{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ball and Racket" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*(Sotiropoulos et al. 2012)* proposes to use a Ball and $N$ Bingham distributions of Sticks to describe axon dispersion in tissues with $N\\geq1$ axon bundle populations. A Bingham distribution $B(\\kappa_1,\\kappa_2,\\boldsymbol{\\mu})$, oriented along orientation $\\boldsymbol{\\mu}\\in\\mathbb{S}^2$, quantifies the dispersion of Sticks around $\\boldsymbol{\\mu}$.\n", "When $\\kappa_1\\neq\\kappa_2$ the Bingham model describes \"fanning\" or \"bending\" axon populations *(Kaden et al. 2007)*.\n", "The existence of such configurations has been confirmed with histology in the cortex *(Kleinnijenhuis et al. 2013)* and corpus callosum *(Budde and Annese 2013)*.\n", "Aptly, this model is called Ball and Rackets (BAR). The \"Racket\" presumably comes from the fanning of strings on a tennis racket. Bar describes the diffusion signal as\n", "\n", "\\begin{align}\n", " E^{\\textrm{Ball and}}_{\\textrm{Rackets}}= \\underbrace{f_{\\textrm{iso}}\\overbrace{E_{\\textrm{iso}}(\\lambda_{\\textrm{iso}})}^{\\textrm{Ball}}}_{\\textrm{Extra-Axonal}} +\\sum_{i=1}^N\\underbrace{f_r^i\\overbrace{B(\\kappa_1,\\kappa_2,\\boldsymbol{\\mu})}^{\\textrm{Bingham}}\\,*_{\\mathbb{S}^2}\\,\\overbrace{E_r(\\cdot|\\lambda_\\parallel)}^{\\textrm{Stick}}}_{\\textrm{Intra-Axonal}}\n", "\\end{align}\n", "\n", "where $*_{\\mathbb{S}^2}$ denotes the spherical convolution of the Bingham distribution with the convolution kernel, i.e. the Stick. As such, BAR was the first model designed to estimate axon dispersion and fanning separately per axon bundle. However, as extra-axonal diffusion in between axons is hindered and anisotropic *(Assaf et al. 2004)*, lumping it all together in one isotropic compartment will likely bias estimated model parameters. Moreover, they found that estimating dispersion in crossing tissue configurations in the presence of noise is highly unstable, effectly limiting its application to voxels with one axon bundle when $N=1$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Ball and Racket model\n", "The Ball and Racket model can be generated by first calling the basic Ball and Stick components:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.signal_models import gaussian_models, cylinder_models\n", "ball = gaussian_models.G1Ball()\n", "stick = cylinder_models.C1Stick()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating a Bingham-Dispersed Stick representation can then be done as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.distributions.distribute_models import SD2BinghamDistributed\n", "dispersed_stick = SD2BinghamDistributed([stick])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Ball and Racket model then finally combined using the MultiCompartmentModel instance:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['SD2BinghamDistributed_1_SD2Bingham_1_beta_fraction',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_odi',\n", " 'G1Ball_1_lambda_iso',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_mu',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_psi',\n", " 'SD2BinghamDistributed_1_C1Stick_1_lambda_par',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentModel\n", "BAR_mod = MultiCompartmentModel(models=[dispersed_stick, ball])\n", "BAR_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model, notice that now we have three layers of models, as the Bingham distribution and Stick parameters flow into the BinghamDistributed model:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": 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qKirqvV0WFhYSAGrSpAmnMRM1nPyr1Wd/ZGpqqhkbWlFRQebm5poJTrrMvTo2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\nFxcXeHh4VDoY5HsRMw1OkBljjFWpoKBAO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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "BAR_mod.visualize_model_setup(view=False, cleanup=False, with_parameters=True)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the BAR model has many parameters. To simplify the fitting process, it is possible to fix the diffusivity as we did before with the Ball and Stick model. But, keep in mind that fixing parameters can introduce biases into estimated parameters." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "BAR_mod.set_fixed_parameter(\"SD2BinghamDistributed_1_C1Stick_1_lambda_par\", 1.7e-9)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['SD2BinghamDistributed_1_SD2Bingham_1_beta_fraction',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_odi',\n", " 'G1Ball_1_lambda_iso',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_mu',\n", " 'SD2BinghamDistributed_1_SD2Bingham_1_psi',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# notice that lambda_par is now no longer an estimated parameter.\n", "BAR_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Human Connectome Project Example" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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 Ball and Racket to HCP data\n", "Having numba and pathos installed, fitting the model to a coronal slice takes about 40 minutes:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup brute2fine optimizer in 42.4190790653 seconds\n", "Fitting of 8181 voxels complete in 2292.53698182 seconds.\n", "Average of 0.280226987144 seconds per voxel.\n" ] } ], "source": [ "BAR_fit_hcp = BAR_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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m90yjJV/GqrR+Hp/sIEzA4aequ8YLdxzKmJ8nefDnPwXgzPGzd92D3E+wUTZj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kVYMqGuNxHanylz0kQzP8VxsuamjtXSbH74zG9zyes3ckmvKLW+Z3g3671x/JppFNUUba/YF3MV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o0c3L4nukQkGhADQ7wDNF/SAJftaOZ0jTIxGNwwkeLy+UfSdClBvhGihuGFp4EzY5w/OXHfYF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H2m1mB4tCJXKVmPsof7hP6Zk31VrLcYmF4g1+pljhykTxKI9Wgim/JkPSWugXEG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\nycxbpXK887Hvc9YbL2OnocGae9V+3n3u5XhnGHmlAy5BU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to3DWutT32WW98G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\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HmW1SqNGJQGZFhUIMrYijDZQl3q/Y/0khsXDuU7Tdk4HSunmP6oNFfj8kBD/plVmqH4gF\nc7Wq6JGdEcOeEgxJzbYBJi6S77Dq+ien/X/OTPOMPLXW2lVKvRu4HZEN+Z7WeqdS6pPAn7TWv/6b\nHuc/zk4Y/9T3fPk9thXqiQ/KvHfXFauYts2nGCtR7ccYWwS3HJRkIv3zMNN/HmXoZLk/d10mBDxv\n+/T/AHB9/2r2/qesG0W0H/XD5dkVJ+2x+IXdAOxfvhhnt03HEqniLIj3c/0Fp+M/T2Bo1n0PB8HS\noptH8XfsRp8rUNyvti96wvmM52Jwu/jJkM6hjmLW/+S8lczcLDCpFz42wKFCA79dKliwvdecSqzX\nIXmp3LvJg5qh010mU1IQG//RCuKPyHY2rH6UO+5Zjt8k92bLyx/HWr6Elhsl+dRLFrAzC64JgHwN\nMbtIb0FAusWERapNliV6wLc1+VoJDu2CT6x3iolFEtRlGyzSi6YxOUeudfMD4zgzJUmu3TGGNzQE\nQ0PBOWrf44ZrvgLA69pOJ9lpk1ohPiWzr5beWI7EryVptFtbAjjx3N+sRhWgKSPXfeWK/ez8wwI2\nbhL/NHeiwKwHE9ze9hMA2u9+A6HqPA9sEyp/VeXynYHnm6OYfML38pzaM/RP/6R2wvimklm90UA6\nx7dFXuNoPWftaEr4UCvk4RHCNbBVO6+IjBHEWpEJP0gIs22yPS9k9L5HpZjjmcK1MolZqZBdSNp4\nMYgPmH25UDBys9m5BbJFi3iP3Ke5Rh8UpA9LEWrtqQcZnxejz8BHowNOQODDRIj4EZvswvJYDp4i\n3WpmN/uET6OUCEcnfNyIwo/J8vREjPhB2W9kXGMVyklKoVZhFQhIjEodsNLcozNpk0rEUAYjO6IT\neK+W43ALNjW/r4MFZmM1RfywHYzx2AUYXexQqC0TEzlpA1nNmPnMGvE9L5v5CLceOYkRW66HGxOC\nRteMRoYnBYpckkqxiiLpAhLreRGLfLKU6CuiQ3DfI+L/o/0OVqEMP5btQ8S4oeiYxq9JcFxaxTcF\n9lwmlA6wEniP1vpBpdRV/BUQDaXU24C3AUSJ/32OsGQGx20VFJkG+cVXPZ6FkBDLAKiQTabJCsR3\nnaFJvP7BoKsGoF0Xbbp5+XqCH2EoDak2C8f4orErV1HT5eMckfEHb3AIr7Uu6CQWasM4WS/oitZ2\neoQPmAGDcAi74AfzhRSKqKpEwPLKY/uwYmVPnmurCbZbjFsUY4rIpKkgRhRemKBKFJn0CU26RO6X\nwFLNnonffYjUayThCmXKFTgvBLGMR90fHpX9nH0yfkjhZOU4fAfsgg6EgC0XnGy5W1pMOIRNl7XU\neSyZt2QOVrYYdDN9B4r1UcLmHP1sjsQtMlfV97KlFB6KBV1XZ0rhdGTI10kSbeeAeAxVLAbXz3I1\nxSZxorNP66d7QEh52r6usR7ajY7L703XV5FuDtF7WBLfBW/ZxdClK4Lur/I16Wab8KSZoRyeoBh7\nspHD594UPGNxXq31rcCtf/bex59i3bOe2V7+4Xbi+CdT38nV20TGhQVszTk7Gfj4JPnzBQbhZDyS\nPbDkxfsB2P+qFiaunqK4Q2LO+T8XdMS8U4QAJ2K7LPu4ZF/774wL4ZVlUA2xKHWf7g52v7hpgO0F\nh/TzJSm6o3oWfraP3997EwAv2HkRC14sxBa39T3MuS3Lab9cCipWNCp+0RS8OrZG2DGmGZyUqCR2\n7gEmbpW5zw0vuYSa+4dIOBJlTLgx7lpRDjIi9VnsriTxf5We3Wg6zoE1P2PRd2S203HLBBz33rCS\nJed10RyVcntfxzxSc5PEt0vFfNVtR9gx2YJjiUNrSqTJeiEmTGSa/MVmUh8S1lY/BLl6Rdg0fCO3\nbMV93oqAlTFfD2MLQ5x6ifhC//UKxzjKvD/JQHnEExAdy/f2SJK88E9TdN+mmfsjWaZVgQM1jSxw\nhbBs95WzmP8L+e5efPojZL0QEaOFPJBLsvolO/CNAvrQlRPce8da2udJ11UPRrjozAf5nwEhE6p6\nNEKuPcTxaM/GP/0T2onjm0r7PCrgtosaJ2OSRKCYVCgNTkZ+e140hI7ogNU+PC6EPeZnjPIJ4i5t\nScxR6qplGyx8W1GsKnfgSh1HkOTHKpS7f4UqRb7BkB0OhogNlBFaEcuimNTMPEnIrkKWxynTD7Pl\ngBRg3IRGjIvisAAAIABJREFUFeQ4IiMW2RYPy2hUZvbXoJxyAunGJH6s21s052hJnGV+1DOmjzEw\nLL44nLJQWhMyJEW5BkmQ07Nk21pBKKUITcoFKdb46CkHHZHly+b2cEWLsN4WsHmT80am/8bEIG8e\npr+rlcQR0wgJK+wswVxorsnDzlvBfpQPsW6JWe+ct4h5yRH6GgV5EhtUODk/OMd8rSSojvGDobQO\n2K+LCWH2LWnzWkWZ+7Sysq+6XT5uTJFtLMdHkTHK37mnGVotmX/Ddo4rq/imsj2XM5S9QK/WuqRL\ndwPiJAeUUjMAzP+DT/ZhrfW1WutTtdanhog82SoVq1jF/gp7hjOU/6xW8U8Vq9hxZBXfFFjFN1Ws\nYseRPVPfpJT6nlJqUCm14ymWK6XUV5VSnUqpR5VSK59svePFnrMOpda6Xyl1SCm1UGu9Bzgb0a57\nHHg98Fnz/6+eq2MsmYpKCSZxxCHZa0pbg8Ooqirc2UJD70VtEgM+kTEDLc0YCKp3rOKpPSHvh8eq\nmJprKnCTFtlWj5Z2A3v6dhNVv92OrpWKjN0ynfHZUWLDsu2RpWEaHtf0vVCWt906gj8hVXs1czrF\nhIMqmmpWbRK/sxvLbAukg4dhTA2P5cvzlEVNrjFEapbRsLQhcbjMCGZnfUKTBfyTZb5HOxaplSvK\n8wyeDtaNDRXJNoWpNl3DUNrFi9i40ZJmpYUfBmekPNvgOwonIxvzQxZFc22t4ZEygytg942iqxO4\nBj7rxqGYtAl3CGMau7uwqqRzMfcHivQMh+puOd9p2zWDVFNMmPlMTzG5vJnkH6WzoycmaXgsS6FG\nKreFX81gwXbp2vijY2ggfYac/9gCB6sIibiUR7t/1IHarmi+Q2a4/JoEU7MSJPvkGkS0ZmqmHHMd\nx5lVtJSOsRPJP7UulhnexPciAfLmSKaGy/Zu57vnzwOg0FpL/9ooh/bLrOKcA48yM1lP/Wop32fd\nEJliiLqIvB7JJbj1cYG8dvxmkPnVPo99Rma2Q2mP9sSD/Oc00bx8ddfZ/GT1d/kowk3vZ3N0fnYl\n57YIRiuserj+kEibnL/q5UA/e78nnEyLvjJVhqoDed/Btnyyw+XOycykjA2MfSnOtp42IkYHbebF\nO2HNMpZ/S47j0H7NG//1d2QMDeGjk62s/eBlFFcbp6Q1tZ+Uzqh63VryZ/bz7cNS7n5Jz2kkevoo\nvGgVAL+7NkxoCk5+t3QVs16I2lCW4UKJ+j5Fy+flnPo+sh43BIfPkHt74a4OpmZEApRIflYeLxbm\n0WtFqmjhW3Zx74NybdvfvxlnxnTcIzKX9epd/Vy/+EFGpLlLz8Wn4Z6hueO6bwNwxgffyZwby8+U\n6UsGOdIv3mTn507mtI9uDbqqCSdP2o1wl4G8dth/wq3SVD8gXdZCNQwXqoiMlbSCNYuTchybOc46\nlRX/FNiJ5JtKZrVPUegXqGRkEqJjHmEDrZyYa1OoBT9kYoG8wsmqgCrcTWhSs1UgwXZ05yvZJV3I\n0vxyvlbhpGWsBSDc4xCe0BQNRNa3IZLSwfraVoTHSrIXIotWkvrwI4rahzV9swRCfnbzHu7rnces\n34n/mZgfpgSpcmOQLyq8tLlvYsJQGmhv1vsUk+DGZXm8X8tHHdnWJW0P8YOiIAW8nkaTlJSO0TDv\nm9+/pQEN+UbjBxQQ88BoS+4baeJD6VfKtXZc6munwBQOxjMxtKMDiLC2Rc9SHxVfTRrd7Koei/Ck\nJnlQXh/6/Wy6V6Qo1sl+iwkbu6iIjpS4LhSRUR0gx+y8JttYmk8V2ZRSx1HbUKzS+EmJaVOzwkRG\ny3OhojBQXt9y5bs9Lu3Z+aYfAF8HrnuK5RuADvPvNOBq/kyW7Xiy51qH8j3AT5RSYaALeCPSNb1e\nKfVmoAd41XN4fABYZtB69Iw83FuCL87EmsozslQezs33jxDpcXGnCZRSp6aO2YZSQhrjd4lm2Ixr\nesidLWQaUzMU839ZCAa8VeYIuroa38DXmNmE5UFoSm6+GffnKVaHqdsnr/3ObqyIHJe2bRK7h9BR\n89qxsFtn4PUJbEPZNvh+WVYknceLSvKlfI2T9VGemRsKwdgiRf3jJS0li1DGwZmQBEo/spekXkR2\nhoHQaogNGFp+S1Hz8BjMkflTO+OCp/Gb5BxTszXhcUVkQpyE4/k4OS9wok7Wwyp4x1w7FZbvwRsc\norigmWKiPNuZrbMJmVmpaMv0gPwmMjDF0PIGnLxcj+hIkeQhh0yzEeP92jZG/mUFScfIvaRS2Ft3\nMTMrMDt2dFIK36xkFekz5nPoxfK6eh9MLHEJPyYBXfSkcRo35dGT8t17LfU4aYWdK3ubeP/xi42o\nBGxPsBPCP/nfFqiU/+iDwXvW2Yf4zvILGPhv+fU2XbiN1rvLn7nw8RE2jtVhmbDN1wpfKwYzEvTV\nRrJMv1Xut4UfHGD7f64IHvZuzOL6XSvZOyX73XnLQj7+fYeSimTvFaey4OojFO8U8l/nwlFee6po\nVrr9/fh3tnH1bMFwfvlNi8GymfVgGbqaykewEhJojd3SQTYjfi7mFGlrGqP4LYGYT/yftdT8eDPb\nRmU/ba/cwY0XnxMc551XfZ0L97dS8xNJCpP3NXLwKP3LDTvHOfdlQhZE/jGU4+BWSVA24+YDuEf6\naf+Q4LeGi1UUtc0FNQIDvtbqAL+c2BWTOpiHuvXOX3Juy3IO/ft6s20bL+HjmnnWzm8sYv8XhPzG\ne7XPea3lovP1i6cH5w1Qd/6DrHp/Ayu/8G4AajIuPefa7P+eJMLv7CuPL9zz1Rv45PAyNp8iQat/\n5wzqIhkWfFTOf8+XVrH4C73c8uBvZd/a5409Z1G324xp5Hxu/8LzZD8cZzPePDP/pJT6HnABMKi1\nPulJliuEMfU8IAO8QWu97dkd6T/ETgjfVLLrVn+PSwblNxwdVYT98nNQ+eBWeWAgm76rsLJ2UKhW\nrRnyExGsgplRLmoKSRV8FiA9Q16n57gS4Bvpisi4RmkCCR87L7DMnJG8cGOKbJvhPHAVsUEby2h6\n5es17uo0tbdIEen+5vmE7qjhkMhQoy3wzTFHhm0iIxaF0jGbMSm3pjQ06eKnnCBBcnKaXL3F9BbB\n/b6n7iD/slzg9ufc9UGcnKaYKEt5oCBsPmwVoFCrCTVLc8LzLLy8jYrJgaezYfzS7NA9daTaPfRZ\nBrp/Ux0Tq3zSRfFF4QlJhgMNS13WBp9c6BE/ZBMeN/qgg5r0ziTMkfjPydq4ERVognphxfCpPsqT\nz8f7bLLTzLjUmElezRyo74AOa5wR+U6jIwJpLs262nmBC5e+X8vVzPym+N7jMUx5prGT1vpepdSc\nv7DKRcB1Wua+NiulapVSM0qz0sebPacJpdZ6O/Bk8gFn/6OPpWIV+99ulYTyWKv4p4pV7PixZ+if\nfsA/UQegZBXfVLGKHT/2FL6pUSl1NJv9tVrra//KTbcCh4563WveqySUJ6rVLxLmv/HHGqkqidin\ncqROaqTpIYGa6oN9qHAYq0fgkU/Whyp12koWvVMqx1GzjFIHbsEsaKzG6pZfabEqDBqcMYGjqUyO\nzMwZJB8TiKwPqAbpkvlRB+X7+Ib8xx5No2MRrPY5sryzW44vI9uyCkX8kKnWJWy8sCIyVh4Gd9IK\n14xZREc9VNEPBuJZ0o6dymM1ygqDKx2mb5aKU2iyiF8VOwbOptctxTaI4aoeRbLXCyCuTtrFThfR\n5lgsX8Nj+0oXDmXbKCPgruIxvIhFbadUyuxCBLugpQsK5Gc3ENElRjlF8pDH1AxTkZv0iA+6TM6R\n4+x5/0pyzT7FhHQEWm45BJaFnpJtq6ZGdEzOb2pJIwOr7GDSPtukWXT5owy+3jC3bk4S3dWDZ66t\ndiy0DeFNu+R7XTyXxMCxEOjjxipMZSesJW4odyZH3iIduEyzou3TD9B0obz/le4HuHzOepo3CYLi\nloEWrmv/JW/YL9Cohmgaz09y/WJhAH3NntdQ/XZ5jkUsl3u/eS1nPPoKAOIv6WLur2Dnv0kHrlCj\ncfsHgmNo/dwD3Hp4O+ctOVPesO1jli+v6w1kQn50aOP/z957h8lRXXn/n1tVnXty1GhGeRSRQEIo\nIImMRbANBmdsL44k26zj4n0dfo67jrBrYxsbG2OM8Zp1IhqDySAkQAKhnMPMaPJMT/d0rrq/P87t\nagnbuyx+vQx++zyPHk13dVfdutV16px7vuf75Z0dqzi0XCqBkUdayOQDeEXxA0O7Gpj1EamW7f35\nCdTXjNP4yD7ZUWMthTWLCb5Dnq13dG/klmQPP75GqqHfHDqOselRqk2xLblmkNxHhZBm6L0ruXfB\nOrxT5RE48r6VRIY8ek4xvu3Uacy+qZYHF+4A4JIdh6m2s3yv0yAXcBm4QuZaWwKXm32FsOGuvUIk\nN7Kd4kPOXbCV4XyU9WGBH89+7zOsSYs8ywPf+Q5HfjuP9ncLouIHz9/JB855D5HvC8zu0OdOZsqa\ndcTfJDdn88f2EVkzyHk/fDMAt973E87qvVTmMtnKb286lVYEimudeZgEMPgBGWfnz8f52mO342rx\nZ7ay6Fs5hvXGUhWhQLhvgjqBl89C/XdVAXi12iPjc7HTJcoOTTFk+YzvAE7KxjVVvUBS2EObl4jP\nmFfXx3PfX8Rxlwm0/ZHmBUR7yugkKy+wWJAWFiuniPaUGGJNZdJUxqyiwDuzhvwlPdklUCP3aXE4\njJPRuBI6UazyeM20XYxfLm88/MJcQqenUPukYqkKYBk0V67BMxDRsgSJtsA1KCqds2VspvqZbrZQ\nHpw5aZc/B822oDQyLZrwkPJJeeycJjXZwjaho+cIBLQwKOU8HfRQQZfaOvGhqXSI8bS5x1ekCNse\ngcfF7w+cXGDOrB52htrMvgJoWyTd4EXkMi7karVfbbUKUmksGMbY5GtT2M9W+RJtdlbgyrQJSi3T\nDKorYq4LBFLl66GKULtH4ZVOSkFyiuVfJycDTk4TGPeOuY4T0v6ybxrUWv+1ett/Duc7YSejklC+\nBGuMyo2a7W9iZI6BXeRqfSZRQCREXBdrpvTxactCDQyXYauW9Sf9lP5XDQyVoNl336h8zzbyFHmP\nQkzhRWT78LIGQgkPzySvyrahKPu2xjLg2HghwzQaC1OoDxPe1n3s8Yx5h3tw6kt9QUGUZ/kQhrAZ\negl6ohWg8XUnAwPjoBSeYxjC2gqkW2SMobBF1cYh9FSBvOYn11AM2zgZufMat+Sxsm5ZosTTqEJ5\nftTzZUertQbXBaObZzU1ED6S9iml4l2KxPQg6TZJOGPdGXDLd3gw6RFIGx3K7iTFmjBWUcaZnZ9B\n9YV8uurszGZCmw+gqmRO3En1fo9paCgPKkLbQ3Lgmq3DHP7wEjruNlIDew/iAdY0geAdXhOhfruL\n1SBSAzvfWu3D4jrvYkKZolKhfLWbtWguDTeuA+CZnudYs+0yFv6zwIS+1ruWaRuKHEwJpHVgPMY7\ndr+ZgqFZHi8EsS3PD2oKrk1NUCBVY8UwnxtYwOc7pSXrzB6X09/9Phq2SXTU+9Yc9/UcS713ZfcK\n9DSRxpj+w338f61PAHBzYhEpNwymR++dHasAqHlcmJR7xwW2bhsJATdS/lHO+I5GPbnbh6BX/Vqz\n4+4mpu6T+3HurVcx45PreLRHFoGfyrr88zd3sva2sqbilNcLO+ovZv2Gt/zhjRQfk0W9GucEsvUO\nc74si1gqHIZiEapkvn6xahFeahy7U86p/9SWYzXlgIO/lB7JN85+jp8/fjLRaoG+d6VruahlIzsb\nBSKcfd0yH/q2/KtXs/IdmzgwInP93imruWTHg3zhbkn0Z37sSVJvXsET1wlEdm3bCey5bgWtT8hB\nT3v2vYR+K8nnNy84i7brnmT8YimwZessGm5cR8sT0tM9Nq+W91/zEYJJmcHQ3cK8W/2ccLfocIjF\ntwjs7tnFryRf35/af+Gf/toqwKuqAvBqte+uP53agwYGGoaAq31Gz9Q0l+rdNk6mlARK0pTqFfj3\nw+0trL5sC088LIjlQFHgqCB9l6JvXe6/1KoMnXTG8fstQZjrC3GFabMGSyCjAE7CYnySItci90fz\n9CHmxXp4ZmwaAGuO28lPpz7K75dIsnblvZeiTd9n+IiD58jiGkg/oRvUxA4Z5vmA0dsssdrbosP5\n7rp1ZiClGAycWUly3dW+XJsbMtIcpdzLE2kPbeLDYhTsWIFQQPzxSKKajmkiHzWzZpC9iUZ6V5j7\nOROgL1kFXkm5AEKjipy4EAoNRaxxw3uRtPDsMiNuYFx6HFsbJDC8Ye6tvNl6H+puSVaj/R52TpEq\nyOQX6ouUag+BpKgAlJJkJ+3hBRQ6bORfmiyy8zIEd0f86+YGFG5QtuerLB7aLc+QtW0TSyP3bxw7\ndQEdR71uB196eMJZJaF8Cbbz+SkA2I2a4Jj8wAtVNgEok9001jG4tJ5ov9zUiZkBWtYHsEwSqVPj\nf1KhLJl2XZRto1OSMJUIfby8LNc4+47QOF5PpkOCm3hPgfDzh/xFEe26fsWRUAAdCOIMyT6wIGB6\nHgHck+ZhP739mOM73ZIQ2bVVeNEghWrxtlbOlSqbVSK/sSnUBAn3CNW+Gs9A0SXSJ4lc/cYo0T7x\nPpFDCZFViYbK341avu6kKnhYRQ9r3IytUMSLR1B7pMdUQ5mIp6T7aPpEC5PrydcECffLOQeSeeI9\nFtoktoV4AMc4WyuVxcrHyNWVuuPzZJtriAzIOLZ+8CZm/OoykjNlNif9aDue64LpgbWCAaxRI4aU\nyzGzt97v8/QGhmj/94N4R11Te/Ikes6UwDF+WBMeLkBAjh3rURRXH9tbO2FMl4kNKvbqsj3Xiaaj\nF/aY/y/y7Dnv9FmMf33U/8x4MciRD03xtSRb5nUy65Z+rm56CIBPHb6AdDHIrUlJ7CJr9zNe+i5w\ngABPIQnTt9on89CGG3n/YUkGI1fP5Nyvvp21t0pl7HC2Hke5TPmBJG8W2k8cX7t1hAeOD/Ddg48D\ncOXU1ez9+kqcP8q9O/VzTzJw+0I8syquioouUwnt+EOCvt/NpfkCqRom1wwymUGKRs5kxjV92NXV\nrG0XYh08F7ulmaPJLnOu3Is/GJ3P2NLJxIelhyn41A5CwSD3bJX5WDt5MXZtLVaN6YmvilI4YTqH\nXiO+sW4bKOO6nAgExiwKSpLxp99s08l6cn+Y5p//H4YW8PaZksA9cFc1hTOlbzIaUGTcACOXSpDU\n8FyCjeMOsxZLjqOBJ677Ph87Ip/fffMJtN4DNZvFZ8dv38Puf5cEUu2vZs3mLLfdJvPRvKlA4awT\nsfrlSi74pCTPB5bJs8FuqMcdGsbdI9dJLT1uwiWSvv1l//TXVgFeVRWAV7N55hEsCaPCycg0Nz1j\nCWeCWSnybJEwK1Wl3LDHI0/PB5M0BsYUAROHeUFFzR7N0PHmuyGNk7QoVJvqXlZJP54JlkqthX5F\ns6AI7pEkxsqJPmZpxWokGeWWA8vp6zYUekXFcUc6mNskldMpc/qwDQHWwep6sskA9picZNV+KMYV\n6UmGHDGkccYsbBOW5Ws0+VqPKutPf375XABVJQkoQL7eaGZmy5/1wmXJEh13mdSQYCgli3Eq4tK1\nW2KQ9sWjvL1jA49XCQJr/YFpFD2LujZJCsfG6wikLV/CpRh3KNQa0h1bYWcsv2oZSGtGOy2+0flb\nABYEI7hu+TpZRU2+1vIJkVD4FVk3LNVPz5AB5WqkR3ZkvrnGDTnUWFD0SAHtKCyjgw74mr8T0v62\nsdMdwAeVUr9AoPiJiYyeqCSUFatYxYBKhbJiFavYxLW/kX96VVUAKlaxik08e7m+SSl1G3AagrTo\nAj6Hge9orb+P6HufB+xBSMPe/deP9m9nlYTyJZhtVoYCKcWWD38XgLPf9m6sqe3oiKxY966po2Z/\ngdh2Wb2K7rbJTa0nOFlWilQmD8Ojx7C/KsMsitaoaMSHaepc7hh4rE6mULkcsTFThczmcEtQWkAf\nPxtGTd+eqQiWehEzk2M4GRe7T44V2LwP/aJKqTckkCjqqnHDDuH9svrt1scp1IQYbxV4WmKmRfUB\nTTFiqrKqhvieBM6QrIDX7nYImtVwPE26s5HB42V+Msdn0Br0kIyv7dEQ8X3luUjPbiC2rR/XVGWP\nlgnBM3ermRPr2R0El8zFC8u4ClUBlKcJjJn+1pyLdgzkN5UmvG+AwgkCn0kubGa002bZRbJaP+NX\nl6GDHlN/fewKkxU1sgX9QyLqXno/OX7M3AM++6yeM5WuNdUEDMSmbssY1oEedn5ahJDttGZa7bHf\nnTBWoeV/1Vr1dKlENl+wA7MgTODhSaR6m/j9Blm6r3veoiGSJtAukM13/vYBbpozlStZbb4xhHpw\nMrf3SrEn9Igid2rvnz+gY9P5syt8KJS+AKZ/ah33Lqg1x26hKZwiZhpidp+U49ytMsa7FtTx3l37\nuXLqan937ccfoXdU0Bd61Qm4RY2yDAog6JGRdh/+83c/4uL2FeTvl7aC4fEoNZEsp7RIn/ZtD6+i\n4z6X2E5p6mn9+SBH/qEad75hmn5oI0MGUvvR+n3ceWUvxWHpqbQe2YS3dDYnf/RyAKpYzz1bH+K8\nRcJxcs+Guzntfe+nZYPcJMVIGY4VO+IRHlakW8Xn7r5+OR889X6O5A8CcHnDY1w5dTW5zeKvpjwV\n5fDl0mekPEgVQvznF74OwPunrGb7ibDnWslxpp3Ryto22PsNkWRpel4RP5Sm8SdSdd3zbyto/2MZ\ne/vYR8OELpe5i77Qjc7lwPj6a1ru5/Kj5p26GjKrZxH5nfR+jnfEqO6V30exq9wiMSHsb+efXlUV\ngFebjbjy7AwfCv7J9QuOleChgFJo6yikT0FTKh7HD9pkG7VfsQsmFZZBB2RaNP2rXCzTn2lnLIpx\nDyddhoOmg+XeReUKHLZ0pOCI5W/TFuQaXOxG2XmhN8rg4SiRUdlXtsmj6YYIC74mP49T2nbwm2Hx\nlwOpGOnuiF9lHVuZobo6g5OV2CCfCKFty4fEtpzQR3vVKO8xPewn1HaxcUTued0fov3MQ5zRvFOO\n6wV4PjGZTTunyTnkLXTEhWojDxTPkcyGaKsVJNXpnbvYmxbJtYeeXcCzI3P5+ltuBuC53slk0iEM\n8hRrUpZ0MUJ4yLDtpxUFE97pqItKWX5luRBTaFvzqV1vAKD3cD0N652jJFsscnUa7RjW6FGHQNKw\n7Y5oUuelOG+GIGQeODyHVCqMlzScG71B7KzCMaFWpN8jNOaRbpI4LrpqkAlrf4Vv0lq/7b/ZroGr\nXt7e//etklC+FJsqv/JsX4RzZwi8LH92gEKs3gfMND07TuBAH66BUNmNDdjpIiproq5EEu9FyWQJ\nLuvVVeNGA9hJCTKskTG88bSfQGnXhayH7h8sv6bcC2n3jeLVCNxKK4WVL6JMEBHbNQSJZDlBjYQl\nyCiN46jETe/ej33cLD8AsTIF3JYIo3PkM8FRyNYphueLgw0kFYGxGKFeSSLtnIs1bqisa+MUYzaW\nabIObo+QbXZxxktNkxorX8StFrhsMWzh9Q2Ux6L1sWPTGitqGiM6O1Cuh22gvM5oSVPJ/B8K+Ik1\nQ6Po0QTxbeK4+k5vZvL9CXp/KX2N02cU6V8SIrpbFqVdM0+lJNKKx/xxqHgMFQ5hdUiEq8Mh8s0x\nhueVJFuk36HUxJ6ZHKPYOQe3Vp5YU4/vZ1GdBGqbmVhW6aF89doJLfKbeuTby+n8kBD0FE47wnSO\n0PSkJHlDP2xD24qG2wWuft/IcUDS38eU9TEOj8PzuyWomdw+TIw/b8XWWiY/XOTIKiNz5EL7U3FC\ntiHFcpPEnBy7xmQx7b6eu/3EzD1tKjef3UHvb6VnaGb9IPu7a5j6XQNrf2ITu24v92POuP1y/++F\nd3yY2WzAMhisrxz3G27pO5lT4gKBffb/VPO+TS9wzTNCHrR9Zz1TZtgUo7LvGJDaJvf9nOevIJhU\nLPiKfLcrOYPYOZuoMscav3g5Z12yGHtoEwCrrr6MSLrg70urMmQvmHKJbE0S+IY4u7hWdOdqaQ7K\n/P4uuYhFGxVPrpb5cMfGcGaY9oaQTWskSQkx5Z6+hExjgLptJhA7MoYLTHqiLKfkGC1jgFWfXE9f\nTkb906mPcu4Dq2j9lSTYo6fPZKTTYttVsgg67wefZIoh7AEYn9tE5I6nyb5OktXob9az8xvyfJv5\n8YmVUL5c//T3VgF4tdnn+08BRHOwdpeRH4so7IL2uRpefF21gcOW2mPsvCI4qrCMHIW2NPma0t/y\nvPXiJiYaswkkLOycgVbWe3hRj0i3+Co7B/k6j7bjZOHf04ruLvEJwao8EcelsFNg7uFxBQqynRKX\n7Tv7x/AmOONd7wXg7umn+MlW+5sPskvV+L2J3niA0aIFhlzMTji0L+7hoQVladBnc3netVF+bnse\nnebDcb1Gl6/O+BXdrsSHp4ZHiTdtY23htQDs72+gMB4gGpf454wpu/jmpKf4yqC0JOzPNPLQMwv8\n43z2Tb/k2gOidVIfS9OVCsGoxEPFmIuKebhJswBfhMCYba6TJXqgpu/Tc6B2l8baIsnqJCX9sKk2\nU7xo1rhxj8CIkWBTkJlkCAwnAUei3LFX4PmBlCI+DoGxUmYLblB6TQFG5imceeNsXiHyUraauJDX\nSuxUtkpC+RKsJFyfdCNkzpCbNv5CLzrgoLImYyoUcEdG/SRPJ1M4w1G8akmCRpY1Ub0/4/cvWnW1\nUKqi5fKoSIDUbMHqRw8FsRPjx2pHzpqCNSCr/F5iDD1nOuqQWUjN5VGmCz3fFCMwmoUtElTYTY14\nLfVYI5LM5qc2EuyO+Mnbi4mCrH09pJfNBCD08AtE9VQmGcc2NtUhNQWK9aYSWHAYmxakYUzmINA1\nBOb83XiQdJPlJ5SBJIRGbOp2yxvhAyPoYMBvLI91Z/4iaREAi2bjmkqlyrkQsSBf6hZ3UKNJf+7d\nplrYxayAAAAgAElEQVSfdUtVx0F76C6Zq5ZHLcYW1FOIykMj3pVnyn8cQifGjjlcaV8qEiF3wnQA\nepeFsFwIJsorqcGkpuXGZwFIXLSY4eMUBROVfuHDP+Oan17K/nNvBGD6ne9nSf3R/A8Ty5Sn//sP\nVWzC2e5viHD9mZ/YQs+MaQB41VEoegx8VFbIlXLBg/4PS3XPC1h4p9vkr5EFsHXdUSLBAlZKHgmv\nm/wCk3bItmYn6bOyArzr5rv56ZwOVn9WksIHN86na8VRvcFKgdZYVXJP/eTpZmiSoM1+eCNFoOoW\nCSxymzJM3/c8VkzSVw8hXdh9s/QM6uqCH5ThSfWv8yxJmv+duRQfiHNSSKr+3vg4P5g9g875shjk\nbtvFodsXEr1fxpm+YiW1kj8yOhcuuuQRPt8kK+bnnXYxLuV+VG1rqIY//uQxAC6fqtn79ZW0PSE+\nyi6UGQgjXSm8LTt4aKH4gTftOY8tJ3pwVEq+9xvLuXrdvQCcGtvJNWtn+dsOvL2Nq4aFjvcNj93P\nHfMb6LlRKh+rL9/Prnd0EjToCzdogevxpcn3APCtgdPY/zW5Nr/92kb07GkcWS3+OtOq8QLaJ7EI\nXwWZC5bx6PeEs2atqfyG79zgj6XxWG6lCWUvxz/9vVUAXm123SThS7pz0kJyNbJ4HB3wsIq63Nf4\nolzBKWhJYsx2x6x/l/rvsvUK16wXR3sVgaRFMGVIZoqabK0iJ+4Gq6AI9Dk4BjhVjIJb5dIaE9/U\nnaohWicLNO21CXbvmEyDIZcfWeARGrJgVHzoh3tOYkn8IF/5gdw/H/78B3nm89/zx3229zoGfyML\ncuEtFkOLbEJzxDe1zRjjvnnHMvGdGApyzjSJB+/V88mMyfxYQZcxHeL8aNZ80iy6m4kKhQvU14yz\nqkXYrs+u2crFe84nbCj0867D6UvFr00yzIoDSfGB2WyAcDRPJmuyxIKFDni4EcM5kVN+zKZrPTId\nLs6oPBOKMYW2FXam1Nsq85w1JEaqJo8u2HiZUgHCInpEjuNkNIGU9u9hbWu0pfxFg9GZFplJLi2d\nUjT57Mz7OTVyBIjwarBK7CRWSSgrVrGKCWxjgiqaVKxiFft/3Cr+qWIVq9hEtIpv8q2SUL4EK2n6\nnLpqCw/GpBowa7yBwJExdJXptesbxG5s8HskdT6PPnDYr3TVOJ1YG3dgRWS1SY8l0aZfsLh0LvZ4\ngejvn/ePOXb+CVQZ+CxtLWjLgpDhuvY8rL2H8Y6CrjK5EUDkQYIBvLmieVYMOeiAjQ4ayMfT29Fm\nDPCiXkXLojh3SnnbvJmovmEiQ1IZdTKTgTD2brNiFZbVxWJJ8zIRQqUMVDRXJDrgUYiWaJ8VgZTI\ndgB4B7tQc6ajSn2jlsKy7TKcVymf3ZUZU7C7BvAaBL5nDY2iq2LomNGlLHoQCfu9ljpkYydKS5Iu\n2vXK/apH+onvO4RdJ/tyR0bR1dVgGGQtw7qmIrIyNnxKByNz5b3wIEz6wUbu3SfCdrNuu5yWBf3M\n/ZiMOe89x/0PLvb7ET777UuJJTWzf3KF7DuqOZI1DQqUGTgnilVgG69Oe/zfbwBg5i8uZ5b5bdoN\n9dzzwoOcdcl7AHBcjTWe4567fwnA+Seeg66O41wj/qtqYJT2Xw/jNQnUcU+6mRsfOQsAb1IW50th\n8o3yO//0Q8tY8PBhjrxG7rHZY1Lhsqul6l//e4ufTXuYLw3OBeDXfUtwt8uy//Bds8kVbSZdKFXG\nUs+ne7xU7Dq+tRdLaRJDUkHo76+BdIlrX/uQXhDG2P+8Zhlvf1DgXCpQwLm/ga3b5d6e//kWrE1V\ntLztgBzj9B52/5tUIIOTxpkX7uE1b/wH+e6u59l9/XICjaYX3VP8buX3juk57Lx5hITpE1Ue5OPi\nn8LPS5XhtZOFXXbX96cyb04V7k6jwasUMz/+FN8ungfAXdfU8a0DAuX6+OvfjSq6vgbxVbWHSb0Q\nZl6+XCpU6SxOUnydbVvsvKyRs3/6CX8chVNkdVw0MrfSIihd9ly3grZHNHu+tcLsySNf7fDW/WcA\nsPs7naiC8ts2ph3XQ/3b9spcMfGs4p9evbb3jJuYqQXeqZ+KEB72TJ+kaAxqC6x8ucpj5bXPLq8d\ncDRkTCxhZyHWa9BKnnzfzpvXLjhZD8sthbaKYhSyzeZYaSWa3ubHNPbHVvKNsq1rtIaoByPHmR7A\nlIUXBF0lXuoP++byQl0bs2ukf3nDv3yPO0xP9ld2n8fIxibck8V/JPI2JAK4+8UnHkzWMmPHZWy6\n4DoAaiyJL/pysj0zHMExUFGvzeWUcogGCDw2V5Tt6fEQxaLNs0MSqx0fO8Tts+7kbXvFv/T+cDrb\nXivjeNf8DXx+0/nY24wsSY1HptpFGVkmnbdQBYtClbm5aij3sgY9QvEcdoNsyyTDFKoCPjRXeRov\nqP3P61QALI1lWn6cjJEaoVyFTk6x/Ne5Bg/XoN2U7WEHPMbScuIff+JNOH1BX5bFjXnsf/3/RA3o\nf9cqvkmsklC+BCuMycP+05N+z2MHJFEbmxKj/umdZcIYjHZZSePRssB1/QQpsL9XHtIlyYlcDnvy\nJNl/VYBCVYDR1RKQ1OwvEu3JQCkJ6urFqqsRKBmASbxKyaBVW4NOiAMpdjShCh4lASAv5BDsHqHY\nLI7LjoRBWej5ch7WgSO+XAmeh7VxB/qsRQCkZlQRUwq2SWAU6K0mVhvwA6loSmArbth4C619iQwr\n7xIeyhM0De2hqE1s32gZIrxoNtmGMAEDl0UplOP486W1xposRDrk8gKhG5QEO7l8Kvm4RXi0HPaE\nhnLYprfISuXlO4A7OIQVCvnjUsEgViiENomsCgZRsQjaaICqogu5PDoqji1ba1GzR65Zqh323Tyb\n6feIHlY4aTH2QCv3B2Sc8W7NzK1j2COmP2okgZdO02DGmD1zEU+nBJ7mflMz82NPMWFMV2Abr1Y7\nbcuFAMz6aPn39P1Nd7C2bTXF88uas5Zjcc7r3wHA75/9GQCulvvgvMlLOLAMZj4tv/v7HjuhTIyT\nChBdOILeKpD8VWds4ZGdncxrEPIu7/iZWAWX9BckCZwW6OXK7hU88MfFAEy/Zh2dT8uCze6Tyvqy\nJUv9fgbxc2Qx7bkfr6Tjkn3UnCc+p//bywkYOJsbVOy64SRmXybyG3ctqGPps8/w0GQDnz17jI6z\ndjKvSqBiu66fypeX3sqnNkhP5Sx66Lhfzrfhk73cNGcq/3ZAIGuX7bwEZziL44hPid1RzT++7eRj\nxpltr/KJeNwwjAqfD/3LVuBVFVEm8Z19+XqBz94i5z/rnZLhLVkjJBsjwEW3flTmavM6vBWLsJ6T\neTl3xgq+s/MBfpcUH3wg20DkZxle6JG5d7siRPoswsNybRp+uI72pyRY7DLjDDwsz5U5+hDuP/Yw\n6zfHzvfIv8j/Te+yCCY9ihETuN/VhDsgsN26J+oZWTX8J9fqFbOKf3rV294zbwJgxvDlVN/vYRXK\nsZN2lC9PAQaSb+41z1F4NgRTpudy7KiYy/wuUq2O/zoy5Pp6h7miwo1oCjWuv18n4bD/eiHKiymP\nkqB19Zm9nN66m4wrscDeVBOHErUUU5L85UbCHBiOMO0EuS+uH+0gXRK0/Hkj3nkZrlz0KABTg4N8\n+vkLKBwS2HuuqUggYfuJZMmmRGRfTwY9inWSXFVXZY/5zLdHpvLtzadRGDcxStYmG7MoVMm49+Za\nePfQQpbXHQBg61U5NtwvPZQ/cVdi2S6nvFZ80DfbHuKBTCPbMkK+9czoFPYON5LsMvHhuEWxSuYq\nsj9IZrJFVasUAapq09j1Htm80fDui2GnLIqGI8KKFdFFy2c8sjOS/Mu8i9akf908CA9a6CGZv+CY\nQKHtnLxuKmpUseAvKhTiFgsOXinn1/PdiaVFWfFNvlUSypdgU6dLv+H0QJxdp/wUgF8uqeGLky6h\n+oA4t+pdY3i7D/rfUbEYCtBJuRndEVORMjdI8oLF5GPyd7pVERrR1O4TDHwgVSTVEaFqk1Q7lVKo\nfMEny8F1UfEYuk2aowvxEG5ELqUbtOhdESBfb3p9MhYNm1t9Rsa6I9XokQSWSUBpbgCje1lKjkMD\n4gVyjWGp9s2QlTCVKxDpy2Ib5jI755FtCPhkOHien5i50YAQV6QksbOzFmo8g46JQ01Oj+HZ+Cxg\ngYMDuLmcnyRrrSm0SjUv1R4i22AxPlnOv1Dn0jatH4wGVHM0yY7fzKFupwTDkb4MpA3z6uI5sPeI\nfx08kzzb9RKgqfpais01fpVVeZpgTwJMb2fj5jRdZ8gqZNvjOcI39ZcXDcz18OqMVl3YwY0EyNdJ\nChkcimHlCj7xUOTBF2ClBJmLTtrr6/xNBKs0lr96LfSaA3/y3vunrOZbB9bxkUvkwZttCkKN40Nz\nXvOmS8nVBQnfJdVF97QlHDonxK7nJDhYs3Ibj28QNIadtmi+YAe5808CYF1hIZ2fe5LkhULm8sfr\nv0da57ns4PkA9GaqGLhuBtN/vc4fz+6TBE0xbUOE42I9/PLT5wAQTBRZ3fIspXqcfu0ww9ko3aaq\nNudHY3SdJVXBXKNGj5cTZID7b13BiZe+AEDPiiS3HX6St3ZIIjjj7SMMb4szqVH6iHp+M59iUXxd\n18F2ZjHAvKDc2zfNvYX37bqE8VulsbAYBZTCO0Xmb/9rw7Q8rXGypnqRU8z8RDmB33PtCtaulrPY\ni/Qq6oQh57pwGZHfbjgmQZt5rSSQLpBuixDdIA7aro4zMxDnvuPEp3x+31M8Mj6X/rQ0Zg9vihPr\n0cR7DBv24gXEHNnXyN2dzKodZFpUqsxPDsxg/tNhVlVLdXiyM8KYF+b6TsmEx6YrQiM2Lf9eJuo5\n/BmTRK8qvzcRrOKf/n7sijPv58bUa6jZJfdyeNTFyh/VX1dCCZnXwYSL0qZ/GMg02D55i5PVBIua\ncMKwL4cU+biFaSckPKgpxBWeI98NjlhoB3pPEUc4u7OHL0y9D4DXRAvHjLO02DbmSTz0lYFV3Htg\nPo/sEk3HJwIziETMfVhv0Xp7iB/uFL+29vUbyCZC2Iakx8pZFKuO/QF/7MgSv8poBTw8s4AXChR5\n496z+M+ZDwDw2yPH43VHCGZKpUHw6l3m1kql9KHe2RwZquH5LbJYnZ2XIbZI4s2tJ936IkKbMOdG\nR+hwxBddUbeJ+MwQ354l53TjjpOxdoqvsTMQ6nNI5cUXnb5M+jKfOCScEiqn8AJaysdAMFQkmw3h\nBUsM3cqvTDoZTXjUK19jE+eV+mK1Jf/ckHzBczReQOGa7ZarCQ/JdxeufzttbGOiWMU3la2SUFas\nYhUT6ZrKKlvFKlaxiWgV/1SxilVsIlrFN/lWSShfgh3uk2rWjN73wIhUsmp3KBwLBhfKCkrPaXGw\nFqDCsvI15/Kt9Fy2xNdaavj5RgYuXUIhbiqUM4vsv1Aw4Wdd8h5CB4f9ild2eiPVu8bKkFdAF12/\numlNapH3zDYvaFOMGDattEv7Q1mSHQIxO+6qF/jBJY8y606h33eD7QRTbYSHDTNrb/LYvkXAPiiU\n2kF7EtmmMCU4vz3sYY+kCZuqY7E2jJP1CPeaamfAQSXlbyfhkG+OYaekMqGDDvlpjWSaZP5yVYp4\nbxFnxyE5h3Gzj1Lf5Jzp5BqMzmRUkZjjUv+8qRo+lwYdwY3I9sFwA/XBAkXDVJZpiRDNS6XFHkxC\nYy2qWWjfrEQKd2CwLO/S3IQXtP2VsWLUohBvIHpA4HuBrQeZcUCqGKnFkxldM41gQvYdPpJC79wP\nrQaOFguAB6l2Occ4EExYeAEj7zJzKvVLZVVxS88kplOWSZkI9leI854D/BtgAzdqrf/1Rds/CrwP\naZkbAN6jtT74Jzuq2Muy1Julmjf9H3cwcHK5N/dbvWcz+ZvSE7fvS/PwAorIneUeRPeNy8m+VqqM\n4bs2EJ+3ktE28QV7rptP539IBc6ZPpXhe2fSe6BUOXCxwmGqnpJLGFA2b+5YzT2HZUX9vB2vZ+4/\nbeHQr+U4Z7wwzoMLBfp1YFmGA9QRpTyO5xaDOlEgWg1fC9B57UE6T5Z7o+fmDhwDmyrkZaW/61NS\nRWv/lyeZ9K0nWR+R13Mf3c2HDp/HVbul6np952zuuHAFoxeJvzzudTvY8JysxEcP29izpnPqZXL+\naBhvtclMMlXFVo8mrdnzFvExVk7TtxyUK35ixifL1deBK1Zyysot7D3JDNSy8QKKFYulcjj0wRHu\n63mOb48Iw+5dC+pQMdN7PzhE9NfrcSYbKaLqmMC5LPEZn5shbRBX7/ojAD9Ya1ou3ibXvGY4y46r\nZe7qnniOIaDrAtnW/sndbPnyIrawiKNtybMbATj0O2j7yZZj+iU7vmgqkysWwVMTS9yoUgV49dmR\noqCsJjlx/7218a3cuXQRXdUio+MkbeycImiI1uNdLm5IlaGTAUVipo0hssfOQaRPNgbSGuWC7ZYD\n+uRkm4I5nJMxUhhJoyXZ6mI35AgZaPvuwy1ctvdSAGKNad4+6xn+uVGg6aXKXp0t9+rXWzfx9dZN\nft/kA4kF3LnRMCjXQuy8Ad7ZJlW8/9i3BJWzhS3amJ2ymPkLicPqZw/j2C69RyR2wFXyDxjI1DIY\nqWLGc5fJtqoiNBZKpLcEIgVmNg3xTK8wyo6NRAnH83CiIDGWt/Zw3ZS7zDkcK/70VNblS4dez94B\n4dzI9UexMgrdInHawik9xNsEPL99qJn0aIzaGonN+rJVbHthii+NYrkK7WiUYQYvjDo4ReWfs7bK\nMiDKU+SdMl+H5Wqsgsagi7GKwpztOSXODYtCXKHMdQ2NlolvIsFjK8kTwSq+SaySUL4Em/wr+dWH\n+3PY43LTjk+vIrZnDNdQYedrAqTaHJp+Vn4IP/9P32X2I0L6MHL2PGx7HNdg6lsfs3jNrZfKd5sc\nCvOb/VWOSM84qmfQTxit6ioIBshPEScQODKKVxOlf5lAEVId5bHGD9nU78gRHpG7r/uKqZzZehmP\n3PAtAM6o+hCxDRFSbeKdw20hauKGg3urBJ/eqJyjs9tFuW0kZpecUpSqA1mC3ZKMBYdGsSc3iowH\nSDJopFDyTTECwxnUiDwlvLYGhueEccPiMKq6XKJP7ilrYloWCvAWCTnH+OQIiZmyLysPOuYSSMt3\ni/EgVs7FjRpHFrfJ1lp+sp5p0sTbBCZXuzePVfQIdJtAO+CgHAdlSDCwLQLDabDlHK2CheVqdNj0\ngtZW+0RLsUd2oF1XrgeQXDaF4vzFZOrlweNkNOlWRaxHrly4ewyKLtTIA0gf6qHmQknGB76ymAll\nGnD/56tsSikbuB44G2njelopdYfW+mhMyiZgqdY6rZS6Avga8Ja/ftAVA5j9UQlielYkj3l/080L\nSU6Tvye7RcZmOUSP2h77z/W0rBMfEvh0nD3rNBih6SOne7zxM3Lv1tjruXtgIdVXiH+wZ02HjjYo\nFP19VT1Sx3mTRerDmao4dLAM6P7ZzWczpVW++9EnHuDaw6+hcJrI+CTumcWMmiGGVsk5WMD+U6Pc\nu+dxAGa++3Jm/aMkOXuuXQFK07zJwNvOPJHeZSFec5EkkNtHWwnaLqOunOWth5/gna+bz2ffc6vM\nT6GODZ4klJP/9Um8ExfgpI1OWlOAfI0iVy/3QOfVT7H/tuOZ9yXxhW5ViF3vCjP7yrLEhj1LoF+R\nQY+gVeS+HoG8rm07gcf//QYu2iNkQff1PMfqD13mw2WnrNtJ30qRD9r1/WXMvnwDxW7Rwf3V+qd4\ny0kXojMCzb1n2yOcO+tkfjBbEsk5zwS4a+tCPrz09wDcu6CWwFR5AGz73jJCDRkaq4V6f2jVCI/2\n/IBTL/sAAHM/8wLJQpg1VZLobv+ii45G+eEhmev3TykTEHlfHsE6k4ljL9M/VeyVtdMMeVTVfnBy\nZR1KJ61pNHDGQky0DuM9Jo7QkKu1yMkjnOysHMs6d7N3ROKf9BONBMfLvwXXwFwBUh1l4h4ALyjk\nL16zPHdratKM9lQT3yrP95qxo/YTrOa22jO5ZbksMn1j8e1HSXdIcnzqE1fhdUvspFtyOHFJbqoO\nOngrFRsTci+6noV2yv2ZOuLiabCNBEdiSwOFurL/tKLlv3UiiDPiEDli4p2oTabVY8VSSXSPr+7i\n+bF2BkzM0tiUZGgo7pNrPd/bxmlHJBk9beoevt32JFsLcv6XPHkFzv6wTxwYTwghkrtPzun57BS2\nnns9ANFpQS7rWsn92wVKO7q/Diej/HG7AYWTsnFDBvI6bIkWt6lA5Oo0qWllgqNgQogZQRYFlHcU\nIaTSKK0ohkyPesiQLZXW6Irab60K2hOMMqzim3ybuGqhFatYxf5XTXn6z/77b2wZsEdrvU9rnQd+\nAVxw9Ae01g9prU0JmqeA9v/rg69YxSr2d20vwzdVrGIVq9jf3Cq+SaxSoXwJlpgu0xTtSlOsleWX\nqqcOUpg5idFZsrIzNlNWXFL/LJWnwJhi3veXQMQwk1kQHFRYZiEqkHHxApLPR3oy2KmcT96i9nWh\ni8WyDIbnoQeHCRpIqttUw/D8OPU7pLqXnBbyV6dSU6H6kE2k25DPjKYIhh1e981PAlCd09h5TePP\nhfWr//YppG4W2EV1ugPVO+ivjuvUOPbBPqLVsuqWbQyQmBUhWm0qtkfSeAEbr8oQ4FgKNyQVD6uo\nybTFCUZlW7YlRKFKUbtHJiD+xN5ydRLA8ygunUuhylRIViv2vuW7AKz54GUkZ9m+BEmyI0S+RhEe\nLikjQ+PPN5E8/3gAGrYWCYyapS2lsMZzYKRPCAXRxSJWrZHvyOVRgD1mGNTCDtpWqC2G8r+uFi9Z\nFm1XSgn8GIg/vgcVjVJtIK/Z5jDBcZuqvaZSVCiiwyG8oFRavaWdJKZLNdhzJpjD0f8lbKNRKfXM\nUa9/oLUucXhPBg4fta0LWP5fHOm9wL0vd5gV+8s2+s6V1N5ShmIWo4qmjYZo696nab0X/s8+qaJd\nevdldH5oPX0rx/zP65/mOXOOrIIPZOOEDJPXO6oPc+3NFzHZQLTH5zb5kHCAU674AO2f3E3/70Qm\nZNI7e0hftBz7coHOW+kRxvZOA+BrsxYx5akxDpnvKqXpy1Th/kHux9xNrVT/Yr3P4jeLMvGNF3MJ\nVOeIHTBU8+kc6TfXs/1Eed30ZIptgy2MrJL1iltpx2lP8KPZUkn89sEnuPdDteXzfXYr+TfIT9UN\nKiZ9s0xEs/+2482HjNzASJrZV27m8H8Kw3PHG7fg7tkPQHBWI3nPYe6NIg/0j9vuMOOX+To3vIJY\ndj3uaVLB7Vs5htMuLIuzL5eKpxWVqupbTnkrdz/7W38c5y9ZiwrlIS3rMTuXFuhkI/2bxM+u3TLG\nfcfJ7Xfb2t+yOORx0XJh/c2vWczp716KNhWD8WIIS2k+9atLAJiu1/GrnQ9x09g8/3j2PKngLqrb\nw4QCvP7X/qliE9QKtUZyotkmJqAEQglNpkFhGYL3QIkt3rC6oiE4prENV2CsO8jeR+f4BC9VWQ/P\ncHNl2mxyNRAwy5XBBOTqDakWUKjycGtcjp8qRFWJfJhMfz3xbnmGuyHlkyNqW47rPCQIpH965j18\nZtUQcxuMTMi6OdTuVIQS4hMGF4ZpOkl8nH7bGD2HGhjtEXh9tkV8kjYtUOQtVM5CFUskPYpIV4DM\nDImBLpz/PMMFqTg+/uhxRLsV0X6Zu2ydItOu2T8mbTt7RhvRWjGzTli2awJZdgebGEjK9wu7q4l2\ny3H+2LKYc1Y20R6T+MeyNIGUkEDK+UN4xGN8kkxo/TMOx49cDYAzPUU2GcIyVVUv6lG0FBjJEfIW\nVk6qwABuVGNnFY3Pm/lZrGh9UsbRd36WbFDiNgAnrXAy4PiyIopCtCwvUowqnIwuiRVQDFvk6uXF\nxW1beYRj2XJfUav4Jt8qCeVLsHSL6W1siRDdJTcxShHoGaFpr3jJxoLBdZveF29sDLu5CdckG6Oz\nY2SaFfEuk4zsGkUlJFHJzpmE058AAz31cjmUbaNLrK7JFHrOdDyTYObrQrhhGJ4rn5/1uU2kzjve\nH6+d9RhZKAGH51SjXHzoQWjQAgvSH5HgJpvIkFhuEtveGMHRMmzOS6chMUb4GUmu3DVzyNWUWRZ1\nyEbbimJU3hueE/AdeccfkuTrw3ghMx+OJJOxB0WzTRcKaK3L0ictTRRqAnS9XRzx3tN/yLkzpBeo\neJEikFAkBA1L3Q5w0ppor2FGzBbJnLmQwePlPDru97B75DoVprcwPqWeKtObqXvk4eAZ1l0VjUA2\nh2VkRXQghjM47sON0drXEtWuK9ckK8mqsi10YgzLBHvRAzaqKlZmqSu6FKtC5GsNNXaiwNgMs9uq\nMsRlIpgCrOJf9IqDWuul/8VXX2x/NltWSr0DWAqc+j8eYMX+oj36pPTQzToqmbQWzWXzx77rv978\n1SyfmLaCL8+QRK3T9DCWYJqf6F2Mnej1P58pBvj+zjUA3PGGBtzPlo9nFTxULk9qvkDQold3M7Rq\nhFbzm86cPIfor9dz0mfF1z19wrHMrIeWj5elLlbspetXC2i/WCCvnN+E09pCYboEZqmOCPM+skW2\nrXiapidrGT4oP7mdn50Drseu75o+yJM3MPcJxeBK8YVW0SMfsrG6JJj80NRV/hgOf+ZkOr74pN8P\nPTI7RC2w68fmZ55UzPvmCDpiFssci8JZJ7Lt5B8BsJYybX3kUILmUJJ8jfzsb/jOBTRTTk7v3fcU\np172AcJ3SvKYfOsKf1vdegcvFgHDQukqxfmrLywvJtYE2fmZKuZ8SD7vjki7wZYx6bnMndrLG7ZJ\n4vpcdgpPZxze8oBc21vnthNpbKAwVxYED31tNnM+tZUVp8lcf+XQ47yhfTWHPis9qFN40pemWv+F\nk4hQhve+0vbf+KeKTVBrniHP4cRgM1bhWE3CYqwswSO9dPI62+IS7rPK8Mi8xskIBBIk8SxJ3QKr\nV68AACAASURBVORqwQ1pvx0GwAtoP+G08gpXQ19a/E1iPIKdw29TCSW1nwxYOXCDkDdrTumZeRY1\n9LN+/zQAqg5Z4GlyVeVjvW2KSBhdVXuYU9QbWHKiLO48++UTeew7N/CxIxJnPTs0hUO7WwiNyHHt\nDIxP8fjGqtsBuDheXqBbe2INvUemYBkYZbbJomHqCJbRVentqSV0xOGZKZL4hmJ5tq+6hbXbXwvA\n4VSNDx92QzZdw7U0hKXAYNmezH+JMNaVfsVAqsS+CtUl+dzdcaoKojcOkGl2KMY0nml89IIedl5R\noqu38grlQq6mBFvV9J9kTmoghLah0CD+tlhjYSctLNNCGkhJz6w2160Q10R7Fdqcs9ICoQXYn2mE\nCcSR/9f4ppfAP3Ep8HWg27z1Ha31jS97sH9jqySUL8E8gxH3AorkcUaqI6aof3bIl9zQmSwoJZVF\nY27/APTLw752M9QiJDAAFIsQkmAlvL0bXShg9UvvS+mhboVMb2MwIE7AOBhnvIgbDBI7XwLAnuAS\nxpfJODrfu5302Yt8J+A5iuigR+Mmgz9PuQTGin51tLAnSO8qI8dRE8BpqPU1LO1kBq+3H52XxC22\nZ4Tx1kY/qQwPaJTSBA3Bz3i7zd63fh+Asx97tziQuPzEAimPQCKPzuePmVurTrx3cVIdPWsc6JHP\nz/nRFZz4xx2y31QfjT9qIdkuYx5YVkQVLBp/LoHRvfueYuG1VxI/ZOYnmaM4VRr++0+M4YZBeVIB\niReKqEOZsn6o1lKxTElSqOIR0JrMmQsByNQ7BDKmDyDjEX5gsyShgE6msOrrfI1Lt6EKXI1ltDa9\ncIhsc4j4noS5GB7BUcm4821MLNPa10j9H1oXcFQXL+1Az4s/pJQ6C/g/wKla69yLt1fs5VtoWO6L\n9+7a71fjvM07+Ke+E3juRa26txx+AoC81rQ7cZ804+rGx4g1WYya++KqEy+g+mfin3bdcBLRAzB+\nsVTzIv15ul7fSs3+kmasoYA30jwHLrSYfV85kXSmTaF4oFSTBJSia6UEBLt+eBIfmvNHbvjyWgBO\nPnMLrlY8vlEcWOfcLrpWlBECR5MOBUct3Iihrgf2fGsF+hMZ1DrRtPx11wbeeNpbGHj3SgDqbyon\n3HqRjNV5UHQXJz8o71sBQ6r2lVF0LEyxSnywVXApVDlMv+d9AEw9XxG6W4JJd/tufvnsUlo6xX/X\nXL3nmDlf234iR75i0+ZJdHXNF3/K9ZdcLONIptjxiRasnFzDWR95iqI5FwAv7EFas+NLIvXRedV6\nnNYWdvaKf1u+Ls1v5pePddJzLlldfqy7g0NYj0tQH29q4sDHZ1P8rEgGXPj5T/BMz/dYe5QvKtaI\nb6v/yEEy5ULpK28v3z/93QVtryYbNRqOWFqIdpAwxslAYNBIm+XlulrmfzdikW7SFKNlWTWJwUxc\nklY4piIZ6dcUI8pPCr2gVP8cs77vhgFbM5I0z92BKLE8Pt9CurX83apDosmqS3LfYZd9iQbRVgQK\nMXDG8TUuq/crrqotg3MeXfgbPtErDrfqQ4dZvfkiVjYLiqE9PkpPQzWFEaki5mthyfLdxySSJbtv\n3l3MGXwXni1JcK7Bwx0Po3bKd8PzUuRCARiVxG7tQvF3H54qpGgfbriUkTlmEdyCfFeM7QFD5KiF\nKMfJyDlkGkRGpZSso/GvU2BcCI8iQzJB0UHpmywtCPStkQTQSZUXBgrVZWKd6t3KP47y5PKNT5Ix\nZ1o9ik0F7IjEy/mMgzXm+ImunVYEUprguKnS1loU6+Wz107+IxdTXpR7xe1l+qaXyD8B8B9a6w/+\n9QP921sloaxYxSoGvGxx3qeBTqXUdCQgeyvw9mP2q9Ri4AbgHK11/187zopVrGL/79nL8U9/j0Fb\nxSpWsYllLzN28vknAJRSJf6JiSOy+T+0VzyhNA7/GaBba/1aE5j+AqgHNgLvNGQfr5hFp8kq0nBv\nLbkG+eHM/I8x6ZFrElz74UtnoTyIGjrrYMqjeuMRtGFM1a4n7KAlaGU0DLYRcT1ieo1CZcgrrouK\nGXbVxlrw8CuXge5hGoMWfZFWAIp14OZN9e4diylGFJlmGUfjZpdQwiXoQxw0AyeEcEx/ghfAr9Yd\nPtNm7rczPntjoaMRWmpwtsoqm8rkqN+WIdsolYvErBjKg+rfSj9mR90i1jwu7GJ21CPd5BAxq5CB\nRJ5A7yiYiiSOA1pTnNwgx6oO4oY1Vs5UO0Kw/efS22MVNVXjRYJJ2RZrHSc9FmbnNwTaNufHi2na\n7+KY1SwdsBmbISuSiePz4Cm0JStj2ZpmGg51oyKycqrCYaksm8qpPTBKoaORg6+XYU77TdFfscxX\n23R/fgmNm801TnpEejNYI1JBUQWBuKanynVLN9myymegzblZLX7/xduWPjbx+gBeBlOZ1rqolPog\ncB9SAfix1nqrUuoLwDNa6zuQ1f84cLuBOB/SWr/+/97g/3b2avBPHV8SeOWPTl+DxMyQfe0yNq/e\nil1rquejCVi2kDO/LfDGxs0Fgr9/+pj9ZF+3zIdlvm3HC9x8WCp7k++3WHJN+bMB5fKbx5eRXSrQ\n79BYNedsVGx9p1TRarY7nPHCODfefRYgi84zvyDVu+GLj6f2lnU+5JUVT3PBwc38sCCC4CWm2hIk\nt/ufTib7DemJnHpPgfDefooHpSow5fNy3vv/Vcbp2bD/wiidozKOqPUcv3z4Ni5u/9PV7BkfH6Xu\nydpjKp67bjiJef8qvr7YUkO6NUTsV2V5E+t1y5h7ndzL3pYdPkNu38oxZr/vGfZ+Xcah39lE7S3r\nylXG2iIq5ZH7oFQGr++cjVoq99r2r05HZRRV+8R/7/vqSpav2c7+h01fV0BhZSyCo7K9/8qTiQx7\nTHuL9JY+fv1yWt9q5AZOUOz9o6bzsy8AcPH2/aS9IJ4pKdx088nYWWg5W+ReGjjIRf9wNqVeT+u4\nuaRaTR//qX1/MmevqL1M/8TfYdBWsleDb7qgU36Lt/ctpzAgVbNASngcSpXBEnunZwBZytNUHS76\n1apcjc3obItitIQU02hTBYsMeyQ7bPLV5rN1HtV7LIrGveg8NDwZIFcnMYvbpNEOOIbd1cni9/Vl\nmi3QYJsZC22JMBoJY1S/pM8zrHxYZrr1T7s9ujMS3+zYPAXq8vxuVJBOhUQIa9ymRJ3ghjT96Sof\npnrfvLv8fewtpChkAlBrqnsuuIejMNPwQuQdrP4gdoeUaa+bJPQGJUbaT88YZTQiExIctIkftNBd\ngi0NBOX8klPLfJyhEY2dK59TIFnur8zVqTJMN6+JHSkwNsXIou1xcENQAkQoDYGEIjRq4qOxo66x\nJfNXZVBkoRFFri5IvrbEXaF9yCxAeEgkQ0rtQ7lahUrLxMetkpDdBLGX75teKv/ExUqpU4BdwEe0\n1of/zGcmhL3iCSVwNbAdMC6BrwLXaq1/oZT6PkLi8b1XanAAAUNTPOW8vez+/UwA0u0xYlv3sucL\nAnEIjkIgKQ3UAImZNsptxSoK1CDd5FB1OI+dkWTNyhWxkqYXTymshnowepDkcljRKN6YBDdH3tFJ\ntNcjdkQ8XTCTJ7R/kGiHEDtUHcrRfYrcZIUqsDOa2t2yq1DCJfjIC+ROFy0yN2IR7/Z8mMnwPBsv\nKnd9oCZHYVItzpDA0XTQaDMeJzC6wKFBnP4xQo7AR5UbwAsovKWS+EW6kqiMjFHHwmQbqrGzBtaS\nzAk0IBwy2yNQKGLlZXshJppNgZQcs/3BEikoFGMOwUdewFkpvWLWVofhBUGyDQYCkwPPVgRSMree\nYzEy18CGUw5NswcZSEu/V7ZRYbknULvT9BSM50BV4RmZEDcaxN6wjehpov82uBCyZhEh2qtofyhP\nICl4mkJ1kLEZMdLN0stQ1eViZz2yteL4crWK6ICLrpGnW7A/xejrxBn/8Ok1zOZonptX3l4uM5nW\n+h7gnhe999mj/j7rrxvZK2oT3j/1XyVJYsvaDfze9ESec/4CvPFj+0ysXJGO70s/4qwHM9x7xkre\nvvZRAJ46PsDAP6TpuFM++5OPXeBrs57wqefwtIVlooOxYoQzV7zg73dNzU5u+MzFjH1JksH0fo/B\nQpzd75JpOf0972fXl8T/tD/osv9fV3Lo90Zv7FqPyy5dQntRVrha1lXTt3KMvd+QZGzSEy7WNvld\nTvrSXnbdMI/bvnAbAFdOFZmL6dcIlPXAF1dSqPNwt4ksxpwfX8GsH/UAkkANXL4Sfa70ICYO19B5\ncjlZBLDHHPpXyALhyHEauzXD9F+ZuTthPuE7N3B0p8xPp8rcreUEgdsasorRORaj/7GIuj/IOQ6f\nYDPpMZi7TJK0oUda2Py8LDrNfv8zZM87ke7TzWKYJbDe6azjL9mea1cw5x/F5+xZpxidZfx0bREr\nY9HzAVlou/lzCymGFbU/lX2lvlekdkv5kR94eBKr63dyn/lp64BNfJ88c+7tec4nRpoo9hf8039F\nGAZ/h0HbUTbhfdNXW8QfLVu7j49H3gxA+HCQ2l1laKQbUhQj+CQ9Tk7jWNpfyM3VKHL1Ljos90iw\n3zlGTqIYwYe9R3ss3AhEe8sQzvCoS9RQXySzDtkG/GOHRzwfPluMGGIe06HiZDVOVjPeKvdXvlr+\nlZLVlqVH/uR8fz79IQCm75wJrsItGLKbtgQjQ1WolOFTGLHoXddGvk7inxnd78HukdjISSui+XLP\noFtbpLFljERKYrxizkE5cNmCx485dkkfM/tsPXEzP7FuDzvv+TBWJ6txA8p/bRU1Wv3/7Z13nFxl\nvf/fz5m6vWV3s0k2fVMoIaGEFJq0UJSgFLGi4kVFrwI2kGu73uu1XBW9V/TiBQH1h15pooJYgFCS\nQBKSkJCQnmw2bbMluzu708/z++N75swGkpAsJDsJ3/frNa/dM3Nm5jln5nzm+T7fZkh681brgDW5\ndiUQm5Qiu0HGXLIDOiZG/OswsseSKjd+f9BwDCId1i/SYwOGrPe/sRJm62S853ZLIaWMrLGR9tq+\neHXgCPZZnKz1CzEGUviGbSEyQG06mPoTfwTut9YmjTGfBO4Fzn1Tgz2MDKpBaYwZAVwK/DtwsxH3\nxbnkQ+buBb7BIIviyApZxd4dL6H2HZIetrV2KEMqptEwXwQhF//vfx2M9Ef0CndRs6yLRH0xsXFy\n0Uc7sxR7fR/NuFEQ6/Ornjrl5TCkkp4TxXtXtNslEzWkKrx8xI4QuC7lW0Q1ekZEGPtLyVFyd7eR\nPWUSsUYRn01XGcalj/fF2WQsJTtTZD1jsWyLQ6ZERO/MqRt47uITqV4lClG5Yg8mncH0enmi6TQm\nGMCkPAO0N4PJ5IUfY3C9notdTaWUbE8TbpVJbbY8glsa3uu8Brf1YuJyzJnjyilucfBysHHDDqHd\novTBTpf4O6awc7qsZtW+nGHI0h6sV8giWR0hXRqQfpJAtiRMeI/3g7Hb0JYZQrRd9o12WJIVeWGy\n4SDZohDOS5KvGQCcslIa/yK/KpuuKCfS6eWfdln66kMU5Rr0WggmXSLee7UfF6Cs2aFsq+ftTIVw\nkhbjFTqKHz+M373nJwB8Zcx0CgrtpfQ6jhZ9Sp8n39XGD0f6GQGv4JSV4U4eDUDn5FI6ToBxX5Si\nWE+3TMYdlmDhSXJNbf3qLOr/N03tfFlhbz93BcOeFr3pzkTYNbPbL+Bz0ZjTscmkv++Hy9v4RRbK\n75d5baDeYcHz07nr32TCFepJM/633uLZS6sZ86d8nnn6/FPYeGWIpk+LcbdrJgRHDGfiHZIf3j5z\nKM9/T07vJcNPpooF3HCvGJJdH5xBJmr85tnFuwzJZL4A0Oh/WUDqzGkEy0WTan++gLXTpejOhM+8\nwPYvzaKoVb7zVfcsYNwX80Zcjfc3eankPbadEKL0hBlU/EbG+avm5/hhh3gfKp6roai1h6vGSaTG\nvU+fRWRVKbFR8tqVqxxKf7+AHTdIsmJHvNiv9mhnnoiTdmn8mzd5jBrszJOIjRINLvuteCLHLRI9\nz1rD+8ofYkG3LGyWr3dYepsUX5ozbCqbvzWTQMIr5lFp2DPZ0jZNjPOm++I0/mgVGy8fBcATE/7A\nJeddBcjqY7KuiNHfXOO/VkGxf306UMEwOAYnbXD0aFOOK0q7ueISSUu9rvkMngueSJms8xCOWZxM\nvlKmG4RUieMbKtmoIdwZIF3uFbvLGsqbZd7VflwQLIS86CUnDU42V+RHjNNUqUOoT168ZEeWeG2A\nrPfatgsi3fJa0T2QrHB8g8oGpHhPzngNW4sbNiS8Io0fHLn3glR/hjZ0smvdEMLtXsHCxgDlQ3pJ\nFHmFBJeVkg1aSkfKAs6kIa1sq5OF+t3L6rFBMKNk7vSu8as5o3wte7Iymfzu4jnYoOXm6o17ved9\nO2VhMdqOX2THDRr6hjr+uQ3ELU5WDDYAJyNFd9KluXNt89oUhFBJGicT9j8XANcLd3OylkAKwj39\nPKnRfA9Q6+TzYzFeNJzNGa4GN4DvGQ3GLSZrcUO5/E3Xi8jL1y9ZfX1e5wqKgWvTG9afsNa299v8\nBbJoVLAMtsl/O/Al8Bd+a4A91trcjKMFWWF8HcaY640xi40xi9NojQ9FeTMYLMZ193l7G6P6pCgF\nwP706SA4qElbv0JhvwBOeUsGfXhRbVKUAuBNaJNff8IYE0bqTzy612sb09Bv8zIkIqFgGTQPpTHm\nnUCrtXaJMeac3N372HWfpr/nOr4ToNxUH1bXStzLJykF1v1UomWqXzFUru3F5MoFr1i313Oc4mJp\nu+FhysspSlXhZCRUKRtxsMfLKjPpLJQU+W5zW15C55Qq/2xEO7IE41lC7fJ6iWFlFG21hNpkuwxo\nfu9IANzwSJLHx6n/gzx38vfasSVRQhskgid9ivQZ66uXJTwnYwn2ybrCky8dR+0G/NBaANo7yXp9\nGE0wSGb8ML83G0CwK05iWJm/nfOM9tU7FLfi9+0MJLMSAhHNeVn7cCtK/Yqy5Rv7gGJ2vkNWCzPF\nUUb9h1RxNaNGULR0C2NXS0hIckwtu08pIyapVRTtNgyd340bltdO1kTpOVF+KE0siC3JYrtkla3z\nBJf6BYa01zsz1JUgEE9jSmX1z8YT2GQKp0Vqx9QvKqHlQi93c4dDOOaSKZLz1T0ywMtfuIMZX/yk\nHMNmS9XyPTieRzK0p5LAtjZsUs7nlouCXPVnqf+fyxErGNRDuRdHkz4Nf49cJ81A33tEn8qeWosp\nLcFpFe/lAw/8jM2ZUv79i7K6O++Uu3jfmLO4f6vkIVYFlnHugutYe6eEr3f8m+XV1Wn/PSaVrfXb\n+DjFRXx/zdN8s0Xyf67ccD5nfnUBi26UefiOM8O4oQDfe+jdANhLoXqq5OmVffdEklUhHvivHwFw\n1oITabp6CeZJmfvac7dR90A3ix8U79/I37dwyXApvb/+9hkE4oa0FyY24ZML2fidmQTjXjRCez6f\nNIcbdkgNEQ9lpKqKCT8XXYhfPh03KJ7JfdH8+xN58vSfcdZvJS+y6Ze7ya7Oa/yVn7mJcbfKb/u2\nWAWRUJrfrBJvZjBuGPXnbv7y6K8BeDmV4DPbP8u25V4uUn2c8Td7/TWdAGE363t7d8/aQ2DieCp6\nZZxXrt7J7a+ey4zwcv+91yfqKQ+KG+DMjy7aa8V+zsWLaemT1+o9azdD+h3TY9te4gObz+fK4S8B\ncNHIUwnU97Ixl4MasWx9XtIKxvXr/1kQDFyfDqZoWIO1Nhe/WPCTtqNJm/p/N3MRDvM2NBFO5EMl\ngwkrLSO82ah1JH/OuF5IbBg/tw7Ei9bZJJ4/44rTKxcu62SkYmkovneLEr9PoJHwy3h9LqLM8avJ\nBvskDDc+RLbT5fLaudoNwV4IJCwBr0XJ5sQQqNi7oPll6yQXvG1FHZGYoWKDvHFySICyaJIxVRLj\nuY5S3BCk03LQ7YkSuuMyV7Ij4yRjIapL5Bpv7q3mjo530FQhGuomAzgZw5g//RMAL138Y6oCxWzo\nkKs9VSGRWAB9Qx2SVZZUTf4ERncGKfHqGQdS0rEg5eVrBvuM3/4okDI4a0v8npUg5zYX3ZmNGIK9\n1j/Hfj9Gk98O5KrthmU7H+Ys+ZkhLysj1GMJ91n8EDUAa/0QWBuAqzee5z3Q32lXAAxQmw6y/sRn\njTGXARmgA/jIWzbuw8BghrzOBi4zxlwCRJE8gNuBSmNM0Ftp22cLgsEk2CVXT98wQ+1v1mK8nEAX\ncEpLcGPeFWJdArVDyDZITo5rLSbjEvaMQNObyBfoCQcl9LJBEqdTVRF6RjpUbPREwEC6JEhfvUwU\nsiFDIFHiG7OBhasY8YIXDjJuFOb+hBT9AQgFcXbvgUoJpwjv7qV7ciW9DV6ycxVMnimhEzvuHUNZ\nc8rPnQpGAjjlZTjGUww3SzYaILLV6+GYyZIeWkGm2MvhKYoQH+I9N24JJLKYbC6OxSXQvBs7ThZc\n4sPLCKRcPyG/aG0rZQGHXSk5n/WztrPr4zJBHfq8lPDPEdqToP4fndR64bXJIUW4oQDJofLc1lOC\n4K28BvocnC6HTIkXlpE2pMoMEa/IRej59cTPn0LRWhFvm81ijMF4BZPKXtjChGYR6p1nVLBnokP1\nSq/g0coUZ33qelrfLao39PEQLRdXY7LymSfqLJmhUXBk/6bhLXTEiylU3ubeyNdyVOrTpC9LjmTn\nTUX0nNnC1q9KGNQtW9/Fqt9Opt7rj/hkfCh/aV7MhVd+CoDhP9zIjjMiZKK5ECMoeVWup0Sty+Nr\nnvXfY+zvP8lvOtvZ8UNpDPvsf/8P1zWfwZQfitFzmpNhyT/ng19GLCwl7c06Mt9uZ2xJGx9qlJ6Q\no1hBxXM1bPDK6Xf/v6lsac4y9BW5puIT6nCPlzz0irGd1Jb0wnlSeChQXk7NSksqF67l5QXtvFGO\n2Q1CYoj1Q+t6r29ktNixdE4Iko3uPQnYdssshn9Hzs/Iq1bwEc5gbC6Xsapqr323n+lQ5BUQanw+\nROfsjr2Mt/e/2uJPpkueqaV03hpGJmQxL7otifH0+LFV85gzbCptn8s50fZgumP+nKwrW8yHm15g\nXpsUGhpd0kFJMEnEEUfUI3+bwenzxf6JpSOsPzdOtlsmnqNfLCJgLBtOE237bvtkOmd38Kgf0Jsh\ns207DQtkZa7oD4XTd3JfDESfjsVJG0epNnW5XurM7gjlm10xJMHvt5jDZMS4dLx2HViI1xkCXsE+\nk8bP0wskpbBO1ivo46SlrUfuta0jRkxuEThRaUhVuhSPklDTWLSsX6sKRwxTJ5d3I0ZVLg/QSUpe\noPEW1IdHOl93jKtaZH5jg5bgtC4mXyIL+QtHPsuSZIprFlwPQGZ0mlBFkmRcFvY3tg/tdwIswa4g\nHa7M9yqLErTsrsL1wkUDe4KEYg5pb3q4Kh1ldgBunfw4AF9d+X7itV6KT7slFIN275I3xRnccIBu\nr6d3dkSCmqoY5Z7x3r26hlC3V6RodIrItjDpslyosWhqLqS1ZGdW2o14pytZ4ZAOG7pE5ijblC8L\nAmLs53Y2rsG4eWPUBqSFSU7DM0UQG5thwkT5Cj/br2hR/x7AhcJA504HUX/iVuDWNzW4I8igGZT9\nT5S3yvYFa+0HjDG/B65EqpVdC/xhsMa4LybM2gzAlIpt/H3GRGquEMGw0ybS1Vjkr8BUru4mWV3E\n1gtEjUb+NUlkfSs2LqJqQiG/QI1bGiVRFyWQkC9l+/Fhou35XL+exgDhbktRh5eU3p3FSbsEOz3j\ndNhQrGcApepKCPaECHSIVzG7bQfO6Ebccm858OW1ZKZO81ekQuN7WPOsFN1p3JQk0Jv2XwsXslUl\nBHIXSyJJdMNubFhE0EZC2IDjNwmOdrqU7JJ9nYzFSWUxnuqlK6NEHCdf8Cfg4IYdAvG84gR6U5Rs\nEYPr8nOWcfcFMubdiUpKd2YId3q5icvWwegRpCvEyExWBemrD/kri6kKF7xcqmxDkqLyOOeMkN5w\nf372FJy0VGwFKAqHif795b2Wck1DHXaP/OC4oxt87/PQ19QF3PbZU6hZlWbCj0Vh3eIsbijqr6ql\nyx0aR+wmnfXyus5roZoCxdp8b07lqNWnFi/zq/bvKV768QyaPicG0vqtM6m/Zz5OmUQT3Pnhy7mr\ns48Nn5JrbMP846nZJEUWALJFJt/L1jO8zv/AxwAIXmBojldT/JB42a+86XyGFXUR92Z5u5LldD9e\nw1WNklO4rKec0qBcuxtOS9BOPs+x+fcnEm1PUzdXcpgj18wg3JUlGxVNufz7T/D48TKx+uwPtnP/\npHzTxM7f1WJ+hV/xEQe2/sssf9U7Uywr8FVr5b3LWqIEd4gjau77l/LAH870jc+ht8/HOrDlm7I9\n6uvzMcGg31fYjfUSqKpizdcmAtIv0h/HbPE6BDwjcd2tx/GD/zHUXCjvm7hiC2u+Ppmg59lIDSkj\nUuX1kBs2FRMM0j1ODOpd75tB8Q6H3lGii7FbRxLuTuPMk3NZuSzLiHAHPa58OGO/vICft8hYPr/9\nHaT+GiRrJZf1ua2NvDLzN8xxZGFu3pQiTCjMhUul4u7dv7qImlUZiv8sHsuCjk94E/p0rE3ajlZt\nqnBEaz59/l+5I3shtYu9XLy4eAazXv5cMNmvLoO3HUgaXC8SwbhSJVUwOKm8B9JYi5POF3NJljs4\nGetXbnXSENnt0GvkGom25XMkM8WAhZydGIxbupryV0XFRkui2vGNoP49KHOcMEIMoOXxRoKOy+Id\nslD0Uc7k6VcmUrRRNNJWu7jdJdgyb/4TsJh4rjCNQzbqEiiTicT48t20tFeysyM/ZoAzLpbCaLM9\nrby6VKJRrv7oz2i6TxYKw11ioFeukKl+2TbYelma90yVa35NTz0NRd3M2ygWphu2fn6pEwvipMh/\nFo4Yfrk+nKGYm4/QA6KupXtsyJ//ZCP5CrqRDsmRzBn62QgEu/LnNlXm0FdviI+WJ//99NURcAAA\nIABJREFUwh8xLlTqP15weZP90bmTz2DnUO6LLyNJ5uuRvIC7Bnk8ivK2wGTtPm/KXqg+KcogoNr0\nhqg2KcogoNokFELbEKy1TwNPe/9vRHpHFSQb2yR2oK2vhPhTtbhTZTknuKWVik0uJuiFsVaWYVzL\nqMdk+Su0s4ts626p4AoQDmG9kFeTzhLuTJEuk1XrTBHUvZRkz3jxYBoroR2hmKxmZSMO6bIQiVpZ\nuU+VOBS1yUp6qDtNoq4Ip1KeGykvxl29gfiFUkqeoScRr3PIDJNxrZ31a5BFeS544qM4qSxOl9eL\nrbYcJ5XFelVeTcABx8GkZBXJrSghXh/2V+zCPVmMVxa6pzFMuDxMoE/GFV7dggVs1Cu/5kCwN+17\nMN3SYmwoQKpMnn/Hy2dz6kipXLv+PRm2NFdRvVS8l0UNJxLuyZKokvPXNcahb3yKQJG819j6drbv\nkfNsDJRFk/z51RMAiLY6ZCOWWKMMetf042m6dSkcJyt02dIwNp0lmPCWNK3FKZb3tfE4pqjI9zIP\n/8kSOGG8fwzB1jhVS17FNIoXxTp1BL/RXBgX2Rthgayusu2Lo0mf9syV3EN35kKazAt+3tKls0dh\nh9RIZATgLnyZ2OXTafqNuPM2XSZVYKNeesrIOZsJOvJ92N1Xwl1dQ0mVyzd56AtZKi+IU79ErqHR\n0XW0pKpwvXogE4p30nGp4a8PSj5meThB65kSTbHpP2Yy5tZ83mJ6SwmpANR525E9WYpf3UVms1z7\njz9c6e/71/bjeWL7U5z3oesAqC9uYeU7yyh/xltSDxmw+Xyqkh2WntEQ/McSea+500mMk3ea/4U6\nUnOzBOPiLd3+pVkE+/BbCABs+ZfpjPyGeHjv3/g01zTO8j2T8cunU/SIhIiu/+EMxt+8kDVfk+Md\nf/MCtn9pFjtPF29EYEoTdYtcAkmv0uSDi4jPla/QlJcMi746jcp/SMXvYZ+2rHtgAmRlZb/lXMP4\nm5YSv1z2XzT1RRZRyxWrW71RlnHFmisBWLuhgeEj26kukoO4ZMwq/qtzFMm/iJckcuFmbDrFEyeI\nNg73wp+PiqmP6tM+OZq0KcfN1RtZfcYK5qWklVD5+gDBfqGT2ZABA5lIrj+koXdkFpPNuy0Dnrcy\n4IW75iqQSiglfshnvM5S+SoE0vkQ2HCPwbheak4Cv6xRUcySjRjSXkmIbNTQMD9D1xivpVhI8ixv\nnrtX3ZS92Pio1MUIDHMJDnUpi0rqzXPPnEC015At8lIKIhZbkvYjqUgbP/TWSRmylRmqKkSb//rS\niURr4rx7gmj5g+tnU7EeVndKKsBeJac8ci2bxj7wCapXOAS9nNJkeYBQa4CHlkpeeqgkzarkMJzd\nnlZl8+eyaIdDKJZviZEuk8qs4ZgXhZZyweT7iIK0z0tJoAa9I/Ke5tgYFxu0VC+V4w0kIFVm/Ig+\nk7VUrc0S6pPfp/cN+yhVl+5dl6RgUW3yOSrmuoVEapOoTVdPOU4Idk+TUKW6ZA1m9QbcXMGatnbC\n7khsriuu41ldQ2SC5G7aysavSg/Lxr8lCcZSRDyjsLQlRNuJUQnBACm5HIQ94+Riy4aleWy8LpcH\naWlYIK9vA4ZsxCFVJu8bee4V3JMnUdws+T6dJ1SQOaOLpadLCe9xv72JDdf8XF63KEAgZrAxmZCk\nxw3BWIh2yUDi44YQ3REjUykTOBs0ZMOG3uFeW41YcK+8iHRZwBeUYEUZWEuiQcIYrAEn5FC0fo9/\nftLlEf882+ZiFnjB+KPH7aItbUhfIvt2r6lk6AvQNi0Xb+9iQi7njZeS98vbhpNMyrkaVddBIhPE\njcl2utySLsc3qCdc/wpOZQWdk+RzTdQ4RDpdynKfm7W4k6XgUWjLbmwmg/WKLQWG1OCms5hcokDH\nHtypE9h2jhxj75g05fdzlKBhG8cC1QskpDNjDFjrhwq1/THCklP+4G8Haqp55o47OfMznwAgssfQ\n1+DS1yDX75qlI/3CMcOfHcLo8G7KXpBkRGst605L+q0sOjIlZFzHD3l9/PhK1t7RxKR3Sj7n3Wuf\n5KK5nwPEGG37xEy/1Pz694v2zLlJxnXe957luVNybfX2ZtGWUcyZPRW82gzxs3cxbO4okt7utT+f\nz47Pz/LzqxK1hlnnrWD7bbId+uedNC+W4j+hHoOTcn19CvVBogZGflOMrMBxE0iVu3R9QAoRPRTb\nuddYih55kWELvZnnjIUEKisY//l8oa2qNRn6hoiGFLdnOf1ri3honhRMWnD781zxOfn/2R+eTtu5\nMO7PkvfYd3k1mU/AxqvkvJz1Kcm5yrV5sjNPwixYzshQrjBFnZ9TWvZIGalsgNKgTGLbUqWETJZb\nxkpu1clbO/hQ42w/7Dlz0jic55bt81wXHqpPxwqTn/8Q6c2l/uyzezxkSizVL8t3vKjDJV1k/PD7\n3tFZRoxvpcsrWtPTXO6HfYa7LW4A0qX9+igGjF/EJxjzcvW86zxdLDmRuaI1xpU+lyCv4WQg2iaP\nlezKkqwIULU27e/71N2/2O9xnbLkakp2yHc0XmtIZQK07RDrKggka7N86EzpHbl0TyMr1jYSiOXm\nbeBG5LnZiMUEXdq3SN52SUOM2SM28sAa0Ugbgs7J4Cz2DMop+z/XG6/8H16+LMHcv3wWgPLVQUq3\nWHoCMh8KbA1jwtY3Ip2kISjr5QRSkkvvpPNFibJR9mqNl404fvqQ5EDKHAukL26gS1442OPgpAxJ\nb30wVWEJdxmKd+UKAFn66gL0nSZzqzsm/45/5eT9H1hBodqUQw3KQyQXi58ttgQ6jb+inawrIrLK\nYrweRkwYjbtmk+8ZzEQN7slDKNkpL2CHHc/Yb0leTMtnT2b4P5J+TiBA17QUJiYX6rjjt7NxxxCi\nrxT5Y9g9I0vpRvn4SloMe8bL/6XbHEKxrJ8X8OrtU6haFiA2WozCmpNaeeWkBxn78I2AVKsd9zuv\nSul4h+qMJdInIhiKpYmNLCZZJQnjRbtS2FCAQEwmLMn6EoIJS2lLfo075+o3WUOoJ0t0w27vAUOm\nvoKeEZ5XNgvlzSncnbLSbo8fh3EtgYRXsbENghvk+LuWDcNOzRLvE4OzfAO0XORSWitG8vvGLufX\nK6bz15elQmF0axjjrQS2LhuBNRCs8VbZqjOYRICGP4mgJs6fQuf4kJ83kKq0pEsckp7RXLMqgZv7\nTEfWEuhLkThF+rhlih1MFkI9shAQdRx6hxfR1+AVSyrN99sreHSV7ZggcI/X1/Vsr8rfu8VwKb4b\n5rwrn4fSc1YTH9zs0nKx95lbl+CeIBPukeiEtTfmF3cqQgl+8K4rSJwghkj5V1uoipSx7D/lejv+\n5hVkrENzTCZAbTeOYMIN8/1+Bt9snUnJg2JsuWdPY8pty4l7jeK+vvt4Fp4U4rPrJYfyJ+MnAf2q\nTEM+6mOH6KPj9cF1TpgERnKsADqvnUkoZnFzK+YuzHvxOPixbH9p2B+ZdJUUd/ja5z/O0C9sYOXj\nkhOZGCL7t10vFU//6cZHefi4Wt/DO2fYVNb+76lM+Hi+T/WG74hHsmzUDrpPHkbpE5LT1HvBCRT9\n4UWK+h3DuG/vxgZlnA/1TPDzT6cuhd5MhNxafLa9gxHfns+cb3uf1eUQmDCOsNcrb9PcYqJfOo4b\nHpPP9Y7193DTr8Rj+5FxfyPipPnp8nMAOG3UFn778qks/4oU3cns2EXZs1WcXyNFfL67cCIT9u6N\nXrioPh31zFx+BQDh58oIO5DI/SaXWTCQqMn1d3Yo6nCJeZ43G83yzIkP8571FwCw8tVKSlvku+AG\npUpsb0DmCrmetJE9nkfSGLLRfOSBcSHSaYl054w3Q6I6n5tZ2uL6vRPj1QGMC60ny4uuuuGOAx7f\nklP+j1O4Wt63u4R0JiCeR8COiHPqyK080yqRUM27qnF6AmRLZRyl9THicVkJW3/OPYx55Hoax8vc\nKJUN8GzzOMw6cV4YA+lyl/F3Ss7k6g/2MTm8/2J/X9syl2BXzrEBnVOzbLrsTv/xf2ubxN3PnA1A\nuCvg56NmI14eZKXcEYwZqtZYP1IOC8mKAH31jr8/QLbE278jSLTdy5PNSP5qLoIt2iZeYyeT9xwn\nq2HdOfcAcHHTmUDvAc93waDa5KMGpaIoklieOYoMYEVR3j6oPimKUoioNvmoQXmIBGPeitMp3cS3\nlhJIeb3F0kGcM07wwwFs0OCOmEK8RlaGMlGIdFt6Gr1eihWGoc95oQGn9eA+FyTUIyvzkZ4gJh7A\nVMl2e28x75q8gsc3S5+zdDlg8D1hdYsl3AAkpCMTDdJX74WhVsXoPDVMsVddrOfpek55+FOM3ixh\nHKG/vgDXyar84m/dwRn//AlCnTJGpy9FZE+Y3qGyQhcqDhDscv2cwUAyS6I6SNSrPhvscwl5OZPZ\ncBg3aLBF8lo2EiJbFPQrhIW7XfFmThgNgMm49IwtpWSHPF67oI3UUPGIxIaHMRnD6HoJ84q8P0MD\nUOxVjly6p5HjG3ew7TdSrbZmRa9f2tssXcPua0+WZT1g9KNpAote9j/PDb+cTKYH8LwHRRUJ4ltL\n6Y3mKupG/PwLNxCidFuAZIV8pp2THBrmp/zWSYmGUgIpS7BO3MNj3pfvHXdUoGEbRz3JsyU004lG\nCT1RSeseWcWuK40x6xsp1vVKDuHMysd4V+lqbsxIr8jOZDGbN9ex9jovJD2Tr77cMiMGZh3piZKe\ntevnY1h5KtR/VFbQN9w2iXH//io7nhZPWP3qFJu/NZPvX3MvAPO6J7Hux+JRG/twit5smGRWfnoW\nnhRi25dn8d9XHgdA0bx2v+9vjr5LJfRp3OcXYoJBnOfl+nXdLEUrofUzkgQer7NeyJtXhbDbYIOW\nq2eKN/Dh42r5/HoZc9HOBEOj3WzcKfumKgwVm7IU75B4rz43QvLi05jjFZUNPd2AWZ7/uRRvpeRQ\nZoDiLVt59a5TAZj8lc1QWcHqH4k3YtOcuzjrhus548viGezKFvs5kQu+CV/5z3tpXi25+c90TiDi\nZBhZJJVj29NLSbpBNk/3cixD07n1ygf50bvFO/qp8LVEPcfOY195ByUvbmbUcfJb0P5UJ/aXY2m5\narR8BxbXcXb1Uzz4qQsBmDAv7209KlB9OqppqpRopfmNtbhFlpOnyHd6+fwmQj2OH6aaLjekSwP+\nXKpkbZgTV99A33D5/G2Z63vRnKwhkLKU7pAn99Y5pIvzIa9OWryYbigf1mqyEBVZJNRn/T6L1pEe\nmL0NXm74FRu4ccTfOKdo39+7OcOm+hEMOR6f+ksALlr6MfZ0llA+TKKouneVksoGaSyVErLtvcX0\neGk4ALH2YvDapIx9+BOYkkw+xHdPMZXVMTrrPaMlKCGxY365GWCf3snbO0fLue4cx/KNIzCeJ3T5\nF/9nr/1eTKZ5sXM0pZtkThOK5aPNop2WrrEO0VYZV/2SFOHOJE6fzLvc/4rRuq0Ou8fLv+x1MBbC\nbfJaTiafj+lk8HNVQaLsQnGXbNjLk611iI/JR6a4vUeJdzKHahOgBuUh40yXPL6+WITSMV30BCSB\nJz27l9Z4CNPqGWNJQ6TTYHM516WWPtcQ6ZALaNjPX2LrTVLOPbPBsnOmYeh8uYgyEUNlYydVxTK5\n2bq7ime2jSM9wguXTQRw4g7USXhb19giPxa9b6ihrzGLjYqiDq+IsX1nnZ9DEO6Bis1pQn/NTya8\nlmb8pqeGVKlDxivoE97ZQ7g9Tq6TbbgzgY2ESFeLgCWGhIgPcSjdLu9lA4bO8SKCsVEwfF6G5DA5\nP27IIVPsSN8ipK2IyVpcr0hPqipCb0PAzxvNVJeQKfZCXsc6OEmX2qi0QqmL9vDk1iaqvfMzpCjG\n6tZ6HC/nYtf0Ej8x3F58Ck5KkuABAotW0/WeaQSulYll9MliIu3W78vktoQp6YaMV4o7G7V+4nio\nzxLsSVK1Wz6nquW5KgKemAQD7D69mjF1BdZ492Cwdu+mUcpRydo7xFCpHN5Nw9wdfHfxPwD41pc+\nxq5b25i/aBIAmyZW8yv3dFIZucZivVHIGl83Jly3mHX/JUagU5Ok4YEIpWtlFvb4X3/LzC98krKv\nSHfshnm7aTkX0l+T6+GpX/4v45/6KD9tkt6JrZ+eQXCEPLblkgjNm8cw9kOv+mMe/t35bPiOLGqN\nOfs1vXnIN8MG6HvnyaRKvR6xmxMEe5Kkvery1gEMRHfL/iU7XIwNUjxbdPPsl7P8YLyE6T6x/T7O\n+ad/ojjkFTqLBkmWOxQ/LMbqEyeUE2GR/77pc3bQxI78oAIW9x8Sk9dUvpvN54WpmS9a1jNrjITB\newV/Prv9NNJFDrtmSjjxLkoowuv5+I8R3D75JHC8hcrkHgJDatge83QzkSAyr4aRL8gxN5/+Iqkf\n5tuuTP6XDbiNkpKw/dwKdry/gXS3PF4yfRavXvhjLv+s9JLpuvR4/nR8FY45WvIm+6H6dNRz36hn\n5B/v7/inPgqA4wIm39M+VQ7JmiyBPq9XdK8hG7H+Yn7NSvww1UASjOsQ8MLgwz2WZJWDk+o3z3Ah\n0pUL7XdIlxn6vH7ZxW0uJbs8Y7Q+QO9wQ6ZYnvtI0xP7PI4DtbCoC0hY6rDybvZ0lhDwCpuZjMPL\ny0cT9HIm0/VpSutjxHbL/qGSNEFPi5LxENVVvblpFzVDemhrLadxlLT7SWUDXDNqMTdWbd7vOHKP\n3Vi1Gcbudzc+sOCfCK0qpnhP3pBMe/OoripDIAnFO3Mhr2kyJSGab5ZjqLyvmtAY2QcgGJdUptzc\ny2TwCzamysCU4hdWyhSDaTX+3DMUs4R35A3sowrVJh81KBVFEXSVTVGUQkX1SVGUQkS1CVCD8pAZ\n9m5ZQW/74wRiy2vAS1hOJUNEitKMP1VWsVduGk620cXt8VZdQpaiLSGpkgVs/Oo0UtVeS42OALEx\nWTaMkDIORbsczLM1tFR6YZtAqqcEp9ZLJC/1Wm30eeWsiyxdnofNOpZRE3bSm5IwhGQmSNmoLi46\nS8Kt/rjhBHpjZeSL8cPln38SgHeX7OAD//EzTv5XaYpbk7EEYimCcW/1xRgStVG/gmzvMIdEjaWo\nTVad3AA4fqiJITY8TFG7HGPuObkVq1AvYC3JGjkh8SFB3BB8+7p7APjc2A+AmysRm2LCmJ0kvDC5\nl9oaqS6OM6xEPCabuqu5YPQaImPlvVZ3D2X1C2O8ccCwp5IEF7wihzBxDLWf3MzmTikgEpuUoq87\n6HtwA0aSw3Pj7HMMJV7RoVSZYfs5FX4lt/KNfTixFE6uxUhvnNJtZUyulLDD1RxFWIvVVbajngk3\nvJjfGFLje+Sq5m1hw2kJzlgg+vXsskkQcnEi8pmfPnYzi56fhOtVE93yfyfSdHW+aumGH8yg6mPy\nvb/wymspn7/QL/a3fUaSH25ewOc+IgVu5nx5Ktk78z8tS2+7g9k3SuGvr3z7HqImzQ2//gAAo9/7\nMr1Xnk7tEnntkS+UsOXG8ZgF+XDxXEEfkOqquWI3T2xfxiVTzqNkm6hZYoihak2aqV6xs7XvKKa8\nu5vY1RJx8cI3T6N0ooSSzhkGI+avY80vJvtjvOiyD/Lvm+T8fWXMgbsvBNrCbOiTeNhPX/gUPzjv\nAyQ9r0nfxb00XrmSSfMl3GLJpSdT8ehSRr0oI1/5/SnsnCn7Dv25JXzuUIJ98jk4zy2DuhrcNoly\n+Oz6V7m0eBnf3C0hwa+++0z+2FHCE9ufB2D8/Z8k64XknX7SqwSNy+5ZEkXT8pVZTPvZ51i15g7v\nmHukMnWXhOHZ9N7Fjwoa1aejnpxn74nty5j8/IdwO2WOYhxp9dPb6HnzapMEtkUJeR5JJy2erdxv\ncudkQ6rCC391INLhEPI8f4GEV/jF+z03rnjNMkWeRzNlCbRbEl6KUPvxAcJe+Gtkj8U9tZsx124C\n4OLvzubxdc8P6Fj/NOFxzkq+m62bh8gdQRenPIOb9irXJB36YhF/jpPeEyHteFFU3UHaO8MU7fQK\nDQWBYRlSWdnu6C7mldhwOICH8mAJBLMkhmbJlOQjsnKu4uIWh7LmLOEeb74ZCbDz9Cgh74RlwzBk\nRdYPP44NDVDc5lK5wfO0VgT81i+ZYkM2ki9q6aQs2bDJz7uSULwjH4lyVKHa5KMG5QAZ8q61DNnH\n/Z73H3vXCAJhi1OZ/9GOjwLjTeBKy+NkNktsQPUrlshHdpHIyMcRPi5LJJhh82LJSQokpWRzsZev\nmS51SIxIM2q05CRcPPMV7lx2BgDBcJaO3mKGfkcM2fjQKNWPvEguyKmRla8b87wpMtH5cHOKYifM\nS1+THkbnf+BjmGyWbFSMPmsgG3V8sY50WEI9EOr1qprGsxS3yv9FbSGyUePnLoR7svTVBilql+MP\ndaWwAcOeJhmnk7b0jnD54SYvv+f6fLhZjlxUfRFy3CetkHtuG/4YH33lw7w47fcAjF3xMUzIqybW\n6vjGJMD0X61gYdsY0svEoKQuQ7jD8avApU6LkW4rotSrMDvsp0voeo+0d4l0ZUn2Boh0eSG+jiFT\nGSW0SyZ/7og6usaEePwvkus6mny/vaMCrVR2TJFty4de53Irc2GXpQ/HqLq3lHG3SKudV9qHMvZL\nCwiOkLYamZZtOFPFiHGjQcZ94QWKnpb8y6b/XscDC6cz/B9eaOmDL/DOv/8ztV/08jW/0UBoZ9LP\nbXz/pip2efbZT8ZP4tPr1nLOGKlruvBzsxj64/n+OJt/D4aDyz1+/6Z34I5uoPJXcp11fXAG2ajD\n7Q0Szn/eadcR6MsQz3rhtQay6zb5z/94/TN8/y+ibXN+ORVYyb/M/TAAgaYU7TPrqbxv39fwuC/m\n7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fitted_parameters = BAR_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": [ "Notice that we get some familiar maps, where the Ball model takes the role of extra-axonal and CSF compartments, and the stick takes the intra-axonal compartment.\n", "\n", "The more unfamiliar maps are those of $\\beta$, $\\kappa$ and $\\psi$. $\\kappa$ represents primary isotropic concentration as in NODDI, while $\\beta$ describes the anisotropy of the concentration (bending or fanning tissue). $\\psi$ describes the angle of the anisotropy.\n", "\n", "Also notice that the maps are not completely smooth (especially lambda_par) as optimization can still fall in a local minima despite the brute force optimization. " ] }, { "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 concentration $\\kappa$ as background." ] }, { "cell_type": "code", "execution_count": 9, "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 = BAR_fit_hcp.fod(sphere.vertices)" ] }, { "cell_type": "code", "execution_count": 10, "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": 11, "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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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DBw70RBdg1apVnmmDd7bSli1bPNEFePjhhz3TBsjLy/NEt7i42BNdgAkTJnim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\nIWNuXMypnkHdUYWBEbFHoKuqyr3X13Fw10ahuacUFOTztb8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WGZYNkGvQiUxG/ZsE+MlP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E5A6FBcdyGRRsCNYogifGp4xJFifSBEQYFOGRxMSnWTamIBE2kQj28uok/r6GhoaGhoaGxnuF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Y/9A96E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\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0ug6W56FQkeczYkWPIAiCcObEcEiYlmcKEs/EFG5Oy9zi0lAU+D8h6NXEPhaCIAiCIAjl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\nJEmSJEkRZjgkSZIkSZIUYf8GXnQp1y2OkmIAAAAASUVORK5CYII=\n", "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. The intensity of the background shows the ODI of the Bingham distribution on the left, and beta_fraction on the right. Notice it is high in the corpus callosum and lower in non-white matter areas. Also notice that in the CSF on the bottom you see very high $\\kappa$, but it means nothing since the intra-axonal volume fraction close to zero in these areas. Also notice that Ball and Racket cannot estimate crossings, which are expected in the centrum semiovale on the right. Using multiple compartments to model crossings is explored in the Microstructure in Crossings examples." ] }, { "cell_type": "code", "execution_count": 13, "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": 14, "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/fitted_modeling_framework.py:124: RuntimeWarning: invalid value encountered in 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/fitted_modeling_framework.py:104: RuntimeWarning: invalid value encountered in divide\n", " data_ = data / self.S0[..., None]\n" ] }, { "data": { "image/png": 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MLukmv9oUqtU81u6reIbWS3gv9PyMZmYvJ7/8rEJOznY22TPlOVrxj3XPgf2wLM8D43GN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\npowFaPZ2iIhrq/fnl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mse = BAR_fit_hcp.mean_squared_error(data_hcp)\n", "R2 = BAR_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. Instead, in Ball and Racket we can see clearly see the structure of the different brain areas. This means that Ball and Racket model cannot fit the diffusion equally well in all brian areas, and that interpretation of model parameters will be biased when comparing them between these different areas.\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": [ "## References\n", "- Assaf, Yaniv, et al. \"New modeling and experimental framework to characterize hindered and restricted water diffusion in brain white matter.\" Magnetic Resonance in Medicine 52.5 (2004): 965-978.\n", "- Sotiropoulos, Stamatios N., Timothy EJ Behrens, and Saad Jbabdi. \"Ball and rackets: inferring fiber fanning from diffusion-weighted MRI.\" Neuroimage 60.2 (2012): 1412-1425.\n", "- Kaden, Enrico, Thomas R. Knösche, and Alfred Anwander. \"Parametric spherical deconvolution: inferring anatomical connectivity using diffusion MR imaging.\" NeuroImage 37.2 (2007): 474-488.\n", "- Budde, Matthew D., and Jacopo Annese. \"Quantification of anisotropy and fiber orientation in human brain histological sections.\" Frontiers in integrative neuroscience 7 (2013): 3.\n", "- Kleinnijenhuis, M., et al. \"Detailed laminar characteristics of the human neocortex revealed by NODDI and histology.\" 2013." ] } ], "metadata": { "cite2c": { "citations": { "1647435/2ZU2N66N": { "author": [ { "family": "Kleinnijenhuis", "given": "M" }, { "family": "Zhang", "given": "H" }, { "family": "Wiedermann", "given": "D" }, { "family": "Kusters", "given": "B" }, { "family": "Norris", "given": "D" }, { "family": "van Cappellen van Walsum", "given": "AM" } ], "id": "1647435/2ZU2N66N", "issued": { "year": 2013 }, "title": "Detailed laminar characteristics of the human neocortex revealed by NODDI and histology", "type": "article-journal" }, "1647435/45F8TUUF": { "DOI": "10.3389/fnint.2013.00003", "URL": "http://journal.frontiersin.org/article/10.3389/fnint.2013.00003", "author": [ { "family": "Budde", "given": "Matthew" }, { "family": "Annese", "given": "Jacopo" } ], "container-title": "Frontiers in Integrative Neuroscience", "id": "1647435/45F8TUUF", "issued": { "year": 2013 }, "page": "3", "page-first": "3", "title": "Quantification of anisotropy and fiber orientation in human brain histological sections", "type": "article-journal", "volume": "7" }, "1647435/HIXV9AHK": { "DOI": "10.1016/j.neuroimage.2007.05.012", "URL": "http://linkinghub.elsevier.com/retrieve/pii/S1053811907004211", "accessed": { "day": 15, "month": 12, "year": 2016 }, "author": [ { "family": "Kaden", "given": "Enrico" }, { "family": "Knösche", "given": "Thomas R." }, { "family": "Anwander", "given": "Alfred" } ], "container-title": "NeuroImage", "id": "1647435/HIXV9AHK", "issue": "2", "issued": { "year": 2007 }, "language": "en", "page": "474-488", "page-first": "474", "shortTitle": "Parametric spherical deconvolution", "title": "Parametric spherical deconvolution: Inferring anatomical connectivity using diffusion MR imaging", "title-short": "Parametric spherical deconvolution", "type": "article-journal", "volume": "37" }, "1647435/ML4KW4M2": { "author": [ { "family": "Sotiropoulos", "given": "Stamatios N" }, { "family": "Behrens", "given": "Timothy EJ" }, { "family": "Jbabdi", "given": "Saad" } ], "container-title": "NeuroImage", "id": "1647435/ML4KW4M2", "issue": "2", "issued": { "year": 2012 }, "page": "1412–1425", "page-first": "1412", "title": "Ball and rackets: inferring fiber fanning from diffusion-weighted MRI", "type": "article-journal", "volume": "60" }, "1647435/Z259NHBS": { "author": [ { "family": "Assaf", "given": "Yaniv" }, { "family": "Freidlin", "given": "Raisa Z" }, { "family": "Rohde", "given": "Gustavo K" }, { "family": "Basser", "given": "Peter J" } ], "container-title": "Magnetic Resonance in Medicine", "id": "1647435/Z259NHBS", "issue": "5", "issued": { "year": 2004 }, "page": "965–978", "page-first": "965", "title": "New modeling and experimental framework to characterize hindered and restricted water diffusion in brain white matter", "type": "article-journal", "volume": "52" } } }, "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 }