{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NODDI-Watson" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*(Zhang et al. 2012)* proposed a model to estimate the dispersion of neurites (i.e. both axons and neuron dendrites), and is called Neurite Orientation Dispersion and Density Imaging (NODDI). It models dispersion for a single axon bundle using a Watson distribution $W(\\kappa,\\boldsymbol{\\mu})$, that is a particular case of Bingham when $\\kappa=\\kappa_1=\\kappa_2$. As such, it is incapable of modeling axon bending or fanning. The model separately models the CSF, restricted and hindered diffusion as a Gaussian Ball, Stick and Zeppelin model. NODDI models the signal as\n", "\\begin{align}\n", " E^{\\textrm{NODDI}}_{\\textrm{Watson}}= \\underbrace{f_{\\textrm{CSF}}\\overbrace{E_{\\textrm{iso}}(\\cdot|\\lambda_{\\textrm{CSF}})}^{\\textrm{Ball}}}_{\\textrm{CSF}}\n", " +\\overbrace{W(\\kappa,\\boldsymbol{\\mu})}^{\\textrm{Watson}}\\,*_{\\mathbb{S}^2}\\, \\left[\\underbrace{f_h\\overbrace{E_{\\textrm{h}}(\\cdot|\\lambda_\\perp^{\\textrm{tort}},\\lambda_\\parallel)}^{\\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", "To improve the stability of estimated model parameters, NODDI sets several constraints on model parameters: \n", "- isotropic diffusivity $\\lambda_{\\textrm{CSF}}$ is fixed to $3\\cdot10^-9 m^2/s$ \n", "- parallel diffusivity $\\lambda_\\parallel$ of the stick and zeppelin are the same and fixed to $1.7\\cdot10^-9 m^2/s$ \n", "- A tortuosity model is used to link the perpendicular diffusivity $\\lambda_\\perp^{\\textrm{tort}}$ to the intra- and extra- axonal volume fraction $f_r$, $f_h$ and parallel diffusivity $\\lambda_\\parallel$.\n", "\n", "The only parameters that NODDI-Watson finally fits to the data are Watson parameters $\\kappa$, $\\mu$ and the volume fractions $f_{\\textrm{CSF}}$, $f_h$ and $f_r$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Dmipy to set up the NODDI-Watson model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the NODDI-Watson model in Dmipy is straight-forward. \n", "First, we instantiate the model components for the non-dispersed components themselves: a Ball for the CSF, and the Stick and Zeppelin for the intra- and extra-axonal diffusion." ] }, { "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": [ "We then Watson-disperse the stick and zeppelin together, making a representation for a dispersed single axon bundle" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.distributions.distribute_models import SD1WatsonDistributed\n", "watson_dispersed_bundle = SD1WatsonDistributed(models=[stick, zeppelin])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can set part of NODDI's model parameter links that we listed above. The bundle representation allows to set tortuous, equal and fixed parameters. First, we show the parameter names of the bundle." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G2Zeppelin_1_lambda_perp',\n", " 'SD1Watson_1_odi',\n", " 'G2Zeppelin_1_lambda_par',\n", " 'SD1Watson_1_mu',\n", " 'C1Stick_1_lambda_par',\n", " 'partial_volume_0']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "watson_dispersed_bundle.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then set the tortuous $\\lambda_\\perp$ parameter, followed by the equal $\\lambda_\\parallel$ parameters of the stick and zeppelin, and finally we set the remaining $\\lambda_\\parallel$ to $1.7\\times10^{-9}m^2/s$. Note that fixing or linking a parameter removes it permanently from the parameter list, meaning it cannot be used for subsequent parameter links. For this reason, we needed to do the tortuosity constraint before fixing $\\lambda_\\parallel$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "watson_dispersed_bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp','C1Stick_1_lambda_par','partial_volume_0')\n", "watson_dispersed_bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "watson_dispersed_bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we put the model together with the scheme as follows." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentModel\n", "NODDI_mod = MultiCompartmentModel(models=[ball, watson_dispersed_bundle])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see the names and cardinality of the to-be optimized parameters in the generated MultiCompartmentModel as follows." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G1Ball_1_lambda_iso',\n", " 'SD1WatsonDistributed_1_SD1Watson_1_mu',\n", " 'SD1WatsonDistributed_1_partial_volume_0',\n", " 'SD1WatsonDistributed_1_SD1Watson_1_odi',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NODDI_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last thing is to fix the diffusivity of the Ball compartment to static values. We can do that using the model.set_fixed_parameter(parameter_name, value) function." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "NODDI_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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0CQkJtGjRIgJAvXr1klnW2jqqaFKplBYvXkza2tpKP5iMjo4mTU1NWr58ucK/C61pU86e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\nYRimG9EC8BPfQTAMwzAM0yr3/h946Y/teGJsPwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "NODDI_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting NODDI to Human Connectome Project data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate Dmipy's ease-of-use we also fit the our constructed model to a coronal slice of the HCP data. We will illustrate FODs in the red region of interest later." ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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3fLqMzz3uJPD69/fQPxv1j/jrM18lXPPGRwEAD964D9f+AV40SNWHhISEDpKn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\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 this coronal slice takes less than 10 minutes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup brute2fine optimizer in 4.23309421539 seconds\n", "Fitting of 8181 voxels complete in 647.025583029 seconds.\n", "Average of 0.0790888134738 seconds per voxel.\n" ] } ], "source": [ "NODDI_fit_hcp = NODDI_mod.fit(\n", " scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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931jQ7H0Avu29/4xz7nQAtwJYNla/mmAJIUSFMZWq1HQZDyGEEGKmmQavjfMAPOm93w4A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\nAAAAICZUsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAAAAAgJ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wyNZLXhc3mr7DMvziQo\n51xTiAReJ+mn0fcx51wqbLfS/nQ1Li/hUogybQ7n7K7wnJeVyf+iwgr9SI2TBefSOXeYc+6lznqi\ndMu+D0Qpza+VNexNcZZQ4xOyRsK9NtKxDmHIa997v1rWNfNT4f/2DBV2m0XcvPf88MNPTD+ylOB/\n29/7wQ8//PAz3I8sMvBLWePM7vD4PVkj4+WyL48d4bXVsvE5hxet4w5ZxSb/5+y81w8Lz30j77m0\nrEHz3qJ1vS5sp11WMfiW7Mt19PqnZZWWXbKEAv8V9rlD1qjyrrxlz5A1zrWGxzOK9vkdeX9n79my\nKIbPO+4tsi+tFxTt6ypJ54XffxqW65BFS141zD7vUT4UPxe2/wFZIoztkr4iKZ33+lVhfctkEXov\nqSK8dposecnO6JyHz+APYT+2S7pN0nHhtSnhXLfJko18ZjTll6yhsvhzv3yE97w77zPZFbZ3cdE5\n7Qqff6us8v1PRcd+9iDbvaNoO9fKKraT8577SFj2/LznGmSNvO2y6+4tYZlF4fXFsgrtLkn/n6Rj\nwj63y7os3igb/ydJNbLEEhvDzzck1eTt87qhrp9hzteIxzrE+4a79g+RVTw7ZMlPsv9jyl37Ffv7\n3nSg/LhwYgHEwNlcKe/w1o0AAAAAB5mDoYsgMCjn3JkuN4Fvwc8I7/vuEO/7bqn2fayccx8bYp9v\n3t/7NlZDfWbOudGmjwYAABg3RLAAAAAgyRofZXNE7cF7P2T2u9DI+OZBXvqp9/49Me3eAcM595T2\nTEohSe/23v9siPfs1WeD0qOCBQAAAAAxqdjfOyBJL0tdSi0PQGLdmvnVWOcdA0aNMhJAkh2MZSRj\nsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAAAAAgJlSw\nAAAAACAmVLAAAAAAICZUsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAAAAAgJlSwAAAAACAmVLAA\nAAAAICZUsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAAAAAgJlSwAAAAACAmVLAAAAAAICZUsAAA\nAAAgJhX7ewcAADnnn1Pvt+8YGNN7Hnq85xbv/QXjtEsAAOx3SSofqWABQBnZtmNA998ye0zvqZyx\nvGWcdgcAgLKQpPKRChYAlBWvAZ/Z3zsBAECZSU75SAULAMqIl5SR39+7AQBAWUlS+UgFCwDKTEbJ\naKEDAKCUklI+UsECgDLi5TXgk9FCBwBAqSSpfKSCBQBlJildIAAAKKWklI9UsACgjHhJAwkpQAAA\nKJUklY9MNAwAAAAAMSGCBQBlJildIAAAKKWklI9UsACgjHgpMYN4AQAolSSVj1SwAKDMJCMJLQAA\npZWU8pEKFgCUES+fmEG8AACUSpLKRypYAFBOvDSQjPIDAIDSSVD5SAULAMqIV3K6QAAAUCpJKh+p\nYAFAWXEakNvfOwEAQJlJTvlIBQsAyoiXlElIFwgAAEolSeUjFSwAKDNJaaEDAKCUklI+UsECgDLi\nlZwCBACAUklS+UgFCwDKTMYnowABAKCUklI+UsECgDKSpBY6AABKJUnlIxUsACgjXk4DSu3v3QAA\noKwkqXykggUAZSYpXSAAACilpJSPVLAAoIwkqQsEAAClkqTykQoWAJQVpwGfjC4QAACUTnLKRypY\nAFBGvKRMQvqYAwBQKkkqH6lgAUCZSUoXCAAASikp5SMVLAAoI94npwsEAAClkqTykQoWAJSZTEJa\n6AAAKKWklI9UsACgjFiWpGS00AEAUCpJKh+pYAFAWUlOFwgAAEonOeUjFSwAKCNJypIEAECpJKl8\npIIFAGVmICEz1QMAUEpJKR+pYAFAGfFyieljDgBAqSSpfKSCBQBlJpOQPuYAAJRSUspHKlgAUEaS\nlCUJAIBSSVL5SAULAMqIl0tMH3MAAEolSeUjFSwAKDNJyZIEAEApJaV8pIIFAGXEeyVmng8AAEol\nSeUjFSwAKCtOGSWjCwQAAKWTnPKRChYAlBGv5LTQAQBQKkkqH6lgAUCZSUqWJAAASikp5SMVLOx3\nt2x4dI/nTrzyvZKkh678jiRpwQ3vkiTN/IuFhlsXpiVJT37g25Kk82ceN+rtrfziaZKkOSetlyT9\nfsmvJUk/aFsoSbrhiMljOwAgRl5OmYRkSQIw/jb89ghJUmV6IPvcrtUTJEm+JiNJSrdamZjqtXvH\nvFPXSZI2tjZJkma95qlRb+/5759kv6S8JGn+7G2SpFXLp0mSDn3PA2M/CCAGSSofqWABQJlJSgsd\nAACllJTykQoW9pvBIleRCct7JUlnvv/dkqTZ4fmeJvvHmvpgz6DrKo5krf70adnfa7ZZq8d7Lv6j\nJOmKSSskSUd/9YOSpOaV1jq4/hp7XHnB/w26TmA8eSVnpnoA4+f5q0+WJL1z4Z2SpLp0rtz7+rbz\nJEmuyyJXlfN2F7x3zX1Wal7zxqskSf9+y2slSbXnryxYbtlXX5T9fe5RGyVJh6Xt8YUNUyVJax+d\nKUmq7rLlVn7BytX+mbY/i9/68F4cHTB2SSofqWABQFlxGkhIliQAAEonOeUjFSzEbqjI1DO9nZKk\nQyorwzOVBa+f9b53ZX/vmWmtcm0L7R+pZ7JFlerX2t/pXnvv4p/YWK2zz35cktR60wxJ0n3H2biq\n45cuya6z69FJkqQfX32BJOn6jbbOCf322F9r605V5fq5D3c8Ui66VbzMgLd+8S/6z3+SJDWusYjc\nbT/+/pDrGmrdOLiMRwudc+4CSV+XlJb0f977Lxa9PlfSjyRNCMv8m/f+plh3AoAk6TMrl0qSLn/o\nbZKkdNrKi18eb70m6lP29/tWhPJs5wJJ0pNPzsuu46Un2piq2x47XJI0sKzBHqtt3JSfY9Gldz78\nFklSU123JKnhdotGbeuslyS5Xbmo2KHNWyTl7j+rq63MPOMsK1/vWn2IJKlvV40kqTKUleuuP1KS\n9J9H2S3jya6oz4m09Dgryz+y/AlJ0udXXiRJ+uQhN9g5uMl6qdRstOXqT7PxXq1P2ljovmm92XVd\nfsK9kqQb1x4lSZp08fPCwWW8IljjUUZSwQKAMhNnC51zLi3pKkkvk7RO0lLn3A3e+6fzFvsPSb/0\n3n/HOXeEpJskzY9tJwAAiEHcEazxKiOpYAFAGfHexd1Cd4qkZd77FZLknLtO0isl5RceXlJT+L1Z\n0oY4dwAAgH01DuWjNE5lJBUslMzhVXWDPn/sA2+UJDVU5loldh1qj/0N1lXCV1i3h45DrbtA53S7\ndDMN/ZKk+zZY14knTv15wbofOfm67O+HPW7dCeu22Lq2X2pdFluabHBw368sBW31M7X2hpeO/tiK\npZ3dALoubpMkTfov6/5w3mX/KEladWG1JGnyE7n3VLeGronv2ypJqlXhYGQcPGKeSHGWpLV5f6+T\ndGrRMldK+pNz7p8l1Us6L84dAJDz1getHOjptK7uV55q3eV+uPN0SdL1Tx8vSVow3brLLX/auvW5\n/lwZeftS65ZXs9XKliixWvUOW8att258nTOrJEldC618mdOyU5K0bNMUSVJmW3V2nX+rsS6AnW32\nXmVsXbffdbRtImw/HcrjTHsoK+e3S5JOqLHU8GfU5m43S3WGJOnBTlv3CZPstR9sOVOSdOgR9p5l\nPXMkSX5piySpf6rtb8Mzuf377cNnh2Oy7U8SDkbjMNHwuJSRyUjFAQAHCS8pIzemH0ktzrkH837e\nlbfKwfpT+KK/3yjph9772ZIulPQT5xzlAwCgbIxD+SiNUxlJBAtjMlzCh8ia/g5J0st+8mFJUsNq\ne37nURaNeu61NjlwpbOWt44VzZKkiom5a7y/PgzUrQrXeJW9V312PftJfZKk+bOshe/wCZsH3Zco\nsYYkTb/fWsS2nGCXfc8Oa33b2GN/p0LUrG6TPS7+qUW8Xnjzd4Y81pHOR8v/WtSuu8WOrW2+bWvK\nI+F48v6FU/32R88PLZK29hob5Buli4+Q/OJA5/amhW6b9/6kIV5bJ2lO3t+ztWf3hrdLukCSvPf3\nOudqJLVI2jLWHQEOZis/bynMJx1nPRHa7p6afa2vye7xA1vs/p/6/9l7z2hLsrNKcMf19vmXL32l\nqcyyWVZlVFUyyMPgYRipexqEEQi3mAbGMA09DItFN42Zpgfh/UIjWgIEwggBkqpUkspneZPevpfP\nu+ttzI+9vzAvS1Cqyky9qzp7rVyR996IE+eciHe+iG9/3/6atAs/+6lvBwCkpmiv7t7L6IUvHr4G\nAHDtjXSuv/TM7qAtrydRJppCJKUFkdC2zTrEyO9jFMW2IW5vLPJP/3CZS0Ij2w3aNOYqmaWtzLxA\n+5WSPLvZq36G5+6JXGqdLrPNGylu8d7yStDmuT+nIMXXlmnHfv48RS6ePMvzv3Evy6W8693/CAD4\n/PJ+AEClw768922PBW197MLtAICT87SNxz5EkiEzyXlrVdmhg9/zOBy+WnHJ7SNwmWyk81A6ODg4\nbCJQJcn7sv79K3gMwAHP8/Z6npcB8F4An9iwz1kAbwcAz/OuA5ADsHBpR+bg4ODg4PDqcRnsI3CZ\nbKRjsBxeEb4UU3Pb4/9T8P/iH9Flll6nR2xbmtvWCJmq7Q9wv/se/xEAgDkhdqzQW7Z6dfR23MDO\nirkyr52v4ornnqGM7fzSDgDAnffSCbG9RG/d/G/uDVtUeqKnVCevw7ayeboAGyPK61piXHx2ib//\nxIXbAAC/su2VF1O8599/EADQ2s02Km+lhy2fZ6z6Slss2louOCa9yO/SFR6z5bPsx22PkUk7/DNk\n0r5UUWWHrx5cykr1vu93Pc/7EQCfAuVl/8D3/ec9z/s5AI/7vv8JAD8B4Hc9z2BFnS4AACAASURB\nVPv34B/f+33f3xgi4eDg8CVgMuTf/xDzp5aeVY7TdY1gn2SKxueq8TUAwGSe0R7lFKXSaz3mS71h\n+DQA4KnttGsmqZ7dHhYT7p6gLHtmTW23xI6p3EhjB+1vvse15NwK7fPHOrRn1QbZntZMMWhzywFG\nhMwfJ0OUUgCIsWNdmavWqJ1LkRh6hv3LBbb93vKngzZfuOdPAQA/cP5rAACHxVx93UHKzN9cJDv3\n8w99Pft7inNgTNx/GQol39vb+eXX3shjj01yjmf+mW2WZNv3PMrolNN3hnPv8NWDS2kfgctnI90L\nloODg8Mmgo9X7HV75W2yXsffb/juP0b+/wKAey/pSR0cHBwcHC4hLod9BC6PjXQvWA4vi38tt2jf\nP1EFadfHwluoup1ehZW387uRXasAgF6f369fYJz2xKPcP7tO71djjGxUcyJ0BiTELsk/Br+g34r0\nyqVU4LBfUiFi0BvnP0yP1vE2t8O9sGjw2l6ex1NTqZqU/pbo7UpKkbCbI3OUW+J+H3/oDgDAr3zr\nK2ewirP0SC7eSpdfd57nqIDbVIP9TkUcMd0hjraX1eIhii8v1cM7/gOZrKF/Ow0A+PQMGWzHZH31\noe+itx0cNjV2P0Lm57MnDgAAvv+v7wYQ5geP3EADctNEmMrxA1OfBQD81IlvAwA89pIiLNr6e8/R\nBjxZJGvTXqddaxbI6nheaCN722lj+nO0MQmZuq7EerPztHetJpmu/G5GT8yt0g6/c98RAMCtN54J\n2vzQsbewrbaiO1Z4vnRDqoEy990S+9vfQUap3+K5Hj++BwDwxI6wOPDtWfb9t3eySPC3qj9H1phr\n/LcvUKEwd5r7pUTSWYSLPQsAQGqO+3zSZ17Xm65joeGpb+DYDn/yegDA5/6OLGL6J3jctl/5Ihy+\nejAo9tG9YDk4ODhsIvg+0LsMHjoHBwcHB4dBxiDZR/eC5QDglakDAsBPz9PbtO3v6Ek69+7Qo7Zf\n9SxQF1tTo2et16V3KzfBeOjV6+jBGjpBL0RzzBSJ+kFbxvD0pVJk+VK+amXl8vSQNRry7Kk+R5qO\nLGTWpMg3HHo6OsP8LtGy8/GzJ+9hr8l+9naz7dwy2y4fS/5LUxLDXf8HWaY+hZDCcxhrVuW5O+X4\n99Ex9uXFbEtV0WqPlKb5fe2PWBNl7z1UGj018zuxPjhGa/BxOUIgHBwcXj3e8RyNy288xAKJxdZp\nAICvWlH+BO3GbXvPAgDKaTJM9wwfD9p4/xPfDQBonxGrtCzbkzNDYLaGURQZma/2uNaDbBiRAbFG\nwVKhJrJL/E9ewrq9HHdYzpBxu+ZaRkBkJT9YToZ5StdP8KCHj42yN222lVmLnBdAp8A2mzv0CKnc\n6JRYs9OdiWDfL9bZVqXH54GnTqneVZv7ZubYhifz3wvLXhH9yH8z8ZSXB5+9Jjb2ibuYQ7b+NHPI\n+npeOPFLb4wdf+DHHobD4GJQ7KN7wXJwcHDYRGCM+WCEQDg4ODg4OFwpDJJ9dC9YryO8EpbqO06+\nHUCo9HP8rX8EAPihacaXP/J7jG3u7KIH4bvefH9w7D9duBYAsP48vUdWn8PyjDpic3pD9IbVdtCD\n1U+r5lWEKAririXS4ovVSciD11Ltqr7UBTMtHWh1OugADOpPAYAvushP+LF9re2NwoXr+/m9MW3X\n/+YPAQCufsfJYJ+bhukN/OsPsyp9uc1jFu60jnCTXeTg2mP6IqXf2xFPjJ1f89VTv1rjinfXRBrr\nNXSMn/f95Q8AAE5+628DePnr7FitwULvZeseOjg4XE4c/cPbg//ffjVzk1ZaTGr6zceZ12tr+miG\nzM9de08DAJ44T5v5wtxWAMDP3vQ3AIBfPPLuoM3WOTJX2VWt5WorKTuQlB0zFqer3ONEU3ZuPGSb\nOktkpApzso09a0vREX1uq3nanvwWSgJ2+vx8jQo+fm7t2qDNPQXmjT26nedJPMZolHSd+cme7NuQ\n2m6OM8qjvkv5y2X+/g8rh4I2H5/lvNwyRVuZkO3zl9kPs/U2F/lF/p5S3lenGK6Facub7tLA97Zy\nwlLnOWFLzTEAwD1f8yLHceYqHjjDcWTW4owWAPhbmwCAq//dk3AYDAyKfXQvWA4ODg6bCFbnw8HB\nwcHBwSHEINlH94L1VYxXwlhZTtXf/9Z9AIC0FHxSFEbCvi7VAscepIeoNEs32dlvpHfpWC2sUj8z\nrzpYVhheTEy3KAWivFxs+uNoTWlHMViJtfB2tJj0foHHpEtSK5IiYVcMlrdED1puUTHg9TgNZTlZ\nANAaV5tePNcJSXn8EvFj7ff1fdpNuVtHHgxra72Q28N994iV26m8qQb7mZLDsTPMtvrKM0u0NDmR\ndcJ+C2LO9VtPceO9SfXT4t3Vdn6ansDrfocM22/+u98K2nxrPhLA7jAgGJwQCAeHQUb6ftZRPP4A\n1/S3XfdM8NvpKtmQUy9xH2+ENihT4PaBk1cDABIKKbh3LyMbJjKsbfUH52lTlxeGgjZza2KuZPos\nx9iiFxpbZB/E6lgUiJ/g56vGl4O2Zh+kGmBuhTv5Sdm1FLe1KdqFwjczr6r2BFX7To2Q+frveAMA\n4D1bnw/aPNUgS9dZY8eMVULPbA+/SNU4gNGjFnZCe9yc5O///PT1QZupEvv3wCM3AAAyq/FIDLPR\nxVkem67HbZbvhaEtbZtKExUuk32q5zOx/j78RbJyvj1STJHpatX03BDJ906fDmtROgwCBsc+uhcs\nBwcHh02G/oCEQDg4ODg4OFxJDIp9dC9YX4X4UszVzY++L/xwP5V9LH47K5dQdQc9A529pEdS5+jd\nyazH86Q8MTTPzG8LmvTFrFjcuG+x1mVVlC/Ti9Ss09uESlptyVvXCv9oLC8rUeCx2Ry9YNUlxsOn\nF3hsuiL1wCr3r2/l58IF60M45ECByJxXYqjS8kh2m2zT78b/eI3J8pPxuHkgVC9MKbbbvHLmgWyN\nkdnys3G2rJ+RJzBvdB8CJSZvVnVN9JM5awLFQW0tTt+8oeYJ/OHf+2DQZOJO1iLbjhfgMBgYJBla\nB4dBxLmfuQcAcGOKtaAm7mI+krFSQMhMWT2p/irX5dY41/QJ1XkcLzDsY65BRqnWpX07ep6MUWo+\nHbTpBYwUtxadUKLwIAqz/LuvKHWoNcFzmZ1ZbhSCtkrT/C2zQvvVGeZ5jblqvmudx5ymop83Qpvz\nlttpCx546SAAYG0ibPNkZRwxKAcanuVJ8XOySaNTmLF8KZ576QaOtTEVNpE5xe/MnlkkSUKlsvIU\n/kN2taf9+Hu3oNzjcPoCO2/KuuvWd9nX5LAmWNcunWKbt+xg/ldTuVt2jQDgRG07HAYHg2Qf3QuW\ng4ODwybDoIRAODg4ODg4XEkMin10L1gDjH8tx+rq+98PACh/nl6ezmj4m38v6Q6rt575Ar1vVgX+\nrn2nAQCPLLDOhNW96GXpHRt7lvut1UfCRifpPeoX6E0yr5sxM435Qux7y0My5aTo30xfMdOlEmOs\nG2KXvDrPn11iG8On6aGq7JLX7noyb16PqkGJCEHkK58rsc7b3hepZMyVlxRTpbpdsJwsEzQU9eU1\nL/7j7g4pdr4pFk95Z76xZuZx0TlSUkM0Zg4Aamv0kKbDrzSW+NY8et2Jjrb8nDpCr1x2Ncwl6z3A\n67P+SRbmeujmv4i17dQFNx8oQzsYHjoHh82MEx+m6m02R0s3VKA9ab3EddjUcu/ecxoAsKoajgBQ\nn6bin6neWQ6u2YOW7MSu4urLntsiOqIRD8kNDJZFWOSXxbjUxEqts+3l67kdvX0BAND9i8mgreI5\n5npZXlRrWPUnxX51Ztn/gnJ0GwdpU+8aYq7Y/S3mKd1UOBu0eXiF85FaU42tpNmvDVsh0aaBzV3g\ndkuLNqy6PWSIqju5rR3i3GePc5+iokwyVbFPLYsUUV0x5Z2lmuE5U2wCddX28lKypwXZwkW2XT7J\n/neVXvVocw8A4J6rOfZmL3z09RUlc/Q372Sbej7Ze90Ftv2OcH4cvvIYJPvoXrAcHBwcNhkGJcbc\nwcHBwcHhSmJQ7KN7wfoqxKH/SjW5rK7u+tXyDI2F1EhOMcqNdeX7mONO9+3habqdcgt0tZknK3Bg\nySs38UzoXVq6idRKZyRe9d1qVyHHbX9dFIzqdajAO/oTYf9Sip2urJL18sV2pavxPKhOwb5X9frn\n8rHfY6qCnTjz5KXl/crwXKZMmJTaYd/yq7Ly0oltqtdC1aFeM1K8C0AvtYHdUq6VxYR7msdMlm21\nmmGAeXJRXj9dA8tD8/rxxaS3nZ7IKPsFAN0Cj48qJza2so2nNzBXDpsXgyRD6+CwmWHM1fYR5iOd\nmacy4Nbr5gEAB0fIDD0xS3vX6YTreWZFERaKSuiUuZZO7CRjtThPSbvjRYYQLFTIGDVOMxoERdmR\nbGiD2voJG8yEJ5W+hFicrEixyae149PMjRo5tR4ck1hjXau+VAF7WUWZyDxZNEVfzwGWW/zFNUYz\nmJLeDZnZoM1Ti+PqT7xfQT+7Zs/EMqUt2oObVI02qTgXrl+JLjuQarJjQU7VhpxiY656GT1zqIns\nSvg80S0mNFYd02DbHdn2kZcU4bLGfta3qGMrtI3PL7BGWSoZURHM0b73ZX9Hr2MtsAurvL674LCZ\nMEj20b1gOTg4OGwyDEqMuYODg4ODw5XEoNhH94Ll4ODgsJngD06MuYODg4ODwxXDANlH94I1QPhS\nohZ7/+YDAICpB0mPd1QkuDUphQeFAhzcNXfRsUcXKFGalNpFmnmzSP4zwx2s6F83a4UPyec3xy/2\nIOQVFtDNi+JXCB56KrqrUDvftyRW/txXKIWF6gFAMc8OVVRY2F9mXIGFa7RHFLKoRNjsmuRiGTWB\nTknjaF3UTfSt+K6KDgY6GIGohdpSeJ+vPrRakobPhMoZJpTRb8VDBU2OPVtSOJ+OsaiIpIVoVsJw\nQ08hgX2b2nh0BjpbGH6Rl6x8s8o4iZSFCioUpR4q5yN9gCEl1/4uw0bHn1PYSprztvBh9m//v30S\nDpsDPgYnxtzBYTPh+P9zNwAgP6uQsSLD344f46KYG6cIUkFKQnmpTlTXFFq+HIozJLQ0t1UkHpIA\nb0vcojxGefbpRQoJdRd4QMpC80Z13NbQXiRfCEU0AKB3Aw1WR6Ht6Rr7neiohEhFIeUrXKcTlWZ4\ncIb2qD1CO9BT6F1vhOdL1CQvv0Fo6am5HeyL7O2D9VCavikp+pSeDFvDCsGvSQjKQhnbVik5HjIY\nhBZ2Q+NlhY+TTStWHN83CIk3cQuZ0lQ9Ln7B37hPbkHzIjGOpOxvIPGe137LVhaF4+ju5na9El6H\na3bwuei4x1DPpZNUA8ussM2jv8eCzAe/73E4fOUxSPbRvWA5ODg4bDIMiofOwcHBwcHhSmJQ7KN7\nwRpgHPpVshIia7BwOz09fSVtGiOTLpLxSCZCT9BinYmxXid+o+ZW5Dmr8di5O1TsT+xIdpGf84vy\nINVCT1Vji8nYxj1VvoQgeiaDbsyQvF4wMQcvbCsoJOcbc6bCveM6VqycFSPMrsUZtuyymo6IXKRW\nJd06xfkwwQlLgPWLSna1/cUMJRJxKskEOIBIUrT66UnyNV9sxY7tyOuZTXfj44siEBCxBGJ5C6fo\n5Rwt0nu5ulqMHdaztuvxOQKA7IPDAIDSEtta2y/v6xnuM/R5eix3Psy76Pzd1Yv75XBFMUhJvA4O\nmwm2Ztb2cp2tqcjuT73lbwEAQwkyWH8+fzsA4JNPHgIApBclxFAP/+66N5Chgtb4bF5lSPS3Wa+R\nOcop2qJT5jm7ST1WNWT3emGbrQmJWCzJrkqcoV3iPnnqKwTF41N1lRapm757hBnKklVqjWk7KhvU\nEOu0Hi8Z4rX5ffXMsBrn97/4ha8L2rRjuyWed+lu9rfzLG1kYd5EJPh7uiK2rMWtFSJO1UMBpsK8\nok4kIpWQUEZCIlfJtoWByN5pvlK17kVj9vT/kgocG6PVGomLX+WX2D8TwWqLietOU2Uk0QgjcK67\njiznS89TzsKeLQq3UmmkfZoM5ak/uwkAsPe9z8DhK4dBso/uBcvBwcFhk2FQDIiDg4ODg8OVxKDY\nR/eCNQDYmHt1x0//IAAgpTDitYNy2yTiniqLGTcWZXptOGijqtyfwgw9Upk1K3TI7YV7eQN/29sf\nAgDMt+j5+eKnb2QDi9wkWxHvkhEnxjq1rDixvFvmNDKmSrlQScm4Z7KR3Ca10avyFvVy8m5NtGJt\n9EDPWrssD2RD+8mB1s1F/hD138QqPX5+IIOunysqQCzPXlcM196tHGw2yf5V29mgyUad/7c5TxZ5\n4qTYunSSY2vrT82Yq3KO4/CHw/7VdUyvKbl4sWEJfb+2Lsl6eT2NgfNXOQdJheeXToXeuaFzPP/5\nb4hUXAaQVv5WfYpt3FI+BwD4/ZkzeKVwRYovDwapkKKDw2bAHU9xnTt9hAxVZ47G8Z43HAEA/NKT\n7wIAJI9xDe0pIqOwHv8760eeiLrLtJFT+7j+XzW0AgB47CQr+WYUKdJQQV+zdwbLp0o2w0abW5UD\nq7woX9EKPdlyyylOKgcr2ZTtFHPjZ8McsV5RZVEKYoiGZfvGyaglFthodpG/N7bx3PtvnAYAnF1k\nrtFQMczrWnmRMu25aTFDo4rAeBNzeReP8zkgP89zD5/mGHPzfry/nTDKw/LHjI0zqfdgTAnLvTIW\nSuNoyohHCjUbkop+qW1TXrQiVXJLHHtf5VKq2zj347dQln/1oSkAQDOSF3emTul+u36ZWbZZW+T3\n2ME2u3O8d47+9h0AgF17eF/sLvO+ePSB64I2rcTK/p98+OLOO7wmDJJ9dC9YDg4ODpsMg5LE6+Dg\n4ODgcCUxKPbRvWANEL752LsBAPlleoLmbxXjothvT6pBuR3Mo2lUyFJ0FPvc7YZKd4lpqQVJdc9U\nBJdu4D7pq1it9vAy45JbKhbY3kqvUkdF+ZKti9UEjaBKmJOowjZ9MTIBM6OcMEvFioRao29Seqk4\nI9VfFGMkr1ambsqFdu54ccX8Yuj+CnLCRtmYl1LOmgofp9bVTxVk7IsZupBnwcHhQuOisVqx33pJ\n3rdE3N0WKCZqa4zWjtIaAGA0F7Y5k+R5PCkkdnrsjxU29rvyiKpgc6/OQZZOS0FJTsP8UtiHVlnz\nqGNHp+iJbA3p3hjjvr/+V4zD/6tPywMolcHVA5yDJ//P37ho7MasOibrEsMfnBAIB4fNgL85zciK\ndp1r+Tvueg4A8OmHlWMlpspUcosz3GYqXP+qO7g+Fu5ZDNq8b5JMz4UG1+UtWdrE8TE2snhKzIfl\nPFUVuSFb2strHS+Hhi1Zl6Ku5csq8iFQzqtJUXeNrE/ABHVkTPMhg9Upc6w9fZVXrlO1wLXdbGBG\nNt7ymG8a4bjmVBg5lQzZJovqsNymdE39PM99r7mLEQ4Hh8gIffojdwIAJqTIG6gMdiN21xgpy9Pq\nye63dF6xTf1c/HHUGC2kI3lxBe6ztp+DHjnGybacLzumOcW5WbqD58w9TOYqU1HbN4Z295nzVFU0\nVWO7FgFztsa27rvzBQDAg88fBACcO0+2b+4Cixf394ZM4C27GRHy5K9S1fLqH3dM1iXDANlH94Ll\n4ODgsIkwSEm8Dg4ODg4OVwqDZB/dC9YmwZeqcRXFXx34FADg7tIHAQDtMXm7FAvetTwg5ewUhuhR\n6akOVWs1rLk0NGt1IrhvfYr7NHapPohoKPNy+Rtu6K6aqu6MeJfksevn5KHqmUuIG1NbMsbKFPgm\nhukR7PVDNmxhibHeqSXlS22oUeXLa9dRHlI/LTXB1TiD5UfKU+UX+FtFset91elKq5aGeTl7GlvX\n4rzXcur3hsJUCJUZfY21UxWzp37VNcacmK6rx+ghLaY4F/Vu6JFsiyW0ebHcOWP6+ogrT6WWpMok\nds/6bfVEAKA95NlgOPaq6r2U2PbYU/LcLvBeunCPamvJ61mY57lv/9kfDNpMfCOlrh677aMXzYfD\npcGgGBAHhysFU3HrKiLD1GkB4Pk3fAgAcNvv/y8AgE9XyGjld5KysDW1dZoKrMULlnPM9c1sw+KZ\n0aDNvbufBgC8uEL2o5LjAru0TJuYVI5VqiGbk7EaUcqj0vedUsjmGItkrFNujDY6+XxaxypPqWVJ\nxPxsuVe9YmgvWiPKn1atrJ7Sk4ePxG1gh6Y0+PzIwh6OZ4Y/VDuh3U1v48Lf7DPfKF1JxMb04nGy\nPYfeQAqwoRze7kn2xRisZDNkxYIxKa8ssWFsMCXjjOp25XV9PbPH4XW2nKrRo8rrWtWgxYI1JxR1\ncl88Hz2zqjlQ+vS+yaWgzaMXtqjv2kdRM2ZP/QJ/OHyB0TxvuuEoAODzjyvnSo8FxcfD2lpPn2cx\n0jvuYw7gChwuJQbFProXLAcHB4dNhEFK4nVwcHBwcLhSGCT76F6wvkJ4JYzVl0JzjF6ZHZ+VQtw7\n5dWS56WmqvQjihVv2WXuhzdlT54cq7LeUTEtT/k9rSY9at2kvErGLolV6YoByayGbfaHNnTUCshv\nlbdJzFpGdaQmy+yf5RpF63QFCnkBQ6XPuQ2KifJimtcpoMfU3XY57F9KSkOpmlWWjzNAhTn+3pzQ\nnNh4lL9k+VNRJqucJRNlqoz9tvK4LA9N+44V6RnMJELPHgB0I6ydtW/z0O4od05tZgo8V2uZ17d0\nTupR6uc930yP6+N/fHPQpv22MSfUmL0qnXJYPqQaKoqd72WtrphY0YhaZONB1pbZv/rdAICr8SQc\nLi02MsYODq83TP/v9wAAvLtJP3TPc90rTHPxevCHfznY9xteei8AoHgbIwRGZWPmTnKtSk8w56Z0\nA5mL5GHmT6UrqjOlmkz56XTQ5t/P3AAAWG+K1Vfir9XDamWUx6ol3Isv7UGecG4xXOPN7vYKPN/1\nW5jLNF0VK2Z5ScbupGRPsqrhWAr7Z9EJZsONycqumTqf2VDrID83ZFfMRhrTBoQ1HtvDjIpp5Wwn\nrf9imz7+Em3MxA0L3O/5SWsBG7FRFdBrKkmtr+iPlLFf+pwwVUTlfZfC+Rs5ScbPctSsje4Qn4EW\nD0k1UMqP/b9hnlRf01a5nscdeXJ30GZ/iGMdkSJiSkrKte3KP5PioEWyPDh/LQ9UPc/Obo6rvTVk\n2pKr7Mczn+S+u/DFi+bF4dVjUOyje8FycHBw2GQYFJUkBwcHBweHK4lBsY/uBesK4V9jrN787LcA\nAGYPU5Fm6ET4W155Un05SPJSv7OX+InH+MPqNfzcU8x3IxKvDYQqelFYG1bt3XKJfCkj+a04c5UY\nUdV61YYAwnOYEqFfMY8UP5fL9B4ai2OewPFcjf1u0zN5PlKnq1dRTLp12bZGpFh6V8pirS3uXeMQ\nk2VbAEg1TeGIn7OKyzZmy+YiqIVih2rsxrylIkxbS+zb8DDHVjXFPzU2rLF3xFRVO2ENLSBeU8tq\nZCXlaRwu8tj5hthEeR4LZ5WrJdaxeB+9iOdqrDhv+VQAUNutiVKXu8babacn0NgxrxFJVkOoBNnY\nYsxg+FtO4etDD/G6Tf8lPb3P3f3hWBtOXfDVwR8glSQHh0uFXzj1KADg2z/7Q/zCI9tQ+gLXtcRt\nXGO7U1zf3vTYB4JjLapgY/RGfquiOE4x32jkFi761azZCynayn7kFsNHon3DZEFOe2RBjq2Rpcll\nxMTsZn5XfS3MvQEAD1yvLboj+qds66pFXMzVuYgX59SPmtQDxeb0lXvVz7HN9lC4Tgeqd9oaO2Z2\n15igIJdIasPVur5QDrK3J1S/MxvXWub5zKbb80FS6of9YZ50aZX9L6kWl5+Qmm4voljcld1NGxvH\ntr1GC1FEa2cBgCc7XT4d9i+13tRvmp8822qOKUftVl6TyhNkLvVzYMf27yJjeLy5LTyR8rRKMzx/\nep0nztR48KJy75K6R/Kq+WXMYfUq2eWDq0GTFYWOZM5xzAsffCMA4Ob3U93y/mfJbB38wGNw+PIw\nSPbRvWA5ODg4bDIMSgiEg4ODg4PDlcSg2Ef3gvUVwn3PfCsAoP9HVLBJV+mR2SoPUlQJbuUgvSCN\nLdzHVItGXlKtCjEwpvjTVd2NrpSTrFaTnwmZl74UewJWx5R85M3x7LPlNgn+Oj1Fvrxf/TAkHFZO\nwxgiY4JMBS+fYj9Wm2I+xFhNlMhkpSP1OCy3yuLYLacpWWYbY8M8ZmFeSUZ1izPnJrNuceiRzus3\nU3Cqb5NXrhWvX2J1Syz/a2SCXtBcigNbqYcey24vegIglVYelfLNmmKdMkFOlvKrNDmJSD5Xu63v\nxJg126rPleF5/bNUwEqaQ+/N1CbaUmT/qr+0k/27LfQedkatgJjRc9z4+hzU1OqbB1L5Z15cAdLm\nCAiZs6RKibSO6xrcDQcHB4dXhfc98n0AgJv3s4bQM0/tBQDUd8jWqC6hP8Q1bbS8Hhw7e4Hqf6lF\nrpnVGeZYdXeQJfGLbGN6mTYnO871bOi0MS5SlK2F67FFG8wskkHbv5WRAu0u1+FGVZRR19ZWbnfc\nToW906dp23ORvC5bTzN7uGavf44KhTuXVKBL9a6CvCmp47WHxdSMhPbG7EBvRKeXve1l1J+NERlK\nFhsbou2cm6Md8/Nhm5YnbbbP6nZl1pSPNMbvh8pkEzsPkt1LSD3Q8sJSjUhucTX+MOwrrxsZzYvy\nqMw2JdrK1e6oxlUlZLq8Rjt2bFf1HNevYptv23sMAPDgo7exf7JV5dsYdpGwC5AKn4W2fE6M41o7\ndn7Lzxs6xQnsmUqkTKrluFlOd6sdPk5v2897pbmb3zUeIaP2+F+yLlu2dLEiscNXH9wLloODg8Om\nwuCoJDk4ODg4OFw5DI59dC9Ylxkbc6/uNebqT+jdWr1WrJNimPNzYhIiKTEdeTssh8rqTTUmFTs8\nHc8tMs9VVzHExmBFkZRTyM5jSkKecq78rGpWFHlsX0p6aIlZamq/ROiJUWl6DgAAIABJREFUMc+Z\n5UVBeT5J7bPUYG0Nq3dlanlrDcY4r60Wwg4mTD3Qi409IzZnaYWuKa9mSoCmeqexi2RKheHbaGzR\n/I1xp0RdMeGar3QvXr+kK+9XrZ6NbftR5T/1x1g6U2EqKE6/0uAxxkYdX5aqVaAYGM5fSl41q9li\nrF1H9ctGzqou1w7+cPTOjwAA3vAzrFFVv5W/N6dCJjAlxq/bsKIoum4adK8Try8GcypqXHYv+dWL\nlwqbY/N2Hrj//QCAY2/9IwDhve9ysb58DEoIhIPDa8UtEiF9d/rzAIBf/8w7+YUp1xnbLjall+Ja\ndP3Vc0Ebc/Nh/i4Q2sLEvNbsAtdWqwXpv5GMUfs4P2cqXCdTEbXUp88wImDXFCMFRnNkbWbWxdiL\nUSvMGcvDr2eWtgMAJm9hDtdifTxo09i35Bkal61HpWJYFzNjucPG0JTZ/9ZwvOYVADTGNR+KyLBa\nT5lanB1pD8dt+/yS+m+5W+3wYWMoR4NZX+CP+UXZYe1i6rLd+zkmi54xO923+pSliLrwsj3TiC0U\nS2YKiZDd9ZWjZblYCbGKXtsebBAYRdu3Ncp5snpc//gAbY2VzmoeYphFY4Wso0VqTH4+ZBWHTzRi\n5+2pTmZPzJ6NMWtRMRpaS+NJVzTOw+WgzZndUrycIlvYuIrXvXAyrflhW6f+E3Oz9v7UQ3B45RgU\n++hesBwcHBw2EQapUr2Dg4ODg8OVwiDZR/eCdYVhzFV1J70fVt/J8n9MCSi7EnqhunmxDXl5dOQA\nMnUgYxkKszymvt3yaeKeLC8dxh0HdbCSxhDph1ScLcsX2TFjXAKWqSeVoUhujuU7dYe57/Yxxsin\nxe5YPZFsmh6p0UIj9r3fCG9HU+yx+HGrVdEVk9av8wcjXqz/Fgvu6Q+wUwz7Z+xWomYV4xXbL4Uk\nb4/qdYlJ8qTe17M6WFn2oVQMabGdw3RbNrrcd6nG+RnOcp+WcrAqVcW7Bzll7NfoaDVoa2qIrrC5\ndXrCjMlKL3Nrnsp9d50FAFwtxmibVCbXrxY7FbnOfV1HT2ydeYFt3nrZDTl2Rs4NSylLc9GP1FDr\nQvl7jTjjl3iJY9/X/l4AwMl3/T4cXgX8kL10cPhqR0uL/If+8V0AwlKG/bzqDophMXXcu26gxO4X\nzu4N2tg2Rfqm9jhVeC0Hd1Uli/xh2jFfEQ+5LNe3xjiZjVRDrEkn/MPrK1rj9nGut8sd7ltbl+EV\nw5ZX/cTcKvtXnOXPzdOMVkhcG7ZZfIa2LidmKLuq/GjLS8obg6UaiEUpxirCJd2IPBfIFKfq6k7H\ncrF7ajNey9BTrpiNy+o4pTJhxMNilWO054/savyZI7eiKIlRbhtTlnMV70uUabsIstG+8st8Sf31\nM/HHUa/Tx0XYwOxVVXtq+BDZwuqjnHPLo37T/uMAgIry6Z54kffMtmbYv05ZLNgEr+sC07dw9c3n\nAYSMpf8wk92GzrBfptZr19tUBQGgdJ5jWz1AZrV8M1lQqFxY/iHmDDZvalw8Rod/GQNkH90LloOD\ng8Mmw6DU+XBwcHBwcLiSGBT76F6wHBwcHDYRfAxOjLmDg4ODg8OVwiDZR/eCdYVw4E8pRDAsWt8E\nAhKt+I1i4hOWmApECgqK2fcVVmhiFx2FFeTWJIc+yx3ruyX33WBsWSIaOqY2LMxw6LRkxafict71\nCqn1kVEma46PSxK8oOThibCf9r+ywi8KaW6LqTZeDs0ub7/1CiclEZF2NTVVC2XzFd7QbSk00MQ4\ncuxoT79Xdik5d0EhDtVwzJZ4a6IMFiLhbQilHCsxzmFWxQL7FmKhAUaFKeZrEttQR03cotVjPy1W\nOGhDIXfFEkMIy9lwbjoqzthqKgxCRYFLVrBS1//IGYbBjD3E67p6QHOzjTfPVduXgjbPnGRIaumM\nwg2rCiPh5UR9G/tVuzGiBgLAV+Fhb0WhoN3IfWoCJAonTZo4iO7d4vO8N77j6rfrgLA/Dq8Eg6OS\n5ODwWvGJZ28GAOQXuRbVd6nQ6yzXvxEqb6Nd4ueVA7QXd+46E7Rxco2hYRYqnltV+NY5HrO2Q6VN\nnuV6NryXoVlLWxiqVZy1NSxc23Nnub6eu5b71LuSiVcoe0JrohXjTVdViL7ObW6Jv5dmImUzCpL2\nbloovtbSnNqUoIOVUWmXEzqXHR8plyFNBTt/RrbOwuS7mbgtt1DuvjQugnV81nINgLFDDGVbLHPM\nmYoXa9vC4JoTlobA43Kyt/YMkqqFYYfJ9suE+kVgRZS7+Xix+5RKhnj98HgTt2iPKKxvq8a6znsi\nbdVmxnj+bxl/AgDwdys362TcYelQOI/tMf7/hut4P61+bg8A4MThXWxTkvpf9x0PAwA+/pyENI5x\n3iwsMipMZiGVaVPfP8z57OmZzXTHSg/Hi1Q7vBIMjn10L1gODg4OmwyDEmPu4ODg4OBwJTEo9tG9\nYF0hjD3L7epBbgMWRTDPWyB1HiFz+laldsNN5UtptL7Vjol7u7x2/C0/lQ7lTttjdLFklyT/qqTg\n/CzbaE7KYyVvXWFKBX7zdNecaFGmtdsJ5U6te0bfrjXp4UlKTGIkS6/haotem6rELXomWBElsDQ/\nnokrqE1jm/oFTZgX39+8STYnf/A9vx60+b2/+6MAgOGXOOa1azRvRQlozNELduECt/44XYM5CX0U\nc9yuVUOPX06uqKQYrC0lFZBsc2wmRT8sBrDbNzaM+5vABwCUxGbZb1b02Qr6mnfVmCuTjV25KX6O\n6cPbgjZH5eS1+2nlNo711Nf/LgBg31/8AABg69+xzbV9VjYgXoTZj6wUJrZhHjsrNh0ovYsle/Lz\nvNn3wUnQfrkYlBAIB4fXitKzXANTksNuqvyIieiYZcmtcJ0795ndAIALd6wEbdRrXJMLWpqNQcgv\n8T/X7D8NAHikdjUA4G0SrvhUkpLqVmA92QrZkoLEK1JqbChNlj81xHW6m+TC15ZIQvGCsVKKjJC5\nTSYu/ls2WfNeVmt8s6tj41LgxhjZGtsaC9uyQsOFeTFXrQ3H6hzGaOXnZUP14GBtWiQCACxLpKl2\nlSTLpXeeqklcSmt/e1gRIsvG4sleNNSXiFiI1zVbbgJU6ufG4vZlK+jLz9lVG0jYlp9hPxpj7NfB\nt5wCALz4MMUrTP78rbe9CABY7XE8lQ5vjKv2zQMAunvCh41pFak+eoHRHl09G+0+yDIAy3U+r3x2\n+gAA4O3XHgEAnNzBZ6D5CqNYSrmwIPLyOsVC/FPcFs/Hn2MscijV2PBQ5/CKMCj20b1gOTg4OGwi\n+P7gGBAHBwcHB4crhUGyj+4F6zJhY4FhKbxi/Hl6LObu5ue+yWFb7LC8Oqn5kBkyZiBVU66N9g2k\n3RXXW9mnzwHjFb8JW5WQLYEKCbdHlJujtodPSOI1oVhnnWx2iXKj3VF6fkxqvdcLPUEm5W2S7rkU\n9+moSmFVrI79PiyZ9mbT5NAv/qPx5e1KqLCxVxErZr+LuUo2de66ScDy83f+2Y8EbY2qIHO6rrwt\neecaW3l+m0+Thk+cy+p3eRlVILEckWlvtOjS64tZq3b4ud1l2zZPJlXfs5ysf2GBMFn41Ho8b8qY\nSYuHt6KPpVPKl3qenrhyxClmcrnGOhVPcKz/98L1AICT3/bb/OHbuPkHFVP+0T//HgDA5FPyZGbC\n/i5fr/twWJ5asVxpqvIH3uPi9GAsgpsRgxJj7uDwanH2Y4f4n+e4sUK9pTNiKbZw7Vp4B5mBzCmu\n/VueFNvzTFjYtXej5MyVX9QpqPiv8qJe/Bj12n/0+/4BAPD/Pvw2AMCQyYtLpj29EspmD8u0Pfrw\nNQCA2+5iMpg/rbyZIo9ZvZH9GTpr5Sss/8gSicMx98TAWG5VSZLqVuQ2gCTWTXq9LZYnEUlnzq/E\n87i6RbbZUYHc1mg8dzc4VuvzntspQ35uaSRo89/sfxwA8I+l6wAAd917GgDwkSfu1LFs8203kSH6\n3AO8hl2xY/1MPB+X/TNGL6hRoh8sx2oDi2PPQsMp9T+ajx5ngBKaYysNg1Q83+ujs3cAADIynhN5\nRphMV8PC1FftYI5wLsVnsfkiGSmLLrFSLCfmmef3mWOMzPBXaFS3HVgAAMxMjwVt3n7wNADg6R6L\nVfszZNKSyr1rjShv3qUnvyoMin10L1gODg4OmwyDEmPu4ODg4OBwJTEo9tG9YF1CbGStouiU+cY9\ndI6elMnH6VZavlEMyG56zkxtLrG3FhybyfCY6pKUcsRuJTpS9Nki780QPTBWONAXE5JMiYXwQpmb\nRI5tmmpgZlV5UGKkrHiixXG3ltnPSk7x8mJzvKgjwfKkRLmN5DimltQCV9qKWZeE4rZhUh6Wx1Sr\nhaydFXGExpis60RBfLkxVVZckf1euptuuncdeh4A8PR/uzlosqHY/to2zsPIcVN9Ejsm51dzXGMe\n5xfpOfar2iMNmR4K3XOlAv9vuVVritfOpMJ8NwBoKFfNnHU5MVvlTNjW6UV6wPpSD8wvxVUPgxh7\nXcbWcNyLk10Vm9eOxKzLC2sM1NgRnvcff/5NAICPve9WAMBzd38YAPAejWeM0xfE76/tDO+dXk7n\nqVr+QDzWv7pTDFeR8/fUhr+Ld2+/BQ7/MgYlBMLB4cvBmY8eCv5vd/h1byczVBCD8OgDZE9SWvM7\nUjTNqlhr6zgZl9J0SOdMKMe5PaQ1qWNrJtegyacZdfDxn3knAGCb2P8G02iQqnDdS6zXgzazMm6T\nT3Dt3vVWnn/lNjI/0ytkQQ5OksE4f5ghJJk1G5nWwYg6Xrsk+96Js09mSC3yworxZtbFcG3I0QYi\ndmAozljVd3DMvqIqLJetW5DC3xba5fPLnMfeqVLQ5u/MvF394LGnO8xRu+vOowCAN43yWv3aX309\nxyGbadEzCUVuJCI2yHLrAgTMlZ4hxN5Z/ltPCoqmjtzNhY+pWc2HsXHjWT0nqR9jU3ymOFBgrtVM\njddoJMMx3zx0DgDw0bXbgzZtrf22HU8CAH5j6c0AgFJetjDLe2LPPs7BZ/+WlYjtmsy1mbvlRZ6m\n3zLGeXr2fuZtWQRTp2iRNvxc3aXr/rdkxbp6/tryTS/B4UtjUOyje8FycHBw2ETw4Q2MAXFwcHBw\ncLhSGCT76F6wLgFejrm66Vd+CAAw9qLU95JkDiyGOLekPKQjqtPRJ/PRm1DeUqQty/0xBAqD+jq7\nGM+X6pRNvkjx21Lpi+VkieUqTNEDtJ5nUHN6jkyVMUaW32W1t4y52jWyCgBYaYZ1HJaknJMRY1Zp\nR3K+ENaIMrYnKcrIcrK8bBiH7tfY59wFMWtygpm6nXnv8heSse///G2/AQD4vme+EwBQbIbes+aE\nWDkdu3pAnlHFsq/cS4/V8KMmRRVXVEyuKc4/orrkKR/Lao0F36vDVeU0JeRNtGtpDJblpwFAOs3x\ntzUP/Qw9p1YzxbyXdTFxlf3cr6wcLMstm7sj4jHdqjtJHsXiWalCzqpu1yeYtPDmP/l+9lMs2fpd\nce+r1fMAQuWohJouXjCPqViyF3Rj6nbbv/W7AQAn3vaHAOJ/L47Nenlc6ggIz/PeA+DXwPTF3/N9\n/z+/zD7fAeBndfqnfd//N5e4Gw6vU9z9NBeL6Y9E8qa0zD65JsVVRVH0t3Md7iiaIz/CNfYdu6je\n9ncH7uL3i2H+b3ZJeVqKZGhMcD3ulrh+Fc7RzmVmyHD4ef5eHOa5/aTVVQzXca/FPg8fqQAAHvu5\nNwAAlq9lP5u7uP4+vUIbuLWmv1p1y9QFW8NhP61+1KgiCRKd+NppSChfyatIpVZ5XaY6CACtUfaj\nrRzhxpSU/TQvZrtvfiuZlyceJZuS1HPB1DDHNVcLr0lizdguPTtMsp+PHuaxR6+aZL801ILqh1X2\nsr+rUubNL4fj6acS0WkJ4rtM9Tg4t+pl+cmktvy+F3lKTUpZN7/C+bj/izeyP8o7v2nyAvulJLCd\nRT6nfOEsVQbnxjnWeiuMlqkv8Lnlvx79Wp5XzzrpHRz7146THv3MCpnVzK1kMhuy+f0OOzr+2fB5\n579/7j0AgM7blOs+rgnT3G/dvQwAmD0jNebnuD1492kAQO7BiaCtypsW4RDH5YgQvBw20r1gOTg4\nOGwmXGKVJM/zkgA+BOCdAM4DeMzzvE/4vv9CZJ8DAH4KwL2+7694nrflknXAwcHBwcHhUuAyqAhe\nLhvpXrBeAzYyV3v/6vuD/+88SQ/L3J30lHTKin+uWo4T92tLzCZlocRp1YIYD9/RG0v0kHk5ttkd\nkjerYOptUp0T69RXvo/lFAX3YuS1v6+8o7pUAXMlBjWnRxkcbKzS6iq9O6USPUJbyqQy5muM284k\nQ9ZpyzB/q0pZb63Gfhtrk89EebkQOX2/2giZl/y05YSp63J2pdc5mBE6MwPFxPQ5bj/wiz/GH5LG\n9kQHrZ/E9FmdksICf2gcD+tbASFDk5BKXndE8d/r4Z9NUl7DsWFewHKW83RhjcyQ5ajZHGxkIxNe\n2L/tQ/SuLip/a3m3vK+zYs4Uv/30/0aW7nvP3gcAOHr/DQCAc/8D29q3bzpoc0U5YetHqTBoSn+J\nrtWW4ZhqW3iO5UNi+YocfHaW91IyFE4M4t/TG2Lru0wRRGMLL1ZhjmMd/yfO682l9wEA9o+FHrlP\nzfwTAMdkXYRL66K7E8Bx3/dPAoDneX8G4JsAvBDZ5wMAPuT7/goA+L4/f0l74PC6xLe8wPykX/3E\nNwIASqvhjW15yZkL8ZziXkdqs1rrG8qZ/VSCDELxVkqvVc+OB22NrYvpqXPtTClqo7ZVkRDz3Cbq\nWrwCFkV5zFOKxJgKIzLSFSnArnLxKx0jG1I8raiJEa5rjUnaO1MPbI7xs6njNcdCpiZjebJN2YGg\nNpQ+ppUPLAYroTwlU9NFnPThPOzjeUsnZT9lcxr7OCfPzDCPypsSM3iatvtcirZ92z2zQVsz88zL\n8hYzsba8Uc5b9XnmCY/fxuVh/ggZLbtW2Zs4R/VjoTJhos25TzZkUMVoBXlnaWOsZJdl8zslKSrX\nwnsmpTpbaalDTj3Ktg79+DMAgMPzuwAAT89zzDeK0eq02Ifjx7eynbVIXpdsmzFmXeVLHRznvXum\nRTbp4emrAACtJuemt8779qpPiDlcCsM8Gtt4H+W3hrn0ANBVjtr8i5y3gtjGjOzyuY+TaWtFnv++\n8xnmjT1wU3hvvu5x6Smsy2IjX+bP1cHBwcHhKwnf976sfwAmPM97PPLv+yPN7QBwLvL5vL6L4iCA\ng57nfcHzvIcVLuHg4ODg4LCpcIntI3CZbKRjsC4B7n7q2wEAQ8fC6ewUrbo6P2cVO2xv3vUd8Xwg\n82AljLGJsCR91dvwlMfj54yKUXyvWK9URZ4geZ26k/IYGYPVC2lVr859M+fpjWmp5kRyJ70wSeUI\nTY4zTtvqOs2pavm+UcYQn1wJaz9UV0lhJJTfZeqHHcUoW80sq5dVV82oUobeMa8bvu9bRfZ0Vfk+\nYpvy84oNL8e9Xet74rHjeTqfAvYp2kYva3VD+NvSdezf6BHOp9XB8kS0ZFe4X22HYt5HQhZqvUYv\n5vhQTWNKx8bY15gnR9cRRUUsX68fjtnYr6Suc3aYrrXGBOPGrU7M/o9+kOd8iueoqi5Vusz9F6vF\noM2OrltSSlLZdfY9U9FY0xtrpajfCss3xcBEpEZZoEwolaf23vj3KZWSqSnGfuiM1KE+Sa/mu37s\nc3D4l/EqZGgXfd9/w5f47eXiKTaeIQXgAIC3AtgJ4EHP8270fX/1y+6Jg4PwuyfuBQCkldvTDokN\n9JUGY7bPlOtsvW0Pxes51qtktmpN2pnhQnhbd0qygfW4oqmvtbyXtzxkHtsaZ1tre8V0yR73toWq\nrgmxOONPc9/yOf7mWd6UGJi06hJ2VXsru0y72xyXau5QOOac8n17OeUht6x+lGz3hlwsP5ibRGyc\nALByUIp9DT1LiHRqTrA//+m+vwAA/IfHvpn9epEMiCnYWR3F/E1hZMnICO3YiqJJPNWfvOuG0wCA\nR+dYE2z2LO3+197LKJ7HxRztHmJ+0vHSaNCmRUtYnpvXktFOGG0XV1K0a2f1H2vbwznJVI3xoTHP\nLbLvX/gLquG2b+XzS1dRP09bvvc07XRO96H3MutrU6zRvkOMABmV8uCJOtmmQ1vJhp2r8Ca+sMLv\n28N2LcP8PbuO/lMMURq9lyzhhRM8Jrsafx6sbZedFYtrzz8A8PCKDCxCpvH1jktsH4HLZCPdC5aD\ng4PDJoKPSx5jfh7ArsjnnQBmXmafh33f7wA45XneEdCYPHYpO+Lg4ODg4PBqcRnsI3CZbKR7wXoV\n2Jh7VXmQuW6FaHx5Ma60ZsyU1UNIV+KeCvP+B3lTEaW6RJ7eGsvf8TYEdibHyFyYYhIW6HHzqhu8\neu3wpjQWpy/hm6RysmpSRCpvZ5uWI9SVu3EoRy/ekLw7U+Uw7thuejumpdjrlKqrW22oUlb5Xsrf\nMtYnvRKJVbeY7iV5s+rxulwdle7oyMtpYzPGy+K2M5VwHs3TZDHWPTkoEvI2LV9rnij+npKnr77N\nvEv83M+FDFZHY6yo6ntKhUEsr6xR4fdWFd4Yq7rUBUvFMLnJGKztJbJdlt82vYfeN/8c5yk/yzaq\nWg7M09uTGpcxhQDQb7B/Q4GqUzz3wGqP2NjsXumpXku3rJpqqbBNYwWNESzOxBc7YwDNQ92Vp7Qw\nz3N96A++Kdj3gz/+G3DYAB9xxc/XjscAHPA8by+AaQDvBbBR/eivALwPwB95njcBhkOcvJSdcHj9\n4JrH+cd/9m+ZvyJhWdS3h2tnei2eO2xKpS2xXBNPK9+mbpEFyqPq2BoW1hq03KXa9rjqrK3l7SF+\nn04aY6R1TvYvUMnNhDnFH/3WXwMAfEvxR/nFF7lzYZ7ntTwp2+bmuYh2pB64tk8qtWvhvNg6a/lG\ntg5bvpbVwepnLAdZ9ldqrqv7QvW7iTeLUTnDOfb3yWBJIe+n7mdkzb2HWJPp8JHruZ+Wltp+dmat\nGeYeV6rK89Hzx5hynJ49x/y37e/gORc/tw0A8NkZ1oRqbuWcLPbIbGXD9Di0RuJj2ZhvFrB3G5Y8\ni05JR9KYlg7pueBBHpuWyuLk0/w8PUzj/va3Myfrn5/imHMb6mh6kXRwY/76eSkhNjgHeycZwmIM\n1mOnmIO1bYIX9PvefD8A4PfKZGmHHwnn0eqdTj3KZ53+k7xGO3T5OqpJVtuuv4GGMbz8vnw6tLfH\nl1hkbJdjsIhLbx+By2Qj3QuWg4ODwybDpaxU7/t+1/O8HwHwKVCC9g9833/e87yfA/C47/uf0G/v\n8jzvBQA9AP+r7/tLl64XDg4ODg4Orx2X0j6yvctjI90L1iVAcca8TOF3rTHzTPGz1XJIB2qB3Aas\nkhwWrQkxBvnQk5baoDzXVz5MMi3PnhiLTI5ekzYdLvDFXvTbcc8fEPEiKQ66p3yt0giZKcuLSojx\nKKX5ebHOGPbHp3fzHBFPQkpuyqRYnEKOx3R68uQpr2tIsj015WBdmGW8dqESyZeSh6mxRR49hnaj\nOa5cq2K8HpbBmMDG5MUejuIFMWuKte5OiRmUOmPypJgieRdbY3F2sWfMVaRpq29lrFGtyjYKRbpO\nJyYrsTmpNnktRobqse8BoCEmL5/i4I0NK05yX/PCdqxujHLu7B7zdF8YawUApaNsszDLnTqFeO5a\nu8x9qzvjXuSEcrcsCtnmIjofyabVyuLn7LKYPp2+qXPVt4lVPKU+zYRjNuXNg3gUDhFcegPy9wD+\nfsN3/zHyfx/Aj+ufg8NrwukaKQxTz80uiXFYCz3zFkVheUjV3bI1Z21d0TFisNIVqbi2L2bVu0Wu\nVxY5YluD5ZAmlOdrbIpFOLRkV3L5dnDMr86+EwBQOGsMTJyxSq/LRrZoR3oF5TOPsC+5RcstinRk\ng6Jvt8B9U03VPkyafVPubCues9UJS1ZhLEe7sP+mlwAADzxKtqYwE68N+VCBOTx52dTmFn7/jpso\nkPbZEweCNnstHrtrJ58bW22q7m15gvascW6KY/4Osjit40wwyyzrnHnrbySaR7lpeZsPzR/EYLXF\ncNnYbW7sulvuFhAqC67u51xPPs25zy7yuWX7F2iMHlq/mf2cUn5cMR6F0t4dPl/lZi1RT89Vsrsf\nO8W8rrEi5/muvacBAC8ucg6eq1Cp8O6radgeXj8YtJlWjrvZusxaXEG5vZfPCbWdUpcWg1USc9UK\nU9uD50uHCC7DlFwOG+lesBwcHBw2FQanUr2Dg4ODg8OVw+DYR/eC5eDg4LDZ4JyWDg4ODg4OF2NA\n7KN7wXoN+J01UsRZSV43JiPxahYd0I9/7ubi35ukdZB8Occ22sMRQQoVxesrMdIKDicVkmfF6zzF\n/aWzpM1bCkczOdR+KtKmKPzUdtLfeUmqWxtJddAEK5YbhdjYLRywXgsTOxNBGJwkURVuYW3WJGOa\nS4XJyQDgN02iNvzOQigtBLDK/NIgtMPkTL0NRQJb4+xD6axEGiJSvnXm5SIjGeDWlMIE1L/9950B\nAJxeIj/fnmXCbCA4YvM7FIaRZIK5VkFehXO2VNiwITELO3a4zPnOag6i64TNT6ur660fRwq8ScbG\neWx3K8c2W2G8yMocwzSS65rHbngfmuCEhVZY0vf6XraxUVo9s6b7Yk5hlJo/P3LvWKcDEQuFogSJ\nuuX47wZL+h4+FYYIlk6ygyYc4woO47JUqndwuJLYWaBy8YlFCwPj934iXPEykswO1pEhFbe/NR4S\nXzihch4qJl+cY7hVohPuZyHPqUY8dLwnUaTWkEQtJKhgBdaLc1YXhd9X/FBH/plPM3R98jjPl1vg\nIuk1Zb+0dvYVGtgeDWW6o4gWZDe7byIbnpXzUBhcUmPqKM66MW7qVzplxHQ+e5ihf1aCI2nL/p0M\n3+s22J/Ck/noENHZwvGcq3Gsfj9ca3Il2rb3bGP44Ee20WgOnWVvrQuGAAAgAElEQVS/ho4zhjz/\n67Tx1Z08rjHBNsom6BGx5YFdN+l8hQb2crJzqXhoYLKtMEOJI6Wa4fwVpzUG2bOVgxzb6BHaxtwc\nr9E2heTZuUzevjmq6xwJo9/3Tob4Ta9RUt2EqG6Z4skeOc+Hj1PnmXtx7VUU+lhu8ZlovkrFrcRY\n+FxQ2cN+FRbYz8wKL5wJesy/kffd0DamEOCzvNcsBDQZal8FpXxO/PLdAID9P/kwXtcYIPvoXrAc\nHBwcNhsGxEPn4ODg4OBwRTEg9tG9YL0G/OpHWcBvXHLaqYjXoS2vnHkfOuW4Z83kxL04mRMgVYsm\n8MY9erkSaQgTWBiS1Pdojt4bYzZGd7IYsLFQ7W54uXvyWhUkJ96WEMVbth0HAOzO8tgjdSa5ltI8\n52yNbEleGuYzEU+CMWnpoMAwz9dqcDKy+bh4gxUtzo2z393FUtCWeeXM+xUKTdhfVlye3aR+TWq1\nXU5s2D/8//BRzb0KLza2KcF4K7+/dsscx1aIe7SKEv5Ya4Ss3ZqKK3tJtl0ocp+GvIc9sXNWfLla\n57ENMV0m/AEABcnX2/km8/LKJeMJsl25B7cPUc69q/0rfc1fpKB0fT/brx8UM5lR0V8lM+dPsZ/5\nBUnomlyw5IPrU0q6viGU4++scgwJSftbAnlQasCKY+qzlSIwhisqAVScjd/bDobB8NA5OLwcPnOK\nwglZMeOVvRLsmQ7tWmOLiRjw8/Y9lMWui8m39XA2w3U4LQnxTNVEJEKhgqSvqI6ORCxU1z0hYQpj\nsowtaYxJRKJtaxP3n3g6XJsK87R56WUxVw32x8+omLyYq06Jn63QcCACJFEpi7oAImuj/rxNyCOA\nniGskG67xHNYsd1eREjrrW98DgCw0uaXz5wjndQ/zPmaOGXzy5PaWj61leziRI6KW0fXQubt5lsY\nxTEs+25lZToFCWU12K/0Gjs6Nh/RUAfgi5Wq7A2L3dsc29i7ZTF+w9y3mxPLo4LNZoMScbPH9jcw\neda/tatph0dfpJ1KrTc1dkX3dE2IjPNdmAvbnPuTPQCA5q64gNb943zWeceNLwIADs/v4JiznJu0\nau8cPU/Ri+RMNmgzx1sZ6aoig1ocTE9jNxn8/hfIXOVXTXSFP/fCpoLSNImQIHMYEPvoXrAcHBwc\nNhsGxEPn4ODg4OBwRTEg9tG9YL0GZBRvbLLeURn0LJ1E6Mk7Y9t2SVKzkotNVeMF8AKmJhuN2xZL\ns0ZvTCNBj1V2RF6kEXpUqm0VuxWjZnGqxhGM5C3hCyim6A7p6oSLdbqCHlnYAwB4zGPcsbEjlh/U\nU5vVBD8P5UParrqhmK7lZKXSYviUt3XyAovueRpzr61Bbw9dVol13ppWANJT3pOxYBNles5mluit\n816kBys7p1tabWdXQk+HJ2anslferAm1WaanckeBF/RQ+TwA4DP+tQCABc3NSp3zXq2EDJYvj6kv\nNqdak6SvZPY9FVm2Apbdtjxqur6tzsV/giZr396QW5dPx+lOk7vP2fdT9N41G5FcAMsb0zUIfmvH\nva1txbSnVauyqTIDjX2co8lyeO8sLnAe+ipC7K1KPl4EmrVpzGs/Yx5Juaq9wfA+fUUxIAbEweHl\n0KrJXmwVIz6k6IVjoWve8mQr+7hOfNdVzC35L4ffDQCoHqF339/K9bn+Rq75a9epTEU9bCuzrKK1\nWleLXMJRnuYalV0xNide4DfRVq6xpN+TrZAV89piHzqyp2Ku/LwYrCzXs56KAPcy8XUtKcYhmjdl\ndskiW4ydsNwwG1F2mWO23KeM5rM5HDJeL/y3GwGEeVojylUqXuAJTRq8n9Fa77GNrUXSJJZD9M47\nngnafGyW5VfOrHPu02JUjIkxSfpgTiSV76f1bLKVbSYjz0I5MYF+xqTmte9onL0z9sby6TxjAluR\nEiE2f4oQssgVY7Iqe3j+8ineKyapn1TeXH5eLFU2wjat8oTDJ+P2tT7F+fp0k/P8jXc/wXN0aP8f\nPLWffZhmW7nFSC7bktXnsbwzjrm2nR1PiPgzVsrKCni+RZKE/cgvKi+vvIHtfD1jQOyje8FycHBw\n2Ey4PJXqHRwcHBwcBhsDZB/dC9ZrQLqm3CZ5H1ojUbbE/sONQprhJ+Tx0cz3jWwICg9uyFdBmKdl\nOURJqQq22/TWHKnQg1IaU86OGI2GEsEyYo5akRys3UVW7j2xTjYpn6a3q6iCwpM5siGnK1TU26Z8\nn/WWCuSJ0YrmdZVz9FStiukxosIYrI4YjH7dBh//IylNhXk+W3bz/7U2z2PF/ybzdP0Y87aS57lq\nWzgH2SV5AplChnQ1UvCwbHHs8lpm2a+JIXlG5Zn65Cw9VscvUDWoL5ZqaFTFgdOhl7MvpUZPqoa+\nqR+KyUqPcE56YqNMscny55KRItLGWGU3MFUJi9cXM2j7bS3ymhTS8kyW6AKsFEPv3HItrv5oBZBr\n6kdLhZzbI/EcNi/PPqRUzHphdjhspCQvZlVx+eruRmXM8lkv9nuiY3kS4TVZ3+OWoJfDpa5U7+Bw\nJZHU2mp5N5mCcn3L4dpk64QpC75Qpyqvqc+2e1yPsye4tSK2WpKCAsUA0FWOc3I/7cbydp4n82mu\nL+VlFQUWo2EKdsbIGIMVFMF9OZhqoFib9hAXe1Om68mWh7b/4lyiRJCXZWMXA2Nqt55yw6RKa7lO\nRRU19naHuU1dFR8ef1452co3S9akstgQgyXGLaOCvs8+SfVBiw6Z2x3mPq+tKadYY83Z8mzMivLQ\nvLZU+obZn7PvoX3YeT9tZGo1jHjoFcW+jfCa1E1tWfdGbsVYJm3bdg0uVhe2dGQbuz0/WW7d2n7L\nreM4cguaG2MoxWQVL0TylLdyfjrKqcuuigFc5zHjj3MS/mn6TgBAe0TXVYq85bPcpmvhvWMKiHb/\n93QNjG0sSA0xKCSdtyioOCMHhNEkdl6HwbGP7unGwcHBYbNhQAyIg4ODg4PDFcWA2Ef3gvVlwGr1\nGIzBao7JmxKZTQn3BN6rIGZYzJQpq5nCj8USb3nSXFthW2t7pcZn8eNSoElUpZQnJb2qT69Nd5iu\nlXHlKb3cvXi2xhjrvUNL7I8FhW/AtgJZkqUmXSpp5XftGGa+kqkLAsDJ1XGO3ephVel57FcVd6w8\nJYglMXYvrf622+EErquWVqsb79ftE+cAABUVFJtO0HPmSx3PVIKSYhVToSMNtZ2a84LmWCzOrPK4\nZpepGlSWKuOOydXY96bGmIjUcjEXlZ+Nez6TYnk6lbhqULpAD6DloxnrB4Q5bHkpO6Y1jxXLf9sw\nF5U252BLgczVdJXjaEbyuvqi0u265XXeohS62iOqTaVcuoyUkWodnvPCgpir6JDFQKZ0/6Vq8Tom\nBSkDZlQfLqqiBQDtoXAcrVvjKlQOwoCEQDg4RPG2Z/n3fOww14a8cmAP7eS6ffjItcG+qSZ/y81z\nPfjEF24HAGRWeWymbl597m9KvAkdd+idR4K2htNcv15coaJbt8iFf+4e2qTsqmowzisKwdgd5T75\nqj+ViLjGg/yilPKBzf4ql6iptbO3od5fcgNLFYWp2QV/3VYXc4OR7halyLuuOWhxvS69tBzuM0Hm\nqT0sld4TtMkBu5QzSs1qbvGj5X23VTNyWXUUAaA4xnnrPM/vMvfw+aB5lDWz0kt6psjTVq1fQ/uw\n52Nz8XMXwjzlXiHO9Fm+UUr1wRJdexayZyPZL1NcjJYX9UwNEtpXOVU6XV8EqbFk6Uq8LctxStXC\nKJHStK9+6TlLTJ9dk/wyL2RuzfLlNsxnI/7sAQC55Tgz2pXSpF341rgav4fX7LsPMP/wD4+x1lV1\nOYw82ZiP7oCBsY/uBcvBwcFhk2HjA5eDg4ODg4PD4NhH94L1GmBV4xNtu9rhW3VACPXjn80LZyqB\nyTV6PUrnv3Tsd1fOjL5YEGvT4nVTFSm+qQ6Hqc7VlYNleVLbhteDNu+bOAEAeGyFaoEZJcrUu1IH\nzNAjuNaScp4YjXKGjMtUjqxJPlKjaSZFb1ZFtZ48MT1ZecXa5lFTbaikGJCOtJMKkyGbsbJGxmz7\nBFmkfIrneeD81TzH+dDrBgDpcfa3oznKLfBc1V2ROP1h5ZkdV0y4vEi9EUty477XXMWgaqsN1huV\nx0/z2Ikwbel5zrGxOM2tUkxUHlV+kvNljJHlrlmeXNQPY3VfrA5MWmzTkFgu68+w1ANbPfZjXUyW\nfV9phvlSJR07VWBuwpr2NaVHu1eySfbHrnujqxyArJi4SEf9ptUW4Wfz1AZexYLVNeHnbjER289i\n2wGg9IBu7rfAweBjYEIgHByiGE6SIfK7lrDEzaOn9wAA0pG828YWMQfDXA9Kp7mAJBV1YAxBV/ko\nlnOVvJa258nPHwzaKsyKydBy0ryOjYzvZa5xa5S5xJl1KQFaXqtYi1TS6meFdtiU8qDcJr9EO2U1\nodpliyjhbpZf5SuiJKj/1A//mFNNqe8p9yrVMlVDnt/yuPspyyVWrliN67jXCoshpU9c4HmmOLbG\nHrJM2UWO3fJ+1q6mDV+8TePQmp6o8xwjO1eDNlfOqi6T2MOVGdqS7AdY2Gn2E1sAAFse4zUY/iyf\nI/wm7YY3xBqc/WxI6zUm+f+FuxVFMa38ZKkGGoNlkQ523U0B0Ng8zhO3xhIao2UsV1d56oGio20s\nh0zXNBGJqki0TSGRv6VrxrTZdRajqjpdqZryudrGXGn/fHhvZ5fjqpX9ZDzKI3sNmau+/h5+67n7\n2IbUIq2uJgD4Y+3YWF73GCD76F6wHBwcHDYVvIEJgXBwcHBwcLhyGBz76F6wXgNaqkmRsLSpaIqM\nOfA21LeymOqMfsiqgnduSZ4VxYIv3BaqLVm+lkSVgph0Uxz0h5Xfo7pYxRw9HhXVCWnX6RVZy4be\nr2M1eqIsr6ivDo5k6f0yRmuhzzhvq83UM/U+VY9vJENPVUnsVkL9yYl1WrI6UsohyhxXvS55KtvD\nxsCFY85L7c76ZzlBxshUTElKeV2pCzxHaVns3TZud917PmhzX5leuPsXb+FYVJOsPEmqxVilTCKu\n4rcmVcTP3PE7AIAtySI2Yv+ffZD9nuEYc3vYz/fuZe2Mv79wY2x/UwIcy9eD76xumW2NZTJsM9VA\n1TBbt2sgtmlHkZ7IaD6dXbeZKhk/y8+aKnPM6Q0LlTGYHZ3b+hL1GAX5biWLpY8rJjWkTFjfJsZv\nKJ6TkFkN+zfxLO+RN/zHHwQAPD7zmwCAd2+/Ba9rDIiHzsEhipyMUzLHP3bLPc49k79oX2P7DSkF\nMNgxvQ2H2LJ267YZAMCjsweC37oF/tic4No0NsrGqo9SJXdcuTCtMVO0U61BsVBD57jmm8ocENbB\nCj5vyCU1tsyYhUAtULsZw2EMTfQ3UzO0h4b2EBtZvYHfZ+eNReEkbHlcrEk9rDvpd3hC7zzznwpL\n3Le3jYxWa5xjXbiP++25agEAsKNI9uQdYy8AAP5y7ragzdUOj80tsaPbHpJNVJ4SVo7y3I1mdDhh\nn9Tf9mR48ZYO0Zbs/ju7J7id/hr+nv1cQucUk9Tj772s1U2MnGDDXGdXFAkkJtDqimXXjG2SomK9\njRgiAUOebFwCiioJro12Vf2zyg7ZduUIGkPZLl2cg98pi43txO8B63dd9Sj96bza4veZDdFJANDV\n819akUonfpl5Wvt/8mG8bjEg9tG9YDk4ODhsNgyIAXFwcHBwcLiiGBD76F6wXgNMDSeItY5cdMux\nCrxZUj4af9HUZfhDV3lTLSnsFC9YQkvYlnkzkhKca8lL1x+Sx0W5Tn2xDmsVebIUB5/K0W3SiajQ\nmbrcniJVgkyVb6FJxur4/A61wWPyBZ682eHviXKc+QKAXaqtdVWOSkeH13YBAJZAxqe3pvhiDfH9\n3/0PAIAfHzsJAPiB828M2nrwLKukT+TJtJiK4bByhHpX87zzi2Rmen2r0G71m3iSU3PjQZtnFhhf\nvv0Oxq5b/pHllRlz9T9PPgQA+K2ZtwIAnrv7w2rhYubK8H993Z8DAH7xj78DQMgcPb3OOai2VKcr\npWsmRaCoCuNKqxDrl9UmM+SUJ5VWkHrXjzNcdu0sXw0AllQHq6l8vJwUCucr3NcUHw2WZ9brse2J\nYc7/wko52MdSCoIcCTGpybapLOnesJpgcsYFNUwipbmqYrlK0xzbgT8lk7UPD+F1jQExIA4OUfz2\nqTcBAHpr/OM3m+W9TJSH15XCqfKQLYfJIhsW7+Ka8NabXwIAvGWEqoG/8PFvAwAUVkMvf2uUx44d\npO1pPkDmaviCcmG0a2NM+aNau0qz7JixEJgKmRf7nyfFQT9Q47MFkJvcohgG5WSnVM8pyM2O/i1b\nQMAGZb9ujp8nH1GdpHnl7KpG05mv5fp71d+E63VCbJblP/WrogAXGKlRfJ5jvf4RHusPc7s4RJv0\n/6WZf51ohEzdwT7ZrUSFF8Ff4We/xQvpi13ypKzo5RR1MkHma/5NrB35uZ/9taDNrMd93zD3IwCA\nobPK9z0m1T5FvOQ1j33Lh+tdPH8pqzVlCsSKnmgNiUVKc1ucFZNa0Q3Y4Tn9vJijXHgjBoyV5XOl\nVa8zFVcNtEglq2VlKtJWy6o9FNpji25KNi3fjP0pLPJcq+vKRx/j9z3V2vRkQ3MLYf9y8/yudpWi\nnFpRSu91igGxj+4Fy8HBwWEzwcfAxJg7ODg4ODhcMQyQfXQvWK8Blj9lVbejMbjmvQ8UcQI1QXO9\n6Ht5RbJr/E91Bz0bVqE8eqyxYv4IvR75Er0zpmrXayvHSd8bCzE5QhZitRZ6544s09N0BNwmxYLt\nGyGjtW2U+T5TqrE0WyNTtNYg07XW4vaa4bmgzeU2J+KZyo7YMQFLImWc+l7235grw2/vjLAW+v83\nHnsPAGB+nYzLOw/Qm/lcajsA4ODoPADgQp1qR8bMGYPUf5k/xCGp7X3d5LMAgPcNHQcAfPfJbwQA\nvKvA/r3r6n+66Ngvhf/8YTJXzevY9jblii2KeXv/Po7n8Dq9hs8vbwUQ5jwBwKTYutm+8qXEJnli\nJodU62VnlkzhQotzMlspx8Zar4a5bL6YPWM5h1UfJimWbKvyuow9m1lRXTF5iOZVA6zbinj8lF/R\nM4ed3NLmnU6rzkpCKlEbS6xFiTfLv/PlpSudHoyF83JjUGRoHRyisNp9yYYiM8bk5W/G1d6AsJ5V\nsmH5M/y+TTE85M/yi8dOHQIAfH6UeaxWD6g1GrZ1873HAADPfIF5WcPKITJmyHKtLL22sCC11zr7\nm17n/s2JMKfYT9Je5i+ov3XVJxQbkWgrX1W5qFmr+6dz9DOmEBiuaZZjHSrlxfOrm+OaE+XKrjOQ\nAy99328AAPaPfDBo64ACKxJnaQP9djzPyNim3gpzc71VsVNFrvXJMu2Hn408bPTtYcMSZjUf3W7s\ne2Ou+ntph8+9i3biI9//qwCA870wv+7rP/JjAICyGEpjEdsKivB6G5T2rCtio6I5bKb+Z/NoTKDB\n1s30stg9sVG9IdXkFHPldUImMCn1QIjJCtQjpQ5obIlFLNk9nF2TAq9UcU1lEABqW7lTYyIV63dh\nhv266q+l8Lifc1/ZY7laOkdkWEG9rYoxvc5GDop9dC9YDg4ODpsNA2JAHBwcHBwcrigGxD66F6xX\ngaMdxjrnVum5qG+NV/4GgIScSalGvFbG4s0v74XwPXlWXqb6e1DR3IqSqw5RQ3lTyQK9S4UhekeM\nMeokeMDMacajJ8thbs6omIyRHLdLDXq1duXJjszV6V56anpHrCsjJe6/b5hMV60bsiVZuQfTCpDe\nWabnbKGhvC3V3SjMxHOH/iV84gDztCDBqA+tMn78xcUpAMB3XU0lnX9o3AAAaIkRMkXDajvsXzrJ\nyTUVvs+tsI7KB0emAQB/+WUwVhthClgjI/zPupi+2yfOAQDWlHhUFgtVzLAPUYZtIqNjVauqK+Zq\nIs/ve9r380t0a55bpau38yxZp545IjPRoHX9X17CxWmpR8ohOZvn5/64WNEy+zei+2N2cTh2PICA\nifSyqnC/j0qIXeX8NVvy2l3gOMoiKnNSfKpcFV5/81pbvLupb35q5ikATk3QwWGQcO4UIyLSHavn\nxO/7UhLNLoXriNeL18fraam2Olgp1dHr63uzpYH6YMTgnvkDGoiy1pPadimcqq38fPyJrKGcZ284\nnpNl9ZWAMPemM8IOZEwRTtuhs+xHN2850nF2pSv2JBFp008pL1osmKneJTbUFGyJ2bd8m71/8wEA\nQG5XWCuy/gtcdxcf5Nh3foa/pY5RZbG/zugELynKxdiphCIO0lbAK/osYoWmNC+WKzaiCJFh2vKZ\ntzHn6sb3UonwW0epLvgjR94HANhdXgla3PhMs3ott0PH47lr1g9jsoLLG2GwjG0yBipgB6UimZ/X\nvOY5tuUbaHfXxASWrmO/Vi+EdTRT6zzWVPrMJGdVHqw0o3qUZ+L5eut7uDV2NAq7Jzyryzah+pdL\nvEEtR2zySV7D8efU1gj7PXdHRAkY8fnoljj2mY9fDwDY/i0vXHR+h80B94Ll4ODgsMkwKCEQDg4O\nDg4OVxKDYh/dC5aDg4PDZsOAJPE6ODg4ODhcUQyIfXQvWK8CP32OYgjpKnn9vqj26DW3cL5eTuFU\nJkm7Hpf8tLAIO9ZCphIRhW4r1Gr7eC2FGVa5NTn2moQIEpLIzaggXkJJwX6kwOvMMinrmTLHMDHJ\ncIKWYjpuHmPYnIlarK5SrKEm+fO2lAuqkRDBhGIZhzKMy6h2+FtLYg0mK19T6MSdT/6PAIBHb/0Y\nXil+eIQhdz98x5/Fvv+zM28AAMzNMZQhI6GKdjWSwCuvx7kis6OPvuWPX/F5vxTuOCxxi0ld5wbH\nnNY8na1JvrbFkMuiKgq+YfwsgFAYBACOrTO8ZqXJ5Op6i3230MbRLMMJjl1QmN8J7tdXgnSvoBCW\nRhiCZ2E1Fmpi4RpBSIx+7+pc7RS38xLasAiMZMRj1E/H5XOb8xJmsXtX4S5WgNiS0VOqkZlbCBuz\npO7mCPvc2aCE/7oMFfQxMDHmDg5R7NhDifCFJxjC3d+rwvUvSFghosNg64WVHUlIojo/G3946tr6\nJpGn3AXak8mnQ3nx9Dob9qTOk1tJ6xjZ3bpJgHP/xsT/z96bRklyXeeBN3LfK2tfu7p6x44GCBAg\nuAgCuMoURdOUTJE2TYlnJEsjj2TZEu05njljW7aHsjZbEq1lZFH7LksgBYmwAIEACBD70ui9q7uq\nq6u69qrc98z58X03XkR2AwQloN3Z9b5z+kRnZsSL915EvRtxv3u/y0LqQRXBYEMe0YQ416nYJu18\njMVjKdseX0UYemUEa36ozPC1tv+P1xsiqL91GBKtvyUpJ1+YRr+aFFSI5HncHMbzlQ/9rNvW95xG\nOF74DoS9Xehgod3179Gf1k8gbD68BrsRKFV8Y9QQwU7A2ItOSmtrUCRkGvZr5Q5chCM/+gW5HH4t\nB9Gm6u9iO1sfdX9LM0wuQlnzLZZ4qQ4zrO+Uv1SIK2Wv0YoVT4ggCwerEIWKWDgt9LuRwZi2ruMc\n8PEkcd2loYGK1iiu48fe94KIiJwrobTL/iQKM//xidtwjrMYSBKPIBJmtGZlmPdQvxlHhxWDnZqG\nj2Jb3I2xbDTQ3+wJbNMsU6L3QyRn7sPSNMca5d9JEWPelUUM46nfQf/2ferFS8Z2TaKH7KN9wbKw\nsLC42tAjBsTCwsLCwuKKokfso33B+lvgk6NPi4jIzwdmfN93Quaqq/fFLcLKendNUgKulCsdRkF6\n98NM7G0ZYshls1QeNFDUAnhdHauoBKnfA6iewY6HhojUyRg00YGNTXhtHqU87A3DkF/PUG68lsT3\nmTiLGnYVKhYxxYprLew7mYCHZTQGve4Vlfwmm1d8EoyN3CZ/Z3z9MAr97vsDyNg6C5ic7IqnGCWc\ncfKr3/Mr/OaNi214ocybiCm625xgsWIGB88MoODlRCLnOzbfwBydzMPDNxwrur8pUzUQh8exymuh\nzNUzi9MiItKheEQzRW+oMkrKcHodgspU8f6L5FU2GZ9VJl0TyfVQlVUO+Gsdi4hIiL81qfqvgi5a\nWkC33Sx+aZyJ59VL23S9lZf5bSeiV2LMLSy8WDwLQaVo062oiw1tF+vUi4hIM0lWiQI7EmGpkijW\ntw7FeiIjWP/a8zg4vUwxibrH3mpRWIpIqFiFiiC0wn6hAJXYzu3B933vgr1LeIq7L24iGqJ8BPRW\n9hRsZXydTFYZRjy6TVaFxkAL9wYYadKKmcesdoTCHhRu0GNim2QpuA5u3IR+jT6LxTVACfHvPvEv\n3LYe/8VfFi9ucz6BMbGESvmHwVgdHoXoxROn96O/Z/F7DASNy56IiIQLlHZnP9duw5jL+9CPg499\nGnPwdVyL/lOUrs9jm22XOT5jhGqDON/GzRR4mMP3qSXsYwr6+mXZ3QL1nkLIbrtk2Jw6fgvW8X2N\n4iVJFpBe/y70p7ac5v5oNHnBRPPUM/j/n8+/A/3hM9mz/VDGSMzj+lWHcY6tw2SSqhQs4fOYRgyJ\niDTjlN9PUnAsoQIjtL8pzNfM3RdEROT543vQ1hajfSKegtLKgm2zHA+jom7O4rqmwjDu/ieNaxu9\nYh/tC5aFhYXF1YYeMSAWFhYWFhZXFD1iH+0L1huA5oEoPpoE6/CTw3B1hOAkceO9RUw+Ulv8RRQ7\nfPUOOH6PmuZkaYy69w3d9c45fqZCJWjDJVzGmsYAcz+XyXILwnolcrGN0NOoTFvxPFimpzeRDHPX\nIWhsj7Dg8FIRXr25bdBBbU/V2FgIXpkNFtdVtkbZrn1jcJmdWwNbVj2ITrzzlY+JiMjXbvlT+bvi\n0GHkNp2YHxcRkY5jaL7GAObnnTE/c/Uzm3tFROR3fv4DIiKyeTu8Yvv3L4uIyDhZqBeXp0TEME0i\nIi1KqX/y1mdFRGSAeu1HiyjAGCe9M1sEW6f3g0qw1zxVeBOFeKIAACAASURBVNUTpblrilPryLmq\nsIAwFf3d/KnQBvMJ+Ndcz3piwfUvXNktvQfoAQwXVFqYksTMRXDvVy2quGn6E3TjxLmvSjGHtW1s\nWmS41GutORRagFPEMGt6ayfWuuLxdyp6xIBYWIiI5B4EO3LvwHEREXn6SygO3NbyDmqzyuYYXXNC\nBaxrLqPFdSJM5ipAr3+rH/Zl+3oyCoOmKHBtEOtGawD7BCmH3Xca50hfYAkR5k03WXC2PAz7sLIG\nu+asG3uhRV9rEzzmBixW4Vdg34ZeVXlv/O5Khvtkz83YvXALDrf8612CcvJt5uY00ixtcgHnjnsk\ny9/7ye9FvyhR3rwBx5TuwPNJXwrhAC/+CQo0Tx/D3CRmUZjYqVPSPJMwXS0xhIAy7cHrYXtiGUay\nXMS+4SL6UWf/an3+YvNNz7OQPhep6dFcLIUWg9Z7I1B/bRvQcSXcNRKIha2rLBmySbuaZb9KEY6V\nfYipvLuxu5ofVR3WHDq/Hav3kWVcI2NV0fw9/O7aP29Ekd4KZLnafZi/gEYRMQrlyCwk9uPsg97H\n7YR5xlBWS6NKtF9/fhp/Y5MDMMQhMdFE1zx6xD7aFywLCwuLqwhOp3dCICwsLCwsLK4Uesk+2hes\n10E3c9WNJ3/ml0RE5P5//FkREVl6p2Ee1BunXjrNuXI/d90gSmRoXlXHOFjc/7cS/rheVSYMFeAl\n0Rhgt3BjXOO8ee6ah8Fq+7eqWtNmHhcFCeXpY4hDHhqHl+TQALxfWjy42jK3kCoLVqiQo1sdqsa3\nJ+Pw5gST8JblyqA6bnv2E25b+QLpj/Wob2zK0t1++xkREbmr/5yIiPzpAlTmrutH/x58/4PSjc+t\nYJ+Pz75XREQ+Mozr+xtn7kLbLE4pzGm6sIlCvvNrUGdq5Hl9PUV3nTgm+6FFVE9878RJEREZj2G+\nFqto44bMRZyD7q4GL2rTc6HpXJUSaaRoCG1XG34vsObU6XVWlsq9x+qmf5p3p162Wj+vBr10qUXM\nZ3wT23qaeQOaT6W1KE0YvPt/zcFyFQlZaDO23fZ9r57L0ljQd5yIYcpCqhTVG+qrbz16RIbWYmej\n+dfIC51iVdanzs+IiEjjOqoHRrFYtKJUdfN4+YNdyqb6Oahsw3Gsg02ux0ElrBxVoTNMRzvLXKAY\nF6cpfM5NkEF4AsxLdpY2scXCx8zFqlxA/2Lr5u9OGYkmhefumEZ0RH4c7MOxSYx9+i/I9tTIjjia\nv8rPYQ8jU/Ofv00mrU71uypziDZu0fUQ/c+eSPMcpik1rNEC2tecpthDYNhCVYx5/BwLEG9i6zTI\nuCWYy5uJuU2GyQg5ObBgE38DO1Y9gbZa3LXK+vP1TFfUAtmopmlSwiV/xIMqx27fhHMNvOjP0wvU\nWxwr89KCnrUw4I/WEM5joIYxhcgeujm9quZX5hdDmEAt6CsiEuU1j19EB6ojzLHSHLoxRKHUA7gh\nGhy73reab/XRb3nGbfN0EczfNhWBgwG0uSsFNcOFETxTzJ+A6mL8NO+hqhYc9jKA/vMpGku4zvtn\n8Cw0JzsIPWIf7QuWhYWFxdWGHvHQWVhYWFhYXFH0iH20L1h/C+z7QyjV3Xv3qyIicvYfwPsw+XDr\nkn1z++hx6VIVbKonT1/EecOoF8/LGLQifuYqmKGyEL0ijTgai1xkTlhFGQ/G9Q6hX5FNw5ZovHNm\nTmOS/f3eDNOTMsTcLNZ3anLHiSTcUZWWiYPXXKtYEN5DVcgrNf05RYtbcAE1G2Q06uxXzrSlNR8c\neia1TpN6cZ4/OYNtG+o777zptIiI/Pr04/Ja+PwoGKvH6IH60jbkCwvzjL9P+3PY3PklExdI4KJ4\nSqVIi1RfpY59nlpHf24fQLGMmTjiohN0PZ6rIBer2OyWgBRJhXBdo0Gcpz/DulcbOKZTxbn0PnA9\ne8zFSy+y+0umze1D9ChmMXEBevI0X0oVm+opqm/V1bOrse3YNpPm3lHVJ42d13vX9bB1/PutHSbT\nehBFXaKPmFok8Q2eh3ld5eG/nbLjtYZeCYGw2Nko1LC239yPReelxi4REenQFhyexKJ0MgqPfjRs\nDNvKEtj9d1w/KyIiTx1BPormDofzWAtiG/485rbm4XiIoc4m+tEJYNumzdRUm+3bsbbWBrHupudp\nU2ma9Bxeu+uy/SGc6GIZ69bcaSjA3nvHMREROfIScpwyc7TLdU8jIi7LgvY194pKeczF1eeAWtaf\njxQq4XOZZaWiW6ZZXW+rg6x/SQFEXVOjWy1ffzpRRk+MpTk+TGhut3kM7D+F/8fWONnKxjEvShX3\nwow4UBughILWMfSuX7Wsn23g44GEmS8VzWu0j5/dU3SCxia0mc/lkB0MKKOltpC5xWrXwqfIIDG1\nrBrE59gho7lX6/RxjGRQq3q/8Roxx338VuRkr2xj/gYyYAQ3thHNU/RIP79vCLmIv3LqnTjvaZxj\nIYjccI0MGTmAunG5MfSrtgqm0MmYgnF6bze7akRqXdH5IuWRZVF2CnrFPtoXLAsLC4urDT1iQCws\nLCwsLK4oesQ+2hesN4B7X/2oiIg0/j/Ey6ZH4TV5bv4WERHJ8GKv3W6uuuZUZU/iuzi9Sab+leZi\nsbI3lZHcGGuP0yeOEh0SOEO2ZBhejnqW3popuGcaVPJpptTr5I8tjq9eWqerxjpIEarJNeN+b1N3\nTa3lEmtZ0fOWipig8ADdCuNxMBWHEuj4WbI2eTJZ8Si8M1tFeII6yoB48s4CzAVTL1J7AmN0VpmT\ntQwPW7iA/n0tjFwxmXlUvhHew/jwf7M2g/6sYCzlaV4cuuMaZNjaDT+r4gv/ZT5WrYbrV4rAQ7pJ\nV14q5GeuNuu4dhcK8N5qzSsRkThde/vT8GptN+DVSmktMsbpN4pk80pk1piLx1PIwHHDpA69xLEk\nNdaf1zunk47PW9fjY4NsZzBJFq0PXrr1C1m3zTTjxVVJSutaBetdnkf1avajzVP3/Da+uMfso3l3\n+Vm03053eX93InooiddiZ+O2YdTx+fPnEA2QmAv7fn8mD1bqe9/zVRER+dO5W93fRieQt/X8BbBe\nAdYGajOioc780QbZ9bvvQH7rcwvY/45dC25bSyUwBOtFrLvVdSrjtfz2q87csNUJ9NNp+fOYVZlV\nRKTRR3adebZzC1hgs5Owb5Mx9P/pMeazLtFOaCBEi2upVxQv5Gdc3HytmtbLpL0Lax/IxGiOtCfw\nwV3D3eRcYZvYqpJeO4o50TpTS/f5azINjK+7bV54O/aNHYGdDxc4JFcpFlvNq1JmSJ8ndOsJbHFt\neEDnmizc8FnmjK03OAd8Rupc3o6IiDQS6EioonXD+KPOp1tnFG0kl7DdulHDKrCpnuxz24wewvUs\nXwAT5dYz5f3nMBfr+n4wWAf6oIaskSarKRz3wuout81HS7jvO+c4n5vsJ3OflexaFdSNi4yXeG5G\np1TNo/nkIeSVZ2O4d4/NQaE4kcbkn12FKvOencJg9ZB9tC9YFhYWFlcbesSAWFhYWFhYXFH0iH20\nL1hvAKtfhccgzfocqqSj9X3UizN4xFz1ygC8HiWUTpLqMKaaZZEkuk1mawOemASr09cG/DHNIiLV\nIce3T2ae8dCMG8856FBwL3KeTrzrt77hmPZ8+X8TEZHxR+DlKkz71ePcO5ib6gbYlFwE3qZDQ/Cq\n1FuGdlJFPK319Fxut4iIhFjka5vsTZguvTg9MGV6G1XxTkTEUcXDquaw0bOXQlvtKD2OzIFKHYNL\n6PrUPxYRkePvfO05eN/xb0d/voJ46PpY118rWbsmWamhoQL7jXMvrxnvlxNnJfmgP1ctTVpnTxTe\nrrU62Lq+MLxQySxuhIsVk490sYJ2M2Ecu13HnG/k4AVz4/XpBVNva5seN712lUHDuI18al5ERP7B\n2AsiIvILP/8x31DzvO6Zs5yDs6ypNgAXZPUdZOA+8ivyjaC5if1HeG0Ya59YQJunGvDSHQybYPI7\nxuCF/upRqCq1s5dfOVXR8wMTh79hP64J9IgBsdjZOL6FqI7YRa3bRFabuUPxRazPv3kUSq2D2aJ7\nrOaufOu+UyJiGICQrrPn4JlXpuXpszO+cz91Yp/5oFEGVI17/2HkR09EkWtzsogkps0abM1BsgIa\nJaA1DovLKbfJsRnkz2pkRoT90vzaEwW02Z17atgU2kZP0q7TUOlX9FdZmyCZF30uaC/id33GcHO4\nPQqsyr65tQxJ/leGNM8Wn0NlXY+xX98xrMeuuuvyoNtma1iZIf/5aoP+66pjUmZLGRll2Lw53ZoT\nrhE02k9l60K5GsfDc0fDbAvz52MrNCoijRNrXbPuvDw9v+alySDrUC3FLmlTI0QO3wEGaC6PnKZ7\nx5DXvd1g1EkZURbnc9jmi8zniuEkpXVPPbEYxtJ3Pei67XVcyEAe/XbrXNGW17bRr/ggng/qNUMB\nrj2H+2xpmmOI4NjKIhk35qtvfvmgiIgMfPiUXPPoEftoX7AsLCwsrjL0SgiEhYWFhYXFlUSv2Ef7\ngvUGoJXlFeoxUheQ1m8oThq3jeZaJRgDrDeE5qm0mIO1dgsuQX1AA7X9dYq8BzfSjPU+T+bqHjAd\ns/f/+uv2/3vOv1tERJ547Cb3u0GEs0turyrn4HPIra3kj+uWKH5Q5ipEV1G5Y4LCNS+rxXkpMudK\nWa5MpOrrV6PO248MjFP1zJ/OVx+8Q60ic9SKrBivsd68NhrTHngBTNFnd71LRER+bfoJt81f3IaH\ndPFvsG0O67E8P5krrbERYP2S9TWwTJ0664xFTY5TPAWv0kQ275uDKN10F+rwhjWYlJdrwFPVR5Yq\nETJqQatl9H21BM9Uu6vWQ7MIr1ZkRePQOQcRv+qRsqAiIideQa2Wzx5CXbD/PKZKTfScjWAsRXqJ\n3Sr2vB2TT8Jb9+7f+n63zR/7PNjBjyRN/piIyOx3oS6cfBc2ylh94Cs/gq9/+sfQ/5z5e9K/h1Gq\nFbaodHX/9EdEROThGx4QCwuLqxMjCbD7SwfJvqewKG1dxJoZP481K3iSuSjv3HaPfftusOsPHb1B\nREScMqM8qOIWZg6xKu+G6LlvMLLAqZjoCfXiC9fohx9DrldiP+s4Vai0y7pcp1+GDQiOob+7RzYx\nDo/dXV7A2n3fLVCEm4qDjfg6lWJn0mS41BxogEGYqn5NrYvlNmnyi6iU54RUQQ/7RopUrmUedb3P\nXyusGbsMnePmcYmvP8o6laeYL1XW/Fv8HqF6X2TbdDA9p/YVv5VYG7JBFdqwMjCak5XmgR09p+aa\nmzbDJY2O8SvX6jGBMjve5nxF2LibnG3aUlXb8ihrbAZ4L3DM2rbOeWGG87eCZ5Fw8dIIoc08mKc7\nds+JiMiFImzen5+7WUREJjK07XzoyHH/NlV9y3VP8jgxOACmVuuGLibw95GrwP7fMIT89K8dRa5W\ncJvj4DULnDeFxPR5JHaKdctS2CdGVd7RDP4GJ5P421q5pDcW/6tgX7AsLCwsrjb0iIfOwsLCwsLi\niqJH7KN9wXoDGLkL6jHtl1HLozhFD5U/nFo8ZRCkzTQTrchtYoP9bIPeKYGanzHS6uDeY4VkhzJZ\niZcRA3zb13+Q+5HB4DnbUe0XvTqeq52D40SidCiGKqpepPHj/n61mPN0ZBl5S0HmUal3R0TkW4f9\nsb9HCpMiIhJnjPKZPBRz0lF4rGam4TV8aRH71YOGDWupmmFRvVl+NsfN19Lv9SPn72+evxH/8TBY\nP/vie0VERM+ih7pKiRE/i9Pe4AQqsRZp+w8UozQYD2GMIbrSlH3KMYg9zJtFa4RtMb9qMFpy21qv\ngLnKlfDbJQ48ejuD9Oy2umqpqUpTdNPcO9EtfLcn+n0iIpKiB6+0i7H/9C4qg6meSfVYlqY5npDx\n0v3Hf/tpERE5/rmHRUTkc4On5XLQXKtzH/5VERG5YQH3qTJvIiKbNzm+MaXO4/vqH+Oe+Ngn3yci\nIt81+txlz3FNoodUkix2NnJcx3SJijAEwiGTNHACn+PrMF7Np4bdY189hL/x937qZRERGY3ClixW\nwSC8tILfm0+ASUo/BeYgkieTlTLrcJGqgMVp1pkig1IuYw0fYu7XyiJyPZ1+rMNpMm4aeVDeNklO\noS0shl+dhbH81v2wb6dOIid7fghtpTb8dZxchUCNcPEwMJ2AJgcJ+9n2fhTpUB2XCq0JPHpIrZ/s\nj0cVsdNFnLj2nWtHg0xHW9m9IYy5vgAmRGtqqYKwiEioiv/XU/7nEa2h2ekyx/oc0+LzijKJobJ5\n2FBmTZ9PmiRnXDaPW6dONcESDugEsGMnfClD1GI9rEYKvyWXmb/FXatUUEzfiRzoraN49ohuar9N\nW2Ve+xuiyMH6qxCeHfriMIrLBdB0leO4LxNbfiXAyrgmlZl5XF8Fg3v9IC7grhQm+/wK8gZ/422P\niIjIwaevExGR8AzuT829ag4ZNd1gjurQmuLFy6k5X+EsHuLm8sili4t5Jrsm0UP20b5gWVhYWFxt\n6BEDYmFhYWFhcUXRI/bRvmC9AaiKULDEGGF68+spf7xvM20KXnRirKGRx77Rdb+yWosV0Kuj9Lwk\nNcjaz9SIiATYRiTvZyiaCbIRjLFuqNeDXq5AhTlD2qbntV/ZLbeOhH7f5aHSXB2tZq/OuESkId1Y\npVLe3ji8RsraLJTg+UmzZlaAfx1bVXhg7tsDBuR03ng3Vwpgcyr0QDYLVBYKa/2NgG8c7Yj/L05Z\nqVuf+W4zti3Wj+JUB2vK9NEDWddaI7yuvIZ6TTT3KhK7dOz5Grxtn5h6FmPnSU5UwPjFKR+5O4W4\n/TNlsKFPLc24bai3taU1MFh/I5jB+RJ9VBhKYi5CXSqC+jlcNnOhuX7p08xhI3sUzvtVI5tJ9b7i\ns0NVrjDvuaApd+bWQPnS/3OfiIj8Ufa9bMOvLDX8baiRo3lUsXXmBIx5vbD8m6LXVz21ihOrUFBa\nG8zIjkKPGBCLnY3hGDzvZ8r4Ox2bRD7IWha2oLALjFAcqSgS3TB5uCPPYV2bPYEifCfjtFdKuGzj\n92A55ztnK4VFqzpgmA2XuRrFQtXiWn94CqzEkQuTPBjrS/IUDUcO+60z6kMOmLW92ce8owDafvhZ\n5DBHNwP8nTljKginzFXSr3AXKHvsRdCfN6XsTTuklBa/1o9sO7aG/VRRWMTkWLWq/jyt2pCyScoM\nMS/4pF4L5l656oNmsWkkqF6Y9ucqqZ3Q3PJWTJkrMnC0nVozKlTwRHlQCbHVVWOzueavLyk1hugk\nqPRHxqvjqYvVjnSpHbtMmkbeqB3BfuMJRIhssd6UtuktNNpiDtXn5z4kIiJn52Gbg1QC7LD25gAD\nNYI1jNmoNfJ5sN88/4WzMLQ/NIYoj59Z+oCIiGTS+H7/l6C4m96De3uqD9vjJ6FmGcqbe1uVG1WB\nWmujaZ7+3DoY3skB/9/JNY0esY/2BcvCwsLiKoIjvRMCYWFhYWFhcaXQS/Yx8I13sbCwsLC4ouh8\nk/++ARzH+aDjOCcdxznjOM6/ep39Pu44TsdxnDv+zmOwsLCwsLB4s/Em20eRt8ZGWgbrDaD5ywh/\naIwoJeyXGQ1VlW4276sthpW1kqCNqejpUumtBEOjkixUSwGFlsZoNUxbGqanIQCa4Kk0uYa0aSiA\nFult8xxKN7tiDmJCENwQgJjKwupJ2XZIM2ZxQJ0SuetVZolm3SalkkaHLtbxZYRS5e8amhURkdky\nQgCPbqA45f7suoiIbLIA8XbFJBjvH8BvZ0jtF7Y5WBUUSRo63jvmjvaX+xUWTWiZjr87HE5FQFyx\nCF4jYRHjFkNFslmEG7Ta5tokouDtp9PInn02DwnfPQn0P8XYOi00vFAFna8Fhvf2b7ptvVpGOKG7\nIGh/GKISY1hmVa83BSuCTX8IgSZbi4jUMl33Dqe4oeGsOhTV70jzftz0hyF6C0cWJzAvNV77yqQ/\nyTe8gXuk9EUkg98R+wF8zzDDuqnTLDGGzqrwhSZAu6Eyr2Ke/tk9kHT+svTLNY83OYnXcZygiPyi\niLxPRC6IyLOO4zzQ6XSOde2XFpH/Q0SefvPObnEt41AKotAnR7G2v3wKZSFiC1g/CntogyhPnVwx\n6gIBLVlCAaVwAetIhGGEgSIXBQpDNAcgmlMZhi0o7DKL0nvuOSIiIl99BpLvksVaeWwZtqbt2lBs\nYxSmSKxhYWxt4PtQ2fSvsJuh+FyUwjmcrzaFtmMMuYtSdCNcwPdNhgi2ohTDqpuyHipF3q1g1An5\nfd1tLZPStQ4EjPaBJBdos2ni6v1dO6fRn05Npde1eDHH6q655rlAw7frWX8IoKI+ynBHhqelsijV\nUVhBHKAKg3jXLz2Phhe66vK6T5iPoUEa5LZ/HJ2g57kqqv3zhzCq/LqKdKhIyIUcjI2bWlDT62zO\nUdrANVcpdZVMD0zCoEaXcH6V0K8zFL5OU3TDvWdERKTPU4bmQAIxsb+5jnIx+ndyfA3PkvEhzFup\niHvr09f/lYiI/OtTH8c4Pc83AT7XuaImarqZAlJbx314dgttHZTzck3jLRC5eKtspGWwLCwsLK42\nvLkeureLyJlOp3O20+nUReT3ReQ7LrPfvxeRnxSR6mV+s7CwsLCw+F+PN5/BektspGWw3gBCZbgM\nSuNkguhBcLf0zKi3X0QkQLakpTLnKezcVOEEFrHVYrZtMkSOSn2GPK4qZaBaep6O7/w1Mi7q4eio\n4IMW0HWL8Jkmg2TdVHigOugXeFBPT3ACrM1ACvfTxgY9VSzYWKkbj996DR7G6xMX0XYA3q6FKlw9\nSyV4iCZSkBFdqYDV2SyBwbp5ZMltq03KRIUfnBSZlSUKQXA+VRZW5WNdcYZtCkR4rom6E6pDbd/8\nuExk0Z9obJgt/19oKGg8kutbGIOyWlNpSKaOxzAvfSF4qm5J4fvTFXiwZpJgriotM3/tJs+v7CWF\nRRoV7FONYA7aFETpUKhCr2+bJF89ZfwmuevQ99iKevg4pJbeM37Gzy32yesf3WIitCdPW8sANNI8\nVhldv7NTqgNoNLbZ9YMnwVjlctsu++Yfi0r8PuTxLO8IvLkeukkRWfB8viAid3l3cBznNhHZ1el0\nvuw4zr98U89ucc3isbX9IiKSpaR1LskirCwYHqOQAYl7aQfNI4fKdBdR81cGjpI1L2Gdc6hg1EpS\n1GIYnwuTLPC6zxRpn80h0kHUBnItrZcpbLSNtt2Vh39fTQprNCgYtX2jMZLKEKTO+Yvb3/ot50RE\n5OTLh3BKFr9tpnCOBtff2IYuZp71T/9LsQuVaQ9SCKOZ8EuSq3BQLSuXIMglUe2+Rpu0KcfeIfMR\nTGBM1XGu+atB7s9nE1PT1i0Po6JGoRL21bW+pfLrtBvFHNiTAM8RmaPMvKk+4j4fBWv+yBFX1p4i\nEU7UlGnBD/r8YuZP21A7UdyN3+KrtFd5fFahp+0TmLjhWyC81TgOpjWe8wiSURhj/wiiTk4s4Dkm\nlaBcPMunqECGQ9pMiypfLIFCfPn8lNtmbQ/mqd7G2P7nWdwr7Tm0reVTQhRKm78V9++dN54VEZHn\nXt7vtqXPkjrmDgtv63NAiIxb/43rsmPw5udgvSU20r5gWVhYWFxl+FuEQAw5juMtFvYrnU7nV7S5\ny+zvnsFxnICI/KyIfOabPquFhYWFhcUVxJtsH0XeIhtpX7DeAFRCmjVjTV4S4bQuvTZuXpRbYJif\nKf2pDJCipWRKW2OvPWxYXc/jP4dbfJCeIPVEhQbhTWy1lOFQiW7Tpsagu3lIWihQWZ7pOtvGDusX\n6ELjnd2ghzCdNEzpLRlI4kbpaunn4Oc7KIA3kYSMaINencUCGK3rhxCfHA8amuTFtSnffHToOdMR\naIHcNvOP2nGt+oyNSoXXJ808R9dxXmXnVGrWlZh1c9zYFItRJjMYY6HIopqev+44vVyNJtqukpEa\nj4Cxui4KVm6jBS/YNCsdBjg3ymj5ENYga94zJQymLLwBeY3a9CIGuoote5E5Qw8yLoGEeN31XmiS\nfeowBzAQp7Qw47rV8+y5NFKlPHAzzaKi7K96TI3Hzf83UO+S/hURCdHTqUxWNzus+/7M+ffziMVL\nB3kt4ps3IOudTue1km4viMguz+cpEVnyfE6LyE0i8qiDnJAxEXnAcZyPdDqdHVTh2eKbRakO1mFl\nmfaBa4DE/OuMLtzlCXNjN/r4R868z8gzZDI6uiZh3VNmqNrvL7iaGiy7bVWb2Dc06KliLiJ37IJT\nutjEon7yceTIBhv+P7DKMG1A2yxOaid0DdK8pOefReHhsSXNvWqyX2SGlJ1qdDP3IqK5Vs2uHGIN\nluCDgK6H5TF8rpMtiS95Htk0EKPm76+zimuizw0dUl0q214bQVt1zUdbNqyZ5jK5tlFNEdf/4FrQ\n1792TNm9rrwpzxrfoT1VG6Jt6Vg7bh6an71Tds8Jm7Zd6Xa9rZo6Rj0Zx1HCGFPzmK93vg/M0Ff6\nR/i76aCW0BmPI7LmKPOfag0+N5FYU6arrediE9f1I9/qh/c+4rb5bBH32QMPgwSJbvgjhlS6vrQb\n/TxVwnPAYhHPRNERc283ythZywE02T9lDYV5b+tzMNY7IEv5zbaPIm+RjbQvWBYWFhZXE74J5aM3\niGdF5IDjOHsEb6ifEJFPuqfrdHIiVJMREcdxHhWRf2lfriwsLCwsriq8+fZR5C2ykfYF6w2g1gcP\nR2JZvQ+qRsf8KXo4IlvGK9KdFxPQwrjMwQqF/XRUhIxWuUh3j+cOajJOt95Q9Rpl1NTbxX2H4MrK\nZuD92DyG+0EZmkjBnM/N3+r3e6zcgr3qUdN0HkOWslPYpKMmDj5Him8qApZmkTI7c0V4Vor0dubL\noNoaddx++RQ+19vGg5WMoN1tFqJtO8rS0YNFFlGZrI7TlR/H/u49uOy2eTYEL1F0OcSx+vPO1C3W\npnKSwxwoZQLDzIEayRTdNpvMvUqxiHKNbOHZCmK96JBregAAIABJREFUy7wBthpJ8eJiDZ4qbw5W\niO039Dv1Buvc0+MYyZA1K7OI9YafwSpNmvswtYAvQ56YeBGRSM6vXtUkG6aMYW0MbsYAz9H2qknR\nWxlMcR+d7GW4llln2i1k6XozdRxewlfTzeiwU8+oeqk1b/DWfjBXL8nOwJupktTpdJqO4/yQiHxF\nkKXy3zudzlHHcf6diDzX6XQeePPOZrGTECLFkTqGdU7ZFPXQq2JrnYpssfmoe2z8ItaW+CtkvmvM\nMeWa1IlrUVl+1uWQZqLZNPZigIVaNSf47eNQUvu2gVdEROTH/wLPSsPHuR5SbU4V9MqTzN3ZMvmr\nda6BygDd+g5Ump3/72CwEqsYrLIqjTTzlbTgeoQRExUP/a+sjOYXNVq+78MFKtYVYEdS55nvSpai\nljULg0YKuAwW86o1bzVMM+WyTcy5arr5tf48Wxzjj2RxFQq7FHh1DVdlxWaiK4rGSySqTeZQowUN\nT+DPcc37pQ0vI2LEqWvSkVEXlkzEN6bOGAZbYnRJuKyqtMw95ti+/Fdgkpy34SGoyvxvEZE4WaUn\nHrwVX8ygzf4kBrEygkmgMKBEOEcaEbNWxc3+r5/8mNtm9nnc50mNNuGT9sadmIThXVsY8xaOHY2C\nPUsPY+zhEfN8+OUj78BYebunr8O++WWMQVPCnT7zLHat481WEXyrbKR9wbKwsLC4xtHpdB4UkQe7\nvvu/X2Pfe69EnywsLCwsLK4GvBU20r5gvQGUvxPesdGfhnumOgRviRuTq94Uj+h9I8O8FMaXh+Pw\nxoS83nsRScZYa4GqgVrzqLBpGI8O1WKqUb8CYZB5R7uG4Q3RePi1RcTDR7X+BA9reUR6mgn1svn3\nUWYokcXBlYLWAKF3rh/9zI7BE6R5VSIi+2Jw8RwtT4qIyHwZzNV4Isf+Y6IirCu1RnWeEE8eCRiv\nTaPF2G7SH0GqCAq37bwm7WCjLJ168zSP6uEbjOPhd3YhEeknfvcfcqz+OPgOmUBV0GvVmVdFVb+h\nYYz5pv6L7jE1uqbUixULon8Xq2CoWqRoZmJQ+GnQDXWhimvkzTsb7APNtFwG8xeoqCQWhxpD2y16\nbjVvqklGNU6lQO91Lu5ivZIFf86d5uBpXRGH7GGbjKCMYyLjI+hT0sNUqpdYPWhRxrnHNtFmhEpO\nISo+tcJkxciWtj2rjsbja32u7vuwxXyGz4+Cu/qAHJYdgTc/BMLC4k3Hdhl/uJXDsBfJF/DZZa6G\nsWZNjMNGtf56xD02tYQ1RRkgrRvV6GPOkJubg/2VlVDmpf6iYSFms1h/mynYkMdP3iwiIk9v3SIi\nIuOzLR5L+xHGOlcax7kGD4B2Xz834LYZIIvUzODY51/dKyIiU9tcpNy1iiwTGbdwSdXmdM01DwaB\nGhY8p6HJQ9w36I9W0DkJat1MzcP2rAuVET4HqOIv891aiS4lYB4bX+P85fx2r542/dPctHBR13Cy\ni4ymqAT8+coaReNM4vq353H9QyaFyFX002gEPTZYYy4R64SpmqBQTdBlshrmuUDztnRMLgumucT6\nPNDU6B58kYbwo2xOUU3Sk6gUW2NkCB9lqixauriA54WBGzdERKR2ARFBKebe9Z9A/xfXkW81edHT\nzw7+X2Lt1HofzhHOYkxrK3g+SPVjon7/FaQH/au3ox7Wf3r877ltZVkqUxUuM+Gu/H1e70BgBxmN\nHhmqfcGysLCwuMrwZodAWFhYWFhYXAvoFftoX7DeAFrPwN3RYRGhWr96qLiDKu9NGA9GeMivZqS1\njBROAi6YJvN7KJgkiQg8XI10zd03Qo9FlNtSNcJjcL4a2Z7tPBJXYot+dke3tUFzV4aKXZXQ82QX\npnHewRQ8K2vMMaql2EEeoH3ZmzS1F8qsWxKlq+pgCoxWkXTSUgVeG61/NRoHI7Rdh9fr9Naw21aQ\nTF6AOViaG9SkqqFDj1pYc4no/HIZkH1dSUci8qk0PFH/sa5zwBj/qD/uXGupaA5UIMkaJbxWZwpu\nrqNkWL292fErEbU5T4UGGMDVAOK4z1fgIZ3LYzuRMgzg24YuiIjIIyXMRy0Pr6zLrK2a/AURkaAq\nXnUxlN56Z3SQunXO1LuqzJV6NfV3vVlqQZyrOYXGagGzVOTX0K/4ApW7eKsrQ1XPOL7vVcHQVaby\npCS0In7mse3/M5HaqN9bt2PQIwbEYmcjQWa7dgrrW3VY1xdsh6egplp6cAyf5w21ESri2FYcf/Tt\nBJVi3bqNZDZUeY8LXXiRtmHO80eipIwSQWwkzJpaoSLzqbjMVca5xpLJaNQiPJdHsS5LQ0EV18xJ\nsh8dRhLEVUGPuU9kTSJFnDtQw1ZzsXCs+OC0/WxSoE5bT6atE+DccF2MbnrzvP252MpkqLLeJflQ\nPLfW9VR15Pyt5vzJRdbOqvlz1Oqsfaj54GprWlSSDazgZIMn8H1s28s66Vj9qrLBKuudkaFS1UBp\n+fPTO1FjFFpR9C++in2rczhvoOW/BsFKi/3UqAk+t5zF/n13rbptlh4Z8fVLc4w153mLeVLOfuyQ\nZFp38gJsf5T5cd4aZmpft96GMQ5PUFV4AIrJWufz2DrywvdM4jnqp195r4iIDD7tqRfHeQuxHmqE\nSVchRhU1GREUi3oM67WOHrGP9gXLwsLC4mrCW6OSZGFhYWFh0dvoIftoX7DeAAZOwEOwvR9efbeG\nUNLvkQl46kx1ZpFDpXHQYSrV6TE15vUElA2ja0uZoVDIeHFC9FhoPpKqJwXJ7pRr/groqoqnqkLq\ntVPWCicUX9+rjOcezkJ6SHPCqjmyJvTs9U+AcRlJYr/p6IbbZMyBx28oBBYnE4SHZ7Hhr8ygtaKO\nrsGrqflW2YRh/SqsQaHz0rrA+ez6w3JTmLTGBp2O9+0/Ia+F8l7sHLug8krYKIPVSvML5jhFmPuk\nfQl43JA6FmWsdKu5WeOxnO+YgQiYtSzrtRzPmTpYmpNWr6HNQFUDyul92/DnzSk6XdfSu/job5qT\npvfE1McQlL7wZ4gfVy9jI01vWZn32iz6lBs3jKq6YdVjqv3T+VOPqjJvbXqztT6b1lATEUk9x5wN\nqgZq7L56hcXv4N0RcOTyVQ8tLK42DCWwnm23weo3BshGMHeo8CyiEobnyfokzCNHeQJsQn43baEq\n055HGxHmCrXIotSo0pdYY15zweOxbys7zvN3syIdXYu4tjLXqJ5lHhMjIyL9pq7jeD/s2PxZ1k7K\n+xkiXaOUrdCcU6ep6x+Vg0NmvVMElbnSWpXMzQpQcTAc1npTVMVTWx4wK4OyM804lRDHlG1iPzgU\nVQLUyAFlrtx5nTTz6NC4xDaVEWJ/2VaQdkE/hy5S7XCJtjJ3mYgDDl/zpyJbsCWBshbXUhVcTUDj\nWOMwWp3LzJ/2K7FMFm4fGS1GUURzfiZO07tZhlK2Cgm3rRi7UWHNMY2Oufv2UyJi8qs3sjimdAYh\nGZE8xq7z6Vu0OZTYAu63XAZ2Lp/CdrmU5lCx49afIG99bIH59iYV0M1Z1lzA5c2M73RDZIk16uda\nRy/ZR/uCZWFhYXG1oUc8dBYWFhYWFlcUPWIf7QvWG4DGIbs5Onx9diu9kzUJOh4Gi1SLW2OJUA+Q\nJg1VgvDitVgwQesqae0lEZFiHftoHpLWY9J8LUWpDI9PvZ9V3+ldUg+Sj/lwmQ32k4qEKxfANm2t\nURmOY6yN+OOiA7zDT1cMAxN2/PtcF0ch7JiDfiq7kwnD/TWUKvnaqjRNrHWpQraQLF32Rqg8tTg/\n60vI52pU/bcwS3HJTckL8loIM7+tOk5v1wDYpGyKyolUydMrN52Fh+hQGvHT50qDbls55o/NpDZ9\n56iyHtZKDZ6qm9Oo43RbYl5ERE5Wx0VE5Lm6KR6uNWUGyCJuLeC6K2PaSPnZpUbGz1SqV1E8Dj+N\nw8+eRtul7waj9uWDfykiIofbPyiXg56zoyytR6FI721VymzQQ+o0Hd/v0ofr3pcFLaVMZW0h47YV\n6A4bVxYx5q81stPQK0m8FjsbW1Uy0BMwgsPDYH22j4DR0vpIpVH8HRf2mr/nybfRPtSw1qs3f3Ee\nNqjvOL7PnsEikVnH+qyqc07LeOyVHXHqr5GzSdusyn6RLfR38lGcIzcDlqJmlnZZq+G7/m2uRazr\nF9mm+qES+A0/26SqgtUB5nV51uNQVekcXbPZXzJaThVjDRZgozTrtpHpClsQkUjOnzustbOKk+iP\n5klpnadwSXOv/O0MPONJfO34Fx6XdeLYtQaoRkS4ioncr0UlRc0bEjFqkGHWOVPmyql11W0KcP4S\nZK6UxYtcagNCVCCMM4CmmVS1Pn5OMLd9G+eM5AO+/tc3Y6YtkllufhuLf76yMiEiIpOssfbZ/U+K\niMh/efXDIiKSWEG/wsxpCxfN80+Q98Do8/yOdbG2ArtxLHPEQmVGxzRh85spXLTmpBlzfh//o4+O\nq+i71qbcOIe/l/gE2uiTax+9Yh/tC5aFhYXF1YYeMSAWFhYWFhZXFD1iH+0L1uvgoTLza4L+XCb1\nujdcVTR1LZhjXS+ROtl0l64ZD27gHHXuVy+yBkR3spGIpMkE7CKjcrEAdqRYppIOX+vbSSq/DTJ+\nu0TvXdMwbJoXo0yBDi68GfSNqdGHjvXvRh2Tw8PwOs7m4aE8LaauSSIEj9RABP08V8NvAyEwVXvj\nYKFKTSrUkY1aXEdNqL60ycG6fRIM1EgMSoOqTLhOr+LpMC5CbgRjv3UUDFE2jDa+OIfq518Ugxrz\nuuIMuv7sO58SEZGb4gvixVoTDMtfb94gIiJlMmt50mNa60pEJBKH10jrWWUo2aSV2dfquEYJJocN\nMz9N49/fPWZiwZ9YQZ2VBnPswvsx9vYxtBFRpUeNyaZ3uJGlklOdP3gClEN+MUuRR+HtetuDP4C2\nMJ3ufal1VzQXqzWKfgc992OCTN/ENMZyfRaySk3W0rpQxvU8n8N2awXzmT6Oecxum7aaxpEoIiLV\nAXqLWesmet+67Ej0iAGx2NnI0/Z0WDsoX8JnR3NiGXWxeTvWzMkZ8/c8d465TZuqUIvN4Blskys4\nJkjjqLk4SrK4dZM8XzrdbIeby+nPF1VE8uho9gzX0mVDNzVjjCbhGhUlG6Le83qGkQ5BPzvWiuC4\n4jhzpWuetXNdO+/fugycsjolsnVkfwJxKtXFzPjacX9uUrWftb0myFgV/PZC611poEl8g/WcTpn8\nWq1FVssywmaIY9mFNvfdOc9+4fPxM8gdSpzFXChb5o1M0PNHdd3XbuvYOVatf9WJY1sfwMQXpgzD\npm1R0FkaLBfq1t1ShcIKc+vIEIbLZMNYbyxQMXNX3k8bt4nzfP+HHhIRkS+evBv941h/6skPiIjI\nwBzPwTw+Zeg0J07E5MUpuxVbwRgdZSz1mZKsXaMfYy2Pog9bt3jyqXi9UmcweK0ZqdFHmcOg8e4c\nPS8iIrOyA9Aj9tG+YFlYWFhcTej0TgiEhYWFhYXFFUMP2Uf7gmVhYWFxtaFHDIiFhYWFhcUVRY/Y\nR/uC9Tr4F0e+U0REogwRUKlPpam7ZanFz9hzJ//HdtifmKq648EtDTdgmF/MQxFreCEirmSjgrAy\nLTSs0QbNWsj3uZMBHc0oNQnkzeV2Cyqmsc/AIIv+psC5Nymlff/1kDtPhhBG8OQyZL01FCQXNTFe\nf2/3URER+YmRI74xP8+wh+02uO2BYJFtoq1SHSEBuWLcPeZIAyIQBwbR5+soMKEy5z84g3N9Ir11\n2XMd2UKC6vySyVqOJhC3cGAEoYrvSp4UESPO8Xa3oCHiD87VIDF8uohQlrkitFMPZNbcNm9JIrxw\ns4lYuzKVRNbqlHat4Vqdj6Af2SBiGeZrCLGstEzycoly+xWKlfT3Yayb+zEH7fOYHxWgcIsqu6IT\nDK/zFKPUELz8Hi2qjM+a7OvK8DJKpMYQPS1eGIxQMtlTxLBcQiOn85iX08cQJhJbRhhGlLWT9e8k\nwcuqxTLLo6Z/8VWcb/gVFtZkuMVvfeFnRERkOpSSnYhe8dBZ7Gz0JxH6tHsA6/DZx2bwA+0Llzu3\nKOrKS0YUKcEi8a24CkLh+2YS35fGGA7HePtQVW0nZdGrxkZG8lyvGE6oIgstlUqPaLgfwwy5BKms\neLiooWRmbHqsW7yW4V1thiYGGNan9d6brsADPg8ehx0JVI34QZshfvr3rXLy0tCFOOjbashgqIjF\ns5E0NrxBYYetQ9jWpii+UWIB2mG0Xb+REvk1fN//NIUUGMamYhkiIgFjVNAmK6w4u2GLTp6FXXYY\nchcuUlyC5WaSyCCQ8rhZ4/tmeW0qfgESV6QkcLkHJ09KhuewUIXXok7Bp4p2l6HtCb2n2CZtUXQT\nc6PCFMG6OWfuBr1H0Oavfun9IiISOYQQ+FMXcM+OPKZhkFoE2i/T30iYNmuUi4+vq5Q+nqvaXZLu\npVEckz8MA3zbPgT4LR/d47YVqAV8x4TxqCZ996BYcoLpEvf3HRMRkVnZK9c6esU+2hcsCwsLi6sN\nPWJALCwsLCwsrih6xD7aF6zXwZG7fldERO7+k38qIiLNqBbow++u503V0L0OGnVrua4q7kPxCKdL\nodRVOKfbRpOGRQzbVaVogOoWtF2JdXqC1KFHliwQp8eN3i+fCAf3uX73RREROZyFqMSJPnhrUmF4\nVHZTB/W5LcqL0luiCcBbS0YU9IHOTSIi0seM04EgvF7lNhiPPn6+JQpBiskwvJ43JfH5z5YPu22d\nXQPjs1mF5yeVRX8SpFrujKkwhZ/heBsTZT84Bm/OA62b3d/ClEGfTuC81Q7m5UBYZ9QjVysi58ro\nwwb7EA9h7AcTy+4+iQD6c6ENdksLDKsox3QS55qK8JykcV4tgGF7Zm7GbatFr1qQBY61iOdtw7g2\nT8bh1SrPs9Ag76UgRU2CLJJZXDNMYGyFBZu1lACTg10PELfVYWWuKKXLNlsVHN+YN23Gt3kP857V\nvwdOp9TItAZ5TmV+E8tMvi4bz3ODnsaLd+M8d95/XER2LnOl6BUPncXORpz2YK1EmXOyKIlZijVp\nzXZdMzz3tePaSxVjwI/5O7BITYxAzEnFkLSESPokFpr0gke0qYuhqvXBflYHyS5QDCGM4AnJsJhx\nqMT1rkt8AP9VagqDaMdCvnOpFHiY7FlspcxxcdBaMNdTvqVbZENU3EIZLMq1dyJcTCN+m+SVPy+N\n4/x9FOjIkwJUgQntX3sv225RPn5IIyBob+qec7B7Km5RPYBrETpHG1hWwSzuzu7o2h6hFHy9bJ5f\nUvOcF4+svohIh4ITToj7qkw7GcLCLvSr76x5WArW/KVgVBJfxTmiDGhZv1XvPzx7JM+B9umbRT/X\nbk+6bQw9g2NLZN2qI+hn9Ek820yeZRQH5fn1nPUM55f3TNPoVUlhD0U23ofyLUmW1Kk1MCa3FIxe\nzlX056WXwT6FBo3wSHxcy8pgTG1et8kYnlsu5vE8EAt0PVRew+gV+2hfsCwsLCyuJnSkZzx0FhYW\nFhYWVww9ZB/tC9YbwNd/8pdEROS9n/xeEREJMVemMM344+xligrzFVvl2jsRjQ2nB6imOTD+IsbK\nCnhr9rr/d/O2+D2PVSajE6WHiJ6qzhaD2pnPFZwwAeYDKXimxuOUDWfj5SaOWS0jcevUFvJsGix8\nnInBm1JknpB4CtCGg+josSLYmSQpjNtSkHb9dAYSvS/ROfM3Bcigx+hy+/TEU25bZwbBpD108XoR\nEfndM3eIiEhfAl6b2iQ8QJ8bPC2Xg8aSVzzeuXUWL96TASt3f1wnNuk79uuMmS82WLiZ8uM15rjN\nVYfcffdmEAc9HoG3NUc3luZibdJ12uCN8JfrYPmeP8YY65bXu4lNJ4y+rxT9LM5gEtcvMENvIXPw\noiG4E0cSDM42aQ5yYgQfSkvoRzhHrxunpZXS4pO8jvQix+K4duUij8ubfipTq/lcyUUypi393c9U\nqWyx5ke0g11eXBEZfgm/LT2+X0RE3l+aERGRyihO8vgv/PIlx1zT6BEDYrGzoezSZ/d+TUREPr/0\nbSIiUt6NNT11BguNsireoru6Bmm5iSBtoizhb349hrVHC8Aru6IsvEaUiIiURrE2lyeZj6rlJaJk\nl1iao8qiwNkzWsQd36sEfCtmHoncIsD8rc7CwfU02kidR7+CRRo0MlXtOMu7qIy8Z8xOg8XZ05wX\ntU9lDip4eTZHixirnLuISOoC2tL8s+QKflt+uzJZfMY4AZsU5NqurGKT+UrVfo/0uz5b8DxDj+Ba\naJROmbalMoVzDryIfkXzaDS3R+fXhPO4TJXbdX3I0bAeMoIjYGK2D+C6Dz+HBCqnVHXbUkavlWZx\najYVytV4LrQ5/jiua2lKi/LiuNA6KMzh502Tmzcm2GcWDH6Zz0t1LQKs88a8vqA/Z0xz2Qr3muer\nviT6vLmAcI5NPmsEaNvjCdyfd0/i2ejbbn5FRESOV/Hs9GtPvMdtq7jFwstqo9nGJnPxw3wO+Mq2\nRut4NPKvVfSIfbQvWBYWFhZXERzpnRAICwsLCwuLK4Veso/2BeubwE/9+n8TEZEf/+T3iYjxfDQH\n4TFwQp4Y4xw9U111D13nTcuvBKdv5G6BYi8ZxmNUVUcLzEU3WUiY6m3lCcYjJ8lKMM8qOwJmI5sw\nVWfrLRxzsQKv0ZENqAOpOmCtBC/Y0DCOHU5S0Y5ek0aZ7FjbeBHLVXhaZnNgeMaSYMc0TeqXtqE2\nt9JAbHOeEncxxiffytwsEcNqPRw4JCKGHdtN1cDNpp916kaQExgKmmsy3Afv1XR887LHPFDC2H7q\nLAoKFlXVj9t0Al6pQsMoJ87XoTRYYCKSMlVF0juvbmJeZ0OYk7Mr2KZH0Zcfve5ht62HNm4UEZE8\n29+qIu9pvYyxbuawDSlzFYaHTdUHhwfQZjZsrnOE87aUxpxf3MC2c5Ee3DK9hwOY70QWxyaoGlhh\n4eGAh1FVpcH4ip+JUg+feqlrGS3uiM/NESw3mqMlYljfVpQeZKZ6BWr4+1FFxBt//gdFROTo0hdE\nROQDEyZf75pEjxgQi52NCnNKns4jdyTGPND6BTL3aS2k61cMFDE5V20Wuw+WyNpw/WhsYjFY4TZY\n9Be9bWY9ixIjKQIJrImpJBiNfQOIVnj55DT24zm1sHpL2SZV9/PkODVTWFdLE/58MmWuAlTFa8fY\nBosBt0OqPqgRJd7kZ2xUtbA6hHU4wmNC28xXqjKfpkUFPuZm1fuN6qyq19XIQCWWsWYPHUHbF96L\n35Pz+D22walqqcIiPqsin4gITYtEClq8Xhk3jK06SCXCl9Hf+CZ+r/aRydpUNtIzZuadOWQLnZbS\nTrQPCdjKzRvIWJ7C/CqrWL7ORIxosWSNgohvUv0xT6XJHK8Npz7G32uDOEdY57lo8pU0x2t7P+fW\n4fVjYWTNLXY6/jzCIFUtNQCmUTLRMrfuOSsiIpPTyAXX54LTBTwvnFgFFfjIS4ji+WoJkS0aYRLx\nREMp0+sqP/MPZDUIW/6uQ4jiWa0h6ujs7+Je3/vJl+SaRY/YR/uCZWFhYXGVwen0iAWxsLCwsLC4\ngugV+2hfsL4JHI7CC7JxC5iO6YfgJVu+C14ojSUXEWkm1UvUlXvV0jht5qfE/PRUkPVCIgUT56s1\nippd9YTM+VTZx3+ODuN+y1V4ZhotQ6dpnauVJhisVtV/K9y8D8p1Dxz4q8tNxWXxaAVt/tfF+0VE\n5NjqmIiI5GrouLJQ2Qi8TMq0zJbh1fm56v1uW7tiYKrmL7KOFRnB5yoYS3zm8nHGD5Wx31x18JLf\nQnRrtegB+ivmkX0wgQn+WvGgiIgszNNj5ubL8VogPFqiIya+/IUCvEUrlbTvHLEg+jeVQm7Wf5j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k5kDlJ98ELpBbnU/yNSZr5Rq8E6IU2q3wSxvbgNT2CdtY0yVBHMJrFd7ni9h/CwtCL+XLHY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\n203Ze1e5rvtTv7uo8z4f6+57BQBw3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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, 2, figsize=[15, 15])\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_axis_off()\n", " axs[counter].set_title(name)\n", " fig.colorbar(cf, ax=axs[counter], shrink=0.7)\n", " counter += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we see the familiar maps. Remember that partial_volume_0/1/2 represent fractions of models in the order they were given to the MultiCompartmentMicrostructureModel object. In this case, 0 represents the fraction of Ball (CSF), and the 1 represents the Stick (intra-axonal) and 2 represents the zeppelin (extra-axonal).\n", "\n", "In the bottom-right ODI map you can see that the concentration is highest in the corpus callosum and in coherent white matter bundles. Finally, the $\\lambda_\\parallel$ and $\\lambda_{\\textrm{iso}}$ maps are fixed to the values we gave them." ] }, { "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 ODI as background." ] }, { "cell_type": "code", "execution_count": 13, "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", "# The next line produces the FOD sphere functions.\n", "# The lower bound option artificially puts a lower bound on the ODI so they don't get too sharp.\n", "# It does not affect the fitted_parameters themselves.\n", "fods = NODDI_fit_hcp.fod(sphere.vertices, visual_odi_lower_bound=0.08)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/user/rfick/home/anaconda2/lib/python2.7/site-packages/vtk/util/numpy_support.py:134: FutureWarning: Conversion of the second argument of issubdtype from `complex` to `np.complexfloating` is deprecated. In future, it will be treated as `np.complex128 == np.dtype(complex).type`.\n", " assert not numpy.issubdtype(z.dtype, complex), \\\n" ] } ], "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['SD1WatsonDistributed_1_SD1Watson_1_odi']\n", "odi_im = slicer(odi_res[70:90,0, 70:90, None], interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 15, "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])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ai5PbyE7dwsvLKvCv7WJK1T0AhB/w0Yq6UTfZPTXMjm1n0/xUErefYfKBXZw9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uXYD41ATh0gSMD1IanWLuzNs0YfCvBCEIUi+Uw1DqAiMOjIKZhNIR63UzIma6AIMX0YUIzFiD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\nkd/4xiUf16VYvvT+tYqivE086Q5x2jaIu3xNjfPtV6JMHvJw0O1rSmlFCBi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img = mpimg.imread('dipy.png')\n", "\n", "plt.figure(figsize=[10, 10])\n", "plt.imshow(img[100:-97, 100:-85])\n", "plt.title('NODDI FODs with ODI background', fontsize=20)\n", "plt.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 ODI of the Watson distribution (inversely related to concentration $\\kappa$). Notice it is low in the corpus callosum and higher in non-white matter areas. Notice that NODDI-Watson 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." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from os import remove\n", "remove('dipy.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": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/user/rfick/home/anaconda2/lib/python2.7/site-packages/dmipy-0.1.dev0-py2.7.egg/dmipy/core/fitted_modeling_framework.py:211: RuntimeWarning: invalid value encountered in divide\n", "/user/rfick/home/anaconda2/lib/python2.7/site-packages/dmipy-0.1.dev0-py2.7.egg/dmipy/core/fitted_modeling_framework.py:198: RuntimeWarning: invalid value encountered in divide\n" ] }, { "data": { "image/png": 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8IXBE+/cfAxtHhOTjhm2d34uIl07mHOx2aIwxaz6bR8TS6vdJpZSTqt/RcUx+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\nctWzGQ7V6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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", "axs[0].set_axis_off()\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", "axs[1].set_axis_off()\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 NODDI-Watson we can see clearly see the structure of the different brain areas. This means that the model cannot fit the diffusion signal equally well in all brainn 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", "- Zhang, Hui, et al. \"NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain.\" Neuroimage 61.4 (2012): 1000-1016." ] } ], "metadata": { "cite2c": { "citations": { "1647435/UZWE3WP9": { "author": [ { "family": "Zhang", "given": "Hui" }, { "family": "Schneider", "given": "Torben" }, { "family": "Wheeler-Kingshott", "given": "Claudia A" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "Neuroimage", "id": "1647435/UZWE3WP9", "issue": "4", "issued": { "year": 2012 }, "page": "1000–1016", "page-first": "1000", "title": "NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain", "type": "article-journal", "volume": "61" } } }, "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 }