{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NODDI Bingham" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The recently proposed NODDI-Bingham model *(Tariq et al. 2016)* extends NODDI to using a Bingham distribution instead of a Watson and describes the signal as\n", "\n", "\\begin{align}\n", " E^{\\textrm{NODDI}}_{\\textrm{Bingham}}= \\underbrace{f_{\\textrm{CSF}}\\overbrace{E_{\\textrm{iso}}(\\cdot|D_{\\textrm{CSF}})}^{\\textrm{Ball}}}_{\\textrm{CSF}}\n", " +\\overbrace{B(\\kappa_1,\\kappa_2,\\boldsymbol{\\mu}_i)}^{\\textrm{Bingham}}\\,*_{\\mathbb{S}^2}\\, \\left[\\underbrace{f_h\\overbrace{E_{\\textrm{h}}(\\cdot|\\lambda_\\perp^{\\textrm{tort}},\\lambda_\\parallel^{\\textrm{tort}})}^{\\textrm{Zeppelin}}}_{\\textrm{Hindered Extra-Axonal}}+\\underbrace{f_r\\overbrace{E_r(\\cdot|\\lambda_\\parallel)}^{\\textrm{Stick}}}_{\\textrm{Intra-Axonal}}\\right].\n", "\\end{align}\n", "\n", "The added value of the Bingham distribution in NODDI has been shown in an ex-vivo study on bending cortical fibers *(Tariq et al. 2015)*.\n", "However, it does not address any of the other limitations of NODDI. It is also interesting to see that this model is equivalent to the BAR model if we set $N=1$ and add a tortuous Zeppelin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate NODDI-Bingham model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the NODDI-Bingham model in Dmipy is straight-forward, and only differs one line from generating NODDI-Watson (calling a Bingham instead of a Watson distribution).\n", "\n", "First we call the basic Ball, Stick and Zeppelin components:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.signal_models import cylinder_models, gaussian_models\n", "ball = gaussian_models.G1Ball()\n", "stick = cylinder_models.C1Stick()\n", "zeppelin = gaussian_models.G2Zeppelin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we call the BinghamDistributed instead of the WatsonDistributed model:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['SD2Bingham_1_odi',\n", " 'SD2Bingham_1_beta_fraction',\n", " 'G2Zeppelin_1_lambda_perp',\n", " 'SD2Bingham_1_psi',\n", " 'SD2Bingham_1_mu',\n", " 'G2Zeppelin_1_lambda_par',\n", " 'C1Stick_1_lambda_par',\n", " 'partial_volume_0']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.distributions.distribute_models import SD2BinghamDistributed\n", "bingham_dispersed_bundle = SD2BinghamDistributed(models=[stick, zeppelin])\n", "bingham_dispersed_bundle.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set NODDI-Bingham's parameter assumptions: The tortuosity constraint, equal $\\lambda_\\parallel$ between the Stick and Zeppelin, and fixing the diffusivity to 1.7e-9 $m^2/s$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bingham_dispersed_bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp','C1Stick_1_lambda_par','partial_volume_0')\n", "bingham_dispersed_bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "bingham_dispersed_bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Bingham-dispersed Stick and Ball and then combined in a multi-compartment model:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentModel\n", "NODDI_bingham_mod = MultiCompartmentModel(models=[ball, bingham_dispersed_bundle])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G1Ball_1_lambda_iso',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_odi',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_beta_fraction',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_mu',\n", " 'SD2BinghamDistributed_1_partial_volume_0',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_psi',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NODDI_bingham_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we finally the set isotropic diffusivity of the ball to free water diffusivity:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "NODDI_bingham_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the model:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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gwIG0fPnyp84nFotp9erVpKWlRR11Y0qpVEpDhw6lIUOGdOiR+ddff00ikYiOHj3aYeuU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\n13YQjDHGGNOe/w/EnvpAQi9ePAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "NODDI_bingham_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Human Connectome Project Example" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data slice originates from Subject 100307 of the Human Connectome Project, WU-Minn Consortium (Principal Investigators: David Van Essen and Kamil Ugurbil; 1U54MH091657) funded by the 16 NIH Institutes and Centers that support the NIH Blueprint for Neuroscience Research; and by the McDonnell Center for Systems Neuroscience at Washington University.\n" ] } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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3fLqMzz3uJPD69/fQPxv1j/jrM18lXPPGRwEAD964D9f+AV40SNWHhISEDpKn\ncBm0fQ2PvnGIG25xtegbls7i06uep/Cxfej7qUTZjDorZLvSVmMVXNBsGkmb14x6JCtnoNkq0R3s\nrZtolabQ+ZdFQ19NEWfRxfuw1HXbY0p1WI1rlqnTcWY+l3p+HNqwBuolv1MGys+4tuLBXNzsrSsJ\nuZNBRO8CsPCTZFUTTaxi7nSGtiGPKRE8CFNEnotl6JYrUcd6jUDVl8RtSBDmwPSgO/7pFQizKoqL\nCoPj/kI8uIRHd7lk5IMrVwBjdxBvfsn9GGaOwnzfI4cweNgRQoqNSBgmg4Qk1y/w89f+DgDgu+tv\nx9Y3uwngy3edg3ngYbyQkYzCJdAry6iPOEXUxW7G0bNOhfnExhKUf+Dm+yzIP23EKkxD1pXc0KoR\nHYFmINJmKpdmHlNQeKhUDSy08vth9M+5u68fGw6KGpmKS8p40ev44UG0SbsfU1JoNorDCpOLoVEG\nQcpttpcw3+N2mq8r5L4nSFeMYqM9R3IPKIDJIcLSo0JSinMKASRNStkcIUdgc6k4MEW5iag3gUxk\n1JhQr7YHHeV5phqjx9yFHh+z0Asb9j/1jWQTVqg8Oe3P7rgFg2Pu9epZUcQCu1ZqwP1ea69yFuL1\nNz6M/3jOxZalbnDqpdpfk1WMZ864vFAHz6TwISEhoYPkKXionqOv8pGDuHCzc4+LNYI+7ZY/ZQDt\nk2fDJQkZmj5Frcei/IMoU12NKUwryqYcVnsAyKfy2dDXUERy7CykI7WQ5FzcHSgai+472+MxuYis\ntCsl4FbLIIgSCZ84afaWiBWt5DPG0sPu+AenKCwlqpbKBWtg60q//yvnqMfueu76HKC99+TakyVU\nCUlT7S/YJcevo/CHDICW7k0y7arYBKa5O7ebrj6JB0/uAwD0Pldg5eHGX3MbzrHpqYi4BeQX3Qo/\nOEnon5Vr1JKUmiGFORrNAOg97i723z50M4wXgG2GFsqPsTt/c4ZyzVU08ukU5vwFvNCQjIIHLbug\nuVodBHdaNZDx6pGLPjjJkQyZ7IMVBfKPK5u5D/TPMyrvWttI/kxXkZYBcxjWEj+oJpdx8XrBnWOj\n8MBHkmfRyDZWYlzCMQEAR6rHINieHJs8tI50BbgHUtSNYjZhFKrUwPhR93q+1cf8gDux9es1Ro/5\nDwx10FmImYKXisrGaI0XscT2YA7XJ99iZKfdg/rIcBXqqKsQjY/ZbimxtaHkHm7ADYnJN2NCl1zD\n1nCrSo4pmyLkTVTDQf9iYRXqJXcC9TKwdp27oHtPrAAvQKOQwoeEhIQOkqcAhCnQgFuhqyVxp9sp\nTmS6akUthTaWIWdFYTJSZza2ba4YAAAgAElEQVRBNCg1tsJMCHLsrRoQcEmmvUGHky9TkgBE05Au\nuyqy7KezMkeiJtVYKNXEQhDKphxeP2n1Lttjlv6IfGJdJQbOc+md99TmXLwtMggJxXwaC5xQR3Al\nnlgVC7fqePK0v5B6wdjjxzWY+0bSaaoR7ZNEbzInzPf6xOfYQC/cwZkewcza4xTOCLH0m3AWta6X\ncszZFKhcVz2aAxXWlPNclh7bhSzqwXihIBkFuLZXGjvDsNidh5tGTylk112LsXvtDEFMUpLX7cPW\n9JWMQgM6aketilHvYpxHEBc6m3E0W4FDizRrKU/aPBJTHQujUVcM65/ibCEutImrFUAYlMJaDJ/N\notbvGh1WYuvGZ1Hrcbx9PrXhfFlnoW8im0n1IZ9xyG2YUnUsZBsOxNeZLEBKzr2JJNjipqy4qSv8\nFhS/Jsx3uS/bOkxoxi5JoLd0aIHPpozGh1H1SKFYb0MzBsq23As0Y389SlGRVhWgK18ibQjNHvdj\nXLyhwN4/xwsOKXxISEjoIHkKACjL0OxzicbZKiFfb5NPUqNmJe6iKQGbe07BojsxKUiqR1LrTpI8\nCkn86mpyERSxmVQKnOCKvB/PhpBeBtl/viUuPatYa5CAyEOJJyy1FQsmeb/YZJQbUa+EFle5nXDV\nWzPB+5js0+F7iw0G+WPrn2uQzeSL23NRUaKUI/6FqrmTEJUpTzHvQxKcTIhHYAS47kmhV7fekF5I\nKJdvAsW6u+31nEMVJ/6uZiB09WzSFdRtPTLWCFUJZYDyfBvK5ah2uws0PUhQL3cS8vYzn3vyAW9T\nJKMAgHolmpFXYR6Jm21zcfs1X6KYfJmbMgxbQTebzZmwCWOCEKtI40BfopsQwpN4dBp3wpb2C5wL\nLccR2rqNPJAmpygDTxIyRIamd9Gi8PJqNiPXbAQXXrQDabItE0KAaqxC6Y6ivvH+uQa9c5U/L4pG\nvBGagQ7HH5cGW7ACOMqnMIkRjKXZQp7FRufbdAfhyDRqQm/N7XR4uhsGtoZjsZuCodQVkHvjWGwx\n2DdKNSWhHgs5LdbUCL9FTjCejdoMGPNDLt4oPoMXDFL4kJCQ0EHyFABQUQTxz3iwKll0dBM5aApG\nlYVc3E5dS7acqDv+rIWuuoNYY7c/cAGs6CaS4cBTUKY7cDUQe5iDK8uRQIibtnQZb4KA0islqZqF\nWxENvLVah05H1iK4YnOFesnrVjZAueZDmIlFsV7LNiO5tVoPyhYqUJgd1dq/zqXvw63A4ulcKlxz\nKUyB4BJoFu9MV4BMgpLtOeoKZSXEs2wLUJ7rkU8Zg/NtOUemTpFFSEDaHMFrsLqrtcleL1PPCdlW\nxFR7gSAZBQA87IdSIiyQtb9jNIDESa2513pOkVSZkIjmq+J46YWLswGXmc/D6DRhQ9qoSSl2j1nJ\n+zbvknyC22zEuJCRG58YnTxFKMtFYQKIglZCNhfxVbfvtqxow4Naj7IgD7d1RYbpfrfN4BSjf8Eb\nl4bF74xCq3qkgnF0ylHtRZdjLuYWsbxai6Yn8yx0JcaRWQhg4K4mRXDpKxvmVnbUqCJ5OLIcKgj5\n1HZKtjYSdG0rL6qRBrBqiQKjsVph2EIsvV1xN5A6E1FNX0BI4UNCQkIHO9pTUAPPd82zsBroCh1X\nvCXeqFoy9pqcvh/gPIj5IV/33tTonfWuZiTyaXoqaBzGg15dFUDq6mGq0oxFrIWi/gIlrc2mFI8j\nW8gq2luPNd27Cbmg0WicKw8AdUTsATOU8VOnKFJDqjlMo8qnHEbgles2eBxkOLQVOy9AqNwdIZn2\n2kYkK4o6KVkTFstKjiHqKI1VrZqIQMWhtyLqlbCRZxQlaB0JTcbMUTvDYhFpNOYUKOdNj8JovPb3\nAVxVqlr21ZYb17DUc52RmbK4eZdTYfqTv771KadvbWfsaKPQgosMC68sVI27nP8AQhgcYjMxENWS\nhRq4O50nukNACvuP3Omm3212akt98aAU05PwwQ1lEXZdyFNEoqdgecCaaEiMrrtlPBVJiQViT0nh\ngadoHgTnIhKrFzb0HTAhqEItljVWHpFQxfQjQlFUUo0f5pYd2PRUqBqoGuGBbEoVzY+QXIk7bn8M\nnTFzYjhiPYjOAJtMBtvomQFnLQWVAyvU5lJ1MrkQonQd7ycqkdYyPm/z9Aib7FlNDGxc4WKMYu8U\na9e7ppddH8MLBil8SEhI6GBHewpcu2XIjsqQQIqnG7uOQ/faZgiJJbKSYbbLDfQp9+HBSYV8sw0B\nJIuuK/a1bD+l2bvlJoeEADNJkXc6EXPuuNkmrsNHnIWYKKUbed0eQzVS4bzKDUDbJyc4m4FGM3Qb\nqYqRzdzyutgl4dXmEQV+leN+b54YIp96IZPH61ChcAk5cddbLsD6DcDo1vPh+Dc+5cRsVh6yUBNJ\nyrZJXzLd6kxQbYrCEygCRXTsFnpuRUUqi+fSiQfEGTqhXKCTR9yQlkfi9kNoeu21peA99R/PRQXL\nANVjbhxYddMc517tfteVB28FffyuJx3ndsSONgpq5PodmlyFKca45P4SAgywuM6lqrPcgP0fDu3e\nwKl118Mft9myAsxl+iPimQLKCNlGmchVpm6WXOJnMVhxcxRYsuXaSnzuYmP3/tpLgF03uQfy9NoQ\n5edcUmT350zU/szSKq79vEq///Yh6Z9l2D9rZyswii0vKpsRVKvZoAhk3PfOVjNc+Cp33b7/5R/F\n9eVpdzxmgJ964O1Puj7ZzAZDxkpCm06buY3Fb/0oOLSNZE82EDGRrOlH4QlHzU6FAuVtyMChPFyN\nJSTUlbA89SJiN2boEqvaismpEs2yO+jJFT2MnnRk2xMpfEhISOhgR3sKWHWjoM/f0sPG9c6il+d0\nmO9AhqEXwofnqbtcNWlQ6ZaPk6dXwgDSmPgU1+qZIgrtQiY+O0KUe9/khDxSR2pX+5ie3Nm+kPd1\nxUCQQucOx6GtSmRXbeFdNzuh0VPNMv7r4dcCAO5evQZLDzkCxvIjdZjsZAsVOP/KMEpP2hmeMoHs\nxCTeRL4lWdm6r3HuZe5aXfnmx/GdB53b3KMac3bf9e/ufgtW75Ssfvu9HE+atoy6L95KG8LYnDor\nc+v2m5IkwRtpQKqGgdAnYiNeg0K7LppS6OfVSJK18XWOR+/pSngrNpfOV1NImJNvEci7Im1V54WA\nHW0U7LIrSdoCUFUUq7esOxLiUL4J9P/G/cCmjARXDUK+QC8ulVrrSqABzjUNo98gZTM9s10tgEgA\nNpCI+qqT74hzFjYeMFO1Lq7oAuSfHuNHl78BAPD2K+7C1+1zD+rXfPXdeM+JVwMAHr7nCiw/4O70\n8fEGpe9fqJdy6SmIypyAhEKbV5bYOuzeH77+LL7m4EMAgG9c+TQeqNx4tZeUJ/HvT3wVAKD8+Bjt\nk5dPDJq2zyJqXqKIpFRHQ3E4Gt9WblhhZBqC8UbE/b0tbSLkcWwWEZN6CMYultJrCU2Aqw7p+ZMf\naNNT4Zhqog6RLLTJs1SwFksKSwfcdWhOnX7S/rYTUviQkJDQwY72FKpVl2ybXGmDW64XwrcvInHU\nWN0onzAKr9XH1BUjCeBLxFfaLskiVmoCQnfdWCP3nYjUMAhtDZ9Qjb2ak5Ewwc10iDj8VlzooGto\nxZXd/dkG5/RBAMCj3/gEbhvLTMjvuOITAIDT+5fxiVdeCwC458RB0MMuEbtyP9A/73bkwhGhAE8O\nevGSaxvcdJOTNP+2Q59Ej5zLNFYVet59erA6gLv+8CYAwJ6HmhBiVSMtPRFRgrXYtMFFz6c2VDEo\n4mXYjDDdm4X3Wy+gHqLjtXW1Lf1bBkFQVy8Y2VT4IPE1tLvd0p8tRPyGKaJak3iXs31R3GhdCAEA\ngzM1uG6luyj0ZWxH7GijMN3nTn9w3To2z7sHwF4sAjPvUvLS5dxC3UjIECYn+21aJR8nKxZVGaKb\nMow8L4HKNxH1LoqKkRvZ3lYuur0S2jPzTE5hpgKxhCe6YmTzVkiWMXrCffZDj9+IA9e7suL1vVOI\nGfpfu/duAMA/3HcXzr7UVRn+0+1fidU73LFtHtEdEhHf5hIwN+26iIdOORXjHzv5dTAbbq/lGY1s\n4o6n2GDsfbxlgEmFhSwHQVeOSob1QCFr5zVkhHLTt2yPuo1VQZfBcAi1srnkHZo+hJhURMSwOEdT\nyjyOZiBEplgUt7LdxqfAwiTJZfTPsPs83KAa094zhJDXoCwH160K7fbDjjYKCX83nBjtwj0/8wPd\nN3/mi/+9Jwe7vvhfkhCwY42CGo9RbLZTgxpM+849pqYIakvNQFprWUVc/Uhe3WgKHgFZ4cebgkKt\nW89kRbKZUHRtLC6qJWyZ7ZFeiZhv39EizGU4ra44ElbhkFRreuTUlwDYnJH7mn//D5bwa1e/2W1/\n8yaU5z9P1/tQuQ9hFLBnl4uRsg13PP/obT+CtRtUCEkGpxhnb3P/uOmG43jwr68CAIyPAuMn3H6K\ntSqMwOOMoD0hyhYyf6EZqNBnYSLatY2Uqdxv0HIZpNfDTakyYT9tm3PTk+ucTz1RDEAzBBZLUikI\n+9ZANpWQIfNU98VuRD0RHKjNXEtvi2oiAd5KfmsyAPvvqIca0C+MFN6OMwqUu19Jre4KsfrWrMR1\n+88BAB4+eSX6p0VbIYwkh2Tate3eUNLwE21r0Cklxm6/6C9EugwZofEzJg0hhDD1kMJYumwhoQEZ\nlrg3IkTFbDxlgNwrKbnSnTcKZy12fc4/eB/OgxrSfEVj67A7Mb0Ami0/v2DNivrzzVMYX5pdeVDj\n4J+7zx594mqUngDWv2DFRc+UGLN4jJ2m0JikahGkbf8GeJ2C1hAshOmoFyIb1/QJTV+qDLF2QtvI\nBMh1VhVDtYSx2o0GBIB6JHMcVOWOCQDKC8DWEck1tEpQWhGakf/svhr6orsm/dMKtRcHr1YN9FbL\nzmRQ3+WwaFFt6/DhhWG6EhISnjPsOE9BDZ21bg6sYPOws4nzk0M8Uvkk3zWb2Fpy/AW9lqFYl+Rh\nS4WORTuYKCSikIt3oKNat6MJS79DSBxy17tok1XT/YSZY05jcDLyFKZWFKLQDSfaWn3TV4E/pSvh\nPuiFgZ64JB8x0AzdQZtCpOh7F0ykp4gw/6Ja0jLzAoDquYOuxrkoF00hIc/CikJUROjSsybqMpRR\nbtnEdFZ7GyXn2nOphip0qapG5lnohXAWbDS8Vxlg7idlL3YRijW5zkH2vudWcwDQ4xrNxFcxFgr1\nit//VKG84K9J4UIIAGhGDOOFVXbt2cQ/ee1HAQB/dv4m3H3iEAAgB1ANnOe1ebjA0n3uvqLNTWxn\n7DijAO0JSL0stEhnD2uo+90PtnmNxVUvc/3wzWGFixNnRFZH07CLUxeWYE+494sLkqkGRS4rSWtt\nuS6MwDhOZk3B1ZzvJjQDX4Y0Et8CUqHQpYqk2SSvAZLRcqwQKQURdNRoZQbOEOh5A1W5h8GUKsT5\neS1sxXqsMT2Q+eMExn70W/7BPgZn3fb901uYHnLXYb6ayfTtuQ15DTCgFj6PUOpg1LKpCdWTZpgh\n32rnQchAHWLJ/IMlL0AmyqdEDE5TRuxP+BkVAKaHLCqfqxycUJJfGDPIhwlmM8dgr7shbthzDkeG\nbtzbWt3HX953o/vsgwWoVeUmWRgunhvjXVtvAQDs372B5ZH74rWNAW651olP3GuuxMGP+tBVxxLb\n2w8pfEhISOhgx3kK5NWWpvuLy4qglucUHnvE+e79PVOM+i5meOnuk1jxon8PDffiU5NrAAD6VBG0\nAN0XuP8tdgHVLrdszfcgjIVz8wLc6133M0rv1q7fwDBjvwIfyztCL/EQ27aCoGr23P1WUCSqRLR6\nkErmU6iaoRq/Mg/yDpW4/Wxd5rL9grH8iF+9C0I+ca/Xrteolto5cP3glYyOm1CVaNWY3PkS2B+n\nzWQAL1iqJCDC3BOE4kpK06Mwl6HpiYeVTW2gRceUcLCEYLZGNJBWYfMlLvaY3FJBn3bZ43ydMDiu\nw/WZXOHijbuu6GP1ZvcD5GRBE7eNfdUmrtnjOk03Fj00vh1yUWc4uOR4HyvFDK/f5SjeNWvcvelG\ncd9rCM3YeQp5VQfVLzuNb57tgR1nFHjJ+evZ3KLYaNlvkhdQDdB/ws8XPDvGmnYEng81e8I+VEVY\n9k1TxSaHGzGeO9g7j8D24y9fw8LPLOTHhtB1m12PWpLPEMzFlrko77MWF7ozgKTmEN8yUSD5XCr6\nGiTJgMCiU7UVdWYguPSqlrFuzVCHgF41HGZATK6rUa64hMnFbIzeeZ+PWDPIfFNUa1gA3+DUqhhF\nDV8gAvkmoXy9Amv3wFRj3TGCocJipMQYi9PG27hZntF183d3NmXs/bj7x3y3aB/km8JQzBaM4Rn3\nvv2Mxqc/83IAwOYrFhhe6XIAt11xFKveWv/un7we9oi7Dl/zJfeE9//i9I34mbvf6va5pkNkOT5D\noMYLug4H4OkM2xUpfEhISOhgx3kKOOMSSNnBEZrDwplvJyaZEmGoLDUyyo2F8o+OEkvEw9eVBbUD\nYyOFpMnjS+ifcvZ3eFKESchIYrK8ILs0PZFCJ4vgQsdaj1ZTaBmOB96CcfnJ1znB5nK+7Yi3mL/A\nRMGDoEYo0i6R6Y//kRw2d65L/ywHjckn8TJaXcloRScjUu621EGUpRkV4Xj0goNwK1nhBYDQSZrG\nVZvWg8gWDOtf10NJAFfLBN8Bj+EJRjERr6q9zrEorq4YoxNtwrXE1jXuwx964BXon/bh0owxepWL\n/X7u0KfwgydfBQB47NG9KM45d7HYoFCF0guZnYE8B3mPBhsb2G7YcUbBHnH5glOvKzG72lmC4YMF\ncv/bFOscDARf4kcFppqFNNgYmYPYROXCuPFp/KjC0N9kxaaMXTOFctRBuLCl9gai6UdDUC4pW7Z5\nhPgByybysHCnP4IvibdbIlP0vpWcAlkGQ163ZUhbUDAQo2NiyFTUBq4XVvQLLAfylc2V9B305XZz\nn8vlez3brzPnQkXXuebg11ItJUnTE2FbbRjcXs/ajwAEUI85zHe0RYbhca8BMZX9IBrww0oUq8qL\nCEaQLIWydDMgnDjn6pa/t7WEvzc6CgB439ZrQhOUqiMyFbvQBQCKUR+4kMhLCQkJLxDsOE9BTZ2F\nHj/GsJlLbrESUVYn7CkuazydqV05dc0yCZpk+7hPgZW4r6oSohErGbLqhEBbHr6oM9kC4bPxLAOb\nU+jXyCYmqB6ZngpZfV0JKQgRvVpVVnQiC+l0jKdL64UNbrwtVXeVbslChfRrZIuuJmLT02GfnWse\nhRAtP4J1hnrsw5mGQ8dkLEKbzRGSo06dyX1WLQxMT27dQAzrUVBAanqSPG76DOQSCoUwkBFdB3lf\nNdJtCaZAYMsmjOGZNvQA9MxxNH74kW/D1bcdc9dtqYF6wv2Q2ZQjr0o8z2ZlgOxcxKbaZthxRgGN\nb57pI4r3hK0Yi6aanlQT9ALI/fRhE7m4uhZ1I1VxaJ9u+tJmS1YUmW0hrilZeWCspsC9d6Po3Paq\nFk2ETla+rzpVg6CGxAg3dzz4RBkLti2pKWYukjyQWouKkRXDF8PNbnSv8y0jjWGFCn4nK6EiBoKV\nv7bGG45guABXXowqHe0JqJpR+zZkR/ryF7SvQx7ElKozabrYkh6TkI7YD4z3uOrA7ELeSQm1xxdP\nDLcZySCf0hkDAOhfiGdtEvrnvSFeEB5vjrjvj9S3TSGKzzaX/o7eIENebt+Rcil8SEhI6GDHeQrk\nPQW9QGiRjhWKshlL5t9Edf54BWYgn7U1f6ntuzFwbcJMyDPZDN3kmUdcHWj63bkSbR9BNufIne7K\nt8fiorFQrEi227Ciko0SdZZB05Z6nIURck2kg5hPmuhcpNPR5BSum+uJiFbmSJo9lmkn21YoGM1Q\nbrkwhWkh1ZB6pDrTt8PKH43bc0SsmFIt4q4trBaxluICYXrAXVw7tCGp6QRs/DVUJJqaLL+dJpkY\nhmi6tyIEV8T0FJqh/422CDpM644mZRGhGba9JBl62falOu84o8A9d0c3fcCU7Q1H4NbNyyIZNS2Z\nebDkDMhKWOEmOz95PkKxwWJoFtwpJ4ZQIidUo/ZGocDJz7dEULTYtNHxEFhdprIQNR25bfxrpUTt\nx6JTbqRcWnpbw5FFD1UdPby6sqhHOlyTNm63WqN3UeYytOerGgZ59qRihNecqfBaNxyMSDPQIc+S\nzTka00YdA9EeZ0zIIu7mMIIhmER5jBqge138v9htUS27bfJJdz+hn2Iu07SdapbbpthoQshmc4WF\n3898D2D6noi1qSNFKUSt7nJtiRm8NcF2RQofEhISOthxnoL1nsL6DQy77Je2s7nw8CHJIdbCTYgF\nP4FuGNBWEADZprduQ1jhWnqlytC+dt6Kz2zPxe0vNqM6fEmBCGVKQla021sJSbQkylRnMjJ1OAh6\nIcKwYfJVpjrkq7aFGSSUaqslOTrfQ5jtd188fEJBn4lXZKl0hOtECNeWWKZXk7GhfZsVCb16oML5\nZguOKjgW2SSaNhsN5CXbzm5Q4JYSTkJIYw2Z5WEVGk8cqgcyWZssg/z3NiUCwQyRh9UMNOYrzo1Z\n7CIsfOflYp+Iqei5XIemHyWkKw73VXm+RhJu3UYw7Y2YM2jmm3CmFJqa8k2JY+NxZk6d2b20GZC1\nvf1G3ncj25/s3sdqSGQQblyQGBFbxHoNYmiyuagGZ9FMhPb7AEBPug9hIC8ZCg+kzX04AUBbC1X7\n0mDk3ttScgSspD2ZMhmCYnPAlu33qWDgiGUwjClVmJWgDEu79MyEvgg7zML+bSbqSTYTBqeqJZQA\nEPIRpq9lErcRpmA8j8JmktdQjeRB9ByY73HHtnWY0D8j1zk0UBHC/Mksmu5d9xVmez0haiS/1/Ax\nDe1bGfQiOmZCaI1XNaF/3reon9mETeFDQkLCCwU7zlNoXejhYzqsHtkEUUJLRE1sjsAdYEKYC6Ci\nKUAmEnTV0YBTW3T7EVp+vppbtLaYFYHLdlWMxVcgJKWZuNDxTARwdAylUH1tTuBGVtom0h1sOQim\nL8uvWjRAFk9Skq9oQxuTi6Q6LKAW0faXQTyclqYGKiRWhRBFhkHt9Ymmb6ta+kZYye+iDCPbcEuz\nneVoonOolt3BLZZIqjYLDr9j3DHJCjBL7sfYfdMaLnzWdb8OnyBk/kCzqVyHpifJzmwhre66kt8r\n5pLkU9sZb8ej9hiB5Ud96DRfgLzQynYMInacUVBrzm3rnxu5eQDwrnL7QxYi1nrp+PN24AcaSLZf\nUcjwO5fbv38J8SfOkIfxZAuIe59Jr0E+lUy+U3MS3YRW1yCbGDEWpUxSzjeNuNPx2PqMRAcBCMds\n+mXH7W7LkOiEIRyM2sZ1CtjjHs7s4T56F5tw7iFPoaVEyhmBWrblvAmVmnqci9EpVGf0ezBehZIc\nB7Jo3JsW49JEcyhJhWoOWSnxmkJi+6YPZCOvrTAvRGaOJRwwBcLvohdxvsaGbXhNpN+yGYe+kmag\nRTnKuHGD7f7D72E5KIBtR6TwISEhoYMd5ymgcEv54EyDjSN+ivQoap2O+g5UJauHXnB4rRpx6RlR\nz0PkC6qGuyt12yuRRZTahXyWVSw6Kvt3JCUh+bR6iqxc5QBwBB6KstlUtdtz4BvUQyWCIhMDPff7\nyVToLLS59FA4Ulb7XRQ8iH13ANX9bgkuNxrkG9LtF4vBBhp1TjCl74loJLyixsL6iVgml8pLfB11\ntDKDYhUpG143A9WpsBQ+f2cz6YmwOYJXCADZA678oLaA0ZaEJ4EQFc1uyOYckqZk5drGVRXWwGKX\nF3FZVpjvbT0gIT71z1j0zrZsNg3axjMgdpxRsIVvwjEy3qtaZuSbkkUPD38NefjjwS3R7Ia4r8G1\n+raGoHszhaamQpiIqolGyHEksFqqMDfRFMDwjM9ab0ho4I7PP8CV9CDYnpbGp1xHZU4b3HXOFKpd\nOhxzW8ZUDSOb+bgl6gUgI2QnvbAYtjMvDcOWbQWnQX7BNZOoYY56yRkIS1E+AgD5qofKhbnYXiN3\nTtwJDUJZt5BKh6o5VE/IKNiQ+yAxfDOGakSXoX3KWQH5OX+tIsNBi7iNOqr4zKwQ2EgqKaboCsy2\nRme6n7DY541pz2DhK1yLFQVVO2M6NsvQm1vYrti+5iohIeF5wY7zFFozuNiVydSgWhJjagFJIlK3\nZ6Gdg8BEIfHmplT7FSxaXVVNoHa6FIsYaYezEHkQTgGpzX6LgEqsOMRKugtZC48gm1JHLFWOQdzs\nmMjExCg26nAuYZYEkSggrUeDKzIVQol6XKAei9ipioRYKYQ5BqZpwxZEycIcxdqTeRBWE/JFW22R\n83D8hbbVVPbTDKP+CMPQcwnfwspvEGTjyRDIX2gb5ff0PEoiRoQuglSUqrEWD0tFvRKFVKaavmwP\nAtSsbWk3uO3V9wMAlvI5/nj/y9x3/bc+lo5u30TjjjMKzdg9qSYn1E6TFYvDFWjqfqTeKR3mBagG\nnQe4LUGZUh7suCc/LhmaAh2jE+unhhuaJKvPkMpFNrMo1p0bbwsV+gJU5E4zR+FDzaHM6HQfhHwV\nz6QQubE4gBeYHoEa/11zHbQnwCzzIJU8eKwg7dKZikInAbEQtFgjhBuXtlS3BqIe6WgqNEnVxiKo\nP5kiapfOqNMrIQ1aEg7kW9F1jgxrLABrMynBMiG0bDclRQpOgOm3bEUxgkyA3eWMbG9UwU786L3C\n4FPHXEt1c2KAwisyVSOABlGSY5shhQ8JCQkd7DhPoZ1WtHmEsO+1JwEApy6OQccdHzUWXHE0Z/ea\nrAh7qgrRlGeRYG96BNNyH7Sbygy4DPZs1YcYTbxyqkAf1gsrFYeMoCPXIp6A1FYTXA8Fwj7bVdR1\nGco+gyir0oFnYQolLdVgyd43XW5C4F9EVRQVVRBcb0gUUs0qv70On80mkXZjw9BT7wGVOhKwkVWX\nDETfsaTQa1APKVDIe6RU5kwAABjdSURBVBdlLB3r7rGFEI6FG6IMR+GAJD5jKX1lAJqLh1INW06E\neHC6Eo/GVabktTrjPdCyRO6l913o57bpbTn9TwAYnG1gx+5Gya68As0Tx7GdsOOMQttI0z/LmPu4\n90sPH8Mn1q8H4PQFson82HmUJA43RC1EI71gzPa4O6taRof3LhOrKbimqhJXFlE4EOcXAGCx2x3b\nZJ9G5ecaml5kKKqo2WYBDE4LaScWQQ1SaBQTqmQ/rZYC0FZYJGeB0s+qyHUofzYD3VF8Eo0D44wB\ngGaldHMjAD+voXXRCTyWsmV7/G4+RXuY0bFlFPI47rvd682RzLYs12ReZqf3QYvYLEXhiSkoVBZc\nb4V7f7GkgpEqN2wobZKV8NBmFJrEiKWKFBOl4nAyvtSqEiHZea3RO+m/rImavLYJUviQkJDQwY7z\nFKoVt1KpGljfci7czYdPInu5W74fXt+D9akfmjrPYR70k4ItYAtZxUICspEOy7ijT8/ilmpGedF9\nNp/aUEtXtdS940RXNYqEUrRoSWYTCm2/zYhRj31oMDTYvD5STVp3r3ffrVCut8k5yfbXAw3jM/n5\nRhP4FLbQWKx474B64sUYGxKNpidDblESQH7lL3WoUICdIEkLqYCoqOKAkJishhRUn3TFWOxqk46M\n/mm5pm1fQ1d4RqTx65EMmO2dtyFhbCMaNdmon6LmEBoUWyJ4qyJty2KDA3nM9FWYfxF30DrylXiX\nZISo1n7v5EpG438vda+C9XL3+jLJ2ecbO84otA8AAGR3um6V3/jsV6AeeRe3YHDbGpxZ8FjKWu2s\nRz2uMRhKyW52v/Pv+2coYsK5GxMAyg0T4uSYgadm1jGh4G646V53B833MHrn3DbFhsTDgIQzzRZB\n+4rJ7IhFtuzi+eyBQZhhMbmCQmijFzLPoo3NAddHUGw6X7y8GLVgx6rTRR7Gxpm8O6gmVFxYJNvy\ntQXUtI2vCPUuZ2StJug2H9FTaH3rfCrSeE2PsPAzOG3OYTBPMbFB+LQaKzkHRhhRXytg/UZnjLYm\nCrvvyfz+pT+iXJPJ2qxJwsCZiUhKUvVQlYWe+zzIXEMN5JFp51naJdUx4rFwbotsSmhl41hRUKPe\njgKuKXxISEjoYMd5Cu1KPj1AmF7lVoDxA1lwU02p3MwDeNGNNlFkgMZb93qcYVb2wj7bLDQT0Lvg\nXdwtRr7plopsZoTg1IigKEfqQfNlhdn+NksfTU/OIRLsJCGKaoDVz/ql6D6FrYMurtAVi1JTHxFN\nW9SNsjl3eiVqv/oVG3VY4TlXYOXnYmQiGDtbVZhc6Vf4TcLIjTtAsWlCH4Sa1iHpyFG7dFfYVkIk\nk5PoIG4y+JRP/u0mzPa695u+kmRtzYFiHM9xUAtg/0e9jPqa6fSeBFCswSnt7aRVSMSq2obqCRAR\nohrphgRBllSWe6DpdQVd2gRkPZLEpI04LNsRO84otL33zZAxesS97p8TBed8wiE7TYY7zU7V2P2S\nixWpJoDdjRw+22a841FvPR3YeLqyIYRhRSG2r0fismYTcdFNNEJO1ZGbTcB0n1c0mspMClsg5B04\nA7hVrO7JjUtWXG4igIPuQAHyPQvZzHSIQy0mhxk3v+4RAMD9Z/ZhYhwDLJ8qqJHP1/SzaECL6vQL\ntCXPYtMgX3cHUe0qsHXIlx4LYYuWF6NrWIrh4Eyuj55Lo1o862G2Owu/XT6xHeJWW5ZuRnm4nmgo\n5BHIMHRLDFsYWG/gYsUnm8lD7qTx/EJigKaJGJDUsk6lspNvcqiCcT+UqLYNtrG9SkhIeD6w4zyF\n3nm3Oo0fK8NE4/mqjGzrn2GwX0VjAoye27DKlWvyfiw6qmorybk8qv9HXiwrCmxgXdngjjptxZYz\nj0CCAkv1ARAdQVXLfk0pYUU1lj6ObAr0z7ljGx1boFp2K/l8l5YwpI5W11Vx9fVCo1w34dxne33o\ntGRwYe5ckWqRIffzDua7FbK57xqcW9FrLESI1WohhhVrdeivsIUO05/ijso4Iapq8b6aAaB8tj+b\nRZ5U060IBCn6XKF3oR1XR1JJKaUlXEMmaBEDlfeY5is9uSYVo9iUieFhzkXEj9AVh2pI3CZvQCB/\nX5mSUC15Wn3z5J6V5xs7zijkF1z9sH8+x2y3tCe3wzwmh0g4/Azoqu078M1SAMp1G0p9xKKbQEwd\nhl0sbRbPKggyaiT6BcWmCXHmdK8OIQABHUWmuL03fA1LHkHVwrAEIp6/saHK0AyisiJxaMQqjOy/\nWG9CibHp6zByft9fadR/uR8AcHjdAOzyMk4t2l+TRhq69NyGkA2QPMJiV4HmCj+gJRMDoBfdeRbx\n3AdRnabQqmwLhPCmM8MyGpDT9AizPT5vsiXhmxurJ01obZgzW9ZhbBwgxCebU5j1oOrod5nZjlp3\nG7bUuZCd8k0Zw1ctA8Mzfudrm9huSOFDQkJCBzvOU1AbzlMYPqbByvEUpgc0qhWfmd9SHZpqGOXG\ngGqrDDrahmQ1LjdNaHNWjUxztmW34tCGKlVEtsm3ZFBtuWFDBcSUkkTUFUeUW3GnswWj8KPZ8qno\nFJq+JC+r5QJbV7qfe7aX0D8t3yXUXQ6t027QrgirWH9evTqa/lxJa3ac1SetO5RjCa8i2jWArUOe\nQLXJGJ0QslPrPTV96deIB9LGY/7YiPy8rmTKMysJH8qLHF1zBR3mSkhfRtNXXS8vQpD2z4GqPcco\nrGsG0f1ggd76k7s8qyXCYo97PT4KLN193n94+9Gcd5xR4Jn7JfU5hrnRZc6rm2YunQ+ANsvQxAJI\nll7PRc253JChJqyBppT4uYWqGZfKswHOlW3bck1J4aYnI/MpszkHQ0BGstz1QPodshkHl15VNjyo\nea5AfrBExZLxJsshvwBWGPgZBI7V513iKHcRj2xz27Ut2/Lw1ONMiFixtgKkjGdLGX5TrjVBBs70\ndEd5ORynkXFycSmXchUIVNVIyn7ZVK6tqhl23O3lcB+G5FnmIruWb0jIZnMV9ukazLyrH+VoVIVQ\nGbG5k/Fzr4XVms1ERTqfimpTPSKw/yHHTzSguYtFm4tRiWWbIIUPCQkJHew4T8GcPhNejw/tBgBM\n/3qIyeFWOp1QXhD6bTuJON80IshRCJGmKSVjbxXALfFJC2dBLbiToW5XsGYAIRdFqj6sKAxuNVvC\niSAj2oH5xHT4A0LRleQZWUmMmTwPk5f65y1U6wUoIPMj0pThDjfBXkbuHcZIiNHXLUvbzVPw5+7o\nw/66bdjAxbC5ChWTajkL5xhPglK1eArUWJCJ+B2V52XMZS1zXaH+GDJE4quEcq31IKQKQJZDNyQr\nBD5C29XpPiskJV1J9SROPiLqajV9Rr3kPzuLSEoZhdBm9ITF8lF//Y9PAHN5oZvtgB1nFGJkF1x/\n7PKjJUy/bQSSEp3JgWbVZ6R3qzBK3JWj3DaqkRmB7t/+BQFctX4nAgOvGlKQ8bIFQtOOriRu1rWI\nvmaMIEwKlu+N2Xp6jlAKZRUThCxK3zvQlKJQlE+MqCdBHhgmCq3LnIl+RDyvoelrUNzEw5K9DwrO\nsQISc6ffJI7b58tun+WGDdetWtJhm2xmwgPW9HUITwaPT4KP2yyVWPgmt2qs0EQ5oEB2UhIaxXG+\n6WlUK/IIhDmgF6rA8swnFj2fE9FVFvIL1VhmhcRkM1sytpzYEvpnCf2H3E77T0ygz/pJMk0D3saz\nJFP4kJCQ0MGO9hRaqmk2MWgvxfRIA5v7mvZ61zUN1NoFoP3KpirI5CiGmx4FR9RpOwhZAXPfDrzY\nRYEToWpCz8uN99aMyL1bSYaZQkVCHRzccred/z9zqAKYUsINvZBk5/SwDqvx4JQoFLElND0v017Z\nEJKYaGW2pYbNRC5dedfXkpK2hlgSXket30pCBl1Jtl8vovkIpcbSsUbO18OUOuynPDcXMZVBjsXu\nIlzz0BPRMHTV9iAIjwCQ3y4eGDvbo4Nnkc3dbwAAVFlY/3upSsKZ3sVGxF05k4lSZSziSljsbsMf\noDznNtJnLoIrd0Dm7FlsZ+xso+DZZLZQoXUauSj5dIg00ukb/ga4kfMtEagai+uez2wgqzR9cTUB\nEf9kLZoLdV+FakLcN0HMsLp9IKNx7EqGrLQPtdupqBg3A4Uzr/Zx/nVbyO4ehc2CHJtl1OM8fLad\np5Bv2CCyakrh/IP+//bOrUeOowzDb1Uf57C73l3vIes4tlEOCmBfABeJxI/gCn4GglsuEAJuIyEu\n4CdAfkgSxSBQgnBi4sRxEtvZ48zOsXu6q7io6qquOCYbh8S78ftIkcaT2Z7unpm3vu+r79AqEKq1\nizu0OzgFKI143mxh+u5Msayd+A6uVRBWfZc/rFq1IYCyDWmnT3ddVF9ouMzCaOYzTRc96YQ4KkIB\naLIzk3HlXIOy34oHtW7hfDPzHaKBYG5ls13au1c6IZ5uxphlvsZh6Y752+UPpoj3jP9WfXL38+/P\nKYTuAyEk4Mm2FFyQrMbWdWveLyeYm00JzDZ9E4501N4Ph4uc5/ul6+ZUrESuqUk1FsgHtrHHUDnL\nosolkrE19Tve9Vj0/coP3Y6i+0pNlUrMnjL2rhZ+2KzKWum04wrTLWNaH3xfuO5M6c2ea1iiUukn\nL7VqNCCAqmuupT2Wrp1/UOe+6austRtjZ+6LtbwS38exHdWHEM6iELVGZ1e714wuw34WvrpxfEFi\numPPs1dj/bq5WavvzJDeNUE7nSUot5fsuQk3rdu0tG+OWSM9smb8pITeNE1645nv9SgUXBOXqGxd\nSypQ2DkXsw3vFnX2Wp9LLNzOjlyYxqwAEB9MAHn21t0nWxRs15vkcIpoan4M+X6Ezr55fPjdBKPv\nma2F2TjCyjt+JqL/AsW+hHYGV/8PIdC18YJ0sEDsfH6J1IpClQvnPtSZj0Go2BfZLHqmAxEAZAOB\n3r2mTZhqdRb2sYPhlQwHP7A7F+dnwJ7v++DmIyTCzYmoU19/AQ3fZ0EL11NAaO3KjYWKgh0El7xU\n1L4HgfSilg4rd8y6E/nJ1Kl0Qta5LzB+xpzD3o9rxD3zS+12C0Q3TFerc+/G2HjTJPqIO/egN9bN\nPVzruWnastRAq5FRdmSOE00rP3tyOXfuT2d/4a5Lpb5FnSx8odqiH6PeMPdq8rSCst23ivUYnU/t\nd2Cukdpks2zoy7ShNXA4wFnj7MkYIeRr5cm2FApjBQghEBVm2dKdFNKuoslYI79jlp7OfY3uvl0l\nliXma2a1mZ9PXPoz4KPciyWN2PZQ1FGry5JGUIrr5kcM4ZJkIHwzUpUIzHds2e9zcxS3jOm7/bpP\nnilWInf82aZANLUr2Ds9XPnNawCA2799GfP1JvIfoW9GXkCW3gUQtfLt4Tsy2OnQzcTnsnaP2+hI\nQOXW9RDC9TWs89jtXJi+jzbvY1Vift6e85ZyE5YAQL5vSiD7b+W48E+bbNZeceMYSJrEAO0a2JSb\nApmtO+jslojGNoFEAfHR2F1j3ARuJzN/zCiCzlP3GjdReuccVGSuSyhAFPbezvwcCll6K+/4mRjZ\nsLEgliBu3nrgXp12nmxROLBfNCkgEvvBFxkS23Zt5QOBjb+ZL45Y1KiWjSkeTxPEc/ODn5+TwWwC\nN4thJjA1FcYoV2LEk5ZwJE1hlW/flh/6TkftmQjpQCN525xPsdp3LkCxIrH0oZ3yvEgw3bRdpPY0\n0qF5zcafX3PvmR8KTJ42Bx1dEk6wurvetJbSi5ebL+lOutmdkUEj2cYdqM5FzoeP5rVLBpOVQh03\nvRK8T75YFphdNfc2TmrIf5udka3rC/TeNj3e9GhkBAAwTU+VFa80hV7Ykm0dZig2cSIVC9R9+yMv\nFYSyblRZQRyZ4IpeLCD6RmRRK4i5FZE0cQKxWEpQ2qxQUQGduzbh6lA7AdLS7yIlE+3iGnK6aG9Y\nnRnoPhBCAp5oS6G2FWrRxgaQ27Ffq0sQNvKcv3/ggpHVSh6MP2snDjW9D/NDhe6uWcGiokZlV8uq\nKzG1uxKzzVZl5ALOTJUL6aPZkWlpDphqPVmZxxv/mCPeNaucmJfQC2Nyp1IivWLMksmFHPO1B7W+\neHmEemyuUUwi1/knHftAoxa+E5GpEfB5AWg1mRVN/8JW6bSogcTmUFTdKKjLcLMtEoHRBfO+xy8u\n0MnN+Rcf9bH1rvmDzt2JLydOUqCwGUJSQHRsZ5VODt011yKnJVb/ZZOCuimUzdkY76QoVs37Ln1U\nof+esarErHApxmJlObxJjcsQSVQr5r1GF2M36at7XzjLTgtvHWjpdzo6hzU690zJpLxzD6evr9IX\n80SLQkO9twc0SWa3W8+3XiNeuoaq12zX+dz+/NAPPsnvTyHvmgPp4THS8yZCrs4toX/Lbnlu9TC8\nYo4zugLMXzBf+uNpjP4t83EsfaSQHZpjJkdzoMkmLCuIsfnCqckUoqlHGAwh7t0HAPTtf5/l0k/f\nxu3fvwwAKM9XmFxshCNCNrCmeKWg+k3Of+W3IpVGbRN+dOS7S7UbmWZHpXMl8t2F217ViXSvKdYj\nlCv2bTUw/9SY7svvSyz9xbg6CoGehAyMXxQ/tQ0xmrinRWqTr9aXUaybH3rVFS7Wk4zrVmm2ckKj\nG8EBoGsF2bgSWYrxpY69XmDllt3xGauWeyVc3CeeeZchmVSQA3NuejJ92JWcaug+EEICaCmckPje\nEaIm4p0myNMm+q0gbfWbOhqgtvnt0Ao4Ms/LqoLum6aL+cc10iNjj3YOuti/agJgxc7CNe2ABpJh\n0wxmCD22q2Ikgcy6AGmC+uDwS13D5V+9DgC4/ddrSDfNMYfLfQhrH0el9sk5hwKptSDSQQFpLReV\n+8YqdR65/Agt7L9h+zVOzH2YXei5FO9iVaBcU/4PbGObrT/6gOhJ0JOpvw955lwbeThCz7p+nU9S\nREO7Yg+P3aqtAJ9QJISrRxB5Bm3T3qu1HibbtivUWCM79q3f45m9D4lEagPG6WABObfHWdTAru2q\nlCTAvNW55oxAUTghau8AIva3y3nYUkA3ST55Bhk1oXANuWwy7fTqsvNRRa2MCQugs1di67rd9dAA\nYJNtZsp9cdXaEqRuJcNYvqwgtLn8s7fw4atXAQDZ2gyDq+bcsr0I6dBcWW/XF03VncS9d1TUUNbA\nTAeF64xs/l9TcxEjsfekd/MARz8yGV2jywo6bSLzEs/+8o1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(1)\n", "ax.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "rect = patches.Rectangle((70,70),20,20,linewidth=1,edgecolor='r',facecolor='none')\n", "ax.add_patch(rect)\n", "ax.set_axis_off()\n", "ax.set_title('HCP coronal slice B0 with ROI');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit NODDI to HCP data\n", "Having pathos and numba installed, fitting the model to the coronal slice takes about 40 minutes." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup brute2fine optimizer in 61.3360249996 seconds\n", "Fitting of 8181 voxels complete in 2200.6279161 seconds.\n", "Average of 0.268992533443 seconds per voxel.\n" ] } ], "source": [ "NODDI_fit_hcp = NODDI_bingham_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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jX7yCs0d9zj2DPgHMBbY32CibsUfx6Qv48AVBrsr8iBTRvh8E3qvPZm6NJs+Z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FktVod8eymRWsZEtIZt7bYv5k0Z0cdzt1sQxa492Fg6LWnRxUFbo7SADPtznVTn0JfK2Q/7oM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\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hVYipBqlZxpV13pEqYKEpeXKsQimKbQe0Go25mm8xNdxCrSI/a1qBl9aclRj5mblyU1XK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fitted_parameters = NODDI_fit_hcp.fitted_parameters\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=[15, 10])\n", "axs = axs.ravel()\n", "\n", "counter = 0\n", "for name, values in fitted_parameters.items():\n", " if values.squeeze().ndim != 2:\n", " continue\n", " cf = axs[counter].imshow(values.squeeze().T, origin=True, interpolation='nearest')\n", " axs[counter].set_title(name)\n", " fig.colorbar(cf, ax=axs[counter], shrink=0.5)\n", " counter += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Fiber Orientation Distributions (FODs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We estimate FODs on the right side of the corpus callosum and use the estimated ODI and beta_fraction as background." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz.actor import slicer\n", "sphere = get_sphere(name='symmetric724')\n", "fods = NODDI_fit_hcp.fod(sphere.vertices)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "affine = np.eye(4)\n", "affine[0,3] = -10\n", "affine[1,3] = -10\n", "\n", "odi_res = fitted_parameters['SD2BinghamDistributed_1_SD2Bingham_1_odi']\n", "odi_im = slicer(odi_res[70:90,0, 70:90, None],interpolation='nearest', affine=affine, opacity=0.7)\n", "\n", "beta_res = fitted_parameters['SD2BinghamDistributed_1_SD2Bingham_1_beta_fraction']\n", "beta_im = slicer(beta_res[70:90,0, 70:90],interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dipy.viz import fvtk\n", "ren = fvtk.ren()\n", "fod_spheres = fvtk.sphere_funcs(fods[70:90,:, 70:90], sphere, scale=1., norm=False)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "fvtk.add(ren, fod_spheres)\n", "fvtk.add(ren, odi_im)\n", "fvtk.record(ren=ren, size=[700, 700], out_path='dipy_odi.png')\n", "\n", "ren = fvtk.ren()\n", "fod_spheres = fvtk.sphere_funcs(fods[70:90,:, 70:90], sphere, scale=1., norm=False)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "fvtk.add(ren, fod_spheres)\n", "fvtk.add(ren, beta_im)\n", "fvtk.record(ren=ren, size=[700, 700], out_path='dipy_beta.png')" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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cnS5Xv6u0NyVu5KKZ2gkbXTkGkeLNXZ59QpzChz3cf7s78gTt52tHRqJiC9b9P5z6B8eA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qIL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\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1asxPw4OX+DW3XA7WtcZPaH3vOQdzj0hw7BsgvQ9+rIPZfFmDl14Vz3IsyooF/T3oJS9u\nPYFbDeOWbLy2QSBwCjB59qUPwapLc7Dhgc24pyJk80kSahWsHDgakZAHXIHOzizd3Q67dwtNcbDw\nwTqbBtcT8JXxB1ViMS+Fgn7JDraua4Ct0jjDqRcZPv0t4qVD5xwsE9vC7KodpBJdPPe1HMjGT9XB\nrhuqgGhw3VUKYvkwK/Y+3RQH+/X7HQb6JHxegMuvuFDv+QRt92b5zPhn2Os2p2HvlU6pUiMSamYl\n8SvYjozUrNLqsxRSDdzzHEywodqk2KeyPehnHQwp26Soi2gNkc/u7+ORze9l2l2Hlf1jmtl5yDxy\nksJnn4Z4AsaebVpcrwT3zx/h4W/HQc+w67YS0RvfPD29Wsmhs9SBsCvQNmij+mSM+AB09uKqMrZ9\nLVb8TvxDvXSufok+f5DekRCdkTLFuMNwziLl+cnpvm2Cw/+4w8T+zT7+uXcnp1d9CH10H1LtGIIG\n+RGTl+ZdZsY8PORefPpwZ8xl17ss/HcOsqf3Hewv7+LM9zdifruKePJvEMsptKN10uYI/9aosHs0\nx5OPysz9mOTqCsVl+3pQNsSJvHuQTHIzLxd2YBR3UpVlrGM9iFIKMXME89kQVW2CI7EUCzr4DjnM\nHZDZs/eVX9Ed22Dl1UGs7m5K3Ssprd3GFGupjUXJzg1jH/eD6MGtlKC8H4F/BOObMDmAq4QoGD7K\nrkUxXSSf0JkjQjjxHr5X6KIcDGKtTmDX24lmRMy8SqPgxwgo2JRxXQfE0uLlxsFJgHAGzApYV2E3\nQE74Ea0CouMiag5y1AF9AtVfR/DrkA+hn9aozHaj7fdjVW4DXV+8G1sWeG4FuwbODPA8GDPgCqDM\n4YpRsE3QK+B4cIlBfQ7mcpjaDGZGoe7AC2zjBbsP+D0gwH2hTh6pFsFVWdzjugA8B1YnWCK/GTJY\n4zlFUhYItel4YxbemI0TchGCFrpq0bAdMlmYmXovsu8GCsUgp8YKzMwleOyIAhiAyZaNGcrmk2y9\nVuXASy5Yx0A7Du7oBfNiQ7+XM1WVdcV2QqaJ4i9h2iA4r1zmCGTTG/mm59fwKnFy7gwvPXoaWfgW\nllYGTjTlrrP2//kFTh5+H+aeB/jzdzy69IBvIaKFGeaXKXa/WEGyJCab2PxPqBsETz9BYOXzvPvW\nI0RrGsdOq7w8tvQSYSWdok/7G9Z9wMttbfOkT1b5/oFLbln/I9GOldj3OweolbaSCL6DgOcrTYsN\noMx/B3OsBzwONOckewCEdBG3kQN7FsqtI+xbvLFUgbDLaxwMVQauh+RdeF7PwdpcVl9kcminBH92\nt4T9m938c+9Oxld9CPPkPqgcg3MO5jBzSuRB/eIXGpbDwdaocONmEWVj8gIHM886mHusB5x5eF0H\ns5k7IPDsee1ibrsBVl4TxeqepdS9El7lYOZxP27ZA6cXHezqrf/G+pWPo5u9jB/xXbSDHcyImFWV\nRs3PkXkFu1bGrTpQLoFRAtfhHbtmWbNGAeb4/hN9S3awF5+zFmOfdbDf+i2JD97vUCyWQdRADIOw\nAEINJAnkKH2dOjhVknEQXBlcyOfbGHVWsTfxi5Q8EsGX/Bc42K5dNe64w8+NNwqAQWTPN+iffbmp\nDvbhX1hLb9cQUCQQaBCPhwDf2X9Fi4WnDnGmeuiSHcyaTfF/fRz8/irxePBsvKX1At3wyV9k9PD7\nMF58gD+9/d+WFOuthlEpwTIlhxLUkG2ZzGVU2f8onGwZQf8e7Sue577bFh3saIfMt/cs3Q2cI4eQ\n7T/n9l+Lc1vbPAujAf7moVoTRr1IYW+aycMHMKpbCSjvwsfnmxYbgLGvAb0sdiFqHh0xFyqLDhYJ\nLM9cuVxayaGz5ASBB2oKx55xGG2fJ5f+Muz3oI59FUHWkfIj2AdvJtftkOuc4+CYgSct81ja4YR8\ncb+gMcAdsQmeSVGfOY781F/gSy/uX7Q/CY+weF1KXdlaXP5rr8ngxiDpnSqpQIyRMRV7VRbpkYeQ\n5C/A3BfgMzDJ4nUx3Ndjc+91Evmbw+TXJNjb0U+82klqVkbrkBE8DyGwd/HYvXFIf+X1W3T91nqb\nm2+1MVcKhK9RWOhIclLp4yDd+MVOPLkAZlElE1XBUwF3AoSvg/tN4p0i19wdZ+C2IaR4B41163CC\nfeSraynVVgKAggAAIABJREFUIyxUgxizAnrQT7WoUvMlwHUR/BKSYuPiItf8WI6BG9JBr0PFAZ4A\n92ypugsYHuzrPwI3bAVPBw4JTCMIehhNj+DmHZhzcYsCbkHErTvgWuDWIDgDFRlcHUQDnDHgSXCf\nXLznG7w2ERJcB+03QeAWCAyDH6h7wWhfjKWWQZnikaoLcmTxfawS8C0WFfgYfyAKXO0qGLKFFHZI\ni5CruwiA0AC9vJapxnqmzTt5dGE9aA40pMVyZ0eFRn5x1U4sQKNEQ8/TlXyBF144r1nT2eKN3ojE\ncNzHqmCQbgJ0aR7CYomwYtAwHAQHRBdEZ1HuJQ3mC+/i+6G1kNOhFAD3eWD/Rc6+n8znPyyRvVfk\nU4cfpDzXSgy9mhPZ5VuBmHE8NHVp5ixeJtnaV2XzuM7QhEt/0GBEkakYS7tNSaJIMKqz0xjh3h9U\nmZyCfZ4webGJJURiL2y/nvxNm/A+tw9ppHn9Ggy24fh/hUa3hFAv4Sk1p2m0s+NaSLWBFsXtzuFO\n3IQw27yVsRYtLoUF4B/ycOxpGG2fJ5v+EtZ+Dxz7IlCHheM0Dt76KgeT+EbK4WI3RMaFCx2MJ/8C\nJj4NQPX/Xqwp/tIljnu5HOz+Qbj3+h/tYJbwVXB3wwhYIzDzT6+fIPvdLXDzbZx1MO9FOdj69d8j\nmcziCina1+/l3dd7MUMq9bWrmuJgV11lE4sJdHcHue22Aro+jxbuZCIeY0z3c6wRu2wH+4+/pNLT\no9LT47D4iOMC598PbfRGmqk5menMCj73bPvi6vDrOBjmhQ62fbuA1+shGoXIgQP0nvwORqR5DvbB\n92+ip2fteWNdXA0wdJ3szCQLTzxEHwHWSV2X7GCf+O8x4nH/Jc7uH82DH/GQvVfkk4cfpDjTSgy9\nmmR397LFLjTTXc7DrR7g6j6FzePmWQeDQ1GYW0LPMlg8TUwOz7DTmDrnYE8HPByvNVEkxR7Yfj3a\nTZvwPf0SHGxi5bx6C3h+BbqlxSR36l+bEvaFdCesX3Sw00aJoYpDNLQMcn0ZtJJD5/G8IfD8cxI8\ntxvYfcHzj1DfB1/dx7GvwitTTly8LnIfwfddke8f98MvWMBXmzLmXlxiZXC1GsUXS9RDh6g+ewLP\nAy/hZhcuK+YuHG7qc+jtcWlLapwOFwnJC3gYR8ibOLNHkNn7Y2OscV3uTdhs7HCI+mF4g4czcjda\nox0n7qGjkqJ2xs+s2UXNEZG0Go47A3yNT/3xNxnYGqdra5JSI0bRjFJohChWahSzC9gNA9ewsBsO\nRbENyecnponEigU8tQbWgkQtHySvJTF9BfCnoORCzgb3q8Bxkj+7k/h7dtEYXo+VGKZoR7DynJMP\nCiKuLeBWDVxHxBXBDVgIagVCDp55A7EqYVZjOJ4c+G0on+R11bJ7HXRvWEwUxTaBMgjy4KKQWGGI\nOEAAGrOQacBcAuwYhKdBl6BaBeE74L6ifrLockRsINgg6CCI0PCuZUZcz+dLg2CHwbcNxDbo8IPl\nA62OOKni1D3gy0NMh0wcnDIjp8bg1IVdvHuSHgbbg3T4/awNxegx/dgFA7+/RBiTMAZTkntutSou\ngFBf/DHVcAGiMuhZkB4Hq3mJIYB/fcLisS9+oakxW7zxVCZFGkWX+QJYHoiGRJrRUkRy4PTuGPtH\nqxyvQ3Vdc299vvU5On/1IJuuzuHaFQ6ONC+2tXk9wpAPViWwhZ/F82dNSA5tuB757gEoexErNmas\nDXH6nbh/30oOtXjjeLIBTz7hwhNPvfZ/VnZjP7ibfQ8ubt6+HB614NG9wPvKwD9e/kDPY/kcDHp7\nrNd1MHvmyGJi6MewEbivEzZ2ckkOtnXNd/nwz5+gZ6NGYpN21sFUCg1fUxzsdz6eIxbzY0RlUqvj\nzLZ3ciDQcYGDcZkOdteNWVavfu2Ds27YTGV0cOBzh4QLHSx0cQ72sY9V8XpfWd3PP/owBT9Nc7Cf\n+4WVxOMXPkwYDZ3M3CSjzzzM2lCMq6P9l+Vgv/DzU8Tj7Zc1F38U//q4ySMPPtDUmC3eeCpnTBqV\nVxyszWxO7zW30mDkcZv9M3C8Dhm1uSfS+jfm6PvYooM5dp0Xmtj3Wti2Ac46mCh8EPu/LT05NFeo\ncuzGHuSNiw52OAYrnS6u4vLuGc2mlRy6wnkckdy8h9VfdnliPkW2klpyTEWA+dMQS0q4oRpFc5py\n3iJ3cBRjdwZ59/GfGGOrYxPCIeBAt+Bn9vggxV4VZbhArGqQz4Kse1FqRdS6yrv0Y9x1/ffY+l/S\n1MPtaBEf1bwPPShj+URsScSSRSxp8b9tUcIjQVyv0J7NYRQ8lEsxqkYIy/FTCrZjBdJQ1aCosGXn\nHGvufQKjbQ3+lfdQNUNUrBBVK0ClWMe1ZIpOFEOScQQXVxBxccAnISDicYqohoOnpKNkKxSrcXRZ\nhvY85IJnE0N/cu7nF4bW4K7YCNFusFVoAPFNix0DTQXkALghhGoBYaId8j7EbAIrUITBCTAboAeg\nVgD3RXAv7DdSBBQXBBcmeu/ieLCPYwRwDBH6rkFouxqsJHKqhlvy4ksbCJUG5aAA8VnAhoV2Fuu9\nMsA3z8W+cWeSRNCLYMgklABrwnHMlIphlYmFGoQxCGHgWAYii2NIniclIuCVFNCK4B2HfHO32QA8\nlrpyjjpvcfFMlLycsk3ClkHdozDtNm8VZZ8ZYXwguFjQ18RybIBo/iB3z3+Sm8fKjM4tcJBw02L7\nVzn435/G0y/gKVuY309QOri0ffuJW4YJXJ9BNhpYroCekAmMehn/+yYNukWLtwk/bQer707jPn3o\nJ8a4WoCQwCU52D07d7P5utPUwz60oI9qPtBUB7v5Qwex230cbfeedbAAVQuCTXCwu25MsWvXK16g\nWzZTJZ19Cxr7i/YrDrZy8JIdbNdtY3R3t13w+TY2bsE+fagpDvbud9sXJIZm504yO3GIUmqKhBJg\n+9CKy3aw6zbMc911zU0MATzSrG7tLd5UHJt22eCFiAU1F440sYXUv05KHHFFdBUyTe3OCMH0S7xr\nfpqbx8qMzE7zwrmtmEvHv8oleJ6D1b/bx8LzSztVLJcQ6X+Vg6XHTS66DHaZaSWH3gIcMAQOnGze\nL9q3XZH8gocdex1y83WeSWucGbs04fF5XdQQxCSBcg5MfwY7YqJPN0jPCeRrs2SncmwYr/Hxaoot\nXaPUIz4q6Qh13Uu94aPe8KHpPvSkgukVsWUJW5SQZYGEVkQrW+hFD0Zdxa0KhHQdUwiR6fRhaDUo\n2qCdYfvmEX7m/9yH5YtRsUJUinUsU8I0ZeyGi22B1bCxTYuKFaahtOH4PYRqebzlEt58BTmn48lU\nKVbaybgbsWNFcDVYUKCyB/iNcz+7ODiMfMudmHhwDQEIwcptCIFuXP8A8qSGW/ETnLIQM16kgkY+\nImKtyYJdAYTFrVhzgPxdcP/5NZ9vQRXwdvZyd/8a/sPsSf62YqBu//fsH3wHoZKImtFR0xnEnAG5\nAjPRbux2AZwcGCrM+UAugJqC+h/QtdLHwHCc9rYgdh0UfKxfkUTKhyhlLWLKYglzGOPcitVCDWQR\nOoTFbf0/lBLRBRMZApMw35zTDlq8PWi4Ig9LEWheS6ALKDQ5KfRDzJTJ4c/MIzoVvlsKNXXbXb//\nGH1dT9A5GCI0c4hjHQZLa+EOawZzrOj5AbqnE9HrYJQElOQxxpsy4hYt3l4sh4PlZmDnyxa5+TJP\nL1Q4eWLqkmL4fLxJHSxMsOg21cHuuuEEu3a90sBJNy0+dXL+FQfzXb6D7brjJW69pe01n6+RTFCt\n9S3Zwa67tsiddzoYlk46P83xU9/BroMPH1vWrVyyg91zx5tjm0qLK4OiCX/3w00Ey9Bb/ORFHt50\nqehTGvv/12lEoc6jC76mOtjgqxzsaKe55PoePTzOLa92sOh+YLAJI146reRQi9dljyWwZ1KCSZdz\nzWcukg7XpehA3oaRskt3ViPeJjB/2MP+vERZSaGU5/jN8WmGQhZayMeEq6LVVfSqgllW0MoetJKM\nFpRpVLw4PT6EuExEq+Mr2RgVBaVs4KuomFqQguwlm/BSq9SQK3UEw8Q1z3Df9jF2vf858gsRipU6\nVUuiYorULJGaKVC1oCb6MDx+nGgcJaCSyMzgzVRRs4tCImfr5KoryQmrKEdj2GYaQS9DYQS3MQvO\n7wIQ3XUrYrIbR/Gj2Q5ishNWbcfpvZ7ARBUl1UAdraCkDMRMGbGgkwkFKG7w4ZIHtw6mDFMdMFkF\n9RvQ+PS5z3VFQmRtu0RcEPhgl4/Beh01twfDrNGbHudeOcrNk9Mcjm0jV1ZwcxUmfV0U1wzieiqL\ntc/FMOQFkKZAnKFj8Ov0rx4g2R7G1gQE0Ud3R5KElKA+D3K9SszfOCskr1yi2QAHusTFYZ8vJSLg\nDdRg7mugtZJDLd4eTJREJog0vR/TUOUgt9caDBZUnNk8mlNbcnJoW2CUzV4LSfZRtNrxBnPk7BRH\nr5c52oQGlC1atFgaz5nw3BgwdulPaD1A0X17ONgvv1dg9arFxNCpbIZD+RKjDRvB9S7ZwbZs/R63\n3vLKw6xt6GjpGcyFWd7h7mUwKS/Zwe54Z4HpwjxHpp/A1gS8SrRpDva79xTONrRu0eKtz2hWYJRA\n8x2svO8CB6s7ZV5n4/MlsS1So9/7/GsczJQ7wVr6QSxLpZUcatF0FgSBp22Zo9Muag6cU5A80qAj\nmWHv9AKjUw5fWgnBuI85y4tuedAs5eyrB93yYLoKri+ImPAT6wMpVscq6RhVdfGqqFh6gIKsUghK\nlEsVKBrYdpJSh8LO7AHeedMhFP80C6MxqlaIihk696qJURpKJ04wgS8hIQUl4toMarqKN1tByjWQ\nshb5eh957ypqSgjNDGJqM4jmUVw7g1vZiy/2TSLbtqP29GEhYyLjRGK8b/gqHl9zC0rKQD1yGiVl\nnBUSC4oNFiIRMj1JTNkBsQKWCXoAYcxCymexPM9B4w8ZHJRYPaAQ84iEXJm7+vyscSXMjIJl1VAc\nA9cAPOA79TDBkYcJBrczPngvX1/3EaqKAEIFXBnSCag6IE4Q75xgy/ZDeKQsjpZEqwsMrBuizddO\nY04mn7IIUyQcMF4lJYsrVrrmMqSAUbtQSiQWL2Xks5eaU2zRosXrMHfQJPHUAYbWmTQmoX5G5VIO\nLXg9OkZnGHjJwrcihGhPkK166TpzupUYatHiLcAs8JQGRyZATYMz6pI8XKezXSPvX4kt+Pjl3Cl8\nknFFO9jvfVjEF8hyOpPj23PTZx3MgxzrWLKD3bLrELfe3MCydGqlWRqFWbSZlxYdLCJhGm1NcbC9\ntX04GtiGt6kO1r+tRrCnlRhq0WKpzOyvXehg40t/uEmc0Rl46eRrHOyA9a4mjHjptJJDLZaFPAJ5\nhMWGf7B4WMQZME2H34iCKCvkXA8aHnReeXVlFSkSINknoCZqqMkackjE1cCoLAqJXg+QF0TSWOSL\nC5TmihieVZT7hkjXpnlfYT+3rn2KSjVEuRg9JyR1MYIpJ5GDbYSSEr6QgxnO43gFlFwFb7aKlG0g\nZC0KWh+lQDt12YtWL6MZHnRpAUkZwRLyhEr/k7ZNCfzdV2PiQYiEiaxax9ZigXdZWTZ/5+c5eOov\niUS2oKQMhKyFmK0z25YgMzRIWY1huVVwG2AJMBVEPT2CXFdpGx5nxcpP0B6Jo5gSQs1l1/oIqzwK\nUlalkLbxeGrIXgEQ8FoCQnmxB1HDBrH+It2HX+TnKkc5ceMHeTa+GVI+0GxwTzG46ijDG76EY0ho\ndZVoR4K+VYOY6RD5FDgFjTZv9QIR+eHlsxpUdZOaJaPXLYy6gKEJlKsCRh00TeJA3eYBdxnqUVu0\neBtyakLm4EMWQx0uR6dEvpFaWmIIYPxlm3vD0wRHk3jb8rRnZL78rMFFn67QokWLNzVpIG3DuY7+\nORdOutx5p49ttRJubZZcyHtFOtjmRJ1bdoxRNC2+fvQUJh7UWKJpDrb5uhk2X7+bifRRjNLkKw62\novuKcDDzI/8Rz9q1P3JutGjR4uI5eBwOfMVgqAuOTsKXmnAYbSXXQ+e+Jy5wsMdn37VsLRUulVZy\nqMVPlRtEuCogkTtPRmxJwRNQ6OwWURM6SkJHDYMaBiUEtuzBLohoVT+FhkM6a5FO1SkvJDDlIexV\nK5hVDD5w5FOsjaaxfB7KcxEqVghdiODIbaiBGN6khBWyscJ5rJBEI+DBkkTCqQxyrgFZm2q9nYKv\nk4rjUK3MU8/0UO8eoC5MQeoIYVejO/QFvDesRI7FiKxcgRPvoKeU5Wczf8IKyUc5Y6L6FX792d/g\n6/KHUN0IpfgqsivWkO9ZieYJYhk2uBZC3UUeSxOYHsdxA6x7xxMMDn4dtxqCGgz2+9mxNopYCFCa\nXTy9IqDW8SCAcLY4xwTJA44EpgmWuHhJk//C6lP/QuzqT3A88SHm7VEG1j9GqO0Yuu3HEwgxfMsq\nqCfIz8kY8w6BRpFYsEHoVSXMEauBzzIYyzpkyyEMTTjvAtGAyTW7eHD6NHppqZteWrRocT6fm/Ty\n2BkP82JzeiY9tAd21V2uFrNUexwW5i2+dbLVm6JFi7c6Mctk5cTeCxJDV5KDXRNy2JDcz7Mzp5Fj\nMfquWd90B+sf/DqzFQNBg9X9kSvGwXI77ieydSXxcPOa8bZo0QI+fRweOQFNKBoCoBrs5cg3LnSw\n2ZuHmr0j7rJpJYda/FS5xw95FGzRg6x46IiDmtBQEhpqaLGBonLeqxiQqGVkUvNeTo8Z5CcctGoS\nSe5FWDHITHaBD5z4U7qkGrarUE2H0IUwghwjGIwSahOwwiZWKIcVlrFCEmZYxgzIKKUq4oKBmBOo\nGEkKXi8FXSQ/ModZH6YxvIrSzT7q8z/ALhpsajxDT/ccyZUbEeJJ0nNF1paf570rc6iKD63RzWxO\nwyu7mLKH2zpMvnrgS0gCKJMQ3wv+1R/GdEEduoGK0oN6ep6Zuk14TZTeNX9OSK1gWTC0Msb2a5II\npQCllIxRBsmtEPAuruy7ArgIOA44qsBAQkJo2JQNgZopULRkSoaAY4k0rCgzoRoDnV9FDMwh93YT\nWTFAuK2f8pyMNS9gZgzicoGwfKGQeCtVhHKFrKGzp+TF0HyLMlIXoCGgWgqpnjCjfSt5/Cv/9AbP\nrhYt3ro0KzEEUHLg745I3O61EY/CU6bI862qoRYt3vJsnZ64oh2sLTaH3dPLxk1XtRzsPAcztt/E\n5qG+N3h2tWjx1qVZiSEAxetl4u7/yvS3H0Ocgvz2G1Ei0ea9wRJpJYda/NR4l+vgkyVUj4vi01EC\nOoju4l5pGwQT9DLYkovggXBMYHyfh7mRCOWcF7MaRLLaKPlDMH+cG+e/zb+3ylSsEA0hhCxFiQTC\nxNoErHADK5Q9JyNWWMIKyTSCCoYq48uUoSJQ0iNkTQ/pkQz1dAC3OoQUXUXuri5ySQH98PfYJmls\nXzdDfKeIxhDpQpmVXY/z/uu9qHU/tXQ3mUID0dTxSTKy5MGUZDyqwh+sMSlVHUqGgGkJVHIPUTQE\n3JmHGY3cw8HtNzB4VZZk8knivjYiospVNwSRqiGKKQ92BcyShSrWCHgXV6lcQcC1QLAEqqLItBKg\nHBQoKQLlhkDdAMuVUIWVHEz+GrsHwnSJn8DxWrS/bzuRwZUYczLZeRlz3kWtlIj5tHPly0FTI1gs\n4Z/NoYVdTlS8NOq+81aoRFRJwQob7O/tYNbrcuhfWomhFi2uJJ5y4Kn68pze1qJFizcf94kCnswU\natTTcrC3kIP1b1rP5kQrMdSixZVEw+uF+98PgPIGj+XVvO2TQ67rouv6Gz2MS0ZYpuMAf4jrNr+b\nsC7AqAmSbiOXQXIF5AZIdfDXBdocAW8D+kICSgUm9wnkz3gRKgFUK0LGGyB78BC3+qqsKBo0xCCi\nGKUn6jsrHnXMsHFWRGSGhQLBsXmcos1zH9tBI6AQaphYOZds1svccainhUUhKbfjDQ+RfmcX2bVx\nMtos2w++yPXtNQbaRxgrwZGqTluizvX3ewj7h6gtiFSrLnqhgeQ4+CQbWbKRMDF0mRlJpRjyUlQE\nig2BegMsVyRpaTzDOzlx71UM3dMg6thEnSTd/iqB/jhlO4hdlbFLYFdr+FUTxQXXdjHqLmrOQdQF\nMj6XKSNACYGSKKBJAm5ApIM6ktHPX7Z9nEr4DN7QDwhvWk/7TX24gU5yczKNlIw9bxKxc+caHgYb\nGmqxSPx4Crld5HjASz4nnhMSwRIJyl6CHQbVtignhDz52gKHv7SvqfPR51vekui/+qu/WrbYExMT\nyxJ35cqVyxIXwDTNn/yH3qSUSqU3egiXjCguX+FwMBhclrimaVKv13/yH2zR4hLZuXMnH/3oR5cl\ntiQtX/Lz6NGjyxYbYMWKFU2PmTp2jNHPfbrlYG8hBxvu7qcdP9lstmnz5Gtf+1rTYr0e1Wp12WI/\n8MADyxI3n88vS1yAVCq1bLHvuOOOZYsNcNNNNy1L3CeeeGJZ4gI888wzyxb7D//wD5ct9k+Tt31y\nqMVPjxkXkjbINvgAr+QS8AgkYgLRgEsAlwAC/oKLZIA5E8RnBJnNODx29DADNZPfCDhElBD+iIoV\ndrFCVaywhhWSMcMSTlJCiVlECjVKJ02KOQNfQWfn3z7Nl3b0US35KI570TM+7EocQY8R9A2Qub2T\nbFIhJZ3h6kf+N+8eztO3Is+Tibv5irmeuJJnKKLR1VbFinnIFX04ZRu9UMPn2vgECc2SoCShzHsZ\niagUG16KkoAmCzhBkQ5HQyxVeLG+jaPvXk/i5jiebA6v7BBWPdS8EQRvAHPBh1Gw8RjlxRJm06Xh\nOnhHXGK6jDwgcrQhUTIilESBhixAWKRbqhO3iuTrt/JZ4T6KbSfwr4/S2X89/k6BaqAbLRXGWnAR\nMjXiSo2goOGt5vHNpOg4lcPbqXC6M8BCycWo+3BNCVEMEI4KhDur2NYcVdHLvDpOdjzN/m/PvNHT\nqkWLFi1atGjxEwh0dlK/DAcrmkNUQlexxhvig1IN7/zRloO9CRzs6o5bUazlWRBo0aLF25dWcqjF\nT40t7xHpiTgIJRdKYFXg0AmX7EvwzOsWAJSAErcq8HvDAnZAYk6SmPbqVIc28PIt66l6qqyNV1g5\nUMQvq9hjDuVTOr6CH19DQ9VNIhUDT63AxpOnyehQ1qFhCbSXNZ4cXM/NvXVuYoSYo6Dj48yWm/kl\n8aMEyjm6LIuVagnR71IKRTF7ROxpC3GmhudEncCkD+ZUgv0K3mSRYk+DY20+DCFCr1RhWC8T08tU\nUxW+u3eIR37m/yW4oo2oniU+ohH3iug9CSY6RDydQdyxEt5ijcBzdaLjFmpNQlmn4E02KF4PRzUP\nBu0oXpl+T4lus0jcKiCWyjw98zE+23YX870CMW+ZvvggervKQrwdw9uPc6hOpDBBOD3PwN5JeqZr\niKti1DpFTjQUDiW7wPThxU94NbR7C6zw7GVN1zHmDgc5ljcoqwYPfKYILH/1WosWLVq0aNGiOXT3\n+On/zB+h5yvQgEq+BG29SP4gbluCKnBBTcfw4ku7Vmf4z38FOyBxJiBhB6SWg71BDhYeuoXB7rvZ\nDExOTv70J1GLFi3e8rSSQ28Bbr1f4Qf/ZrzRw3hdfEkPt9zTwTtv9XH7cBl1LsfIAYvMBGQEuE6G\nWkHgvqhANQNHNYeHztvRtl2C+xICGVHCPntN3fafeHxLFx31WdaHRWTFphL0kJ+VMTNlFAucoogw\n5icWLVAbqHG6EaasgekKdFZ1IrkqewfDfHhoinZ/Fq0M/pDFS/mP8J/9H8JPhlC4m2RuklJSBb+C\nqJpUpxrIL9gEJxTUWQ/+vga+m8voUZ3TJZcGcbwBD1fVp4nqZWKeMplchbFRm+wtn0KMJFEXMkQC\nIVzbYCHZhht1sRUJ9ZkKweM28jQECn6UtSJOfw09bjFesrFDHfgll0EpT9zMEreKxM0S1bkSf3b4\no5yM7iRVlYg7NYJBjbwapaa0YcpdeEfmaX/5BF0TObpn67C6g4UdInkhR7kMjncloT4fvmCNhJhn\nXfko27zfIxqyefYpkZdTC3zpsSt3+1GLFi1atGixHHijDfSi+kYP43XRdI2SPUXvwAxr4k8uOlh6\n0cFymcUtZbWCQE//TmoGSNtvJLFp07m/72p13KcebznYG+hg+/Zvo564ns1rNrxxE6lFixZvG674\n5NC9g/CeTbB2QOBo3ofiDzEteZmuwPf25LFFCa3hUNUt9PSV3zMheP0qQh1B+gYVtt0WpjdWp89f\n5dc/lmFib42pEY3vPG5Rr7kINhgGpC8hb3THOjg0AZoOFefyxxnYOsiqm7q49s5ubtrkok7PMVvw\n0Ok4bBkuUPHZVLqCFOZkCqqHaLbKVLXOkAi/VIN/OJsgujMiYKoSGVHEFkXG7v5LnlyTpKtRoM8t\nYzRscok4tZyFkC7DwRjhMyKRjhLBbXOMWhYVPYwlSHRrdaK5GpF6jVN5jbs6NDwWcPb69J5P87nu\nXQScEm1SnFhmnHx7ANErg2MgvyDinxTxzPhRexp4d5YR+i0Knjo1MYSvM0i/WyKqFxiWisQ8Zabm\nKkzPuFT6/5QnQyuIFDVigo+GU6HWG8cJmIgNG/+/6nimRHy5AN51Mu51Nex+l3LYpmb6Sa70EjeL\ntJnFs0Ky+Hrk5TJfPvZrnPHdzlwhRlu4jtJWI6W2U/dEsCoKnd9/ma7JHB2zDdw13czfJFBot6ml\nc7j+fkIbvPhDdeJOjo3FEYYPP4gs25zSHPaMwxeecbmlR+Z/XOOhUBaYTsOhssGxy58eLVq0uAS8\nto3e5P4pjuPwAUOjR3R4zhNgn/BmOUS1xZXE283BNMdAcxvkojkSm+sEfWfo81cJ1TxM7TfJTEcZ\nmQwRjScRXFB9PoLhyEXH99NgoayjaxreJfTfO37mJNlADnVL8TwHa/vRDja3j6lUnal9zzK99Sa2\n/srsyZJ0AAAgAElEQVSvAFB58nGqLz6MHWg52E/LwTZMjBCIdmBJv8qI0YmyoQ1vQyN05hiZfJmc\nCcktV1323GjRosWlEQWKyxD3lyTokeEZA37Q/Fa/l80Vmxz67xtgTTcM9EMgAf42l2uHGoxlVbr0\nOD3tEa66bgvV3jgLXpVswcN0SadYaZDJaVRHZiEQpvCV/5+9N4+W5Lzruz+1dFV1VVfvd1/mzr6P\nRrtGGwiZeAM7kh2bGNsYDAQ4OZCQgJO8zkkMmGADgRwIGHgdbF6MsYM3eTfIsqzNo2000sxotrvv\nfXut7q59ef+YsSzZliXr9tiS6M85dfqMjvrb3bfqOf3pX/2e5/nyD/ujPDdveifpfcOUcxJl3WZ0\nVGRiPMDo1ohdi+a6SuLKHJxq8IrxLj97VY0zJ0KMDigtWF2DExsCf7jwndFaKcWBK3WOXKFxZdYm\n3/aJpn3WzsH5lYTzFtR9OBZB93lcuKmfewsjrzrI7mLI1iNpBqx15udXKLkD6G0QdYdpz6QlSzRj\nhaLaZpvRYL7m4GZh0APHASL4NR28lEgoifjmTTz8hnfz4NQgw0mV0YVlGkNpJClA7UjweZHMzADD\n5Ta5m9YQyw3OWwJxKs+EY5Ord8l7NjnRZqHp4LuQhEAAHfsWPrX2Tv7MPITg6RQcH81bpDmoIok+\noZVDP+4gL4oooyHq9S2EyRBhNMTJQDaVo9hokXctjLaF4TcZSCweOdNhfSXBkW/n/ZnbMDsh+VaD\n1qBIaKhIqo94Ko254KJVTZQ9CsnVF4QkGU2wlQhTVRjv1jHtOpl2E8O3SLkW9Wabzx/tcM76BU44\n1zNXGyZf9HB1n0ZqgG5cInfvKlvm6gyu+US7t7D4ap1OoYXt+8hqCeOaQXSzi+hXsRZOcfX/+784\n4yS85+y3zufUgSy3v7bIm8Zgri7hV0SubazzkcSnP6usT59Lz4+5XQ5EIYsZjU8lvetOuM70ePPW\nkN0qDMQOjxwzepbd5+VPrxyM5e4P+6M8J09stJlVA+53N77lYAcNgq5L7A5cdLAWu0fb3Dy4RrL9\naQ5Wgaq7n/WRA2yMb/uObKvdwpcaDA9V2CE8dMHBqj5rf52wmD1CtGMv2dExMAyKpdJzvtcFAj6U\nbbL7FpOtRwZfkIOpBy50qCx/9g4aX/sEkin1HewSOtiY2OVAGLHt/lWk8m46+69/anqfH7pY62eY\nnP0Y5+oSlYrI1Kl15OuO9PAK79Onz7NxmwQHBFhU4EM9vL9x6xC8eQcXHCyCr93du+zN8pIqDl0u\nw3VluHoS9NIFIXFMEDMgmJDJRUwOtZmrSjS8AKsd0ngUOlEebTDH2NhW8nuGyZVz1NyE6pe+jvLr\nl+GcbRG0PZy7P/S83sfBvQKHrpapuzLVlsSJoy4xAlGYkCAQ+wmJHz71/49dVmD7VQUmt6fQojbn\nH27ytc88jyvsirfCkRsQdo2gDsjokwqGvA7hKu2qjRQoZAMdXVAZDAPMpEM6HdK1YwZK4EZQtyHJ\nwvYk4Rd8gb9aA/GyfZRu2MWBy1JcdWXESLhAqbHOhC8hn4sZaPvc6Lm0M11mWzBdhf0V+IvvNatI\nNpB/6X0MXDHIqBzgDwdULJ9wrs2OeZ2M3yXZJXFiYwQLhQHDYke2wUBg0am3MYtQEKDTgZMJ3CyA\nIksYokBN+2X++PAvQQLFuszwaoXWkELa7+KdGUI/pzBYsMlcv4Y+1UIotGjYKsO5GL3SRe90yNQd\n9IZHu+Gx2AYkLkrJrfz4Y78BW0ZAURlc9hGFGlYpQJFCguYI6fMi0rCJfMSCgoVtbiAWHZz1Csr9\nbdyOQyHx0L2AKBVgJwJn10TScYqU5vGF5i+gVXVywSz1sQg52yFIBtAf8TE3JOTdGtHeJuGETzTs\n0vTqdI+uYrodJKeLKnvoSkgqdtnwQ441XAzFZ675U5yyb+LM2Z3kxqpYaRFbyiKtaIzcvcjoUkB3\n/zbmX6XjTyk4GRe5UCRt2miZLpLfojNznDM/814AHvu2U7r3zfs4eGgXVxQ63N3U8BOPK5cWSXWc\n5zVO+vTps3l+akvI1QIsjvp86tHeFYd2XBNTul5HmxDYNhfDsZ5F93mZckkcbE+W+89X2T0+Qkl7\nflOXw8ChY09jhwKyZOJYF+5cGYYBCBi6TpIkmKYJgBe5xGkXV1pHTiL8DYOSueU5X+eJ8w1+ryIh\n7Bohl5MZOrj7BTmYb58kfeokRvxmupPb8ERYy4Sslea56sqIHU85mPlMB6vfz+xD9zNdBevV74TS\nsxcEHMfhLqvEN0ZkJuXsphzMHhunOjdH9YufIGv0HexSOdiU4HGZbbNzJgBE2L6f6GnndNVb43j9\nwQsONnXgKQebvO3NVJ7XSOnTp89m+antXHQw+NBdvcvddZ1I6QbtooOFcLfXu/BN8pIpDt0kwfY8\nJDo87oNmQ7ACQwkMyTA1INFKZHYfCEl7Mi3Px2q0WbSqNFISlRY0Fzyapxz87BDJwDjKrW8lOLdK\npuwQLLoI7CTsmvgP/+ozXvtwQeCKbQLpfIaxnWmErElYLhAUC7SNDLe8r0BTM1itKDjrEk5YYqlp\nIAgmU2qDXZOLjGRm0FoWZtTm2v06P3p5i0cesHji8QC7m1CxntaWs/OP4MC1sG8ExgTYliIyOnRp\noncEjJSO6a9Sri+SiWwUpU2seMhKQEoNaK/HdGNoS+Cq3zq2FBNed8Uv8tWfvJqRwzq5zDxyeoEB\nw2JwVEU87iNJDlJ+A6ndpB2DF4PRBD3k2SncgvD6d6ONjVLoLNMZtvGEiNK9q2TrEtE+jfa4Qq05\nSl5tMa42KAhNTN9CiWy0lMBQDLGbILuwEMPXgXYnYlj+Fb5Y/iUIYlKNHKW5Mzi5Fl0pT3J6gqLg\nkN6/TGp8nchcpxlX2fhihLoeEHUl9MiAICYOY4ImaF0RTXZRVA/Lifj0wjsgPQJRC21FJ9EXEAdW\nsFJbEGYyZDMuybZ55DGL7vpZREUmdbyFGvlknRS5dJmcYmPnIx6urJOOQ9KxSBGF2dUjNKN38tmN\nQ+Tjdext6ySmjt3dRmZaQZqw4IplYrOFF1SIFzw42iAv+gxLaZS0zMCASZUO98zMYigOBdPBKJfo\n1G7hg5+9kZR+iMz4IlVBII5UzAdFhpZdOgd3MvMamfZwm7gcIHqLaL5NqtEhmJ3FrS5Ree+zb/lZ\n+rFbyL31ZgYnqpxaVDA26hypLpBtePxW3F97qE+fb6KGAa+qrOEXi3xR6233jSFHpN6uUdodsuZn\nOfBnASdO9Gb618bWCU69psTqQJbZe+vAbE9y+7w8uVQOdubcKqfXHIJjLnvrda7bu4sD2565LXfk\n2tjLMyiKwMbih77DwVI3f9PBWs90sHb0XR0sPVhjdWaSlYUBDHMrg0MjFEvlp17vidN5fu9EAfZd\nD/t752DCYx9jPvxVPnvLQbYd1tmWKTxvB/O/R+e244p89PzlPD5cYksPHCwcHKSs6xT+8M9ZnxH5\n4wdu6DtYDx1s+3qFqwydvf6zf18cPX2a4zeluerI2Hc42PSuXZibHdB9+rxMiF2Hw488BHv383jx\nubsrvx9KOs9wsCNukwce2MSaK09jY9skp15TfpqDffst+h8eL4ni0DYgp0IkQi4tISgyu4dDRLNI\nbKaJ0hrnLY0kTnP6cY3E1EgyaYyJCE1JoS1p7GhZ5DUJS1FYzZZYlH30R9ZYl4ZYlxNkfYPUuIJU\nlfFLfwnNP+c/DR3jX+yQqCsGucEilpnF0k38XJaWliXWC0hmiUY7SzUcpZrdQliaJ3Wmzais4zsm\ngS0y3xokPVAhGyVIUYIcJewcTrH/1QIL27p85EsOE9mErvsKTqv/Dsp7ISMDEogKSSiTchUKtk25\n1qUQrCOrNQTFRtV9tJRPWgnQUgF6JiAzKCNKCWI6RtUTYkkgEqHGqzl707/BuSJHmF/GbNeJtTSW\nUiJYdxiUNyhlI1JBSLskElkChhfhhdDlWcxEfQfs+w9IiYG+ZtEal1DaJUb/qYK8Vca5IqGedmje\nKVHqdMhUFWJfpSGrnNwokdSy6E2XVAta7SbzvsedXBh4x5I3A78JoYVYiTCrZ5CHKyyohzAWO4wP\nLWCIyySeReXOLo6nkevuZDByUXdEVDPrtCpNCrGBGWuM5h0Cu0FO8rHMiL+d/R0+Zk/BllWk2RJm\n6RHC3DDz9i5yok8xeQA9DEnZOu7RJka3jHJOpqzkYDJFZbjFYn0FNRTItATKI2WyYZt2K+DX/vTP\nYMBA8Mto+izsXMGKxkmWErJmjUxhnrSUEDVMopk2xdgklU6TnZpA1trMUaM59yS50GFwNKKwXaGM\ngPPgOMHgOP/1t1+BlL4aqTBLQ3FJze0kZ7l4uwrMvBaIHkfpLKEu+miVENFUsY7dS2f6SeKzp7/n\neFPf+JsMv/1KRjJPMi0cYsuZJUYftlB3nuV/PLrCiRfn2ud9XgZIqYTQTxB6vP6Nngooj4YszL/w\nNTyejStKDj99AwxHdaw1hfuWUj3LDhWBoxMHSV2rUmvGWKU1oNaT7NPxdkThZkYyEo/rDvAnPcnt\n8/LjB+Vgxy2FYw8EXPY1gdtfZ7FL8ije9ylW6scZv+hgsrGjJw42kllly7YTLJz5HH/9dw6T229g\navfN/PGnj8DkHthxaRzs2OU/84IczB8b47v9JKnVVN51x2HkHQZFNu9g8lvfga7rADS6Br/5FzfA\nvpeWg0XBAL/2/t950TnY2zIRW0s50qkB+B4e9flTDU7ffCW7vs3BcpfD6k2/gpnv7Q/gPn2+SRSH\nJHGCLPfOYwDaVhPHqzI4sKOnuQBbhCY/fRsMRyf5He8aznW0nmUH2jMdrFVaAr7LGi0vgCfj7YjC\njzzNwfrFoe+LcUHgkCoSaRq+l0XQNB5eNPA0nTBtEuoZIj1NpBuIeZVYTyMWNGw1T2xqJBmNZLeG\nmQ+oVlTkpQ5D9x8ntS5iKOMMxcMsZLbidQO6OEj6JFGosrXwACPDH2BisM2GYVON8/iyScvrkGTa\nePU2vujgR8OgZFj1BzGMJt7EJJ7qMbK0SlldIRtZhLUMISniSCYJJWQkTD/huiGZW/51gt11ODW9\ng5lqgd9LiRA7gIzgiBgrEoVwlSwV8rTIZEMG3DaDiUUhbKOM+AjZmDib4lRtEicV46YinHSMa8ck\nuo9gR8jGIKeTMtk5kaxq0RgzSOsFwhmNYqWD2pHI5eqcqBskYYpIjYhkl+WkjQiQuw5a33jamTkC\n8q9D6JFaE/D0CKmaJu9WkbOrtKoJ4UMlTFlhuNilNbiBpTV5sqaRsYtkNJ/hUoWQZU5WLQpSwKPh\n0/RHvB20BaR6QjZq0JkYJu6aTEwfIzcgEkYyjZUpxCBAvE7FMxosZqrMLy9RTqcpJWV2jWfQqht4\ns/Oc/Op5tsUxlQxUU7fxsfkjMLKOvJoilV+i66YxN+YY1UXEJEsob8HdEEmnIrwD+0l0iw2tzrSz\ngpEWMGSFwct3kLarWIszPPq1U5z8+ix2M4KShFABdfQ8vj5IWDEpGdOkCyp+t4TT2UpcDSmYMt7O\n7VS0Fp5SJWmcxhB99hVbbL0ph267ZKfP4VR1VK9IJ6fyxx/ehyCViUsP4XaGEduDRCN1rPElZLGL\nsaaA1ETApbsxTVcIiO/9m+c11oS9v0V58ErS5zaYO3I1Ex9bZ/zQGbS3P8C7/+Ma8/MvohXT+vxQ\nSGQgFSI4Pf76UBO46lo8eRjl2FcQLbdn0eYVJaKrD5J84UmEmXrPcgFWxzOsvXOM7P6Q/P8HfKB3\n0y7drsD/rd3EyWgPDSti4fwf9yx79ljAzJdvIn3ZJN49X6S3y133eTnxg3awB6Yn4TPneFv1q2zf\nfw8De4QfgIPdy6np/fyniRengzWeeAItU6ZU1J86L44D7/qty+BA7xysuHv3U/mf+ETmJeNgbNQJ\nGyUkYwxD10D+4TvYZDriSDkhaxrsn3x+vT4nz+l8wx5i5NscrPiLVWrLbySj9P4GR5+XFklKQFQi\nkm5vb6K5gcv5Qg5RHWXrxlnSYu8KRF+b/wry1Qe5vFZn2Cj2LBegMqyw9s59ZPeHZP4e+Fzvsq0G\nz3CwM2f/oGfZpx8JmL3oYO17vtiz3F7wkigO1ZIExY9RBAcl55IaFkkVBURTxVWyhBkVO5XFSZkX\nHhUTW8wi4+F4JiudCRxVw10bQMhkiLcaBLs1nEaCvyYgLPtIi01SeBRqRaqSBUywKFWwTMgUE7ZO\nRIyXfBzdZykWaHsRXtehNb1OPZPwmfhtDAkJbjRFzm9gpBMKtkzJ0ylEDnkk9CAinwrImTY5rU3O\n7JKTu+Rln25TZMj8KzYevRlcGcEuo82lKaz7jETTlNUqeaWGNt5BUy3cAYF6SSPOmSgFhaVmgWTD\no10TCGohSd0nbHmYLRvFslG6DpPNO/iNh1/Bx+VdnL9pkrqcJq7L7C+eoTywQqpbYXk+y8SYi+C4\neO0mT8gJ1s53YO/9MXBvhdkmNKfBfh3wcyBPI9bGEBMF4/wG7jaDJblAQciQK3cIb22R7DGx5+fJ\ndgbZvi1kyFmn/fg8kd+i69qE0etIpBv4jaoM0SwXJpWNQCJA9zyCMIAnipTWanSGp5g38phmDrnc\nRb7Bpzrlk46r5FydcTNPaU+EvrZOeH6eh56YYvXMQa782l70zGnc4ldIJPiHmcOQOoNgD0A6RLJ9\nkLdQF7cgxQ7i4ADkPdgDM8MJqUxAJvDQR0fIKBlip0JjLiS48zTVUyc5/o9N4PzFK/bV0F6ETJnQ\nSqHFLQKtzIY8gVxvI0wNQzmGssCM0UZnHUUPmEgcrix0uWqiyh79EywuS7SX0jhVgxEpw32VFl89\nNcXasgrqeegWEbMVRGTE+iJJvY3nzuB5KyTVFzIx9ha0+DB+JcSKtzDMCvHIab54dJH7/mhx0+P4\niAYP9O73fp8fEsv6tehD+8lX/xax0bs2smhsgo2F69kbPUaSSahZvclNkphz4dX4jyYcOlxmpcfF\noZm1DO+ZeyPj+w5x3v8y8KWeZQuCwPKnFlhs3Q6nz6Ivr/UsWzy1TNuvYn9unMzZO3uW2+flxw/D\nwe59rMyPbtned7CLDjZt/Rh/85lbuT5lM1Ra5rWvPs9Xv5rrqYNNv24Sr+MwqHeoVBzuuU8B88Xv\nYENOxOU7ryJdvPCTZnGxe8kc7LGVPd/VwXYKaxQEj6F8g0IuIpu5sBbDof2Hnv84q3n82SfLZA5+\ny8EK25YIu3vR7C2gbG4cy55LqPauq6LPD4d183r0of2Ylb9BqPVOqpuyxNpFB4tyFii96VDzPPcp\nB5vYU2OY3haHrE6R98zdwvi+QzSCu5E43rvwJGH2k/Mstm4nPH2G5Ox0z6KjR+exwwsOxol/6llu\nL3hJFIdOAq/2E4Y9UDwBpZug6KBkPIpm9aKoVEjlJGw1S2Kq1MNBBFPDTwyC4CTL0gRuW6fbMggW\nZbpNna6VoWPpdCydoKnQ7mp0Uy5iKBOZXUaH52hrOSq+yYlKFscxccwsdvbi47AJVyjYaZ3x4E66\nLRFnQabjGtiuyoSzRrZQwVBb6GqLnNokq7XIqi1MtYUpWSiSR3VDwukmdFW4Z3EI2SuSdRz0co10\nyiYcsGkPhESDCkZZwyuCWxRwVAFbVEjVHbS2jdERKNoOiuuheA6K46B4NinPQfEdHMfh4SiDY2ts\nO7aKuqWNkm7Rcl2qkUIqEhiJqihehfWOjVV4A2s/cRt/JN5KdE5BOi8SmyJJNwbeC6yDJxN3criq\nh5xXSTdaaHpAVq2TXVxHb1bRF5sUS3UMo01eqdKeazE44BA7N3Ks8gv84co+aHUh3YKoBGHpQjar\nCHGWKAgIwiGs2EUN2qSFEG3lJEq7SaYVkjrTREnXUHIO8QRsLK/gPZln/cx/4/67R0n8kC/FNag1\nuKrzegZzT3K05oHcJrE1QvbQzWwgiC2EbAC5FIl/DNEDsRkjBm1iuUunJOI1Rln+IMTNg3hLOVh9\nK6TmQFyHeI0L7YYVSFwSzyWUBglxQBVAaxKl29BegziBdputQpW9mTbb5FVuLH+YgRIoNvg2tM7/\nOEvnfcSgwFdrNnfc2QAhBSxCKEN3nbh+L3Hy9Rc2sIYOgnQZdA6DvQSRiDPfxctm2Gg9xtmHvwgP\nf2XT43egLLIx+bMcecVpHnj/fZvO6/Pc3ChE3Jv0vhfEiyR+Of0p8tpZPuzIfM/e+O+TqCOzPXyE\nf5X/JGVL4EN6nkV7819RgiASzKoc2voo/778GJ/YUeIb53t3R0ys2Zx83xkeu+f1DBwT6bV6K8ef\npHv0c2jyPdDDTm8x2EB77GP4/t1I5ld7F9znZUffwV48DvbAskhyrMSnPnEfsAbaWO8c7KMt6Cxz\n0xGHe+6ZBXHgJeNgf2evc81VTWCZoSEXEqHnDpYZmkAKBY5c1cA00xhGTKGwRDYbPccI+u44XoRt\nq6ytZiGp0mpFvOaATGG8SK5cYVsuIi2Ob3r8Br5H1S2xb2uNRq1fHPpBUPZcqpegEOcn8lMO9kFb\nppebBrvthO3diw62IfDloevx5M13qqmqxpUM0/Xu5A3yY8wF/xZPyvfgHV/MDwTO/dE5Hrvn9Vy+\ncA9mbxuqSO47QfCNz0HY4+3E7Hn4xt8DdwOf7m32JnlJFIcAToWwxQPFS9BCUH0BLYJ0DGqQoMox\nmp5gjDTwhTRNR6TVzdOMRZqOSs5pgSPguik6rk43Nqh6JZpJkXYqR3Mwh6sH0O6A1YSNAR7b2EYz\nO0GnY+K0DcKsTtBJE9lpms0ccU4j6ShoWYlMxkEhj6bpGA2FSWeG4ug6esambGyQNSwMtUNG72Bo\nLUyjBZ2IVkXESSV4KnhSwusO38NXTr+ZZlahNayjDEQo5Ri9mJDTmpj1JtlKGy+0iKiShBbZEOTQ\nJy0kmImLUQkwHBfD66K4DqZv07Ud/qEa8OGpLehWlaUJH12LoaSheDrRvESjlqKa2YUo3QAHdvLJ\n1PXY0xkG1jtYjSxNQSDJ1EHToKUBHwT/DeBPEAkyltfGUnOkUzKoMl7SoZS4CO02qVhErlg86e1G\nNl/BZ5Zv5J7lPLHXRS62wBYJGylQJYgzEP8jxFkSZwqUQYJQI2hmiZQckbCCJ3XQYp8AF01QoGmS\nsg7RWMoxf3wPG5UsSUtAGLIQ6x5xRwMJHvayvDEd8d5bP86KNclq5yDrnXUazUGkMIXbXWTx2iLy\nliKoWQTJwO2OInQi4vkdCIsBUU0kbsSQeDCwDN0UKAYEAxAlwGd4Q+kkGXUfDWcMLY4Zks8hkBB4\nTVYakJIgL32dXAYO7xDRleuorvwsq/M5zq/s5n9/bj8INYjXIRYgtIBPQ/LhTY+lqdtvRtpyI+vR\ntXTsbQhPeCSnZ6D1JnAhfmjTL/EMrr9+kM/c8UH+56O9ze3z7FyKwhDAQdFi/7EAfdtxRHeyp9ly\nc4OJwlkm56BVT5gsx2y+X+0Cxto9XLl7kT2fD7ii7vCNXlZZgCAegyiLf+MRtC99oafZUaISq6/E\n1/aT8v9tT7Nd+UrE9GGi6CEk4XuvRdbnnzd9B3vxOdif/InBY4+FfPBTcU8d7J77RN71rjymmWFp\nOeYDH196STjYg49EEBX5/d+PUB76SM8d7Od+doFrrw2A9sXjhbHs1Pn6us8Dzf1POdgRVeTn31EF\n1i4evSNj+qSUDo1af62iHxSXojAEcNnTHcwZ7Wn2WEYlFR59ysFKeZ+VHhSHAHYNdxHrp9nz+YDW\n1Bxrew/3JPeb1N0RiLJ0Dl2JeaLHW69KaUi/ElL7of5Ab7MzV4F8GNpHIerxj69N8JIpDlUTOGEn\n7LJhKkhQ4wQtElATAQ0BNYhJRRLdGYOOk6fj5mg7OTpOgW6Up+0V6NpFLLGM083S1AdZ2zpGPcli\n2wFJowP1GNppWMnzltyX2T3wP8iqAgNG88JqjDkV8hceQ9NENxTspEB3IYO3qHBGGuH03im0Qw6x\n4FPN5jC1JqtyCT3uMJmax6uVyFgWxkaLSXkZtyOjxR1CISKQoVT8GjdnXss9YYmhtTaG65NtN1A9\nj/SAS5yXMOKIXCrEdEVM7+KRSBieTMZTyEouUjfG73pEHZvVDYeHKwGGfiOfFT/C42sOXqbMitUm\nnnAZL6+h7usgZKao1cus1UdZt4fwGwrV7CDLmSKx4cKcD/U8uDFwJ3AK4lPcvu8v+Jm37cfJHuSx\nlRyBFtCSU2CGtIQEPzPJvHg1x+VJVpJJovUAfJ9SsErYVghW87TbEeSaUC8Bq8Ad3PjGAa5443a0\nPWMk+gLdlkFt1aDrqviiSdsdwQ7KWH6WdtvE9kxohaCGZEyL2AV3rkzkdaE8DS0VOgJ7h8/TtmoE\nToAW19jxqlGE1+9hNkizcf0tjLRUvLpKWFUIaim0aoqgppAkEBZMEjmBrIVQSUjOj0FhHiQdqhGw\nwh7pDJNxAUmYoTDYoStGrNZi5CbIkoABGFNvI5v5f9gIhnnbw2VoRtAxwB9CFk2kzAZiEBKIRXBs\nCB6++Dd/4bz6HYPsfO3VTM/cyHnxctz8QYSlDMLsBon95GaH6LPymTt6Kzp9fnhUkzT35PPUbR16\nfHdG9LtIzYgVC9ohnEt69wKa0iZ13uHxJ2ApA2R6Fk0cxwy8xWD0p5cYCho82btZZQAE192MePk+\nYnUL0ScPIS093pvc/B7E1x4h1nbhr72J9Od/qye5fV6e9B3sxeVg73tfhnRa4sgROHL4GOO5h2mm\nhnrmYAcPDoPmMvqKFXb/xzYr0UvDwd7+dpHQaTAZn++pg932E6tks5vbqTVU6pxQ72J640YWzCtw\nJ77lYLe9aqMn4/S74Xn9vc1eLmxEGl/PmtTbaXraNgSkxARTLrNiLdMOYU3e5DzGpzEyUqb+4AUH\nW+9tTYswDBl48wUHGwnq2P+ht/nCLT+CcPk+ULcQf/x6OHN/b4JHr0b8lxccjNU3w0f7xaHvm1VE\nC/AAACAASURBVAeBBz1gOeG1NkhLCa/bJ7BLFhjOg2xLWDMGjp3DCos0hQK2b1I3y6xmi9TSRTbS\nWerpPA2zRCNdpOmniNe7sCaCZEDXh401fm/8LZjZOTIaZFQompAuiBRGFSLTIBQKbHgxS8Ewlmyw\nlhmkebhITVTQ/JC6MICt6kiCjd+FolND6tionSlUu0vWa5B2OmS9DYS2g+G1MLwWk9IyTvA4bxr5\nAK71azw2kqae76JNTjCU7TKQnGfAW2ZQqSIPBmSNBiXNI+93EatVkobF2nyH89UOShSgej6KE6II\nCTkgz72I3Xu5fWuaJK/RHdPpjOjYQxk2mkOsr4PUEBD8FL6UozZQYnmkTLzYhVoAogxGCOVZaH2B\n27YI/Ls3CijlhFawgOu32DaVxRsz6OayrDNCrA9S00Zwu4MktsjQ9AxuN4u0HsK6Rq2bo5FNkWhd\nhIVBksIxXnnwqxx5zW62/ugWmmqOppqnqYNXSJGMpom6Jradxe5m6bQNXE9FUkJyGxtEfgqvbSDP\nm3Qdk2hsHXwLWiaITW4ff4JG9Rjx9UMMvH4SeeswydAWanGJVFRC6wZYYh7HyOA7KQI3RRgaJEmM\nKApoZyOkuoS4rtKRFZKdVejqUBGBdYb4GLemBBbjJl4L5A7I0oW7VMnYESo7buBo4XKwgBYkdpp8\nWCTShpCVCNFdB2eRRjBKkEtDLQb/UWBzHUO//pNZJocPsHh8Gym5gDyUoTQWkqycY6PzMQh+f9Nj\ntM/Ln7oocp+eu2T55wOVtCaxootUot5+PT25VmBVajKt9nZBT1EUuVW6g1cr36DYmeY39ZiO3bvC\n1tRNPsLtsxSNGo14iLU/7U2ufk2RwVe1UKfWiE4IbHy+N7l9Xp78oBzsRrnBT4y/oe9gz+FgpZKE\n5jvs7XwVP7qXlpBFMHM9cbA//c8JSukMzthR2moOS8oTmrmXhIPt2tFi6Xf/G+sZeuZgRy4/zZYt\n9qbGj9ZZpLJyNyl5/3c42G/ctkRJ7+1aeH1enlRFka9r2UuW3zbynDl4Nc2UQtxjV9Kv/Xnuiu5n\naMsUvUyWZfkZDvY/xWGiuHf+uP0mH/Gig1WjEc7/bm9y89eXyF90sPCEyPRHe5PbC14yxaGn8/kG\n0IA7lhMg4a1XwP7tEtmhgLFdPlamjaUKWGqEpUaEapdEtTELOTwpxhclrFZM0rDgxBxM12G5AWsV\neOxPye+A4QxkBTBFMCXIajFyDGu1LBVKrCdD1BmkmSrRSYpYeol4OE16IGYgqZM/UaVQqSEealBI\n+8QZEVXzwHJJLA+CGOwMcSCzXDMR2mXOtMfJu3Xkzv3c1P0nrrReyZGd+3l0bJyPTO7GiAdxXZ9m\nOqTQWsBtt6lFa5BvMTkYkcvYaIZHeihEq/lsnPFZcX0+tRJzYw2iMVj1wW04jA55DBo+KTUhmjcR\nfBFf0WjkTOp+irYEfjYmSRqQlhAyoMgXdrWIuh/lritkMkM5rMUstVYWK2vSzptYOROrlcPKmbRK\nedwBAycN2XADc0UkXhdJVru0xAIbWQlbdhFaNkZVoDtwlj99y/3svvIJmuoQTUvDVzR8VcV1FBwt\nRUdVaGc1uoaBm9ZJiSH6qoe64SEsJSRLCq4tsjI2gus1wRdhfgL8U9x+y6O85rb/Q+mmEepRkUac\nIYkU6jUPPAeSLkKokYpUElEjMEtEvkpprUV6zUZeCJBXXZbVQawpCcQWNA2oR6DVIPg068kMH3dh\nTwBp8cLh7zvMxv6rWRraBy0YaFnIXp5AyOOrg8SSghqeJ+o0WHauJNTHoGDB7AA4n4X4v29qvLzr\nKpF/MVLmTEtHT4sM722ROjDNbPcc0498jeTo5qeq9enTC+xY5GgP71Y9nSclDQaGL0l2965V9PPH\nma7k6Ni9FbfrpHvZlY/QMiEPJo/3bMLB1uEGR/Z8lXBsnLB9io/1KLfPy59eO9hv5ouY2RDjsE/Z\n7II1Ttaae8k7mLV2mJYzzEl5jOyXvkzknOyJg/3qbWc4fM+9JJW7aZpZWtnR3jrYti/RVHL4Vv4l\n5WC/9e4W+WKW9G+/H/mJJ3CbDRpf/uymHGz3yJe49trVTY0XY2OB8vTf0JT2fYeD/dRYiqLYu7X7\n+vTZFFKK9eyluQGoDY8wdfsbLkk2j4ro5/+ROWtHTwtDAEek+9iVj9EyIUc5/tTWQ5tl50jzGQ7W\nu6WuN89Lsjj07fzto8CjAdACWvzILSr7rs4wdsUQWtpgZVnGTZWZ/VKb+emA+qe+96K4H1uCV0bw\nozroOhgd0NoS6/UydQo0UkXaQgFHzaFuickPtYjNAG2ggtFRsFcUvGIRSREZPttgd1hDMruoWRsy\nAfpQBGkX0h5J2gPdI2m5YHm0KjEBDl3PRVv+K/asSOyqpXhV67W09o3R3prGLzVpKgKhq5HqjhFU\nM3Sq5xD8VRbO+zz5aMQf/PW3toT/ccArXui6lUwIDeimYuLIIa5k8OKYIElIAhcIkdSEWLMRa0vk\nXQ23CbmFOdp+gL/4UVi7i5EJDcsXSUIBQgEigSQQEGIJNZUibWhoAzHuYAcjDpA2ImiqNCOTdTGk\n2xZxswPE2jwDHY2NgsbPbz/HqPkJlueytBQRS0mwlBhLCbHUkHYmxi/LJCNpzLZNttpFXEwQlyBZ\nlXHdLKujRRqBiWtHiE0PZXEdLxXx6iOz3Pamr5Aq51g/o9GIVBpximYk04hkmpFMO6Xg6lmE4UEM\nWWX83CzpWQd5MUBa9VlSx1navQVb8iEMYLUEngWpBfD/EpJPALABbERQPrybgZtvIm8MgKMyESbE\n+gBeKoPj6kiBSTY8i99usdK+lo58C+G2VfA9xBMmcedu8N+9qbExCVynJ2g1gdGpNiM3HeP8SIU6\nO2j+5Vdo3HF0U/l9+vSBx1ZUTi2N4Ys9nmsHDM5Pc/NcA73tMnPagR5tOr83mOc18xVGhBRr1fV+\ncajPC2YzDnbjjTdy4Bd/8Rl54u1vJZm/Hv3o+18yDuY1GwRxgU5zmPW1InPViz+wNJBbLYSVk+hj\nm3Ow7brM6/6lRSmfJXP3F7CyZt/BLjrYu37lFMXihbXk1HSanddcw9mFGRqX/Xs6ifaCHOzaPQ9y\n7TWbKwz5jkPh8+9BG9j2HQ7204tD5ER9U/l9+vSBFdfkTzrXg9z7ssbg3NmnHGz6VO86/Pb6M89w\nsL/sWfLmeVkUh76du+/yuPsuD6i9oOff5cJds/C7IrxFB0MXaS6VaAgmHVXBL3dJckvI5hpWqNNd\nD0iJGaLcJDElJFnE61icFBQaA8PM1iIKDZ+CLVH21ikHNfaOdciIPpHg0Q0DVlsxawsJvgWNBsyt\ng1CHKB9ypJIwcPYOtEChc1rDySucqZi0UjmmF0MqZ1us3T3zrJ9nPEmw0iAaYJhgZkAXIO4mKJpP\nKvYRhYhEiIAW4ZyDHNuUtuzDCJ4kWFqlXtug+9EPfCs0BKILj2IioEsiiaZgFgPcsoUz4OFmVRxN\nIT8t0KhLVOoG1qkAOdxJ7RU7EE4/ydCSyOFyhX9d/gbpzB202ia2ksZR0jhqGi9jgF5EyRcpjys4\n+RCsJcQVEJcTklUZx8tRLRo0MypO18WXJfTGDIpl45d38hrzc7zlFR9FSdZorhewohxWlKcd5emm\nisTpIfThAURTJZWJGWnNkD7jIC0GCJWY5ewE67ltbGij2G4ItgwrGjgWaEuwcSe4n3jG3/yW33kL\nWTVPGgNJKeC4Oo6TxnUl1ChEU5bo1lVa4X7q+VE6RoZArCDNgTa7gBe7xP6/eUHX79PJS5AOE5Sp\nGbbsn+PYwiHOPjTNx9/7Iupf7NPnZcClKAwBnPuHhPbKEtV2wmNP9G7tiOoDTUoj60ychbPzMvS0\n0bvPP2c262BxWqe95wCK+dsM3/9ff+AOFpo3kbn1BjqNFsfOnOBQ5f7v6mCBMYkabEFsGDSUA8/6\neaKFhU072C2DOa4dzQPqhdC+gz3lYG+/4iwT48/cZOATzfvJDuQpYTD4Ahzssn0J11y1+V00GhsV\npr7NwfTOTl7lT206u0+fPk/jEhSGAM58xKW9esHBjvVwPerK/RuURqsXHSx+7if8AHlZFod6xX+Z\nhpMOXDMEDaOJVrKRy1UKeYXEV5EDhZyukh0xqKkKayeWadbWmfn6Eo7lIHs+4ZYiQzkZz3WI0gKC\nnCHwJRbOSaRsiyE1RHJ9/E7C7CLcPwsPPa0w+XdrcHsQsb0d8427Q5K0TVcSeez087+bESgQpiCO\nQfLBtsDUwa8nxLkI27ZpdOqsbsQk+TSZwRxeYYmkdY7WfUvMf/ZBorlnTmYQE8gkAkgimu7jmh1U\n3cWRVaI4RRAp6EIa63GJ1v0qTqWM6RZYvXknM4fK5L58D3IQ85qMzRu676HlmVhkcZQ0vqEjqTmM\nTB5zNIVfdPGLG9hZjXwnQlxOiNdkvCjDRjZPPfFpNzvYrQz+ljT6+SfIBDGt4iA/m/s8b7zq3TSi\nwkUpyeOkCghamfxgAc1U8bIurlnB11UmllykxRChErNijlEtbaEpDdIQyzhOgrTmIbY6pPwAO7MI\nrSdg+f1P/V1e+1+uZGBqjIHBARw3jeukcVwgFlCkBCVVo91I02Y7zdFhmkkBy9WIW8uYZ+ZQq1Us\ncZWw2ZsV1YZScNyHXTMJ7jT8/bmTfOVkv4W5T5+XCndHKVbuvlB4OtfDAtTSosypP3ewBuGvli/N\nVL4+fTZDbWwLj7zuA+SbG1TdNlFoEdAgDO/9rg4WnrfZkZrEPtliMCNhpg28VImwbCCF2yDsIvkW\ncavG8WkXr7KEYR9Fcn1k9UZyl9+APL4dUbvQzVECuOFGFt23Q6PCcgSJAGkxw3CwBs2Lb/Q5hk+3\nbSG+QAf78dYEE6PDpBX1GZl9B7vgYD85tsQ1V3xrZd6avsBseJqrDmx9wQ525VVd9u482ZNrOOp0\nOFe+nqQJ6tw+5PHLSfv9QnyfPi8VPmfD8hcSSOBY0rvchbMJp/48wRqEvzjXu9xe0C8OPQcfWYGP\nrMSAf/HoAHDDDTKhIrL3mjSf/nCH5lr0XZ+/Cpx6jtd40174+PfYLOqTNaB2YW7/BWIE4fkvU/+l\nQGBqAXY1E4bWoViC0iCUtoBsBqx1E/y0hGbEVJ0TNE/cR70j8MAHnn1XnMUwZtV3sL2YrqViixqx\npCJmYwxNxIg6VD7tIK0VGezkOH64yKqZEO1pM/HgY0Qdl1ubq7x57SO0lCyBrqPKGbJqluKAhF/s\n4hd9/IKCn0/h5FT0JIW8HmG7aVbDNPU21M7KeM4E4cEpwj0W2hP3U1JMKqkqb02f4l9t+QMaa0Uc\nOY+sFRgaMMmZEq7Zxc2GeKaKnTFwFZXMdAcqMXVpgLU9k7T8Eo1ApB7rxHaF8noTdb5K6BepaMDs\nnfDohYWcf+XPdjOyc5jMQBnXSVNvJBe2tY8SZFlEi9awoxLd7C7a2TxN16Thq9ieg7F8HH1+mcT3\naTjH8Ff/4nmf2+fiH134x4eBh+HCbcbvfp326dPnxcs5sTdTyZ7OfCTy3q5JOAu1S9T11KfPZumq\nOt2hLU/9WwBSvJYUDoYAUbxB60Gdy4rlbz0pc2HdL8kX0XyVp7ptKF2YlVm8eEwBvJN0YOOknn16\nj6fpMDJF+en/cfH5r/6VuvIq1odHmP3Kx56Xg6UWlrjSPsSksvfC+/0uw78XDvbWjMzNp3/vkjnY\nLw/P86rCey6Zg/2kepxXXmsAkEzN0FQfITtQZreTfcEOdnDPInt3dJ/3uX0uRvfth3372dzktD59\n+vwwOXYJGntOefDf1yBcg8Xex2+KfnHoBXLffSEAR+/afBfG9yoM9YIqUI3h4abANS5c5kNaSjAU\ngaVZAVvpcnT9GIUh+L+fu7BVZ5I8e3n0chGOJilsSSFRVFKmyuCoTLaYkM10iaod1s9lKLWKbOzO\nMb1hIWUGmdzmUVk6TuPsDEv3n+VVzuOki3lkLc1wPsYvti/cobooI9887LyG5kt0FhLWKiaV49Cp\n6gT2IKkDE1jbMjjuOczH5zBTQyx1T/NT7kO8dexOEjfPZFnFzUa4poVrerimipvVcE2VbkanYNcR\n1gXqWpm1yRKr3Sy1js/aooiby5PWliktLCMsVUlyO1kMuySffx+cv4t3/fl29r9qgDil4fo6rsOF\n+osCYiwhBW1IZOyxPXRdk1pXpl4PadRFFLNJafEscmUFQVRYWv8C/vIXLu3F0KdPnz4XWe8Xhfq8\nZEkjJCA7k5SKm0v6XoWhXpBSVcrbtsEv/WdkzyPVbqC4G4iBxcxMgyg3wHI4iA6Ula0ATCrbnjUv\ncpxNOZi50uTHhw5x5MG7SPv6JXGw3z4sc/nG71wyB/tl8V72bB9Gm5pG2f8AcUoj5RubcrDrDsww\nWHxxTe/o06fPy5fZH/YbeBb6xaF/ZjzowoOrwOo3O4+ci8fz50haxEqrjJkxWcMhq7iYgUg2ELAq\nMqdPaqzndOq4qPUW26YKLKw8wpOfnGHu3lk6C13+z3aBwTEJV+gSSD5tXyZwUwS2TJBK4UspIjmF\noCk4LYm14zms5TzdqoHcHULbP05nTKMxsoHtLlCarRNHLkvL53lLa4Vfm/wyviEjFlr4WYdUVsUo\nKRelRMU1NQJDwW6rrDl5NkKThXMpqjWVul3Ay4yR3xkSe6dQTi4Q1SO80W3MPXkn7r138ItvbHDF\nKw6ST8sM3tUk+soGK6+fwr1qC0QJKV0gkkVa+jBdN83C2YB6JcJysqjjOkPD8yjHTxHXOoSizPnj\n/4u4Nd/r092nT58+ffr0eZEQqipNdZgmF3dOHLzwYHwfGZWv3UX3+3Cwy/b8/+y9eXgkZ33v+6m1\nu6v3Vqu1LyPNaFbNYrzvGMwxTsJqAwlbThKe4NyEwIUkhyTkckIOuUkOCYFDSNi3cG3AxtgYjLEx\nXmbsGS+za0ajfVer972rqqvq/jHeBnuMPWrZHqc+z6NH84ykb7/dVWp96lfv+3v7CMoq+XsLXKq0\n09K1lfi+B/Eeu4V6WG6qg2nlFT61oYU3zP0VRqT5DuZbeIh396q0d9l4u27HK62QuLe2age7dGiU\nUMBd7uXi4uLiFofOUp5vZs9ask6A43WbjStZjKpAV1WgVgBPVaCQlRjJBSgLElFPg0S3yFhhhs/9\n9i2nZHw8Dr6AxAFHxnQUTEvGtGQER0ZUVSRJojUg4VNg6RGL4kIQKx3EU2pF3NxBqlsj25KhYDTw\nKQqekSWsrMHicpKPHPwhl50vk28ToOHgXaqRerDMAhLORhVtm4/QuX6cupfF0RjpdJRUJkw600q+\n2onl76Bt2KTRPoM5NY05msIrhsh2djB++//h2ugh3vKXcTbYKi0/nUUfrbKyDOmKQ+Pu/chXLSF8\n/HJKosz8tEpmRSW7EqRQacfT6Sexro5UO4E4Moagm5SpM77/Vpzi7ItaKvhCaWlpaXrmk5x77rlr\nknvRRRetSe6TTE6evnn7ajlw4MCa5Ho8nl//TWeIrutrlh0Or82WqE9SLBbXJFdRlF//Ta9A1ur1\ncHFZKyRJQlXPvp5XHR0da5ofCASe8//1apXuK1+Lt34+igg+s4hXAWF5N4XsQ6c4WP+mTqTYVrz6\netChrxMajQbC0cPk7vsKK6HmOtiQEuQdUS+J6U+S72y+g3Ud+SlvPKePjsCd9FamaPlRftUOFglL\n+EtHqJZlquVC04+jz7d2BafNmzevSW6t9uJuGL9YbHvtZme9853vXJPcZDK5JrkAkUhkzbI/9KEP\nrVk2wBe+8IU1yd29+/l3FX+l8p3vfGdNcqenp/nrv17d7tUvBrc45PKimHJgyoJfzMLJHkgni1Sd\nKnzoMhtZM6nZFe47nOKu/fVn/fzveKE1JDMrypiijKRIyD4ZX0Ql6gO/00DDRixYLDziQV8IotVj\nCB0tTK8zmauMohQDhNtiBOMiqYk0Y/ccorBS4pOVE2x4Twex9ip+o4CTscgWYRaoFS2qd9eo3lJD\nz+XxbghR3hSl5I9QMvsRglE6hk3EgRmMSI3swSXkxQo9fWHiLTXMx77FDdfM0F9X2GzOUMvLlEyB\nRY9MptWh7LUpKQKlB5MUPvYIo1dtJZMMUyy1o3b46RjS8SYq2KMHsOYzWDqkluaYuve2NSkKubi4\nuLi4uLy68GgaaBrQSgMoPfFRj66nfA94PCLtWy9BaBvAlrWnW1U+QX1mmuJNn8EMN8fBhMUG62px\nWjtaaN13P/Lm+4lt8K+Jg523U6Ej82M2k2+Kg22Na2xf18bevRMv+XF0cXFxeaXiFodcmsKiAT8+\n7PDgSum033OZBANhiawiI6kyLaqAX3DQTBN/0UJzBDREHENg7mE/wWoEtS3GRH+D0ZkxfJ4IG4Za\nsCINyo0VFh5P8dCnfklnf5irtgaIX70Lr12lLuhoikA563C0BqZPwCOBgkOj1knUn2dhKk/t+D4M\nfR+tv3sd6pV96C02RrhI9dE0oSJ0nNNCPHQI44RFOGrTUmqhdf0iZdFHviIy53MotdmUijZFJDK6\nQrUM9QOTLCY6IOinfYdOYF0VOVil/NgIYr6GrEgcP/QIy4/tfwmPkIuLi4uLi8urEa+m4bn6/Qhe\njWduX/JMKqkU05/7fyCirNrBJMkgke8kkowyW57i6NLtXPHGNF47umYOFijlaF1vNsXBrtzQT3gN\nZ/W4uLi4nK24xSGXpvHgyvN/PQh4t0FjwqSv0kATRDQE/IhoiPgR0CsiuWQEx+/lkFAiv1iCgo8N\n/S3YkQbTx0d5/OE5RmcbtK6Pce57zmHrzhaGO7zUsxnqqo4lSdRqAtMNiWibwJTZTiYbwNdw6Gud\nYkLVwQBNh+4aJNuWMBt1JNPGOGEQkwSsy7ZS1dNMjrXTlndoySXxDRQQe0VSKwrzmk0p5JA2VdIp\nH+lUkC7fHFl/CceGLUM5jE0V/P02tpMh9/AkHkNA12s88PWf08idvojm4uLi8lIhAm4LVheXsx/B\n+/yNtc1Khd7r387ij28+IwfTOmNo0iBasQtzxWE6NcsdhdvZurOFczoi1LPWK97B/LLKueENeNdw\nqbaLi4vLC6VWreLT1nZThBfLq6o4tD0qYCvQEhEJtIh4YzKWTyTaJ1O2vQQHW/jaH/+6jeVd1oK/\n/dcutnZYrPfWsGaLfPNGBycDagFavAKCI9DpFxDqHk5YadQOA1nzMtjiQ07YPDoyxle/e7Kve9vf\n38BQi0Nnv8zGTW1oiyVW8iu0+yQEoGAqnMj1M1cNk1vxYes+tvdPE6nNMp4y8UjQJUJoGdLn9VPs\nkfAqOXTLwqqYpK96H5lUCWlaoFu3aV2cQdysI28wmbe9LNmQdwSOTXaTmQmxpW2WTZtPMDffoDcA\nGzxw1xUV5FiBam6Z2lgWrySQTZe4/1/uenkPhIuLiwuwCdiIwwXtsJAW+ELj5R6Ry9mO62CvXELt\ns/R2L+LP/gxrk/2iHCw02A3xi5DUbmjAiL/G7aXH6Nwps33TG84aB+vx9jKg9b7ch8LFxcWFQjrN\n5J49xB/4Hon3/wWebcMv95Ce4qwuDsnA/+mGi7oUSj4NK+AlH5XIBETMmIwZU8giYEYUFqsO+SWB\n9/77Vei961hakpk7mmH6n3/wcj+NVy3tF3fym3+9gysu9hNOpqmN5VnMlYjaMv/9qhKZJZOKHmA5\npVLIeymkq+SzeTI1B6Vg0j4c4k++NP1UnhBuIfEfn6UtUKHNW0Td0sHSfJlorY4mWXiydXJtQR5Z\naCeb9FPVAwz3zLNemiRYnmNmucHmIQinQFgA6rB8eZB2LUPFcHBSQ3x3x3tpLzUQZ1V2TjaI1mdg\ni4HTZ5LzOOx9YJClsQgrM1E2JRa5+ooTNMqz5ObhdYMQT0FV3Qj1ExRHTjY3FPQGo/dMMnLb2Mtz\nIFxcXFyewds0+EC7Q2u7SLnLRjkG3cDHj7zcI3M5m2iGg/FY6uV+Gq9a6nYdY3saX/fDNJJp5sby\nhArxF+xgV/5fH6PSvvWpvGqtzr297Rw1y7QPDDTVwRD7yc0oa+JgYYJsYCt+8bmbfLu4uLi8lDiZ\nNIOf/zAXtouULwPljn8k6flzKhteGQWis7Y4dK0KH+sWSLR7kCIeOsMKJZ8XqxJGrQZpBLzoDT/R\nDpV6h0r3kE264mV5qsb8TBW56qfjqtcivOX3WJmqUfna1+G+H7/cT+usR7z2GoJDbWzdFWHXFpG2\nrQLzizmSszX8ZfCnJHQVJpUYWU0h1/CSCBXZxAqz5RKNgEOnCvl5k49PZZ4O1lqJ/MN/Eihl0Roy\nixfuQFs0aKukiC3niOUKLG+NMrYYp2iE2NS7wjnSDOulGeK1eQpZiyv8TwhJDajDw7/RwfSJJSaW\n69j+v+bOd12ApIRQkmlec08SNVpGHqxTTdicmFnH4olzWJ5pYahtmdddMU6Xbworv0xrAPpCIM6B\naMF3BwM05pN4fQJmw+TOv3uIWtJ4uQ6Ji4vLWc4GQ+d83WDWp/KAvPrlEFdeBFtfIxBoEaj7JJKb\n47wmn4IjL88umC5nH81yMN+7NvNg0cvG2QlatbNzl8BXElVJYqKa5l6On3SwAQFlMfiiHcx3/luf\nVRj6C6uX2GyWVl9zHOzg77yOoHYhjt3GwX0B/u3idU13MK8UpC+3A6/qfdmOiYuLy9nNOQJc6MCM\nBHdYq88LrBxn63WnOljc3kMFtzh0xrzHC+/oVKhGVeZ8HkRNRQqoSBEV70AD01ejmPOQmdKop4JU\nJ0I0xgLUOxTkQZt4TMU3q5Oer1CUUvg83VTf+XGc3tfD6BHY95UXNI53boWtvSIHqgq618Odd5dO\nNgJ0QArKNApmU593oM/PwK4AJ+5NUS80t0vE+vUiasPGrsLxX9M76HQI//1/4b1qCwNGkp72CoVO\nC30+jzbqofuYRhiHco/OSLaXgsdDZ7zENnWFrlKKuWKJSMyhTYZyEgrPXOIQGMTzkR8iHPmF0QAA\nIABJREFU5wp4LYnZ4X7IeGk5MU7/sRnkCwI8sm6Y5XyUwZ4sF4ozdNbn6G3M4Mks4RgiobJIeRlI\ngr0CxZzF2z+7BID4nu/h3d5DoygQqokM/CiJ0lXA05ljIRRjZmSQxek469vSvPaKMTa3jTMUnUJf\nzjLUc1JI6hkQdchGu5lMeEkeXWLs0WUmd2dXe2hcXFyagG3biKK4ZtmKZWEpzb+4dWyLP+2oc54M\nR3wGD0yvvjjU+9+CZPtiFAcUKqIHqWIhjyuct2uJR/a7HYhcnp9mOtjc0hyPerrJ1Ae4/OAIl7Q6\nbF8fekHj8JlVgk6FpYaAJUGheLK46ff7QQDN19w+DjW9hhwUMJvsXwCNRg3BAWyQPGfWKHnajPC3\nZo2NDYGh7t5VOVg9GnsqN53J8xfpywlpzXWw/MbfB+BHR1u5PRFoqoP1GtsI1zqQbQ+oqz8+Li4u\nq8M0TZQ1cKQnCToOpTXY/VkS4SP9nHQwL9xxaPWZWtcxsvG+UxysMT5FuZQmEIyv/gFWyVlVHNoO\nvNYrMhhXmdVUJE1F0p4QE+1pQREjHnzrLKKBHJkVm4oOmYUghdkQ+kwII+HD6pMQahW60yLIEiWt\nB6PHj6NeDo98C5zTz/T4jXb4rW3w+ovAjCtsrnRjd8Z5x0dbKHa0kwrKpIQYMw/kSS6rzB4rUar5\n0Y+P4zx+5wt+vkJbH2pfF8HNbay/sp8tu6DdmCH+sWnU5QVykzm0oo217GCmbf7q1hd+11feOcT6\n8yNceJnCxesy2CeWqYwUSBgOoTlQJkVuHrX56rN3o39u3v9juHQzCWOZEDUWBRHfdIXu+0TCZgD7\nHJupgEK21Eqvp8jO0gpdxRU6pRWq9SIbYg5lA0omCAbkn8zt+ABc8B6krEZgcZmFHV3UahZXfflx\nPJtlJn9jO5mYl3a7wKB+lMHMNIGVNB4xw97jQZx0EH/FIVzSCFcqlIwiS9U8glk7mb/jP1CCWzGr\nedSlKN2PjiG3LSBoGQ6pw0wc7GIgkeG810ywrXWUDZEJnPIS+3+hQLKd2YqAkvRwYilPeHMr+/oC\nrIwm+dk3xgHYNSxxZdxCKYjYU/DFnE3lBR8lFxeXZqA6DX67L0tV1/j+SvOXFrzPSbMrZPIDK85D\nRnMbne5YZ9L3ZpnONoHipEDbTQ7J8pkL0EXnC2TPj9PYsI5GXWNa6aUlMkdRqxHfVYb9hSaO3uXV\nxFo72P1+P/dN2Xyt8wDa8zTolOtVoivj9JU+jRn3kHnCwUIbTzrY9DMczFNupbsaoSvahd/UaQ29\n8N/Pal1nYmEBIaaR6mpgblo46WCJkw5WX+rDVwK1kkDz9JKJbHrB2dlqiYK3gKc/yUB87ykOFi+e\nRyJ+PiPxHpT+/heUd+uxbm7q7aCP5jiY2N0NQDrr4cP3DqN1NdfB/P3noAE/ukflVrUTO9AcBxvZ\nMki3NETUPPm6OXYdb3qG0vQclakk2pvfjsfrziJycXkpMWpVzq08gOXbwlF/T9PzP9picU4IbiqL\n3JZqboHooi0CfW+VnnKwgQWDycyv/7nT4dhVFrfOUd4w+CwHi04I8ApYaHJWFYcaAoR9DrrPpuEV\nMBQFR1UIegUEjwAeEccjI3gU8HkQgx7otgkGqlj5JELZJJWyqZZlMo9HqAZ7qMR9RKeSrB8ZIyN0\nk3GCmNunYPxvoPLVUx7/CgWu64WtW0Hrg2oItITOxugcR4sNUgWR8fImRrT1eKI1YhsgsUlgcGiA\nvYc2MTsUh8T1cOxBmPn6cz9J7Vy45Pfgwp3Qq+DfGqS9MUq0MYbPytJqy2xMeAn3aRTiOuURAd02\nEQSTr19r8JMj8P3Z0xeJhPf8A9GLZTouaWWjb4ZOZQktP8I5l1WIDtsIjznoDRExVycd1PmJDkvP\nV3OSLoAtHwF1gPCUhSjmyfUKaI97iOdEzEsV0t1JVgSbeLpGXz1F63KWgF0jPW8yuqxh5VXC1RJm\nRsKpVCnpImnHAqEHWv8AoeZHG0kzuz1AaKbOuQ8mWbq8j9L6Oj49z/ofPUxfpUKg1WJRVzAW1qHm\ntqKJFh2KTq1lifH6Mj5fjbhqENcE7snaoH0CUbqCRnUZaTxIZ/EEEf9+0m1bOCieR7xW4uLux+hk\nDjUzTzZT58HJLqTMAEFBIkGVFV+SQ84ybGtlcqnMPd95uq/Qu/5xJ2/buMJ6I8eRe3zouRq/Wa5x\nU3MnlLm4uPwaNm1zuOz3IizrEj/6hI1hNW8GUUIzuPoDDjs7PRTHDR76cnOLQ/7XtHL46jjeDoGp\nE3nMO7JQPvO8h/Y5XNp2EZXQFlb0TpbtVjqdGXz+BUZXxgG3OOTy3LxUDvbNW3+LS4ZvYftw+NQB\nVKv4Dj9GcOILJx2s99c7mE9qkFyUuO1QhNlGnMt3j/HGbSb9Pc89naRasxhPtfHpkobQqxB97QV0\nNkbpaYwxYPlOdbCJEycdrDyCM2cSH91OftNv0AjHnjMb4HgtwY3BBTre2MNGn80mpYyWbz/VwQ6d\nQHz0EFPShZTf/X68z1Moq1Zt7trdwo1ijIjVPAfTAgGqVZ0Pf2UDQkdzHaxn4FzKO97A4SMi39+/\nDWF49Q4WuGgXjY7zGNA6nn5tOmbZ4LuJ9b05juR86MkaIw8m6H391S/uxHdxcVkVoXCeyz4QYVlP\ncvjGDkSpeeWHTZ3whj+R2dkpURx3uO1TTVj39Qz853Zw+OrEUw6m/2gGMmc+e7RWh/HTONi5VZHI\nK6Ay8woYwgtnxIGflhwu9RhcGDPwB4v4gyKO5kH2K9h+L7bPS80TQPEo1G0/5XyQYlbEtk3sQA1J\nyxFUakQCJbL1GLP2OuZ6B3G8FuaCRXg6RcYK48h/Cv43Q+VNALxFgE1hyHjgYEYgLkO7VyXS9hby\n9hZaN+dJzbaSKwdQiw2iRomIZtAZyhLqOcLVw0fRUztQL0ihT51DZcKPUvomqXkDtWIxM23xzeQn\nYfhd0BmEgIjTqiJYJdoaKn1lh0ijjBAVyQlezJrK0kIAo2IhmhKCKSEKEq9rb9BRa7A3Y7P3medu\n9LcRrnw/geEOAhuqOL0gpEWkWhEp5qHi91JLiyh2HZ+i45cFol6BrR6HpW2/B4//f2DXfuWIbIDo\nX4JvI8JyA099jHJ7AuWQD7l/nuS6ErVcCvuREh1Zm7AgkO1NcHTei7fSwCqKeOsNAnaWqXIWtVGg\nZogojk5RsEH5CugW4pxJdnOZ2H4RZ0OFsW6T+JE5hh5qEOuWyHYMc6hQwrekELVs4sM1arkJzGqO\nQilPu2zSI3mpLJe482COn4yZwLXgvx48SzCt02Mdwx6M8mjnZbQXilyQvJNE1CAb6mBkqhcvQ7Ta\nDfzdFfKxaRaLExgtS4wdLPLQkQajM8lTX5l/+msG16WIbb6PqRNR8rqHtnMeR88DuTX8JXFxWWPW\ncnmWmlrB70AukWhq7kLbADed/1b0TAkn8Z+w1LxbM0ZcYfeFbyL5Go3Dd6eBw03LBhhlC2LL6xiL\nlzm4e5bs8q2rzvzl4i5K5sWUF6JQcpjU1hPunGBu7BurH7DLq5aXysHuXwhz330XccWuZW744Mml\n2cXpaSb/9//Am4BwdBUOlkmhT8VJjS6zdX0QwwogN6Auaew5EebTd++CTUHYcgYOlj+KePtBxPP/\nALunD3xPLw/L5lT+54F+Ahd2EN3Q94IczDN6P7d+Cy5494fwS4VnzaaqVg3uuqefG8cSCG3NdbA+\n4O57tjbVwXrWX48Z6aeuauTTBn//t1sQt6/OwRTnzWxc34uknDobaHfAYaNcJbY5dIqDrdv2Gpp7\n6eji8tJiWRaSJK1J9u0/+AEKcM111zU1dzEa4abz34meKdHw7ENt4u6oRpvG7guvJvkajUM/TwF3\nNy8cOM5WpJbXMxYvc2D3DAsTU6vK0zSNscylHDd3PMvBLnGWmjTq1XFWFYcAHmmArwDhDFwWdggE\nLYJClYAXPHKFYjVCqSZTTipYDQlVF1AEUBsOKqBaoFdlFFvEE7DoyizQ0liiWvJRrQnk/K04jQqo\ndbBjwI3Au/A6sKMoMBj0U/KGKZciPLrwAf6q/l587Q06Hp+j3ZMmoSzRE8wQdkzUMDgBD0JrAEEo\nEjN+jq9Rw99dRvHWkZPdaJEanlwJKVZj14nL+bATB6eCVFNJHMvT5R0n6F+CoI4Z9GLLKplIG4Vk\nGCFhYMs+ZJ+M6NcQogPEV/6dqwNFLqyVOFB32GvBfXwCEu9FssKItQorZoKuhw/hCxXxBOuU/H6O\nHNuCOgLtK0k668vo/jnMi67h9eZG0us/yJGhj9OYU2FyCtIHQP8wiH8KjQBScRzVJ1OQYrQaJxCi\nEaQ9PuKNCM6ODubXwWx7AaoNvEWH/sEVxEISb2WSRjJNKVXCH2zQIjmYpsN8wWaf837AhnwdO5RE\nnREwgh7CRzWCXWGMTSojO/3IlQqR9Sbhc3N45Cy2uExyaooWv02bV0VdkRjbm+JLX/2VncKEy0Ce\nQVrJ4WkVSas+2qaLbC2VyPV0ciR0LYFyA/9GEf85JezaOLlgBad0gtDUPPmD8/zVZ5LPPkGfQLFf\nx6LzADdl3s7lxl30d6/w8zsEbs25DV9dzl7KahDb20XcmMKo603P3xxp0DtfZY8dISM2r1HEwnKc\nyT3XYqWyRLI30szSVqYc5IvHryMQ2EXpkVuQm1wcSk6GSe89l32tQYxb/pVmTJje/5CG07kR62EB\nSg5SW5VltYI9+soQE5dXLi+lg933mAZfrHHDDTWmDxxovoPN1gjnnnCwdI3xE3eAf/UOpt7xHfS2\nTSxtGMIYXM/ESh//ds8lyBtfvINtMzfy1RNbObIgcYkVgOwM24aWuOwynbvuUrnxThOpvXkOpvae\ng2fHRRxfUvjeD3MQ9azKwaKlTuTKIIHQJp55e3H3buuMHaxtyUDlQry+9ac9T0eyuwhGyk852NCQ\njxXnE1i+08/qcnF5pZOzJCpSJx3OPJLQ/Jt0cmoBz133kL/iciKtzbtJZxXb+cETDnaFuZ+miMwT\nTBciTzlY6pGbaXZxaGYiTPYJByvc/NmmZLZPdXG7eaqDvWlzEJ/2ypg9cNYVhwDur8H94/Avfnhd\nBDwGeAyBSs5HWfJREH0UxAB5MUhBilBUwpS1MLlGlJoRpCwE0As+rHEvVsWPWfaSC7RT0r1UszJy\ndQFLNHGYB7EO9g1sle7HGxtjOQpSZ41y4H0EIvDH5n0cm9FIaTZOS5VKGIh6MRNh/HEFo9WLWfZR\nTFfxpQSUFQt/wYu/aOMvmOgFCX9JwV83uSr4GcTqZ9FmZOKVBeItGbxDNVZ6WzC6ZfxtFcaS67jw\n0BH8nUVmd7axUu6hOpmgZ8Tg2iN/g6YVSYd+i0fMaziY8yJWHwflPISKhd2o4aRMOk6sUB6WWOgI\nYjnrMVZkhkLjbBoep23gBMlZi4Up+OAlnyedaUEZNbC9EoJq40S6oRYG/Z/BqSM0JqHio5HvRhQd\nkv07EeMm8nCZmZhJIO4Q9xSIy9DlLxKoTKHl8wizKfw+m56EjTV/KQtjv8mn9naQrGTAeRwoQ+MY\nQkVDULdi2WWMFoViRxlDrSLldLx6Gm+nSH0ig9RmYcUa9CYcgn0O1eMaX7vpdUyM+iEjQCAC+jiY\nB4ETIFgIxgING8R8H3asxEJHG5lWG1nOogaqCJtFqmKaYqFIf8zBe3yUybsOc+etE88+KWUP+K6C\nsh/kHlLlBiOVTsLFZR6d8fCvn5ppyrl/zb9/jNf/7J/52A/dprEup6facNDk5jfmq0px/tj4OZ1l\n2B1s5ZFac3s3lLztRJ1JBi2jqcUhdeQExc/PoqWPI+q/OgNydUjZMtl/nGA5OEQi/XhTswGkg/sp\nfWqamlTFn2rOjpqNn+3H6X8f3JGF2gyNzRsRonNNyXZ59fNSOth9D9TZtq1I+/cP421VzhoH2z1/\nDQcPe3Gqj3Ov0oKQWL2D3T9j4yzHue8xD0eO7OO++0sI/lJTHWxoV4Wt+SWy2XRTHKzLiEMdsMJ0\ntC/REltg06YAN31/CcFjvigHi08v05bahKa2wa/0LK/X61TrHrBVUimRVOtJB+uvFyjYryXt7Xiu\nU/lFY71hPa97+AF+WWxOnsurk3Q2RzwWbXpuxo7wx9ZJB3s4vo4Ru7lN96uyhw4HqouLTS0ORUpF\n9M/PskWYQI43103tyUWSfz/OcmQIceLRZtadTrLnEUrzb6QkVmHiu02J3FjTaTzgOcXButYZ0NzD\necaclcWhJ/nIQfjfErw7AlZRpub4qIleauLJz3VFoy5p6KJGRdaoigEKaoRcKEIuHiG/rYWiEaFs\nKVjLFUiXEfw6lHScJRX0FrBnuYIUwcBxDgXezWz9CvI5FUlSEU2bjN+BVgddBTuiUQ96qThBQmKO\n+hEvAaeE02LgWCLMexFNA9swsQwFs65g1mUaukJDl/Gbd/Pnwu38c+R1ZGJhjICKV6sSnc5QM2X+\nYPI4XeFJxgiyvOhj8PEJzis8SntlhZZ8Bk8sy7Jo8mD9d/mXRhcX6o+hOyY0amBZCGUbQ5Zo1GUC\ncxW6xTqBUAFJMzCtCrNJAQpRwqkawUyVDxzbyy2F9VQXAtQXAxTSYYySB1uZAlRwSjiGhKUPIpRK\neESJ8EKBYDmNmioSihUJhZNoShpfJIu/o0p7rEy4XScQKFEY3cnPH/4tvnnwEigVQamBWAa7FZw0\nOIs4Rh9OYQV8EZwxGzEXQ4yIqC0NPEIIcTmP5pdQjCLGWJLJlk7GU9eScTbitEqItgghCydZx8n1\nQ0UBsw/sPTjGLoSVNgyvB1mPotQyBAs5lHYI5XIkRufxiEssHD7K5JFRbjOfPevnmj/bTn7oOo5V\n3kTpzk6cB6dwKl8g/7PvsXfflwG4qwnn+kc/fRFfn/l97vzgH/DCW5q/cNZyqZDLc5MwTVbWaOeG\nS2yT/WuwRUu3miGxAo00tCtVoLnFoaoQQVU4OeW4iS+NSAXP5SOI6UxzfiF/leVJlIUTEJpv+l9V\nxwrBVBlv4E5o1kzyagNyDpglqBugKyf/z8XlRfBSOVjmyAgbzlIHi56rwmPNd7D77jMBs+kOltxT\n5oEHy7zjeoN3XKfyvVvNVTnYVFKEyhMOdiAElRKYKT7+8QCTkxJLyz4eOPL8DvaawW1oqhfR2/as\nnccyvlkOap3cn30jpftOOtj//YcPc4M2SzRXgpyIyeoLOYPnFbh36T303nU7v2xC3q+i6zoeT3P7\n1bk8P62mSWqNHGyjIrOKnsWnpd+XJ7F00sESvgIjTd6RMdTWi6qA3ORFDooMnstHEMolWIv7UHOT\nMH8C7ObciD8FOwpTZeAnTYssFyvPcrBSoQyvkImNZ3VxCODbIxAOC/TFVYqKSFETqfgdjKBIQXYo\nem3KQYFKyEPeK1HwipSCKvlwkJzfhzWTRcnYyFWwixKO48VaiUOqBtY0cDtZ4Vb2CCIJYR2t4QJB\nfyteNc1Q+3GUTj/z9S18bb4Ns+zHW5ZQjAqGKaPoZUSfjW04OKaMZJaRDQHJkFBMAW8DPFgoDQsl\nbyLXTN6a/yhf1j6HPzaE4lcJixVCqs6uXJmKrbKnMohoFAnbVYKqg9jWgjJ6DMMqUnFEPI7ItZ6r\n2R68nnr1+/x7ET7lvwhD+yP+rroDp+xDKtQoh3TGGwYdkormxEhZfdS7e5k2bBYTnWTVDmarCr5i\nnboToKJ5qYeyIKchozxRxPk2GOdApU4j5KXo1SgHWggHvQTDDvgMJFRs3YashdCIUZrbBJ51TM9t\n4ZfZDUh6DSVgwkInZjUDygoYHnDmwbkVzO1gb8AWw+iihp6JMeiv0B0HK1JF6FEQbD/p3vMIzPnI\nV6JEqz588xVqKY1CtRU9reCEj0E9BBUdOATcDNbNOBWgAmYGTGAa6AP8QF2An57mDfK9G+FNn46z\nqK7ngBLCWCozscGksLIMj38Lc1/zzvHzBJj+9j6yxx5qXuiv4BaGXnrWqjAEsF9dm717pWqebFSh\nvWBSED00u3lDxVqipoJBc7u2K1s7eMfbZihndHY3uThk2zbG2/8bDF1K/cAJlD1fbmp+efsHQL2O\nejqOf3ZPUzKFXZsR2hs49TBOMQT9AkLfLpy1e4txeZWylg52xaVJrrvOQ8R/PrnLYqRuUs46B6tc\n9w+8ffP9zOw2mupg73qXnze8IczKisXcfJov3JlqqoNt3x6lvz/A61/fYCWVBqHM/EKBcDRBzcpx\nsDx+xg72R39UZXg4xPDwyXPogyw/44wS0atVSis2Ap209F8MQDJ56jJ+fXqUwct/gKheTlzpY9A6\n6WCXRMt0d9tAsWnnuGaaVB6R6eX2pmX+Km5h6KVnrQpDAJlgcE1yfbZBLqbRVqhSUvxNz+9a10lN\nhXwhTzM7P+Z9Dd7xthlqOZPSvzUx+AnEd18DQ5fiPD4KtzZhr/lncvEfgnodpFvg8M+aErmAF3Hn\nqQ42FehgmLFf/8MvAWd9cehgHe485hAMGkRadGqeEpE2FcfQKXvrlHwyhqghRMuIwQCW7GCqBqZQ\nhAYgCIB68iJHF7Gr4IiPgHgMrD8H4LADh/M2lAyoX8WbenK8uX2W17X8G4eLn+DvltfRJ0zSWpnD\n7vHhU0sE/VUkWSWs1QnUywT0Mn698sS/K/jrZZRsHa9RgnKFhtdgomBjiiL/ceJPeCz+Of6z/2LI\nWGxX54l2z3PbjjBBu0qn2aBdqLHU105ytoUV/1WU58NsEEvsmPhbgoUsUu2HzFWhX4QO30PEIo9x\nR98bmdd2MRFsJxpKIZbHScTmCHUa5FeC5DMx8lqUas2HKYBsNnBUi7omoOs6hEWoeBFtB9t+EBjh\nLTuP8YYrbmbzZTEWhItZdPpY8fooBjXmSl7ENi+mdyfTLetJF1rJ1MIwryNURbSMiS8rUMuqlO06\nQrgIDQnH9ABPNF11DkHjEOTh+gtErvyNVlQ5ihJpR6+EqBQC5AsW+RMnKNhBctUWCiTIWQmW+7rQ\n7Tyy0MCe68axK9hKGcznv3ibeeKD0xSG3tgBb3qzSE+nhB7NIYQaqIk8wvG74fH3N+O0PoVHHHjk\nmNtC0eXlp2aK3GEnCPRYLOjNF6ui5WWmDrlQc2ck7Uwsc4P4XSqWl6khkcUTzbstJvREufb3DxLY\nYbHy42WON6d+c5LefqK/00Vjg4VzNAKfbE5s51VBKv4cDb+KZVl42vIE4hXmmxPv8l+ItXCwd141\nxkBvnu3DFU5qqkxi23aWbYdPf3vzWeNg1pvfg1yrwZ1fYFfPl5vqYJdcIqNpCkPdJq/peJjrrvxG\n0xzs+jd10N9/sveFpsn09528VNi8zovseYCV5Xs4ZxUOds45z/+3w6NpePr7T/v12tI8Gzxfoqez\n9RQHuzy1l6sGmj9zoKooVJs5ldXF5QwxbYl75F58QxYZu/k3AfsHh7izDpf29DY1tzeS4QZxHxXT\ny2cDW2iUm+d42vZ+rnzCwZK3L3Pf6vfseAp16zb8TziYdTRK9SPNyR0b1AmLpzrYQ/FF3rSKnWib\nyVlfHAK4eRlYNmEsx8mtoBaf9T3D1/Ww7X3nEdq8lUW7k9qMSnkZrLSDmJIxl23svAp7vggru5/7\ngay/h0yM2/wX8uPUDj4z9hMc32GQiozEBtDCw0SqS8QjY1RtD23OAqFICi1QJKRWiDhlwnYFp1hB\nXzRYSVpUcxamDKYj05BtTMnCFAUi+z/MW/NXsuc972P3rkEG5mBozzxaKE9cWSIWLhHTM2wrTROe\n+QFiskpp2aShVcimGxyp2ny2AZuBbRVYyZt4crcR8dzO6zsVQj4vvnUK9U4/5bxGoyji1GR0y4si\n6Fhek4ZmIVoVNGueSCVArmEitigYxRTXt93B75yn0r6uhaynhYUjEXK+Grp/GdsfoVF18PkVcrUo\nRTVC0ZGotkL0WBI5YyMtidQLClUdTK2M0p/DXOjE0ZYgf+MpL/tbdsANvwvdOzyYPoF8DXL1Gnmv\nh6rfB1EQBBm7GiIZ3sBCrZNkxUtweoWuhzMseDrwRzLkW6vw+D2sdqvmS+MKtVyIx+4awDwngl89\ngj4yQv4fvraqXBeXs4GCJVJo4lbwz0QQJR7sO32T0TPFOFil53MlMlYJLRWHJrak7tQKvC13C0OF\nuzmYXeJ/NS0Z1p8r0X/FQYxek7rnMZo1IfHCc5MkOUKyv5Ogt4q6kCUeOU7LB4Y5+OXmNtR2efWz\nWgd7u5wg5ngIDwTp2HiM1pbnviO+fbvAX75vjk/fHHlFO1hF2UHpsnNpDG3CqtVINdnBLmor0RM0\naR99GCd9C1lfC0ltXdMc7OKLGzzz8sDTqNIj3U2w7XZMX5hwJHLGDvbptxbRNN9zHt8XivPTz1G7\nMPqUgyX8M0SyDj3Kq+KSxsXleak6ElVnbXYr0zSNt918W9NznUnxaQerSU2c1wf92vJTDnYgO8N9\nTczeep7CwDMc7OdNyo1snWIb0Wc5WGkiTLAe+vUBa8x/mXfSwz+Y4/AP5ui8fhLLgOSPDpxZUPXP\nIPke7I6389FaBwn7jUTVBTqKx/EGFaQuHw02Ujyi07Baye9bIRpIElLmiUehf0uWsA3BqIjqgC6D\nLgoYgO6A3nDQDSgYkDj2S/p+4DDT/TaWNgkYeoS2ik01V6K4lKOtmqOam6FTKbGStTg+C+PT8KXx\np4d7DIh7wOMHjw8UP5T1BpXlMj5NpKelgmEkUKUqjupH8BmIDQOqFcTSJHI2isw2CttMPKk89eOT\nkPwWHxgW6PJpFCoqgiAiKQKyB2QcVMFGVcAfcCAuIEVs8OtEZ2eRciLVjI5ZVPCnVJbWDeBJHcNJ\nxTBaj8LMT8C+46nxf+lSOOdCBd1WSSZVrH4bIWHTMARM2UtFDzFndjOj95GsJliphmifHmfj/hwz\n4c2khxVa58aZ97fCbA2sv1vNaQTA4aMmHqdA/2UP8cA3Wvj8zWuxstjFxaVZ1DJmTsCJAAAgAElE\nQVQK998CuaDEuNLcwlZ5ysb6+ijx7wocH20Bmrc8YKczxevrP6JYP8zS3GhTikNqQOSS+kMYPUnS\ndhuOIFJqkWmffgxfY4yDTXgMF5df5XQOdsUVV/DmG24AqpwsLD3/UontwxW+th7GkwE+eiK85g72\nlvmLuLW79IIcbKZ8Htb68xAHNj01Xsnna6qDnVtI8v5rNDr23kUgfSeFYLipDvbZ3xWJtzx9adAx\nfZhw/p/RO1SSsndVDvbOdpX+/sqqzyXfGz7Eys/+laFrTGb3d9AWHFh1pouLy9rh4Of+W6DQkaC4\npbmz8PJH6k852LHDAs3cCm2XM8HVz3CwZhSHarXaaR0saF/WhEdYPf9likNPsvj9MywKPZPcd+De\n72BPXE7yjR+i0rOOYdvBV57CrBzH3yMR/q0YfkPCuyjhW4zBkSDl6QTjD7YTCaZp7xunBYMWx0DI\n2uhZCz1rY2ROflayNj/O2/zg57+An/+Cnve8hsq6CE7YoVIpk6mWSVYrWEmH0brIypLFfzzy7KG+\nTYSSB0wvmB4BnwaCX8AfkRAlmXxJRNBMFAzEholQLNFYbGBOxvCxkZFLtpOqVvDOTFM5+HOsvSfn\n692yKPCxXh1V1PFIJz+rSoOQr4EctVDCdbwhBcUnIXotPPkS+mQV9laILYWZ6z6PkSs9tC0exCqG\nSEcLMPMtyN781Ni/uAl6/ArTaRVdljEEGdGv4uDh2Hw3M7leVhqdpI1u1EQAv5LmzQ/sZUlbz743\n7EQbP0pbxsNUPIKzfDcc/ejqjz1wow03HmnAEWBNWs65uLg0kxOCzN9E4pTWoLdWqSHy7b0d/Kdp\ncqLJfSPEiRLr7jhEtPc4X/65xbO6sZ4BRtlmYPQ4Qe8SC/J6QoEy9VkBNb3AsWx99YN2cXkemuFg\nmq/C9v5RvtIBd823coenpekOFu69hMafXIfY2spHS6BPWOg+EwQvqtSKbvXhCBaGbDNpOhQjDs5A\nz7PmJBpzczSa5GB/3GewffBkM+S7K/BOqbkO9tl3FYnHnr6wCj/6IMaxrzLdsXoHe0f0IG++uDmX\nHEJ3N9Lv/xPPsW+si4vLK5CyT+Pbl1+FswZ9nhbL8JXbJb6Jw54m71UmThafcrAv3dWcnW59Ph+J\n0zhYpX5ZMye2nzH/5YpDTWX2fpxfNCgdCHN41w4S61oYbokRs7PoMyMYHQLhYYhsEmGggm/exDvf\noMXSsB7aTM7OU6nlafWUCYl51EIDPWMznrb53cKpPTHmvvMYc8CL3Sg5JEDNJ+B4BGSPQN1UsMsy\n9YyIKkqkdBlPq41JjcWH0pSyCprdQb03xnKrA9IhPDMTVGaWnioMAeg1h6xuokUbmIqB7TVoyCV0\n26ZRs6g4dXSrQkOo4qRXaLk3RygTYTm2hWMdrSRjOn2LJ6BaJu1MYk/vgYUfPpV/fQg8fpkZSUZH\nQvIpeIJBjj0+RMroZKXWg6/DS0+nzvrocfqPzpO2O9m9YwdLehsDuftoeMJkW8KYE3vhnj9bxYF2\ncXE521mLwtCTjIsirEFD0cNHvIwsl5G9DW6b8TfthtjKbbNsrsUIOxax4UWYaTA+WuX7P2pOvovL\nS4HmgTf0JLnEWGC0YlAM+Shaq3ew9AXXU3zTW05xdE9VwlOVeHKHxmJeRAeQoSxz2o0bq8tLWKt0\nsIuyad6+fTNx++k3gPGf3Uj2YrkpDtYTS/KWKwPEQ08/YyeTJvXAVzDalFU72Ee78gy3uZcbLi7/\nlVmLwtCTnJwb0fRN7Dm0D0aWDWSvwQ+PNC+3cfACumv3PMvBKj3x5j3IKnDfrVfL2Mnuo6W9P6UE\nLGzsYcNFg6wfjhLHQrF1fF0yoYEanrCB6TcwswY+xcDOliiumOhZEznncHzBpq1u8a7Vz7p9ihWg\nURFRk+LJZo+iQzhh090l0GIK9PRaFJM2SwdszJJEPmhT02YpWRlmPvvvJB9LPWeuPwDzVYdqFrK6\nQLYGGU2iGvOCotLaJRIM61Rmp+g8DhO+To7H/BRUP9ZGiC/uR87lSDs1Skfvwh45ddrT9pBARpaw\nZIVA2MvcxCDLB3owg1G6BytsXDeGp0VEo0ZpUeCIr4ux5XV4N4msLz+KnStRUhyWRx/C+eHnm/eC\nuri4uLxEHLMl/udykLwoNtV79uyBa3wZQoUSpQcEKlWd0f2wFnLl4rKWaKqIpqq0Bk7OqqsabeQd\njSXTwlgafVEONhe/mOGrL2FheHvTxmcFQ0ycgYNdMrQZYbxGb3sf9CXAPjW3WQ7WFpJ51+ZOfL+y\n3La6bw/FVTpYJObj/e014kITpdbFxcXlJWKfDnNjsNTk3FJgO74Hv3eKg1VaPwg9TX6gM8QtDjWZ\n+ugch0fnOAy0bQ2ycUeQnRd52blLpVE1MOo1Cpk6SsmkuGKwsmzxTw+t3U5UP7HgkhWLwbJNzJRo\n7xQICDbtYoNAWSeQhuU5H/lymUC7heIY/MefPX9D0mEZtrT6GDFDlI0QRa0FQwnS09kgmigQSeQQ\nJBv5EZ0Fo5X9qRC6GiS0M4HVW8ZYHkNeWmT04Uco/+LhZ+W/VwXbq+B4fOQXekhmo3QPVFi/cYxw\np0Woy4YA5FIy+8Z6mUlvwYiuY+jKAo51guyxJLrcwmN/9Ym1elldXFxcXhLyazDj6RsT0LIocG2n\nQXlB4Jgk8D/c6zeXVwGa6kHDQydx6uYWStMppOIikYECimohtUYQfCHkmINtBRGFAMXAybu1AWCq\nyeNp2bQJ/e1/iDM3S0iFeAD8QQj5UwQs8KX3P+Vg8XXdxBNbcTL9JMoJaH/uzMXp6aY42NXBBNt6\nup+Vnz9ymMzeW/F1amfsYAOdw1zsUQH3jcXFxeXspdmFIQC5q597c39B9z3/QKPzMmoXX0x52/Aa\nPNKZ4RaH1pDk0RLJoyXu/+7LO47dDuyuODDVeE7zOW+jyYahMt/93AsrUm0NCJwwY1hSkN6wzmDr\nEtHEApGoRSRqYzdg7piXA8fbKOhBWjr6WIoX0FPjeMUA3oks+798P8bkc89KWueTscsacsmht3WS\nQLuNFLGIRR16uxzKosK+BwaYSfaSr66j/yIb7znHyFUzlKeLGCWTez7t7hzm4uLicjo+U4M7JwSO\nvtwDcXFZI7yKD6/SC7VeakfhqY4RAqC9dOPo3LQJNp1sUq0/8ZF98ovmuyFeo7O9hk7sBbUx3Pf/\nfpz2wc4zdrDzixHOb9uBT33utXArX/wMgi9wxg52Rf+l9DhtzXjpXFxcXF6ViNuGmR34ErL2Ev4x\neoEIjuP8+u9a60EIwss/iDVAENZuir6yhms3AcTT3K3e7lhs9Dj0bXAQNJtAxEH0CXQkIJ5wMGSB\nVDZBvtKOIPYyE22QtoqorRKLKZ3Rvcss70me9nHbHYdhwSQUsFFDEGmBzgS090JPHGxN4tDhDaRX\nNuPfHMAcMJDXZZlJ5fGFVXb/5wLHf9H8JtGtra1Nz3yST37yk2uWHYlE1izbstZmxtuRI01c2Psc\nfOMb31iz7JWVlTXJjcVia5ILUKms3Z3dc889d82yAebm5tYkd3p6ek1yAQzDWLPstfqddByHZrmC\n4zju2rVXGP8/e3ceJ0d93/n/VVVdfVSfc1+a0YzuW0InAoQ4bQ5jAyYEGztOHPNLHK+TbLKbw9kk\nm93f2nE2iZ14E2ed2A6xsTEYcxowAnQiIQnd10gazX329Mz0WX3VsX8IyQgdSNPVSILv8/GYh5Ae\nzKe/3dPT/a5Pf4/LmcHWrl3LF7/4xbLU3rjRyUONz/Ttb3+7bLUvZIUMcwKuSWawHIffHKRvff95\n608BrnFDKMSkMtjmH/aw67nz15+shx56yPGap6xfv75stcuVCcrpSrgunKwvf/nLZan74x//uCx1\nobzXF6FQeY9FT6fTZak7f/78stQFaG1tLVvtBQsWlKVuT08Pf/7nzqyGuZgM9oGZOfQrrfA/Pu5i\nR9TLhkGLvYNFxnMWPf3lW7L1YbRfUugt2Nx0uEhryKa6CQLVNkEXaDLEU37UfBCCJodG36LCMjDS\nLp76xsRF1R+WJExU7sjmafVDhQEVWagYhUJe4njXNOxCM42LJ4hKxykOjhEdAt2W2LozT/eu8l14\nCYIgCIJwNpHB3h87LehKGdx2EFojXEQGK1JMKTz2tfN/KPdO/YBVhLuzXGQGixEdhIwNm7cnOLzZ\nmRN9BEEQhMvjqm4OLddgdS3MrIBMELSIwjV1fubOC9Ln8tObc7N3KMlIMkWqqJBI55GCKgeeGrjc\nQ7+qxZF4xnazNG3T0WmzIG0xI2+Rz9nEdYnn+vpxeU0yhsJjL1x6/VEkdpoeWscKaAUbLQ/FpIuh\nsUaSNTm2pneQWZ9ja9eZzc9yz6YSBEEQBOEkkcEuj5gNj+dh9RgcT8PCJMzIQz4HcR2e6+nG5TNJ\nG/Ddn176LJBBG7br0BoDrcBZGeyN1DYyr2VYf/TqnWEiCIIgnNtV1RyaJkObChUaLKgCzQ+aBl4v\nZBTAD54g6B4XtqkS6lZZ3jKD8elVdA7qHD/Wh+kusPaflzHUmeHY3752ue/SVW23KbHblHihV4be\nU/9afPtPpaTa7Ui8WHRz04TJ0rxNp+Llb9IjpIZONYTEygRBEARBeL+IDHZl2WYABjzVAXSc+ldn\nlnnstyGQgZvzsDQn0ymrfHWilwmnd+wWBEEQrihXTXPoQQWaK8HlA8MLhvb2lx8sDfwy2Brgl7A9\noLldpCpDJBIS9psp2uobCHx0AcO1GrFYilBDjnn3foLBf11P/NGnL/fdE85hlySxCxfoAAaiISQI\nguCcRmCVbNNjwW7x+ipcQLkymPLTC5+OKlw+W4GtBjBh8Y7tvAVBEAQH5HWdoT178E2ZQt3UqZd7\nOKddNc2hDhsWyDA1AmoVKGGwvZCXQZdAU0GrgrwbcAMeCdUtEW4IMjozTO+GcTyv21TUN6O2TKdv\nfohkQ4CKh2vxNi5ifNNWCm+su9x3UxAEQRDO4MNmmWVTh83TkozlwGEHfxewmRsAo9omOwaPJSWe\nE6dOC+dRrgzWdVct/7arn3trq6n2n/v0LEEQBEG4XAr5PPnBQbyZDNbMmXg8npJrSj9/nubNP6Wh\n2sauuYGxj92PXFXtwGhLd9U0h3Zb4IvDp8PQZoFfgUAY/FXgrwZ3JcgeF27JQvGArIGsguSVUNwy\ngftbiY5LjL/aj7bNINg5FaaGGVy+EHtxBeHAArJtd5H52Vex9XMfsS4IgiAI77evVJmsydu4vbBY\nsfmLkdLeuh+pt/noUpvqOg+JCoN01MNDcZ3nXjj3KZWCUM4MdqCtgn0nkiwYmeD+WUVqqqsu990V\nBEEQBACmH9jF0j1bcHthU3QeI7d8rKR6se1vcEfmSarvPJXBdmMdgMRN/59DIy7NVdMcAngjD9oQ\n/GYEai3QTn3ZoBpekmk/OXcQcOMZtgmaOWy3jhHxkZ6mEJhWSfZLrcTb82T3RJG25Ql02uQWtmFW\nJXG1teH95I/I/uD2y31XBUEQhKvMXNNg1IaYy7m31uvnWNx9s0xDxEIecCF3mWzO26yLT3720MO/\nJuNtC5ENynh8Ktm0i5pBD7cPJ1n3lthkVji3cmewPbk23tw+wffvHrvcd1UQBEG4ytgT4+g2+Csr\nHauZinZx04JtNNwgvZ3B2nkmtYZ8MDzpmtc3HsK7qOKMDBYYPMRoOoY7cPlnD11VzSGAdSnwdsHv\nRqCmEvyAu+AhGQ+SdgdIqUGS7iApNUQ64CduhlCOmdTsncDjM/F5DGLhSgaWt5GtN8kPxPBsl8m5\na7GtDJJ/Hsz8Ghz/00mP8c/mQLxKYtQt8dybICmQy4jALQiC8EH16205HqgyiR2Dx5PwskNvrx99\nwIe+LIKuFFGSRcwTOTzpAuyZfM3xZR605VUMpNvIS+DWdKKdNmPP7uKXhwoIwtnejwy2efsm1qwq\nYelk+350N3gKvQwkfSBBdVWNY4+BIAiCcGWZMnyQe6TDxI7B+gW3EatwpkE0fXY7+sKGMzKYUuLn\nF0OzdqMsbzwrgxkdJ1dlX25XXXMI4PlR0A7Dn0WgqkIhGQ+cDiUpd4C0GiTlDpLKBkmrIZK1QTJu\nPxndh/tYFu/xPPW7x0goYfKtU5AiBbypNJlELVZ8FCn4q9hTamHgj8C++GfAAzLcNxOUGSDNlAis\ncnPvV2t5q6eennQTR/r9nHj1GIU3dpbx0bncbGwbJAf2xBAEQXCKaZr4TZOc2/m33qbpEvf9qcrM\niMySIyajz9u8vMOZ2vGlixhcCfsS06lO9eOf3kvHE33A5D5waGqVGFq0gsNV8xjQWkgrGqFoDK2h\nB3tODN7seO8iwodauTPYP3es4uDB7XzuUzk0zXfR47JGR/G+9FMK8kb8M2Vuv91NYurJDDacVRmN\nRoicKFCtXAnxuzwkCWzxWaQgCFeYcmawnDHBXV/sZGZEZckRk/SOPC9ZztQeXRBkcGXwjAyW/akX\nJlk/X8gytOrcGWxqTIWCM+MuxVXZHALYE4WjYxIpj5dAjQtL9aCrHnRbI5P3ky76SWUDZDx+0p4g\nSTlEUg2SXhQgYQexxyX8O+NoQ0UKKQ/pugCBZJR0UaNgprDtO0BdAoXfAbaffyA1N4IHbp+2gMUh\nCSpy+Jpi1M6LEQ3J5Dwa6jUzkQpNBBobcLfcT35hDOnZH8DQlpIeA1UFjwa4ZFIx85IbMooKRsEu\nuZGjNESYtdTNmrZxGrp1ao5apI5JvG4prFNKf4rNbTZZYZmoQxLPGwpRWeyLIQiXgyTbGEUTxYHf\n6/fbr9wW42Z/nHWbq3ku4eyeJi2fvp4Xl88iVddNa0MHsb5OcKg59Kb7Zo5IbUiySsTbTmC0hvZD\nvZOulzDcbDFXkyzOZTTRyPi4C7IKDaFDHN+/wZlBCx945c5gGw/fCI9O8LnP7UfTzv+er+dO/rl3\nZxc1Pf1Mq5pBoClyVgYrFJpI9DXwZk2Iun0TzO7ZTEvDxTeezsWtgi8ogyqRGDEv+ftdbgmjUHon\nx9VSw4IVHm5si/8ygx2F14vwvAONoiUzJFZYNu4BeCYPA6WXFARhEizbxCiauMvQYCm3cmYwz42V\nvLj8kV9msLEcHHem9rkymN+a/IbUls15M9i0nAuugEvcqy/hv+2PWkHJuekdk8kXTSJTM7h9boxq\ng4LPxAoUMWWLog1FVaZgKuTGveiWn6wVIDktQKJxOvmkgtxrIA2YqOMB8roHNddF0cxiqTYUHwb7\nnc2htRC4C5oWQcN0qDeRvCNsDpvsqzQIakkiFVkC4SIBYgSLGfy5ONbxQ4SSOosKS0hWr+DA0tVI\nW56CxF/9srSrARqbkac24Q2NUFHjIlwYoVqaoHPrGP1dJm4JfqPFJrzIxL8gRHFuHXuT0+hPB4h2\nuol2erCOtyMP7jzrYGKrdjbq3AYqF4ZolbtYVBcjPDzG2KEcFQmTLUclelIyo9LFPzOtOdfS9qvz\nue66IW4a3sXK5jRyCgY7bPqKBltkhewkm092XR03/Xo9/3XRQWZ9T+cN2aKvG165En5zBOFDRnIZ\n2NesIJMJo8UO44pGHa1vGEX6ZINA0U+Nx6GPfN5mRSRGv/D7HGxIUrXwZfjapV/IXcjm3K/SM7qY\nE4FuGiM72dfz70DKkdp7ulah5Odh5Wz8rjqsX3SWVC/dn+f1jlay0evJ7tGQh0wkv8lYY4z07n5H\nxix88L0fGWzjWzaQ5Ytf9J++XV2HjhManQM1PN5ddTqDecI1hFYsvbgMFlrKz42V3D2wnpamI6dr\nFwomectFHBeSL0FRM6hVZTSpSH7YhdcTpFAoUDvYyR9/XDlnBhvp9GAca4eerbx7dp/UtBD3vHqq\nF4bPkcEMthyBriQMXcLLn7x4LTMfWsD1Z2Uw6DPAb8NkDyGUpkzhI7/Z9MsMptj0noABZ1+eBUG4\nCAUjS2LGTJKZMHWpEwRyOUfrm6bBaMiLV/cQsZ09urTcGWxH6i72ji44ncHSicOO1X53Blt7yMI/\nyZnbAD6PD2t0KZujS8/KYD5P2rFxl+KqbQ594Rh8KW+wTPXQWOdmNK4QzWZBj+FtNnDXKaiaG0VT\nsTQN05tHVuN4YjkCYxO44l60nEpO91BwucgEvKSmelHiIxSiKrZrDEiA7Afzt4Eo8Anwz4R6BSIe\nCJlILj/e8AIivhGC8jh+0vgNE386QyBk4M/mCboMqueY9K1/EWv0MQrjOWZUf5TBBTey/Y3/hcRP\nQH4Ie9kiXMt8RBYbTJveQa23kxn5LlpTPUjzTVLtYwxstrlhDsy+WeJEY5hocx0N3qkkvAsYP9aA\ne18dGTWHle1FHnsFRX4Kk7WYs+9C/ngbFTOTLKo9yPwKk+kxhZZKixlV/Qzstlkdt9mbsvk7W8J4\nx2MtyzZNc9zEAi3kPLMoDKi4TjyL6bsd+c7P4F+ZoHJajrYQVLpdGBGDsVmQOChPujFk2TPxPPwl\n6h88Sig7hvSRLgKdFq/Kzjxlr73Vy/I9cf7PuDg6V/hgKQTrKKQqCNDuaF0zHGAidS31/cOEgg2M\nqaNQdG79woRlcHyimgUtA2QnAvi8zr095VjAd374G1TO8VKTrUHm3x2rDWC8pNHRUU/PmnoalW5G\nf+FMYwgg9e/j2CmQGooktV5cL/2s5JrRnxzCmvsg9gsGpHJQ6ybblj/rAwVBOJ/3K4Nt3ALXX58m\nFLJ56aUwG9+aAg0KVHmgrsQM1nEjemoe06YdY3hkPj+PNZ+VwSpPZbDD3WS7IvSs72DBHJh9s+uc\nGcyzrw5DzUG2F0Z/AfbjoNwG8+5G+ngbVefNYLA6DnvT8HUL3nnZpyjQusjLaGAaOe8sCv1uOPIE\nBO/Gdddnz5/B9k++MYQ0n8CvffnMDHbC5EWHGkO3fiLMyt0JvtbnTD1BuFKYVVOx9CrU7G5H6xo+\nN2NvZ7BAuBpL6kW2nfuwPKUq9CXqWdAyQK4bvA5OTip3BvNvDnDk6MkMtsQ7QGu0tA/R3mnRK1m2\nHD2ZwRa2jNJcXXrunXesyOMjlWdksM/eVQF1ojlUsn/qMaEnySfGdD56bYiKcDW+mhAJbMaGU+Qr\nTLw1HgJaipwkIQ9lUce8uGM+PGMFPGM+1HGF7LgHeVzGG3dRGKnHGDWwjCJ2Pgt2AagAWkH1AEkw\n/LjGanCZboJ6jlAmir8yib+Yxh/JEXTn8HqL+A2DgG2hyTb+gIuV9zYz/IZCfjBDrvc1PA0v0Hrn\nHPSxWfTH5rHPPZfKQJoaXy/eKo2q+hoq4klqRoaZMd9FTQWkZNAGwUgYTPuISk7TiESC+Iu1SKk5\nFMcakA4p2KFFmCPN2LKMFfg4NExHbvJTNfs4dXV+GnwhwpZOc3aIioSEW7MxAMu0eQiTHyoKAB9f\nbFJ3gw/92pV0aNexM/UxzBc0rCOrsUMqSqyOnGYwnA9z2FXN+GAW/ONsyMFj6sU9vWpCNnW3NTMx\n90Y6O++AFzQkfSN2vJJdfS38ZLgS60gf3+6SKPXqZcGDrewa/xLTbjnMcP57UNrKvveVktcxPdrl\nHobgEFetynUTWTYVnX0Zzkkz+WL1jxkdquQV1f/e33CRpJxEfXo7D9a9Qu0obFFc7CxGHKsfkf1c\n13KcP2w5RI9dy8u5xY7VzsZnYn3jALGqIBU1Gxzd8M+svBFzdzXs2oXZLjN65C8crA7sq4PsPuzj\ntaj2lxwpaR9JYOcl2BeFXDvod8D4AUdqCx8e71cG++pXe4EwqEFwO5vB7MwcogfrGYzdhtz0Xhns\nBKniRWaw8CKINgMK+C8hg1nwGeDf3n6MH1wpUbcmeEYGK7ygwZHV4FUxz5fBsgbfvchrmMYKaLhj\nOhPzbqSr807sFzRIbyB3OoNVYB7p4psOfN6w6vPz2TH+ZWbceoih3D9B39UzDWlZxGJXXMxc/6CI\nxWPUGRZmda2jdYuu2fxu7eNEe3w8Q2lLV9/Ji4emzA4+WfcLakfhDVOjS5vqWP1A0X06g3WbER4f\nmeFY7XJmsEyhgsPrw2DvYsaQSmuVwxd2sRo4dDKDXff7zuSkGpeGvffMDDbFHnekthOu6ubQKc8e\nMHj2wDgwzu0fGeRjD09h2lwYwsNQNIpBEv+Ehhz3Ycd9yNkKSAcwU1W4Ui6UohdMhbylklQrMCPd\nkMxD0QNGP7AO5HvBBUooi+zN42kaQPLVYFbLZCIWVsDG8Kvk68LkKl1olV6yFR7yTSFwx7FSlZBK\n0zizkmB9msDMNFp8FDkWJds3xMTgBuKZ29mQuY2tNddQWSySi6aQsh68eKkJW7iGVXzeArE4dP41\n5Fvz+O9KI9kGaVklXqEi5xJAAdIxFOVpFOVJTKsK0wgjZWXytkLe58OW89TWduEnS67fj5LNE88V\nGZJt2qWTjaFP+gp8armM/2GNdfXTGNbmEOisIzu9Dll5FFd6E9ab0+iWQuhVMQazKRIH87y15eKf\nVisUm488YOH6/Hxer76TvtfuoHCkHffeJ5C+9y06vgcnt0d15jPttS0hRjNP86OvbHWs5vtFNIY+\nWIxokU1leAmuyG4ildAYcPjMAymTpULZQVsRzAG4r9KgWzEYNZ25D6rLos3lxv20STg7hHLNPExZ\ndaT2lD+NkDfrSW7vx72x25GaAOqsOooPP4K8vw3riI3a9yeO1Qawrv9tbM8i2Ksj+eKObfZhN1VB\noADNfojNghodVq2BA3/tzA0IHyrlzGBf+aMKZswI8fkvdF11GQyeBh6DYhVcSgZ7u1/ycAQ+tUI5\nZwazpUdhbAPmthmckEJkqmIMZBMkDuq88apxvh/VWa53wR2fUnF9fgGvV99F/9sZjO2PU/znv+Xg\nP8NBB58rN00NM5J+iv/75XUOVn1/iMbQB0t1pBpnFzedFEr8gmRCpc9QHb3KlosG9XTQNngyg91b\nqfN/vQV02Zms51KKTLcKuJ82iWTHcE9rpeDQHShXBtPlIutu+Chy6GQGa9Rb+8oAACAASURBVPP/\no2O1AbpSFWzxzYY6nXlTnZvVM6rnz8pg+80GpnJlHAjygWgOvdO6V9Kse6Wdmx8eJJtWqJtWg+IN\nI7nCGMEa9IyG6SmSyejYiptcWEOXi6QVBd3IY44fhtE+yL0J5t/9srB1C1gesMLIdg4lGcAsBsm5\nAmC7oKhjetMUrRwFGTIeN/5gAH0si57xEExnSKdcpNMqybSbYNpNMOUmkA7jN9LM8PkImFu5p2Md\n1n8s5h//8yfJetNoDOH3xRgfDiJnXCgFHc3W8bqLPPGPI6yojjDq6SY3IWGlhjAOxlEOdyCP/QBO\n9nhQCv+CvG8DkmsVyQE/Q6sKdFa6MAcjjGdStOXHOZyzOO6SOORxsaMoIQM311k0aj6ScZmGqRMc\nyCaoSB5iwm5HcX0LbFCO78M4DoOc/LpUs10G97TK9Ej99GW3sqcwQXL0USRGSn8ynMM//e3+stQV\nhCuFWZR5TqoCZ/oqZ5jIKmwt+lgsZYklQIk4G5Zj6TDPadORw17HGkPBcJG/bHyM3JIjPFeRZcdG\nR8oCcMN9DUx8NM/AdTmiPSrSjzzwujO1Jb+K9uDt5G0/5nQNU1awj9yHtOnpkmtrN7RiNVjkgwEU\n3YvZYOBvtSa/BEUQ3uZEBntodZppbUMsWnTqNUDhr786jz/5S+mKzmBmaojiwTgc6oCh7/7yQcn+\nI+xaj+W69j0yGBxSYMvbvZ2b66FR85wzgxXt/31yS6ODO8kehC5Ofl2qOT64p5XTGWx3foKxke+D\nXZ79x77+l1vLUlcQrhSFnMTjBMtyha0bCtulOhZII8QS4KpSHK3fP+rnabkBKehxrDFUzgzmX5Jj\nxTsyGJtUKPGY+VMSqSQvL7wB94KTGeywrLBGCRE2kyXXPuAz8N1yZgYbaclSlm7lJHzgmkOnrH/s\n1A9v4vS/tTy0kkLeg6d1KrnIDLL6BHl3GMPKYB74Cez6AZjn2yvib8D8eyx1McguDK2I25ejwXMc\nZBeKpSEf9aPtMtF8WdzuLGqtjtubQV5u4EpnkLQcUjGHXMwhFfNIRh7JKCAbBWQzj2wWka0CyYp6\nOvUC04OjmHqE/q42fKnDNKR1tGKSY4qFXg2zDxX49u8cJSN1oQ/lgfNvci6l2mFDO+MbYO+6ao67\nioRdReo9OaS4wuZjZz8VNvW4qDqeQZuZpZjZj6tnHOOYG9dTe0rYiutMb+UVXn0BUl3H6E53kX5S\nF9tNC8IVqliUeB0//VUeopZM3MH17gA5W6WndaajNT1JGeUPdrPw9n1s7GoBnJuB98DU/Vi+xzjQ\n0kOiweCZr28i71Dt+Z9dQsXtMYasE6TnBLHzMRLjRZzYgnL5RyxiWhe5Wh8Zy0OlNYoaGWTithb6\nX538SWiCcMqlZLA/XFpLg3kMvzLxjqPrz2wOt7YW+Mp/CfG1R+0rJ4MdzPNPv32IFMdI97/Hb2bi\nAOYrBxh+BVIL6jiqFIioBvXeLPKEzWuHzv6WTSc4K4MVjroxn3hr8j+Yd9mZgVdfsEh1ttOd7mDs\nhwnHaguC4CzbVtjrr2R4eoC4pJCTnW0OpU0XB+paHK1Zzgx2Z8MWLJ9yOoPFX+zFqVUhifoMK96V\nwfI7dNBLrz1yzSjT3pXBEpFOJtp1KtwVpd9AiT6wzaFz6X381NnCmydXwPgD7NS3yFcvRMpPQ4oc\nZVibjVsNU+M/SPWU46gRC1VX8EugpfJoyQLeH+TwqSk8ZJGn5HDX5lEzeVxWEZVTX8bp/37r2AH6\nXk5TucCisWaQcNBGHzPo63dTMeqiPldgy4TCN20Fhm24xMsR/WgMHRjlwku2nrBdbFinwBsQTfUA\nPZN73C6gHZn/tgPYUQSKjtcXBMF5x6yr560jZiv8WW4OPA+64lyQmhWxmbFTpzH0JtcvbGfdGxY/\nOe7cmvGVMydoDW8mHzzCsfpZmP1Run2HcGKLyxXeXcQaFHSPn1QgSCg/gDfex+FKA3FemVAu58pg\na9euZdH8L779twvvz7FoYZI//fUKvvqCp6wZ7ODoKO6th5hoGT5/BhuDvykA/SaX+nFv5uAIGWAI\nOHKB/+8/ivDqC8AGi8H4UeDoJd3OxdhvwX/ZZMImMW9QEK4Ww8rVc5R9uTKYxy6ekcE2bK/itbxz\nezDV1nayOOw6I4MF9sZAL32vzfNlMNUz9d2HXF4WV0/Cv1Ikvgz991NY9l+pNGcimceQ60bJZJqJ\n9kQIZfoIVo4gN8fx1kh4TRt/UkdLZt/+0tFGsnj7sniSObQqHY+Zw2MVcL0dUL61Yx/Jzft5NqLS\nvVrjtXQWNWkSLNq0jFu80i9xzOFu8flETcmpE5kFQRAuCycDySnH4hIHX7eoH4iRbY7x0hYvp9fy\nOmDBwBBLxndgSxp1eh/qxFG+9mbps3rmLldYVdxF2kpCwI0uBUhmFOpSB4lbI+xyYOyCUC6LFkzw\n18EUX3ndU7YM9p0DJ6jTXWhd9QxWRuhPZVHyNoqeo85nM7i0nv+z57vvPVgHDBpA/H25KUEQhLIo\nRwbLSyqH32ygfqCfbHOM3aOzHa0/s/sQS8bjZ2Sw9viNJdc1rOx5M5hkT3Fg5KUTzaHJiP0Ma0+M\nkRv+M01aG6H8EMa0LsxIABLNuHZqZNv7MesGsNfGcU0pEKgyMDN58sNpzISOMTuHkcxhJXPIYzpK\nIouk50nlDD5dBf8RtTHGi2x75txTfFWx9koQBOGy+oduH693m3RJCocd3uDe3J2geUoa1yIvU+P7\n+dkui95jpdfV0ibe17tZ+YkBBiam01g1QOdgHXp3P91br5AF74JwAa1Tg/zbp3p4dGuCLrne8Qx2\nd76D5zpOfoDboLQAfkwVzDD0hS/3vRcEQRAA1jevYH96Dqm+IFnV2Y025WONNK87ejqDvXx0JTKe\n0uua9nkzWLSo4cBNlEw0hyYruglzr4fhZXdgXbOCOakcY8V2MjM1vG01eMdrCG2T4cdeco2DpJcl\nqKg2KVR6SCgKiu2imFdwqS5sl4xHVfF6PHh8Htrq8vy6nGd91MS0JEZFXhcEQbji9EoSvWV6Gx3e\nLJNUDGqe0xmosnj6VRdOrKXf1Q4Hf5xjcdJgijqIXBGlJRHllZ9LHBi8uk5wFD68NC987vokJxIm\nj6aDjmewe0e7eLPj5EEbjc3O7sEhCIIglM5UVaIVlWWpXVTnk/z54dMZrLNiHgRLryurGiMHP4aU\nfOaMDHZo/Ldwzb8yTqUWzaFSdK6j0LmOoeNrMG9YQ8uUCI3jCYYaxtBurydVW6QmHyK4xcC1TiXr\nGiWwKEpzwMTngpzXIu+XmDB8ZBUV3VYpGiquoooVVLmtmKFFMnkyBckrYA2iIAiC8P54wpSY2KSg\nGRY7cbHddq5xs++YxFKrSEsmiuGB4QnYNi4aQ8LVRfNYLKxN8T8qU3QV4ZWRoqMZ7PrxbnpOwKjX\nR1VNzeW+u4IgCML7pL+hkWf5FYyhIbLh+RB0btpoZOWtdL04RO2xN05nsMzvObssrhSiOeQAc+9m\nhvZuZnRqI4nrFzJrWT1u3xjq9CDFZIah65NUjxlUD3mp2loDjFOYPUKtKuEqGDTmTfJ5g5xpkpcM\ncrJF3i0T1/w0F/N8plDgOzkb43LfUUEQBOF90YfE94oS5z+DcvKeSMDwHpk5io3LkPhnBxtPgvB+\n01ww3wVtDbX0pkcxjxx1LIPVJvoJ9FUQC4dxu6+eTWAFQRCEyZM9HlKtbdDa5nht3avRe+dn2F03\nn2A4jHvBAsdvoxQf+uaQJEl4vV5nikUn6Hl6EyM7QzQvq+faR+bRND+CJ2Bg9RfQGeOt8ThNPpvG\nDi+KO0ulKwtyASlbJJ8zyWUN8jmT4YzNYByO6hIvS15U35kHu9p2eacSqQ6v3TzF5SrfU666urps\ntUOhUNlqP/nkk2Wr/dZbzh15+27xeHl2ySwUCmWpe4pplm+dpiSV5yI7lSrfrvDlvOA5cOBA2WoD\nRKPRstQ1jPK14sv1HIFLe1/YaJ78evs7yzIeQXgviqLg8134lLKL5fP5qIpUMDvfTM+xbsbUXkIz\n7EllsETVciI3rcasq0eqOjtb6LoD5xlfwKOPPlrW+uXwmc98pmy1r7/++rLVduwa4Bz8fn/Zag8N\nDZWl7qxZs8pS95QFZbwQzmazZal7++23l6VuuW3YsKGs9RcvXlyWuhUV5TvOPZlMlq32JeW7QJDa\nGy9ug2tZfn83Gv7QN4fKIdef5Hh/kpG9vdz8xTZmzQoRQaKuEeYEVayROKPZDCf6M1TnDKYpBarI\nc2JUoqhb/Nbx8jRmBEEQBEEQPsg0j4+59XMZPhKBXBI1MobLn8TdVkAOZs6bwYylvwcmDMz45cWr\nmFMnCIIgfJiI5lAZpXrzPPen7Wf8283Xe5ha56LFbTOt2iY/keVQtMhPD7vYk5Zw8ihkQRAEQRCE\nDyOv2wcDPhiowwbygCpncVfrTA9l8E4dIDk8RlfPEIO3PIzkvTI2AxUEQRCEy0U0h95n69/IczKi\nvJOYKSQIgiAIglBORctHER8ZpQqqWqAKvPMv96gEQRAE4cogmkOCIAiCcAVbJoFtw24Ha/6VZtOk\nQV0DJIZhpyHxDxMO3oAgCIIgCMJVztJ1dF0n4NDetrquY772KuprP6GuAQrVa3Dd+wCpc+xvdzmI\n5pAgCIIgXIHuUOAu1ULxQKsH3shLfDVR+i4o/32GzcfnwpSwzEi9BUcV6l0m//C02GFFEARBEASh\nGIuR+crvn85g8d/4Y8z5C0uu6zm4m0X6T5hyx6kMtpX4AUjd9NsOjLp0ojkkCIIgCFegP1xhMbsR\nFJ+XwlgRDZOXtkrsKfGwjTU3SVQv81P0SgRq3IzP0vAMj/KrAwY/2VG+0/wEQRAEQRCuBrO2PMXU\nu36Zwbr3fZ3D9d8kWOIMn+nug1TfFTgjg9nDO5HSD2AHLv/sIdEcEgRBEIQrzOIWG//H3Ljnq/SO\nteJVUzRnx/iDFVk++z8nX/cja8F7ZyVHKmfS2DzBSCxMoUVGP1GJa38H7CjvEd2CIAiCIAhXsuH+\nbmYs3Y57vv+MDGa62xnkhknXLWRjSKsPc6RywVkZLDeawYNoDgmCIAjCVakGeFCD6V4bOwRhGZ7q\nknjJLr329bd7GbuulYGaZrhWQjNypPQZ2IcPA9FJ1x3JyHSumkPa18LO1GomQhqRwBDuuUnirSmg\nq/TBC4IgCIIglFFW1ykeP0Z280ZQISRBdOVapi5ZUnLtSCTN2JzpZ2Uw/2AS+iZfN29y3gzmNxQ8\n7z6z6jIQzSFBEIT3waxW0AsuknmJTMbEzFmO1JUASTr5p0uCvHXy77YDDYoPItUNq9tshvrheGby\ne+zcCvxhvc2c21XcS1xYikphyGDOrhxrtll8pYTaALGmZo7OX0K3vZCUEUYmRyQyRt7jAX4x6boT\nFVN4NbmKZOQaCgmZ3txU6o0+guoQg7luRHNIEARB+KDIZrN0dXWRzyaIjU8QClfS0NBIS3OLI/V1\n/czZtpqmoes66XSa2tpaR27jgySb1ZGLOrkihEtYnqVHo4T//AsnM9gdv8xgw5vXM5j4fTxrbypp\nnJlK9ZwZzDvQz9wS6hqqct4Mdl0RwiWN2hmiOfQBJMk2vlov6eEsMvLlHo4gfKjNb7JpmROgNxsg\nn/ZQlCvxej0UB4YpDPSBdelNIrcELapMQ2OQrCST82cYz6qYOQWpKJOvkPHms3gMmUwhh1u28SgW\nqSiMFstwJ69w0rQp2M2zuObX53P77D4eyG9G+ZdhnnxB4q8zk3sb/Fy9zfz7VcYfnMbuacvQrUpm\nZDqZvuQgtxT6uGcLPF9C/29Pf4h+4z5i43PJdbvAW0BrSVFVKFBKcyget9gxsRQ7PYv40TB6PEBv\nRQveqm5im/5l8gMWBAGAQqFAJp/GKthUVVVd7uEIwofad/7md09nsGjaQ1quRPYeYpFX46H77sXn\n811yTV3X6Tx2jIPbN3Ps8FvnzWBL596AYVk0NTZRU11NU1MLrdOmleFeXtmyxTzRdJbdzePMn3f4\ndAbbWHiA0N33TKpm8c+/cN4M5vr2N3grHKG5hBlE+VyE586Rwe7xHZx0TQCvqp03g91Z6LwiOjNX\nwBCuXFVYeMIW2XCQ8R4dSXLuJJf5s00KLTMZmIiQ6TiBFE84Uve66QbaHXPZlV9M4k2DYvdxPOlD\njtQ+ZfoSDwdGb8DT9yqyhKOPiyBcbhIwf6rEUMHN2FBp8zs9EsycoWDMrMYOLsAailBs92CMS2BM\nwa6ZiTTy6sXXA+pcEt6QCwIKcY+MJFdi1U1HHfdT1HTSYyaKbuFRi0yoMpqaINAUQjYmaGzSaRtO\n4I7CrpxF9iJvV7ZNwrUurOpaTCuE6rUxxofQB1KYVukN6JBmkQn70AcVZDTMJjf1/kGUPoOx3OTe\nppY3W9z+x40cnncf6/O/wfiBNg6FdZqqX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img1 = mpimg.imread('dipy_odi.png')\n", "img2 = mpimg.imread('dipy_beta.png')\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[20, 70])\n", "axs[0].set_title('FODs with ODI background', fontsize=20)\n", "axs[0].imshow(img1[100:-97, 100:-85])\n", "axs[0].axis('off')\n", "axs[1].set_title('FODs with beta_fraction background', fontsize=20)\n", "axs[1].imshow(img2[100:-97, 100:-85])\n", "axs[1].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see the corpus callosum coming in the from the left and joining the centrum semiovale on the right. On the left, the intensity of the background shows the ODI of the Bingam distribution, inversely related to only $\\kappa_1$. Notice it is low in the corpus callosum and higher in non-white matter areas. Also notice that NODDI-Bingham still cannot estimate crossings, which are expected in the centrum semiovale on the right. This biases any comparison/estimation of volume fractions and concentrations in these areas.\n", "\n", "On the right, we show the FODs with beta_fraction as the background, which we related to $\\kappa_1$ and $\\kappa_2$ as $\\kappa_2$=beta_fraction$*\\kappa_1$. Since we limit beta_fraction between 0 and 1, this means that $\\kappa_2$ is always limited between 0 and $\\kappa_1$. Bright intensities indicate voxels where $\\kappa_2$ is close to $\\kappa_1$, meaning the axon dispersion is significantly anisotropic." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from os import remove\n", "remove('dipy_odi.png')\n", "remove('dipy_beta.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Error Metrics: MSE and $R^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whenever you fit a model, it's always wise to check out the error of the model fit. Here we estimate the Mean Squared Error (MSE) and the $R^2$ coefficient of determination. In MSE the lower is better, while $R^2$ has an upper bound of one, which represents a perfect model fit." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/user/rfick/home/anaconda2/lib/python2.7/site-packages/microstruktur-0.1.dev0-py2.7.egg/microstruktur/core/modeling_framework.py:924: RuntimeWarning: invalid value encountered in true_divide\n", " data_ = data / self.S0[..., None]\n", "/user/rfick/home/anaconda2/lib/python2.7/site-packages/microstruktur-0.1.dev0-py2.7.egg/microstruktur/core/modeling_framework.py:905: RuntimeWarning: invalid value encountered in true_divide\n", " data_ = data / self.S0[..., None]\n" ] }, { "data": { "image/png": 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kZj+vzv/JzKZXx6eY2blm9ncz+3ZRfrVC4FxhZovM7Ojq3Cwzu7849y/jNc4g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\nJWYACiP2mPss+hnXV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mse = NODDI_fit_hcp.mean_squared_error(data_hcp)\n", "R2 = NODDI_fit_hcp.R2_coefficient_of_determination(data_hcp)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[15, 15])\n", "cf = axs[0].imshow(mse.squeeze().T, origin=True, vmax=0.02, cmap='Greys_r')\n", "fig.colorbar(cf, ax=axs[0], shrink=0.33)\n", "axs[0].set_title('Mean Squared Error', fontsize=20)\n", "cf = axs[1].imshow(R2.squeeze().T, origin=True, vmin=0.6, cmap='Greys_r')\n", "fig.colorbar(cf, ax=axs[1], shrink=0.33)\n", "axs[1].set_title('R2 - Coefficient of Determination', fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ideally, you want the MSE and $R^2$ to show no structure of the underlying data - which would mean the model can at least fit the data equally well everywhere. We can still see the structure of different brain structure in NODDI-Bingham, but they are becoming less obvious to see than in Ball and Stick or NODDI-Watson.\n", "\n", "When doing these studies, ALWAYS verify whether differences in estimated parameters reflect actual tissue changes, or only reflect the limitations of the model itself." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison MIX versus brute2fine optimization for FOD example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given that NODDI-Bingham is starting to have many parameters, it is interesting to see if the Microstructure in Crossings (MIX) optimization algorithms will find the same result as our relatively straightforwardly implemented Brute2Fine algorithm. Since MIX takes considerably longer to fit, we will only study the are where we illustrated the FODs." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup MIX optimizer in 5.96046447754e-06 seconds\n", "Fitting of 400 voxels complete in 1390.47426891 seconds.\n", "Average of 3.47618567228 seconds per voxel.\n" ] } ], "source": [ "data_hcp_small = data_hcp[70:90,: , 70:90]\n", "NODDI_fit_hcp_small = NODDI_bingham_mod.fit(scheme_hcp, data_hcp_small, solver='mix')" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fods_mix = NODDI_fit_hcp_small.fod(sphere.vertices)\n", "odi_res = NODDI_fit_hcp_small.fitted_parameters['SD2BinghamDistributed_1_SD2Bingham_1_odi']\n", "odi_im = slicer(odi_res[:,0],interpolation='nearest', affine=affine, opacity=0.7)\n", "\n", "beta_res = NODDI_fit_hcp_small.fitted_parameters['SD2BinghamDistributed_1_SD2Bingham_1_beta_fraction']\n", "beta_im = slicer(beta_res[:,0],interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dipy.viz import fvtk\n", "ren = fvtk.ren()\n", "fod_spheres = fvtk.sphere_funcs(fods_mix, sphere, scale=1., norm=False)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "fvtk.add(ren, fod_spheres)\n", "fvtk.add(ren, odi_im)\n", "fvtk.record(ren=ren, size=[700, 700], out_path='dipy_odi.png')\n", "\n", "ren = fvtk.ren()\n", "fod_spheres = fvtk.sphere_funcs(fods_mix, sphere, scale=1., norm=False)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "fvtk.add(ren, fod_spheres)\n", "fvtk.add(ren, beta_im)\n", "fvtk.record(ren=ren, size=[700, 700], out_path='dipy_beta.png')" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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KoijHMUpOdg0URVEURVHOPFSDKScLdQ4piqIoxzHNB5emxledFMXVuqIoiqIo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UTO\niD89C5Sbyay4lqQ1iumVSRDUzdwRVekYsmCYeQU9nkZkqKAbLJzddB0612G2iP2hFw8tsO7L/y8V\n89A+tQ0EfaX2wAKbn/8CN/T56D+UYHZsOwaBdzXT3iPsHv0q7skI983uEmogSscDRP7Lg69vOSJv\nLMV1Vq5MehgYzs2pknFDI9yQT/oxseEkgLZ8M6yoQp9PoB9ahxLqEKJr2nktmdUF6GYDabWAjGEn\nxsOPCtEGqN+ygLJtBKtZxxjyMfBVYdLYijRW3XKWgtUB6pRhPLNeXhTU0VfZOoh712FWNC1QHz3N\n2Y/YeeHb4mdUSSTZ8NzJrSRPTbCkrArEzNG9gNlmI7m0Be/SFqFzjC7GGDWRopI8ce+1WMwWLPMZ\nig9O42c1/mJxwdB5KhxlJGL/gLtZ/FwTm83Gpk3XMf5KgvEzBwAx4RBAZW09a+/+Xxw4mSBpjXKm\nv1tIOARgLSyibtuN/EU8dm61k0AMZhuB992GidswC5xnBFA2nrjgwU74bhD278geS7Fq37fY2TdC\n/6EE0cwnELlUzHmom2uGvox7MsITqbtA4HuGccxH5L8GKW79hFBvNzI2zJVJDwbbn4gTvYg9p7ow\n3b2N8NkQxYL3oA3RCNdX4ZlPEA07sZvDQnRD6zdhWnHOg4XVAsKPrMI1Ka4i0b0pROEFDzZHRpy9\nw5ivs/kiD+bzeOgWdOkFS4cpvciDDV6fofvJ3CwdejvIcOgt0FGxBFgidMio5K1hsYoPhi6wsEBs\n/xlSaR3RlRunT6WwRx+gbGMdpStM+PsgI/BdPRPNIPqaAUyCQ6HzeMN2vtd9EwnAaBW3XSGdMvL8\ni80cilYxZ7NjELxuPpV288vT16KaTMJPlrqjFRw/UYHBIPZBsLEqxWZHip8+K/72rhQVU9RspcTw\nCj01dtIj4rQ1VwnOLfXE19lJTSfAUwXHxYRDVdvTpFfPYzXO4g/a0EfzCBwWIo2u6Gw1v0CZI0R5\nQZyEb4wfrjAw0SlmHoAjE+Ja/y/YGACXwc/LwTleFPQ0Kpjr44+SX6JpDuyzYVJzM7wg+ocukWTJ\naONSYKnwddCSN8ciYFj0r8JmtXLH+hthnfhW32XLVvGpTBc/6T/KgrWfaDQqdHuZyGHUF5OrzzsQ\nc3Jv8DZSgNEh7m1GUcx0D26m+8Ry4vkuzILXzRuMxbw49RGMFrPww/mKtduZZTv5gj/zqf7j3Fge\n46n5AvIFTxn2+nz0OhdoMbwCVrHeMRiJEbuyFtOrHiyyPw97Wkw4lL8lif0iD2YZd4CgUYeZTOYS\nD/ZYhcbCtJgxE3YSizzYoVCSbkHlHK75cT52kQfT5tJ0/xaMppbhkOQ9TXgBchGyAET7RwlEJ5j3\nZoQGQ+9WMiZTTm44EaOJSL4rR98i54KhHJA0GMjF+cCScIqTj8KZQfFtZc4SE1d9KA9T9Ri9HpH1\ndmBqqSdvRz5lS2eJjPsJHdQQUV1bvqWM5eWzuEqeJp5fiuINMVY6h5jYCfSMTknXIHcU9WIvMDDW\nH+MrfXZEjfSLzGTI+2U7Nb1mMmNJwl3i6gMiXWFiP5imvDmDO5Bidl+BMG2JRCJ5M6w5ClkAVrUt\n518b6oksRIQGQ+9WdLM5Jx4sbTZDcUnOXiiNggOn85hzFMSFX/4JJ02Q98fixhCcZ8Y7e8GD0Sm2\n3ySc71jkwVInUyBglKyhVr3Eg02VzImQBkDXL/Vg90+3CVKHdEhd5MGiQ2JaMgEYNxD7QdcFD+Z9\nRexomctFhkMSSQ4JTOZmm4BE8qtQBqDLqOAJig+HmlugSetDmR3FbU+JHAtE+QoHlRVeSktfIbgQ\np8saFhIOlaTn2Go4jDkYwmgzEFJ08mPHhYVDqqoy/GSEyHAMPU+h/ZSVcFLcYHRNVzn8Uj7WQ35m\ng0a+bRZ3fOqbV3nwISvJpB+fYuQRY24qByUSieSdwGa1Y7PKYEjym0MZgMCHPk5ZsfgKkLOTh2nS\nYiizo6iGXUK1wzUZ6i7yYAFLVIhuXjp4iQdzx89yADEHr0ajkYkX84gMj6LnKRzvrSEj8OhVUQ0c\nP92M9VAPnlgej1eJ622OJ4zsebmR5P2dzFtcHKsRPJ/lMpHhkEQikfwO8WJYYULJTR1ViSXOTdX9\nvNSRR3xC3GYcxajQVDLPle5TpMx1eI1+/EV+ROxrCQ8nKTztoTajUJoJ4vMY6O0Vt1kR4IzHxten\nVax6isMGm/BixANpCwfS5eSit7lXt9BrKhcvLJFIJBLJe4yqv/0X1KqqnGjHFo5zU7WRlzryKCkQ\nN/g7nU7TVBJc5MFG3AswnX3IEpvULvFgg306IK5SeUQr5NtnTJijYbpLChFdlt9tdtBduE6s6KvM\n25z8svmqnGhfLjIckkgkkt8henIUDAG4QykaekM880qUkEdcVZxR1dnU7GU5KQyhIEMhHx2DYhrS\n3QYVy4EQNakgnNUIzqXJnLQg0j1MojJpsCF8MJVEIpFIJJJ3DW1r1uRM+2IPZtsqriIuGouw83Ue\nbHxCAQFj7t0WK5YD04s8mN7blP1FX0TYYORUvhvyxWyDfK8jwyGJRCKRvCkVBZDni+I5nGG2KyFU\ne8NKhbzJWUqnoNjpYSGQITwq5m+MzSj0anHqp0ExwdGIwv297/w2CIlEIpFIJJK3QjwWveDBkvNi\nq1gqS7jEg2mBZgwCOuTnY0Z6TyYueLBjcSeHE4LXTkqEIsMhiUQikbwpc0Ew+DQ4CZPdaaHa5pCG\nNggFpWHMefPEO62k/WIqk7yawlMeG6nJGAEUjprkXB2JRCKRSCTvHjT9NQ9WcfXVQrXNMdAGM4s8\nmEWxImKXTlI1cNCxgtTxToJ2J10V1QgaNyTJETIckkgkEsmbo0PEq/P4AuwVN24IgJAfDAMZzGoA\nzakxcSrFtIiBQ69yWlM4bXi1BFtuDpRIJBKJRPIuI+LV2Ve7jSXLV4rVjV/qwTSjuIhgRjXwWMtq\nYXqS3CLDIYlEIpG8KWngRFDhtLhFXBeY8kGmV2NwQafMCCeHNEStgpdIJBKJRCJ5N2O329n8v78m\net8FAFFMizzYECtFzouWvMuQ4dCrFBUVUV9fnxNtXRe/Uvo8LpcrZ9oGQ27mcixfvjwnuudpaGjI\nmXZPT09OdKNRMSsj34gvfelLOdN2OnOzdrGysjInuucJh8M50w4EAjnRVdV3PizpfvW/b+fWYDK9\nef1wUNdp9+oURjK8oBjYl7JgMkGRrqMB/hwO2f5VZDLiBm7/JonFYjnRfbd+HpJ3B5qm5ew3tmfP\nnpzoApSVleVMu6RE/CpsAI/HkxPd88zOzuZMu7a2Nie6hYWFOdEFKC4Wt1Xq9TgcuZnd0tvbmxPd\n8yi5XJzhzs1QYk3LXdlxX1/f2/r/Z+bf+sbVU6dOven/o2gaBWELhZE4L5is7DNNwegUTk1DByK/\nwn9u3rz5LV/H2yVX3yPAwsJCzrRz9Q4aCoUIBoM50X49MhySSCQSyWVTrusUAV1ZmL20ojBgNDOW\nSNNlOBcm3WFKsSaZwp9Q+LHFysw7EBBJJBKJRCKR/LbimZ7GDBRUVFy2hq6qDDvz+X7Swqjp3NbV\nmzMxVoWD+NNG7ncXEvgtOKCU/GaQ4ZBEIpFILotVBp1/tGboTsJ8ysB0FgXP/YoCrwZDH1iS4s9t\nKfLMMDitcyaQ5umMmAmGFl0nIYMmiUQikUgk72ISgQDbf/YtupOw8Cf/jbyCy+8Fm1RVsJ4Lhq4r\njPGn5uCrHixNVzzBAWxCrjmdSmF8CxXlkncOGQ5JJBKJ5LL46LIMOy2QnoKkVwFBXSE7NqRpbgJ9\nykCsMUNZDyCgyv2PSNBszBAxKOxNWjj0Hp9rdGUmw7EctQ9LJBKJRCLJDfF4nMLnv8zOpec82Fmb\nVZj2NVeEFnmw0j5gMnvdhp6z1I73ECuupHvZSoL29/ZKeyUYRM/heJjLRYZDEolEInnbbF6mc+X1\nCimPTtACPkFjJsorof59dtJ1cULd5eizPpjIPnX6RFOGewoz1DsUJpM6prMpDvnFrLV3axprkkmq\nVY2fmO1CNM9TkE6zM5VgzGTimNEsRNOm63w6GWVbMYyrCj9JWjgUkyGRRCKRSCTvBrzjPey+yIOZ\nLGLCIVdB+lIPNpW9bmvGz22lPdTXK0wmp7B68tlX15a9MKAlk9g8HgpjUaablwrRPE8qEqHB48Ff\n4CLsFjObLJlI4Pral9lWDNNVbXRt3E4m/7cnJJLhkEQikfwOYwNyMaJ41e5C7BvSxC0h+u8TN3R/\n3W0lzNQVMVrhJ5zn5OxeK50ZD9mWJVWvS+PapBBJF+P2xWhriMJPxFzzX7qibHencNlh3YLGX0+K\nGdSuZNL8izXAjhYYNyX512mVY4HsH9u3OJN8YAXUNENbuRH3nMahH8lwSCKRSCQSkUSjUex2sYdG\nAJayl7FvKCBuCTH33HZhuqtvzWemrmaRBzurhbLWzS/tw3Xzax5s2cwC+6YFXDCwYbCLTZHjuOxw\ndDjC3vq1QnSjkQh3djzJjjqY1Kv5Xmo1AVP21U7moT4+sO28B+vHHVJ5ifdlrSsKGQ5JJBLJ7yhO\nI3xSybAnqdCtiGuhMjhNaCvrWbghRvveOQ7P+xHVU9bvWM3L7iZGXDHS0SCzrjFeOZm9gzDsrmSi\n0QwuB850gIGf6kD2oVaRNcnyj2uUVeZjV+OsVxRWfknjzFz2n/dHaxO07jaitjipNqnc2p/k2Nez\nf2xXtOmYP2jCv7qCtN1AESo3Bbw89Wg6a22JRCKRSCQQi0YZ+cH3Ubduo2X1amG60zPTqBtf82AL\nrqWI2h3c51jJy+7GRR6suz+Sta6yU2WiseE1D/aAAgLCoQW/l+Ydpy54sFVKF4falxMl+0rrFWkP\nrfec82CVpihXjYyy51T21U75thDmna95MBcxnM+FCAfzs9YWgQyHJBJBbLDprFA1RhWFF8LiXsQ3\nlMN4AGbiwiQl7xHuWaFxXbdOl1GlW+CWaEtLPfP1K3jOk+Dw2Qna9x8Upu1JNnJqYQXjBUnSs5OM\nH/dlrWmwqxww7mSgtJom2ySGeIQD6U5gOGttV5lK/9ZWIo2FuPOThIai6PUTMJd98JTYZKL/znp8\nRfkMORqZa/DD149lrZvZ4KD9ylailQ14XFUYM1FC9ceA7qy1JRKJ5J0gNj/PxFOPY1jWQsOGjcJ0\nB7pO4y6roKi4RJim5L3B7ME9rD/6IhM3i60KURyWRR5sh/XyN5W9Hk+yYZEHmzw+n7VmOpO6xIOd\nUucEXC2YbVziwZJdSYhmHw4lVir037n0ggeb74/AqeyvWWtTab/yikUezHM4gf03s6n+TZHh0NvA\nOTlGYCGKsaVFqG4iFkOLR7G5i4TqSn41Di1DRBXbRlGpQF4Eaot1CIvRrDLC1jRYGmHIbOalYCXx\n6DSBmYQQ/fwaK0VbtxIYD5AcHUUJ+Qj7BaYIQHmpRkI14J8R13r0u0SBVWdlJE3KpHBEE3dLNjtU\ntpVnSFQqPPuU2O1c8WQex43bOd4zy9TTJ4VqewZLCHevQpmJkj6VQf/56aw1M4qJ494rKJqs52ie\nEYtvkOmRMQFXCyFXAc/Yd6LkLcWmWjDmDzGlPABkH2qd9LiJxLbjNW8jnXKQVvuB7MOhfWMuptT1\nTKV34B2pJh5PEy20IMMhyW8z7ukJguEYWnOzUF0llcJBirBJfOuH5I3REglUi5iZb+dJeGbh6FEC\ng0dBUDg0751j/r8+S6QM9pvN+Mp2cNWG9axYvlKIvnd+jn/f9yCNmovlFUtoW7aMYsEhVCDgQwfc\nBfId442Ix6LM9Q9gy8+nuK5OmO7w8DD14/eRuE6hsL5emC7A7FyITuM1HO+Z5bpwMeSJ0/YOLfZg\nzsd6s9hDew4d5RIP5va8hAMB1cr5jks8mNE0LWTdyHAgj7nYutc8GP2UcjRr3dFoNb1qwSIPtt51\nGPtk9r5RBDIceossKH7+duMTDByF+xYqceaJK/1yKt+hb/PdnDwywgdddcJ0AeqVEXo31jE9UEj5\n9AwWk5iBpgB2Q5CAS8E8L74MLhbwYD34KSbX/i3VlVuEaitahm0DPcQLAuy9VAAAIABJREFU7bxY\nLO6G3R2DWzJw3Au22iUkPVNkYtkFLXM6zITBngKvnqS4PMyYtQ13yQj+OX/W19y22skaq5c9PpXZ\nvKWYLWDL7yMx5kETkOU0NuvYrtvEyEwp5pgRre8Y6WEBKw+AwpI4/pJKYnNOrHNiXvRfj55nRUvp\nlBKlJJ1gOmkiqIpdwXkDSZRkhlHMIDCv3LTFyoodKX7//5oATZwwkDZWMnSkEp55HjoErBG7CP2o\nQihlgGQA6+DjqCEBRymRBDNPwnRnLdSZMcyNY3pUwPEP4J1W2du+BmVwFZrZhRIqw3z0m0K0hzsz\n9Ha0kuhYQ8qUjz7lwC1At79fZez0Ujz6KgyTTlJJE5Yup8ifn0QilKgpyP/cvpeBo/C9cDkOp7i3\noY/cOkPf2rvZu2+WooM9wnQBltsn6L16GWM9boqHhzEbxT0/bGqQQAFY5sUPMjUkg6wL/RfHqz5A\nOiH2QDSZSGD4xldItbVh2n2LMF1DaRmrXvVgP/nFz/nwLbdgs2a3fttqdyzyYLORDr7a42F942H+\n+JN/nPU1p9UIu6xe9hyZ5+CZGcxPtPPXd++kqb5RyJya2dkxHvcfZGSmlGZrERtKHLQ1iglXFyKz\nzGgpzEkXtUUC04mLSGRSxGMJLGRIzc9jKCjELnhw78hzzzL6s/tZ97l/F6q7EBtnxQ54OP6/EBtn\ng666GDpSyfbTJylvEDMk+TzqMZVQ8pwHKx59CiWe/dRKk8FI3gsmOl/1YJXzk1RPiWljV5LmSzzY\nncGHxWgvuHnidR7sNgHhUJ5awROnlyzyYJv0s4g4VBSBDIfeIlpDGcfv+iDPqwM4x8SFIfGwj+82\n/CeHP1MHlhTl63/BprpyIdrJ2VmW/1WQz03+d6YnjfzlH/6QvO+fYMFSlrW2kkiw7A/K+MTzn2DX\n2n20tp9EM4o7BRpKemn+11sJzfThObGC0sICYdpmPUONDVR/lP6iEBOKmO9zFIVeKyhpqNA1pour\niI1nF1okMzBohNuDUAKMhr3kFxg44aghv1olNJHdjSTZ4UUvnedjIY20HcaVJTysFOGochAPjZMK\nZXfznolaYM5MQ2ieyrST2ZImujJGUmOjWekC1F+Xz3jVnWT2drKtaZa6uSlGJs0ci2VvUixmDe2K\n5Yx7l3OH7TTX9O/DOwXDipGnSkqz1gdQjbDO7WbNxCSdVjiiiL0db3u/mZ9682jviQrVBWCimsy3\nD2EY+qlwacP0ETJPFGEy7EXV9wvTVV88Q8pYjlJgwBD6oTBd5kKk750mEWoCSwqb4awwac0XJ/V/\nO4llrgRPAJtBjHFI9HqJfPc4Gds1ZDp9kF+LGjwuRFsiyQV6cxXHP37Ogzl6xL2IuixRvlnzmgdb\nXfhFlgTEHGDoXi9rP5PhPyb/B9NeI5/+qx9g+9rLzKnF2YsnEiy9p4RPPP8Jdq/eR1vHaaEezOdW\nSP3drdhmMkz8MIHLLk47nYhTbwO1+yxnl68gb4mYQzqTzXbBg3lHhvjl40/w8dtvz0rTbrez/G//\nCcv/99lFHuxwn0bb4YNs2XR1VvrF1lL0jlOLPNjnf/AAm5fVcc/H78Juyy4gchWWMNx3zoOVzic5\nNhQHXaGtqSkrXYBg8XHaq/6IzN5O3mc8QmMUgpSRqcj++0ylEhyYG+H4WC132M6e82BjML20Dd4n\npkUrGo3S8eILND9wPxNWhFYNASgl97LPeDfNbnGzhs7jpJpt+zrZtl7cu9F5bP6jxJ8oxOV4AaOp\nQ5hu4eQA2rNFVFabWL7kBRCzXA0zBq7YF+LA2ShYUuxqnQBBH4tJV1n57BgHxoLgCbChYQEqs9c1\na0Z2nVrgh2diFzyY+9Y5BIxJEoK4wSi/45xquIK/G7yLiaPLherqFgfqAxoM+ai6PQ/T0hFh2nmF\nBewPLGPqkTCaP8ya8jgVc9nP2AAwGmDveBOJ41Z2r05Q7Bew5/AibMlynvRsYXWxh8mQ2FaHhMHM\neH0htbXgsIlrdUrocERRqbPCKpdG1NaK1ZX9KWF7Eg6aFCwKFANbEx5aw3MkDY0UlWZn2I5PwbND\nGh1emJ+B4oVx7ogMUJdvw9q4EoM5u2LSyGSS8BMnWKM/z594HuSvpp/k06mzrDAns9IFOHMwTWB/\nO60lnfxeXRd/1Ovjis5p6sMLWWtXr1JJr9tCbd44O5v30xSFtA6jFoFVQ+XV/Gn5JEY3HLQKekq+\ninv9MmYttfzbP+cgGMKGPlePYeg/hCvruo1McjvGdB8m/Qmh2hqbIGDDONGLGjshVJvpDIw7YMiB\nGhLT8nkey8hDGPrmYDZE0iFuRavxzC8xdE7CfAo8CZJtdwjTlkhE09m8gb8bvIuB/dm/1F7MvG5j\n5DuJCx5s1Y7st/Kcx1GQv8iDra1IUhMYF6JtusiD7VqdoGheTKB1nvh0/gUPFrNNCNW257vwb9lK\nbS0EpweE6VptNkyf/PQFD3Z0xkZPb/aVYBWNTXg+euclHux7jxzl4MEDWWkbrXZaP/75SzyYZ3yU\nHz74ENFods9wq8nGZzbczI119gsezPng/2H0bFdWugDq7MoLHuwjFQf56OEDlP7sl4SHs3/P8MWH\nmG5dc4kHmy8SVyXz3P79bO27F6Mb1n/ha8J0AR7d+zSzllqK3R8UqgsQjyeYHHOxcYWYmT0Xo2lG\nYpFtOAz92Ez7hGrP+1dDwEZd3igOq+AduuHXPJhVETsao9gwSLXfB7MhpqMNwnTL7WG24rvgwfrm\nsx90LQpZOfQWiBLjxuZXeOaoA5vYjhJsJivXrx2k4g+KuKfs8wTuzyNZJ0Y7YbKwcEDlQ4V7CKx2\nwTNPM+ES8+NLGS3knejlD27ow/TQCTwlYkOz8kI700f2YZk8hi1xFdQJlecZcwXHi5fRFYtRFE8J\n0z2hKFSUqqTUaXTzdkyV1cSD2T0oNR0eSev4rFCagQKzzjWF03TpSzBUN1Cs9uKdufy2oeEQ6Hmg\naKD6YXc6xVpzN/vbiniuxEpoMrubuJII095hoTimURPUSOs6qyxJOo3ZReTJcY2q8XamTBrfzytn\nlRph1pYgaM7+hHNiREXRDxAcDvLTuWIoSDFnNOLVxNwATBaNkpIoR4ttPDCiE4gK3CTmzuMPPuPi\n518QG9ieJ3PFX6PbNsFBGyA2fEo2fY5M/HYUfztExbRmAaQ3/B5ayQ4YLSRtrcTU8b+FaQOkPtCK\nQgMYFRKVuzB/4UvCtDVdR7ulCNXRhNIG6YXPYPzGvwnR1q8GxdgANTb0lddgqHk/mYcfE6ItkYgi\nbkjwvuYOnjnqwGoQO7vOkFRoyn+Kq3+wnXvKPk/fZ7t5gRoh2lGjmcGn09xgf4zwhiL0PY8zaBET\nbqWMFvJP9vOHu/owPXSKuVKxHsxtSZN46WUs3mPkDReDuHciAMaXLGV/Ik1XLMbvC9R119eR+uNP\nk9r3TXTzdsbmZmhZll1bnN1up+X6G+gAZh+8f5EHe+DgC7S0tFBUdPlzgpbU1XPbV77FwZ8/wNSh\nF1/zYGEPA0OrWLViVVbXb7NasSy9lo4TsxQdP0Ra1/F+88vUfv17WelW5lfzZ/mQTBXx7Fg1XfUz\nTFl8mAuzD3CKnI0s6+/FZrXwSvTDvLJTx5RXSHWemJaykZER2vv3Ul5uo+n3Pk9BFt/f6xkeGaH8\npi4yx66BNcJkL3B0wM0L6RVsJPsK/NcTqvhfxF23Ywy0k8dPhOnOGBrpbd0K9kJG7FWU85IwbYCD\ny2pQlp3zYGdqNrKjV1wldDKZZPIqN6qjiZk2GElfS93xF4Ro+yrTKB9cCjU29qxcR81sN66AuAOK\ny0WGQ28BFwbqfrCH1fOF5BVfIVy/psBA4SunGPdUo9U1kF2H9GLMEY06ZQhOwxk2Ch1aZl5IUdQJ\nfYg1JQB2u5X1ym7GlC20lIpp47mYTBTGTVEKolFE1vGFE/DzUQV7+V0oDTUYh8TcoHQdDifBkW+g\nMalxZVJneUUB3Q4njplBILtKnJEFmDFBQZ5CVUinNqAT6fNR6lQRcZvqCSlMm2yYbRkqtAx5mrgB\nyXpK5cS8kxOKU0i5J0DCq4G3ByvQHTAi+lZpMKkUVBn5zn47+oLYE5SP/VkercU+Js+IP1XSt+xG\n/fAH0Lo90G6HpLj+aG3zjbBpC+q8Ec1ThXbgCtSQmH8/RX+0mVhBilhAJ5WyoQXaUAfFtH8ZW0pp\n/UCYkGsUpSAfN5N4X6omekzMabtSW0f13bOoRfnUNM5iH1ug4xtCpHHtnMW5dg5jnk554SzO0iIO\niWnVl0iE4dIUar//BCu8bsxFYgYBL9IPDZL3jQ5emk5y2lmBSeAhoCmYpppOeBleZjk4xGlbwiks\nXTCQAw9msRgxjzbwROxPcDSIn2lUVFBMZtlyalNiT/mtVhvWplZePHLOg3nD2Q/wh3MB0brrb2Co\nsYGnv/y5RR5semYmq3AIoLC4hOvu+QOGtm5loX8Q/ZH7iPT5MG4XE4aqVht5H/koUzt2EpucZEm+\nuPEYZpMFiuuZKq5HWSvGUZsUM+tLa0C8/QfAmedg5arlNKy4haIiAW2eF9EV/Arbim0Yl60Vqguw\nv2+cl7b/KUq3BxSxi0ZiK7eQuuqcB0t7qkgfW4YxIWam5PD7V+J61YPNpKxEnjTh0MUczM+nw7Te\n/poHy2Oc6HgGe1TMFMWkxbrIgxVMzIOg7Gl60yTVa0sueLCF3giu58RoZ4MMh94CKcx0xXeSl8NF\nFs6iWpCLBBZhsdmxZNlv/eswBdPkqsEzNfMixYVLMMazXwF5QTMDAX+GkypMLsCCbQC73UIsJWbY\ncDwFM/M63wFcCqg+HX9YnHELphRQjMwZjEIHL78biYfh7BMe4brVRbAlPs4L3y1AE9zeZGooYcmt\nS9Bu0pjx9RC3xrLNJC+gaRquj28h2WAiPRclOepH6YojIpmsvbWR+uYhMpVO0g4DkeEgvbYgoj6d\n2iVpdpQ8iV47gNFmoCjQw/7CCV4WpJ/vDrOr+FG0tha2qadQi8dJtmic6cmy2syosqbxLO66OFWu\nAHWGMUpqDnNIzGVLJMJI6GZe8W/DnMPnxly8gDk3CC4Of1ejmC3YBFTi/ipK83Jneu+5qogH+l6g\nzC1uxbfdbmfFilU0fO37eOc81BqMnB7uorxczN+w2+2sWLkaVq4mtns3xdGI0M1lFpuNqpoaqmrE\nVMa9mykuKuGO7Z8Qrjs2OsyW+Dije+9mZZvY95dAdIHx9SbqX/VgJMVVUabTaax3X416sQfrTYAA\nm5qqyrD2dR5MfTYBSTEV884ijZte58GmHDqhqFOIvt2lc+PFHqxwnL0WF9FEdkl/IpG41IOVHuYs\nu4VcdzbIcEgiyQGp0WkysRl8HvHr2zMazASAwCCRPuHyAARTgLhuO8lviPqIxvSz8PxE9nOXXs+S\npU52bE8Stu3lKGcZCXmFaa+5s5b8mhnYcIb5nny8yRG8xqCQHWvbikdZaj5GumAKg2pkyhBkPm8B\nUVM09B4v63v2UJM6TrE5xux4mh93aIga6WecnafxxMtcbXyJmkyMWF+UX8yq2eunNdoO/4J1hdVY\n9QKWzo2g9oyzslrnzITYE0mJRCL5TdLatJR/XLIEq0VkLf457HY7NbV1ANRVVwvXB7DZ7dgEbCuT\n/Gbxj46hjl5D5Y1itywDDPh62HFH2QUPZjWLm7+29JZSnK/zYFGjmPamJvsU1ebUIg827oSMoLNz\n07xyiQf70dwNYsQBS1y/xIMdjGwlmmWCYrFYaDt8/yUerE9LkFZzF8q/FWQ4JJHkiEAOgiGJ5Ncx\nm1D54hkQHw3BtsYIuwo76RifpOPkkFDtJQUJ1pWcxW70craknIGeGebnPELCoYJwlA0Dx9BjsxSU\n++gbDfOtw+JmJUXmIHrfAvmrw1h0mDwLE3Pi2jCCszreR8dwdafQ4zqedjjoF1MGP3NwlsbCKZak\njOQnE0z2aIxMin+Zkkgkkt80uQiGJJJfR+v6DWTWb8hJsFfmOM6uwiV0jE9CoFDYRi6AKlfsEg/W\n5Q8g4i3GGVxgw8DwIg82Mr9NgPI5FN2yyIPNDNah5QvsCsmYWNhrxtXdfcGD+ZaK6Q+2+zbSePjh\nRR4sVgymdzYbkuGQRCKR/K7Ql6M8cmONztZ8H/XjCXq7zcS7wsK0TSadHdUeSv0+ioKjqP4qMkOj\nHAqKKV0bexHsZi+lBX7iFjhxWkFkO+lsXOW+o/lMHImSymR4BqfwPaCPdThJvRLDpGc4k7EK633p\nOqkw4E1jL04yMwJ7vEYWdFk1JJFIJBLJ28Wco2qviHearQWvebBK80eFaauKxo7qWUr9FYs8WGdM\nzMiKmU47dv01D9YzvFqI7gWMZk4X3Y13bxexYICxtevF6gP9+jJ+dsyBEoswVSZouCmgWCoZfaQJ\nu+EsMyNwrO1mTFXvcDKEDIckEolE8ia4MzpFPQlSiRT+bisTQ4KGDQFkwDQQ44rak5BSMAR6OHIc\nRD2e+rwmOh5O02zLMKEoPDFnFaJ7MR2aSkcOQqHz+FC5V3GAgtC/MR5X+D/9VpYMaoSTGp0iJ/FK\nJBKJRCLJmphnlqKZcx5M81+Ls1rgkHj9Ug929IQNBK1Hirqr6Hj4OM22DFPOSs42VAkf7hYymwmt\nEj8A/Dy6ycRAbb1wXdVsoXPtLnri25kr8lHUIHgt5GUiwyGJRCKR/FoiUxA5Agd6Nb7bl+BcSiGG\n5VYIHdPJ+KLEHQrdaZ2HnhJ3+tatKfx7yMrSkMYBVT7yXs+kojCpG8D0Hp8SL5FIJBLJbyEGs5PI\nvnMezHfdSkTuD2w0XerBnjtQKEw/ZjLx5NpdFCSThN1uYbq/K6gWC5rFQpFL/FbIy0U6ZYlEIpH8\nWrp1lftnYcCjsJAR23Z0Mqqwpkfh1JSO3wg/jojfIDirqszmqqxHIpFIJBKJJEc4q6s5vOGD2Grr\ncBUIHDYE9KdUBvuNnJpK4zcZuC+VJ1QfwOhwEHaImdMjyT0yHJJIJBLJr8ULPK7lLlzZp1s5609z\nzCDbmiQSiUQikUjOY7Jaca9ekzP9g7ZCeuIJzgpqJZO8u5HhkEQikUjeUUYUhREZDEkkEolEIpH8\nRplVVWatMhiSnEOGQ6/idrupqanJifbCQi4WS5/D5/PlTPv9739/TnSTSYHDbN+AXH2PAGNjYznR\njUQiOdEF0DQxGwfeiHBY3Naqi+nr68uJ7nkMhnfffBWzWXy71XkUJXcbqtLpdM60VTV31UyJRCJn\n2rlE13O0sk4iySEOh4PCQnFzLi7mhhtuyIkuwNNPP50z7W9/+9s50f3Rj36UE93zfOUrX8mZ9vDw\ncE50N2/enBNdgPLy8pxpO53OnOjW14sfvnsxo6OjOdPOlS8YGhrKiS7k9j7yF3/xFznTLioqypl2\nLgkEAjnTztU7Vy7fAV6PHMIgkUgkEolEIpFIJBKJRPIeRoZDEolEIskKo6xWkUgkEolEIvmNo+Ww\nQlvy3kO2lUkkEonksrnDmKIhlmIUhb1GKx6BLWrb9XPluS8p8hxDNKW6Ti067fKzlUgkEonkXcma\noJ+qgV7G8lz0NDSTMop7tU9MTaED1spKYZqSc6TicdRYDIPb/U5fyiXIcEgikUgkl8Wfb0rwiUwG\n25zCyws6/rk0T5P9YOkt5Tr35GVYFdI5Y9HZOKryeUXM4ypf1wnlcMaSaHamkqw16CTyVb4aFjO0\ne7Wm8clkgqoqiNgUPuuxcDb57vlMJBKJRCJ5r7O9YJTft05jUxVeXggSDS8wWJB92GBJxWk4fYTG\nV57njEXHv/o2QmvXCrhiiMdiWG3vnuHXnuPHqQkGsdZUE2hsFqKZ9Pup+Y8vUlUFyfo1dO64Bd1i\nFaItAhkOSSQSye84iq6jCw5Edr9f5X3XGamMZzCeNLBzQGM0qfN0KHvt23Zn2FmsYRh3UByNUKhp\nMJG97t9UpdmUSWP2KDymGPh+Rswj8P1aiqvVNCG7yi+jZnoR81l/Mi/F3ZVpGlDwVWq0ZXT+ZH/2\nQwk/5k6ycQ1UVAJ14JhI88GfyG1xEolEIpGIJh6PY7WKfflvaAly09XzVMa54MEm5xIMCtAuSx5h\nU+teDM5zHuzUiQc5ISAcsvV3U/3QV3FWbOTsho2ora0CrhZC3d0UtR8lVV5OZut2DILCJ9tgP3cN\n/OKcBzNBr/3DdFZckbVu5YG9bNx13oOdwjEPR0puz/6CBSHDIYlEIvkdZpklw86FJBO6yqMWizDd\nJdfWEl+hMuP0kzZniOf5GJgGsgyHrr/dRt3HK0joE6SGC7Abk9QVafDD7HTvXJfho5tV3LoZQ59O\n8Vya6bMqTyWya6v6kDPNH69I0VwLqg47p+PsOCDGmKzbmaF4tR2lQqMgZaUhqVHSlWLOl134VLMb\n3BscZNaZmE/nk+dPcWs0xKMP5m6zoUQikUgk7zV8k5Okvvpl0tfvpnrnTmG6JZtV4iuWLvJgI8ec\nkOVjPG2cpuimCRK6c5EHO5Hl9cbGu9li+BbuD5sx9B2neBQOlpWiF2a38SwzMc6mzq/S3AKqbmDq\nlRmObL0ny6s9R7l6guKPvubBShgmNd6GyZxd0FfeemqRB7P6Z7ENBYiFC4Rcd7bIcEgikQjHalNA\nh0RCR84qfudYvRb+virN0sPws4QCYTG6Bdcuw7N0I4ebFGaiYxSvGCSQmufnE4astRNrruJwdQ2j\nhFAcClckjjDWNQekstJd/XdV+BoVFgLFlAUmyD/hxZ1SoDO76229XqN4u4uFpmKMhHH4EvxFY5yv\n/zD7WT7pVU56r68n4SwjnmciGU6zqvssz3/Xd9maFfk60atdnFrXwHxJPYG8fCzxOQyn+oDxrK9Z\nIpFIJO8s0WgUVQWb1Y60YO8ciaSf9RP/ydIK2FdUQEKQbqrWhmfpmks82Mkjzqy1hwuipKu3voEH\nyw5lw2P4GqsueDDriePYLLcQzVI35X+B4jtf82AmXy8lSR9zoexCJ4Bo4yC91zcv8mDWl5JkPJcf\nDqWT8Tf0YAveEEYZDkkkkrdDnhEW3gULCUrqzOQ11RCIlaD7IihqGiJBEuPT6Fp2RxpVSy1YLFb8\nAZWEYiYRT5HxzAu68kux2BUS0d+MtWpwwVBQrObqa1ysqfAStWl0HTAKC4f8FVvpSOxgKhVjQumk\nNJrhzPEQEMhae6T8ZrR5J84GqMoMginCUGk7cPnfc/kqJz1NN9NbWklhWZDVmVOUOnvwHprN+nqV\nHdV03NTIjLqUkGqiVPMze2Y/kL2ZOuaqJa9kG9N6C36lkDzDBMNKErj8cGg6pPBcsIK8kq3MWtrw\nLJRiT3oYc50AfpT1NUskEsnvIol4HIvg1qBcMDo+wref+R6BWAkRX4TNTTVsWX8F9TV12O32rLT7\nBruZnB4nnVRwFbipKKtgSVWVoCu/lGQygdksruL51+H3zuEuLhGqORb+PnduU4naNNJ1jcJ0/UVr\n6UhsXeTBBrrEfE4HHWupeZ0Hi7baYfTyNYPReYbfwINpQ/Zsz/1gs42Oa9cv8mDJZ33YyT4c6izZ\nQHdJ2yIPVp0KZqVsNFs5oV9DoqR2kQcrsnhYmvUVi0GGQ2+RZCqOcvAQgcpqSpaK/foy0z1Ulp+C\neANjygosVjEtCWoyiasszKS7HG0wjvNdtpVm+sxpwjo0r1olXLs4HKSgf5DxZS0ksnxYvp47DHGe\n10x49eyrKM5ztUtnR1ynxwkdKAwHxM2Pub5ZZW2lRjAMj3fDVJYxfkwzkzFX4C/ZhG7QYegABoML\nvWUJxpgfS2CIiP/tPw0amqxYVjfjSdawEK8iHcygeMdRHV6MYQ/p+Sm0TPZtMSpQVG/GUlaC11yP\nJa6THPdQnhyktkQj6tc5PSvm81fNKqbyEloiM9w6r/F1o8p8WpB2dTGVVxYyW6bwaF+IZ2fEtQzF\nB5oYPN6IN5jAVxREf6ad4fuzD4YABrtXMz5dQcFknHJnHkOhOV7879kFgIHqFTw2egv6WCl51TF6\nXEtZU/I4z7z0TNbX+5J+BenYTUz621DsZkqNPSxoHkSEQ/v6KkgEdhGZaCScsuKIeQiffSnriUYv\nD5eiz2zBl2gl1ulCtSukXhlH3B1LIhFLOpPA1XGC2dJynHV1QrUXhs/gzjuKSW/B77gCqyBPoCaT\nFJSFmSisQBuM4eTd5cEmTp4kDLSsWSNcuzwaomhwhOHmZqKCPO95KkaHGSspxWR3CNMMTk6Q+foX\n6V+zAfva9TQsXSZMu+voASwzneRVr8DVtg6rLbvfnw4ELvJgL548wP4zz7FlZRUVhU4aa6pYuWLl\n29Z9+eVnOZEaxJOsIRivIj2RQdnXzpVLTtJSX05zQz2FhYVZXTtAIpFg1jfNoHeIrridBouT1sIi\n8q0qBi2Kw1GIyenK+u8ARGNRBoeHmR3oo+r+n6F99RsUCQqIJj0zVG4uY7ZMoT16DRmDuK1Uvr56\nwhd5MMvek5hOiPl39EYebOtoTVaaCwb1DT1YSW/219xrWc0TsRWLPNh15inskayl8fpaOfA6D3bn\n9B7IMiNOJdp4ambtIg92+9iToHizv2gByHDoLZJJD/B7qWd4fOAK4gLDoYX5ecwfKOeb0b9iU+Nh\nyn7yIFivF6L9AcNZwn+/lgd6/wlPqY271n2XK+57iZMBMSn/VMLPkYNRdl9VjN0uNtmfmJmgfuw/\n2X9fmOKvfl14mt+mDVM+O4ul2EmXXWzYZzWluZoMj8bFGZNISsFu0lk1D5VGnSccCkMCbnwAcz7w\nBmAsCnV54HAo9M9lUS0TjBDun8ZkO4rLUEdbdQct9hKmZyO8nFFQnQVkHBCfeHsvz5pNJZCyEXK2\nkE7UgNdEoRJmXck+UkVp8is1LGlwG+HELPjiMHgZeUXDKju+0jX4Ii2kB22UW8ZoKzpCVSRF8zwE\nFMCtctqf3Su6Ic+MseF6NgT6uCo2xZyCsGAIQF+9iVOl9Tz/5AGmwtIAAAAgAElEQVTav5dtt/hi\n1G6dTDxEoDZA2H8C44GDwrT1X6RIuBbwLHMTXmFk4ImOrDUjAzqBB5tgKsbM8nz8WzMcPV4s4Grh\naJebaGoLqQ4raDB8zWaMfQ8J0R5/yUPMZUM/a0WfSBGtKMV2Mvtxk+M/O0XKFiY9lw+nU2BUMCfk\ntjLJby9W6wT3WA7y6FQLEwLDoYDXy8K1Fu6NfoNNjYdZ8sAzWO23CtH+oLGbyD9cwc97/weeMht3\nrfsOa+/dxwm/GA/W/KGtnO1tw3Dml6jq5VcTvhHjU+NUDHye/feFKf3O9ygsKRWqv1Ido9zrxVzs\n4ESFuIoKgMzQK7jmq4iu3SxMMw04TFB3uJ1YGhZKSshzZx+EABSWL+HMvd9gLPoS7qu207bpalpX\nXP6haFlxKX965bV84aF9iz3Y8FmePa2g6ibu/NCdbNl09dvSrVpSw4u9U5d4MFfkYcZOpwl0aJSW\nbSTfAKZlV1JQUkb+ZXxGvUMnaE9oBCNrSI/Z8FrG8E3fjzWSpDlyzoPNbf8IJTX1b1v7Yua8Xv7+\ne3vOebC5HuYUaBX4rjGjmhgt3c3QoUlWGsQGrPZRCD52zoO5YmdwzoqroH+9B7s+UZZ1WqAHYfp1\nHqx2YQciPm2Lr44Dzyz2YDckngUBDZX16UrufXCxBytckf0xmnPOSN0z0N//mgdzbLOAmFtK1ry7\njjHeQSYcRrR/yCe8VWyQ4C6BRyY/wP5dftonN7C0SczpO4ChrpOX9RuY+hykH52nqGkZ21uPYPCJ\nMREdp13scW5nIn1GiN7FzPuTmJtW06BBeGZauP5IWRW1t4GhUvw6xVmXiaVFGprATu/OlMJzZpUh\nN4TNsG0ZqEYxL3OnAhpTGpRmoG4OnJrCuubLfxKEgzrJ/gEMc6dwpx9mlZrmKscU1xYG+cdMkKvC\nQYosSUzOt/c3pobjxAemMIyeQp09ihI9y9rqh9m9JsnymEZtPzR6wJaGtflQkwer3mb7rsOqEy9b\nQqp4Gal4K0WqztaVz3LlXIobfdAwC/lTUBnL7rs1mRUs9VeykhAfjvVQEIY+TdztOK0vIZa3iyf/\npY/2/xAbDKX0T5GZUVCOPYH58c9hPHCvMO109TdhZAl09MLBbpJf+ldS7dnfXzJX/hmcqYBneuA5\nG/5DJnxfuE/AFUO8M0GyvQD9x/PoD3mJnykk84qIfSGgd/dhuP8F9D06HDwBHQb0wiuzF44lMD7w\nAOyPwIkT0Kmh6w3Z60okOWLWnYf2D/nMbxb7O3W5F3uwhjpxJ7fG+q7XebAWrmk7hlGQB/MEdmPd\nchd//tkbhOhdjG8+fsGDhaanhOuPlNdQexuoleLbtGLL19NgmCASEXSCBjiKium/5maG3DDb1Y63\n/Wni8bgQbVdJKa2f+idKM2B68SUe+69/5/k9j1y2ns1mZ2VLK/96901sqB57Qw/28BM/xut9e7/1\n8rJaNtmX/FoPVnziKJmxo/if+hrPfOszjPR2v62/4Zmd4Wxy7k09mHkhux55r3eOf/zuA4s82Mav\nfCMrzYvp7Rvm/tkmih63slIXGwz5A9uZ7tdx/f/snXl8XGd5tq9zZt+0jPZdluRF3h3bceIljpM4\nsZ2QnWwUCGuBAi2lLXx8tJT2K2tpWUOhEAhtQkIIcUz2xE68xPtu2ZItydp3jTQz0uxnzvn+cOxY\ntgFb5x2yvdfv5z99z6uZM3Puc7/P+zxNzzD3+I8pGtgvTPvAsfozHmxuezOfHNlHjtX85v9Rbf4E\nD7asOYdpETFFBQVJ33kezBUT04PDicL9/S0TPFhMM98XyOlwcIXWNcGDRWJiiyDMIMOhi2SPJ5+v\nptbSFhYb62lpN/XpZ7j2FRefrHmExDPbhGm/GFxL9wuN4OsBVxy17yQDTVESgiYWXTsLvnXtaxRu\n7xSidzYlBbl0DkcJWcDu9QnV1tIavx9byXfdK3hhXExp6tlsSXjYkPcRlFJx57C1lMHmIDRk56NM\nUThhuxx7WYUQbUOHF4IK+zSoc8NlYR1bv8aHrzI32jrWF6T12BhH2uFIE+gj4Asa3JxMMn8wyid9\naXILLj4gSo7rBBu60Q5sQx3ZjWrbyqGTxbR3quTZoN4Fxhj098JgH6h9kKPDVZfwlVUdKjZixFM2\nUNMUl+/A2p6mMm1wNA5bFHjNDq0pc8Fc9vwpRNwFzMrfis8FL3pVNgoaf67PWYL29z/C2hdG3fq8\nEE0AyiuI3/gDUnP+FnLXYbMFUA1xwZPtCz/BWHM71ORBwfVYQvtQQkdN6/rvugLXe5ehzE/Doquh\nOg+1ZY/5Bb+Oku9FnemAa8pRrp6Kpc7AdutycfpuBWa6oX4pLHCive9eMbrDm1EKRqFuEczKRbv9\nGoxbPiREWyIRzQFfMV9NraUxIO5oBoDBRA8W+/3LwrSfH72Brgx6sNHNj3J76Tfw/OS/heidTWmR\n/4wHc3izhGprevqMB3tuTOznCdDjzmVD3kcYS6eFaTqdTqYuXcHA3KUoUxT2jVpoOH5ciLbb7Sav\npo5pf/ulMx7syBOP0nt4qynd6soq7rzt/Qx7rrqgBxtY/zgNDYcvWs/ldLF6+bV8ee3VvH+h96I8\n2M5f/IDeSwiIcnJzL8qDOcrNHXN68pVnJniw7G9+E0eBmIfzjfsb+FnRrXy0xMf0PHHPL5rTRVPV\nxzme9WnIXUdF2ThOh7iKwS3O6fwuZ9UZD7ZswSA52ebD21FHgpeXz5ngwWbZxAXOUYzzPNhwrriN\nf0+WY4IHO1goptWJ0xZj/ozxMx7soYLZjLrEVLSbRR4ru0huio3RtrGfiryZgpWdLBiJ857BfyT+\n/X6a67+CqMNIobE8/Fs6uS/rEcbUOCM/HuGJ4N1YvXYh+m63inusCNbcLkTvbAryc+kfWoflC+so\nqjZXOnouVouVamcLx9XplGS1C9UGiI+lGKgYxNkzKGwyAYCuw77RJA3pStJlZfiSA8RNNIg7GyNt\ncBz4SQyqi2FmDsQTZrvEQTptsG1QocmnMF+DqxIGfQY41RQfq4MPx3TWaNA/epHrBLRIHCItAAzb\n7TwcV1mQVKmwagQdMBIFqw0KHZCMQvISquHHQgax3X3g24AlptJnDDN3WpIGIGGBWC4MRFSak5MP\ncpwWyMqxkPTFGGhX+MyAhaiYDUiqrqvAc/8yBuptDD32iBhRwFHmxvr5T2HJWkX0SAHpKSNw2Guq\nQeHZzPunNYzfVsHAiRhhdw6aJQlbAmD+RBlXXp9Le90h+j5Rz/ieLLS5YZRfHUXUY0PVtCDpG5oJ\nTC/GXRDFXhalJk9j+3+J0VcvU3BdGYNRD+6ZCfw1oLTNpvtRk2PWAOvKIGRNw1acwDsvRv7182l7\nSsCiJRLBrAp003uig2LvIqG6qsXNdRSTdfSbRH7cw9AVP0DUllEonEfuq+3c4/1fxtQEgQcCPD76\nXiyCPJiaPsLjXzkCmJ9QdC6FBXn0FN+G659uo6RGbLWWVbVQ7jpOozKdAl+ziNMfE3A5PAxUDDI/\nIfYRx+l0smLdLWzbWcSeiEqNwG4KbrebGXPnEv/+gzjaWsg+8BopATcpt9vN6ns/SNvJZRx67TWm\nH998xoPdFdhM+rdbedH3NSqrqi9KzwD8uX6W5PpZctl8YrEYnZ3tNI3toVPdeUEPFuzuoHR6/UXp\n2+0Obqq/heDYGNHag6jUQOc+GgClbiZpC8y68irsWZP/lsaiUdrHT7Jq3pXMLv8/KO+rI99kn6fT\nbG/ZzuAd9ZTV2yh87ASmm9O8juGAjntvJZ11NZbTHqzHc+q8owAOZ3XSde0V5J7twRgTot3iO8SM\nuqkTPBjHuoStPeDsovbqiR4s0NhJxcliIfoD7jFcH3vDg7XVRFm8MYE3JKCiavYQtqVTzniwvYaD\n1eL2JyaNDIcukixtCvMKxYYUp0knnHRwHSxDWDB0NnYjQl4ajLFsUm+jjqPF9eIbUZ8mO54kO94D\nirnqmAuhpxWCz7wqXBfAGBsnPjaOc6yHkbC4BsOnGUjDQA/s6hGnqWkG/aPwPHBAVZiXbWCzQJUF\nDFXnpgT8bJLaRjJJYABeBordCtV5BlYrzM+G4RFoj8G+S9yg0EIpCPUDp2ZvPbZTRVVPhXPEJrnQ\ns4inIdHVR7ixGYF1PVSWGNywQmfuskP86pk2Al3mw4PTXHFfNb7lIxz3DtJX7GaoJoja0i1EW1EM\nlixUGC1tpNlhZ2hxLlpjjED3EJqAcOg9RXtocZbQUjPIcGkpWVobJ7OO02ReGoBl/kPkeh9mZMVU\nHHadKRzDm/sq2wXp183ooWj5FuLuUoo9/VRoxxiqGsbsu6/Onk7lNYN4iw7jcRvk5I4wI3WY5xe6\naNsn4EKXSARiCZZSYSklI13T0y7CWTfDTQgLhs7mtAfTw9nobyMPVjZbfCPq03jHo3jHT5KJD9Rm\ns3GlbgPx9g6nw8F1K1eyPBHH6RB/JM7pdlM7ay61s8T5X7fbzazZc5k1ey6dN6wl+OJzxA9vPuPB\n6jwekpPUdrlcTJ9ez/Tp9fR2r8I70EvOyChZhzaQKlmC77LLqaq/uGDoNA67g6I8B2dGQlX+A4nF\nCRwOh5BnJJfbzedv/yz+bLFVGoMDPVTUHObGZUmefmmYXN9UYdpF11ioOseD8es+IQFLMBikcOEA\nl53jwZT9YfOTxICrcl6i1Oma4MEcbaMwJmZse1VWP7ec48HKc0YJISYc0kq7WXqOB3M4RyBUbUo3\nmIhfwIPtJaq5cFvf3JH2MhySSN6GxDMQDP05GNANWuJgaPB3rfCiQ6Fd0Kj4/qhB/+uT1raJ7c15\nKhgSSE+joJnyZ7Hck+LWdBs9zw1z4AsC7uivM2d2mhuXQCivl3zvNhrifbj7+hlO7EfE2/KBOxXW\nFh9nKKVTUdBPs1FFMquTHe07CJvUri81yN2VZk31s4TcJ9AcOoHBKA/sExecjb3Szl3znyQn7COd\n48TbOcTO5wcQ9dAzP7iRWco49uxsilMBSsIdHLL086RJXf3YcVYYz+AsnUWNOkiBNUDO0Ekss+P8\nUEAoJ5FIJO9UMhEM/TmorK6m6C8+CHyQx0620KXATEFNmEvLKygtf73dweo1QjRP4xB0FPM0ooMh\nALW9iVv9pzzYzNa/AkHP91m+ca5f7DzPg7mUdiH6Xlsbqy7gwfIMK2ZjAj0Zu6AHi0XvErJ2ALXF\nweriiR6s7dA1hAQlHFWhoxQqbRM8WE+qlm6qTek6DS7owbpdswmnZDgkkUjeRZx8vSjhp6MgvJ78\nXUxOs8Gh3xg8k4yRiohrJ3fHdI2ViaMMRxI0JsOUsoun93QyeFJMo/g5qTTenWGmrtxGnm2E+T6V\nja8FCO8xX752rAdCz/YxNWmjomyI0RwffQeGaNgubkv5+B6IfK+bacvA0CxEj6Z44iVxDw7B/QEW\nTttGboEPj5YkO9XJsZcUwOTRFB3yX9vBPRW70MdclOpB4q1xDp5MIa2BRCKRvDNxuE8doXLMnovo\nRhnvZnzjBsdfnU946Rpyc8T10lpd0sPKRHyCB9t4YJjYuJjGFVVjofM8WFNTNVZtumntRPp8D6YP\nryGhiusJ5PVWn+fBOuvrsAr6CHIjU1i484kJHmzgQA1UmdN1Op3UNURYU/HgBA82PDSL8JubDUkH\nKJFIJO8EfoodrUn8OPKKzjSJLXam2BoxUhHarQkGXxQ3VTGyxaA8NIAatlJd1EJvKsyh/9FAQINu\nRVF4fK8NdShFhTXFS8T49zYx/T5O0xxU+NUmOwNbU1gsGs+F7WxVxIVzrfvSdOt9FOf04/QZNB8x\nWN8sJnwa3jMI3iTFioqzRSXar9F4QOwOrUQikUgk73SMZcsZdzqFT3oq7xglsSV7ggdL7ikExNyr\ntaFsytdP9GB6xxIh7ZJcLhdDV3+J/b/+GhXWFAfmX4fjqiXmhc/C4nAxsOhf2PnaHlLD/QRWXIsz\nN+9P/8eLRMXP4DNFFCuHzniwtpVThIyQcY5NgaefneDBwjPf/KbUMhySSCSSdwCaIj4YAgjtVbAO\nhxkaMwi7T/LQZif9beLsz6PDKjknNcr70mhFAzzZZ+PgCXF/y0uqhYZOlb4MvT8AL6ZUXky9btQE\nv0xHWOFn25y0WJO4kgZ7NTvbLWLe/8e3qlQft1Gfk6JY03n+hMrvrXKIqUQikUgkl4LTmZmjhuHG\n7Ake7Kmj80nHxW3iNOUVoe1Pn/FgzXM+hd0vrnTFXVFB4JP/wZjLJSjOugD+PILXnzrKKPpTsNid\n9Ey/md5dBSgnhogvXY41W0xZUgg/B0/ej2/3LynWdHaWrkYTpG0GGQ5JJBKJ5A/yi5SVtv4U+S8o\nbBy3sSchNjxoVFV+0WEjhgHHFY4b4kOcTAZDfw4OphUOpl+3VQL7t+oofHPQijJgwWcYhGUwJJFI\nJBLJW4bf5BZzsj9EwSvZ7PRWMOASG3/klpYyeveXaR4ZIdfvR8lAyGV3iTtG9magO52wchUgNjhx\nOp0MVE+lo/gf2ReLkZ375gdDIMMhiUQikfwRjlhtNEetxGOZC1gOogCKbEH1JmEoCuG3eYAmkUgk\nEsk7jUhuLq/6FqFYM/fIrjud+EtLM6Yv+eM4nc6MVZ5NBrlNKJFIJJI/SlwGBxKJRCKRSCR/djIZ\nDEkk5yKvttfx+XwUFxdnRHtsbCwjugDr1q3LmPb+/fszolua4XTaMDJXfmDN0A+0Ih++J+DKcAlq\nOp3OqH4myNS1B5BIiJl6cSEyeW3bbOKmjp1LJq+RTP5GZVJbIskUoVCI3t7ejGh3dHRkRBfgzjvv\nzJj27NmzM6L74IMPZkT3NAcOHMiY9vj4eEZ0czN4nKO8vDxj2uFwOCO6X/jCFzKie5pvfetbGdPO\n1DXy1a9+NSO6AH/913+dMe28PHHNmc8lk9Uuuq5nTNtiEXg+/xwikUhGdDVNy4juhZCVQxKJRCKR\nSCQSiUQikUgk72JkOCSRSCQSiUQikUgkEolE8i5GhkMSiUQiMYWKwRwMVmSwDFgikUgkEolEMpFE\nPI4aj5Ps63uzlyJ5ByB7DkkkEsm7gOlOnZyERnZcZ8RiYa9VTL+e99eludObxtYJgyNQq6v8UpW3\nFlG4DYMyw6BZFbuXszqd4mYjjZKv8G8hO32G7HsmkUgkEkkmyJQHc/S2sqzh12c8WNOam9HnzhWi\nLTkVvKVjMdyC+5IFDx9m3rMbsM+fTeOqNVgdb51pZdLBSyQSyTuc+oo095REWR4BTws8NJoWYkw+\n8mGVj1dDccgg1WxQdQh6gzpzQgZHMBc23F6c5rqETnLUYKNh4fdK5hoIiqDMMOgR3Hz7CkPnSjXB\nAidYrQpfiDroSpt/jdlKmr+clmZ+KVCsUNunsXZb5pp7SyQSiUTybiVTHiytbeOmadspLlLf8GA7\nNjBUWYktJ8eU9tiJRmo7Owj39NN/+RJy6utNrzeTpGIxbIKH2aRHR4l97+sscIJ72mUcWncrVgFN\nuMf6+1jTuoH5q4DiY9S0KLww6xbzCxaEDIckEonkLUSWYRAWGDJkFal88KMqK+IeykMRxjWFghRg\n8gTYovcWsvheP5FYEj3URdSbRW5eP8tfUXh4zJz+Z+4z+EAR5I1BfBu4hzRODsJRkxMmrtTT5Ok6\nRywWOhQxlTiX6Tq36XGKi6DDsPL/RuxCdAHuqUpy53TQii2kUfm/qRSfeNS8/txqnanXWbAu8KLk\ngE+xsE6N8uwWAYuWSCQSieRtSjwWwykwZMiUBwsonSxeO0IkVnOeB3vG5cTM3FJtZBdrHP9LXrFO\nvMVg22930XH/lyioqDC15mQggDE+jqWwEKug9zgWCJD48j9QXAT6uo+SvPxKIboAJTte4OPXnfZg\nR4iPF9DqvNa0rnd8aIIHcyk9uPaFiOnZAlZtHhkOSSQSyVuAIh+staXwDxg8bbVxQkRA5Hez5O9m\nk3vFCPbBAeIBg/5wlO2jDhg0J+259Xp6KiOQSJCO2cm3h2mLFtFR28/R9smvfdl9hSz8ay+JwiT6\n9hDuyjgrt4/T9YrB0cTk1/uPNVFu96QJawqjPQp/H3bRLKDt3pfqEiyYAcosN4ZNo7InxccfElOF\nM+1Og+QMJ+OVBQQcWTg74/Co+XHflkVW2tYVoZRUYFQDAyFyrzdgS6tpbYlEIpFI3m4k4jFaf/Mw\n1s3bKf7Wt8kSMQI+gx6sZa6V0sr6C3oww8QRpZDSS9WNu0gUVk3wYK/09RI3EQ4Zrz7Ntc1PENYU\not6lNN35PiwCAqL6V9Yz8+bTHuxXNAShM0dMQFS1bP8ED6b2x+CEeV21CtquKZvgwaLDwyhtMhyS\nSCSXQLkNijDYlxJ7dEVVQDezxSAxTdFUO/fMjHFfj0GDAj8MiNG13nEzsSsrCFcepCc/wt6XXRwK\ndPPyoLnwQrnnfppqbwJjmEr3AGHVQXllF1Pte9my09xtRbvmBl4orqJXbWb6VV2UebtxWgZxjEdg\n2+Q0F1drrP6cE2NqDiUjcaoOj3Pv7zT+5YS5KpyFRTr+u62MLy5isLIINR0juyMMD42Y0j3NwIwC\nhhfPJeTPo4cifEXdzLhdoel3PaZ0j4c97C+uJ1g8h9B4AXEHtNl2ADIckkgkkgthJJOoyQSG1ydU\nNxqN4na7hWpKLo3RcID+177I+5JpGoohLOjzyJQHO6ypNNXeekEP1pP6iCntPf5xmorvO8+D+cJZ\nxCepOdrfwapVz2N8vIySkTj2w3sZ7ruS0ZpZptYaCwbwLN3D+OLyMx7M6G+FTjHh0IU8WKxrDFfM\n3G/AiO47z4NZbD2UClm1eWQ4dJHEolFi0Sj+/PyMvUY8HsPpFHteEiAejWIArgzcfHRLAvvYCDE1\nF5uAc5jnEhoZIdvvF65rTafwjgSJOOykssQmtddbxikPpnnC4yKkijliUuAyWJHW8QL1wH67yrGk\n+ZDolpkK/3yVQesx2HQCmoPw0mR//S+Aq8iFlluJJR4mFYmSHgoJ03Z4wFpeRFz1YwQG0AfFPJBf\n8LXsMM2lcySUmQGPV6wp4EOzOonuVfhRq4WkyX49AClbEenc5ZywlPDCiIsDXW76D+xl03Pmr8mk\nsoKBhipSZaUMV7YTU3XG0jE2bivk51snvx1meLJo8n2Qwe44zbnzmO1q4rL6XdSom9n28OTfkxkf\nqeHFay4nZKukYnoPU2cfxplqhO9MWhKAkAWOXzuT/qoFNDvmEsONL6uX6bc/yvHfdZsTB54K1aCq\nK+mNzWEs4YLRAVo72k3rNraoRAKriHsuZ6y/kOigQcJwAc+b1pZIMkE6lSKVTOD0eDP2GvF4HGcG\nfEzsdQ+WiQBAU+JYQgFS9jzsGVh7OhrB4vYI1y2y6dSMJwnYVE4I8kmnud2nUR6C31hV+nUx9+zo\n+BjG7x7BCxhltQSnTye33NwRG4BUcIg5ez9Jb+hq2ovnkjWtHldBgfkFv05gNMDOAwfx+3xMq60j\nT6CftrtALc0nrubCyCAExPm7c4nFYowHhikQ8J5fiJ1dD/DVtRDdq9B3wz+RL6CiJZMe7GRw5gU9\n2L7DV2Oxl0xaNxaPs9V+O/4LeLChQ4WT1lXqAry45K4JHiz9anjSeqfRlAt7sPq+EN6U+We7XcZ1\nDKr1EzzY6nA7LpPF4R57GU8E5kzwYMv0A5SKKEsSgAyHLhLrpz9J9V3LabvidvJyBJQankVrNMav\nB8r58LUbyX3gMK41HxCmbUSGeGFkiEMDdSzMWs+N024VoptMxmmuz6PHu5bldYeY8chP6OQ9QrRP\n42l6gYKfPsWRNTdTfP0aodpXBNqxHGglWFLIobmXCdPNdqSpM1KU6bDcleSZhBjTM61MwREBRx/Y\nDbjaqxOMq/RGTYYIqp1dnVZ2d0ewjMNCBxTa4JUE9CbNr9tRkE+FJxuX0k0i4SJemENnKIKeSJnX\nnlLIcO4qinsGmeNuZMQVp1u3MZoQ17hYzfZSV1jMzMFG6uIGM7IsPB4W2xjZc80C5t2XRVNvhB8d\nD7N/VMw4+LRlLYmWGXTt10jEbFi3dBHYYK7i5DTGpgKSIxaG5zrR6/LQCry0n1DZ+x1zddL6or9j\ncH0lgw4DxxKd6EwvMW+AQ/t28/yxsUnr7s1eyvMD9xPuy8JfFGeRfwuK9kNg2NR6x11WngvW01Bw\nL71byxizuCgrHyU4/DxgPhx6dZuVaM0qxk+UYfSDoVTgCPtNR4djreMc/l0USotJtXhREimsjft4\na7f8lrybuf7J3+K7oZJfpy/DZRG7idaR0ngyWMuHr92I+wf70FfeLUw7PTbIhv5uDg3UsTjncW6b\n/V4huolEnIYqJ22ua1led4iZjz7IiPMuIdqnWe1qovD5JrbUTaerTmwz2nuyojiGUoygcsIhLhwq\n8hnU2QzKDFiZrfPYqJhwyJIIYsk75cGMk61UOGA4JwengCqiXZ0edje9imXwVfIskHf/ZylZuAin\ngDBx98F9HGk+iSt8lK3rXZRNm8mam95DnoAjU7YqP0O5V5/yYK5GRmwJenEQSol7tAyMjvDoww+f\n8WDjH/4s3hlir8WdLUeYd18dTb0Rjpa8n7KyKiG6mfRgDc/kQM9ED6b1FjEtUmRKtz1UfkEPFu7L\nxeud/DXT6a3kqYGlEzzYyqwYdpP5kMPjvqAHm20cNCd8moFanm6Z6MFuzh4FzD0g2RU7vk0WDrvf\n8GD5ed2QJWbZZpHh0EWgJ6Is+74XreoEP3pqO+9fLi4ESUW7+Z32Hvp/E8L68VVcVf4zXhq5iRxB\n6b4Sf4o9hV/jxC/GuOIrCxkfHsKbZ35XYkr1QTZP+Tq7b00z9I338k/XPULq5Tg2QaP4ugIhVt/R\nTdG8Ao60iNtFOU3u9D4WueC5tKDzO69jtyrYC2DECgN+VcTzIQA7T0JFvZWKaJqgbmDYIN8PvS3m\ndJ9qSLAlVYpvbAhvKsKMpIFqh1k1cJ0TfmXy9zXcOsiigmi9r74AACAASURBVB6uGtUZjUU4nAt5\n1TA0otA5ZO4s27i9BFcgydrUs9SOGViTMEKKXzsUBhLmDaE1xwkli1kXfAFHAOIWGDHEVg6lHbPw\n3n07z2zaznd+rhM5KSYY0vUa0kE7yo4G0sePMNK2HkvU/LWeLroHY/Qj0D0KoVbSA0UEwmEig3tI\nPfmsOe0PfQXN+Bj8LgbJXSSa6jn2viKGkjaG/tlc6NRWcAtDj86B9XsZXV4Ln1nJ6Kv/ZUoToL9V\n56WGKYROTEf72ShoGh0frsXpr0ehwbT+6NOHSert6I0l0HIMpi9Ead5uWhdAfeoVktaroSeKYanA\nYjwmRFciEY3LSL3uweK0/u8YsxEXDhmJXp613X3Gg62s+hnrR68nW9DYYm3sCfYU/uvrHmw+4eFB\nsvInvwN/mqLCXTxd+c9nPNicax4huSsurHooaHVR/wkPRdcV8NwrfhgXInuGgsU2FhWleC6twHFx\nunabgr30lAfrz1FgVIyu4isi7n/Dg2mjrSTi002HQ7acAhpnfoKX9/zkDQ/28+/jbr2aW267GyPb\nnP+9+ooVjG7+zRseTNvCVqfG1atvI8dvLiAau6AHS/CYXWEoZX6rYWR0hK89toVPjx8748Fchea/\nO2dz9NhJnptVzOKdQZzJGygrE/PslSkP1tppobdrHXT3nfFgRckoc2wBalRzwVCjlsv3+66FZyZ6\nsFp3Cd5otSnt/dYFnDzHg60I7zOlCWC3ukj3LaHpHA8WLWrEZTLAAciN2bni+WFeeOUND+a8T8DO\nObBIizK8YZiG/ScxLBWUfD4qRFcEmTkj8Q5Ddbj5mfcz/HvZ/ezJqyAaiwnTNvQIVywbwfGPiynL\n7ybA5cKCIQBnTz4PTf0Fv/z9Pm4beoBwWMwdvqbnNf5ixm7c/6eESEGYo70VwoIhgP4CB/+ifJK1\nx+/B7pkiTBcgnIJHRz7CA3ULWa/cIFR7IO3g97bb2V11OdsTM4Xppq1WNmbdzBPFN3Og0E5jVT3H\nwsVCtMO9vYSsToZyq9nnt9KkKyxzwzoB8noswfiQQdqiMNWAmcNQEoT5ueabHKl9PajKCH6vQTAC\n4xHQEwZ1KTEBi61uNtfqbVTEQTWgzWVho4CjfACG10tqxXtJ/9VX6Pveq+z7v88ROWluC8VQFJJz\n7mCs7kEilkexEMfT9ze4j/7ctCmxzanB9q8Pod/wDfSqWaAWoYwpqMe+juUn7yX15G9M6U//tzso\n+ZsbsOTYIEuBVD3gQd/xPEOf/7YpbYDCYh3FZwN7NWl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SyduREi3JlSPDxIeH3+ylSCR/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w3i/NUXCPdeeWbT1TgwbCA73EKkaBsd3ZVMtIuYTp5S7Ye191iakR2NJAqXkziSQL/XjxrP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\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IAqosoUoSWlDGsm7n0Pn38rnHh9jYmiKshciPrqGTlNEDAnZLgfUJpIyNlbGRExb2wmmc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C+vwtuiAVHfIaJVCCcEIikIUhp2JEyghyinijQrYaqrcapLMapunIobR3ElVFfED2uoJZ+oU6Fu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\nmHk1Pm0/uQPDMM8XEm929b2NPDW9ivReD4o9gSf+C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img1 = mpimg.imread('dipy_odi.png')\n", "img2 = mpimg.imread('dipy_beta.png')\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[20, 70])\n", "axs[0].set_title('MIX - FODs with ODI background', fontsize=20)\n", "axs[0].imshow(img1[100:-97, 100:-85])\n", "axs[0].axis('off')\n", "axs[1].set_title('MIX - FODs with beta_fraction background', fontsize=20)\n", "axs[1].imshow(img2[100:-97, 100:-85])\n", "axs[1].axis('off');" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from os import remove\n", "remove('dipy_odi.png')\n", "remove('dipy_beta.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing this image and the one above we can see that the ODI image is very similar, but MIX seems to do a better job at obtaining a smoother beta_fraction map. This is likely due to that Brute2Fine currently insufficiently samples the psi parameter of the Bingham distribution in the Brute step, meaning it will sometimes fall in a local minimum, while MIX uses stochastic sampling over the entire parameter space. Increasing the sampling \"Ns\" parameter will likely improve results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Tariq, Maira, et al. \"Bingham–NODDI: mapping anisotropic orientation dispersion of neurites using diffusion MRI.\" NeuroImage 133 (2016): 207-223.\n", "- Tariq, M., et al. \"Validation of NODDI estimation of dispersion anisotropy in V1 of the human neocortex.\" International Society for Magnetic Resonance in Medicine (ISMRM), 2015." ] } ], "metadata": { "cite2c": { "citations": { "1647435/45ETDJLH": { "author": [ { "family": "Tariq", "given": "M" }, { "family": "Kleinnijenhuis", "given": "M" }, { "family": "Van Cappellen van Walsum", "given": "AM" }, { "family": "Zhang", "given": "H" } ], "id": "1647435/45ETDJLH", "issued": { "year": 2015 }, "publisher": "International Society for Magnetic Resonance in Medicine (ISMRM)", "title": "Validation of NODDI estimation of dispersion anisotropy in V1 of the human neocortex", "type": "paper-conference" }, "1647435/495J4QJC": { "author": [ { "family": "Tariq", "given": "Maira" }, { "family": "Schneider", "given": "Torben" }, { "family": "Alexander", "given": "Daniel C" }, { "family": "Wheeler-Kingshott", "given": "Claudia A Gandini" }, { "family": "Zhang", "given": "Hui" } ], "container-title": "NeuroImage", "id": "1647435/495J4QJC", "issued": { "year": 2016 }, "page": "207–223", "page-first": "207", "title": "Bingham–NODDI: Mapping anisotropic orientation dispersion of neurites using diffusion MRI", "type": "article-journal", "volume": "133" } } }, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }