{ "metadata": { "name": "exploring_the_data" }, "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": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Analysing the Duncan k data with Nipy" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from os.path import join as pjoin, expanduser, isfile, isdir\n", "DIRBASE = pjoin(expanduser('~'),'data','duncan_k')\n", "DDATA = pjoin(DIRBASE,'ds107')\n", "print DDATA" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/home/jb/data/duncan_k/ds107\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy\n", "import os\n", "os.path.realpath(nipy.__file__)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "'/home/jb/.local/lib/python2.7/site-packages/nipy/__init__.pyc'" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as nib\n", "fname_sub = pjoin(DDATA, 'sub042', 'BOLD', 'task001_run001', 'bold.nii.gz')\n", "\n", "sub_img = nib.load(fname_sub)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "hdr = sub_img.get_header()\n", "print hdr" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " object, endian='<'\n", "sizeof_hdr : 348\n", "data_type : \n", "db_name : \n", "extents : 0\n", "session_error : 0\n", "regular : r\n", "dim_info : 0\n", "dim : [ 4 64 64 35 165 1 1 1]\n", "intent_p1 : 0.0\n", "intent_p2 : 0.0\n", "intent_p3 : 0.0\n", "intent_code : none\n", "datatype : int16\n", "bitpix : 16\n", "slice_start : 0\n", "pixdim : [ 1. 3. 3. 3. 3. 0. 0. 0.]\n", "vox_offset : 352.0\n", "scl_slope : 1.0\n", "scl_inter : 0.0\n", "slice_end : 0\n", "slice_code : unknown\n", "xyzt_units : 10\n", "cal_max : 0.0\n", "cal_min : 0.0\n", "slice_duration : 0.0\n", "toffset : 0.0\n", "glmax : 0\n", "glmin : 0\n", "descrip : FSL4.0\n", "aux_file : \n", "qform_code : scanner\n", "sform_code : scanner\n", "quatern_b : 0.0\n", "quatern_c : 0.0\n", "quatern_d : 0.0\n", "qoffset_x : -93.0\n", "qoffset_y : -103.418151855\n", "qoffset_z : -45.4796600342\n", "srow_x : [ 3. 0. 0. -93.]\n", "srow_y : [ 0. 3. 0. -103.41815186]\n", "srow_z : [ 0. 0. 3. -45.47966003]\n", "intent_name : \n", "magic : n+1\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "hdr.get_dim_info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 9, "text": [ "(None, None, None)" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy.algorithms.diagnostics as nads\n", "\n", "tdiff = nads.time_slice_diffs(sub_img.get_data(), time_axis=-1, slice_axis=-2)\n", "nads.plot_tsdiffs(tdiff)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "[,\n", " ,\n", " ,\n", " ]" ] }, { "output_type": "display_data", "png": 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jRzL2r38xtmgRYwcO6B9TcTH/3H7xBf//hx90ty0vZ8zDg7GJExnz9mbs1i39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GLSw+7eNpoqYGgDOo1dMnGL7R2Zx3c2Ec0c3a5D0XJZeSmNMhyhihG6qQSxLPRXptCjk1w4eRav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SFLhbldsYB0ZuyRIxSKoFpahsPRB2trim0Vm3SdPk1jrFSGvxx0KXWiTrt21VvYHT9u2pIu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\n5OTkKN3W1NSoDHyNbx0dHZtdt5QQbevQYCdb60ldRcrLy9vz5dpFR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4srV65g8+bNAICV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\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "data = sub_img.get_data()\n", "print data.shape\n", "std_arr = np.std(data, axis=3)\n", "sagittal = std_arr[17,:,:]\n", "plt.imshow(sagittal.T[-1:0:-1,:])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(64, 64, 35, 165)\n" ] }, { "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "output_type": "display_data", "png": 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amxzKfMtTGrXTfY6nNbItddvmfuP49HOO/fKzFh4cxhIAUyBsCZqc0OE4dF+e\nkw8r/aDCaX+aaFp5037nuacE2Ox0ASyJy89WodlpqSxtV3PCQIadYhNaCs8B61yHn2IgUp9l1Ycb\n8WeB9XCokisjFkcdDm8DN17p8cwHNji80+IxVniMDYoE1g0auO+06PdbwHWI6x7xATNNyy5Yph0A\n53cB+xB04F4bgSaSRcaGTekcsPDihNSCotLqXmbTVZHYuqOt5G2kxcemAdoNqTq6SKDfO7oHR6Z/\nzFxjSaBaFoNJIHx65sVFVo/k2LVeuJMfjKhIkPieFkQ9CKwRSWeOQELGsRAqgLKi3Z2uIMuVkNQ0\n/HUcV5FQCQWFi8CueSHfA3YXivnrQ5LEyLFh9acxNwaCFwmfGztyQd4iXlNx63GScwyyEjNkGeR4\nn2LpY3fttAqI/V4MqNk9JZUIYAOaVdk5SafveqMBN8DYam5uajVHmmuAtJiujMuKx1LXWC4nZPTl\n1bME7Rq+iFgcrXF4O+KZVzvc/vEGN15fY4k1SqwRsUGDDc7QANc6wHfAukN40AMlW0poUzAn7iKv\nhU+ADeCaA24AOIvAcRjY9Umf9uMUiYU74CgS2J9i2KvDpLHy5G/PAXuRrrMWOIkE2Jsz4OSEdNus\nc4+s+y0Bt0eA6EvA7wFuQaDO+Q6cf2aoLWzQlv9HkcEEkK4mQPaBAHu7rpzqrGfQ9glzC9oeXy8o\nb33y49O957pPqpBtXKwrl2aWvHrL54Z7DMcfcD6BvFpNAhXU89j4GGOgY6TDmrXIfqVZsMW6LVI2\nthjI8TNGWGtHU6Cty5vDJ52vXN1dDrSfMsOWzqp0wAYHC7Qls2b9HcfBaXsjDg5vCRD53uokumPk\nGkaGk7ouPThyYaXjgWoxawnUCaxdCZcAu6gClkcFjp6PuPlqh+d/coPn/rszlFgBSY+9wgbHaBCr\nDli3iA9a+O906AuuW9Ee26qR+fUgyw03MOwjEGA7AOsIxMSwH3fElPccqSj2Ivnj48R5TPHCYeWA\npVy8BODXyYa6AZoz4ORx0mUrMHB1OpFvAbgSKPYAf0jliJEYsOOyMVjLHY0aWCTDlmqIZJLHDLsI\nQBGHdFiPzf2TGXZVAXUN+MUQ1bZaA7Z66y1Yp8XJnQ8/MGCvRd45r9LaxbIBl/3LGiPs9Ni07mPO\nIhn6ADDJfvmuF/MtoqAJlGwj7Xr1m4UBU+XRGGIJFqmztupuLK5p9wM6D9uqKEuiTkkwrYOzGJGU\n4rLxZRjISwFqAAAgAElEQVQof7KSx3SZOo/yPT9zHkvxXgocebfCS51lClcUgw403esC2Cs77JVr\n7JWn2Cs7HN5scePFNW48u8bB4QaudtjEBYo+4LA7RezuYq9f49nuAU4eVTg5LXDcFDgJBY79HrrF\nEqiWBCxVmXYgRqDpd68QMByVyotqBbYLcE7UfYgE3mcOeJyKtvDA2pH1SASB/57bGlZgk+q3BXDq\ngXUF9EuaESwC4FuKV14ACYrQDgc6se11iCk7nC+2e44YNr94DHbnEky4bRg8U9ljAEIDmiqk57AG\n4hqIHH8AwoZYfhsSyNe0GWjncsbSgQQ7+eEHXgSTH4TQ9t8Q+bdY5MWZ3nmXY9n6d+7v7EfP4HJj\nnv3nZtA5YMw5CwO0u2id6Lzo9zJOp541mbPdUwZs690Yg85JfMAG6xxgaxahQXvqbnWUXB51mpIB\na52p3oYsWZAul8iTr0n/uVgQmNYL1IsNri8f49nFCW4uH+Pm8jGu3Vyjesmheg6ojhxQe6yxRNH2\nONocY3+zwq31ffSbAvcfHuHu6TXc3VxD7I9w5g/RLfaBgz3gYAEclLRI6COpNk5auo5bAmBXicuB\nzgTBANbMMnsQMJ91xERDJMDuPQFV9CQYthtCI832WwCnEWgSYIc9Cr/0QNHQhpeuI/VI7FJ19gSW\noUhriT2l12PQMQPYZXSsl2H1g1yUBAYhXoDAEZTnmMCY7RJDO1x8PAH76RJYY0P1FRa0yNjX6blI\nWXI0m4myD7I6hAEb4v8WJGwaIM2iBlCULJvLIe9P4jRb1E6mqddDLgLWFqvO5UOGs8bXGKHUcVl5\nyQmo3F374+d5QM3u+wjY0lmF0GA31nC5SpAqD6/eacDWoJ2ryBxgWg2t85uT/JIVMSvbGgwb5ZRp\nGwy/WAL1HrBcAvt7wN4e6v1jXD88wQuHK7x8eB8vHXwP12+eonlpD81ze2iP9tDU+9jEBRbdBvvr\nFZanGyxOGyxPNvjuw9tYnr6AuPFYhUM8KPaB5SFwVAM3KuBGCdzwBJL3e6BqCQw3m6SSYLYHUnf4\nZNnhomDYYSj6aUzPCbD52NQCBNjeJTtsJFtsvnsgVAS4hQeWNVBu0nnWDRA3pAeOkQA7JNM/Ztsx\npcsse1vXXL8M2NJE0mEXaNgfG5ZjAOO4xtaMLwRs7b5jIOANgYQLNmlBsQLCPhD3Ur6S5UpwomvJ\nvsB9ic+AcdjdzMRqGnkEAquMNGBaY5DrY66zyFYuDikg9XiU+ckxf4uQQfnJpWk5Pd50mFzYKYDN\n1d8YeM9zT4lhWwDInScaz7rBcqBpAb81ZdLxToH1WHrsZB5lB5SDi8MwG+NNFaxPY6YtGbnME4eV\nVwkU+3T63d4BcLAPHB6guh5x/brHCzfWeO3GPfzY9bdw4+YjvHfrJt577iYeHnk09QE2WGC/W+Fo\nfYJnTh7i5qP3cPPRQ+w/OkU89ThrjvAgRBR+D6gOgMMSuFkAtwrglgPKCJSBWOxmAxyvsN127YDB\nxE1Wh6j/PjHmEMniY+UJsJcFqUGWjmy3eb9JGyn6swisYtIBV4NpXLUE+g3gzqjO+0Cqkj6x2tAQ\nYLpkfhejMTkSx/5tgVirv2T/ZMAGPcfEomND6cR2SCfXVbbrgRW2H0uIZQJ3Tkr3Qa36WMA8rnZL\nAtiCpITdn6eY8VxnjVfdn3VaY7/pMQ2cr4dC+LfuuTzK+Kxn7X8uOOcYtfRn4c8ctj+4pwjYFoNl\np0FbvpNxaFCE4QeGHxl+SuJq6wCrTHoE8qUXUvh/BgH+OjjvFNnuzxbx6bqSgzTdi32gPgT2joDD\nI+D6IeqbDW4853Hn2RVef+4+furZ/xfP3HyA71zb4NtHHt3RPh7WDuu4QNH1OFof4/nTd/Dyo+/i\n5fvfRfmwx/r0EA82z+O7IaLw+8DiEDhywE0ALzjgRQdU6ayNpgVONkCVvrbiAFKDsD0ydtm1Y4Yd\niVW3Lvnz9Emw6yAwXrjBOoSNHTaRLEMeJTa+TMyaq7RfE7j1ESg6wCXAYnbrjD630w320u8M2KzD\n1majUvcqmPj2G5BNEhyn4jfB1mMEHSebLEFcn9oVxKq3wlzmUfcFOVvjA6c0uPA2+DY9S/Mba+xp\npwF1jovqkvFoNi3By8pHboxqhs1+pfXHHMEzt2xToG0RP0swjvm/mHtKKhGrcTRIW+Y8c+OT761K\n0NItJ+n0VFh2CiuPVnkswRSxazomd6ZJv94InxgrFoCj41BdvQ93sARuVHDPFXDPObhrBbrDBVb1\nIR73z+D+6W10vsZ9dwsPq5t4vLyOk/4QZ9jHSXuEh+sb2D9ZY/moRX2/x/1Hz+HR6Q2ctYdo4hKx\nKsn8DCnbawAnoB6zcnRQU0yLnnVPi4wBZMFx1gLHG+A0AOuOdLYRpPLwqe6iS9WZ6m2TLEk2IMsS\nH5JJsRtwpnSpilLdsO11X9LFlhWxIEFQeGw3qnhHl8bfAADpg74u6YddSfmLoJlESDOKKAGPQaPA\nYAPNAG31m/R/FNvgt6cCaoGg+wSba7JagwX9CoN5jeg/zlMZ/ALwS8AfkHAM6RNooUnJacsJ7SxS\nJN+PhbMua2znxoser7nftaCwxjYMv1p45co0JUguKtxy+c7Fv+ueEmADQ2bk4o02y5sjyXKVpv3l\n/Ei/ms1K+1Z+BuxzjXP51FM3YLDZlYNTWA4A2D0USpRjq2JYguyK9+GWNfy1Gv45D3+nh3uxAZYR\np2Ef74Zb2Hu4Qnjgcbg8wYMXbuBBuIH3iht4eHADp/EQ97sOYV1gfbKPhw+fwTv3X8B3Hr2Mb519\nAO+2t3HsjtDV5YBFxxievQPuF8DjmsC5iKTO8BVZOKwD8LghffMKRDYbEAAWZVLhx9T8cWj2LhCT\nPk0LZI2jBca2GFj4oRuAl5tli19JiPSeQNOVadNNOXy7sSrsD867Gtsvt7sqCZ9IjL1LbLhnwGYA\ndeKe+4I9O86knkVas0D5LNRgqDCwZN5ZJE0Rxd2F9DWeCij309ppCbQroOMrgg66uigxys1aNWnR\nqkkZ1hIAui50nHK9SgnB7F4BnaYmiDJtXTbtNH5IISKf9dgfC69ncNPuKTJsS7KcozrJTVWgJfVk\npWkLkjFBIMOw6kLqNCOG4y+B6YrVbJkHK8/veZDo7ztKnbeIxxUEKFumdAi3V8AfeRTPehR3AooP\nbBBdxMmjfdx9eAvxkcfJo0Ms/Rpn/R5Oqz2c7S9xenMPa9SIncd6vY9HJ8/g3YcvYP/eCveOb+Gd\ns+fxbnsbJ+4QfV0MWHSSsnsMYrenBXBakX7Ze/rUVpGKuQr0BfKzhs633qQrFANj70PaMh5Ap/Ul\nYFyDEtpiUkmLcK5MqhInmK8bqrV36QwRlwA7mRVWNeVtrwb2K/oEGe+klDsrfTVcRUVlCiHJ2NRW\ngduKgVMuUNbYtfqxzvaQ1kCanFjALdk121xDxMMEQPfZZKVTOPoK/WKPvl9ZLoCmAjaeBGPoQIu0\nOQKUAyjdR3OArS+oeLQ/y0hA50XG0YtnK88aOzTu8OxCY8WYGyunFFTAoBLNhbUEzQ8dw9ZSJScd\nYdw5Dh2n9V5XlhVedxapK5ZfYpFTJ0sHaDmLYXOe+FxkWXZLIrNL7NUvAL8P+EMig9ciimcDyjsB\n5X/pENuI03YfeOBw+ugAd799G2Xfoq88+kOH7hmPvnHoo8em3cejdUB5ElE8CijuB5ysjvC4vYbH\n3TUc4wh9VQzy5SRdQALKImFSsgZZ1kBMX2vpO2CVwCuUyVTNEfiWqbuxiV90NC2PkRgfkk13G2hh\ns6zTIqcjdlw6Oi+E5WfnBlLbuaQ+SQzbl7Q5ZbkEjhZ07S+I9Z9h14jCF8lCpSAmWhaUHwdsP2PW\n8WyI+wkzYAZMCdKsP24xgIskJbof5vqQVIdoSxB+LjH01QTmrkzZqugjw3sBWOzTAq+LqTxsSWIR\nEM1iLVXN2DjIMWzNfrVfHocWuEmnZy8w/HDcElM0UeT33vCrXS5PErg5b1wWiUMWOP/QAnaOUY9l\nNseyZaNr6SqBb6rwGqw1YPP5z1Kw8MFAU3HKuHXDBMOf9Ks6IC/k+SUBdnEEt+zhr7Uonm1Q3WlR\nfaABTiJOH+zjNBwiPvTAWx5uHVEeNChvtihfaFA2DQp06Loa3bpCd1qje1iju1ej7Sp0KNHGCq2r\niGHzmpU846NP4Fn5tJmmBuoANCtSkTSBto03K8AtiekVZdIlp8OOkM7MYLO/7RnVPZ0T4jraMcjb\n0quCTv7bd7TBhicorFtnLGWwjl4w7AVwuAfc2AeOloMenrtQC8pjKS9P9txIeeuSlQkCdqxDzoG1\nBGZOgMFFr1lYfUb3JQ3YHDc3BoPuPgbm7ZIsSWqgZUEfNl5yXSewbqTU0k6XQfRHPQO8FMO26kCq\nmtjfZQFOCwgZn8QfXYYxsNZxyHLqMnucr7cxkvpDAdhRPVv66jGwtqSxjtsAuFGJq+OX/2szrlxa\nczuM7qSaZXl1ybB858GqTLliC4SejAy6ALQd+o1HsyrRHi/QPlqgebAEzhwW91ZY3E3XuytUBw02\nd/ewub+PzYM9bB7uY/N4L6lnI7bnYfhud22LjR96N5jfRY/tV8zREcsOfjgtzyeVhwuAZ0BzoIOQ\n5OJbwNZumfuKTyx7mZguf0chxN0PH3SRwB4Rg8meaE/HFzeLeA+/+5vEx+jSunMcyjBKOGS7c2Sl\n8muxWblN2+orOi0eQ8y0ofzLvPgk8ItU3rSxaUflJ8NowIV4r8tnOQ3m2r8mWsDuGNBgJ53GA2v8\naYDWZdDgr0nSWJlk+jlcmsrvk7vvI2DLxTnd8XQnkXdZyJxqQ/rPPY9VUK7S5eIg07i0cw1rDAuF\n1gDR8VvlsnTrWlrLjpsWkmJBQJg6TzwFwn2g+06EqwPQB8TTiO6bPfq3O4RHBdA2iL1DOG7Rv9uj\n/VaAK4HwGGi+7dB9G+jfBsLDVLQQiNm6dAiU60hHvXaD+iGC8tUX9LWXJp2C1/uUv8S4fUybAJkx\n9UDckFohuLQBJlKa2+3hUpBV9M5VoHNAkmAoQIuchQBQNqeL/GmvVJ+BBBlWm2RI0dMXa87K4VqX\npNeVpwa4IcvnuMUWTHn9gc3npGKc9TWRyuJYv7y322ciP7NAln2uUXFy/5NqGbYOYUnGNv7pE/I9\n6NiAdZoddAE426SPOXhSVeEAtnBgoeDEXc8OdB+3+rvs0zk3RZZygDqWD0vgXIzJngdq/t+Ldxi5\n5+LTrH5MmJ93o4D96U9/Gl/84hdx+/ZtfOMb3wAAPHjwAL/2a7+Gb33rW3j11VfxD//wD7hx44YR\nOqhniy0A5ytP/z+vIOfDyymP5bSujMPIRcEmvZPf3NvOv43wubwAuw3Ov8mLGTXfE9XbgnXq1BGI\npxHhXkRfRqALCMcBcQ303+3Qv+0RHrl0fIVDOO7QvUuHEsUmorvr0N0FuntAf88hPgTiCgnsWpAN\nc0P3LiRrDZe2jSdWHWqgS6DKH9Dl3Y1VTQc8eZ+sLGL6Ukw37FjsXZrB62kx1w+z4Iri9MXA5ItI\nbN2JRb2YNqtItUOMCbAj+e03BNCbBV3rBX0MuC1VPlJWpFzeNiMPLFaNMaBpsE5C3/GCYbJ0QSTB\ngpT/yPEwYHPcHJdeHdVCjS8GawnYPX1ebZXUT02fdqUmwA4L7JISvWCqpVeO3Vp33a4WMx8DOj2m\nrJmM/E37sdKcC9TSyXQs3fpUefT411jEGGWtFdhuTPThU5/6FL70pS/tvPv85z+Pj370o/iP//gP\n/NzP/Rw+//nPZ0Jbej3rspyeuuQuq2F1HLlwVviAgTmtMKy2pc0hOwzbAuucJNdzbtlwzGakiR+D\ndkmDj7cqJ6CLZ0C4H9F/J6L7z4j2GwHt/xEGhv24Q2waxL7ZAnb7rYjm/wQ2/7tD8385tN9yuwx7\nHYBVSyzs7BQ4PQbOjoH1MdAcA90xEI6J3vcr0oO2HdlPr0Cf7EJJC4X7S+DaPnBQ00aXMoFadwK0\nx0B/CoQV6HAkWafAjm7YJQbvPbHs0iXADgR4Lu0ulHFEoR5pO2DdACdnwKMT4MFj4OEp8HhNVizr\nfhdj5TcAspMobi8W4Aym8rAlwbCxANw+aGfQdcBdAx07uI/hk2vSxnqMYbMenQFbfmuTDxhPgN05\nWk9Yt8DZio6hPdtQezWJYcf9lA9m6DwbKI1Lq264LvRYskBKqj2kmo/jLWADmgWyOQI2hhW58Z5z\nOSCWZSmwWy6p1rEECrCLAYURJle2wY0y7I985CN48803d9798z//M7761a8CAH7rt34LP/uzP5sB\nbc2wdYVqZ+mKxipXF06Gh/Gs/Vq6MquBc3cYd+301Ek3pNRHMkhDPCd2tj1qk+KIp0DoIuJxRHg3\n0Il1ISJuHB1lsQHQRsRADDu2PcKjgO7tCFc7xNaRBoHPJupALCy2oAjOgHhCrDt4YqDbbzymczxa\nR6oRl0z6iiKZ3hVklXAQgdUZRd71ANZAd0YsW35YwASFpLPfnmWtVCI+JJ24OLg/yq+txJTHZHXS\nBDI39KD/gwMdsLTY1dzJMclNc04lImdhzJD06XgtCRsUgGPAPkjNvqHZS2SQZ0sPqRLRahYGbFaD\n6O3p8qopmj5tye94AXidurejNg0cVn7dXfbRHCuW5nRjhIud1k9rNcmUuiInCOTz1Gx3Kg3LaTzS\n78b8w3jWgG/lb9pdWIf9zjvv4PnnnwcAPP/883jnnXcyPv+beP4ggNdwXspxJ7Uk61xnSaUpoLca\nUA5GuagzNy/WlE4z7FzDS3/SWiV9Jsrx1mZHWpF1pM/9MZOUwsRxGSi+sAqkFojAVkgVSWXhXXoG\nAVzoCcFDA9oVx+ecJHUI60z547x9MjXzkQgaimFn90HSKzRrsvhAm5h5wO5ZzlKHzwJLsxA9rQ3Y\n7hjUumuux+gorU5uaGGdMW/rDoP6Qx7JoZsv6j7CeWFBq9k1H4bF4JpAO4JUI1GWR4KXbDsZJ4M7\nsGtSmBg1LyQ6ZscxlT8JgMgzAbnJRgpIdrIvaWYsFznHwBo4r5KQcUng1nGNzZbnuDHgm4pjjNzN\neZeLy2LYUlj9R7rOTeVM90SLjs45OJfL/MfEs2QjwK7i3tJhcZid1Ax/cyQeP8u05JTG6ji5OKac\nFZfVefk9TwW5EfmskT1sP4zoD5JJX9qBx+yPz33m0+cADMealuR/e05zwNYSA5E2USyqtAvQEbZ0\nHmgroF0SM20j0LdDuMDWHAyA8pNUJXa+9sL3kMoW0yxhC9IsNFkFJQWXAMauBDYlsCoHLD+LdJb2\npqDft4KI21TqNQrsMsd+EH5OWIhIwsrahW3dBgL+rVWL7GuFeNagzjOADQldHmpR2kiukz/ZH8VC\n7TmdDAsJbgMWup5MJoueZiBIs5++IKEaFqCv3sj+x/FbRyVYlktsMqRPmZR+2EmBK9OU9ZMbu2PE\nx7pL4WIRQPks60DnSQrgi4576ay+LNPWmocPAngVQ/1/eTT2CwP2888/j7fffhsvvPACvve97+H2\n7dszQ+qCawDWDcWVz7/pqRqw29jSr4xDS3kt7dmvpeMaExKWs+LTaWvAZuFVYvh6bZpCuwTWxTJt\nIimGHYVynYgP7Pc+gXoFeP5eYKTBGhL4RKQNJRXZ5+57mq03BZ0zvV7SWR5rT9Ppvkl6k8TAt6oH\n8T1Def5KLNO0m6tT6y1lHVmmGMygAy2cNYFAGiAd/jqSznzjE2BLcGD1AoOlVedJxcLmfnJCw1qF\nPVGvfSQBtgVsiDh1PxXtHjtsdexunfIJEIBLVUcv6odpPjNaCaIyfrHo6TyGT45VdNKh87Sw2JRA\nW1P+e2BXJdmLuOS6DLALuHxFDGs5XGZrrHB4rdfl9LkcubGt49L+58xetRCwsEDjiAXmFwVrnV+d\nb1l+Bu+xWcF5d2HA/uVf/mV84QtfwOc+9zl84QtfwK/8yq/MDDkGemNgrf1pCchhxiS1BGlrcUAD\ntgb/izSgZgFS8usFBnnVGACbv4d1QMDLH2ytCgIWxkuAWKBLdebcsFuvSFPkXpSJtyFXBbBXAEcl\ncM0D1x3tgjur6Jxq74kVug3gVmksp0OQtqwsMWs5zY4pH9ElVs1sOwH5dnu1ZKERg+qJ36erq4ev\nzfSOQLqFOGfEpTQZ8ORCNy/kKQG+/SJOYqfS4IIZ9h6SdUtM56VIhs39IKeHtBi2nAInhrrVYQfs\nCptS/K8HNAs5P3QA72kH6aIGlmE4InudZlqoBLuWqiGW+NYKK8+GanFB1Klk+ta41rpqCfB6LSg3\nJi0GrC+dnk4L6hkinCZ9Fqjrcs1xVj6BXcErBdiYaum8GwXsT37yk/jqV7+Ke/fu4ZVXXsGf/dmf\n4Y/+6I/wq7/6q/jbv/3brVnftJNsRIOxVRkSMHVFykaBcbfilIAt9XZaUGiw1mnn8qvj0PFJ4GBm\nLRl2gWF7MS9QHQE4xPZg/6qgL4zXbhes+5SW8wPDLpO1hqsGfxEDEy89bX459MAzno5PPfPEvBms\nuwWB7PYsjTVIPy6n5AzcxZAGA3SI2H4tJcrdehKg5QKeBOseiD0JmwZkNrhJTLL32G6L71L8WwCR\n7FHqWwW72QFs7G4k5HW4ZQreRKAKg1XKFqAsINVlSKu6SGx++1ti3VvVAuv0terDsivUdRYSYNdA\n3dFi735MgigJyT6m7i715MCg4rBULyzFWHrtpfeyrrntcwzZYr1SmLHwKzJh2em6lc9ShSRVMJZ/\nayzLNGD40UJ5jssBNrCrJrX8TrtRwH7jjTfM91/+8riexXaXkVgahGVFWtMrK7wOJ6d4Y5Ur8zkX\ntHWH4k7FoA3xP+eH9Zs8F5cM+0hM2d1Awj2w1V23URANwbDLdP6IzI5L4SpHY/EIwDMAbgE4KWiQ\noyJmuQEQEtMLGwJIBu/tKXG8NVoIwJj05hEYLEuk3kGyCh74knX1gz8+I8Rxu4lBHqWw08yNZwEQ\n7cFsvqT4HOt/MaxDMljzWdybSNYlhVSJcHk0M9LAwmXjWYDUGcvFSZlnCRwaSHU5UhquAMoWWPSD\ndU6R6r0rk2aI60kuagYMAkOPAQnY/AVkDda8iJkbI5aTdSMFNYe3Zi1W3WrhIse2F79r4cpl49+s\n+CW54/F7ETeFKVp/Px+sgad6+BO7qczlQFP+rhmOZu0yrAZsyXZlelbjReU31yGj8bs1LUzpVwXc\nXkXXMp0oV+wB7QKxrRC7AmgLxM4NO/vKpNfdRKBJuxA7B/qkVD2A7dZu2aUkA859pqsD6YJPACxS\n/JvEYuHJdvqaI2BfOYovFLS78ZxOMgF4n/Sma5fSdsCqITvgpgW6tLnFhcQ4GTgrytt20ZIvBocm\nVa/US0sbVil8NfAzi2VwSAM4JssJ3kbP4FykeooAug3ZLzdpl+BWVy6Bq8GgbwYGyw1JDFjFIZ0G\nNz37s1QEsp9xGQGaibR0fst6Tf2g6Ogc8iaZVAZWfawwWJxou3/Zrkwi5Gw2tRlqDGeXsBDQey2s\nMWUJBhjv5DiWYKl1+RaI59Jgp7FgjKSNubmEU+KSxiLpfigBO2aex5yeUun4YsavdWkADcjHqRvc\nik92OKthpESXwsLD1QXc9RL+Zg13cwF/swYWS8SzBcJZhXhWIpw5Gl99IN1xH2jRrw20IaSNBJKB\n2XmB7SH8viD26CIB9nZKH2iAt5FM/R4nMO8ihQ/JNrouSa1SO4onerIiaaSpHQ+Ujn7vHemWGdMC\n6DuL6w2BSd8QYCMBtq8GPbIDzn31fAvY4MhArM4bF0R+5CCWq7MMcAmwA58p3SfATgM+xMEccNXQ\nxps2Yrv1fpuWtJ/ntmdwlkxN3vm97A/cRyTAlyL/mo1J5sd9oqW69mndwKdNQZuO+soWsOUGH64T\nh/OCohbvdNoL9SxnCzx74DbLMWMN6FB+rfrrhF8N3lxXUHmWd40FOh7pcjPpi4C5bG+dviQ80u+0\ne8oM22qonBtjshb4TwH2LmjuDh5LMufyKAdfrlPohlKsqS7hb1Twd2r4lxbwLy3hDvYQHtbAowrh\nUQH3yCM+isliIxBjWnc0ELs+bfNmhp0GPJ+9wdN9Ztasf3XpgKY20FTfJUGwDvT19SpZGfAGmBoE\nAJ0nMzov9YTAztQ/OFoE5OpsQSy1aXYB2wHbc6f5ggd9mDZdvH17R9ep61/euQ00a5Ntw23BgA2K\nO7bp8KgEfl2g7duBZzOB3gUtGHqRjgRcvmTaGoQkeZDvZHjNsHV5EmjHnoTLZoPtZ9JcQey66ei3\nLWDLDy2wKkrqgFlYSIbNaQHDWguD+h4Gy5F1ypvctarZr1SHSSdBXY9jy6+c1ciwsn44Du0slm3l\naQysL8qwc+xa/z6Ni08JsC2AzWXOqihLEucqdAywrUvHOzbYc+F0PuTvcoAKhn2tgn+hRvHaAsWH\nlnDXlujvLYC7FXCvQLznaEw8ToDbdgRqm5bAOoBAMrDlRZHYtWTYSOw6mZjxQG174CwQ8K8DcNID\nhz1wFGlBsi7oeeFI7bJ2tCjpLMDuMCx+8qtI6oW+Ga4uLbb5AvA1AXW5R6ogV4DOMEmfsNphsEE9\nW0JYtoNsD6nnTu0QE6jEHsPu0T6BdZ9smbuEPX64tue5sHpF2lXyx3B5tsOn4El1gc6/nB3IPGrQ\nZqeAmp9DT3ULl7Q0gQR23xJY9xKwrfrUgC23p0vAlkxcfkyBP+gQMRycJvOsQdsaY5qJa4EmhZas\nQwusNQDK8JpEBfVe+7fc1O/sZ4pIshsjh+fdU1aJWAxIutw0QoaRcegKGJNkeqBYknUqjzIOazpj\n5eW8SgR1CXejJMB+fYHip/bgbi4Rv7tAvFEhHBb0SSwHYsFtD5z1QGhpit4z+LDtM4NpOntDMuzt\nuRvpjIrYUHxdYut8kFIX6KyOg4I21VxD2h/hkwWJZthyIPbCrDeSesFFbM3X+LyPyIciucSy94Dq\nEFLXBpgAACAASURBVNtvKUZHKgknD/6XU21eSMy1s3QMLPLiBdE08+AdjCGpDpy4ogdi2mnK53Mg\ngftWd8+qBdZdM2Czjlcy2jFho9l5iV07cmC3L4q4YgLsPgl2xwudbKXCMxa5a9caR9KUj23r9WxS\n55Hzzm21UW0yBdYQ/iQY69mIHK9STSTTiEZYC6wh4uO65PE8B4it5zG/FsPWwmQqrsF9HwHbykSu\nweTvOtxc6WNJLl3BsgPIBpKNbnVmiwUE4znXAGrKGyqgqxGbGnG9QDytgcUCcVUhrkvSFXcu9c+Y\ndNgdAXbfwJUevi7g6gBXB/hFQfgCh+gcAjzltOPwKQ7u8Pzlbgm4635Qu6xa0t82fTrdDaR+iaxb\nNTog727cghnrRRi0lNUD76Bk0NzuxLR0nbIOtSCUbF+2T1TtLcGPo07xb7f3S5NFKWglO7am+Lrf\n6H4lbZ5Z0LNO3OG8YKlSHqSA5Euy7ySsuf536sGy47b6Zu5gJw2i+pIqCS4LCytub63a0heHlelK\n0LbqlcdRid3+kcMNGZ98L+vDYuJTpMDCKsvNBfZ5wP2UddgWW8i5nJ8cc9adzbrLTi8bUuokrXzI\njsvxWKBtTeUki0r6wbZGOK7h7tXo36pIf3y9QrhfIjwoEB54xAeOvqF4Fklt0fZJz9vCLx2K6x7l\n9QLFDY/yukeMJbqzGv1ZRHfm0J95xI1LeMmgbQnMlMcOpNc+7oCiIfBtA/Cwow/jbjzpy88JPs3C\nIgY2J7eJJ6CKkQRG6GgnJVbEsLs1trsqt18WBwamzAwwl7YGCAYDiPYFdoFYL6xJf1wWjo+n+9o+\n2hLkEvjlyXtyRieFuP6oAAM2gzbnuRC/s3/ui5p0yL7HYTXbdDi/A5UFLr/TQrET76IoV4Fh144E\nZV0fUoeu1ydk3vU77rNS0GlyFY1w0uUA0aoXXfYcaOfinks0x+I4734ADHuOk8x2LE6rYnNgzf4N\ntnVuWqXT499lfBbD1qAtmTx3tAqxrRGPa4R3CaxjqOEOK4TjAuG4QDz2wLEDHoN2Hq4Dsd2eprl+\nCZQ3PeoXHKo7DvUdh9DWaO9GNHcdcLdAOC3pvOftGdQY2Oy5+kuAvQ7ASUdg3URi56cdcBIprl5t\nQ99hZ9JSoBd3OXBT+iGZovEuQOeBfiMAWzJRrTfXul6uY23fLKfOkvUzQHnxzH44jAynQarDbpvL\n/qHZtAbsqMoj9cbyqjDsJJWALQ+u4gvYBUK2pnAirARCi1BItUMvwgPnx5aeyfDFgF2r97JO5Lnh\nG1WXMl65oGsBNtdFbgxaQG4xaH7WM6M57BrCb+53GW+ODOr8jLunBNg647kCwPh9TCrqSzeSjEt2\nUK2fk8xqjLEH9aw7iUyLBwBXMQNEDTBg36sRY424qoC9GnHtENYecZ3Y8QoDYO8wbKB8BqhfAhav\nA8vXHcKqx3rfAbFAOKngY0S/Edns4whguwGwY0dgfdZTuE0ga4mNB3ouizwzmVnvKsXNoLE26geU\nB7Ydjj6RQJ+AWgO2tRBXGv8zGOiFOtkX5NReAiYDjNQby3AS+CXDtkCB+5HWvbNJosPuLMECa8mg\nNWBzfnlDy0FKlw+UkmBn9WNrBqjHJAtK/k3ORKWZJD/LtmBzQAvQW1AfqdLd4fz58hDp6XrVbeew\nKxCYFHAcGsh5TFqMOUcE5f+avcv38q79TIF2Lg3bPSXAnpeZwVl+505brEEk48gxbMmu5FQyV/E5\ndq0bUE/liGHjmMDandUI79V0cE/vkhrXJa1AJHtpybDRwu9FlM9E1C9F7H0I2PupiP6EBk84KdG+\n28PFOIzhrZ5YsxVRJx2AGGijyFlPm1+iS6aDGEwIzy1OyUHK7I4XoIx25JP/XJvGYaonXhjjhbId\nMJDplcbFU3jJEq1BmxGgWxYtmTwwAIVcsGOA0AxbAnaOYUsmy6oeC7ClaZ0GbP7c2AFoZZj7HTAs\nhAK7AOXVs7xrhmsBPl96AbjD7scP+GMKwG6dx1R+nqFZYClnQTxu5HiStuLcL7jPcf70wqoEdI5L\np6/zwc8W3uj+rEEays8UaOv4pln2U9Rhz2HXlrMqxZpCaCnHd93IPBh4gGpGZqVtNZRmWJZzoKMv\nC9qIUlR0tGmxQCwqoK0QjwvgtCB/smh8/kT61BfgyPKj8kAd4BaRzsZfRvi9iNgFuCrAFQEOPdD3\nCT+1WiKkqnEpjZSWxqmtBYUHbTHnYspZCtdlIe5aGGoB6weWvVN3FlOS6ck05SXMGs3ZEzvZXrIM\n2oxOh7WYtgQ9YFenysDTGhdP4zkOrVaCiEPmVZdbm/3JvOvFWXlpVVKBYTbA5exEvByG88wCgQUQ\n++U24Gc3BN86YU3Cn6PbOVOGZzlWm1lESqsbJTOHEYf+X5MWC2csJ/uFM56lHytcLo05aX9fAXuK\n/s/1exEnwUGqJPTJPjV2p3e8yCPjyUlZvkswl6xJXYsaOFwABwvgcElXXNDHXzeedgduAu1KcwmU\nt1/ydiC1QQlUC8AHoHYIPqBbBTR3I/yb1OHDaYXNN0u0bwP9ox6xYUYn9Yb8NZRkoseXK85rOUrQ\nImUThg0kTSBb5Z06kjpSHrBLnAde3U7M7uSZH3odQQIg13WPXeDigS+/qdipuLg9gPOAZwFbDuws\nUNTveHZh5UP7lzp4PoiJD1TiT4IxK1xiAEZWOXEdMXgCg/DUrB/Y/WINN7Rc/JN1DaMOtJWHnkmk\njsOmpUjrEy4JHT52AKlf7yy6SsGkZ66SKcu+wQLGWCfZyb+2tLHcFPudw4YtPzovT+aeEmDrStT+\nLsq6x5zWU0k9ofyUktQ16i3FltMNbrFrY1AvK+B6DTy3TNce0C+AhxXwsADeQ9pG7DAc+Zk6uQfl\nq6hA51zQ/6EI6FYRzV3qoOE4IKw8mu+UaN526B71iA1PjY3vDXoHOoK1AIq0iWXhdj++vQSB82lL\nC4+ngfTOnawLCYQasIHz02IJynoqbs2YOA5pdcJtJe89hm9uMgBJvacEZrnoaLFR3dYWw6/U3bKI\nsPSzFmg7EY43DUURJ5MOBh6keFcYhJ20qmG/0pqF64/LDww656jikYuWMq8WYEtdfVpEZgB2BYZd\ntwW23ybdflTagcxA5XqCrD++674jWTnXk1RTWbMzKTDZWXhjjW3NxOVdupFZdjbMxd1TZtha4rzf\nYC0HJ3c0qSeUgM3MQFJLbmw97bEuy0nWJBj2jQXwwgJ4ZQm8vAdsauB7qSOvAbyXdNQ+DqBdRLqX\niWGXoOeyIoZ9FoG7AeEkons7IK4juveA7gEx7NByB2YQS4DtehpIHkBZAGUNVEtg3w3rWHw1bToQ\nv6eNNWtmfBbTlIANDAPQshhoxf/MQi0dK3CeXbEqS6q4GOw0YOt8WiqFMaDWYM8gx32IWa/8IAED\nlzRn1Ayb7wxWmq3K9RQGWa5XYABIdjqPDFISsLneWJAxkeG1Aq5rvTkpB9jSZJP7V6pXFwGXDiTb\nHvVagL6jmVh3lHXBZAnpzm3JZWCAhnj24lkLf636kk6CskUSNBHLMWsLt8aIR+7/i7kfwNZ0i2G/\nX053WrlgtcCuWqRN/8uvpnAj5PRcspNB3TUTY4ZdE8N+YQF8YAn82B5wlgBzDeABACS1Q1Gk4I70\nxqz/LhxtF19UwCIghohuFRBOA7o+wPcBsQkI6w5x3dG9kbavyuTO1xRnWdJiZ50A+wi0jsXX2lMc\n3SaZ/DGYaBDkAceALfSVOwxIgjW/5zg5HlnHui04Da2HlXpjuatPgqPWAY/penPALWcQ/GWgBYDT\n1A+4bJJdTzFsqRKRX0eXRIMFhQZJtmqRdtk8pOUCMPtlRs1jpBJxQNQjRN1yGeRMQDJgzosSgi4B\nNwO2/J2PBIhW/XM9RZEu5y3i/NiTIK3ZtbwD4wBrAbGM0yJqOYC30v6RZNjscpl/P8BbT1/1ApW8\nNOPiPFidY84lQSQ91xXctRq4VQOvVHAfqoDjEvE0APcCsAyIMQwEpUwdeVsVnlh3GbdHZoezAKwC\n+pMAHKer62iAoAd9aKAFfAKO7RblBCgupLQ8fcmmXgJLl47ijgTWN5AsVArg1KWD/CVTk5euA7mN\nWw9wzY74N65nBg/WBwd1N2Yx28EtQZLbEtjtDzIs+7EEszVbkwSAQZu/dsBrBlIIaZWPdXHeWxBY\nn6X7PgYmzIAN7OrsVxj02+zXmqGwikauK0hhK1mnVDXIS7antipRrNulPujjQEDk9z6dbEPdllIw\nsDCxCBSwC5K5WTFEPUP5dzg/zsdUuTrunADIgfaTu6e8cWbMb64xrPhywK4bVuoDudMy+7N0nmMN\npPNg5YP9DwDhnUPhA4qiQVGu4csCsfQIZURfBPQuIiAgOE/M10swLajjh5hO2ItAT2CNdU+LgH3q\n3L4Hyj6FLWmQuIJ2E/LXWXokk7q0KCS/usKn050EIAY6UnS9AR629G4DbM8wAUR9Ruxa3MirMy59\nvCfXq9VfLJbL7aJ14ZrJw8iPDs/sUJ4RLdvQCstAwnbnGxDDlouEDDKyT3Dfkv2Q0+G+KE3qOKye\nPUgLElkezheHZfWMjFOCN4M9m1+WGL4sI60vWEUBDOxb2uPLRY/0HCsC58CLoz3ohMSG+nIsgLjE\nQJKk0+ojuRBpzX7HAHUOy9bvtfDmOhjro1oVkkvvycF7FLA//elP44tf/CJu376Nb3zjGwCAP/mT\nP8Hf/M3f4NatWwCAP//zP8cv/uIvGqHnZi4HgmPSVIa1/MlLS2sedBKw5UCw2FYun3IgMrvc7WiF\n86h8QFW0qIo1qioiVh5NEdEWEa2PaF0a5DvMt0yL55FAtunJVG8jLrbaiEn/zV+lWRSkQvGlsEQB\nbYgJoLzx6n3hkgyLlAZ6OgjprAc2DfC4A077tA+G1Q8MEAxy2+kBdnXLOfM2KSRlPeuBJttBM2LZ\nVlpHLlmkBdYswFnIaAaqAUPqu1l9wUyaQY8BUgK2Bm/ZF534XfZD2a+kCsKyOpGzQqkCAXbJiExf\nbjLi8gTsWqLImYpezON0ObwEbL675J3Dr7E9hzxG0Jk0nJa1xqEFps4rlzlH6vS4zQGoZsQ5cB3r\nm/y7Bm2ZlhTATwbao4D9qU99Cr//+7+P3/zN3xyy5hw++9nP4rOf/ewTJZwvPGBLUGTeOfVe+7HY\nB3dayUL0gqPM41g+tTvPsEsfsPAtFmXEsmoRKoeiBLyPaW9KRI+k1/aeLDjKSAt+vNGk78j0L7YE\n0m1P5x33ib0UCeSXJbBfAHspvpWj80hiTCZ5UbBrj+1nskJMQqAFXAu4js6xPuuI0W8ZtrRUkBYF\n2npCsjm5408DwZST9c8qB82u5bMc1FpPDewCMl8yT3KQ5UCDy8S7F+UMImKYxWlQYWCVgsNKXw5w\nBmwv/Mj8cdll2YDdQ7ckYLOQkQJDtp/HMOtYY9fixdq0JME6PbOddeww7FyNtC6z/cYnmx7KdQet\nHtPCn50sk3YWWEuMsEgekAdtC7jl/1PxwvBzedAeBeyPfOQjePPNN88nH3MZk25OpiwGa0159HNO\nsmr2xRcDNjCwCWm32wu/OcmqXU5SA7uATQx7UbTYKzvsV0AoHVxaOO98mnBuTaAqoOhIZ1wC9PXu\nnnTUXQO0LdC3BNShIyCPHbHpCgTYBwXZfheOmHeMZOVRMGCzSsSJtaVAQqDtgK6lhca2pf/bkKqJ\nwUvrNyN2F8m4LiVQc33LupYdOcesYbzndrR0qpKBss7bibs12HV/cSqcVolYlgkyLq5Uzo8GYL5L\n1i/zIRm2ZOWyfMAgwFgQyDLI2QbHKYUo54EX4gsMC/M8VjhNHicM7AzU0lpG/r9JYN2DzjlfpeKl\n/hGr9Oww9AtgF6z1DCdH4PR4lc8WM9ZjdQxwx+KWzxaT1nl9crAGLqnD/su//Ev83d/9HT784Q/j\nL/7iL3Djxg3D15fE84cA/Jj63ZKCgA3QstNZgA3hX9+54wJDh3XYnZ5LfaqVp9w7S6jIjlbBu4DS\n9VgUAftlj8MyoK8iQgl03qHxgHcOQE2gW9RAuQTKQBjInwZrWjoLe83nSqdpMm/p9hXpvJeRAPta\nTWZ7MVIcmy4tGvbYqkS8G1QibWLYqxY4a4DVJgmDpNMGMGx2YKCU+mi2bZeAIoFan1inmfMYOEsV\ngwRmbTqnQVcDL4w4gvCTA2o9s5CzBmnHL6+o4nUiPe5/sh60YOG8Mgu3QF2uJ8iFP9mX5VjhOmOA\nZ6DkmdES9MFdNkvkr8hwOzNQ8/0Au0CdrhixBW2sQcdOFkZarGrivMk60XUv21+PwRyr1pfFonU9\n6Xjku5yz8hON/614/u90yTzknZ/0odzv/d7v4Zvf/Ca+/vWv486dO/jDP/zDjM+PAfjFdP8QbOaL\nzDsr87Li9TQ353SDabYk08otauSY39jgHn5zALyLKNCjRIfaNajQoURE4TzcduFmCQQ6T4RUHg3Q\nrIB2Q4y3DymLjqh5LBNLSQwnLICuID31uqUPyJ6eAqs1gXWHpIOuQB+fjcSeN2tgdQpsVulzXj2x\n+t7TFTyGHWrWpXW8XJ+a7WlGqvuAZJP6koCkGaYGSp0/2cYWWGuWrPul1CFLXTPnaapsup6kVQ2n\no/unNjHVKiSP3Q1hbEqp61Kvy0gCI9cX5ExJs0LOjxR4XP7NyCXrSsdvkRtpxTVmepnrh9Y41W0+\nRvZkGBl2qv/OwbSx64MgjPyFdI27CzPs27dvb58/85nP4Jd+6ZcyPnUBgHGAtaSfFc6SejlAlc9y\nMDBLtEDGi3DRiMdi3nw/34HobYRHQJlAG/AoUcKjgMcCDjUQF0CoSUfiegAbAukmqSq6BNjbuOUC\nYCQgbz3ZSxcbILbkNZkA0oKjB1DTvYsE0OhBX6GJtEWe04kMAHKGAuzWozz7QYK2BJtcp9ZOs6ep\nzi8FZlDhNSDMjVOzIBkvA45m9To+WQauC6n/1n6lPwuAJOCw2Z4Efzl71EREOpleFP6l8NECUQMq\nl4HBmtPVwpYX9KUOfawfDDPS82oga5YrWTdG7rr8FwXtOb/r/OUA3GL2Vv8ZdxcG7O9973u4c+cO\nAOAf//Ef8dM//dMZn1rFAPW/BubcVEWH8zP8Sf8arLXk5vTlYM9NYXKgLfO2ywgYsIsE2BVaOFQp\nJyUcG1fHBTFalwZFZH01BJlzAkg5zXQPCdjXPbYLky6SlcjGA60D+gQcAQTMDNZ9pLRbRwKjZ5Dh\nAS2drEs5uHP2zXMBW0/jcx1fll0KFQYgveiYY11T+ZIAJ/MoAcUKo+OTMy7N1HLCXraxjov7MK8Z\nSBWHrPucYxWLw9C5cqDN+SpFOAZsro8eu2CdyMa5BX2p1rIEbyneMVhLG3E99i0BiIn7XNxgp9tf\nOwsnxvpUDrTfJ8D+5Cc/ia9+9au4d+8eXnnlFfzpn/4pvvKVr+DrX/86nHN47bXX8Nd//deZ0JZO\n2CqcnhpChcs9a8CX6UwxbD2Nl4A9BtYyPp2n8+oQDdgFOsGwHTzKxLDTjrkQBjO9vgXZYBfEiPlu\nTvs96LuEawLrfgM0G2LqbQ109EkyhKRKCQnQQ0fpFB3Ql0klk+47goHrOIo61J1MTveB8x0xB7wy\nfskAc5esXwsMZRvOYfw6Dzo/1t0KL99ZenqIPPYqnOyz3L5WXpnleuwebcsANwXY1nsN1lL1YjFs\nFg5B3DVw85qFNFXM1T2XWeaN1wW0WsuJ/7m+dNtYZR3rd5bLgb52FnGb6utj4P6EgP3GG2+ce/fp\nT396MtIhM/LZKpz8TT+7iXByEObY+Ryw1vnVixrAbp4sgQCYIJp+c5AMm+x/i/TXMWDHJRA2dPUt\naHU9bVGOVcoex6tNqwoK17bEnDcbwJ+AdjfuAWE/xZEGeuhBC4kN4NZ0xQXlAS751XpUCdgatM+X\neRwUrfbSM5wcOEqQlmxUAgaHt9p47NL51MxR+snFK9k9+5OqG0uXq/tNofxpVs4Mm3dZMhudw7B1\n2nrBUqtFGKw5P1ovbq03yIVZKQDGBLDcpSm/tmONM40NctYwBphzAFuGmwei5zFMvp/bFu8DYL9/\nzgJc6aS0jepuxeWMMPwsGYE+P0KrQ/SCRu6dBml2wq/zcHUBVxVA7eFqD1d5+NsFcFShLwOaNmL9\n2KF9tEBzskC7qhGaAjH43WrItpvOpwDw2GM4mwEAArYbcQpHdtpFCfiKrD/6xNh7l2a4UyCm05Vs\nlp0GLd0uJXYFolO/67aRICzBOJfHHKDmfs8JYgkOVlq5BrLASPcrnX6ETSKm+p8EcvYv1Rcyn/Iu\n6w/ifwZcfdaLLIcWICys9W8cj9Rh68XbUviXdaZNbGWZogojy6TdFObIenkSZ6U/FW8uz9Pu+wjY\nXv2fy2COzbKL6r3u0Dmwll8pGRsQknk77IK61klDhRVxOA+37+Gve/hr6X7do3ihQnjOY7Mocbpe\nIr7ToXtY4eTBPtaPazRrj77nDs4DjTspsLtizvVhAQgPHi5/DXhPhzstKmBR0lWVwKYENlXaMRlI\nFRNLkQZPa5kV6oFrAQfXS1ThJCPMrT+wH847l1fvjtSLi5w+1G9zdI8Q+bFUTexP6+t1OhoUtSpQ\nCwkpkArxXvZnDcKcTzmb4AU5BkIuB5/qZ4Gh5eRMijfM8LNm29pJgJbtYVn2cJ43GPqHzCu7NPPb\n1kGB3fPrg/DHLjc+rfxqgSp/47Aac8aclZYVh87f5dxTOktkDliPMSINsrl4tHkQA7Y1ZdeAXap3\nGqxznSL5cwX8QYHi2QLFHY/iBY/yBQ9/WKDfj9jUQFwDzTsR/YMCq3sVVo8rtCuPwDsQd1iLtAiQ\neRljwpKRVIDz9EX2/Qo4qIDDElgWwGlF54P4ANrhGLELVAG726e5LXKMWoOMBB/OE5trWaxP5Hl7\nFRi+VcgDXOpDZZ3pvOQARg8kCdz64vcaTOT0HyIfUP4ssJZpamGry8BhZJ+Vi6wMarJeuJ65vizB\novuwZf0RYZ/nzU63u2T0lk6bf+c+xWlZKg/2x2GksHfYTWsMD/QlhZde4OYwur2i8V7+rvP9/3H3\nLjGzJOXZ4BORmVX1Xc6tb+e0xowA+/cI/IPAWLIXjIzGatmWZYyEBRsDCywkNghhCbzxZWWahYWQ\nV5aMrLaQLLGxhDSLGSMxSEazsmH9jz2C6R833X26+5zzfeerqrxEzCLizXzqrTey6nA5tP6QUpmV\nFRnXN573iTdu+rvSNz++e4wMW9yhzEfD7xwL5wagGCaWmLS4joPBWu4MwrqxlBh+auDOV4lhP+VR\nv6VC/bYKzdsrOFQIfYVtX6FdV3AXHsNdh+41oH2QxgnDwEItYdf0rG3DcrcaOCktXyWGfdYAN2rg\nZg2c1cC9IYN1mPBwZ/WqpMcSfMsuzGDNZcNp0mDFl4d9riHbfnn/50DvLZZ0yOl0spLm39qPAA2v\nmtVxRxWGVhCWTDG4SXlqW703/LMCAybArsiPntGi61MPJkoerM2mdD4lLQzcnn7rHo/0knj/GV0u\nTn0jfmTBm8RtkSjOn2X25Lxwr1HLzRzoan/W86O+O949JsDWwqw1mb5bGt0CA3YCDJZJxGIx8g2D\nPIdvCURJONLKQX9WoXqqQv0LHs0veyx+xSNcNOhfX2B4fYH+It2HVyLCax3CRY+w6RAGEeQS09Nu\njmEzYMeJYd9ogCdr4Hq9y6xlK+eivZgHwiyWaAG2OFaGcgH7DdpjfwMhUbQC1vytvNfuUAPi9xqc\ntf3cuiImBqrNMiy3kfyzs+IAdvch0WyYy44BkE1OOs3SA2HFG8ifpaT0rA9rANK6swxYylP78Uhg\nrU1DljmK5VnC5nyD/EL9lm91L5mJiKSvBNr8v+WOeV8inT+ee4zbq86xH12ActfdlWM0GoO17I2g\nbWlaYViCYimQmd5B3vnOLRzciYc/d/DXHYauwuAatJsV2vsrtC+vEF4NwBtb4HKTFsbEDqgiplM4\n8vQ7HvSKFmvh7iHnS+x+EWm5e5X22V4AWIasx3zehhWAd0jL3HNXNLINm4FWnLaNlsrHq2cGBw0i\nUm+yxFkOl+AZAx77AGLJyJzs6bq1xihg+Gc7ssV6dVyWUpX0sa2ev9OLYHQaWFkxGEs4olRJbvZ6\nMiVCIPFrk4ZWICUyoxW3Voxa0Qqbt8aMKuPiOAL2p5ayn1I+WZFaoGq5nxRofzpALe5nCNi6G2U1\nMu2szFnfWhpRvpdu4RJpE/gGu3s/CGPT7EGzWYlH20h1OvNzcIgPA4a7Af2L6URzBIf+vkP/qsPw\nKhBfBfAqgPsOeOiBtgZiSLvyrQLSPGmP8Til6NP/cQBcSIA+ArcMxHFjFmHOJoaIFMdVBO73gF+n\nLVPvReBhTKsfowOaBhgC0oY9cpd9JqTBiM0RsLf61GUndzb1lOzNMqinBwyZgVnTy6yBJ0vh6jrT\nToON7l1oNsx+ecGHllOtVIFJOYlS5bpjYLEUsk5rCXCB/R4Tp1m3QausrDrlMikpbAFF3bviPDFx\n0mTNUlYaxGW2kZRByfTDdyt/PyugLhGYY2Rx3j1GwJY7g27pO+vS/5WcVGheQTgOwkTs2tD09KFD\n3TkrbgKHGBCuAsLdiH4VgQiEKyBcAv19YLgPhHtAvAfgyqWTXLpc/E1On+zdEXx+dgmsR70S812D\nFjNVMvEEl3TUQwA+b826dsCVT1eb/TcecEMCaRfTtD/XZuXAjUXYktXouNy4HKVhMQDpMpY8MXOX\n8tWAzUoU2AUiZsOP0igsOdNhCYgw69QAqxVSUP8LwAsrlsE0mVWhw+Nn7gFyfjk+HTdfmiWDfvN7\n+V0amNM2eO71yV3vCyJmSbH/661UNftmFiz1L6xawJpt7zoN0fjN+S0B5wwhO9pZbYDD+UnCfmyA\nLb9LgGs1+B8XsJlhnyCxGGGkImCWfY5ZA7MQSyAkzdMVY2bYr6UzF+NlxPAqEDYZuPOFK6QlMYjW\nQQAAIABJREFU4MEDoUZiuBVQhWlZ+OAA59Uspohx17ydwS9eOCFmoDzoGnzaM/uqB0KfNoFaBqBr\n8rUAogfqBnAd0Od8xwzeO3Z1BmyrEUTjrk0fgC2k4ofLl8uYTSaiMMRppWuZOObkRRzHbykBC+ik\nbEq9CA5P/Etapb48pjrk8tXfasbPSoRZNOejJLPavm7lUysEzjObMay4tWlrmcPg3RslfCvNVnq5\nFya9GlZwDPp61aYeQAeOk48flxFr7NLfc7k+WtiPaeHMIZZq+dffaRC1HDMXBmw9/5MHV+Q7j93G\npuNnwTQEO3iEqwzWDyPCXcCdIB2ykcmtXICb7MpVlU8mj3kvD6S7Lg85uBTApIBkk/ktJhYjtu8F\nEKu86VOfgXsDVB3g6AxA55NJxGX7ZwzJv2sTcO+ZBQ41bKknXX5crsBuYxAQ1vVtMWwqkz1FoNNY\nYjvaMSPVC0Y4vSJfrMRKDV8DD7C7cEgUUIX9fTNKMq4H4Bh4RUYt5qoB1yJMrOw47xyG5J8Xounp\newMmkD7J1yr72WDfds5mDKtHIOVs4Yc2ick7UYAOu7OLdH45X1p2f1ywlm/mZJ6fHw20H7MN29Kg\nJS1U+uYYhs0DWDwXG5gqtKTNdRyaeVkgH4AYEK8i4joivAEVJuUtAli4dOjtyqf9q3kV7pgEl1l1\nZryOy0cWIWyQNodfY5oKR2AcmrSPdhsxzrF1m2SCaWpgsczPGTiiA4YION56UzM6yz45w1ZcLjtH\njTBSuURRopoNchmTmWev58Ps1QIeq+EA+3Uj4fFCFO1YtiQOHuxiJWLJLocrYemtRGF8K5f0MLgO\nrF4XM37Or2ay8l7frbYo/3EZ1JgUBH8nJsl8ULE7y35YVrgtpfYzLwMZtJ3GDuzKEwKmfb5FiXFY\nFtM+BKqPAtoa9+RuKX8U/i+7x8SwS461GnefLWbEAGoVADCt0LsCcIlptsgDTAelyoIAHX7JicDI\ns5gJeC/i/FyfANUKqE7SIQTVCgiLBJyhnuzSVc5vCHnvjwD4mEwSfA3AeMQSH1owshrdeEVAt7kM\naiQwl31JiJEw3u0QG0uogX2B0kLP91yeDbJCcLmYXMp/h9SLaF3eRbDGxMb0HGx2rCx5ZgTLg9XI\nuFEyO5Rn3vuCC0fnnWVB/DHhYNZtkQzp1ndI9SL5WGM6jUfYt2UbljLQKwv1ApdSGVi9JPlGwtSD\nlRZ4cliiNCgu5wDvMB5FJ4dluHzItEd6hxoYtsBQAYPsGinxSJllBeqRwqoapJlPSCAfYvouxDxw\nLmXK9m5Wxiy3urdsga08lxRa6Rspo4jdOFzB73Gg/XMGbGCeiWt/nHlgv/BEu66RAFvYwMN8ccOA\nCqfk5D8BBhEGdTySWyaAXiyBZb4vVsDQpN3yujrZqDskluCGZHross0EEeOhAYOf7Nmxy6At9hR9\nQo7kUYBEVquJ4PKJ4GG/mE0T4hxQW+VjsTKkE29OfDpjUq7BpUHXK6R7QAZstnnWRrgsEwwaFosu\nMSbAHhDjecEWKxOnzS0MpAzm2lQhl7wXwBblLzOYeHWfkANgn7Xz9D9g34xTYs0abDlMLkdtA45G\nOGxXVuMGDphOM/KArzJ+hkRWKp+mlMYaaKs0+N0iAfDA4C8g26UwmgrpgOp8jzHvFT/kdjSkAfO9\n3pjkSRQSsCsj8nsOtLk8QX51Gepyt5xFEN/0DNsqMH6e03bAvtaSyhDAFs1fYzIdbDAxVA0IcwWm\nR+h5FgrZ6eolsFwAJ0vgNN+7LJTbfMElwcKQgbgFhi69C1Vi4iFP6xs89g3gfAalpI3nbAtgi+Dz\nfsfMGqmYR9B2CrQPlU1JeebnugZOGuB6vm40SRHdR2rQAcBWAICXpWuGzQllNquVtdY+zIYlXbIK\nVi4ZpBWAFHMTf8P5s9Kl/+f/GLhFJju6c7xSZ9rMBAqHNasz3nFa5tLPikeb/ObKUgM2j3PkMAWs\na797NUgzkpo6meFiA6x9DjoksO30isbcVn0OY7HIe+MsEqvedmmqavSpHe3kh3HDqrdD7FeTBMz4\n1U7L3pzf492bhGGz8M0BtWZO3ECACbAZvJjB8LFF2jZ7CJTYv2xteYI01/sMcCdAlYXpdAFcWwDn\nTTo8YOMTq3A+JysCIQN22AJxm37Hmq58lJcsaIn6SCfNsKWMBJh5+bTqVmugHkBgbSnCUpno3woQ\nmgY4WQHXl8CTS+CpZVJeQsy2SA17/E4vlNDmBzYDMWhIw5YL5Bd0Z8UgvaMVJiAV+zWbWUpKSadJ\ng6EGa34WedRlJxfvuCffcPsI6n/Oow6Tf1smEQnTYtWlNidKhUHb7XoT0G4yI15UwNLlewMsAoAm\nmwczM95K25V6J9Lh6wTYywY4OUnXEAG3zWDtkOzblp2ey4eF3zJZWD0jYLcOoPyyf6s+S7LA6Zoj\njJN7E9iwreeSP80ipKGJEApgC3DJqPQAWyABe9ScHYOJ3HkUPAM2ztL0uEVmled1YpQbN+FPcHnc\niQC7b4F+k7tyAiaSvhrjIbs7u9Zpzc9CoQdUlZBFv1uUc2NkB50F1AQKde5lXDsBnjwFbp+kXkZA\nqprLXJx7DUESqEGF30m3V7q+zMy0bZLTKAxbFO5J/kbAmkHjkPKyensiJ5xmLmyegyx1pU00eiBT\ns2C+Q5W9lWarjizFI70Lbm/sLGUpDJvKR2zYtU+AvfBp07FVlXVkTPfYADEAfZ+YcsWj7xJ/bq8+\n5tW6DbA6AU7PE2BHn5MdkQ6ZZgJjKSYBdGn3h0CbTV5WfWsMs5Qk1yGwK8sw7mX3mBfOAMdqkl13\nTMHouI9BIN0gOK1zrEoEiTdr502mquk5AuPgSAh5gKRLwlXH1NVr8iKXkIUvDNl/D7i8ytE5wNXp\nHmMON1L2WCHxPHODUY1T97YYp/OFdTbR5EYwzhHWjstCmVh2lkZnk04bgfUAXG6TKaT1wEOXFFnn\nVBC6PmTcgY+bknj5EicgkuVlHOzKvRt4IC6QejAxKcPIB8Zyz+UQSOtnXT4WU7MG8UryZX1XYmZe\nXVYbs9qDxTo1SLHjXoj04Hjf6/x9HDCulh02QJ8XifmYgxS57dLhz12bCEvQ5UNAGvPpSP02hbX1\nyd7dbTLhyeeYmqfnSDjULkdlow9w4G6nkY69sgTsNPMdBb/sLFnbd7OA/eKLL+LjH/84XnnlFTjn\n8KlPfQqf+cxn8Prrr+OjH/0ofvCDH+Ctb30rvv71r+PmzZvqa92YdeIOOS3E8o61EwunZhLMijU7\nm2sgOn7LP7MxYgRRgNalgbQBSaj6IbGIPg+QhCEBdoM0mOKXCUS7CHQhDaR0fQrLuZyVPHjjXY5D\nXeP+H5JPBjNVTjEk4Q65bGKXgCu06b9xFkxp/qvUg7anSjyZ/fZIYH2xBao+mX86B9zzwKVLpqJB\nylfbTAdM4w4yu8earsZ1Rfl0Lg92+aQUfZXucmhDiBlQpCfGSqHUqFgGtLzwO11u+n8tu5X6rc1Y\nDKKSX86zlndnfC/P3B50njidmlHK99yTYaCjrQpiSLM++ooIRpUAuY/5wOeYvrlaA5sN0GWz4E46\nCPhCn8C6dYnAxC7V4abNgN8CURTvjq0P++1A6qdXl6d8OOwOUJYUtyUr8k6Xt/Zr9YLm3SxgN02D\nL3/5y3jPe96Dy8tLvO9978Nzzz2Hv//7v8dzzz2Hz3/+8/jSl76E559/Hs8//7z6WguYdS85p561\nsGvw9epZX9yALEViNQgrnVwRAtiSniELpkOawjdkOchdvr5LR3h1WaAql6a7LfIAjAvApkuXDEj2\nPeCb1FWs6rxZU5OnP8U8jUnSzgMu/GzlgwQeGaxlhU8IqXFFWSGqgTTshjPemd1mW3EfE2BXWfls\nYwLLSw9cVpklsTlLL8LgcQc9v5jZDs9jrqdn2fiqqtKMlapKCtMNqX6iFc8cYJdYr3Vp/5oMMNvT\nA2JSprrsxb+WfbH7y7N8L3kp2XVL+ZNnTVSYeYpSZVDM8UWRX4/R/De41BbqkKax1jHJmwwatl1W\nngW2KoC9zbI7bFPYbR6o7Lvkp5hnxgZ5ZjMjY4hm12xik3d818/8W5tBSuX/UwDsO3fu4M6dOwCA\n8/NzvOMd78APf/hDfOMb38C3v/1tAMAnPvEJfOADHzgCsB8FtHXiLdCW95bdzmLYYu9mf5Zw6Hgt\nNg5MTEMEtweiR5rhscjMGgm0+iEJVL9JQudcPv2lAVY1cFpTG+6TgHdbwOW9PXyexlQvgWaVwnQh\nMRnZ1zqKrb5T6dK9EpeBKiudARgX5YxF7JFs9AyegcLTQBKxazfMDLvrgXWfGu+2Ay671PuQGTPb\nCuNJ7nu2Xd215QFFqz4YsGvA1ZOya/JVeSQzUGbTIT/HXsV5CNSs/B+6xGlbvzY7WUpB4irJuL6A\n/e1aS6BdSi8TI3FCVEQWNHvMlwB2zEA7tDmpAfBDklmfZaofMqkZDJMIpt+hT/5il2SmzcpgCNMV\ntXLjdIl9nO960ZJmuoIbUOVglZtKr/nbUoYWNpbd0Tbs73//+/jud7+LX//1X8fLL7+M27dvAwBu\n376Nl19+2fjim/T8dgC/pBJYSpyVERYgBT57GZ5j2mpwZAzbSoOEof1oFisg2SHZRheJKYyALQy7\nTSDcbRL4OpdnUdTA+SpH1SebXzcAPk9PdBVQLfMS9gWwOMU4Gh5EyAXIePYBg4oCBRHsyH5IiKMe\nzBMQ1WUm+Wc2J+VWT41w2wJ+DVTrXHx17oXkO3LeR7bDNlIdH79jWRBmTdP2fJN6JHWTBqvqKld9\nl+rHyc5YbOucM+XpuEugbbEqafzcLdcmOx2u7tkweAhY80Ig+Q3s5+WQItH+JB7QbzZXWeRGvA95\nBseQwNr5LLO5d+NIMY5ZdvN6MnQUdczRxUJ2LCIG7MnHzvRRi8Bx+VuYUUrwo7z/fwD8B/bL03ZH\nAfbl5SU+/OEP4ytf+QquXbu2859zDs5ZEf0W+zomGuVfax1daCU2fCguYdrsuCCZWVgAwb+Z9QT4\nuodfdnBnW/jra/ibDcJlhxhbhG5AWMcUSgDGQcgwJPbgHKbNndxkd62zKWRR53MZ88EEbkBi9CH5\nxZCBNjfaWBjBl7RHZs8C+AIewH7567LSzIPZSn4XYrZLMhhbgCQMm7vXc0KvgdHDBjnyFwPS9rRi\nCuE0aVYm+SqxIK3QWUYtdqdZK+g7TUSs/GsCMifrVvy6bEQupFfG8Xm66zh1GVlxAaOZLup0SvxA\nuWytfOT/9giqwzjwjojp1CTrrvOvByXniFtBMe3EIf9pjDjk/guAX8ZUxv/7rO+DgN11HT784Q/j\nYx/7GD70oQ8BSKz6Rz/6Ee7cuYOXXnoJzzzzjPElszqLCf+0nGbaLKRsz4rkh23a4nQlC5Do/zle\nYTkNnGtQrRyaGz2aZzaobzs0twf0r0f0y4gOAd3Wo3+wQgwu2fe2Aahy97wCsG7TO1mqXS2A+hRY\nnCSgXlVpFlqFNPgIP2WvrzDO3455uXwE9rt8UaVfP48B5mc9MCPlIqYM+ZYPPHbYB4IS6HGdTOW5\nzy61WUDSKv+zKSjXvbD4Lk+ZCx7orvKsgjYpk6jlYC6duv4t0J6T7RIw6zxymtiEouV8KIQL7A0E\n7tQrYMcpPRW5a7MBh8NtTIOg7uVKPhrjPYc390wDx65Kz7LPThh27+b3MlYhsrLFrvnNmO2yJxf6\nbhG/Y7FNy5TGG9vNAnaMEZ/85Cfxzne+E5/97GfH9x/84Afxwgsv4Atf+AJeeOGFEcj3E6QTdxzt\nfzRnhWsBtjg9iq5Zkdzn0irvqVvqatQrYHGjx+qZNVZv6bF8ywbteY0tKmy2FeKDGoOvshUlpFPL\n0WWWHKaxr6FCAmyXbNYLWUGZAdvntAWkQbseKR2hRtq3ZIFkl51jLtyo+M5AIA2cL2C3MfPKRJ6D\nbE2r4vEELR/W6j5r2pXOj9Sz2/0du1QePZkNBp9MTv02zyrQqz/nZFb/J6y+xOpKTuSRx1Qs5VSK\nm8PXphcxbYmi1XXA/tmUxnkCpnrlvXIqCouZqu6l8KI0cVLfvC2AbKCl61fHkS9XA17MXItk6oox\nm1y66R6B3TKUspG6lnYh5a4HTXUvz1Lm3P61onxUdwwLn9wsYH/nO9/B1772Nbz73e/Ge9/7XgDA\nF7/4Rfzpn/4pPvKRj+CrX/3qOK1v32mGzfeflit1VTRga5DSXaW57p4Om8OZADsxbGB5vcfp0z1O\nf2GDs19yWC9XqNoV4sUJ+rsV2mqVZkv02zQjZNimaUl+AIZFukJuJKP9NZtDVhVw6pJJJGbA7l2a\nKhcJQGMDOGHYUV2cB2Y5XDbcwPWAHDCBNJ/DqOPQDJvLzepxMeALeHfqKvWKuEcgDT8PAIttN1SA\n80Bo89VhdxrZHPvXaSXWt1e+c+YcKH/cU9Bs1xqc1P64nsQPM2zNFjUz1uXOPRw+X3OJCbD1tcEE\niFL+us1JfniF8CqHybOAeKYOm+oi4BrA5/166ry5WgyAy/Owo89Z1z0PLl89EGu1eQbxQ7JbUvaP\n6o5V9gcA+/3vfz9CsDXHN7/5TfP95PTot7ifJcNmwOHGYIEDyJ/FYOa6QxyOMOwG9arH4kaPk2d6\nXHtLj2u/2KN258CFQ//qAtsTD+dXiVF3eeCr2wL+YR41P0tMwmWTSH2Sl/b6tBXriU8LK53LuOSy\nnMcMThm0g5xjKXnUrEUcd+dZgC3AJiAc2ZIcw3Zi+Jtj2BYIClDwar8tdhbCmMwnUjzUHY8+mUDk\n7mRO8JCYtdx3urFzYK2VPeiZy1f7geGfGRkzbC53BmsxS2gTiA6Dey7WeICeZQPszu4Redb7WcvJ\nTbq3xaxV6lYrQb5qJKDOK4NRI9Wx7Osu6Wc5y/l1dQbsU6A+A5qzrHDrXMcRcAPFrzGA5ZLJh2Vq\n0r1vLR+cNq4DietRnCVPZfczXOn4kwIzF9Sh8Oe6r/obLnQrThbwoL5jfyyUadaHqyKqRUC96tGc\ntlhe79CdLVGfDKiWDr6pU3fODUDMppEhAK5L7/yQ24xPXT+3xLhwxjvskK0qM+3xP5dZZJPCCSF9\nO045ZMZilSHnX8pAsyluBNIApcvM3wP7QC1gAHq2Zk2wuYW7qtKIOWzdFVUyETNg7zQyi6Failgr\nlJJsaYYuTnfJdTyalTNYW71CZtgcB6eb60ebWHRPQMnvTt0QERnrV2zbuhzYDMZp0m1M6ljqVswt\nUr81ds0pyizk/ATa/gSozlKbCQHwedXuXpvmvOqBZt7rnfOs60TCsTCFQd7N+Cs5DdY/V8C2XClB\nViNgjVXqMujvWCjkrrutDMgsqMAuOPHgjI6D2Weu+BAxrCO2r3tc/ecS/nyJWEesXzzH1X+eY3tv\nhX5bI1Yu7a3gBJBPU3huwNRNjEBs08Bk69P5jz6DT18lk8o6X1uklWNDyEnNYF8jM8xh/zJtpgyO\n+p3km+3cPVLkXn0nDEeYoQg1TznToMh2b2lcDtNAUE9hzjUeDc7eeKe62jvfHwLlQ8yZ49Jya33L\ngGClw+rKs6lDvtWKgOMsgbTVW2BQ25IfAVStwGXxGI8FMPhpcw7vAx4w9aJk8EaeA/aIQox05dcx\nJsAOnOZ2/1tT+fGguThNNkp1GAv+5gDXqTu741n5YwRsS+gZlEuNZO57CUNXBA9ueOzbxAbsrw6T\nARCxpTH4aLfP+mKM6K9qtG/UWL+UFmoMQ4XtK6dYv3SaALttEL1PvU1XA26VWLLLcYcmzWqQZdMh\nAG3esD3WQF/n/YORzCDbkO3hIQE2QEzEJRYvc7UDj6LrLm3EPuhqZsYAKMCxzeXBA5zieNVjReHq\nuhPHjF6W2FtMWAs+v7eAgkHbqe9sc5+dtkONyuqF6bu+NGBbYXAXX5cHlF8JYw6sdXpZMZBJaSf+\nDhNga+UugC3hl8qflXzAtEqYZ2jwXu9G/Qtgh5hfRaTpmnmQeQR9S3Y435ImLoe5ehInZifuPVng\nrp1m35acHOceE2BbwstOZ8AV/JWcbrB8PJjHLghLIYtg8ag1LzrRgyc6PwJa+XeMGNYO7esLoF5i\n6E7QXpyge7BA+8YS7b0lMWyXWLCPiTn7JgldH7PMRmDo0tUNQFxkMuOBTcyrJ2OaadKHdI8x45JP\nYO2ySWHIedmZd62W1O81QrYFct1ohg1Myk8v4GBTh8VU+LeUpdzZxqjj10DHQMUKmxWGNnFIGBog\nNcsuMSzMfFMCbsDuiXD6dX4tYJ8D4TnQ0YCh0yrloaf9SdvRPVX+32LY+gL5Y/MFyxwrdZ2XsAvW\nAtghYNozXph6qRw475ZJlMtZm6bYj5aPQwpdtyNJx6Nj3WM2iQD7mZvrIhyjiXSDY7ub7HUM7Hct\nganbLqedSFdNWEUpbgE6eQ6IcUB/tUB8vULfL7G9OEf16nWEtsawqdIlgC0gLbbqapnYb9smwRvy\nHth9BloB66rOCj4LqlzDMDF1n6+KG2JI4YyrIhms3eRnr8sbYZsXBLAF/D12p4BZIKnZHCvPXoUn\nl1YAOkwpf6uHVWM33Z78S161jZXTqeu7xMaljLQtVP5jV5q9oNmeZm+aJZaAuqRk+F2pt6GVt7QB\nKX+rnUqeeHyDe62suCP2F07NKSBVHzJfPiIDtXySGfZontmqb/VdFI9VPqWr5I71a5ECeT4OqMU9\nZpOIpe3lP8BuKHNONzJusDLSzV14qSweIRaQ4X2RW+wKs9aCEgY1/hgwrAOG3gMPl8Ddc2BxM5s7\nKImy6KXKACxyHXogrhNzdgLc25xUyZNmWmSaqVyKq/LJhFLVSIOOGaxdvnaYTEfhaZbNZg6291nM\nHLn8IiZGzXZC3TXmNDCTlzTJlqqNuiwGK07Xv16kId8xWFush+/HNkhPd7bVW/6krHUcnDcx43Ed\na3NFSbFY6ZZ3GjhYYQX1H895n7sshaBNUdwGeQrfUAhTf5u/H00iErVi2KOi19+y43xrJl2qb0tB\nHtsD43itXhQz7cPg/TMEbM0ISoVgdc+shFvCxndmlMwOxCTCAzXMYFg7axuazgunQUwvNCfZn+V5\noot0ssYCJGQB42GhHhlYXQLayiVw9T5tBtUsgbOYBh37Om+72qVVep2YdhT4Rg/EvHCmzwzT+cm+\nHdkswntAl1Z3WfXC5aEvHrAqbaijGbbEK99J/fAUP7XcfUwbM1nN6LiRStrke51Xi2myYmSlVZJh\nq2FrGRUQltkQXPalhu9VWHMyzxc78WMxa+20zJf86W90e9UEShQ3z/yplN8ScLvdYFknhtyzi6dA\nkHaxxG5ZsIJkdi3Km53GhzlyWcrznGxo5alxxTLT7LrHDNj6P90I9bP2p7VUqXvHIFwCbGAXLMSf\nBWCWIuH5qvmoKXeGdGL6Ih2LtHQJpGUTJNkbW8C5qjLTrjJ4V2kJehWzjFfAVcwzQlrgqs1WHWYG\ncvdAbLBzco3zyVwig44mYHOXlhVViQ2IswBbFKUvfC/fcdrlYrt1RXcOi9PGDV5MW5bZhBsls3uL\nNXHaOAzu1nO6dTmwY7CSK1I+h8IzL//nsoiUP1ZMTDr0whBddyUlbJWF/s0gavm1lBWjq5S7zCcv\nAbZ+VwiyQmpDcQH4U6QepEdqi3oxjpQdt+c5ExfL2ZyCFj/6Lv8H9c0c2B/nHiNgy93SWuIOMWxL\n++rK1d19h33mzBXB3X8N2KX8ABNgyzFhp8SwmwzYSOw4ZIY7npLuJnOIsG05oHRZ57UKPm0J+qAD\nLjrAdUDfAevCir9YIS2YyemPuVHs7LEgwCiLFbhcLBCbA2u5y3dcjhaw87MGR36WsrUYJaeFzRCW\nzVTHx+m0FBP7ZxnjdAC7MmSVmU4jL+GX73Xvgu32bCLSykcrAAFsPViu08HPc+Bg5YXbi8R3LGgz\nJZbyGm2A2C1rS5E4OzgpVtnKOJwkEoQGqfGs6dJlInmZU14ap0R+9P9aoWuAt8K0ysl6tt3PEbD5\nPRdcLNw1WJcAWxolf1sCYQb3iPluqlYmAtgrAOeAOwfcKg0gapNIlxvmkA8wCJ4wySVGDQ+cVsDK\nAdc8cKMGTgdgEQGXT9VYXwHuKidBa/aGwFkGGD3252DrgT2dX6tOLEHSYKjt3hooLVshl6dVt/xe\n14NmwNbgpGbxDJRzgA3sp6FS/qwGrMuPx1NkMFaXg56bLLJoKQ1eX8DMVdLBsiyuBIJankvsT95J\n+g6BNsepTSKsbAZ6ry8LO4wgvU+APTjALwB3gkRELjAxat5yWOfZIiGjgRz79amJipYRr76Hulsy\nL+6wOQR4bIAtvy3txG6OYcv/DNRzXWAGbqu7z0Ajzzw3+RiGLRr9DMA1pKl6ef+PxmdzWkzzpTEk\nc0XXZQFDsl37CvBxGjRceuBaBTwJ4EZmT11MzPriCulgRKi8Z3NIHJAW4JCZRLrckbvcPPjDpgir\n0R0D1mzWgPHeAkqOi7vO3CItodfp4las5UErlJLpRzcmBm1OH8uNxeLZyTcyqC37cei8yy6DgZ51\nvioKq1aXyOtA33M5AeV61E7nQ8sDg3WpjWr/XHa6h8Bp04pZ3XVwYsP2C6RFaJJ2XvDDytACZx2X\ntBkmixqztMLl/JYYO7AvY4eYvu0e09J0nTGo/7hh8Tv2wwWoC/MYYfxpOM24eJntMu1bfVIlwL3p\ngRsunQzuXALpTZa2URcEpPmjMZk7OpfkbY20r34V0hFb25j+G4TVA+Ohso6nUeV9FRAxmUBKtlIG\nLB7ckrt+tlgu1HsGx5y/HYDk+tIMWZsygvpf4tJyof1q5W3le4716wbGymdOzthfjwmU5LnGbpnz\nd/KOAdpi03qHRPlPh7E0yoKJi1UvIH8wfjNJOgJg98rPUmqWc4k5O5/azXgC+wlQ5XGZGIG+z9Xr\nkA6wlrTJRAAuO638LVkuyQDfrfKYe1fyY8V9nPs57CViAeyhQgJ2u2NAWctzQXn1bs6i8o0CAAAg\nAElEQVRfycRi5YVtq1koXJ3MIKcVcMMDTzrgaQD3sr++zso+NxzeTD90qV2vAVy4KZtXEXijBe5H\n4KoCulXKs5wC7qrpDpfDzBdCLh49t1oPpjIDKtmMuU4EuCxh1IpXlx8zVl3WXF/cQ9CXBhvugjKD\nddjf7EcG5UqXziuDsMSj7dZayfAyernEVeobh/2pjaKULeDWgN1g6kUKA19h1zTF9ah7VjweYhEg\nq450vUtZ6PEIVpQeu2U5B1AO47RUvtwS8LmXMgSMK4E7n4hM8EiHdojTYxuPopjZWWll00cJL47B\nIB3+YeD+OW3+ZGkXq9FY3wHzdia5666x/p/TyaA9Z0vS4VOjcnUyg5z6BNhPOeBZALVLQrWukjXD\nUyMVm7Mb0vzrDZJpJCCdDn0B4GEPXMb0fbfMQplB2mfA9lUuhpDCQ8D+iTLaJGCVE5sVRMgZGEsD\nRey0wOty1mXN9mauX/0N22x5AFnPLGHg1mBdmkJnyZ3kmZUEAzaXg8UkNQOVdOmyY5B3mJj4sYAt\n/8vqXj1Ww2nYYnd3PPGr25KuK0s5s9MKnc1gYq8+ErAdkmxXi3QkXrNMV6yBUCX5HyIQ2wTcQ52n\ny0rvUgKxAFsrFU4/p3vOMfnQxGYnE9gvN91eHg2sgTfNbn0WK7OcpdV0Rg9pNw3gXLlzQKTD0Aa1\nJi05P3XJFPKUA+5kv+sKeOCSfdpXmDbOD0nwXJu6eBuX2HEL4MqlU9W3ALYuHVjbVUjTB6vp8lWa\nDhgz60DezL0I1nrEXPKk7Ysi5Px9qQ608i0BuwZqntXByoQZNsgvz7QQsOP8MFgDNsPmdM41GAZr\nSR8DtjjOO/vR/zHr1uWmGTZQNouwOUTKo8E+IHH8koYr7CozXjjFoM1APQdMFvBZoM35PMI8UlV5\n4P4knWG6PM1DLzFvdBaTCXEImJaqZ1PJmG8mVTL/W+pGj0FwWq2y4zIC/c/lxO+j+p//02EfB9Ti\n3gSAzcLyKE6zIx23BnVtgyyBiQbrEnBbDBsJsK8jmUSeRbKxPXDAay6ZTFxObxRQbYG4Tr+DS8xa\nFtQ4h2lDqCZdMcflqtx1zHeZ/xwBuB7pVPUSu7YAVw9miZBL1xmqDDVzkDrhu2XSsBSDhMMDvgGT\neIrpSYBJz4xgBsvxWwyb/z/kSgTB+n6OqYv8sYLihs4KTo1JHARsDqdENiQONjl19FvnqaRUrXxq\nsGfw02B/jC3bJdmuF0BzAizPgdU50A5AlFlWHdDm09Nj/iZWGbB1e2YZE1fqAbEyLpXjHIZoP2IK\nmlMCwOEymdxjnCXCTgP0Ib9zfg4Ja6kLrK/SAIzFFOW9AEHewyC6BLqDA/oMvh1yl02Czt85ik9G\nuIeYMSVOggiXAFoGVPySBmVk4BHYPfCUBNVn4Hce4/L0Mdsup6vEfplZ6rKUb+bqrqQES65UV9Zg\nmdWF5bxLHTFLPtZZIMT1zn50WuUasJtveacBW4cJ7JdXSU45Xbr+dDgR01RONqU4CrM09iDPliJi\n0Nbp1gxbm0QKbXY81FvkP9dhBBADMOQZV7JD5U6ZR0wLw9h0VpKlUnuHemY/mrSIX8sdkrtjcTC5\nWcB+8cUX8fGPfxyvvPIKnHP41Kc+hc985jP4y7/8S/zd3/0dnn76aQDp2LDf+Z3fUV/P2TJ1QeiE\nWtrKAk3dbWN7KMfPAzsWE5A4rCl9Oi72u0GaBuITm91UwP0KeKVKi16GCng1Aj+KwBsxDSIOEXAD\nEgsG0pQkYJxHzfOl45DA3EWMqyNdnX9nZRFDEtwYkPYjCZltrFLYVQDqsHuX5eo9XWM9WIKtmbpm\ng8cKK9eLPAvrZdurhC3ve/Vs7RAns3V4Ayqeby5xWnf9bDHqEuiX5NiSsTlzkhUml5HYgqUM9O6I\nzMytno2EywpZTpFhxSxlqutJK5ao/IHi0ayazWm6nI08hyHPmtpiHFBvB6DNC89EzsewW6QRe1HO\nvHBmg92Vztzb1DIkZSd55LsGaaveLRyzQF+749g1cACwm6bBl7/8ZbznPe/B5eUl3ve+9+G5556D\ncw6f+9zn8LnPfe4RE1HKLAuD5ccScs0suLCBXeHQ82+5EXI69FxhSYNldxTAzoAVW2DTAPcXQJPN\nF1eLNMPjbgDeCGmJecjhj0kXE8eA6azBiBGMXcz+MtPwMlUs2yBjvkJEOipJwK5OcdQxLb5ZhHSv\nQ+pOtn1SGjHbAqNujHOgXVJi2pWY5yFTA4cp3feB7nrGi+RZZknILo26AeqL32sGaeVFnJZRTrcO\nV9vAre81axPgZEIi0wN5yiBfFoDXKkwJiwcxOb0M1kx8SiBmKTlug+JHm6I0iKnyEMB20muNu9sJ\nj7tOco9DAzhfJcBmcuaoPHRvu9Qj0PIyJyMldzxYAwcA+86dO7hz5w4A4Pz8HO94xzvwwx/+MEUT\nD0VksVTuOgHlhlIS6DnA1nY2SYMFPprpMZgwE9fxcxyyxDsiAecVsF4B95fAsASuVsAbQ2LVFwG4\nDMDVkMBRpuL5Gml71SwosrMf+izj2XTikADb++R3XNHYAmGNZAN3QFwCcYF0IO8yxVFlwF4BOMnA\nvd4CfgvEbe5W8mDcHFgLI9H2Qd1Ixcm33MBKirzEPJmhyW+tcKWxycrTU+yDtU6DdZVAm/8vEQpg\nPwwtZ6XGa5lJGOSZOGg2PWfr1uFboK0Viy4PUDp0D0LybilvrRjZWWVHn4UADHkRUAhpQN7q5I1K\nnA/w1WMWpYF3kSlNygLdS+YbVqoaa0pYZzku4+OA+2gb9ve//31897vfxW/8xm/gO9/5Dv7mb/4G\n//AP/4Bf+7Vfw1//9V/j5s2b6ot/pue3A/glSpxm2PLO0tj8rN9ZAyPMErQGtti1BVBzJhGe1bDB\nuMFUrIDNKRBOgKvTBNaLzAq6kA4iaDPQokY6bUbmma6QFtfEBMaxzdlUDLvOM0ICUvzDNimK4RLj\nlKaYG21cAm6Zp/VmwD6LwCpi7Gb2ITHtnbrgxmuZQ5gdM1OznDR0tiXqepA6t7r2ViOzGjt38QWw\nJU0Sp7U5Uikt7I4FHIttaTnTYXLeLROG/sYydZQGiyVtYrLSYM2zJ7RStMqiBCgSnjxLfJr56vbL\nSl6BWhgyf4qA6wHfYudQ5fGsTunlbjCZQHjmC98tWbLK0xtlwenUl2biUk/HMGwH4L8B+HeU5W/X\nHQXYl5eX+MM//EN85Stfwfn5OT796U/jz//8zwEAf/Znf4Y/+ZM/wVe/+lX11f9Gz1poOMHiSgxk\njl1r1sBhCWOea5TMKjz5LcXNFSFaPPuPDmhDmnYkQuwWKUxZFi53HzDarp3PZhEPhDqZPMS0IYfr\neo+0q59PoN1n5oE+seRwNbFqREAWX8gRZBWAJmbzbgAWQ7IFNg1Qt6QEXM5OxGQjtC4uH+56yzu5\n84b1ugekZ61weJqpCZMSe6vuVWnlYc1T1vZ2SRPnR9wcWGn2pH9brKk0cMt3AT6L+YsfySfnX9cN\nK1UOE7vvnKwIDLmuxdyi06XTqp22j0t8DtPAumpDkerO5GLcxmKS9RGoK/peDiy4Qloa/BDTDp2a\nYOnenowLQPnVilbyXiKPXK+BwtDkUjvx88tIZFa+/z8Nv5M7CNhd1+HDH/4w/uiP/ggf+tCHAADP\nPPPM+P8f//Ef4/d///eNL7UGtbROqSFA/a8LyzKBMLPm7kzp8iosbgAOu425pCQ4nT6ZN/wiX0vA\nrzAOBoZhuqNKAB96wG0zk3AJfF1MrNufALEBqlOMe2xXVZYxNwlvqFPjiwJWBGIxJpNHOwCbAPgh\njbBv2xSn98Aqn8zehzxLRS5RMFwGDKYCpLIPse7tCPvjbwUUZPUbKbydsmSgYECW37rOKky27g35\nF9Yl3WVLLrTTcYOe5y5Om27sfGdXYmsMGvy7zv5YGXE74PxJectUSGA87xMLjKa26JMsAphObyk5\nC8jZvEJjJ84pK4nDOItKVuM6l7Picnbyb16Wjvy801Pt03OQwcYt7BkhVvlbdcukwSJ6nGetkC35\ndYX/tD+dlpJpcXKzgB1jxCc/+Um8853vxGc/+9nx/UsvvYRnn30WAPBP//RPeNe73mV8rQHbAjpO\nbIlh64arTSDAbpduDqS15tRhRvqtmV/pnp9dlQC7XiDt2Jd37htimoLUZ0Yu3b3oMnhvgdglJi3T\n7nwFuJME3j6HUzW7gB1yF9FJ49UmBSTA7oc0yOj6BMBdh/FosaoClsvEtLt+GoVvJZ165kaJJWcz\nzwgomv1KedbYPSxCwmDBtgSdmXGpGxsxbfYj3V2Z3iUNmuMqKQr93yGg5vzx3ZI9De5We2Cg1vZ6\nqVux18ueIZo9Slk39Bvpe1dPYO19DjomsEaPaXm3xRB1elgx0OUqjPu9+/wsYM1k17m02Gzl8hiL\nS3vIy/4hjq5NC1xtgXWWn57rlhUyp4/bcckeLf4H9a1W7lqhaqdl2BX8WU6Xc9nNAvZ3vvMdfO1r\nX8O73/1uvPe97wUA/NVf/RX+8R//Ed/73vfgnMPb3vY2/O3f/q3xtdYWc4mZA2p+1mAg/2mGbbET\n/Y67cmzP0yz7EDPyUxh+gd0ltas8uk0mEZdnf8hId+wys3GTgFe0IKbKOwBWTRJ8SdLggSE3jr3N\nbphhZ0YSt8DQJvAW80pVJbCuPNBugapNjTnENNBjzsTg8hzoPy5L9svKUFgw6HtuTHN1rutfmwYE\nsDkOMaPIVMA59sjxlsiDBba6sUlaGCDkt5YZzhuUfwu4JXweYAWmTfp5yqNM2aNvhWF7ZFmqc7OJ\nmTz0SMfTSTxaSWvTiwbsrLRdHkyXnSurBoge4zqDGKegG5eA+twD5w44y2DtMZkEHYDLK6AZALcB\n+hbYXKUxnL1pnixHXOZavhg/gvJT6qXrcI4B8EPAfTxYAwcA+/3vfz9C2Lfx/e7v/u4RQbtHeNbd\nDBjvdWN12C90oGwKCcqfFaZmSrrRcZo0w5MZHxmsl0tguQLaOLHbITNMOX8uDKmBhDZHv0rMuqrS\nKq96lRsWMRXvErj3+b3LDWQEa0lPTuqQlcLQAu06gfJqka6mzs9LYJ2BJnR5l05lox9B2LKXcpkw\nuHM9yl3AW8K3GCY3AgZCbQaROyg9+qBXy/6uG4lugPzuGIYt6WP50rJJLHd0DIacf8kPyyCXs4xX\nyDmaAtaWsqLvRsDOYF3lHp2U2yAHH1vyDexP7RTWrxl2NglWK6BepmvcRTICPibC4pD23zlxaQ/4\nmw647kmM3fS8DBmsY2Lb7iESu7Zk8RADLsmcPM+ZUx3dj3HHgLWVJtv9DFc6HrbHTK4ktPrZYtji\nx9J6cwxbMzhmhJZm1syLgSOzi3Ev7AWwWAKrVWoQsU5mkW5I4A0kEI3ZJIKrFHbtkWZ21AmwF+f7\nWfYABpdYsQD2HMPupRHnfVv9Nv29qCeTyPlZznafFitUwP6c61I3UkCBp4lx+YC+k/fyHR92DOzX\nof5WvtezSXJ33mRb2pWYcYndW99Z33P6LEYmZclKzSn/GjQsZcMM+wSTkhIAZeDemQOXvnV+0qcV\nkt/YI81MEjniNkEmth1BlPyUAHuVxl/qE6A5Tea7GNI15Pz5mAHbZ8D2wBPOCNIlotFXwDoAlx3g\nr5DGKyzH7VfLjzirbc8x5xLTPqQcDrlD6dx1P0PA1u5Qg2DHwMBCwV1Jq+GwoM8B9SFQP+RfBJdX\n1uWjioZF2p3Ph8SeZaCkz4OO4/4eqgHGmGx8Q0iLBnwePGM7ntj12iHNRuk9EBbp29S/xNTgJA+D\nylPIyqNN+3NXMbHpzRrYXiXAHqwzMEuMketKgIIbva4rmTfLQKLDnhNc8SOj/BKOLlMOdy6skpxA\nvRfHafXKr+XET6XeB3W3wEIrHe5FyMbpAdNxbzy/2AKTAePA4pDrMDxEmmW0BqJMUxUFHOjZYX9u\nswWMDuO+OAGZMPSZtLh0xSwXwaX/N0PakbKOSZYrELvO9zfatHvlegG0Z0nJFLeH1ax730qw6zSG\nsLNkVNd5qe412bTiK/m33WMCbIs58XuLyQA79uE9m5q2A0phczeehX4OhK2u5xxwS5pk3u9Juocl\n0DcZYAcgbrMNWwBbBJ230xTGhF3Axjp3GzMrktFy51NYHRLjCA2FI4ANSjs3rpAaxNAnm7WPifGH\nLbDdApsN0G4SYO8MOHLdWEDiKC7eKMqqK2tpudQV1xm/Yz8cnsw20X41u9dhcBxWveu0ePKvG9sh\n0sEsWt5rJcDpt4Bb3gmDbjGtshXA5r0zLAYYU53GLhEHUZzhKoO2LONmwOZ52sKqBQgZsFU+ZHXi\nkOUhbpAOiG6AkDcyi03y1w7pNKUqmw3bfrJd83WxBR4grR5ur6VwzPn9kreW7seMXVjEr+QsDOPf\nzrhb8ZTCLLvHzLC1EOlEc2ZE0PWlGwJfXHnAbkUaAlwEdAvA9bcCkHJE2BkQqjwQmLt/Q96zt8+M\nZjy5nMEqAz8zbLRZ4HuMJ8rIdqqoMubHNPAYFkn4d7qxwrA1y8h5CH1i6G5IYN1VSUm0bbqGPBBa\nBBUGNVawA/0vMzV0PQmoawbP9cVxWSxG96xKitwCV22DLckIsy0GbXmvTRs6Hk6bKHjd0JkNY+bZ\nAmyuZ17lJ2m1ACBkwM77YcctENeYVsvmd4jYX6YtcTFocx6oDmNMsj50KbxQAVgAwwkQVkhTCZsk\n710G7LhJMz82W4zT+jyRlHVIWztcLYCuTr3ZPfkW2ZKFNIA9dVScVV/il5W05SwssfxwmFou2N9x\n7jECNmADn9ZC3PB4EM0yiWg7m1Qcsy7rkv8eFazlkvjoEN54jnHPgxCBakgzLWQKnVx73TRpeBmw\npVENmWmABxXzc/CpEYQqPe91tyXt3IXNeZHNotBjtGBskRtYvnqZ0qfLC+qZ600aL4OKrjtP/1t2\nZgYmK66SYEsvRcvLXAMpMexSPLr7L3lnmQT247Rk8VBcmpXxe22zjtg9RYZZr6q7yIxXDnTOKwVj\nvsYZJyKjAtzcvniAT6cvYjxFScwezgGQNQkOac2AJD0rnG4NbB4CzRrJDu4wnqgEn0hFVwNtBuwo\n6RrUJYfwRuxuH1FylnK1iIQuU8rvntP+NcNmGdLfzbufE8PmAuEM8d1q7Hr0jQFb7JkVdlds6S6u\nftaN6BiTiIC2mETyIbyxS6widAn0HDHVnbs4atQxxzlkNu4k/mb3cgMQ8250MSuNKPtG6C6rModI\nfoYhKY9uSOG5bCoRdhQx/S4qWV1nFhBx/fHglW7wHIYWdqu+9G8RYwlf5MGpi9PJXd9SPnV+rUvy\nyeCsy0beS91IuGzH185qE6LsOCwGLYth011MIi4DNi4wmlMiz2uWfHHaGLC5bWAKfwTsfB/y3QWk\n/d8dxjYTIxAzw+5bwK0B9xBwefdLCFhnuYmnCaTDIj2H0xxer64NlclWlcVcGTvyy70py1kkpuSH\n45pj9HOEZHKPmWFrgJZ3umCshgHsgiuPrh8brzyX4j0G2OXiRtIBrkW1aOGX090vurS4sXcIncPQ\neYSuzubhSHghQEnKIlLjc7k77RzSwgaXG4WwLQIgxwpRKTo5XiwKQAfKg66XUt51uVr+LZNJqQFY\nXcMScGp/1ndzd8AGG50W679jGiebTuR9qUEeI7c6Dma48o6Ztphe2FzCJpQNxoVa5s6HuqfJJi6t\nBPh5UN8JaFOvDj7HzwPjNRAukWZJyZ4gktaAyYwkJEynlRUk97hl5tQS0/RHnbdI3zABtOrp2Hor\nyY/GO7kfak/77jECNrMN3eWYA1Fgv8E57NohmTEdKizNmB7VSYVLd+sKQA3nAuqzFoubHZobHRY3\n03O/rtFeNvmq0F42iFuXl4IP037UkQWKBMsB04G7NeAW+e+IcWtVydN4KK8wFCRWEmsgCjvXx2xx\n+WqlZuV9rlzEWeXMA4HWt3NgbYXJCqY0L98CbmUi2mtAVkPSeSwpeqBszuG8HdOgS/FruyqXsTRn\nWXEqNi9Z/SnLuFnJc91o0GIGr8FRyw4PQlr5FfYr6RJglsHONSbiYJEEtt9pJsz1Lbggc9XPMDFx\nJlnij0GbZUvyWjLb8fPcXROXnwR7fi4MG9htuBbbLrFf3cC4e8aVZ4GybuTa9njIlYQns1bfoz7r\nsHyyw8mz6Tp9tsPm/grr1wH/Wo14t0LnlmleadsDrQdij/FcutER23FIzNpXgMt7lYiNMPbZVphn\nS7hFvhqMC2pijzSiPiTgHhuWNh1xHWi2XQJRXT7sLAHlhqa/ZVZaiqcEbJ5+axZlMStmkyXWX2qE\nVm+tpPAOAbZFWObitwCbgVbMTgzYcngD7w+tF0TpOtJlJs4yTwL7dcdO3glgsxLxmOzvcgnoaxnh\n3gKwq0S0PwZskTfehlXLkcYCLnOLCJZkA9ivY4lDY9GbGrB14ixQKPkD7MLSGpKFjL8vNfIfV9sx\nwxbGEOHcFvVpj+VTHc7e0uHa2zuc/2KPq7sB1X/WiCcrdL6C61bpG59H9kPM+4xw+KqxjKsd6wTY\nIQ+khBbJHikDNae5OIRpVwmsfZ5SOAK2CDsPiEmZlECM/R0D2hYQyDN3Z4Fdts8NpCQPVoPToM3K\n3JqPa7Fl/t4CTf5PO4s567hKSqjUkC2g1+YWvdCFF08JQ+7pNw/4lupIwtfmI95vW/yyn6DCBd15\nQc+avtdKVQBWl6e0OWHRpVWZUj8C2B7JPCInxTsKT9KncYDrf868dWxdler40UH7MZtENEMu+bPY\ntb6zsAgAlUC7FMejsGu5yyUj9fnZNajPOqye6nH2lg7X/5ceN/9rj+Y/PeLJCTofsekq+ItlWvAC\nl8C6GzBtJ6krmxk2LX13WXBjB7grpGPK8kwRVwFumWaYuNy4ggwu5mPIxvnLjvJQKi+dd/FjsXId\nhgYCDdKaIelpblpe9LP8thi2NGxtp9XfW3JQYrj831xj5XeWsxi2frZYK5scGJzkOxkIF9svK6to\n3HXdMPmRb+XitFj2bPZbUtI6DQy2PDgd1SV555OHJL+00njHNCZKJW8huzNrSMLi8taAzaCs0zKn\nnDl/evCypBhAv+fdz8kkcuz/JfC1ClfYxDGgXWqwGng0SLEAMjsNCRCbAKwi3DXA33KonnLwnYe/\n9HAXNfCgBh7kBQNVZrxdD2xLM2FUZY4zR3JjGvf7EDt23lzK9YAToeZNnEr2T7ZPaiCXxqnNTaWy\n5fLT3XU9F7nExiScY8DakqlAd820SzM5LHe4Ae361Q37Ud0cidCsX/JoEZVDykrHp8tCA6sANgOq\nThuXs1ampTQB0zaxGoB1W+AwWHHIlFdJg0xxlfD09D9pL/L+GAL5KHU7B9Klsj6WOD52wD7W6QKy\nmBrfWWC0kOow9KWZBbAvqNq/x7QsPS9NjzX6IWDbBTzcBPiHAfEi4GF7DZf+GjanJ+ifbBBbl3Yo\nWzrA5bmlV9bAhgiZS6w4yMk2EWkxQou0sXuF1PXLDCL0SF3OmN6FvNnUOEDJtkJgYiG6LLxKS4k5\nWr0PyQ93oblhaRPQsU4rarlz3bE/rWz5PwscdR3ouK3v58KwfuvwtL85ts6NW55FTjv6j1myHuex\n8iCO/VoANccG5wCJ/eg00NYOY5tits2KvlQm3AOQfJbICDPyY+qqJAfH+LNIh1Xux7eBNyFg64YP\n7FcgA7V8w3OQtaBaDcsCYd1YuNumu19LsKBFNOgHYNtGVBsgPozoLyI27SnW/gybsxN0TzQIzqWN\n2p1Pg44P865ppS5XBAF2RNqoR0A4EmC7xNzRA2GDcUBxPIld7wMhQi6MRDN8ZjaSEKuO5LcFEBqs\ndSM5RlCPAUfufkpeLKA4pmdgAab+xkoTKwdLufH/8tsCNfZfYnTMtkmxA5jKwmpHwD6YcRq4Hjnu\nubI6FtD4fyYGsq833zVxYFLG+dF5E5njXp0ma5qVa2I4x6I1CKPg1/JXAuxHISxvSsAGbE3KXRzu\nAukurzWvVMKZ03YW25AutAgBL2JZYZrnmQStHxw2nUPcOHRXDpsLoOuXaP0S7ekSvVsgnvq0yU3n\ngYcVcC+m3zv5ZsB2iUm7PH/W5cYYkWzgsUqXi5jmZueZJwgYd0iLXF7sLBui3C3GJGWjG5BV/iXA\n5gYy18AtgbfKSTNL8a/rvNQ4DoH1oYbHjX0ufAB7DZmdNShqsUCOSwMWg7fluDy06U0TnlIZSDqs\nNlryK+/5v7xkfWxD0qastAp5kvxx/plcidzphVPALvES27aW5ZIitUCY86frf44garnRcZXdmwyw\nOdEWa5KClsLmeZszK/t2GAcLKWtxbRJhIWBlIcvR5UqCFuMS/VAhth79psLmoUf1wGOoKgRfYTit\nMZxWiNGloK4ccK9KJ5mPK8stlh0zQw6YFsVkoYtkcogD0srKDmmrzLzpTaRyHYtX25V1D0Lyqhs1\nN2wGabnLDASf7xqsa/XtITYmzgJdQ7mNeePuv3ynG8bc3QLLQ8peN9o58C+xtDmQtn4LQDHQyIwQ\nrWz1wK/F9EoMm9Ou01HyY/UkdJlJe5I2dYJpKh6Hr4Ftrox5MFabgUTuebaU+AN2ZbIEwlE9HwJc\nnXddDv9DMGxxurC4wHnze4ttWw1FCzCBlcvsT7Z+3ImfAVvb3CZmMPQ1hrYGrmrgogHu1XCnEW4Z\n4VYBfhnRrJL9ON4LwN2AeD0Cp0BcOiB6xFAhxgCEGlEWxyCm/I5bSkq8AoLL/L8MyOT9Inbsmrqh\nMOvgAxAYXLlLyuXCIM2DORoEtBJg88ux7ForVj14ptkrM68SsM4BowVCnCad7mMbHwNAiaWV0jUX\nptwtG742KTBxEX9WGkptp1Rnh/6P2E2T3EXONMtmxsvEQKdTSIwkI7+LlP4o6dMkhQcndTrnyt8q\nszm/nHfre0vZl93PELBLGbMSVWoAzAiYxTl65sFFYF+j8jNdrgbccrqwQlq2u4/322AAAB5wSURB\nVEhgFyskm7AAHA/C8QT+nK7YAtsF8GAJ3F0CKw/4CoubW5zc2GB1Y41VvcZJvQbOA4anHIZf8Bh6\nh7526J926B46dA+R7zX6tQhWS3FrU4MokDoXo0eazrfAOHVpLHpuqNyQpUx54QXbErmONODoumLb\nIdedzMMNmDYqspZESx1a9khrnOGYxnWIPVuuBGpzbg60LD8lcJv7zeEceifywopW27f5W11/XFYM\nsKLceQl8yZXYdSley7asCVmWGx+nq0K6OwcMFcadM0OFtKlaiSTMKW/LNMSO5daaOKD9agC3yn/e\nzQL2ZrPBb/7mb2K73aJtW/zBH/wBvvjFL+L111/HRz/6UfzgBz/AW9/6Vnz961/HzZs31ddac8H4\nrUFgrnIjdu1X3B3X4VX0jcWyPNJqwCXgTwF/ArhTpNkX68SyQw4rRuwvFJBReQLv2ADbU+AiAncd\n4GugB5bPbHFtuI8bzT3cPL+HG809+GsD2qcbtH2Ntm7QntfYPLPA+u4C61eXuHptgTgs0K8b7CoK\nPZhHs1RcxHQqdgO4FdLRZBGTDTti15bNAsnslxcd6Matmas4rWDZSRzMxo2dBHfqsGS2KYGcZYvk\n/48BQgvIjgVui01ZbLok25azwMQK24pDfy+gq+tdp0kP2HKYDNTMUkvOko/SM9c1O50Hql+XgbqJ\naRxIOo69S1fn0z0Au3unc3gch/Ve4rSc7gXocjuEb+wH+IkBe7Va4Vvf+hZOT0/R9z3e//7341/+\n5V/wjW98A8899xw+//nP40tf+hKef/55PP/88wcjK2t2GL9Z8wITUOoC0gNpFivU9wzYfpnA2p8D\n1bUE1q4CBpfbHwOkZtjCGnMaYwVsI3CRwXoYgCtgMbS41lzg6fNX8czwI9xuXoZvBqyfWmFdrbA+\nX2L95ApXz5ziwYvnqJqIEGp0FzWSTU8c9zCk4bB5Bum9KCLXI+13TawkchjMciVMKT9m2BrcS8Bl\nATY3MN6XwuodaZnQzIvt6uyHlSibaTjcOeCD8d+cvznHoM1hlXokUM8ct3W3wtfxa8dto8J+uXBe\nub3pMC3A9spPKT1zbdxi2PobzUbldaROZsyTpWLedDBm8RMZZPMQMN9D08y+5Ee3DSYzUM8lObDG\niMruoEnk9PQUANC2LYZhwK1bt/CNb3wD3/72twEAn/jEJ/CBD3zAAOz/g55/MV+HmLbOjMWwGbiB\nfYHWNlerYWZQEoZdnwPVdWDIjHbcOU/bZoGpAvvdMKMHNi4BfrcArgbgjYhltcX1swd46slX8Avh\nRbyl+QGq1YCH9Rkuz85w+dQZHq7P8eDuNVSLgDjUaB+e4uqVGpM9L1JaGLzYJOIBF9Llw/SMHmlZ\n+pAZ94DpLDxeuswDtAzY1mq3knDpAS35Rtu7rQFi/k6e9SAo93S4AYry5BPZNSuS/JXAQ77jRnwI\nIHUYJb8Wkz0CkPaYXind/NsCJPl2wD5o8/e6F6OBR7NrrZzlXlJG2i/7YcWsy8m6ADgHVHGatLVC\nNpFkciJbCI/5Phaw9f9zDFsPvut0euWf8+0B/DcA/45yWe26g4AdQsCv/uqv4j/+4z/w6U9/Gr/y\nK7+Cl19+Gbdv3wYA3L59Gy+//LLxJZ+szlpKNwjQ+5LmLWk7i22JYLHwqcpxDiPDroRh35iKI4YE\ncuhU/JJOY853BLCtgX4BXJ0C9wagAhYnW1x78gGeunoV/9Pw3/H2+t9Rn/d4cHYD9+N1PIg38ADX\nsbjbIgwN2sszXL0aUK+EYVvM2jCJoNqXE5ftxTGvfoxie5c8SN70Qpp6CnNn4FK+s5gT9V7GO5eV\nAKo1T56dzoQGbMuuzSsYOY0atCwGJN+g8PyoDPtR/j8WtEtt5lD43GYiJrC2uvAaYCzg0SaqEmDr\n73WatD9dz5ZS9vu/5bxHGbM8QVrTEHtg6PPZqEKs9DRVXc/Wb6sHz47BWgM2Y5eOg+XqvwB4B+X/\nG4W4kjsI2N57fO9738P9+/fx27/92/jWt761879zDs5ZQlRi05azupFas5W+14Klp5ExSxTTQA5P\ntLALqYLDkC+x+XJatNJQ2tK5dAL0wu1Mz46nAUPo0N/fov3hFbaLh+huBTxcneNiWeH+aoV7y+u4\n52/hwl3DlTtF65YYXIVxPxBfI51EPSCNhC+BuEQ6Fy8PqriItF9IzqssmAkB0/mMApwWu2XbvGxk\n77EvkLrctVDquuIGKdOpNGhYdcuMjpmRHugRhs0LgUTZsK18jk1xmp161v9LOFbDZ0WgG/kxces4\nj1UAxzBSDXqiqLVpatT26jsGc60IOP3apFICRgZD69KO2rTLpjE5O7IH0MZp4LEN0zmqkQ830IPc\nmh1bPcE5wJ6TXSu/c98c546eJXLjxg383u/9Hv71X/8Vt2/fxo9+9CPcuXMHL730Ep555pkDX1sN\nec4vA6Jm3qBnSyC1bddhqjAZKMyAHALG/ThiZqKDgJ0GFP1b8pKF33mgqYAzD5x74MwB58BwLaKL\nA7b3O1z9f1tcXq2BWx73bgJv3Fzi9ZvX8PrNJ/FG/xQeDLdwGc6xwQq9y7M+ag9UTWIOdQQqD4QG\nCEukA02zzR0h5WE8QaTNedJJzqx7FEjJB7NgOZFbZgtY+ba6fLoeNVBznBZoazkp2R2BXZMUOwF5\n7glwHq10a7kssUJOw6HGKspOvnF0t+LUYWiGOteV1yCrZ3RIz0T3DDVg6/g99sEb2B3LKCmbOaCy\nGKwFkvx/3jp4bNN5cHKI+XzSHLYbgG2fti8eZPthzqce3yjFr9OhnZaDQz0K/fzjuVnAvnv3Luq6\nxs2bN7Fer/HP//zP+Iu/+At88IMfxAsvvIAvfOELeOGFF/ChD33I+HqOYWtGrd9bDewQmwAmQeXT\nJjymPXAjRiYmduphwLjPxrjHtAC2rlStbZWiWHjgtAJuOOCWA24CYRnQxx7b+x3WV1tcvrxGuNXg\n3h3g9WcXeC2c4+7iCdwLT+NqOMfDeI5NXGFAnYOtgKZOI+GNT8+hBoYa6Js0dalHZtItxgNVw1XO\nl5+uEaT4/D9uREMuKz1tC7Dra27QSVim1Q3X5al7LloxyN1SniIj1sIfYFJE8uyN52OdbqRWGjnv\nDNKW/M+xdm0OEP+6nCQ+TVr0km/ZYlR6T/KsgYnbEl+6DCzWKWnQYM2KK6r3+uIBaX6mLWHHNRMu\ndwpjas9DJmDdkM5T7eWEeD6kmAE7GPFYJrsS0FqKs+R+crAGDgD2Sy+9hE984hMIISCEgI997GP4\nrd/6Lbz3ve/FRz7yEXz1q18dp/XNJ/BREsuVbXXLoN7zO7a/ilGLhV1sncMuw5aDAMZ9OjJg75xr\nqCtQMRpXAYvMsG964CkHPOMQ2oBunRn2eovL9Rr9ExH3rhzeiAvcXVzDqzeexP3qKWyHFdqwQhuX\n6MUkUmeQXnpgWQPLJm3P2lf5tHOPNPc0IJ1SvQHiJRAvgLBFWg3Z5LuYiNiWXGLYjvxr+yGw27B1\nL0izLw1yJfAumUv4sgYu2Qwiz6Aw9WAkd+2hni2WKM+sNKzGqmXyGLC2HLNbHo/hMgLdNbBLGZzk\n6xSpPTxE2opXVgi3FIZWQNqEIkpI16Fumx67clVScpbiZvAUkM2Xyz2mcdpqzEFkhj2EfKBvNmsO\nJYZdMomInJQIxDHO6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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow??" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }