUN7U6PVnWXen6dzNOM\nvBqHvQ7jSc3CU6lkwU5tgMMxQ+ANCLalumrKzEJz13pkJxYz1+12jVpJkELJxzkqIBiXa9/ZAQV4\nI/BvlII1Zf9NIvkdoxIRpFaaLxcBGWsDVGx5dJvvoZGNLjLyjAObP+H6LTsCl3l4yyp8+CKn5m7A\nx/ieXt8XT/1n/+gf8b+OfxZ2A3jOwO+MYceFMC6Dp8IUnw07sFIV/uc24mAC5DuQvCbexxR0cgk4\nOVRrcPIitBvyMTBVM+7a0zncz2WptTmemzKkJFpdW8zJzOlc6QlXcO2U/XwEhLGoM7pazu+q1S0r\nOKnEeBX2rS1MUYSQBZB5xEsFzQfHLMV7NPwB46LK/uEim7dPyn2kGnYTSK03lFuBc6Sk9+oghHPW\n03P5Py4JMEsF31TW6uSeTPzIRhQ6lNo2oRLjXbWPZgt4dQOef81uTqocrxD5krLP78IaPHRK0qmb\ndsxv22PMNreZICH9bS3lSlVmE9A8ubdgDJURVCOIA7tAMvGSRcoDZpFpCKGQBWIC8MbiHeqGNfxa\ncFvVAk7aHrOhRO0Rgn7tI9AAuwK3qU270VcFU0VJxixDiRZNrdxUXHcmp8KY3fw9RJ2z77w0Z1yx\nX3TYfCqTVMWSeFNVJezvnp87rnM0plIdR9zaEgMqsPYtk2hmKgWZPe/shbr/u5wNj3ICzGZgDcrf\nBV4Joxq3wJxU+X443cF/2Od9H/ws77n8JR7df4q9aofn6g/xB3/8E7x87SE57PN34JkNSnzIZcM2\n5VjzTTi3ALe9GSWIq0u+T5mpZ20HXWjW4J43ScKVEwr49nY2kL3H8XVNZC/pUEI+TeRcB/Z2DpAp\n5xJ/h/YyFWIDNELiOtVPGEgCWYSMkVHyeGtIP9YVRJDhxADu8RgbJXViOFljJdpm+8Mnf3A99Z3O\nYxCcEYLzlIEHEjjZBL9tw7QCTAFZBHkdWquw3JTBcgSTAbK64IdqbA0BQjoGDTlGEMPcGWhX5aFl\nSIbhVgHjnigfklAq0/kjwJfQOyhs8+llmPeFHXfV8JysVVNmLY4RWCNFMEeU7SWZiOc4saVMgxBU\nJPieHzBtAVb0hAzBl3/zCeQ+ya4huZqzF7YESimMhILDLblP1yB6viqwrsuwnSCTddvAzVRC77Qv\n5zLKSgGtIUeDMoKNKiNJJWQSkrteBw4qMdiqutuQ3hSJ23ckKLlVE0HWlTDcrU3nTLkaTs6op4i3\nuafl/qYF1T2merjBhOM4htPJbdkD7FHWLYUScHaE5hylFChiWki7VhU55zAQeOF1JfhuUVAC2pLK\nH0Rw6V3XWTt/hzYp8ahLPsr4mvej3MrOSULddc+SsK4QVETprlcQT3zZRoRaiDbXKGaag+A8NgNH\nIxjG0FiEaiDj6KDLEHE0BpTomc2ps+kTJR3h5qk7VUIZIMxGorMwaAXp9lTUZIMJfYlAcyMp9ErL\neeaAlip5F89D+rZWIFiBxTbmjE937R5uLxzSUnWOojbblQuM1y4JzqyAiTXGXi4bdj6QHAPqokpZ\nmIMzc+IU7blhnZPfB8uCg08QAtOvQTiAdgxrZyUDOUfWRX8I2ZbUTio8gVhHds74FbnfoAEnQqFY\nKoixTxCDf8KOc2GPt6Wl1WBxiBTEqwm0lU8gTy2QEIgzMRVIeBBXZbxccOKeg04sYWvgjoZnB2wr\n55X+xa/vi6fu/fMCPfSYKrBSRC7owhy3W7lsPBdyuxDIcREuvTdADFKCDY0phQ09+/MSMvmvFfD5\nMRy8gRTZcbpxayhpABPonIR73gmPVaQyp4sCW8jObiNCXqHkNjfdDTkPx4HYm+DabKk5kfdFtm5K\n7nL+ewiB6vTErmDJ0HrTdtWZiLITgXUrHgrhCYR8qyGp1N8G/lTD8AiSLfuhA2N79v/O4Dgc3oW7\nbrf6M15OQfEXvRQcL7TE8b+7+xh/7jEd4fo9/8HMdwJKDNSqVKZGVgvURk1+Ni5sd/hpDXgQ6FBr\nG/7+v/i/+MCHv8B9XGFhs8tgc47/KvwX/PveB2U+/D8G/rAPPInsgC3KVMoFxDO5ZNsPZpAcItUO\nHcdhsyOZs++edLQ/+xis1MShcca6gQiY1hFjs4BAYSeR72X29KcQr9QVn3IlZLKZtzP2TgQExzs5\nekgjCAcBdU05rA8hMsMYidxCxGnwlEQZE4R79DSeNqiJwRQKoxVGKUyubH6QKTerHHHAUmQjqSFy\nYkf2ZpR0EKbky523PFtOx1elJP+zSKSpviKG00RIiW8QGe0y4sWdhctNeJ8dvxoSELjyy9ZM8G3g\n6zk8OQHzkjw/tWZ/eUBJJtXtg3EZaPZcnn9cnYYB41KRp9iOPCD94A8wUfrO54VwoSKeo07gcgMe\nm4cWhPMptZU+SbfCZL0CX96B6yPrQYzFMzep9SoCgR5UUdrTQNtdT4k3GaRQtXhf10oZE1djwMVk\nTpoXAoUUdmqdgOVAFsyMAzrlNR0cs28PNbw73narZGR/tnoqFVFmvrmQ3Xrqx4ysodzhFKU75lJA\nbUg8j0Q8c4i32auIk7mTI8W5XIiRELZSzv/nKRcf3uUSV1nZ26HRG3JwYo6nd97CH37jPyVtK/F6\nvrkNu8OZa4MSaw0gOCXEdJ5YWGJE6YYXCJbVlnNHFcmYbAWyIBxcE1F2d7JZ+tPKks4bcgoSV+3B\nlRi2dZGmc98tDNf8ZGSPHymBc/DFmyy0EHqpLxr9aiGwTjUQw9HW8g5ygS/SeTAxQQz3v+MKZ85t\n0PGOqCQpWRLxZe8Jbg7OCrT0BnDbJpfpBPII/FygtrAiOu6ozTTbtkggTaRolh7Iz8YT6C6OoJbJ\nfBktw3YA2xmYa+AdiCPU9SRZLPagoqGawdx5OHES3oQYZuetuyjOEd2O438B6B5CvicyQA2QQnUo\n6yZX4mVGc1B0JHpOD0B5Ismc98pAKLBrI8sF6go0UmDPRismk/loxvJWOVKbKYPl03DmDDwI82f3\nuDB/hYyA3l6brd8+xeiaD+Eh0tCmbyWInpw4tJNhHArH4mcCJQZWwpwnttwyVslyh+NMLUzxd4e7\nzEXiqbsIeEjp2LmNZxfx1DcLxIgndrK6XAMHsQWUxdAcIVKVMYTSoAMlWTtrTzTwd39w4Re+cQVx\nK1xuel9UC2sGClC1CaG3TxHaohFXNuDpLlMjF+SwkNFsD1ipHxDrIaFOUKnhoJhnnTWMtl7FkQeT\nLmSunrEbqFkSyHlGeflODoXI2p0VAVuc0xmj8PivpslPs4d1k9xH8F09LrkpS7KXDmdWGqawsOoR\nz75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FJ/jJmNwLmMRN7typcdibK1VFIHvnsJAxHB1hRockGxUrbhiKk1UUmFKPPbM4d4V8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rHFkIgNlrjMY2gMZQZjlNAnJiYnIicHupTZZ5HBasRoOyyYkAoOVOGX1ZCGzvnWyQoLjXY5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\ni4gE5Mikq0B1Gh44D2drr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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "try2 = np.reshape(pixel_array, (195, 136, 32))\n", "plt.imshow(try2[:, :, 15]) # Same slice" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fKodSeZSyUSqFwkGRQ6kOVG8CtXMIju8RxTtOmOncRKBsS5G+qcKt6acwUCRp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\nInMG4mn9WBkVzwN3V2KLLeB0FxY2IRyW++flwE9pB3J3iQEbXQ+jeWW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bomFXA1gtSBc1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\nXUxQRwtDLOUwKfKM00CWOuqZYPGJXtSrcZ5/10ZeZBMvsZldO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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "try3 = np.reshape(pixel_array, (170, 156, 32))\n", "plt.imshow(try3[:, :, 15])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mBpNAGZriDimjCFlyoAXck3kV/7ZoJGZwihCo2MiSFC9AoSTZxwmQfp2s4U1C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T7p8XWCxxWmvUKPQOe7nZqwfQe3dvIyvmohLEh2AhjXoXGc+LGUrJwj24rc+VJ6vSKDqy24uINf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\nHQHOQqwUYjG/VrgyRCZeAtHS/PJPQ88gjA0Q2LZiVtYPYveF5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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last one looks good, so final shape is (170, 156, 32)." ] } ], "metadata": {} } ] }