{ "metadata": { "name": "template_registration" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make sure you have downloaded the MNI templates archive from \n", " \n", "Unzip into the directory containing this notebook, so you have a directory like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "MNI_PATH = 'mni_icbm152_nlin_asym_09a'\n", "os.listdir(MNI_PATH)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 3, "text": [ "['mni_icbm152_wm_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t2_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_csf_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_pd_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_face_mask.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_mask.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_eye_mask.nii',\n", " 'mni_icbm152_gm_tal_nlin_asym_09a.nii']" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as nib\n", "t2_fname = os.path.join(MNI_PATH, 'mni_icbm152_t2_tal_nlin_asym_09a.nii')\n", "t2_img = nib.load(t2_fname)\n", "plt.imshow(t2_img.get_data()[:, :, 90], cmap=\"gray\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { 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327d0Oh07OjrKOf41mDE9PR3YFj4tzEQCJru7u7kUCtrlwZ660b/ckwgigAzT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\n5eZHNE59PtHYjfIoE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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get an example structural from the Haxby dataset:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "DATA_PATH = os.path.join(os.path.expanduser('~'), 'data', 'ds105')\n", "os.listdir(DATA_PATH) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 5, "text": [ "['study_key.txt',\n", " 'release_history.txt',\n", " 'task_key.txt',\n", " 'models',\n", " 'references.txt',\n", " 'sub005',\n", " 'license.txt',\n", " 'sub004',\n", " 'sub003',\n", " 'scan_key.txt',\n", " 'sub001',\n", " 'sub006',\n", " 'README',\n", " 'sub002']" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_fname = os.path.join(DATA_PATH, 'sub001', 'anatomy', 'highres001.nii.gz')\n", "anat_img = nib.load(anat_fname)\n", "plt.imshow(anat_img.get_data()[:, :, 128], cmap=\"gray\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "output_type": "display_data", "png": 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8jv97ax0MtnFtf02GNxYoc56bd/RuHP1K0um01tbWtLGxYa1fj4+Pp7oNRiIR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\nx348lcffnq68iuhc+hjy0HnZ3//939cv/dIv6U/+5E+0+Xd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c0MnJiZrNZhQFUbiAUgR+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\n7hyksK9ZZ0frd3rczj0PjUL3DRJH1ygXhDFuwUG7b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P/8z/8sSXr22Wf12GOPqby8XD09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\n4iiO4rhHRlGhF0dxFEdx3CPjfwD8WWUKDhNnVAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The affines give some match for the images. We can use these with the nipy `resample` function:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy.algorithms.registration as nar" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Make a transform that does nothing to use the image affines only to register the datasets\n", "empty_transform = nar.Affine()\n", "empty_transform.param" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "array([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_resampled = nar.resample(anat_img, empty_transform, t2_img)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(1, 2)\n", "fig.set_size_inches(10.5,18.5)\n", "axes[0].imshow(anat_resampled.get_data()[:, :, 90], cmap=\"gray\")\n", "axes[1].imshow(t2_img.get_data()[:, :, 90], cmap=\"gray\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "output_type": "display_data", "png": 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YjgXD1JG6txxXw1IXE9SpPaJOsOFQHRsWcPvYOJ+dIzjU/iaAI+DVttO/2T6s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zGGsI6AYYSyu6kYQx83+k8Sw83NjQ4ODqK+H0zO22+/rd3d3ShR4y4cny9XrG9ySwV8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\n0JYpU6ZMmTJlynQA6P8Bd3h7i3VaTa8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try and match the images using affine parameters" ] }, { "cell_type": "code", "collapsed": false, "input": [ "register_obj = nar.HistogramRegistration(from_img = t2_img, to_img = anat_img, similarity='cc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "transform = register_obj.optimize('affine')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Initial guess...\n", "translation : [ 0. 0. 0.]\n", "rotation : [ 0. 0. 0.]\n", "scaling : [ 1. 1. 1.]\n", "pre-rotation: [ 0. 0. 0.]\n", "Optimizing using fmin_powell\n", "translation : [ 0.381966 2.618034 -13.99340389]\n", "rotation : [-0.00618034 0.00381966 0.00051036]\n", "scaling : [ 0.80490673 0.85790459 0.98394986]\n", "pre-rotation: [ 0.01 -0.00618034 -0.00082465]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.485196324981\n", "\n", "translation : [ 0.29907506 3.618034 -12.99340389]\n", "rotation : [-0.02236068 0.00763932 0.00015709]\n", "scaling : [ 0.84486806 0.8526188 0.97788747]\n", "pre-rotation: [ 0.00697268 0.00381966 -0.01700499]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.498781644116\n", "\n", "translation : [ 0.01803112 4.618034 -10.37536989]\n", "rotation : [-0.02854102 0.00145898 0.00024264]\n", "scaling : [ 0.84810133 0.85032054 0.93026321]\n", "pre-rotation: [-0.00679614 0.0027342 -0.01318533]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.510940778988\n", "\n", "translation : [-0.8758703 5.58352867 -1.78751664]\n", "rotation : [ 0.09428999 0.03936903 -0.0057167 ]\n", "scaling : [ 0.85978984 0.84764309 0.81768701]\n", "pre-rotation: [-0.0585486 -0.00625045 -0.00281184]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.559584561113\n", "\n", "translation : [-0.57145243 5.24142355 1.38644404]\n", "rotation : [ 0.22286652 0.08653025 -0.00565998]\n", "scaling : [ 0.86141546 0.85552463 0.80649954]\n", "pre-rotation: [-0.03616748 -0.0177068 -0.00450105]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.587131403322\n", "\n", "translation : [-0.15885378 4.34415743 7.08318193]\n", "rotation : [ 0.3481862 0.11610085 -0.01178017]\n", "scaling : [ 0.85494902 0.8718448 0.79352719]\n", "pre-rotation: [-0.06945918 -0.02514347 -0.01212177]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.605477323115" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "translation : [ 0.20393626 5.42209146 7.10093287]\n", "rotation : [ 0.34936034 0.11768747 -0.02332207]\n", "scaling : [ 0.85428722 0.88051781 0.79012628]\n", "pre-rotation: [-0.08053052 -0.03156327 -0.00800943]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.611674423577" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "translation : [ 0.50143358 6.59281281 6.26745388]\n", "rotation : [ 0.32875452 0.12152869 -0.0367063 ]\n", "scaling : [ 0.85167579 0.88830315 0.79000533]\n", "pre-rotation: [-0.08565537 -0.02641654 -0.00431845]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.614238316669\n", "\n", "Optimization terminated successfully.\n", " Current function value: -0.614238\n", " Iterations: 8\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Function evaluations: 643\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_better_resampled = nar.resample(anat_img, transform, t2_img)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(1, 2)\n", "fig.set_size_inches(10.5,18.5)\n", "axes[0].imshow(anat_better_resampled.get_data()[:, :, 90], cmap=\"gray\")\n", "axes[1].imshow(t2_img.get_data()[:, :, 90], cmap=\"gray\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "output_type": "display_data", "png": 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R1Q8aYqHywl5nOzA/BXQsI1ejU1YSoBHw8T5e8zFy1o0L+OeoBU2aJjUofMDd\nx0jZ75OAP83PGkJBZflrAFlQvlpe+9sk6bW4R1Op1AuTgQMUuNkbS1knKjybGEdE9svGG9DVlkql\nXMA736FMAEGdlotlUhClm64SvIVCIRczxYmuAoedQQaKSkrryPuUNVGBEAqFkEwmMTc3h5WVFayv\nr7tYM8bTffXVV9je3sbZ2RmAa+C0traG9957DycnJ+j3+/jBD36AX/3qV3j33XcxMzOD09NTt78Z\nhVmr1cJf/vIXlEolbG1todfrYXl5GWdnZ7i8vMRgMEClUsHl5SXS6TSSySR6vd6QK5F10s1T2XZK\n24dC125PAivuaxeJRJDL5dyqV409yeVySCaTLzAzzHcwuF7osLy8PLQarNfr4ezsDK1WC4VCAbFY\nDIuLi5ifn0ej0cDR0RFKpRKOjo4c+MlkMshkMhgMBm71aiwWQ7FYRLvdRrPZdNubqNDnGFYgY92C\nFuhYAKgKl32sxoACLgp/Bbg0hjhGuamwzg8KbioDdcuHw2G3CIQsmwpyBWP6G/9oxKii0npaRc25\nweem6Tr5GLXbKkWfQptEUfqYlEmVS1B5fApWgQz/K6tmY9ISiYRza+pnbiGkrs9kMunCLayhoYwU\nXY7dbtdtb6QARoEav7NuCpiY7Di37an6g/eyjgrSgBsigG1jw3WsQcd5xm2bAAzVgXKZYM7Wlde5\ncEyBKtvOeqjGjQ0lKWy/27EwKh/7fNC79X1BBsWk7wi6pu8ChuWvkhEWeI4CdOPSNw7a2u320MDU\nwipQofKgsqDLiSv8ALgNVnUlnE/A2H2l+B7GYvF9fKfGGBBsAC/Sw6wHMMyuKZPmW3RBVxljtpiX\nBpZqTJBucruysoK1tTUUi0XMzMygVCrh/PwcZ2dnODw8xM7ODi4uLjA3N4cf//jHWFpacis8Y7EY\nTk5O8Ic//AGzs7P4+OOP8fvf/94tROj1eo494v337t1Ds9lErVbDp59+6oAZFwzQgtVVlARISrNT\nsLB/dLWjWo9sY7pbaTET2OnpDBqrwrbnIgWe3sAx0G63UalU0Gq1sLCwgJWVFdfXjUbDAS2Oz3Q6\njUwmg6urK9e+x8fHCIfDKBQKWFpaQrvdRqlUcixvpVJxrltl3FjnZDL5goVK0G4FrwXu1vXJejFv\nu++Z5qUCRNlrBVrAzWIYfub7ffE5vIduHPYZy8K5pf2qLiO2tyrQIEDyJqYgwORLlmEbB8AsgLMg\nLKh9J2WTQsYQAAAgAElEQVQrbpt8zKt+tl4JjU8jSNO5zs2/yaopUCPjTpmgiwqs67DVarlV6QQo\nlGsEbyqTNbDfsk4+4KKKnPdZ0GZXaOuqbMoPWw9d1aoEgH7XtuV1zjdtBwCu7rZ9ut2u2zhdQZv+\nARjKyxqfOgZ838eNNysXLJt3G2MkKG9fCnrnJHlM8v6/Zp69lpg2onfghkXwxbMo0CEIIiug1zmY\ngBdjQoAb6tpnleg7qUhUWfKeRCLhJjPBGF2kylb4KHG+Q5WUZV1YTrJSiUQCs7OzmJubcyBjYWHB\nrag8OjrC2dkZTk5OnFWUTqfx1ltvoVwuo9+/3sy2Wq3i5OQEhULBxX/94Q9/QLfbxSeffOKYNLr+\naJ0xoLfZbLptQFhPZRMp5NhWbDf+xvZWVyaFL4WDtgn7hgsWgpbmh8PXR1Nls1nH0MXjcWSzWSwu\nLiKRSAz1Na1j7gPH69ybLBwOI5/P4+7du2g2m64e7XbbMZcEhAsLC8hmswDgtk4hQ5lIJBxDpWNR\n2Vsr4AeDgdv0l2VVMKNAzDJV/M3uz8br6o5nLJnep/vHBTE4VIA6Xn0gXMGkjm/r4qdyYD5qqE3T\n+OQDt5MoliCmIQjIBSlJ+9skZdD3KENkAQfBBUEaXZzq9sxkMo7hpzFHoMY/lk2ZJJ64QqDGle2U\n6/yz7kJ1mSqIsCEz2iY6vy2A1vZQA8/qJ95j94vjdwVv/OxbSME5ZgGe7u1IRo5zl+3A2GfrTrUx\ncQS0+qcyxer3ccYD28TXtr7v4xi+UdfGAa9R88dXHq3jqPSyxuk3DtoIdHwCWoGSDlxLRVsl43PN\nqJVDkKWMhmUcrHWiAIy/8X59h557qfdp3iynxtCRIVSXKwVUJpNxe6sRrMXjcVxdXbmFBQyWTyaT\nWFxcxOLiIh48eIDZ2VkcHh7ik08+wfHxMXZ3d5FKpVAsFpHJZHB4eOjiver1uhNqXC3JDXJptXL/\nNoI57rNHxasuZwURAIaUPcEeXR0+YRMKhRxAI5Bh+zHwn4I0EokMBRnz+UgkgkKhgGQy6Rg6Cvd4\nPI58Pu9AIQUirwHA6uqq26qEbs9sNotCoeBY0XA4jEqlgrOzMwwGA8zOzuLq6gqxWAxLS0vujFQd\nb2R2Of51rLN9rIWmjKedJ2pgaCA/AaNuUaJMGt+l80+BIr9bxkaPXGO5dd4pq6kuU/7Getkxwj6w\niyWm6Sb5LPdRwEtBgn1ulKLwsWHj2A07TnxK1AdUOMY0Vo1ygbJHty/i/pKMUWOcGmWmjj8Fau12\n281HMmuNRmMorEGNUeshUD0T1J4c80FtbEGc5qOxzdp+ChKUOVf9xLb0uZBZHh9Tp88xP4YGsQy6\nPZT+UbYoE6kg17dPnAVxdpxY8sIHomx7jkqTslj2Pn3/uHGvZZgEOPrSuHoGpddyIoKtoHZmELVK\nZWRXb/J+C8rYIDpIyUZwsKq1wPsYP2aVi43jATBkXdBSscLDDkoLAHu9nrMkk8kkCoUCFhcXkc/n\nnSuQIOH4+BgHBweoVqvIZDLY3NzEo0eP3Ka5vHcwGGB7extffvkl2u02kskkqtUqqtUqjo6OcHx8\njFqthmQyiVAo5PZAo6XJOhFQ0U3J8ugiAD2uShd5sD3I3pENAm4WJnA80L1BlzGBiApVAv1ms4l6\nve7GTLPZdDFXFBhcYEAWjMIsFos5t+fMzAzS6bTb/oMgUc9oJSjOZrPY2NgAANRqNZydnaHT6QwB\n2Farhbm5OczNzeHg4MC5WnUBAEGbAjllG5gIWnVscxyqkWEBmB1fygCz/qynbnNjBSiFu8avkb3Q\n97AsGtDNPrVb6ehcVjnA/NQV+zKC7LuWVCkDo+O8bpuv5hfEJOj9Kn+Dro0qyyiFpc8pSCCIUPcn\n2TUCM7pAyawRwDFGTcMiut0uWq2WkxkKzmq1Gur1+tB1GoEajmIBWlCfWNZF68a2B4aPC/PpO2u8\nAcEbqOu8toCOc1aBrwI8dTfzXgvu9H4aUrxPdS0BmmUllc1Ud7IFwWocBo2TSX4flW4LoCZ9xzhw\nFnRt0t8mTd84aKMCUHCmHckO10UCan34aFYFQdZa5yD0sRO6ipUNTkVDRcQBp6scWQb+xveoMLKs\nIcvK73TzhULX+4bNz8+7WKnZ2VkX2F8ul1Gr1ZwAmpmZwdOnT/HOO+/g/fffx9raGvr9PnZ3d/H1\n11/j+PgYZ2dnODo6QigUcnuZ/elPf3KCjOUmIGJMlq6+4jmeFKg8+mp2dhapVMr1x2BwvRKUx0PV\n63VEIhEsLi66veF6veFDx9m+bDd1h7CtFAhGIhEkk0m3R1ypVMLl5aWzpMl20v1HRoygTsF5KBRy\nG/fmcjnMz8+7jXYbjYZ7F/8I/NhnqVQKvV4PiUQCKysruLy8dIsbcrkcstksut0uCoUCms2m20yY\nQFPHG8cXcONe1Pgb/dP71dKmMNQxaecEANe2OkdYHvaPCnll7WyZmVTp6AIfn2HG+y0zMRgMhliD\n71vSdrKMzaTPWgBh79GkslS/B10PukfztuyJXlOQoy49XflJFyeZNRpWBG4835gMnI4Tzlue4sLj\n7biSna5QGlDKGClw0jrof9Uj+l/rq3NDZbzVVfqcZa11XvriXvluX1/r+3RVrP6R7FDXqDJvqo/U\n7cr68Rp1pGXeLJBTd7O6VK371I6n27BPOnesvAmSP0GGUVA/2Xx8DJuvTOwTO1dsHvr+Sev+WmLa\n2IkKwrQDrQJQFoUWPAe8sgLaWHb1pgJA69ZR1kP/67u1M+xkV2srEom4lUoUGmStVGknEgkUi0XM\nzc05MDQ7O4toNIrLy0ucnJzg9PQUFxcXiEQiWFlZwePHj/Hw4UO8/fbbuH//PiKRiFuI8Oc//xkf\nf/wxdnZ20Gg0htqDwIHs0OzsrGPftGzxeBwLCwtYWlpCPp93bZzJZBwgoQBVt0an03Gxc6enp+h0\nOsjlcpiZmcHc3JzLm8CBADEajaLdbruycTxwqXo0GnXvnpubQzabRa/XQ6lUwtnZGarVqlskUKlU\nANy48fr9vmPgNPaEwbXxeBxnZ2fY2dlx/c/xxQ2KeXQXANdnBHJzc3OIRqNoNBpIp9OujWu1GgqF\ngosFqVQqOD8/x+7urhN02g5MBIWcIwrSyDCzPzT2TYU1mU2OeypHJm5UzHZSZaFzxwp8BWFsW2B4\n0YMqICZVrhqHp/NAFYxVoN+HNMp69wn3cUBtEsbrtsm+277PB/SA4VWO7Gvd8FYZtUwm4wwkyhll\nyzUIn6waGbXLy0tcXFy4vSSVVdOV6rpnmWW4AD9YsoBaZT7/a1yaNeL52QcONLZTg/rtHOBnAie+\nU/O0bJj2G5/VuDiVG6FQyO1jx990saButaLv1kVIJDZsfCAZTQV0dhWq1jdojNn63EZG2H7U38YB\nxVHvGTenxpUxCPCNS984aKOi1nNGrXVpEbSCKes60gGvDB4FBQezKggFfGrd6OTi+3yxbwpY1CXL\nzxRKoVBoiMmiVUnAdv/+fWxsbCAcvtlbjUxZt9tFJpPBW2+9hYcPH+JHP/oRHj16hFQqhUajgZ2d\nHXzyySf47//+bwcMOWkajYY74J3uV7JoBEGhUAgXFxeubWKxmNtOZHV1FdFoFNVqFYPBwLkRdXsR\nukYHg4GLC5ubm0Or1UK5XEar1UKxWEQ+nx+a9Bq7Fgpdb56byWRcP1WrVWcxM5ZsdnbWrRxlfF6z\n2XT70O3u7uLo6MidvEAXCIUBLUtdBcwgZB0XANypC6enp26RB12M3MB3ZWXFHY/FvlxcXMRXX32F\ns7MzB8pyuRxWV1fRarWQSqWwu7uLs7OzF5QGx5WOa45hFaRkWnV1LsGvruBiHnY8k2FVY4jss75b\nBamCPgpnzh9llnX823mrSRkIzgnOE+b9fQFtPvB1G6bBp8xG5RFk4fO7T7Hps+OYCwVuyqype54y\nkLJodnZ2CKQpy6+GHtmcer3uNtjmAil+VlbNggPKfTXgWCcFQ5bNsuDM1pdJDRlruFC/WXaJZVQG\nXP94nwI6lpHGdhADbkGfLlTSpEybgjRl4th3/E3biX3LuawAzS4AYd/osVwEmTbG3TfebKLctOk2\n8mOU0TQu+YD4X2McTfr8Nw7a1H2jCoAxZ6pUgJv9eji4lZ2zwY0EbRw41lWjloVOagBOwdhO9A10\nVbScSKrQCBwGg4HbBT8cvt4qYnl5eeioKTJVpVIJOzs7ODk5QTQaxebmJn7+85/jww8/dGdlNptN\nbG1t4csvv8Tz58/x7NkzfPLJJ2g2m4hErg+H5ypGAsVMJoPl5WW38S7rXiqVUC6XMRgMnOuTpymw\n/ch2cdICcDFqbBNuFxKLxZwFfHV15QQxgQUZUu5zxnYE4IKM2RcEPoyh03g3jg/G46VSKbetCfdZ\nOz09HWIaOY4olNRg4CKEweDalcpYOv5XME+loOAwlUrh7t27WF1dxerqqivLwcGBO4t1eXkZ8Xgc\nq6urePbsGY6Pj92iD5aTTBn/LCBSAaWrrzmuKRytkcEFF1xoQSVghbwqHQJ5jdG07DSFO0E856X2\nqyoclpNtqUHK6g5mX73pyQKeUWDNx2KNyvc2wG+S91mlFqTkVD6r8lewpswavQtk8XVvNTWwuJjg\n8vLSbRp+cXGBy8tLd4oKDVcbO6UGkgVUCix1L0jdTkP1kM89aT041hXIZMug81xdmpaBZ346X7SO\nfF5ZNEt6aHtoWbXfOIe1TVQG6WlAaoDzmt7L32gocmsuLgbhb/xP2aUyQPsIGA/EJhmfNvny9hkx\nPqMo6P3KOgc9Py6vcem1xLRZAKWgi5Ndre54PI52u41I5HqLCQ3MVppWhY0qDL7XWiVsYLWE9DrL\nypWBdtKocqNbajC4WVHK/NLpNFZWVnD//n2srKwgmUyi3W7j6OjIBa0nk0ksLS1hc3MT9+7dw9On\nT7G5uYl8Po+Liwv87ne/wx//+Ed88cUXOD8/d0o+k8k4lq7RaLg4tKWlJefK40kQnDR0Z15dXWFu\nbg6rq6soFApIp9NuKw7g+vQKCll1gdFSpuuBfcgtPQqFAlZXV93pF1y6r7FtbH+13uhOJTBi2Skk\n+A79n0qlHBO4sLCAUqmE/f19lEqlIZCqexK1Wi0H2BjMTCBXrVbdeaxkBAkyKVSq1aqzJrlKtFQq\nOTYwEok49+nu7i4GgwHy+TyePn2KlZUV7O7u4vnz5zg6OnL9wLJp2xDQkUnjuOS8YNmD2CwV1BpW\nYIWJxnGqu8MnQNXC5hhUd4wyFnyXxniy/Jw7HDMKrr+PsW3AZODMsmH6uwUU9vcg5cTvkyhG+w7b\n58quWbDGjaqz2awDbMqgK1in0ciFBJyXdIHWajU0m82hYHethwIjy5TZ0xT4p+eSUuaoniLrzPoB\nN7GclEka76VlU5LALqDjfFWSQduccbu6t5y6fanrNBaNOpZ9ZD8rScH3qL5TXclFVQrkdA89EiTK\nzvGPRIrusacre7lbAYkZG/fmG38WlAUZKj4WO2j82+vjxv4442iSe142feOgjQJcB48Kd7osLY2s\n1oCdjLxPO1kZAuAmIFtXkPK65qnWFa+TcfAxCGRpuHhCO5ZgbH19HQ8fPsT8/DwAoFKpuMBZuhEf\nPnyIzc1NPHjwALlcDvV6Hf/7v//rFiGcnJxgZ2cHBwcHzsWmJzhoXSkYCZRqtRrOz89RrVYdMKD7\nbnl52R2DpfEjFAhkoii0GIsSCoWG2EyyRul0GgsLC5ifnx9a7auuZDspFTQDN1uF0CWp+y6pINV9\nk3R1GccSaX8ADqzqeFOLkcDq5OQEFxcXThjzvRwXtAyBa/A6MzPjWADua8RFJboIgOC72+1iZWUF\nuVwO6+vrOD4+xtHREcrlstszTjePZl3UfWKtYV6zjJydBxYQaV68l+2jykDBhBVytlx2/mgZNS91\nk+qCHlUw39cUZNlPYsFbxTIub81f36FKx3fN/qbKnIaObnxLRk1Bmy4wiEajDpS0220X4kHXJ1k2\nbsWjp58w6Zjl7xZAcjGRLjaijKOrj4BE4+j4PL0KKus5vm1gPt20BG3W4OfcZgpyzTIOl2wVFzZx\nwQVBHd/D5+xc1D5TAMT+87Fx/K+7KhAcan8TwOmRhZYFVGDGMvNZXSSioRLWbWrnQ9C4tsSML49R\ngMu21ahnJmX27P0vC+heS0ybraAqUnUzKosF3Kw8Vas8FAoNCX1gOFbNomxVXlTCNo5ImTYNFFVr\nTicVlawCPO61tr6+jvX1dczMzKBSqeDk5AS1Wg3xeBzLy8t48uSJu2djYwO5XA6VSgVbW1v4n//5\nH+zv7zuXst25moM7FAq5rTgIunioe6fTcZOb+XATWt20l6u1MpmMY9vY7mwPgrbBYOD2Oer3r7e7\nuLi4QLPZdHkoe6orR9lvVjAQ+JI+1/bkM7oMnVuKaL/0ej0nmPmsxvH1+zcbB1MIKuvLlaRHR0du\n0009oopgktYhGTCWn/3TarVwdnaGVCqFhYUF3LlzB5FIBOfn5+h2u25zX7KkBLesO109VAwEYjr2\n1W2qY1cNGjtHbDyZKh22t4Iv/a/zRN+jz+vc4Tt8MTd8RsuvyuU2AvBNSOOEt48p0Gu+331Abxxg\ns7+P6wcF33Y1qO6nRsCWz+fdFjo8no5l4oICGrQEbARrBHPWSABu5ISCNbuVCNk8zjtuyM293nRB\njLJrrB+NVbJFet4pDVJl0yzTpv2oOo76TU/n0bnL7yqL6vW6W/REUEv2X09t4LMKEuzvChSt5yuI\nEGFd1bVLMKsnV7Bd2Yb8nYQDQV4sFhvacortYWWJJWpYRjtOJwFDtp7jgKA1Xl4mvSrW7bW4R1Vx\n+P6U5eCEJLIH4BQYXWYaGO1zFdE6IHOhsTqWJbADhe/TgFayaPTZ0+Lg6sxsNovl5WXcvXsXd+7c\nAQC3HQd3zV9eXsYPf/hDPH36FPl83jFXn332Gba2trCzs+NWRnJfMA0Kp+uRwem0bMPhsNu7jKuo\nBoOBO7OTlm4+n3eMUC6XGzqvj+8hLa7MDgDnviRIubi4QL1ed+5Uur3IlKlQAzBkQbH/+v2+AzwE\npnSPcIJz3BB8AfBu5qgMDoChbQNSqRRmZmacUmi1Ws61wDaMxWK4vLx0rplarebcAyoQNaBWARZP\nkWBfqHBisG6lUkGpVEKtVkM0GsX6+joAoFwu4/j42LW71ovMqRXECnwsa8z2JjC0Qs4KcxXgCtx0\nyxTmyXmkc8fmx6RuG/tuCybtHH4Tkw/IAv7g/lF5jLpvFDPA66PyHJWPusC4IIfAhqCIjFoulxuK\nW2NYgs557n9oV4HSOLRyGrg5ZURZXG4fRMDIsuTz+aHNeAkg7GkfCrD4LgU6Wl8Fb5ynuvebxtWy\nXOpWJaNIj4uNw7Vl0CB/3R+zXq+7I/Qoq5Sp4p+yfUqSUL9a16wdJ/qdzBtZRRq17XZ7aIUw20fZ\nN4I9dUdHo1EHzKlrOp2O0+nqhvYlW9ZxTJqPOPKBuFHP+K772szKPDv3bwvkXsvZo77lyuqatAiX\nf5FIxLFFbAy1+GdmZtwA0ns4aajQOOj4bp2MfKcqZ53IlhHo9XpD7rJisYjl5WUsLi6iWCwiGo3i\n4OAABwcHCIVCePTokXOD3r17F4VCAfV6HaVSCbu7u/j444/x5ZdfOtYoFLo+6Pvi4sKxZFyByonW\n6/Uc+CBY0fbkQfOFQgHz8/PONUGhqge1E4hQuBCQcp80FSq9Xg+VSsUdN5XP5zE3N+cmp917jf8p\nPDgO2Ie671qz2XQWfCaTcWNCt4NRt4Mqey5i4ArcTCaDubm5ocPtafkxLobvYj11B3WycgTJyWTS\nlUUZTI3dCoevFwccHR05q/vhw4dIp9Oo1+tDx+REo1EsLCwMrYwmO8p2UFeCupfZ3zRkyKqxDBwf\nFNaWFdO8lBXzWbd2XvIay63zS92yFMLKWOvcUjaRn7+PSYW+D9TZfriNYvH14ajffYn3UQ4yhoku\nR4Ik3cKIgE1DL2ig2ni1s7Mzb7wa5TfHlBozep3sHt9LOZdKpVysKecp66FzTj0pwA0JoN4A4Mbj\nYD1CCozU2OK7KF8Y7sDQFwV6+i5ta9ZZGStupj4zM+M8KzSg1d1I5krPVdVVnGr42rGgRIjKBraT\n6m91C5PEaLfbQ8DMgjcNUdFYw1gs5mQuwaq27ahkAVuQcaLtzN+0XnZO+K6PMoD+r9I3DtoUJFkm\nQelWGzCt8QrAzRYGHCx0HfGP8Qd04anFoqBNmRllcvhesjC8DuCFe2hlrK6u4uHDh1hYWEAodL2l\nxsHBAa6urnDv3j0sLy/jnXfewdtvv41isYhut4vnz5/jk08+cVYmWbZarQbgJl6CII3WTaPRcJOA\nFgrLE4lE3DmZ3FOMq1XpluAh9AQpGnekkzkSiTiwA2AIoHABxGAwQDabxdzcnNt4l3mqJawuA/Y1\n+1/jWSiAEomE2zLEBt2zDxXEU3iwboPBwLWBgnZa5bS8FYyT2VMAqfsOEUjx/bzOeqrble9sNpvY\n3d1Fo9Fw/bGwsIDV1VVUKhWUy2WkUinXh8vLy2g2myiVSs6dQNepxtIo4ALwwgo0fuYiBI5bVQZs\nS/aJKifOOV0IYg0YVZoKWFUZ8j8VE8um/8kEWqPtTU2jmABNqhRGKZcgduC27/YxfZb5oYIlc0yw\nRKBk955Mp9NDoJ3MGsFauVzG+fm5Y4l0gZPGQwF4ARxFIhHHpOfzeSfn9ExiltMyTBx3Gl6hc8e6\nC4EbYoBeBuZB+Wbj2Jgn9RONWV5nbBplmQV72o869+hd4SI3svpkKulu5MIrla+MjaM3hitwVUao\nEcbvQXNTw1RUzmvsmnWb0gMTCoWcDKac57ZLKoepy/U9OgdeJgWNc51X+j/o2XH522fHzb9x6bXE\ntAE3jaRuFSZlB6w1pA3LAUUhwkmpfnYdRIlE4gXFQ+XjQ++q9BRc0NrhBJ6dncU777yDzc1Ndyj7\n/v4+dnd30e/38Ytf/AK//OUv3f5o4XAYFxcXKJVK+PTTT/HRRx9hb2/PDXIKNbpSufqKJyVwkusR\nSWwnPb1gZWUFDx48cGeXqnURDocdEASGl65r2wA38SGc+KTjz87O3ErJfD7vAAWBoR7IrCCHrlMK\nEwI5TnRapbqEnFa9xkMAN4HGdEvStcr+oduX9eT7desZFYqsTyQSQb1ex9HREc7OztBut50SosDW\nsanC8Pz8HJVKxYHewWCAarWKi4sLRKNRzM/Po1wuY2VlxZ2GEYlEsL29jVAo5NwuZBh5qsTl5eVQ\nYC77U4OZdd4o06b3c45pvBsVqgUBuopOhaUuGtIgZeapsUeadJGLutisAJ2mm+Sbk0H3jWPibJ76\nnMoG+xz7VgP7Cda4NQ+ZdgIn7rdGDwlPKaChwj+6Q3X8qQxnsltp0DDlFko8ko5bBCmzpvrCsvNq\n7CswtfLBxmfSO8ByEQRZNyTbjeM+m806Y67RaAydGqCGjfaPJTbIpmvcYK/Xw+zsrDtFx7pqdWWr\nLvZgPzB2UE+MoGdD575tC6s7FOhRLhK0MQSFniQCWsprbh2lscdqjLL8bBfKOm0vO0cmMZB8cyUo\nT52PrG/Qu4JYP81jUgOO6bXEtGlip5GVofuUg4AKWylcWl+8rowNv2scEFen6P5WNin1rpSvxs5p\nA4fDYbfVRLFYxNOnT5HL5XB0dITd3V00m00sLy/j/v37+OCDD1AoFFCtVvHs2TPs7Ozg7OwMjUbD\nBchzfzFVlMlkcsinT0CiS6bJhBGAxeNxFAoF3Lt3D3fv3nVblbDcnBgEnI1Gw71PrTy2u43F6PV6\nbjVrs9nEysoKisXikOuaAI6xKACcVVmtVoc2v1SAwb7L5XJuQhNwsTxc+TUYDByI5OSt1+u4uLhA\nq9VyFhvrSqFB0KYxVqqsdAUUBRZBaqfTQaFQcBajbjBMMEmlxT6q1+s4PT11SikUCmF/fx9bW1vI\n5XJ4/PgxNjc33Uq7ubk5XF1d4eLiAgDcgpVisYhPPvkEpVLJMbuqUAjK6/U6gOEYMioOBWPKuHFc\n8F7OA97b6XSGXL+8zvZSd5POHwsodasenfuWKXpZy/m7lHxCOghU2WRZGG03HzMX9L5R5bIAkMar\nLjYgWGDIhZ4kQpaLYQI0Wsiqlctlt+iAoIVAjfIdGGZxGPyeTCaRy+VQLBaxsLDgPAac79atqfFQ\n1CNMGjagY1ZZPnXlEWBw/gFw7KGCHsoUBW3Mg595L+eSAsugMmp4AzB86ogy2gp+aaDruGLZ6D0o\nl8solUpuY3Ma04wp1OMCrSvZGoIsB9vBkicKIulVo47RWDeV+/QocYW91oFtZMGUNUbsHLDGje96\n0DycxHgKyivIqJo0vZYD44FhN6kKeTIqOtmYVLkzL3YsXVbKsPX7fcewqBCwyofl4WRX9o0DUJUk\nGa3FxUU8ffrUxUscHR1hZ2cH9XodKysr+NGPfoQf/vCHiMViePbsGfb29lzA6OnpKfb29gDcxEbp\nYKaSvLq6cqshGTunZUomkygWi856m5mZcZv4Li4uOmCmypj1VQDMfFWBMm4imUwOBdYSjBAw0vWg\nwFpZtV6v5zbIpGXJOrJdqcAJrhgrpkwgALf6ixvhqnAplUoolUro9/tDbhmycOxjrgJTsMFxSCGl\nioTsMEE/T0OgZc06cQ9BArB8Po/BYOA2UT48PEStVnPvrNfr+Pzzz7G/v+8A3N27d11+jPOJx+N4\n//33EYlE8Nlnn7kTJzg/WEd1Y3AOsa1V+SjbwPHMNraMmY3poWDV+aFsuTJsupjB5uWz1HV8TpM/\n+az/SZWBfTZIqakcUJmr5xArYCsUCkNuSY3bajQaqFarODs7w+npqTtyTl1ywM0qc85DNeooi+hB\nWFxcdJtWz87OYjC42SMSuAmdsYH9AIYADetqwQ4AL3CzhiANOw2ToEHKpLpGgQvBrL6T5bFl0T5R\nGZAiduYAACAASURBVMlFH3SNXl5e4vz83J3LrGBK5TznMBen0R15cXHhQBtZQMo3LnLQLVfUS6KA\nU4G+spwazqSxb9QfCtRYVo3hU5mtQJDMvmW87Fj3zQdrMGoKkkWj5pmdT757JzXOgtJrOXtUhbSl\nVu3+N5zAnDTATWPT8uG9AF6Ih2u1WgDglK8uiVZ6k6if+WueOugIijY2NnDnzh0Ui0XUajXs7Oyg\nWq0imUxic3PT/a2treHo6AhffPEFnj175vLtdru4vLzE0dGRG9y6dYi6oWKxmNuKQ2OIKEC53QeF\nhe4jFIlEnFvYsiEETBz8zJftQouWAIOrlRqNBvr9vgsw5sSklcsYBO1bsmaatK9ZT13sQMubQlmB\nrG6LwTM+j46OUKlU3HM8q5TCOxwOD62S1clOwEGGjHXimOVea8ViEcVi0a0CpaA8Pz93wkyDanV1\nWTqddsKPYIqC8fLyEuFwGLVaDfl83gHD/f1953JZX1/HYDDA4eEhjo+P3b5vBMUKkuh+tMBM43rs\nfFQgpXPDAmcmzgvLWHKs0aiyQkznni6a0Xn/fUg+i9z+7rtnFDPge8YHzoIAnGXnlGEiu0Z3KBc3\nFQoFF89KmUIjjaukuQq+Wq268awGhpVFlEcan8tNu9fX191Rcv1+H5VK5YV5zD8FQCqTlKm0rlJl\nszh3CNLscU40jDRo3geiLcNF4KJGDnWdslnaLwQwdtFHOBx2cohbL6nsVfCp9SFryK1Yut2uA2aU\nSwRwul8e71FwpwsfNN5M5zXrzrpRphPocgUy2XvqLno/2O4ck7qaVgkDG/40zogJYr0nAVRBczgo\nj1dhlL4Wpo0xML7YCQI0fmfnsiM5GVW56HdOPgAvTETfRLDKhsBAB3soFEKr1UI4fL0h7Z07d9xK\nwOPjY5RKJXQ6HczOzuKDDz7Ahx9+iGKxiHa7je3tbWxtbWFvb88p4MFg4PbyonuS7k11Q9FFmkwm\nMT8/7/Y/IzDQM/pCodDQAfXq2mW765YPrJ9atBRKVPB0RZKhYpsSxHAbDZZVt/ygsKXFy1gG9r0u\nVCCAZEAqBSAFlFq0/f7NViAsx8XFhbPk2+02EonE0ERmvdmeBLG0jNnenU7HHVFFgM/YtWw2i6Wl\nJRd/RsYuFLpe3Xt5eekYUdaVwDAcDmN+fh4rKytotVo4Pj527iEK2U6ng/39fRwdHWFjYwMbGxuI\nRqPOVcy98JLJJO7du4e5uTkcHR3h6OgIFxcXrszsIwXLyrDp2GY/UbH5AJv2ubK0FMzMm/2q41cZ\nax1DmjSg3Bf4/aamIDAWBMSCrus9bGu9P+jeUUlBgm4nRKaLAf8EbdznkeOAcWvcsuj09NSxa1TQ\nNMK1z3VFNY08rvxeXFzEysoKNjY2sLq66hYalcvlF8CZkgLKXCkTZ9vGgjk1YAAMAR0CTIIsjc21\nwFjHszJEGu6iZdSFWywXy8P/lLPZbNbFh3FrIq66tWydygHWhfOu378+WWdmZgazs7Nu816unGdZ\ndbWvbvCrYE49DwRprDvlMNtEV66SrWQMt4apaGwzy85QF66uV9ertltQCgJTlt30zZnbyCdiGN+7\nXhbAvRamDRj2fwM3DBmFuFK67Fw+rw3MTudkscHUal3ZIG3mAQxv+htk/RYKBTx8+BD37t1DKpVC\npVLB3t4eer0e7t69i6dPn+KDDz7A2toaGo0GDg4O8PXXX+Orr77C3t4eSqWSY2T6/b5baKDKloOW\nLM3s7KwTmul02oGNUCjklrZzBWiz2XR7unHLCroCaaVpvBZdymSDKEh1VQ/7QI97oTWkpyUAN8db\nsV8JugjM1PrlxFXLiQCT8WFcSMD81CVB1yUBE8EP+49CV+PZNBCW1iSPtGJMHgExARzP7iTLlkql\nHHvLffGU2eIWJXQ7sK5cCQsA+XwelUoFx8fH2NnZwfHxMQC482KPjo7QarWQyWSwuLiI5eVltFot\nVCoVB6SLxeLQimKNr1Pr1rInrCuv+VZqA8NnjargV6XEZAG9hi+oIaXWvwWCVCCvwhJ9U9IoCx6Y\nPMB6FJsXxAYoA6YLDvL5vNs6SFdrUv5wLp6enjqGjXOTCpzzmPNdDTIaQ9xbjTHDi4uLbjPwYrHo\n9lJUN6gtv9bVgjgbJsPrGiPmA8wqWxRsaPwuMHyYuTJ21Ed8hm2iAMaCTso6XwhEKBRyYRq68boy\n6mq86dwkq2nPWNa5T2M6l8sBwNBm7SQJuCnyxcWF+6tUKg7waXsrANO+YdkJECmnVcfQk0PWt16v\nD4FRS+SorLFj34533+/2t9sYlKPm5ag5OUn6xkEbFTU/B9HyPuvEDlYFYgCG8tWJy4Gsq+CYN+9T\n1ylBBCdlNBp1iw02NjYwMzPjlqjPzc1heXkZH3zwAZ48eYJUKoWDgwNsbW1he3sbe3t7+Prrr50i\nVpaRAMgyeYzVoFuAE5PuN7YhJxN3+2Ys1/HxMWq1Go6Pj7G8vIxEIuHal7EhurJJg9BDodALGyIq\nC2MZO907jO2tK3z0uq5gosBisDIBuAJ5nYRk9gi4WC5uG0ArjcvgudWH3QSTY4SxfrqySevZ6XTc\nBp9cHDE7O/tCsLQFOdzxPZ/POxaSgjkej6Pb7WJxcdEFb3M8cpl+PB53Fms2mx3q60KhgMFggFqt\nhkjkequDO3fuIJVKoVarYX9/f+hMQlUaahxxPvlizKwy0/miYI+/c85QUKpSo4vZui1Uoao73qc4\nvw9JWZmga0zsK/3OeyYR+r53WXlLparGIk80mJ+fR7FYxNzcHLLZrAvb4Cbbp6enODk5wenpqYuv\n0nhjslUat0zQQGZ5fn7e/SkwJOuuskQZX60Hx5sqdWXklImyINgqeyUHbGgPDT3GVum7dS5Qx7Ac\nysxpfSxg43UAQ7KTcqvf7w/FBypg8wEXLQ9lnc5jruwl4GK/hcPhIZes6iPudsANy7kzAlfR6w4C\nbGPd3kfJFnpINEaQ3hFlOtWFSpmsdVPWcpTxY68FATMfgB+Xguajj4HVPh+XXss+bRwoWkClxdWq\n0O8MXtel4Kp0CLR8sTf8r+4apb75Hl/AfjabxXvvvYcf/OAHaDab2NnZQaPRwJ07d/CjH/0IDx8+\nRKFQwNXVFba3t/Hpp5/iyy+/dEdWHR8f4/DwEOFw2AXqcoACcH75QqGA9fV1bG5uulWKyWQS/X4f\n5+fnLpC93W47AabMnFLJpVLJxUrZTVf5XC6XGzoijACBO4YzcdWOugF0ew66PQeDm41eKWworOj6\n5L5BnMjqImUfKM2tlDn3gCNYpKKoVquIRCJYXFwcOvFBV9VSCYXD4aGl+Wx/bk7MccXfGGtBwHh1\ndeWYTYI7spiJRMIFZ3NhCHCzGWcoFHKrZ6PRqOvj2dlZfPHFF9jd3XWCmW22t7eHra0tLC0t4f33\n33exdBzj8XgcS0tLru7Hx8duZS/LpUJC2S5VYBr8qwDdN39soLBlt31znfmqVcy5x3lrleibnHyG\nqv4HxrNhQQzCpMyBzQ+4CaNQwMa913imcLFYdEexRSLXW/ecn587936pVHLbTtAroNs6ADcAhOOP\nG4CvrKxgaWkJ+XzezTkaP+12G5VKxd1PRp7gBRgGTApAI5HIEMijPtE5z7GqHgHOFd0ug8/Y+Dud\nY6pflLUMh8OOZeM8VoChho0y3SwTF10R9HJbDIIcdTFbQsP+qReCLlb2HY1q9h11FT0/LCNlTDKZ\nRD6fd25UbglFeXR+fu5ioZU9JIC3wJXtyhW2nU7nBS8U+5d6j32uuknH/G0YNt91y5yOS9bYsnPb\nJ+smyfe1gDYb26KUtW6iqgpFG0qpdOCmESkg2FgcdLFYzE06ZY94XQEGy8N3p9NpPHr0CO+++y5S\nqRS2t7dxeXmJjY0N/OxnP8OHH36IhYUFfPXVV/j973/vVoienp5ie3sbp6enQ4GZfA8FAS2QXC6H\n+/fv49GjR1hbW3MrsFgPWru6rw9XANGdV6/X0e/3XaAw4xLK5bI7M5TghCcEcP81XcRAUKKCgO1M\noc6JTHZI250C//Ly0gXIkwUj6InH424lkl0izz4jgOTxNyw7y9Pv9135CF6Wl5eRTqddGXXcUGEw\n9oPCi6CZAoiHMnc6HbfCKpvNDm0DwvFK4UvhNz8/7+LQKOAp+Di+lfklAwhcC9bDw8MhdwtZ0OfP\nn2N/fx+bm5t4//33MTc3h8vLS5ydnTng/ODBA8e4AhgKCtZFLjoWafVqbJkqPDJolt3xMQMal0YA\nRmGqc8uyIXa7mUndBG9a8ikJC4aDgJplp4MAm++6/k5FyripXC7nXJQLCwuYm5vD3Nyc22ybsbmH\nh4fY29vDycnJkGuM7k7OZ85ZsmuMo1peXsba2hoWFxeHtvwBboxaAI4d120+dLd8NSLU86Ir8qlf\ngtg61T06T/R+zksN3VE9xjxZBnWNKvhTQGhDgyxzSJaN7cLFc+pu1S01WA4by8a/RCLhvDS9Xs8x\nZYyLo5zl3mmcxzxCkX3Bccc8Z2dnnSt7fX0de3t7ODw8dGPDrnxX9owAlrqx1Wq5+rVaLbcIQ71B\nGtJDUKzMp7KV7FMfOPLNCQXPOkd9c0iv22Sf+2vk3Gvbp02pUf4pba4WE3DjVqVCUKtcLXf9nXlQ\nmaiSUISvm/XpZI9Go9jY2MBPfvITZLNZbG1toVKpYHNzE7/4xS/w8OFD1Go1nJycYHt7G59//jme\nPXvmgkLL5bJD/EqNV6tVN1kHgwGWl5fx9OlTvPXWW84Fdnl5CeCmk+k6YMyIxkPwPuvX52TkMVMa\nuMrYN676suCJfUVrlsKx0+m4HcgBuE0a1XpjPqTGKaAJMLnqFbg5jorvo3DlROQpDsANWGc/A0Am\nk8HS0hLC4TAWFxdd3B8wfH6m7gVIoKxjhMKIq3B5ULW6VAkaCQqpmCiEWD+CSDKqg8HAxYAQYLGu\n3W4XqVQKKysrCIWuN9bd3t5GtVp1yoHvOzs7w9dff+32x1tZWcHdu3fRbDbx5ZdfulMy7t27h5WV\nFZTLZRwdHblyclxooDPbWl2lvEcBns4PjSNVl6gyHJZd4/PqulVjRsGEZcrfpBSkLCZlF4Osf71+\nG4ZNZSjHAplluioXFhZQLBadS5+AjXsQHhwc4PDwEEdHR+7gcspdLqQCbs7b5Lm63OdyeXnZjed0\nOu3GBpW3MjOU2SwrDUQqeODF1cdkiHW8KtuscoXjWP90TKtuUlnJ53zKWNuX3gjWi/qHZVD2iH2r\nm48rgCcgY710Cw4FnfR26IpRht7wTFbGp2l7E1iRCaeHhHLr8vLSxeHS4CUAo74iS7u6uorj42Mc\nHBy4hVhcedrv9184LYFAjdeVcaMO4thSQETmkZ4GbatRHriguaFzahwg07HgY71flQfhtZyIoHSo\nCmwNKOVAsBOQHcPPvIfKnhPBAjpVCLQKqNQtSGRey8vLePLkCfL5PHZ2drCzs4MHDx7gb/7mb/D4\n8WNUq1V89tln2NnZcazH6empW8U4GAycW5AKilZmKHS9InFtbQ2PHz/GgwcP3E786mJkm5FtKpVK\nQwGk3PdLV4pSMABwzBEBA1kvlqXX67kAfSZd4an5UZiohWsnN4Ahhq7Xu96riWVRly4nKPuAdWJ8\nBePTaNWy7HRvhkIht1ydYJBCUDfBZKKbl+VmO+qKZS5A4JmqjKVrNBpO+KnFqu4GCisKnFAo5FhI\nxvVQ0LAcrFM8Hkc2m8WdO3cQCoWcAmT7cuPdVquFra0tHB4e4t69e25j3nQ67fb645m3dC/VajWc\nnp46q1XnGOehhhswKYXvcz+RpbVJlZzGvOk1AEPzT5kIO+ffxDSJte/7TQHwOMA2iZJQho1ziPt/\ncdEBWTauVh8MBs5Y5bnKZFGUsdb5TRce2aF8Pu8W2SwtLaFQKDjApqeWWMYLgJMTZMITiYQL3fB5\ncrSelG00PiwDrGCNMkJZL507Kvv4m7J0Wg56KBSgMQ/mQ2aa4IrflQHkHm/8rnpNmUCdu5S57BNu\nE0UXtK6U13muekjBD3UYQ2bY5tynUsE0txTJ5XLOE7Kzs4P9/X2cnJw4bwx3iNCFbpQJSihwDJFd\nZf2i0SjS6fTQfm58PhwOD3mTxrFcQYaP9rP97gPq45IP20ySXgtoo2tNKVJOVn7X2BedUArk1IpX\nS0zvVfbOBmBTYfB3vZ7NZrG+vo7FxUWUSiU8e/YM+Xwe77//PlZWVnBycoIvvvgCh4eHeP78OXZ2\ndlw8AHfp13KqhUglvbi4iCdPnuCtt95yMVCsBxcPsExkYebm5pDL5VxsVLVaBYCh8zVZb7YlB3qr\n1RpaGaordWgJ0orSfgFudq8nha3tzHvZbwRDVAKDwcDt8RYOh92KUsaZ2RgpMlGcxOxfCqlEIjEU\n50AmjkKe8W8EiRRA3FvIKjZ1yXO7ArKD3Luo2Wy6VXLqyuMKVwBO2ZGtI1BjHAb3sWJ7MS9lIROJ\nBO7cuYNsNovnz5/j4ODAub7ZL8C1m+jZs2c4Pz9HPp/H+vo6lpeXXTkGg4Fb8Vqv17G1tYXj42NU\nKhVX5yBL07LXbH+9V10ubA9dQKBAXOepKkllTjjHdVXhm5y0ba01rsBWkypifdYylfqdz9l89HkL\n2LLZrHOLch827gXJOXJ8fOzcXtzSgyCIipfGFpmPwWCAVCqFhYUFrK2tYXl5GfPz887dBdysogxa\nTaneEYI06pQgVoOAiSEfBEvKomu7KCCjXrB9oqDOgjklDXwGio2X0/vVy8D3qFwlONMztTUfLY8y\nYAqiGadIWUWXtQJQ6gbKRY4V9RAQvCmw1XATgupUKuVYWxoAS0tL2N3dxe7urtOZlN+MIybryzx1\nXGh8HEGeEjHsc/1OfAFgqA+C5olv/gWNMTVKxyWdszpuvrWgTallThgFGjp4lZIOEmJKAXOAWzcL\nGyaVSr1gTagyImOXSqWwurqKpaUldLtdHB8fIxaL4cMPP8T6+jqq1Sq2trbwl7/8BeVyGQcHB3j+\n/LkLktVVqp1OxwmMWCzmDlNmvAiB4WAwGLJSqdwIuthePL6FwIh+fuBGUfb7N6clWPqd72Gb06VG\nRkj7h+XQPlFgSKWsz9Dq4cRmf7CsLCfbnkqCTJ/u3cTJZgWdrh5iv6nS58pRFWi6WlQnM0EUQVa1\nWnXgkuBR4ztYfgIuWq5Uelw1ytVUtVptiGHTvd8YG0LQNjMzg1qthmg0ioWFBddnXFbPvmZ92+22\nC/K9urrCgwcPsLa2hqur62Ow4vE4VldXXaxjPB7HwcGBc3Goy1QVIxPnnLqOeI8CTnXrKMjns7xm\nAYWyBT5F96aml3WZjGMAmOe49+p3jmXdqNuu4JydnXULYBqNBkqlEnZ3d7G/v4+zszO3A7+y6OpS\nYxxWLpcb2mstn887YKchKpbttQH6NC7JrunCID7PcaQKnACF4FJjMG37KXBTV6UaHSpXbdv75pLK\nIwvytG7KtFGfaAycunR1TjI//WOfKPuVSqWcAdnr9Ya2H1EASIOr0+kMxeIqq0f5rzpYmVEFYRxP\ndlPmg4MDt28lw2n4jG6qq7Fu7P9+v+/qxO2tuBWTBW1KBFEn3Wb+2PFhwd4oI8l3zRrN497N9FoW\nIqgVANwEB5LFURSqDaKBpZoXla91rwIYWjHJzU9t4Cg/93o9pFIpPHjwAJubm0in0+480J/+9Kf4\nwQ9+gHq9jt3dXRweHqJcLmN7exsHBwe4vLwcosQ171Qq5SxKgjZah5lMxgV6csCRnVI2ggqWe7fR\nOuHA5SBVqp1AjJOAbaECksCObWyZMraZxocpw0JAo4CbljbBD61GxkzwGU4+glz2r35mUvZHQaSC\nOYJjTmBapFa46ngiUCdrSZDFPKiMFOCrG5QuWVp6VH5kJOhC0M2hOR61HVl+gjGeOZpKpVAqlbC9\nvT20YEIBZ6vVwtdff41IJDJ0QoVa0el0Gmtra8hkMs6FX6lU3BizblM1iNj/th+U/aSAVBabY4Eu\nHZ3bzI8KVPP1CdPvQ3oZ0OoT9AqKg64DN8YH2Rd1ifKPgI2rC8/OzrC3t+f2neTB5DQ2CRBoBNFI\nKhaLuHv3Lu7du4fV1VW3lRHdbAwnUEZW5zdlGsvMOcutLywAs3pA5ZayIj4WTQGH6gd9XhcP+PTV\nqP4J6hMFGpzD1FtsH77Hx/Cpu41l0lW7NM7ZXpQNPO1G2T99BxkzdSerDAduTk5R40zBJffpI6in\nkZtOp7GwsOC2ijk5OXH7+vEZAjcyavTUKdOnJAB1qII09QRpO1JejeoXX78FzVE1TIPy/GvTNw7a\nVBnrIAEwRJFTuSmro0kHhS75VUA4GNwE+7MhdWWRtQxCoRDW19fx7rvvYn5+HicnJ2g0GnjnnXfw\n85//HKFQCJ9++in+8pe/uP1oKLwAOGaKg4gTbn19HU+ePHG7hjMWTWOrqPi5stLGOOiKGw5c7jJe\nr9cdQFMgzEB2blXBlafq0tRJqgJRwQXLoYsN+LsGorN9NZ5OFTRBOQWQbmRL68gCBiYFWSy/WqMq\n9CxVzTbWPJTdYX9Uq1W3iIB9yZgNvodKSeNddANhCnMKTPaxgi2WkXEaBI4A3NFbVIJkDSORiGPV\n1MXDejabTXfiRqFQwNLSEgaDgdsrq9FoIJvNYmVlBYuLi/jqq68AwB1kr/OK40e/U8grEKBS5Ziw\nAj8UunHDMy/OM1XOyuaqUfV9S0HehEncMNovPuBi8yAAsXux8SzRQqHgVmgOBgO3HcTBwQH29/dx\nenrqABsVMBk2yhpubbO4uIjNzU08fvwY6+vryGaz6Pev9xfTWCplxqzrSA10yiGuXmdMq843nwGi\nxqm2j21bC4b4WV33uimt7S/gZqGdtr+WQe+3TJuGiwBwBp+vfNr32s/qvaLsprFJecO2py4K0rEE\naJS9odDNqTWUe+od4fvVwGYf8j3Ud4VCwYX9LCwsYGFhAUdHRw688R0EYho/HIlEHLAjIUC5oy5T\ndY9ruwI3WMPKNsv+22TnoR0ztg18yfaXD/T70msDbbp6Ri0ddZvY7+wQ/Z0DSePhbH78r8uTea+y\nKCsrK3j77bcxOzuL09NTlMtltxdbt9vFZ599hq2tLezs7GB3dxfn5+eOTVIqnVZNNpvF/Pw83n33\nXbz77ruIRqNuxRWXTFerVRQKBeceY9kYo0HhBAxv0ppOp51FwjglunYJgHRZvbpQdZUoBZ+CKwVo\nPuqeoJHPcIKwjNq+am0xX/bBYHCz+EDjGIBh0KCKXoWRTjQtP9vCN35YF45BgkgymYz74MkOZDOZ\nuFqJwkStb5sXhYsqDVqMrDsFGXd3Z0C2upYKhQIymQyKxaJzSemGmgzC7fV62Nvbcy6rtbU1d/QW\nYyC5ISq3Mvniiy9wdnbm+s0qS44HazjxPo1t1OvsN2UImNgXkUjEgQK7TP/7kKxS19+C7p00TyZl\n7wh6VInpkUi5XO4FwAbAuUT39vacQlWGjRtYRyIRt48Y91dcXV3F48eP8eTJE6yvr7vjpzgeLWDT\nsBjLGHJOq3HJ+UmPBeefGhDKGGu72PFsFae+HxjemJpz08ey2ef4Ph97Z12/Ctx4D4GXzkE713x9\nz3ayfd7vD6/GpGGq7cQ8qdcItijbyHSx7BoqYWU2dQb7nWEqSkxwvHF7GRoHJycnbusqXTRH8MkQ\nH12Awf7QWGJL7Ch+sIBVr4+aZ5P0wSTP3jZ946CN8TzqVlEAwU7noLUWEge1ugOV3VG2BrgBZnxe\nJw9wA1ByuRzeeecdLC0tuQPANzY28Ld/+7coFAr44x//iM8//xzb29s4PDxEqVRym7rSwiRI4jmV\na2trWF9fx6NHjzA7O+viL1ZWVtzJCcqU0aUAwMVpKEvEunMjQ+6po9YpJwjBGYGCuu+UeuZ+Zd1u\ndyjeQd1ZPgFIK12FGNsik8k4gcwJRRDDvNm37C9l/5RtsSCdfayLJ5Sx5IRmeQnu1BJjexEwERTT\nACCg4crbSqXixq9aczzDlGCDCyTYFmwn1lMDl1l/LmunC5UChkCs3++jXC7j/PwcxWIR+Xwex8fH\n2N3ddStC2a4cN9wCpFQq4d1338XTp0+xsrKCarWK3d1dp6A5Jv785z/j8PBwSKkzUahyvtFVSnaP\nc0mDkXUOsl7WwlX2RA0yZSje1ORjeNj249Ioq9+Xp75T25fGFrfvUZaN+7DR0D07O3OrRNUlqosX\notGoG8vckmFjYwNvv/02Hj9+jLW1NbdgiECLxiNlvcpqC6iAG6NVQzIIErnK3McyKphgfnofdZHt\nHwt69AhAPd3GMpo6D9SYtEnlKWW3xmCpYaS7LlgWkO9QWap1UDAIDK/uV8+AsoEK4niPznEFmwow\n7ZijTmDf8wQb6oVwOOwIi3D4evN5HmFWKBTcSlMSJO12e2hlKmWwhgBxfF5dXbnNgJUwAG5OYqHM\nHwXAfAAraA7rc6OSD7hNKvdeGrTdu3fPHesTjUbx0Ucf4fz8HH//93+P58+f4969e/jXf/1Xd94i\nk1pLAF6wPJQ6ZSPTzaeTW60ODngKfo3B0sGvQIRlGQwGmJ2dxTvvvIPl5WWcnZ2hWq1ic3MTv/zl\nL7G6uoqPPvoIn3/+OcrlsmMygOs9wnRpeigUQiaTwfLyMu7evYu1tTUsLCw49yRwc6zT1dUVMpmM\nC1jnpOJgZPmVgdDNYguFAlqtFk5OTly76cRUJkhX4QA3TAdZGg52vpdxbKpQOQF9rmrtA7rMbDyC\nZVB1DJD2ZmIeBFj6Xk5Ga8GxfBqvoewXWTTdgoL50Vggy6cuI40L0xVdLDuPcCHw13HNdiGAptDj\nNYJTuk655YGurOW+ejzbj6ByaWkJ0WjUBfA2Gg3XXgTprVYLf/jDH3B2doaf/vSnWFhYwNbWFo6O\njhyj8uTJEyc4T05OXNC4uoF0BZ2CVM5ZCnL2gzISWl+2BxPj/lQpsc++zellZR8wWYyLMm/A9kV/\n7AAAIABJREFUiyyQT7hPki/z4bzhGZ964gE33SYoL5fLODw8xMHBAU5PTx0jTFlFhk1PGZmdncW9\ne/fw9OlTPHr0CAsLC+4e3daH7afKn8aOr47qIuV8jEQiLpBe49oscKFhb/WGjmNl8pXxYnvpqS4E\nPNr2PoDG9rZkAp+jjGVdFLgpGLMAQuejBaD6Hg1DAF70LliXLY0pGwNMsoXtw3u1fPq7tgdXBxNQ\n8VQfyhF6qzTmjgtguNp0Z2cHh4eHbqEYQ2rUBUrmUPeqC4fDbpUsw6847lQO2z7Rz775aO/V8WT7\n5DZG6CT3vjRoC4VC+M///E/Mz8+7337961/j//2//4d/+qd/wm9+8xv8+te/xq9//euh55QKVoaF\ndCdwA+yYlJZlpTioOFg4oXTjVOanW1goEGTg4sOHD/Hw4UPHeKysrOD+/fvodrv4+OOP8cUXX+DZ\ns2c4OjrCxcWFA5EEI7pnWLFYxMrKigvi5XErg8FgKBj96urKHSN1dnaGweB6iwal4qmwdSByoqTT\naRQKhaEz2lqtlhuMnLw2IJODqtlsulgGdTfqoePadtp+FFxkuFhe9iHLrMpX+533MT/GK6hblu9W\nl4luMjkYDBwbSSbHAgkCDLpr1CrV1Y8EclRiBG/ss3Q6PQSG+B62OxcOKHBmH6ggowAnE6gCVc9G\nVYDNsZZMJnF4eIh6ve7GBvdjGwwGbpsSMn56LuGXX37pTkxYXV118SLZbBbLy8u4f/8+8vk8Pvnk\nE7fFiDKcLDvHFNvfGki8rgwaf1eGjvWyypr5fdtB28vKvqBkhby+ZxSzpspF8wmy+jn2acQRsOkh\n8GSsWq0WKpXK/8femTRHdl3XemUi0WcLJBIotMUqkkVRoihFyOGpB7YHHjisiSZv4JHDP8FD/xIP\n9Bc8dDgc4YEmDg0UYVmiKJElVoc2gWyARJfNG8DfyZW7blYV6RckzXo3AgEgm3tPs8/ea6+9zz46\nODhIddgiYCMN4+rqKuVGVqtVvfPOO/rwww/16NEjra2tSVIytMiCO3kRiPhnXC6c+WFHI44YbJuX\n8UAWfQxcTqNBZuwicCME7DnX6CJprNvc5vh4ew5wBAhxDfDMrM9HWchih+L7vhaxmehQJzCQGT7n\n1QbQkfQvgkofP57r9wXYE+aMBYD5HhEfwFapVEob9yh1tb+/r9PT03Qv8iY9woLtoTappCQbRMUg\nTrLY7ZgTOW38eT/2/3XA600crFdd/6PwaHz4P//zP+vf//3fJUl/+7d/qz/7sz97SXExkDBHHup0\nRizS2QgPizyi3DgBCCz3cdAi3U3MwsKCtre39ejRI83MzKjdbqvRaOjRo0daXl7W73//e/3xj39M\nB74TQop5PIuLi1pdXU0HvVPUlE0F9IE8KXbjVKtV9Xo9vXjxQr1eT9VqdSIvC6YFUIGxpP2FQiHd\ngxAlQM1323AEU/w+oA3ljaD3+/10soCXBwFsEsaNx6agiMklcCUNq+k1g1xxR0UZS2w4wCG5nTnF\n2/LdTIw7wMq9SoyAt8nBoTOMzgbQDsKWOBcOxBwQusz55gL+h5UCpMWt+LGcCnLNvWdmZtKh8oVC\nQa1WayLs5MD7s88+09XVld5//31Vq9VUQHh/f1/ValWj0Ug7OzuSlPJInDnzuXA2LPbTPXWUOuPo\nYXHe43WKDf9vub6K7pM0wfySGJ51RRYoPvtVhiEaTWny/MtpYdFyuaxCoaCbmxt1Op1UPPfw8DBt\n0nG9RGoCGwpqtZru378r+Ly3t6darZYAIKEt2oIT5E4Bjjzy42Ce/niUwHUP5XA84Zw15kbYQ4yu\nD3zMXRd5aJR1iRPtTkoMQdJPL/YaGSwHjc608R1Pp8gC4fzvOsFlAyf89vY2pe9Eu8jFuKDX6B/3\n4XJ9Hecn68dZLS+A7H1znexzsbCwoGq1mmQVUuTFixc6ODhIub2wh5Airj+pBjAajdKxjURj0G0u\nX1wuI1+GKXvVNQ2sMUdvev2PmLY///M/18zMjP7+7/9ef/d3f6fDw0Otr69LktbX13V4ePjS92Lu\ngQuGCx1GIbIiXE43A2jcU4vC458fDO4KK25vb+ujjz7SysqKHj9+rEKhoA8//FCbm5t69uyZPvvs\ns3Rgt1P6DiC9WGSpVEohuuXlZS0tLSUGxlkaT3qvVqupMCXGlnAcITvqefmY8dnl5WXNzMwksEWe\nEUbBF580uRUcL5n8DMaYhelgLJ8fH+zuOQ/udeZyueT5oDhpC3PK/+w2i8rMc6SYR+QFVg1K3Sug\no3QAUp4j5fQ584bylZTo816vp263m9rlTK4bGPeIURIYCZ7nuSr0xdlZ+utJtcViUcViUaPR6KWc\nGcYB+aOfMzMzqTbc0tKSWq1WAuOsE/KNPvvsM93e3uqdd95RsVhUt9vV73//ez169Eizs7Npxyls\nGmFf9/jpnxsK9AEGy3MHHZBHBsjZxHw+n5jTQuGuXt239fqquk8alx5yhuJ1z/qynrmDAQch6CAY\nZQrowmawu7vb7er4+Fj7+/s6PDxMu/jiuqX24WAwUKVS0f379/Xw4UNtbm6mI/RgVqLz4YDI24iu\nZlMXet11uxt9flw/u/5CJ7gc+/d8nWYxJj52gFTPvY7kgvfLAZg0TllhLPiut5m8Y8+RjowYcxzn\nO8oLoI2NZlnhQF+XAB1n4bLkj7UbnTW3uxH8suHBT9FxUO3z6xtMIEUYl2KxmGT2+fPnev78+cTR\naU4EjUbjygDeT0KwkRn1z3gkL453HAufhyxQ7WOY9RlYaz7PEZbTrq8M2n7xi1/o3r17Oj4+1l/8\nxV/ogw8+yGxsvJxZk8ZhEgTGQ1Pch3w1BNzfdzCHUGYJsee7jUYjra6u6v3339fu7q4uLi7U7Xb1\n4x//WO+++27KFeNMPUKiCAKlKorFonZ2dvTuu++qUqkkz49ESpLu3eh7+I/dnvV6PQkeJxSwlZ3v\n0Rf6x7iwWFwZOFjA8HLignuOi4uLaRciycMALsY2jjGKnx+YrGKxOBHWdLARL18s3ibAqJcc8efH\n77ic8Ro1pfg8StPHkAWLkkdJUq+IcIgrdeTWc2P4Lu2DSUBZ++UsI2PkeZseIkVpeH05Bzlu+Og7\n58ouLy/r7OxMrVZromr4aHQXEv/88881GAz0zjvvpN12jx8/1ve//32trq5OAGdSDWKIKa5JLne6\nXAH63y4T7mHDxkVF+m28vqruk6aX4cj6fjQIjK9/LouB8dfccfGwKMcYrayspAPaR6NR2inqgI3d\n0x5eIiQJYNvd3dXDhw+1sbGRjrhrt9svhf1i6FwaAzjvgzt+tB9HJAt8sQGIUJyH7D0Xzm2NA4f4\nfJdhHAlJL9V8jOOPE8cPOhog4gDWU0sAbTjpONSRlcqSEWfj4mcA1hAHEZD6muv3+xM7eqfJGJ93\n3eV6JrYR8ET/IQMiURBtBToQJxiSg6MFa7WaisViyjOn1hzj7hv5HLjiACPz3lZpbPcA+5GV9P7F\nNef/x/Uav/Oq77/q+sqg7d69e5KktbU1/fSnP9V//Md/aH19XQcHB9rY2ND+/r4ajcZL3/MF7MYI\ndgkmZVqHed0XLYbYDZwrLAczg8FAxWJRDx480N7enq6vr9VqtfTee+/pT//0TzU7O6vPPvtMz58/\n18HBgZ48eZKE35+xtLSkra0tffTRRymsRJIkLJuHyaRxSHNhYUHX19e6uLiQJJXL5XRfgBueBixT\nnGwMPl4RCi6Xy00kXZJz5cc64e0vLS2lnaS9Xi8pb5Qy98J4M3fsXqW22fn5eVpMLH5pnGjvjN3M\nzEyaYy9JQo6Bg7WY6+QMk6QJUOuJwa4Ioic/MzOTwtYk63sOHveCdvfClA5KAa+EkQnv8SxPPqYv\nJM669+4bFJzNc8/XQ7w+NsgGDCi7f8vlssrlsk5OTlKuGyBxOBzq+fPnGg6Hun//flqrnU5HjUZD\na2trac30+30dHR29pFhdOftv+su8ObjkMw5WsnbfOVv6bb2+qu7z63WATcrOUcv6fBbL4jrQGRyO\nWiuXy6pUKqpUKhO7Os/OznR4eKiDgwOdnp4m5p6wEusUZr9UKun+/ft699131Wg00qYrABa7oPku\n/fJ59vQH5Ii16n/7uETdMjMzk3J6WUvoE2wF96J9Xm4k6lcfO0AA+tlDo5E5RL/jgElKYMhBm0cd\n0NceHvXPxNwv2hhzRLMcAgCL60P/ccYMu+NpNNwvjovPWZaD4d8ZDoeJGIDJi6BZGp9dzTh4dMQP\nsy8UClpZWVGxWEw74b/44ot0XjPziiPMc9gow3tx05/LV/zJIiF8bWat5/j669bxm15fCbRBiZdK\nJV1cXOhf/uVf9I//+I/667/+a/385z/XP/zDP+jnP/+5/uZv/mbqPVh4hKucgWLyYokGz1Ogo66Q\nMLoxTu1eVy6X0/r6uu7fv6/5+fmU0/NXf/VXqtfr+vWvf61PP/1Ujx8/TgaLAfWFubGxoY8++kjv\nvffeBADFyPvnnZ1jMS8uLibAgMKJSe3O8tA/aRxvZ0Fw3BLVoT2M6P33zRpskECQLy4udHFxkZie\npaWlicPafTMH9XRarZa63e5ERfOZmZkJMOaLlFAgOQqAQWdoUEQ+l8684LFSB29paUm3t7cpEdq9\nN+5PIn/0tAGQXrh4NBqlkwI4wYKcQA9deNgVWWSOudxzw8HAwEhKytrlC8aPHwwk+Rs+Jsi+NA4x\nFgoF1Wo1VatV1Wo1PXv2TC9evJgoiTMzM5Nqs/3gBz/Qu+++q8ePHyufz2tzc1PSGJiORqO0RR8g\n5mwBcu8hDq+152EkHxdnV925YmPMt/X6f6H7XnVlgbRp3rlfbiCik+K7HzmqCtBWLBYTi3V2dpaq\n0iNv6CdCSrBx1Pzb29vTo0eP0m5m2HJ0FakoXocypkL4up8WQo0hUmeDWZseqSDv1R05nD5AGyDA\nQUfWGDqQ8g1WGHG3C4SPHeDyPGfp+C5zE3WKM1FRPrxNOJkeeo1y4WkhyIT/TZ+9Zpuz4VH2mAef\nD54VbZSDZN9Ixt8OqPk88ka0g7QVnGIc5vn5eW1tbaWjEIvFop48eaJms6nLy8tkZ9059lqtw+FQ\ny8vL6Zxvt7muu3ws3oQRc4AXwZ4Dw696fSXQdnh4qJ/+9KeS7ozo//k//0d/+Zd/qZ/85Cf62c9+\npn/6p3/S/f/e9h6vSOUyQHgoTBrChtLgdc9jcuGJiZP+Hhf0+f3/3rJPCYUf/ehH+slPfqJf/vKX\n+vWvf63f/e53evLkidrttpaXl1OtqdHoLr6+sbGh73//+9rb20tMC8KPsSXfDeXOPbigevv9vs7P\nzxPwQrH42CB8CLkn+APGhsO78gmECa6vr1Uul5MxlMYhBwx4qVRKdeIAboA0vBgMty9mWCOO5/J8\nD2nSKFM81Q3IwsKCarVaWoy+s9PLVfimgqwEYtgncvlY1IuLi6lmFOPDIsHrJc/B74vMXV5evpR8\nD6sGg0qfPBQCO+lGC0XmzIPvHvVjywgHuGEAkJ6enqrX6yXgy3uSJna2scmFws7MC3lJrry73a6e\nPHmS6rgdHR2p3+9rfX1de3t76aDnX/7yl0nZecIysuCsSfRa/XIFz3rx8iFZIZZv2/U/0X1vekVG\n0q9oELLe99/IKEbQC+lSkLbf76vb7SaGzU87gK1gDXI25OLionZ3d/Xo0SNtbW0lgAKri25CN49G\no5fKutAP8teciaMPzrY5a+5MNGVqfD3SLw+v4TjFwrDTnIQI4OLa5D0Hbb6TEecMVtLBJvOHbqEd\n2D5n/iNYIkztu1mJlrgjBRBiPjza4aFfxjOGfn0u4rz4muW3r1931DzvOeYT+ljSf/qH3iYa5Awa\n6T2Li4vp1BjO9P7DH/6gZ8+eTZQSIV8Tp59nIy/Ue3OgFfvtBMPr9NSbMGf+rNcx6n59JdD2zjvv\n6Fe/+tVLr6+srOhf//VfX/ldkLeHdzDAkT6nA1kJlIA57uE7z5y14bMM9tbWlnZ3dyVJFxcXqQju\nJ598ot/85jfpXD0O7r68vEwUar/f19ramj766KN0LBW5YPPz8+lQ79vb23T+JIbVGRHYpkKhkCqD\nFwp3O0ERyugxAXZQVBhfQpLD4TAVznWvxjcSoHhZ5IRyURoIIorV6Whn+ujH/Px8qtZPIiUKWFJi\nsAAnfI/29Xo9nZ6eptAzIVw/u5NxcMXLonUvTtJEYdpoGFDysLfuTaJAGJd8Pq9qtapKpZKSrr2g\nI6EXxkfSRCgE2eM9cjDIB3Ivld+c1crh7uyAclAtjfPJyIGZm5tTpVJJO4+dke71eilfktpIMCWA\n7uvra/3nf/6nfvKTnyifz+vg4ECStLe3p0ajobm5OX388ccaDAYpt9O9aM9roc8YGwwA7Y3r2tcr\nfYuhlm/b9T/RfdOuGFp6kyt67pGNcycJo4QjRvgch+ri4kLNZjOd/0iIyZ0omCwcBwDbvXv3Egvl\njAp6hBQOmFuMaIyaRJ1NPxwUOWiTJhlsZ3H6/X4Cms7qkGbg4c1pDkaWUY4pCtKYHSfK4iko3nfG\nxH+c9eL7rkcdfLG20OOEnFlnvvbcuaVvnpfqpAev892sfvtrDrhcDp0ZdDaJZzhoYzw80uZj4aF4\nALaPobeD1J+FhQVtbGxMRO329/cnHH8vOk9kiDHEhpP7TfsZS+5Dm/k7rj0frywQNs3Z8vdfd30j\nx1i5AQJMRZo8/u3IHQMQqUY8JqeZmXDCeru7u1pYWNDFxYXK5bI+/vhjra6u6le/+pU++eQTPXv2\nTJ1OJwmcb8VdXFzUzs6OHj58qPX19SQ4LFBp0uNAqJyRwPNzpVosFlN/+a7X2oLyJ5TBRT/5Djlq\nAEfGFK8PQLi4uKhKpZKADQuC8eY3bedZeOv0jTME3WN35QRlTz8JU5InB/AGGLJY+T4KTBoXQga0\n4JEx7oAlnACexVg4I4kBITEaMEd4mSRtSpe4EnF5c08xyqkbG0lJobuCivdyQIMypnZgLpdLTJ8X\nlaSkC+eT0ka80kqlovX1dTWbzaSsmBtAey6X0+9+9zu99957KpfLOjw8VC6X04MHD9Tr9XTv3j29\n//77+vTTT1NYlfXB5R6jg1XkKoZCPazshiay49+1a5rCjqAr6/0she/yEsEv+gEwAMNGWSJ2KLZa\nLR0fH+v4+Djl5cKMYexIpZCkjY0Nvfvuu9rc3Ez6ANAGG0U7MeaAKa9Oz/pxuXBWaVp41PvO2kXX\nY+id7fK16eHJOJbx3r4mYeA9ChLHGv0Y9VKWo4JedufL0z0cMHj/mUs/ixO22h16dL8/29vgTCjv\nxff9e9heT/FgDulnFggHtLmedQCGDXCbj74gnJm1+ziyeZAW9Xo9jdPc3Fwqp+XFeLFtHnFh/oio\nRPmK/XoVuMp6701ZtDdxWL920ObetAsmApblAfn7UUkBqvw7TIIPei6X0+bmptbX11N8/Hvf+54+\n+ugj9ft97e/v69mzZzo6OkpKh+eiWBqNhvb29rSxsZGOC5LGYNEXaiwR4sbdDTcghjbTR4AdOxL5\nnlfJd3AE88Wi952sXlMJpm9lZUWLi4vq9XpJqBF230FKuwEvAB28PahmSYmx82Rd5gYgBZtG+7kn\nystZRhaYj5+DJxQPyguWkZwIT7xFmSJHtIuxghUsFouJPeQ+xWJxIr/PPUpvC15jTLB2mY2bI1yO\nGTNYSFi229vbFFIGIGeFYrgXcsv7lUpFjUYj1dOizYRUVldX1W639ezZM62urkqS9vf30wHzh4eH\n2traUq/XS2McwwSsMd+A4cDU2QVfU8wrayiGTL5r15syaX65wo8Mm//tvz1ch14gj61UKiUH5vz8\nXKenpzo5OUm5iziigJBcLpdSLlZWVvTOO+9oa2srMeLoWH48rOc5XaxJ1jryEIGJNA6z8+O5V1nA\nzXPbOOooRm6QOY9iRFaIi895KgZOnTMsjLUfAeghTg+L8gxnlwjPMT+lUilFd+LYOACHSfQ2O6Pl\nDvc0uYtg0ufDQZz/jnm59M3zz7my1rrLSXyO60TICk/Lcf0WcYDbh9XV1SQLuVwuhUpx3j29hGMA\nmTNknnHAjjtIfB1b9ror9sVf/1Yyba6kHbghzAiET55730wQ30do3Dj6xUAUi0V98MEHKpfLOjo6\nSuU65ubm9MUXX+j4+FjtdjuFomgbRnhubk4bGxva2NhIpTzcU3JFgAGmn9zPWa3FxcUEWKju7d4n\ni57way6XS0bdD4Qn6Z/nxSRcPGzf3NDv99MOUBYfSg4AxJgjpCgZ2pTP3xWZRSEDwDDgzjA6++TA\nx8OVKHgPczsTy1j67tYIFBhj5p33ADC87mES/gbs1Wo1rayspHuSA8Th2dFx4HKZjbJI3wGBrANe\nYxyYe3YWA9gIGQPafIcc/cKw8X2X/3w+r9XVVTWbzQklRPi1VCqpVCrp7OwsORL9fl8nJyfa2tpS\nrVbT1dWV1tbW1Gq1krJzp8aVmo+BK1VXdq7IPcTkyeP///rylzMWgHbPZXNZ7vV6arVaCbB1u92k\nf/keaw3jtr29rb29vXTwO45gDHkhF+gtNli5bkGnoCc8NDqNZYssrBts0kw8qR/g5Inv04yuyyt6\nku/i2Loc02Z25JICAZOTteubvknjlBdC155mgn3wfD1ngwDkMTqDfo5RD2Qj2sgY4ssCelmgzW2D\ng1sHXsynh0Yd2Pt4+/cc6Pm8xT64XpHunFDGgXxenru/v5/GkjHH9nolh1xufKJMqVR6qYZpFmif\ntg597NxB/59e3whocyPMIDgI85CjG31nEyKQ89/RsM7OzqbjegaDu8rJ9+7dU7FY1B//+Ed9+umn\n6WgMb59PSrlc1ubmZgIquVwu7QQdDAZJYOgDngSCSxjTGRm2x3t+nlPILA7PGSHsB0vG+AB4aJcr\nQ4QU74V7QQXTRw+9uoLzcaVdKCvAGe+5YNMngIPvdkLhw9Q5u+i5Fq5ks7w2B/GAoqwwObKzuLio\nbrebcrw8gZ4QBYdlwwxS+8m9vMgSeW6K52+hNPxyUONepy90+k1olhM2PDTqCcW85uFxfih4XK/X\nU/0sgN3NzY1OT0/TWX/szK3Vasrn8/r888/16NEjtdttVatV3bt3T7e3tzo+Pk5A1w1nBOfIjodU\n3QBHQ/oqRfg2XK8yAlHhR8bJx9VZNgcVvlu03W7r5OREzWZT7XY76Q/P3xwOh8lwra2t6cGDB2o0\nGknWHCB4KNB/eB6RCV73Qqj8lsYOTXSOHAywRrgf+ocNM+hUHEh3Vt5krLkf68c3IaBXyRUEDMPm\ns+49gd7vTV+JVqDPeW4+n0+sHfqDufUaZNwH20J7YEXRx1mAzMfN19w0ls3fc53pOhoZ9Lly4OXO\naWSu4py4HYnvuy7ms9g2XmOT3IMHD9L7BwcHKTUGhwRZIQXF7QibHGJoN4aB/19db3qvrx20SZPn\njvqkeFIzAsrCizlXWd4DE4mw8H65XNb29rYWFhZ0fHysWq2m7e1t3d7e6tNPP9WzZ8/U6/UmWDYX\nyPn5eW1sbGhlZUWj0ShNMIrNd0ctLi6q3W7r/PxcrVYrhSbc63M2walYaVy80T1eFgrKwsMMnlwJ\n2F1aWkrK0sEA4U+u4XCyIr803ijAYvOF4fPHvUng5PN4u+S6oFwYB3ZOolQ8DB53e3E5yGFhRgDH\nfPl4AhwBFc52wSDA8MTwLOEOABvyxVj4ZhDa6LJNm+kfmxwYc5hPyqV4CMR3NBEGwQP3MLVfyCq7\nZgHDeJH9fl8rKyupQjoGdDgcJnm9f/++Wq2WOp1OOqz5N7/5jZaXl7W5uZlyEa+urnR5eamTk5Nk\n5D3JOMtb97WKHDOHyDtzEfv2tlzTvPP4GQxtFmOE0fENCBxTR/L6aDTS+fl52nyAwypNsj+w+ex8\nf/Dgge7fv6+lpaW0uxsgw0909FizMY2Az+JsOADz+/i9fUyywIUbbhzemK/KFZ2EaE9cn3H0YmTZ\nFhYWJo4tjN/1umcOStHry8vL6UzM0WiUmHX0wPLy8kRONs/1HZ/uCDm7GvNvXb789eFwOOGs+5i6\njPlvxgG9606X2+DRaJz2ERm2+Dz0pT/DoyY+9/4cnu27XrnX8vKy1tfXk04fDAY6OjpKNsrrE+Kc\n+BiTR+6yENN+4hjHcZ72f5ZefNPrawdt0ZDhWUiThRVjbB2BBFT5JHFfp2iZ+EKhoEajofX1dZ2f\nnyfls7q6qqOjI33++ecTYVFnClACMHMc9eK7qTz/I5fLqVar6fz8XMfHx/riiy80GAy0vb09kf9x\ndXU1sYMPwXdF5eCFRFOYPQQXcOYJ5XwWsIL3J41zwPifUBqvMe687+1irF1xYbABEdfX16mEh29u\nwGtBsZHUi9J2oeU5zKekBCx9LJAX91xZ5K4g+Rz3mpm5O8kCUEx4OTJ5KFWMV5Qxl8mYuxXbhhLx\n+QfQIsvk03FKhef/UWMO71wag3vkBVmkJANzcH5+nkDc6uqqKpWKms2mut1uYlwl6fz8XAcHBykn\n8unTpykk+4tf/EI/+9nP1Gg01Ol01G63tbKyorOzM11fX08ko2M8HEz7vDDHXoiYy4Hu23pFdmma\nMnfA5uvHQRuMGbtGydO8vLycYNk4CD5uuvEw+Pr6uj788EOtr69PJIf72kJvSuMEfGd6PNy4uLiY\nQv+w48y7Ax7fOej3cgPucsT6xU44SMwy/v7jLJGDQKrpS+MTDwC3OOTu7Eaw6Wud78N+zs/Pp4R4\nGDWcxaWlpUQm4CT7lZVGwDPQgf4Z19sRXPH+NHmLQNkZN59/B+9spPIdoBHYx/H3sfdIRhaDR5tx\nFL2iAIXpK5WKtre3k54lSnB5eZkqJzgbSPUAd3ochDvucLv4qnHLGv+s72Q5YVnXN8K0RSaLCSFk\nw6R5bpSXjHBQ5wtZGh8JwmdKpZJ2dna0urqqfr+vP/mTP9HDhw91cnKi58+fp51T+/s0dRT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Djyh0WEEfHQiOeGYTi9+K00Ds8BhobD4cSZntJdThqhuazwM7vIMLYwTswvgPr8/DwpDx8/FBnz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\n47AOYcmcrfa16ffjmbyun68n/ztmNnhGd1l/0ZsDJP/sR2mxUeu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c3eBzkMUxbnC6qzTp\nuJid8+bGT1L/0/c8M+/jRi2ygTXp//u8daKF53bXZ1JNNweu9L27cWODk3sksblJADWef69i5MT3\n4fsk0ObrZNBaiZ8pfu5BIHN3d3eo7PvMmTaPK5J6L+UgKnZpOVPgx3tmjoMlhINb/0n39Mnr9avc\nhcTkixk8t6rioFRXXLh5/bklBQaw1WqpUqno8vJSjUZDCwsLIbuT8hPEcAFeXCj9y7/8i95///3g\nQs3n85qcnNTbb7+tRqOhQqGgxcXF4DYkWP/s7CzEa52dnenw8DA8RzqdDgwd749VCgilsKMvXJQS\nlplbUW7BIOB8fznGzI8hRs8ncOy6RuDAjnW73eBmocTK/Px8SB6g8jquT+YXjKCkl7K7/L3oE3c3\nx0HFzWYzsJSFQkFra2vqdDohRhGG8vT0tI+5TRIGPCPjzzyOla0LAZ+rHg/HevB3dAHv8zZ+LjeY\nPGb09u3barfbwWXMOZzHBt1+HwwkSaGsjL/7Fw2sXdeSrO8khiAJfMXX4bgkhZN07LBnGvZ5kmJK\n+j9+BpflrCXAP24zGC4AFwCOJIU4YQAWjPhSl2sE6DcajQDoYN88lspjvXztuzvVWSkfE1+D8fv7\nd4MUNfd1oObPwzWTZEN8b2fN3OXpz+5gGebMXZwO6KRenVOXAzEQ8zCVOAEC/eGeCH5cLjlgi+dS\nPOeTjIRBa2jQ3LyuJYHA+LNhjFySkRQ/c9J317XPnGlbXV3ts2wk9S1k3FeSQmCppD4XjdTrGLeE\ncKmheGLLM2bffPKyB6jHDDnLQexSTB0nDWK8ULEuYhaDezBpR0dHlc1mNTc3p4WFBeVyueAG5dna\n7XbIqKxUKiqVSmq3r3YHmJ+f1/LyspaWlkLl/nT6qkzI6OioSqWSnj59qk8++UQnJyeanZ1VJpPR\n+vp6yOzE2pUUAnzZMgrwQrHJWBjzXgjOy8vLMIY+JrBwSRMeNhQ3RLfbC753t0O32w1V1HO5XABp\nY2NjIVB5bGxMU1NToSI6Y0tNO5hO5ldsSaZSqUDnI3CazWYo3kmdt06no6WlJd2/f1+pVCpshXV2\ndhaeodVq6fDwUC9evAglPXhP6aooMPPV5+Ewqz1WGP6Zuy59+zCMHWeL4+QAVzAAYt+E2pm+iYmJ\nwJqiEFw5Ywy5MeXvDQvn4Q7dbvdaa/N/Y+M9KakTK9/471gxJSn+GDwxZnEbxDzEisWPvQlzcF2L\n2Yikd/R5wRwChMFMwvI7eHMQ53t5Sv3F2ykzQuA+DJwXlcUIc9ejA4nr5mLc525AXcd+udcgBjFO\nAiT1m8sK/uZ+Ls8ciAHM0J/oCd9lJX5mB424PT0+0ZMMAGsO1ByMekiHX3cQIBo012Id5POMdZBk\nBA6bu0lAKmnNxfo+Pj/pXjE+cC+in7e3tzd0vn0uxXWTELNb9I7gmbg+keIB9QnpVj7H+HcukHxh\nu2USxxhwz5hV8udGCfnzOlBzIR1PNFjFVqul4+NjtdttVSoVpVIpLS0taWVlJRSFJIOK+mBU6N/f\n31epVFKz2dTOzk6wQufn53X37l0tLS2FgrXHx8fKZrNaWVkJmaC4C9nO6vj4WOPj45qZmQkUt/dd\nq9UKRS6xEqHD6R8WuLM3fE6GqYMOBDauj7j+EYAR8D4zM6NCoaCZmZkQ9+JZZ1wT1wtjh6XNdbDU\nHaR5hhYWOwK/UqkEwEwtt3q9rpGRET148EAPHz7U3bt3Va/XQzbr4eFh3z6KDj5pMavFXIqBkM9V\n+h4wnCQYAMK+7uK53O32Z3smBUnHcxeFyP2ciY6vHbNtMQvossDjP7+obZAcTGpx//i8GcZAJN1z\n2HdJBsJ1LT4vfqYkpRQrO58jrEHkoQO4kZERNZvNvoxOz+Im7o15jPzg/Gw2G9Y0oI3MVTJL47Ic\nMeDwNZHEDCX1d6x3/Lt4LKVeWIIDDz5PAm3uJubd0SvIPScpnDlzEsK9U/7c7l3gb6/xhn6IXc7O\npiaBNO8XJ1eGzaek/o3/Tvr/Jtcbdvyg89wYGQbkhq2HpHsNa5+Le1Tq973HFiKKX1Kf9RQHQ/vk\nRkG4gnPXaNJCIGbJJ7DHw8WC1QFjjPJ9AfN57Ar173hmqbcYWRgE40I3Hx8fB3ABCweDNDk5qZOT\nE+VyuT5BtL+/r2azqWw2q+3tbc3OzqrVaml/fz8Askwmo6WlJb3xxhuBAahWqyoWi7q8vNTCwoJm\nZ2c1OTmpdDrdJ/DY6w8GrtPpBCDEOCAEeG8HDtPT06EfJAWXKha0u6kRLNRuarevysMQj4ZbxMEZ\nwiRmHgBEHnzMOJyenobtxyjk6Qws8wVhSMYv97m8vNTx8XEQWqenp6pWq3rx4oX29/f7gCvNQZEv\n/jiWxddIHOcRz79YyPu1pZ4wZnx8vnvcGvck49gVha8xB4i415n/1wlP+uRVlOH/9jbMGh9mtf84\n2qDxcWXk/7/KM/o1YkPaz00CNB7fSsZ4JpPpS1pw4OagDZdpXDIEGUM5HzfMvM5ZnNkISPGwCWeM\npJdLfnhzA83BSdyXcTwr3/Pj4UD+212acXKAF9t2QEfjXjy/ezViF6gnDDio5QdZ4uDWXb6DjIL4\n76Q5l9SfN203AYKD7hVfZ1iL3yMOW4nXVNJ5N3mvzxy0+Qs4s8Vvd9P4JHSLPka3DrTiWm9MGM9U\n5F5MJN8Cy2lpR85JQI33iJVVzHQ4+PPFi1LzBerMH5u87+zshK2WqEs0NTWlbDarQqGgdDodMqiI\nW6OEB9s6sYMC997b29PMzIxWVlb0xhtv6OzsTJVKRdVqVZVKJbhpV1ZWwg4CKHUyLhGoXrfOfxOb\nyKJHcNy6dUvZbFaZTG8fQDLCAJPMCQ+MldQHnGIXoisHGt979hgBy2SVIbCr1ar29vZULBZVqVRU\nr9fV7Xb7APLk5KRmZ2eD+xpXL8K/0Wjo448/DttRnZ6eqlarBdYgdse6gPV55iDfP4vrQ9EHCFOf\nZ27EMKfi8IJ0Oh3O83np8Z/EqyVZlIQ08J0zhL5OWWP8+Pt6CZIvOmD7UdswJeb9fRMl5ddLYhOG\nKZDrFGrSucOUrTOxLrfdGCD22MMnxsbG1Gw2g3uUEImkH5h6ZKtvVE8JjXingLjoq4MZByuDgEn8\n/yDQFseiIRvi/+PjHIzFoAzmLWlcfJ17YoCDU/ecANQ8fg1wFscDJrk9k0Cty5GbzpPr5rp/FoOh\npPsM+s7H5jqgldS/wwySJPAWnzesfS7u0diXy+J0EMNiRdnD6CDkkywdrhMzK0xQSX1UMN8nLToW\nitO9vmB4dp8cvpAkhcy5JBbOWUBnLNwdyP/0QavV0sHBgQ4PD5VKpTQ+Pq7Z2VnNzc2Fqv7ZbFaL\ni4taXV3VysqKarWa2u12qJd2cXGhcrms3d3d0C+4BqSrzYvffPNNTU1NaXR0NGy9tLGxobOzMy0u\nLurhw4daXl7W3Nxc2LLJM2gBXQA0hEEqlXqp9hJ9GwNb6eW9YREggESAV6zoGV/ey7e/wTXqJQcc\nvOEKTaVSKhQKwQ2dz+eD+5jPYN8Qbo1GQwcHB3rx4oV2d3f7EjdwSXS73QBymMOwBli6Dko5TurF\nQSIkYyYzTpKhH+JYTgdY3A9lFs93n9exAHIL3T/nt7s+AYexsRW7b1kTX/Q2SDElfT5IeSQJelcK\nSde46fP437GMG8SEJP2ddF9XqrEs9eZgwOOZkc1eqNc3JneWzeuuedKCh1/AVJH45GAG0MYG6jFo\n8yQGBy7eD67fYuXOXHcW3g2bJKBGH7rB53ozJjV4ZiclYrDGD7KRc65LIohdnEl/DwJng+aE61Cf\nS/HvQfMpnlt+XHz+sPkZG8DXze+bgLu4veo6lT7HDeOl/tRmqUcPO70al95gUAEDzh75hHW2wN01\nHnAZZ+vE7isGwYNkWQSx5eCBnzTO90LCsVLlubAkOd8Ltfp7EXPR6XRCTFm9XlcqdVXOY2lpScvL\ny2FvzDt37oQU+U6no2KxqI8//lip1JU79unTp2o2m7q8vAxxbYVCQaenp3rvvfe0tbWlg4ODUDtp\ndHRU1WpVY2NjYasoCvoeHx9rZGRECwsLmp6eDuwZgIVsToCeAzaPp0DwttvtUDtufHw8PN+tW7eC\ncAFkMReIS4Gd3d/f18bGhnZ3d1Wr1UKf4oalNEehUFAulwugjMQGwArPiAt1Y2NDlUolgMHT01Ol\n0+mwfykuG+YZ8xg3b7fb7cs8Reg6M8b8daFJiwEc88qZNF9HbrFjDLnLk2smhS94CRjmP8CSeRS7\nbLmGu11g9Dw8weMKAY++hv6vXbVhoCrJeo+VjP8/TDHEim2Q4ruJEvPPr2uDgCnzmDnDXHcGv9Vq\nhXnjQAw54ttSxYwcQE7q3yTeGSIMW+axA7u4gn8SAcB7sH7dQHEgGq8hD+lJ6lcnQOJ7OaByBi1+\n7tjt6fHLg1ydrrMdjCX9PWyuXTcfbzJfk+ZL0uc3bdc9S/xcSfP7JgbSsPOvfcbupznrU7ZUKqWV\nlZU+tyETJZ1OByXnLiSalwgAeEnqsxZQLlLPwnGLhOO9RpwDMal/obi1gkLhGdgVAGXuGaUIFRaE\nM2ecw339+j7hnKniOpL66G7iFRz05fN55fP5sAExmZVkWfruBhSjdNch16tUKnr+/HnYr4/rTk5O\nhqzOra2tsG8qrNfIyIjy+XzIWPU6TAhJwFilUlG73Q4lOggoJk5ldHQ0xPSlUqlQfPji4iLE02Fp\nI4RwUTIvKBtAZjHbgQGq2JA6n89rYmIijF86nQ7XolQAsXy+96EzfYAPWADGE+EXA6vYDRlnebq1\nzZwA+MRb6SBIndFzwY1Cwp3rhW273V4SQpIwdtYtXlu8BwrIv4sNGGdU+Z65j4uU9mW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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can we do better than this?" ] } ], "metadata": {} } ] }