{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Tissue Constrained Spherical Deconvolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multi-Tissue CSD (MT-CSD), or what *Jeurissen et al. (2014)* refers to as Multi-Shell Multi-Tissue CSD (MSMT-CSD), is in extension of regular CSD algorithm. In MT-CSD, Aside from the standard white matter convolution kernel, also a CSF and grey matter kernel are estimated from the data, and fitted simultaneously fitted for better FOD estimation.\n", "\n", "$$\n", "\\begin{equation}\n", " E_{\\textrm{MT-CSD}}= \\underbrace{f_{\\textrm{CSF}}\\overbrace{E_{\\textrm{iso}}(\\cdot)}^{\\textrm{Isotropic Response}}}_{\\textrm{CSF}}+ \\underbrace{f_{\\textrm{GM}}\\overbrace{E_{\\textrm{iso}}(\\cdot)}^{\\textrm{Isotropic Response}}}_{\\textrm{Grey Matter}} + \\underbrace{f_r\\left[\\overbrace{\\operatorname{FOD}(\\operatorname{SH}|l_{\\textrm{max}})}^{\\textrm{Fiber Distribution}}\\,*_{\\mathbb{S}^2}\\,\\overbrace{E_{\\textrm{WM}}(\\cdot)}^{\\textrm{Anisotropic Response}}\\right]}_{\\textrm{White Matter}}\n", "\\end{equation}\n", "$$\n", "\n", "The original algorithm uses registered T1 image segmentations of white/grey matter and CSF to obtain these separate kernels, but this has shown to be a difficult and expensive process. Instead, we implement unsupervised approach by *Dhollander et al. (2016)* that directly estimates the three tissue kernels from the dMRI data itself.\n", "\n", "Once the kernels are estimated, they can be used exactly as any other Dmipy compartment model. This means they can be used in any modeling framework together with other models as usual.\n", "\n", "As you will see, MT-CSD results in very well-defined FOD profiles and hardly any noisy voxels around CSF or Grey matter areas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Dmipy to set up the MT-CSD ModelĀ¶" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the MT-CSD model in Dmipy is very easy. The only thing that needs to be done is to generate the WM/GM/CSF tissue response models from the data using the dhollander16 algorithm. Then, the rest of the modeling can be done as usual." ] }, { "cell_type": "code", "execution_count": 1, "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": "markdown", "metadata": {}, "source": [ "### Unsupervised Three-Tissue Response Function Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dhollander16 algorithm, which heuristically estimates the white/grey matter and CSF response functions from the dMRI data (instead of using a T1 segmentation), can be directly called with the acquisition scheme and the data. The generated tissue response models are always generated in the same order.\n", "\n", "To estimate the white matter response function, we can modularly choose any available algorithm, currently:\n", "- the classic 'tournier07' algorithm based on FA only,\n", "- the iterative 'tournier13' algorithm, which refines the response function based on the ratio between the first and secondarly peak of the FODs (currently used in MRtrix).\n", "\n", "In the following commands we generate the three response functions, and change some of the default dhollander16 parameters to account for that we're only fitting a single slice instead of a whole brain:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tournier13 white matter response iteration 1\n", "We highly recommend installing pathos to take advantage of multicore processing.\n", "Setup Tournier07 FOD optimizer in 0.0124859809875 seconds\n", "Fitting of 4530 voxels complete in 163.448898077 seconds.\n", "Average of 0.0360814344541 seconds per voxel.\n", "66.0 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 2\n", "We highly recommend installing pathos to take advantage of multicore processing.\n", "Setup Tournier07 FOD optimizer in 0.00914287567139 seconds\n", "Fitting of 4530 voxels complete in 67.6091341972 seconds.\n", "Average of 0.0149247536859 seconds per voxel.\n", "96.7 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 3\n", "We highly recommend installing pathos to take advantage of multicore processing.\n", "Setup Tournier07 FOD optimizer in 0.00940299034119 seconds\n", "Fitting of 4530 voxels complete in 57.2296578884 seconds.\n", "Average of 0.0126334785626 seconds per voxel.\n", "99.3 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 4\n", "We highly recommend installing pathos to take advantage of multicore processing.\n", "Setup Tournier07 FOD optimizer in 0.00882506370544 seconds\n", "Fitting of 4530 voxels complete in 62.9066510201 seconds.\n", "Average of 0.0138866779294 seconds per voxel.\n", "100.0 percent candidate voxel overlap.\n", "White matter response converged\n" ] } ], "source": [ "from dmipy.tissue_response.three_tissue_response import three_tissue_response_dhollander16\n", "wm, gm, csf, selection_map = three_tissue_response_dhollander16(\n", " scheme_hcp, data_hcp, wm_algorithm='tournier13',\n", " wm_N_candidate_voxels=150, gm_perc=0.2, csf_perc=0.4)\n", "tissue_responses = [wm, gm, csf]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the white matter response is refined over several iterations (at each time taking the most source voxels that best fit a single-bundle profile). The overlap percentage indicates the convergence rate.\n", "\n", "We can visualize which voxels were selected for which tissue responses. Notice that WM (red) was selected from coherent axon bundles, GM (green) from grey matter areas, and CSF (blue) from areas between sulci and ventricles." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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a7PyuNK24LDa3Gym3qStVI99yqzumkqvPahdmxRv4nsvryf4pL7V1EmhXkRpQ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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.figure(figsize=[6, 6])\n", "plt.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "plt.imshow(selection_map.squeeze().transpose((1, 0, 2)), origin=True, alpha=0.8)\n", "plt.axis('off')\n", "plt.title('Selected tissue response voxels', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the tissue signal reponses of the three estimated kernels. Notice that these plots look extremely similar to those shown in *Jeurissen et al. (2014)*." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KKdXsaYI5AZN6TqJbQjceWvMQ5ZXlboejlFL8/e9/Z968eQDMmTOHH//4xwB8/PHHXHvt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\ndbiEQ57nQjt96HAJhwpKyC/231QXGxl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for response, name in zip(tissue_responses, ['wm', 'gm', 'csf']):\n", " plt.plot(scheme_hcp.shell_bvalues, response.tissue_response(), label=name)\n", "plt.xlabel('b-value [s/m^2]', fontsize=13)\n", "plt.ylabel('S0 Intensity', fontsize=13)\n", "plt.title('Tissue Responses of WM/GM/CSF', fontsize=15)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the tissue response kernels are known, we can give them to a `MultiCompartmentSphericalHarmonicsModel` and fit them to the data as usual.\n", "\n", "Note that tissue reponse models can only produce signals at the b-values (or other acquisition parameters) of the acquisition scheme shells they were estimated from. This means that you cannot use the tissue response kernels of one dataset to fit to another with a different acquisition scheme." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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fXn75ZZacnDyl8r7++usMALvuuuvGTIbqzPamWl7b43857+Po+8Yrx1SOCeeh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\nrM/u7amjo4OysrJoxYoVZLfbiYjotddeIwC0Z8+ePredM3d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"text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentSphericalHarmonicsModel\n", "from IPython.display import Image\n", "\n", "mt_csd_mod = MultiCompartmentSphericalHarmonicsModel(tissue_responses)\n", "mt_csd_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting MT-CSD to the Signal Attenuation or the Raw Signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tissue response models differ from parametric models in that they have a data-dependent, non-unity S0 tissue response. Including the S0-response in the fitting of MT-CSD affects both the estimation of the volume fractions and the shape of the FOD, as we will show below.\n", "\n", "We can choose to include the S0 response in the fitting by setting `fit_S0_response=True`. This means the models are being fitted directly to the diffusion signal, instead of normalized models being fitted to the normalized signal attenuation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup CVXPY FOD optimizer in 0.00631618499756 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 133.908782005 seconds.\n", "Average of 0.0163682657383 seconds per voxel.\n", "Setup CVXPY FOD optimizer in 0.00947713851929 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 166.428038836 seconds.\n", "Average of 0.0203432390705 seconds per voxel.\n" ] } ], "source": [ "fit_args = {'acquisition_scheme': scheme_hcp, 'data': data_hcp, 'mask': data_hcp[..., 0]>0}\n", "\n", "mt_csd_fits = []\n", "for fit_S0_response in [True, False]:\n", " mt_csd_fits.append(mt_csd_mod.fit(fit_S0_response=fit_S0_response, **fit_args))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the fractions are fitted and there are 3, we can also visualize them as an RGB image. Notice that the WM/GM/CSF areas are reasonably nicely segmented by the estimation itself." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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IiIiISoAFcCIiIiIiIqISYAGciIiIiIiIqARYACciIiIiIiIqARbAiYiIiIiI\niEqABXAiIiIiIiKiEmABnIiIiIiIiKgEWAAnIiIiIiIiKgEWwImIiIiIiIhKgAVwIiIiIiIiohJg\nAZyIiIiIiIioBFgAJyIiIiIiIioBFsCJiIiIiIiISoAFcCIiIiIiIqISYAGciIiIiIiIqARYACci\nIiIiIiIqARbAiYiIiIiIiEqABXAiIiIiIiKiEmABnIiIiIiIiKgEWAAnIiIiIiIiKgEWwImIiIiI\niIhKgAXwDUxEGoqIisg9GzotROvreuR1vv6IyDQReX1DpyPLxpw2oo3RpvZbKSIPi0jFBk4Df2fW\nAxEZLiJfb+h0ZNmY07a5EJEb3G9R1w2dls0RC+DriYj0cxduvr/9CyzbQESuE5Hja7nNziJys4iM\nEZFlIrJYRMaJyKMicmJG/N4i8qyILHLxh4pIvzrsLm2hRKSHiNwtImNFZIWILBCRL0TkfhE5dEOn\nb30QkTbu+3nIetzGFndciTZnGyJP4JZtIiI/E5H33L1+pYh8LSK3icj267ZX609t8zObg3U5z7XY\nxhZ3XEMi8pT7vr1cIM5JInJNbcM2RZvb/mxKGm7oBGwBHgXwYsb8rwFAVStEpCmA8AlyAwDXAhgM\n4L/FbMTdSD8E0BzAIwBudevpAeAYAE0BPBPE7wngXQCrAfwRwFIAFwJ4TUSOUNW3it9F2hKJyH4A\n3oJdQw8C+AJAMwA9ARwPYBGAoRssgetPG9j3swLA2/W98joc1x0BVNV3OohovShJngCwwhaAlwDs\nDuAVt44V7vPZAM4SkVNV9fna78b6U9v8zGakTue5WHU4rgPqOw0bkoi0B3AsgAkADheRbVV1akbU\nkwB8H8D1tQzbFBXan+sA3KCqq0qaoi0EC+Dr3yeq+nChCPV0cf8SQDsAx6rqC6mwn2VUIfkTgJYA\nDlHVzwBARB4CMAbALQB2qWtCRKSlqi6t6/K0ybgOQBMA+6rq52GAiPwEQKcNkajNwHWoxXFV1dWl\nSxoRraOS5AlEpAGAJ2GF7fNU9d5U+N8ADAHwmIjsrapfres261Ft8zNUnFodV1VdU7KUlcaZAMoA\nnArgfdhDqN9vyARtzFS1AvGDQKpHrIK+gUmqvZeI9ACw1gWfF1RPq+lL0NP9fyMrUFWnBdtsBXsK\n+EZS+HZxlgC4F0AfEdmriLT3cGm7SkR+ICKfiMgqAH8N4nQRkTtEZKqIrBGR6e5zu9S62orI30Vk\nooisEpH5IjJCRC7Ps70fishnLu43InKNiJRlpHEPsWr2C1zcMSLyc5c5CeM9LCIVIrKViNwpInNd\n/OEisk8qbgO3js9EZKmILBH9sxKZAAAgAElEQVSRr0TknnQaRGRft/35IrJarErxlVlpzXOMTxOR\n50Rkilt+rqtCtWtG3Gki8rqI9BGRl1zaFovI4yLSISP+biLyqogsd+l7EED7YtLl9AQwJ11IBABV\nrVLVGXn26SARGSZWtXqeiNwlIs1TcXqLyO1i1a6XurgjROTcjPUl7ZR6icgtIjJLrJrleyLSP08a\njhSR19zxWSUio0Tkwpp2WEQOAzDeffx98P38OojT0J3jL4Nr+T8iUuxDrVodV8nT/lFEfixWtXCV\nu+4uFpHzXXoPCuIlx6+HiPzJfUdXi8hIETkqY70/cdfZDLHv9AwReVBEuhW5f0SUh9RfnuAEAN8G\n8K904RsAVPVrAJfAatdcF2w/vM+eICIfu9/TGSLyRxEp+OJGrGp7lYjskBHWVUQqReTOGtJedH4m\ntf4a730uDTe73/xF4vMFV2Tcv5Pfy/4i8nt3H07uFyfnSUOd7vnFnmcRucj9Nq906X9FRL5daN2B\nWh1XydPOWkROEZHR4vNfV7t7qorI6UG85PgdIiK/FMvfJcfkjIz1Fp3fqaNzYfnej2E1Q84REUnv\nM4AfAiiTuInI6YXCguWLzfMWfd8VkcPS2wnCqvXBICL7i8gDIjJeLO+0VCzPdXwqXsH9kTxtwEVk\nB7fd2S7NX7u4Teu6j1sivgFf/5qlv3gAVhd4QzwLwFkAHoA9nR7s5tdUxXQCgIEALhCRW1RVC8Td\nHUA5gPcywt53//cB8EkN20x8D8C2AG53f4uBXHWnd2FPHAcDmAi7AVwMoL+I7OMK/QDwFIADANwB\nYDSsilRvAP0A3Jza3iAAO8CqT80GcCKA37k0XJBEkrgqbxL3BAB/AfAt2HEOCYDXAMyAZUjaA7gc\nwAsisoOqLnPxrgVwDYBnAdwGQAFs79ZdDqDSbf942BuIsQBuBLAQwIEA/uC2/4MCxzTxE5fuO93/\nHrCmAu+KyJ6qOiEVf1u3z/+BVSXbyx2TFgC+ExybHrDq0+UA/glgOqx6c/qpeCFJNa4TVPXZIpfZ\nG3b+BgN4GFbF7QLYU9ZLgngDYcfqvwAmufSfCmCwiLRV1Rsz1v0ILAPzRwCtAfwIwCsicmTYpEJE\nLoZdD+/Cnn6vAHAkgDtFZHtVvbJA+j8H8AvYNfQk7BoArAlH4t8Avgur8nkbgM4Afgw7Vgep6ugC\n6wfqdlwjIvJbADcAGAHgStj36Tewayifh2HflRsBNAbwMwDPikiPVDW9XwIYBvuuLIBdy+cCGCAi\nu6nqwrqkmWgLUao8wffc/7sLxHnOrf84ESlX1bVB2HEAfgq799wD+93+Few7/+cC67wTdo8/B8DV\nqbCzYS9+BqOw2uRnEkXd+wDsAcszPO2208iF/xnAdrDf6rS/wKpn3+LSfy6Ax0XkjLA2wzre82s8\nzyJyEyxP8j7sd701gIsADBGRY1X11QLrB+p2XCMi8kPYvWIcLJ9U5dJ9QoHF/gyr1XU77B59CYAH\nRWScqn4QxKttfqc26T4AQB8A/+tm3Q+7VvoDeDOIej0sj7c/4jziOwDmFAirbZ43Uex9tza+C2An\nWF5kCqzWw1luvaeq6uNF7Gsm8c0YWsDyN1/D8nG/BfBtETlcVStLsI+bPlXl33r4gxUcNc/fv4N4\nDd28ewrNK2J7PQAscct9AyuMXAZgr4y4p7p4F2SEfcuFXV/kNhX2xdopI/wF2E1lm9T8/WCF1Kvc\n5zZuPf8ocnuVAHYP5jeAFdQUQN9g/gewH/tdg3kC+9FVAIcG8x/OSgPshqmwKnzJvNEARteQ1mYA\n5sIyBGWpsCvcOg8q4hg3z5i3K4A1GWmd5tZ7Umr+nW5+j2De427ewXmOY43XHoCDXDoUluEYDCv0\n9sqIm1zTleE5cmGvuGuoaQ373QDAcFgGsGEw/wa37ncBlAfzuwNYDuCzYF5Xt60HM9Z/K+xBQPci\nr8OrMsKOdmGPAJBg/l5u39+qz+ManPfXg8/t3T6OBNA4mN8F9qAguvaC4/dMKs0HuPm/L+KaPNLF\nvbxQ2vjHvy31D6XPE4xyy7SqId5LLl4v9zn5fVsGoFsQrwGALwFMTS3/MICK1LwPAUwF0CCYJ7AC\nYMF7Z5CGovIzLn5t7n1Nw9+5YP6/3O9/h2De+W75ieFxBLCV2+Y8AE3cvHW+5xc6z7DCo8L6/wjv\nc13dsZoQHu96Oq7DAXwdfC6H5elmANgqmN/SrU8BnJ5x/Eak0twNljd7KLW92uR3orQVcU3d7fa9\nmfvcyJ2/RzLiVrumiwwrKs/r5hV93wVwWPrY1vD9yzqOzWG190bXYn+SNHYN5j3m5h2ZivtXN/+s\nuuzjlvjHKujr310ADk/93VDfG1GrTrYH7AmjADgNwN8AfCwin4rIHkH0Zu5/VtvRVak4xXhOVceF\nM0SkDaww8gyANSLSLvmD3SgmATjCRV8B+zHeX0S6F7G9l1R1VPJBVatgT9YAe0qfdD6zL4CnNajK\nq/bt/78wbspfU5+TJ6M9g3mLAWwrhat9HQl76ngvgK1T+590wHNE3qV9epe7/RERaeWWnwV76rhf\nxiJTVPWpPPvQw62rIawJwvuqOizYVngca6Sqw2E1JR6CZUjOhV1/X4rIEBHZLmOx4ao6IiN9jWAF\n5mTdy5NpsV5828Ie1LwCYGvE5yNxswZvcFT1G9gT4F3FOh0EgJPdtu4Nz4k7rs/BnlwPLPIQZEmu\nqT+4ay1JyyewjO6h7ruRVx2Pa+gI2D7epkH7cFWdDusAKp+/p9L8HoCVSB3r4JpsICKt3bH7GJZh\nz7omicgrSZ4AQCsg17SskMXuf+vU/P+o6pTkg7s/DAHQNV3VNMNdsILhkcG8/rCaazW9/a5tfiZR\n473PrXtl8jsnIo3ERrVoB+BV2O//3hnrvi08jqq6CFa4bwvgYDe7Xu75BSQ9lP8pdZ+bBuuscwfY\nC5S86nhcQ/sC6AjgPncMkvUuhR2PfG5NpXkKLA+T795SbH6nKGJN3E4F8ISqrnDbWgO7H54kIlvV\ndd3BNmqT5w0Vdd+tjVT+qZnLPzWFfX93lVSTv2IFecePVPWVVPAf3P+sfHW97+PmgAXw9W+8qr6e\n+qvWtrM+qOpEVb1EVbvB3nadCnsitzusGnXyI7PC/W+csZomYRwRaSoinVJ/TVLLjEN1vWA/8BfB\nngqn/3aE/ZBDrcOZy2E3hski8rmI/EPytN+FPYVP+8L93yH1f0xG3DGpOIkq2FPc0Hz3v20w79ew\nBwbviLW/fVhEvi8i5UGc3u7/g6i+78n575iRtoiI7C0iL8LeXC4O1tEbVhBNm5gxL70PnWA/xlmd\n7nyRMS8vVR2lqmeqakdYNfyzYdWXDgXwTOqYFJs+iEhLsXZ6U2E/1PNg+5301Jm178VcF8l5eQvV\nz8tLLqzG81LA9rAn3WMzwj6HfSe2q2kldTiu6TQgTxqy5iWyzs0CxNc+RORwERkK+41YBH/8WiD7\nvBCRV6o8wRIg1+dLIUn44tT8Qr/VBR8iwgo2SwGcF8w7D/bQ/6EalgVQq/xMMekN7y3lYn3GjIe9\ncJgP+/26z0VZ13vLOt3zC0h+17PyNMn6q7W7T6vDcc1KQ33cW+aj+r2ltvmdYp0Ce0s/VKw9co+g\nGV4T2IOIdVV0njelqPtubbh8+j0iMgdWCzDJP53v0ph+2FasjrCXc9WuQVWdB2s2kHUN1vs+bg7Y\nBnwzpdZR0+OwdkqPwX6AjoK9EUw6ceqSsWgyb7r7/0NUb0N2BqzaSmIFqks6tnggFTeUW05VbxGR\np2FDYRzi0vtTEXlEVdMdTyiqkxo+17S8S4bma1cnQaR3RGRH2BPv/rD2Lz8EMMa18V0UxL8cwGfp\nlTnT88y3DdqbzrdhP1TXwx50LHfp/yesOlhauu1N1j4k/4s5jkVT1cmwBygPwQqL+8PeJrwfRCsm\nfYBVczoK1ifAcNjNuhLWLvFSZD88rM118UNYe64s1TqdqQXJk446K/K4ptNQF/nOTW59rh3dS7Br\n8Vewp/rJ9/gJ8KEu0cbic9gb0b1gb76qEREBsCfsO5xuX1vsb3U1qrpcRP4F4FyxoZ/WwoY7elpV\nFxSV+nh9hfIztU3v32Ftch+F9QEy16VvH1j74HW9t9T5nl+DOt+b8ynyuNZHGoq5t2yH2ud3ipU8\nCHogT/i5sPbM66JWed5AjccGhfMUUTlOrIPh12Bvl/8Oq5222G3nfNgDl7rep9fb+d8SsQC+carX\nDDwso34KfOF6FOyGc0BG3P3d/6Sa8IuwKnKhYp7Wfw3bj3JVrdZDcxZXRfYuAHe5qi6PAPihiNyk\nqiODqH0yFk+ePidP2pLMRFbP031ScWvNVbl60v1BRC6F/didA6vGnvSUvazY/c/wXdjTxqPCquIu\n09QO1d9YFGsm7K1y74ywrHm1oqpVIvIh7FrKeshTkKsudTSAe1X1klRYoZ4z+6D6G/z0dZGcl7nr\ncF4KfT+TTm52zkhL0oZvcp02WvxxneT+74zq45TvXJdtB06DVdM8KqyeKiItUfen6kRUWF3yBE/B\nvq/nI08BHPbAuxOAxzXugK0+3AV7G3gG7M13ExRR/bwI6fxMbZ0O4E1Vjd56ikivAsv0QfWx2/Pd\nW9blnl/TvQWwPE26pt4652lQ3HEN7y1p63pvWS/5HRHZGdYR3oOwZmZpR8A6pds9aNpY6DzkC6t1\nnrcWkodWWTVP0m+c94S1m79GVaMh1kTkRxnL1+a3ZRbsIUK1fLXLt3VA/hcDlMK3FRshtR4EV6Hm\nal45YsNkpKuGQ2zoi+Pcxy/c+pfAqhwNlGB4B5eJPhfAV2rDNEBVZ2RUl5tVxD7MhrWpOllSw3i5\nbYl7Mp60UWmaWr4C/ily+jgcLSK7B+tqAOvkBLD2N1DVmbCOYE4Ukd5BXIH1HgpYL6i1JtV7sAV8\nj/FJWl+EvbW9UkSqVZ1yVftb1rCp5Klh+inhj2A3pDpxx/YFWJv7pP1acmyuyLtgiogcIdlDvzWD\nf2hTqyrtTuZ+i0gX2PWZz+Vh1Wyx/gS+D2CMqiaZo8dgHbpcn+f7spWINKohfUlv+Fnfz2fc/6gn\ndXe9fgfA0JreANXDcX0Fto+XiEiumYmIbIPiet4vJN+T7KuwhT/NJlpf6pIngN3fPoA9xD4rHSg2\nTNjtsAz1dfWQzIjr9+IT2NvH82CFt8zhrzLSVnR+pg4qUf3e0hLWM3M+l4T3a1dN+yLYPT4pLK7z\nPb+G85yMiHGFBEPBufviWbDCd8ERNurhuH4Aqzl2TlhV3e3XRYW2XYT1kt+BzzPcpKpPpv8A/CkV\nD7B7fFme5huZYbXJ89bBRNjxOSy1zoMB9E3FzZd/2h020k1aoX2NuLzj8wD2ERuSNfQbt8065au3\nRHwDvvF6H8CRIvJLWG+ileqHDsjyKwD7ishzsJveEtjwR9+DPRF7HZYxT/waVn36dRH5K6zNzUWw\np+FH19M+XASrPjxcbIzpkbBrbntYhyKDYZ3P9HHpeBrWtmShm3cx7KlvekiET2HDboTDkA2AdQzy\nURDvUlhb3+EicpuLezysEPOgqg6t436NF5FhsAL+DADbwIbKWA2rzgVVXSYiZ8LeQowVkftgT0i3\nhrUVOgnWmcXwAtt5AVYl7hG3r4thT3KPgn8SXVe/gT35fUlEkmHITkDt2uT8A0ArEfkv7GHJSljv\npqfBqj/dq6pZbecKUtVFIvIGgLNEZDWsClV32I14AqrfcBKNAQwTkX/D2jVeDOuM7LJg3d+IyE9g\nVdu/EJGHYcN0tIdV1zwBNnxH5jizbh2zRWQyLGM7GZYhWaqqL6jqSyLyFIDT3RPhF+GHIVsZpqWA\ndTquqjpXRG6AVeMb7qqCNoMdv69gx6+utWyegn2vXhGRu2C9Bh8JexvE4ceI1p9a5QlcjZnvAngZ\nwP0icqqbXgFr73s27CXM9+vyO12ku2C/tQBwddgRUw1qm5+pjf/Axtl+FNZJWydY4WtegWUWAvhA\nRO6HFTLOg70pPtv1YVNf93wgz3lW1S9E5GZYFfehIvI47D73I1ifLpcUaEKXWKfjqqprReQKWDXr\nD0TkXljfOWfD7oPdUPd7S73nd9yDijNhvaVnPpxQ1QkiMgp2z/6lWsel78OO6x0i8hKsxuh7ah27\nFgorNs9bK6q6WKwJ2tkuzzIMlk85G5ZHCN9Ij4Hd5690D0bGwa6/C13cvVKrL7Q/WX4Nq+X3nDtP\nE2EjPJwMy2/nq35PaboRdMW+Of7BDznyixriZQ47AavO8xr8kBGZwwQE8b8NGy97BOyHcC2sg6R3\nYU92G2UsswusSs5iWFubYQD612If8w7HFMRpD+AmWPWs1bAb2WhYNe1eQZy/w6rGL4IVOMa7OJ2y\ntgdrw/sZ7GnxFNgT/IYZ298TNrTWQrf9L2DjOKeHCckciiHr/MAKr8NgbcfWwG6SjwHYI2P53WBV\n6We4uLNhDxR+C2DrIq+jd2APSBbCnj72QcYQHMgz5BPyDGEBy4S9DsuQLYB1jtM563rMk7ajYG9Q\nRsOe/Fe4/2/BquKHQ9AUGl4lGaokHBqrPaw32aS6/GhYpicrbjLURS/48d5XwW4sA/Ok/SDY2+rk\nHM6AZcb+B8HQXQX2/QDYdytpo5YequVK2E1wtTu2TwHYpcjvVdHHtYbzfiksA7gadhO+2O2fIhh2\nBhlDjRRaN6yq4Eh33cyFDd/TNU9cDkPGP/5p6fMEwXJNYYW2D9yyq2APMm8HsENG/ELDLGYNS1Ro\nGKOWsHtXRdbvS4E01yo/U+A3sNq9DzYc082wfMMq99v4S9gD6XTc5H7TH9ZefKr7PR0N4NQ8aV/X\ne37B8wwr5H3q0r4E9tb1wPV0XDOH+oLVLPvMHYspsPHev+fSe1IQr9r9utC6Ubv8To3DkMEeqCus\n5/hC8a528U5xn8vccZoOe6Ocuy4KhbnwGvO8+b5Lha5n2MOWe2H5iRWw5mX7I3sYsu1hD5rmurgf\nwF4+ZX1/C+1rZhph1d4fcdfQGtjvyR8QDCVbl33c0v7EHQiijZ5Yr5XjYU/S18ewLbQJcm97fwtg\nW7UhWSgPEbkd9rS7g6rO3dDpIaLNl2taNhPAO6p6zIZOT22JyPmwTmgPVhsekvIQkV8B+COAfbT6\nUKNElMI24EREm5l0nwpuXhdYzZFPWfgmohI4A9Y5Y6ExomkTIjZ2ellqXksAl8DeuI7KXJCIImwD\nTkS0+RkoIv8Lq/o+HVYl7UJYW/ArCy1IRLQuROR4WL8d18GqKj+/QRNE9WknAP91fa1MgmsLD2v/\nfaHWf2/6RJslFsCJiDY/42CZowthHeutAvARgP9V1Tc3ZMKIaLN3G6wt7AgA52vNnYPRpmM2rAPa\n02HDTlXA2jj/Qq1XcSIqAtuAExEREREREZUA24ATERERERERlcBGUQVdRPganoiINjmqKhs6DZsb\n5gmIiGhTVGyegG/AiYiIiIiIiEqABXAiIiIiIiKiEmABnIiIiIiIiKgEWAAnIiIiIiIiKgEWwImI\niIiIiIhKgAVwIiIiIiIiohJgAZyIiIiIiIioBFgAJyIiIiIiIioBFsCJiIiIiIiISoAFcCIiIiIi\nIqISYAGciIiIiIiIqARYACciIiIiIiIqARbAiYiIiIiIiEqABXAiIiIiIiKiEmABnIiIiIiIiKgE\nWAAnIiIiIiIiKgEWwImIiIiIiIhKgAVwIiIiIiIiohJgAZyIiIiIiIioBFgAJyIiIiIiIioBFsCJ\niIiIiIiISoAFcCIiIiIiIqISYAGciIiIiIiIqARYACciIiIiIiIqARbAiYiIiIiIiEqABXAiIiIi\nIiKiEmi4oRNAtKlrjqXR5+VNyvyH7SfFkWd1ChZcHof1HJ+b3OnAe3PTY294JIomdUtmpMfZv4k+\n7zhBc9OrZ24Xha2QprnpD8efWQ9bJyIi2jyVYW30uTLIEqD14jjy8uZ+ujxeDm0W5Cbb7v1qbnre\n0xdG0eojT9B6/xfjz/N98WDNgk5RWEVQdJg3v089bJ1oy8M34EREREREREQlwAI4ERERERERUQmw\nCjpRHTTqNDk3vXJO41TgCj+9z0dx2LZT/XS6CvqEHXOT4zu0zk1/iV5RtLGozE3vjPHI66C3488d\n5uQmV42tjILemrtLbnqNlMfLNV7tp3uM89OzO8bxlrYGERHRlkaaLclNV65IvdtqUOGnu02Jw9rP\n9dNNV8Zh07vkJuc3aZabvgtxFfTBQZX383Bf/kR2TW27xbLc5NppcUX2aUs75KarJFXJvSzIP7Re\n6KdXNIvjrU3ljYgoh2/AiYiIiIiIiEqABXAiIiIiIiKiEmABnIiIiIiIiKgERFVrjrW+EyGy4RNB\nW4yp8O2qTsAzuekvm24XxVuJoD1TRaq7hLWN/PS2qXZVP741N9l2wBNR0F7zJ+emt/8mvuxH7Obb\nS42ft39u+uT3pkXxzny4Kjd98x4D4nWMPi83PaN18ygM3xrtpzvPjMO2DtpxFWiHhvd8uhqM3COK\nVrUy2F5Z3MYcGrQhq0ody/KgjXlV6plg+HnnsVGQHPff3PRjN47ITY/DTlG83fB5bvpgDIvCtobf\n7/oYyoW2PKrKS6eeMU9ApfQMjs9Nn4P7c9NLyuI2zZUIxhNLf+2rgrAW8dCkGPh6brL56XdGQX22\neSM3/e0PK6KwF/Zvk5ue+pq/t+8/d0IU79in/T31rg6DorCp4/vnplc1Tt1ft5nhp8M8AAC08m3a\n0WRVHDbHtw/H+B5+Ot0vTGVwry/0lday+HPYZj59nMPP6TTv/mlu8vQh03PTk7BDFK0XvspNX4j4\nfOwL328Pf9ipLorNE/ANOBEREREREVEJsABOREREREREVAIchoy2OHtgZG56Ptr7gJUZkYvQpMvX\n0ec2+z2dmx445psobMfJvhpW2/nxevYZ4atif9lraG66fKvUBrf1X9vLn4+HIbsSfv1r0DkKW7zn\nB7npsvNuicIufdZXo99lZBSEP5/ZKTc9q+qc3PSymW2jeKsn9fYfKlM/LVKFvCqD6mfpKuhhJbC5\n7aMQXeir533/Dn+Qtn6lexRvcUM/xFq77j2isNf+Pdh/mLY4fxqJiGizdAp8U7E1CJqXVWZELkJZ\nq7hqdItB9+emDyh/Mwrr856vbt01bm2Ga0csyE0PP+jG3PROi+J42/ZulZse9NreUdjgoNp81dKW\nUVjFtj5/Uvbr66Owl//8Vm66/3Px9ro9sV9uet7tV+em1yz7dhSvasnW/kO1WrmFqqRL9jSAKE+w\nsmkctMzv3yNn+uPaaESTKNq72Dc3/e8ubaKwR8dd4z988zmI1he+ASciIiIiIiIqARbAiYiIiIiI\niEqABXAiIiIiIiKiEmAbcNpkhS2IbsBvo7C7cGFuenpZPDTG/BZBY+/OX/rpDnPiDSxr4adTw2s0\nmR60f94tbie002zflrjdgrjtc8+gyXbHWfHmlvpmXNjtMz/dZXoc79Cgzdh7WBOFhUOnrdjzqyis\n8rt+yLUdJB46rXUw4kh6BLF+X/mEvtP5w9z0hF37RPGqJvmhPtaicRQGDZ/1pdp+FWgejg6z/fTp\nD8dh597rp7ednJtc03dIFK1i2Ta56VlbxY3nBh3h26j97U9dorDL3vgib7I4PAkR0cYlvLMchOFR\n2CfYMze9UuL705ryYNir5r7dNVosizewOlhueTzMZ4PlQXvkVGPuLlX+HrrdjLVRWI9gRLHtJ8ab\nWxBkM458xU8PegYp/gY+JtWZTUWQza/sMC8K06Nfyk1v0/utKOzjvn463TXLQWt9fzJDe/o8wbzp\n3eL1L2ntp6u97wvvoqk8QaFBCJuu8NP7fBSHXXKbX/tBb/v57+4Tr35Kz9z08o6zo7Dzq3w+4Kx7\n4uXuH3Zf3mQxT0C1xTfgRERERERERCXAAjgRERERERFRCbAKOm0yBuOc6POe+GlueiY6RWGz+wTV\nyPYeEq/o4GF+uu8IP50eF2x6UCX5o7gq0qqJvro1+sdVt2Z299XB+sY1vbH1dD8cRqOVcd3r8uBx\n2MrOvmr5E6fE63jwZL+OJk/F1aZXrXovNy2nvhuFNenp67W3mV0Wh6309c63nxxvL6x1N27fSbnp\nyb3GRPEqx/kqfhi7C+rFMS/46WviYVJ++kBwnIPTWFUWDws3YUf/+c0B8erH9PbVCK/5Rzze2wev\n+GYH/7o8rqYW1pBj1TMiotI7AXFd7K1xaG56JeKhp1a3We4/bDsuXtGewdib/Yb46e7xMKIYEzS7\nGnZIFFQV5hcOiqu/L9nd3zcbvBcFoeEUP1zokrVxk7Jlq/2dZm53n6c5J1UTenoDf69a+Pc4L4RF\nvo57g0PjKttlB/sh0ZrPaRaFrWziq3rvkmqNNSDI8ny2/Se56fnbpqp6z/HNv7AwHra0znoHzQbv\nPzsKeuZnk3PT+/yPnz+vXTyOWnjqHjkgXv2otv48Pt5xeRQ2cdT+uem3f/V+FMY8AdUW34ATERER\nERERlQAL4EREREREREQlwCrotFF5Et+NPt+IX+SmL8WuUdjysqCK2V6fRGG4+HY/PejpKOiAL30v\n5Sf+289vsTRexSd7Tc1Nv75PXBVt4W6+2ljrFnE35d1nr8pNr2kUr3NlI/+VazsvroLeocL3XtrJ\ndzKKncbG63jhGL/+jw+L67gvKh+Sm1414OM4XTIjN915avzVb7TQ1zNfU74iCtvjUz89srff15E7\nx/XSpJs/RjK2dxRWvQfUPDrNjD+f6KsY9pq5JApaHNQYH+87NUWjlfG2VP1xPvzVePU7beermA05\ncHUU9sbANrnpk2/uGoU9cJXv5Vbjw8XqZ0RE9eQMPBB9fgHH5KafR+sorFKC3/5U79Y49nk//as/\nRUHnDvXVtK++Nn9a7r5gaG76rtNGRmFLp/rq6c23j0dG6blobm56SZxkLGngm0G1WVwehXVXfz/c\nfrSfv19c+xn3nuf3dY1VW/EAACAASURBVOLBn0VhFUv8fa1y0MtRWIedfEaj3SctorClQZXxEXtP\njcK+HbRue2VPn5iJvQ6K4skEnw/QhW0QK/JO2SyuBh52B7/nwslR0Ivf8dPvBElZ3iBujrC2hT8m\nR74ad7m+c3efx3np0IVR2KjyXrnp/W+I27O9d5Wvzp/uxJ15AsrCN+BEREREREREJcACOBERERER\nEVEJsABOREREREREVAJsA04ltwDxcE9n4sHc9GWyexQ2XbvlX1F3324ravMNoO9u9+emf/yzeLEm\nvgl11EY7nA8AxwUjV6wtj9smf97JDxcyv3XcNnnrIFlNlsXDfZVXaOY0ADRZ45+HNV3jhwWrSH1L\nm/qm4pi3Q9xueV5rP1RJs/LFUdjOX/l1dp4ZtzVrtdBvpMXcplFYs0q/wcOG++19cN6HUbxV+/j2\nXitHxeexck48XFpeh78WfWzdx4/Z0itu2oYmwXGorPLp7/pl3Jat6dq1Pl3t4vZkLZb56dWNKqKw\nUTv78/rGoR2jsH3u3CM3fcXguJ2YDkkNXeOwHRgRUXUfIB6+6iQ8lZt+AnHb4VWIh8uKtFrkp4+L\nh546rd9FuelHekZBWNLST4/d2U+vjG+FOPt+Pz3u/+KG2B939jek5T0nRmHbBH26lC2O09+oyt+X\ny+NbEJov8H2zbPeNv49VxtkKaJW/uyzvFHdms7LNHL+t9nF/NbtM8mluPbtVFNZsrm+bXjkzvn+v\naeTXc9rr83LTIwfFw8JN/drnCSpmxcOj6crmKErP8XG6jnssNx2OSJY2t5E/qdu83z0Ka1HpO24p\n6zY5Cuv9le8zZvFWcQcvH3fzfe58vkt8XW7z+3Nz0z8IjgkA6ND/ZqaReYItG9+AExEREREREZUA\nC+BEREREREREJcAq6FRv0kMvhJ7AybnpM3BmFPbG3n5cjlVlqWGopgRVpVvHVarLvuerIlWe/nAU\ndtNhfroy9ZjpxaN9xR9Z6YenaLomrv/VCL7K144ToiBM3m5+brrJ3DiscVArvPGK+CvWYbbfdvdJ\ncQUkaeQ/zwhqTM2Jaz9jSVO/zgaojMK2WuurWDesiOvUNwhO0KqWa1Nhfp3N58dDdnQIDntVg6A6\n+uezongrdvdV/mae2jgKW/DFwbnpsOo4AKwZMDw33ezU+6Ow/p/7qlyd4s2haq1vP7Ddp/4a6v5F\nPPZbY/HHYdXSuMp+ZVDnr31cawzbtvXLVXWZFoVN6+8j39wjvvIrBvvp8+/x04W+H6yKRkSbm0K/\neafD37NPQr8obGZwz6uS+L6PJcFaG8e/59LXN4vSmy+Pwh5pibx++ld//1u7qF1uukVlfA9t2shX\ncd/3gygIE34wKjfdOZUnaB60fKpYGldB7zDdb3vHsfGdoEUTn3mZ097Pnx6PionFZb7ZVYMGcZ6g\naUNfJb286aIorJFvsYa1beOmdA3FHzBJVR9vssDXge/ewFfLPnZ+XC3/icP8OK8LVsb35dWT/ZBe\nDSri/dZd/BCnjX56cxR2xig/HlvjNVEQvmnuh07bcZhvZ9BuTNzssVWZ3/EmK+Ib/6Lu/jh0T7Um\nW9zax9U+w6Ow+X38tp/qFy/X/Uk/fdnf/TTzBFs2vgEnIiIiIiIiKgEWwImIiIiIiIhKgAVwIiIi\nIiIiohJgG3CqlUJtVpYgbmR1J/ywH6/s4hstDT0pbjxV0dw35Gn4ea8oTJv4caIqe8fDUVQe/Wpu\n+oQX4/bbYbvvcFgRAFjd0Ae2rvRtoZtVxOtoHoxAsSw1YsbBQfOfdBvzeUFbrW2nxC15dpjsh7ho\ntiZuq1W2xh/dGdv4+R/1jdc/dSt/nBdVtovC1q7w46ZsvSROWNugqVPrZfG2GwYfKxrGZ1kqgvZe\nY3378O+8ELe/02N9u61x/a6P03y6ny6Pm59jp3HBh4/isPDoNV0ctyHr+ak/KTt/6WO2WxI3Mm9W\n5T+vXRvv27ygaVvj1DB0LYPRXLpNj49X9+m+Ud/SVNvCf1zsj9cbh/rtPXpGFYiINieF8gSfYbfo\n86X4R256XCffbnnW7qOieFVN/L1FJsdDSKHc5xe0c9wxiB77Ym762r/EQ06Gnj8m/rwavs+SluLz\nHG0rl0XxugX3qhWp0dBOf8RPN0tt+pO9/HSXb+Jsd++vfb6jzar4JtR8tb9nfBKM7Pnf4+L1T4E/\nRssWxUOGVVb4+2SrJfG22/qubCCI75sNK/22q8rj+1/FWp/PaD/SZ1YGdJwdx/vOo7np8b99NAqb\nF2RdusSjo6FXMLzY0rj7FSwKmnM3mBsPBbbjUL/vO37l8wudliyI4nUS39dQ2Tdxvm90Zz/dKM7i\noGNwuW29MD5Xq5r4nZieGnX17+f7i+X5gf5YvnZ8agO0ReEbcCIiIiIiIqISYAGciIiIiIiIqARY\nBZ1qVKiK2afw9aJuPbZbFPb+se/mpld29XWdupelqjON2D83PWPRfnFYs2CciW5TojC08dWKlqWG\nthq1h59eFY+Iha2C6tcdgypY6SEntgpGPxnfIw4Lq58tah2HVQX1pvuMTQ0TtsJ/Tg8h9uEBvspX\nOILKlK1aRPEWTd4lNz1n3AFRWPM2vr7WvEPiut4tgpr/7eZHQShTnxYtK4vC1pb5HWpU4Z/Z9f4s\n/vlY0cxvr0Vccw/dgmO7tjwOK1vr11/VIK6y33Cl30bPz+MT2WusP17bz/DXSasV8X43CarSLVse\np3lpM391f90jriK+LKhavjp1DYXV07efGIdN3M6vc/h+vhrcwBfi9d92eXBtjwUR0SahUJ7gJvib\n12P7xdXHpx7sh6qs3GFybrpto/g3e/Wrx+aml63oHYVVBUNHIlXlOazLPCGunYyxO/npBW3jsI7L\nfZ3x9gv9/L0/juPt/qmf/nSPOGxE0FRswg5x2Pxge0d8FY+d1XWZ/9wUK6Kw9/r7as7XX+3nTyyL\n81qLXz8iN7109IFRWKN2M3zYNvGNuf0IP90k1QSrUQNfPVpTebbV5T4fUBkML7bbu62ieCtb+oPZ\nKh7lDIuDfNOyOIuDaR19JqFK4jxBg3k+8raj4pPcY7y/x+44zd+kOy9fGsVrHTQ3XLI0zsDNPsJf\n3SP3SmUsgws/nScID9F2k+Kw8dv563tkD7+9PV+P2zY+eWFQVT6Vr6DND9+AExEREREREZUAC+BE\nREREREREJcACOBEREREREVEJsA34FqpQG660ceiZm77v+Ljx1BOX+vZFjTp+FoVdfGcw5NaHwTIH\nbhPFGzfbj9ul6cZZnef66TbxUBJNZ/v2RmPbxsNxVZ7gx9w6aFi8ynbBcFwtg3ZJTZfGbZ8r4dOv\nEh+xcCiM9JATpz7gh+rq+1Hc7leidt/xOocf5KdntfLrWDElHpptwSeH5aYrZuwYhbXu4huuy9J4\n/eFQH83jJlGoCoYeW9g+bo/XbokPKwuGRWm+NH5+t+8Q3zBelsVho/cIhjRpFjc2a1zhw5Y3jdO8\n1Wzf/muHSXHYNv7SQ+ulfh2NEQ8rEprTPm5PNmJfv85FW8dxw+HlmsVN87BLcKkfMjwOW9rCp+WB\n7/prakSDfaN4+w3y7fcvfHtmFHbnuw9WS3tC8oYQEdVNbfIEg3FubvqJfvG9d+QFvuF0k31uicJe\nONW3dy5/2c8//aKDo3iT5wZ5ghWpMUBbBTevrRZFQQ2nd8hNv7jrt6Kw6XeMzk1/98l4lT2DEU5X\nBu2bFzVsEsV7r6+/N07aOb5PTghuxd90i3+ljxncMTd98JA4T9AoaPed7hdmSD8/PbWR37flb30n\nird8uG8DruHYmgAaqW/f3nRVvO1dPvfTk7vHaday4L68TdyAW5YE99uVwf12UXy89njKN4ZfOivO\nE3zW17cx79AmbsvfJmgXP7dtvFzzYBi3rpNTeZwp/n7bfrE/P1sh1SlNcBed3jle/6f7+m2vbBoF\nQYNDVBlnF9Hrc7+ek56Nj/PqJj4tf/q+zyd98dkpUbw+Pfz3YO/yOJM2YuzpyId5gk0T34ATERER\nERERlQAL4EREREREREQlwCroBABYDD80wusYGIX98U4/HsL0fnE18+Pf9NWbDr43XmfnWX56alc/\nXbGwfRRvyRpf7bxZ6xlRWMUeH+WmmzaPhyFrNt2PA7F2djxUyeQOU328vSdHYQcFVYbD4aSap6oZ\nN17l6xh1/iau5NNyvv/caVpcF6nvJ366EeIhR6qCZ16j94irT40MhjVZU+7X37h8eRSvYWc/1FhZ\nk7iqU2W5HzZj/lbxOBlzOvqq36lRX9B6to/bckZcjazRirCKXGqskkB5hT8Ou7zfMgorm+6rES7s\nFletatAyrEaYOs4L/Tq7Top/rtrM8UOVSJCuhqkq6OEx/2rXOM0L2vlz0DR9/oNT13t0fI5/cI/f\nn+YaLzivs99+l3l+JSPbx9UL503cMzd935ifR2FTG52Ymx685pI4YZgFIqL1aST879Pf8LMobMhV\nb+eml578ryhs0Ef+/jTof+J1dgp+ut79tp9ePaVnFG/NKt+8rGGzuPqz7vRlbrq8fTx2aKM5foiq\ntUOOiMJG7+yrZjcY9GoUdnRQHb5B0PSsRXzrRePlvk5ymwbxPW6PoIr1kZPiussHveOn2yLO46yF\nv4+9e2h87/pwnyBe2f+z994Bkh3luXd1DtPTMz15ZidtztpdpdUq5wAoAMIimAzGNmAcP+NrA772\nZ2NjjA0GjMHgiwCZaCSUc0baXa20OYfJuadnOue+f/Dd87xPSTvfmgtjCb+/v+rMe/qEOnWqqnue\np14c3xtJ0H7udliYqj6eE9TCmBMkXI0UG+2GH6/i4/lIYBTWgtpJnrOZFB5kcIHxKFeC3Lr7SX7G\nMyfh+SotG6FYfdthpxw5xmNveAZ123mE057VjeOZuA3urc5K7ybr/NC5XOeZBozTzTMUMlXxL8vW\nAbZGvPEf+p1yh2eUYp05zHE6b4JN8LCb5wTFEfgYXjzFueyWeNDWv1H5IF+Yecgorz30P+CKoiiK\noiiKoiiKsgjoF3BFURRFURRFURRFWQT0C7iiKIqiKIqiKIqiLALqAf8VZqG0IgfMetr+3LubnPK9\nH9lBsVAL/DnvYbuX2bod5ese5JhX2Fv+7b0oxyN+2i8pvMnu5c9RrHXzI045EOY0ZN4E/D7VwaV8\nTF+nU55pmKbYRAeMXVFhL0s0s3cqNA+fUMHNr0rbCLzKK4/x57wGBuua9RtXTXicd53NfueZmPB9\ne+HbMm2naL9GL+rPP76CYp5RePmjww0cK8N7VGd52zIifVkxzb6kUkJ6sHCN8j5/FkGLC1ueq+YZ\n+KVqFc73VSd87K4QX1gDLsu0TLEXTNa6R/i+3VbLn4+KFGtt7PeSqdmSbOkzS0/iXm/7ephisUm0\njfGV/IyzYtdgGedrPMY+uskM6qS06SDF7j97wClvaLuJYo898DWnfOVT/5nkQYqi/Hdmod7ii+Yj\ntP3t18EvfOhDvMBL84YnnfLHvsnH2bwb5Tfce/rzjWOINmkPrztSjGJO4OridWfqr/6xUw4s4bHR\nNYaDlvaeTbHCwGqnPNx+iGIDfVgzZqk4ZKK9QPv5p+E/TrnYAxw7hTFh3X4eZ+oNJhpla9pdFn7k\nZy/gz8UjGPPqI/Ba+897nPYrVlF/+SObKOaawngbPNpDMV/xuFNujhuOrUK9+1M8zyjO4t4rYo7T\nYOZpP+mn77C84rEZjIfTJfaH141hDlIfZT91wyzG5cg4e+2L4lrCBnMoey2eOKa7JtXDawx0Czt6\nhod90zyJ53Hz33NdhsTcK7FpimLSeR92IyVa4Hg37ZcuYm5Xa+d561j/gFO+pf0dFPthHu3h1nus\nBX6UVy36H3BFURRFURRFURRFWQT0C7iiKIqiKIqiKIqiLAIqQf9vxLMGeT/+8F9YdnPoFmjJb3iU\n5Tpr7hblwxQyZ+1FOchqLTODLBYmITQ4ORfLzWo9kH/VtrIEvdF91Cm3siLHTLRAppZOLqFYUUjG\n03X8O1NenF7KjidbWOLcOwtpWNiSbPvKEPMFSqcX9pUNH3M2iu2D6zmlV8cMjrNkEn8f7+D9ckGR\nOiS3imLpII7vLfPrfUhkalt+gq+zKi7z2OY0x3yosCoelemK8317DGRjPkueHslBilYqcXq0SBCy\nq+YqnzsslOwlK72YxC/O5zZsCSh7IVlrG+fnsUk09a4RbifnPIv7LpdY6pZuQGOPd/H7IpTlZsqN\nl6A8wXIzsw1tveGN/0ahiBvvZ3GU05G8O3yzU/5L6xl84sBdRlEU5Uz4hPlLp/ydTx2l2ORvfMsp\n3/owS4vXfhXlLs6qZc7ZdWbnlvODYorl3GaJOOj191Fo2fI7nXL3MIXMrlWQSmeH1lCsUsU4k/Nb\ndiaxmRTOrWKR+/32MUwYgmm2kIWE3aiuyGOVS4xJGROh2EgM5ziynlN0bj6M47QLBfeB9Sxx3t4B\n3Xx5H0vvZfoyX4HnXk9divK7bqeQaREpuPZdcpJi7lC7Uw6fQD00TbB9TVrRoobnnPU57JsstlAs\nlMGEcc0EpygLpzDmpQxPzEJCdt5okKotaKVPLYvn3zpo6cyzOH7nANfX5vthcUiU2ilWaIJF0tfI\nk9Up0bxHppHerzzOMnY5wQ597NMUCjejsReev4xi79+Ffa/t53fpoYHfMsqrE/0PuKIoiqIoiqIo\niqIsAvoFXFEURVEURVEURVEWAf0CriiKoiiKoiiKoiiLgHrAf8XYazY45T8xb6fY//rK8045eROn\n9rjtXvhYVxzjY3YOwy8TmWPfU8kHj9JEB3/uJVhdzFNnwVg10cz+qEAjTGMbsuxD+6LIjFJh25b5\n1F/AlzbgnaNY1cDvlW60UnuIFBReYVVuH+TXoQkWIuOrsLepQdiZ6vIck+m4qtZvXJOdiNVxpi6z\nHI+H7rWLrUYmfS7uNRNjL1ixDs+x0MgncIn7GerjY6aEF75q/Sw31Af/VN8Q/n793VxfsXn43Oy0\nH/UG3u55F/vqKjXcbCjLJ5cpTlxWEh15Duk/t4nN4hhbn/JRzFNGe/ZbaxgURXoYbvXGlGK4nwJb\n2qndn3QhPV68yTrKVUix974HxinUIfx+d17CaVgODbzRKf956dcotir0Kaf8O7l/pdiHzZfNmWDf\nq6Ior13+0XzMKZ9rfp1ih3/7MadcettTFHv/nRhf7fVXqjn4Zst5e40VXsdD8iyWoTH3L0VasNQE\ne3S965FW6fLonRR78JzTHt5c/AzSah2rn7KiGHdysRxFZOrIE2LJjZWj7NduiqN3rKvwgCEswKYp\nxzGfWL+kaDgN60QfxrH2SQqZ6x9A2SWGvyjbqc3RK+EBz7axKb8SwrVU2qxcY6Lan7uQQy3imafr\neV2VsR6MV2PCh1//7Sjt1xnHvTWbGYp1GYxr04ZTkxZrGFSDaR6zcwYxO+Vok8FF1wl/eM0a1Zom\n4O0+/x7OP+oqYT4SyPOkM27k/fG569qxsE7amqs+fDnKg2MXOOV82Fo/6Hrk7fv893k9pJCYzv2/\nN++h2KkTeK8fnj+PYhHvbU754vJ2it1vbjBngs4Jfjnof8AVRVEURVEURVEUZRHQL+CKoiiKoiiK\noiiKsgioBP1XjD81f+WUn7mE5S2JZki9V81zuosN+1FuZqWQ6RyAZKoYZjm3lC4f5qwf5gdvQXmg\nERIjd8ySIjVB8/7Bz/AxvOJ0tgRdKHjNPZdymoxyPSTvviKnxPIItfIEskqYJKunTEzIzWIJlkF5\nSfLM8mcpd6paaciyIqtFHT8CM90qjiF+GnMV+TXtG8JznW5hbWAhjpsoywMaY+YaoGtuspRo9UI1\nONnGsUEhV483oxxJcVu44S60EzsVmExH0lTi1CGuMva1P7eQnF/KzrnOGXmMaMZ+VqBoAlYMx6zV\nsayyFMJxbOvFCyvR9nKHkSZuvo2vvy0A7V6L9c5d9CzKL67geh6aR3uYa01Q7OgNLzjlj1zPuea+\nNQtt5fPv4PdFIutEpWeK8trms+YPnfJUL0uviyJt5TLfIMUuEJaoyTbuCWKHMRBUojyQSTn3znP5\nWv7uj1Aei/c7ZXcPn7v5IuQ+/ezrzRnzvq+j/LlbnqTYdL7XKQc8PAbJPm9S9OdtjZbEeRJjXNM0\nW6nkGFczLEEvi6l23vDn5kJijKvxGPHwNRjNZAaxTIVl052T2G+mY4hi5TTmXpVjnLY0sWmHU97G\nimeaI+xkVbN5UdgApKWvLs3a+Fu+jvRifis1aZeBVH6qwpOOQBrjq21n84gRvmR4XhYQmvryAl9v\n5NyhJcXPSo77cdNsxfB8YvVcz3VlzBGOcFZc82A/6j1311lOuRDg9hXtR17f8l4Kmbf9O8r/ejlb\nNoZzqIdimN/x9HrYEx64ih/y8tgbnPKJ373HnA6dE/xy0P+AK4qiKIqiKIqiKMoioF/AFUVRFEVR\nFEVRFGURUAn6awQpAbnJ3OWU7zY30X53i3LkRV5ZOTJ4n1NeXsfHbxULhrotDW9rAhLYlTtZMlMQ\ni4Tu3syfOxqD/Gg+gt966mK8qvNNP0G5gy/ZzAp5k8taMDIsVoUMWpKv+hpkccEMS3i7xDnSoh7C\nJZY6tSROvwK3lKDbsumKkJ0XPCxBn49BhlW0Vs9uxKKzJiaUxfNRvv7JHmz761iC7BmAvM1zfCnF\nTl0Gqf/uzSxhkhJ0uQqsMcZMxSBvqoRYRibZ9iTqqHmO68sn5GcRw5LFmtjVXs1c1m3FkvPLmHw+\n9sqoLsP1J5ESNlviLq850cUryg/0o/zE5XzMmTjkZskZVGatl5e4bctABlliJZ2piJ65d9ASfd2I\nt9yz8g4K+XsgO+8csVZw9UHmd9VX+SH/3efwUpx9mCVsiqK8+pC9XI+BnWXEdNN+I6LsGed32zeK\nPuGKxyhkVopsKEU/96k9CQwYZz3FsVYxRHz7nXzMg0VMErJ+kf1i/U7a76NfwjHrLatWohFl25YW\nENOAUJAzo4T96GRjBbYUyXuVGtuG2jzt1zWNCYPHmnPIVbcDViwnZOcpT5BiqWacoxjiuUSDcJgt\nEdOm+QaulNQSbAc6WM6f3b0NG/s2UuzYJXj+T1zGq8bLOchz2yhkhhsggfcIL53HSkZyMaaqZskM\n31vUQK4u268x3LZDxmqzYjwvWLYxua+co9nyd5fIymJNK828gYXMlrjXi7mLu4dtXIPCznjnGylk\nJp6+1innp4Snb9kE7dfoxzNINFHIHFyPcvsoN3zfzT/Cda3geYbv8odw/HG2P6T3oz2s+5s3UOwz\n38FK62/Yx89H+cWg/wFXFEVRFEVRFEVRlEVAv4AriqIoiqIoiqIoyiKgX8AVRVEURVEURVEUZRFQ\nD/irCOlFOWQ4p9cac6dTPmJWn9Hx0uUY/2H7VU7x6cueoFDD64865bNf5I/1D8A/Eyyw9yQirE4B\ntj2Z+ml4nfzCquP2sJ9Wepts/7n0fU9Z6bGq4ucjn4v92wEXghHOOGIq4nPSR75+L78O0gNse5Ol\nK9f2EEk/su2dm22Df2npKQqZvpOo23AaZ5ht5XPPidQou5ayP8pfwOdcE/z8i2X4fwb72ANelak3\nApziJF8VviH/rFPM1rGvKiXSuDXNnT5lmO3HKgqf1ct93nbtvjKyzu1PUDoxK4mG9H3bPv9iGNcZ\nt/xYezehPFPsoljypPA5HjrbKXc1P0r75S/BM2hkuyKthdAbZ7/i0hb4JS8+wJ8LI6uMiTdxPR/r\ngKnvyPnsbfu9z2D7k/8g2sbjZ1b/iqL84pFv31fMhyhWb/7OKacN99mno1Ll976yD/3Tt2++hWJN\nb8ScYwVnNDTlNvQlkTyfW46iRWtti8A4xiRvA+4u1MiLv6w4jvIYd68mLyzUMy0c84kuLxTi9VEC\nNVyZnYazJoYFl5iDrN/Ji+U0GnTUYWOvlSHHIB7/aE5g+byTwr+9zJ4THEROt7BIP5no4nMnxNoy\nvtWzFPOUxbVMcVqtUhID296z2AOeDInzJfspVhDP0bPqsFN219ibPteEcb99hudXdSJtW9RaFyYp\n2nPOhCnmFfva67bItK9ukZLMnlfI/exnVTJINfeyeV89/Pr22gQPX4Py4MClFEvth4m+NIz1VyIN\nPPCX29EwrcynNEdYUeQUaMdu/GenfO4LFDJFLP1kTizlgw50DTjliW6u5z9ZjXrIflM8uztPv6aO\n8p9D/wOuKIqiKIqiKIqiKIuAfgFXFEVRFEVRFEVRlEVAJeiLzEKCzp+YG53yl8yHKXZym0hXUCfk\nJ0s4pZe59CmnGOk8SqFiUch6pvso9sxK6FvmoyxFahKKpvN3WHkmhBolxoovUwlg32wL5EabjvN+\nUlpjp16YahXHs1KOyFu/0kqh8uB1kB9lrJRrwz0oLzsB7dna/fx7lFtIpW15smuBLUm6geVmoRRu\nwmc1hlgcxwllcC2pJpb85IQivFTjNByFCPbNFa0Kq0C757bO7Z4T+vEIS5H8fjzHdETYESwFnlfI\n/8oLpAzzWyla5KXYNSklZlXrmDUhD1tIZs6fOX3MlptlG3CDcVbumec3od7HX2C52ciLSA2YcuGd\nC5yzi/brSMA2EU1SiNrsZc/ydUWFbWK+gUKmQaQZGeznhxzeAvnZ0FLLGtGKE376N5HnZ+Qov9R2\ndyM5fc0qinI6FpoTfMB8zSnfZ15PsUyXGDj9MyjbfhbR7/hXsGelkkYHUjy6gWJfvxDzjK0b2Jd2\n/YMoX+OztLhiHAiw08lUg+jzip3oyLbutfYTQ/HBdRwb6kXZY1nWLsH0x/z2lzn2pQ8jp9es1Z+/\neA7KkQTGmQ07rLHQoD98uS3tzFJmZmJsl/PNCZm59ehiE5ABB1NCEtzJA0ZZSP1LuSjHROrQUo3v\nx5OGlLxgzb1qp0QKzRpXmDeAeyjFRAo063n7iniQWcMpsOQ8oMmwJ6C6gMmvICTieSsNWVjI2qW0\nvGR91ZHHL1qpwJJLgQAAIABJREFUxuQcwU6BForhnZi0LJE/vAJ1NPaNt1EseXCruBbxTLc+R/st\nT6ABeK2p9rDILviOH/N1bRZp9E5aaWRLk0uccmCADxo6F+nFEm1sWZtuwQn/+lbYXuNPch/SZM37\nJTonWBj9D7iiKIqiKIqiKIqiLAL6BVxRFEVRFEVRFEVRFgH9Aq4oiqIoiqIoiqIoi4B6wP8LGTDs\nw37ofHgv9334sxTzrYIH3CP8RdWIldLLf9IpbzzEfo8irCfmUKifYvmM8H12TVNsTqQLybCFyDQK\nK1LbOPuevAn4X2vCV5WKTtB+4yLNiG1fCwpPUdmyNI93opy2srD4hc0qE+GY3Hf9Hhw0krc9XbVX\nLP9sGyzk4RvrY19NvANesM5x/mTXCLxIdRmcYbKXdjMpcf2BnJVCwyO8TV524PhFjrcwNxvjcyG9\nhtfMU6xcQDfRiAxY5pqH+Bgd47iWysvSg2Db9s75DR6W9Mq9nDNNifXyxHCvdB0/20YsYHnTR8Ra\nAXfdzEccHz0X5e0cTBQ7sPEHf+8U25ez3+sDn0d58wvcFftzaJdLRvl+Vu1HeaqJX4oTfTjOfD1/\n7uyf4l47JvheX9yCF210JZ7P//hr2s18891GUZRfEt83v0bbe1fAN5u+5Z8p5luH3GDVqkirFONB\ntHXzI0758u3sHR2FPdQcHL6WYqUxDDyHL2CT9hUBrDWSiHIf1B5H/9E2YE0YVqBvrLnRF0+ftZ12\nk+u05Nk6bLxF9GMVayGVHbDaviyNk1yjJm2tCzMr/M/nPIETNud4oPSKRW9c1ljlEdv2OCOZWMXj\n61wvnkn9CN9PzylcaN086rm0hHYzOZGazZuz/M5iGlC1Lsvjwf20zHCsEsUaQqFGjhWLuK4OsbTJ\nudv5BN0DmNNkLa+19F4HDZvHY8JrHzDsmZc15LGeQY3KIiXry+YVoi6t65JzlxbDlTIvdv37P+Aj\nDj3yXuy35zKKFcuiwb3lB06x9bZ/ov3e8xmUe/ezl7+QwUOuO8lzu8sO4f762vid278M7TkR4rpc\n8zTudXYl32tpPbbj6/B8fpu7IfPdtxrl50T/A64oiqIoiqIoiqIoi4B+AVcURVEURVEURVGURUAl\n6L9kFhLNfu8ClqA//mdPO+VY/wDF1k6ifKwXWvKZZpaiRAch/7JTdKwUqQqKfSw3OdCCnAozEdZ8\njXVBhjXRSSHTICTooRzfrU/kI8l6cUwpLzPGmHGh2O0b4FibUMOXWClkpltQPrWUYwWRncJlPYSz\nhWTqDXdLaTSn+5Jy6IXSKdhys7SQvA8t52NmRax1nG8okMF2vAnP8dBaPl9c3HfNqhRfBdccrRun\nWLEJqT5WWGnbZEqxAmf2MBkP5Fobdwl53gnuPk51Q95UV+T7DmdQrs9QiGTgpxePvzyF2OlkfraM\nvSy6OTuVmVfI4fNRtgvshMrc7O/iHC2zP7zcKU+PbaKY59d+5JSXb/muU37PV/g6b7gf5UCa7224\nF/V3cKNlJcjjvuvmuA6aEqjBtQf4c6ko6qGTm4apT+LZPX8R5GZJVsGZe1+H8uvv49hC6eQURfkZ\ndh8nUzbesXE9xUZ/91tOufPiBym2FG4zs2sZ0kklI/z2tU+jcy9affuaIygn245Q7FQW1zJXbqFY\nNgwb2YCV7rAljj4pkuO+2OtF31Ko4pgnrfF7sB/l5Vba0m4h07bl6XLsPbSGY7LiG1gFTnOjN30b\nB40YTrHmE3JoW/4ssWXN88LGN7aOT14T8vHmwRjFXPPogCfb8Bxl2jRjjJkR6Vqr06yv99Rwbk/T\nGH9wLVJKXf55Dk2Iedl0K8fmS6ijFTvgIXTtZr/f3mW416YCy/mjohpcll1Aju32uC/tgHa606JI\n8cWpT3lsTxv4+AomSDGZeizq53nyD4VLY7eX0/YlX7jKKefn2vmaz8Wkc8kf/q5T/uCXuQ299Xso\nz7j53k6tQv3t2cZ14s3gxfZN87ysdRZznNUHOJaM4nl1jPExwynkHz50LurB7r92b0Z5826O6Zxg\nYfQ/4IqiKIqiKIqiKIqyCOgXcEVRFEVRFEVRFEVZBPQLuKIoiqIoiqIoiqIsAuoBX2QeN5c75W/9\nAafjmtsw7JQ3sB3L+ET2gEoF/iJPhn0iyQakF2rnw5ueIZSH2tkTUxHpq2oZNn5KD/ixVXzMVUfw\nuZZpdnlI70mliNQIpRz7hAIFGIBsn3eb8L63j/K9zrXg+DXLYFJx4bel3gEOvv3bOE7TPKfEkkgf\n0svTkGG7Zv2ONd6B88XZ0mW6RhFrG+fXT54hF8R+dp1In1u1yHVSDcNjF7JSe3Qcg0/IVWOP9tpD\nKPcP8vl6D+H+vEVc5cl+PsZkF66lb5S9Te1Tp69nTu3C9SzrNhfi2GQnYk3ziAVzXCf+LOrZ9i8F\nReqxKetZPX0JyrkBNhRmjpztlEu9/KL53/hDp3yhyDy27iAfX/r2nngLv49PXC72a+bPLRE2vmUn\nOK3Ixj1oN+v3cvvyjMIfl/Nzo1olPJD+EurkkWv5Of7pX6Fcs36+fcM9RlGU/yQfN3/jlHe8bwfF\nilc/5ZSXW/1yTmQbqubg+3VbA0YiBi+nneazYRb9RV0bG3Fl+iozxrkwJ8TkYmAF9xGbdmGcscfs\nxhT6+moAPtySdfxoEpMVu5+R6bI6jvNcItmFe8iztdeMtqL/W7aX6+jd/4Kdl8yi/6taztW8gffZ\nb6WtlJ5j6UU2xpiBHtTDdDPfUNeISHs1wPcj1yxJh7GffW8JkSasNmHNK0TOUZ+P09DFjmBtk6Fe\n9mhv2oPydVbK0bqDovGJacaRlXyMAyHUw8oxni/0jOKDts+7zuA4Xsu/XRJ1Wwhy2zu5XKTvFGsR\nhKz8uZUU6tl+xm0GCw/Z6W3vvAXl1IPXUKwwsswp1xp47QDP277tlM/ejWtedZR2MyPdKP/oTQmK\nPbcNZfu6+gZxvliCfesrDqI9bHieP1gSaw4k/ZxrbvVh1J+/gon4zot5znErsqqZr/4GX9eVjxtl\nAfQ/4IqiKIqiKIqiKIqyCOgXcEVRFEVRFEVRFEVZBFSC/kvmRbOFtj/7IUhfJtexVKQ3Dpnuyn0s\nYap6IJ7duwr7ue1cY0IdErFSO2x+EfKcoSUsCQ624/j1Q5xy5OmLITe74QFzWtrifC3L49C7+TP9\nCIx30X5zjdDhTLVRiFKItcQ5JtOddA3xb0nX/Qfqz88KJhPJ4w9SfmT/GrWQBF3KzWwJU6IJ+8bi\nLMGLiXsoe/mYI73YHliFB2mnTOmBU8Ek+rhS/C7I4tLzXM/xHsjuNp7iY7rFpdjtpiaCxTBkZMUm\nliK5hOw/UOKuhdOKcE27RSown5UKriLq3Wc9x3QEsckulJcMsLywKytTzXG7l6lkdp1LIRMPQbaW\nm+f8e6lmce9WeqCOGPT85wtFqVCCGmOMuecNKD98AUsPJ7PIy5OY59xB+656ySm/bZbvZ3wJ6iHR\nwhU2G8O2p8RttmMC21IWV7FSoexej7r9+m38HC9+WsgPrTarKMrP+Fvz/9D23a/He5Q+h71nXTlI\nhtsOsUdG9svuCyHndQX5vfeILjWapJDZ/Dy0zIOtbFk6JLpR/56VFPvhO19wyuft5HFf9ql943wt\nyysDTnlnFmmcqrvPpv3izZCg5yy59bk7Ue4Y535syTj67I7DPA5cdDu8PH5Wj5vOHCrGTm0lKYr0\nYkUr1ZhfTL7sNGSz7ThhdIpvqGEK91Dxc38+uAKfG90MSbKdrnXNYZSnlnAbmjuOnGWFqW6KjUdh\nXbDTtTbHX7lsjDF5N66zKvKK+rt4kPNUUQ+Rkyx/ljL9slVfQaFrD1pWuopML1bmi05HEdvbg1jb\nUU7N1pXC/ESmHTPGmLCQvz98EYXMdAFzqvxEP8XKYdHW1xyiWPMldznld/0J/v7GO/n4n/8Yyt8/\nn9MUTx241Cln3Jx/b9e7kK7wH/+HZTOYQwdw9AKWtR9bie1amedsbWN4D1YJOXrFsJx/Xz/mLp/4\nDf7ectbeEWxYbUjR/4AriqIoiqIoiqIoyqKgX8AVRVEURVEURVEUZRHQL+CKoiiKoiiKoiiKsgio\nB/yXzL+bt9H20R4YmFpKbMjqEumF6vPshd36JHxDQZHh4I4PctoHkXHCFNg6aoIiZdlZu9k785Nr\nkWZgpo39JckYPjfZxh4l6XWyfdIrh+HdiXjhNZmrNNB+T1+AZlif4vse70B53T72e8nzeUr8W1K2\nHtvZMF9XOI/78Vqe49Md3763ikwPErH84cIS1zzB3iaveD6zzfy5nB/3lwnKV5PrvEGkkgm3cJ1E\nBpDbyv9dbnvxaVTmnmu/TjH/hXg+I0soZFJRPMclg7jv7mGu8yXjuM422+8j0twFKlYKPPE7YMnq\nktyi3r1V9ho2JURMVGVdhnajFCfSu2+MMUlhSzvVz5+L1+PZZWLsd09fJHK0XPQsxa5+Cvt2CwvU\n3/4xH/9A+SynPHj0UorVRA401zD79mpbcO5/eft3Keb6dXgzu+a4b6hLox4iWeudENvnb8ffO0e5\nffWcxPN5ybuRYn90nfDZff8RoyjKy/meeSttTzc845QbGoYo1jWKcrTCHdvm+9Cfe+fw/j78/mHa\nL3YS5bw1J/Al4edcv4fHmSfejX4m28frwuRFeqmhXvboJgy86nZ/u24GKZ4C3ZhzZJO8+MtProGv\n9HXP8KIkgz3okzZY66/I8cJV5LE32YC+yxXhcb9pBPcjPcD29XvFWOy2xuWc8MamGjjmrmCMaxzk\nNK+1DGIz7db45EMsEcC8rCfPbaFezAkDGR5DfYPwLVcfu55ixRm0ofs++qcUM1cgb+bm3Rw6tBYN\nMziL+14ywB7g5WPwI/dN83wh5MJcIlRjU37OYL6bMuwdl2nJgmWeS3RMo96ToiqjnBWM0rtJ774x\nnOLt1DIKmTkfxrhylL3W5TXHsXH5ExT79buxKMqVj+HvdurOXfve7ZRnvsPPqrYX8wUzZ+VM/f77\nnOIH3/IDCrnf/h2n3FfklKkVkeMvXOB3IpbAtlwXpmPY8oqfQp3sHriFYq/fJPqNx6z2peh/wBVF\nURRFURRFURRlMdAv4IqiKIqiKIqiKIqyCKgE/ZfAR83nnfLt5jaK1fZARlS/9QWKZUPIDVUKsBSp\nOQdZ1P/8JORZVz/Bkp+HXyfkOVlOpzHYCUlWyxiFzJvvgQRo+yUsb+oQKS56WCFHEnQ7xdOWvZD2\nXHcQsrg7166h/dKD653yfdfvpVhFaIuXjPDx1x6C/KzkYSmaR+xqp686HTVzeom7LUGX+1pKN9p2\nu/iaiwEhXY/yMafbUF8n1uGiE5baaFqoekZb+PkPNkDeX7uIc43luyHlO2jWUezg25Ava9surjCv\nUCYN9+B+Gmb597s3/ATbq6tWqjFRDVa2E5INWkn1KMWby8qTImV3ESHji87zfi5hM/BYloNpKPbN\njq187qRBXWZbrdxsa6DTDjWNUOip86Fh29GFhzWZXk77xd04eTVgpb7pEj6DMf6c76HXOeXwk9so\nFq6bcsozZ/HzP3UVnnH4QpaIt3Tixe4fwN/dNa7L8XrIzQan11PsZF6mElIJuqL8HzYYjGsHzSqK\nufaj3/fsuYBiTWHk/dy6m6WyZ03hnb3mjzCmXv1MK+335C2wF+XLnALrWDvk0A0DfM1X70Sa1ONb\nRinWLV7v5mkeN+cNjmmnkLp4F7xJW9cjneLT5ctpv9RDtzrl+276NsWyIhVm30m22WzZifEw77Hs\nXxX0ZYHcmf3vyU41JtNk2hJ0OSfI+/n4eb+wS3lYbl0MwBeQbbDGJ5HWa/gsyJgPWjP3EeFSmi5w\nSst5D7ZrSy0JcjMG0eHDV1Psq+/BnO3Klazhltat9ik8g2NreT4SugvbK6vsf6iKoaVqycBlPZcM\nH1POOb0urq/6OdR7RKTvbJzmZ1UWNgNpOTDGmFGRvfXpiylk0okeXEfLHAf7f4rrX3mAQv/ejXfy\ne20YN+e2n0/7ZVPtTrlmzWlNg5iXzzdTyHUY8znPpz9OMc/nfscpD3RNUqx8Dvol/1u+Q7HeFY87\n5a0inWqqiet8ogQbw8zIZo5NyHmmStBt9D/giqIoiqIoiqIoirII6BdwRVEURVEURVEURVkE9Au4\noiiKoiiKoiiKoiwC6gH/BXCf4XQBv2eudcpTHZardQweieldb6FQ9kp4MMZfx54rmV6saRZ+1Osf\nY5/IFY/B93Kwl71Az5+H31s8fk6h8OvfhAf1t7/C1xxMw3NTP8N+nLL4DcdjOXh7h3BtNz8Jv8xL\n6wZov+Eg/DHzZU53sv18pC0560X+vaj3FI4fzvO5hd3L5INcR0Uvtmtl4SeyPF1u4UOy/eEST5H9\nuxU/PF65OuvcbpFyhK165uBmeK+TIlObj+1RZqQNzyByx00UW3oUqSryH2DvnNmCXCK1Cl9zZtdS\np3xikv1FniXwGlZjeB6hHF/YE1fg3vxpPv5lz4r0LTXbBY5tt1XPFdFFuSr8OX8Zx6y5EfNVT+/X\nt5/iCCxdZrCF0+8VJ2Gsm/dy6hhTwDP2HVxJoekcnsF8FGf0tszQfv4WeCBLFz9FMd843oP8FWdR\nzP19PPPknZzSyBWAx696A6dHC2/GdlOAF4FYKuzi0t833k67maED5zjl2edfR7HsXKdTfmvzP1Hs\nPfG7nfL15iGjKL/K/Kb5Mm1/2/Q75ULYSn0ZR97H/I8+RKFH3g/f5+AHn6bYn38K5cY1WKjl3Xex\nb/n6u+DRfGJpL8V2nI/+qcM/TbG3fxXrPXTmeF0Q1xwGKP84j9kZ4dENWN7eFYfRn791L3yyR6/j\nVFPT81j3Ij2wgWIvbUJ6tMcv5vlI/wFsN2bZa52u4Rz5EI8EOS+uuVzGvdn+4IDBMWUqq59ti3lF\nnscSVxBrc+QbeB6Tq6FO4m08jzl+HlLVesX0pGGedjND9bjm6md+n2KRAawP4HnHtyjmvfXfcc0F\nXh8gd/dVTnn7ILcb30aMXbnYPqe8Mcm+6CevxL3W5vhZ3fQg2sbL08FKDzh/TckYtEtvzUptVsK8\nVq6/U2cdvyzapb2+zzExnB9o6qRY8Umk3izkG/mSPeLcz/FaDrNp1KWsZnf7OO3n3fKoU650c8xz\nBBdW2n4RxVyPXOmUy4d5bRaXR6QH3XiQYv6r73PK0dU7KLbqEMqyTqab+d058Y0bnXJuLy+kU85h\n3rQ8tIdi1+cw5/mS+aj574j+B1xRFEVRFEVRFEVRFgH9Aq4oiqIoiqIoiqIoi4BK0H9O5g3kTP9q\n1lJs5sPfxcbWExQL+pDOoeBlCdNMcplTjneydOvf3w55WC6Mv//Wl1k+s+QUJEzLhlh2M9YOCdBE\nex3FZiOQlfSf5N9l/AVsF6y0HFXxG44t5QkWIQG67n7EekY4FcY334XtgR6uk0aR/SmYta4rL7dZ\nuuUX1TfbbMXKuFcfVRFff/UMf58KZ6z9UpDdTMQ49cZ0LyRtc238jGeEkk9e156+Btqv8hjkRqHt\n51GstB516WqKU6xrFhKpgCVrP9KNVFr+XSypDt+JXBz+q+5wyuUyS6rLAcjznrmWLQ5rjqHtdU1y\nfUnrgp3KTmYzm23i51MIidQuNXyu3noeUrpnt9E2kZUjlmaZ5aCQilYGeygm85dV5qx0Nx2oS/eN\nTzjldTWWf21D1hKT4dfR7F2N1EGjUbaSxC8VUrFLdlJs7srHcD4/S742QiloAkm+5voEOpXHL8f7\nMTG2hfZLBfqccumcwxQzY5BLPtrI8ryeHZCu75lnad0ms88oymudPQby1N8zqylWvlS87OtOUswb\nxntTtmTNqUPo31/q4FRQ/+PTsBS963b8/U0F7sfCp7C9/hT3y6Md6FumWlhuO1qHfnTFIZYPu3PQ\n0cYNy8cr4h7sVF2BIsaIt3wb17Xu0PO03xc+gj5uKM/S6Kbj6MP9ab4uVxb9WM2SvwfEPCbRzunR\nciVhpStLSxTPHWRKrIVSkwZTfF1zU0g9d8TH9ZVegTE725GkWKoB52gXY9VDfZzKLvOF33bK1UMs\n2a8twTjtXjJMsf4cpPH1VqbN3ZtRf9WnWVrsuvcaHP8dn3XK0008xi2vYt76wi2crvPsgxhDVwxz\nfUmpv20DkPO0eDu3r2wD2lRDGZ8LJLkNharCGmb4fekVqXajNX7nxkKiTo5ac4I4rHuVLI+v7jYx\nL3vLnU55/fof0H7v+ibK410UMj++At8lpsbZJpjZCJuJ2XCIYqUbYf9auY0tCOtFtrTC8zzPDMzA\nGvMChm8z8yinVi5kUQ/VpfyMzWyTUxyp4zrZPob+8h9zv0Ox3zVfMP8d0P+AK4qiKIqiKIqiKMoi\noF/AFUVRFEVRFEVRFGURUAn6GWKv23y3ucwpP/JmXpIy8roHnHJnD8tBlojFhxPWIoqZEv6QSrC0\nZlbIUXaei/Lay/kYt8zgc4EUS7A2H8DvLScmeVXnZBiyqCl/hmINLkh5Ztt4ZdFsHWom2cTXHJsV\nEraTkKVt3MOrKP7tH2C/uSjHDmzG8Zce5ZiUgNly8UII19LAqi5TEa0+Wy/qy5Jlh8Stuiwpmluc\nu2jJ8isusdJ5Fx/0pa2QO1V9XF/zURxnsgL5TybPEuTydViB1PvmxylW8+A6k1Zd+oSSa8UxjgVL\nuJaZcwYoVjoCqdCJ1HVOedn536P9euOosG5exN8cPAty7o6HuduRMj9b1lcI47oyUY7VpcWqs+IR\n5MP8rOqFisxeBX2tUFG/5U62bOz5GKSigf3WqqN3IvNBuW2KYrVbIDH7tf2Q5N3G1WXS4rE+fA3H\nvNOQbmXqrUwKF0CuGWljOeu2E7iWy3hhddN1DCvzBuIsg9y1Ffc+G0YtzW8+RfvVbYFcvDfNctba\ndBuu//lzKfZwEf1lMs1yxvQuSOsiL5MbKsqrE3tO8EGxku+pC9hmEb4NMtCea7gjWCumCAP9fMzE\nJKTsuRqPJYNwg5hHsciy6eQEB+aiOYznjQlepfr8veg4X2zmla6HQ5CW7vaynaknBEltqotXT89G\n0WefbOX3uXka84DNhyAXX7eTpfdfeDesW5NNPF4cuAh9Vf9e/pyUE79sXA5Ddt6c4KdXCYpVt70Y\nx/J53i9SEPJ3w3Mhj1hpO2V4flVy4x6S3TxfPCZWOjch7lNTYRxnTw0ra+dPcAqVypuwmrXvI/9M\nMZ8fdZKxVn+fF1XkLXBd+oWEf+4CtjO5xZzgyPZ3OeXkb/457yemkhc8RyGz7wJo3nuGeTyS57ZX\nSK/VoY4yrSwfj8yJtiLurRBly0HD3Omz96wT7+NvfYt1+b//blhJPM9dSbHai5uccjXCn3O9+YdO\n+c8PQnb+ybfRblKxbT5qqbBrh2F1lfNbY4wxl2KwD2zhin79xItO+RJOzmDm55HppTTaT7FD52Pi\nlKrgfIVLt9N+QSFxb/BatsSDqJPKvTdS7ORPMae6vXIJxY6fuscprzA8x/lVQv8DriiKoiiKoiiK\noiiLgH4BVxRFURRFURRFUZRFQL+AK4qiKIqiKIqiKMoioB7wM6Rs/Vax/0L4duLb2FflC8D/EZ5k\n/26+Bj9L5yn2F/ndOE7a8i3HhTVIepWlZ8QYY/J++HiClkutMYsPbh5KUKwo0mukIuwTGl+Kk48u\nZ9/TsMjEEOfMCGZeeNyj0zj+pQ+Fab+lx9AMpxq5SfbswT20zLM/quyHr8dT5M/Nt6CeE418P+Es\njhkuwP+TtWw1PpEuy2fZcCVeK9WK3wvj09Amrq9UDM8nF2DPVTLe75SnPO1OubWD0zRF3fCQNUzz\nM44HULe5ENdJUmSZaEjx5655FDd49+uPUax6GzxL7hGkONmfZ5/vwLr9Tjl2FnsGGxM4/pUPU4h8\n3zXLpe0S9R7I2enxxDWK20lbKb084vHULWAxvoLt9Oac18ED9dN29kK7NsFnlbv4BYota0EKnfNh\njzJuyzTaKLqNHGdJMeNNeF/yYW5Dxif6l9zpG2bNMrwnW/H+rz7F3rn1B3Fx5x3Cezawmp9ji9i0\nr7lm4P8a3cxtKFFAiqPBHy+n2C4j25FlXFeUVykZwx3N9FnwfZfO4/RF3phYJ+JkP8VOhTFeRE9y\nJ9EZOuKUXbN8/jmR8akgsl0e4qyoZsPjeFGjlt+1M4OJxtUZfmfnjFiThi26JrEW9+rq4LSiBTHO\nZKx1bl7C0hnmnlzMKZ93N6d06j2EedNwY4hiLc+gQ48m2H/uCgjvfYEvOteBcXOqhceSOtmPZjB3\nKFT4eQSGYCz22x2s3M+w57g5iPaQvpDrK9eKMbvg4nRciRdh7p+b63fKsYvuof3q24875ZY5no9M\n5LGAUMHPdTmHZTvMihP8uY4TqIcnL36QYhU/7qe461KnPPQcp6iaugyfO/h+nsfccifGmRt+wM9K\n+r7LlpffiBRi/hSneQ2I8d0j5sLz9fwcw3mR+pQfFXHzXbz91Tchzdbubp4T1HpRz5XNeynW/Yav\nOOVLfgN/n7HmzHJdmMlWbqOJNNpJOWbljAviJgJlfsfnxfvos9Y5yndjQO88yusKVI+hzsbPx3tV\n6NpP+zUJ2/dEO4VMuRP7TmzlNIeFJFKnzezop9jXjKgk83Hzq4r+B1xRFEVRFEVRFEVRFgH9Aq4o\niqIoiqIoiqIoi4BK0BdgTqSSGDAsz9h+67BTHruYpdGBGiSjtQJLPeunIKfpGuLfP9pFLFq0pMsN\nkAf1H8d+yw+wBMdkhMTZw5Iir9h0W1K0oJBMBdJ8Xe5ZSH52XEYh84zIHnBkFcekMq2zEdqXE+N8\n7kgW99A1YJ27IFJzRVi67g7iupqttG31ItNHnlVdJlzAvjJtl6fI53YJqVPVsFy8KqTStmx653mQ\n7uxZzTrdCZHubd7H9xMRUsRQFKnGyn6WG/llhpsSv8IJIdcrZtj+4K6H3LBi/fT2up/g/lqm+fl8\n84NIE9VqZ9kRAAAgAElEQVTfMOiUcy5uezMNeA+CnI3CVMX55ps5rUhrHPX1sjRk4hn7yxyr+rGd\nF8q6Mj8qU8ev52lZxooy88f/iHfwU59gyd9zn0eqwdY0a9hW70R5pgXlVlZLmjGRWnDOzWlrclP9\n2LBiphMNwFtjeZ60j5xYZslZx9Hu4zeyBeWcZ9BOf/evIK198iI+98ByHCNXz89xaCXqyxNhW052\nPSr3yEgDxfbvWS+2VIKuvHp5ySCtzn+Ysyg2/GZYT7LncgfoC0Cy6wqyPD08hHesaYz785Y43pVm\nFx8zG8P7tuQwjrHkJZ6rJOaFdNXS28o5gd/wXKXNoMOKpbifyUzjOp+8jkLmWZGx8dRSjvVg2mQa\nE+iDRs/nvqQxh46z/wjrWot53OvRCNdXo0iztWSa9bb1M+gPU37LnlfEGOsS3iZ3hiXb1RrOlzMc\nK4s5gj0n2HEBKnpPJz+feBby+2yBPYXBPjyD0CVoX+1mmPYTzkaTq/C4nyxD51wa5rrM94lUm1bK\ntavvxDgQm+b56P2/fq9Tjm55wikXsjHaL7kC1gsvDwmmWTTnbAenZmuZwBwkYKV7m41gMhEq80Sm\nXqTqmxdTL78lvXbZOQRPQxMPk+bPvgLJ9p99/H9S7OCfoD20uvld3YLsZean28R1WA6yI2tQnk0s\no1jx2BZs5LmezVKMr+4gt8vxHrTL4yt5ntw0i8nRsbe+RLE1j0Mi/s6/7HfKz56/kvabEBbVWANP\ntqbXoL48HZybtrIGlpe5aZ4T7BnjvvVXFf0PuKIoiqIoiqIoiqIsAvoFXFEURVEURVEURVEWAf0C\nriiKoiiKoiiKoiiLgHrAF6DBwDN71LDBebgBfilXkPOD9A3Bs9I1wr9xVES+kIqLfU8y1ceSo+y5\n6j0OI3OHSIVRl2CDc1GYW6p+K02GG/6PSIZjHpFKy2N5wTomse/m3XzIgX6UB3vNaTlnB+rh4qc5\ntuyU8FwZ9pBIT3CyzPc66UfzHe1hM430druq/AyqVXhiqi7ECgE2BpUCOIa/wPUlPV5zUT7+kRXY\nPrWUPTfJEO6vc4TrudXAB+Wbw7UUrSwcXSM490A/Hz8fRV12bOd0T+UkzueujlGsKQdv4Kf+mu9n\n3T54ij77CeH3yXH7XSKyUzRa3inp/auzMmjImo1bafXc4vm7rTRxNXGZwq7/slQbsv5sf7jXOqbk\nkmdQ/uHb+F5/fAu2d5zPnyuL84VFWpR5KyXPA5fCm3mkyr6q1AjMYN7WKYr5G+ABjybYT5px41nt\n6eP35cWNWGOgd5zbXiaM57/tXhxj+T5OtZQX6zXsvopTlCU6cC2ReW4AgRDS5BRWs0fx+zeJFEQ/\nMYryqmWz2eOU7zWvp9h0FeORu/EoxTpT6NtbT3CHXphFx1Cp8fiXiaCDWnKSfZLth9EBtpxAzDvD\nHY0c6isBHsd8HowX9SnuHGUqrYjhTjs2jHOft4NCZrAP5ZElHJNLlqzZi/7p6kf4utYcRP8RMuMU\n84r5yUixjWInG9FfDa5k77DXh21XxZo3VcR6LAWYhz0+7verQQwu1TxPn2W6rMlGXh/lWDfKE52c\nCzPngs+7cTRDseYY1l9pFOnR6ng3Y8RaOWNL+L5LVbS9+qcvpZirjPbmLz5LsXVzqPf3fpzv5wu7\n8WC/+Wfw9i5P84X5xHooDZYHvEGk2q1P8pzDI9YostPbeoVxutmeS4gpXFFccsltDfxN4r3i5rUg\nr78P5cuf4Hu9/V3YfvZi/lxRNLeyaDYneIpmvnwLUnUN7LuCYvmjG52yu22SYt4VB5xynYfT3GXT\neEfuWsV9iFmCZ3fWAM8l5m/GcdbdgbUD2vZwysD5ON6d+NWHKZZZgvZb5z5BMe9SXEt+jD3t+7Ji\n8Qi2pv9Kof8BVxRFURRFURRFUZRFQL+AK4qiKIqiKIqiKMoioBL0M2RHO+urJ/og+WhPcWqPdqEY\nrbr5N46DW6GZyUZYNh2LY99klGVq6/biUbmEwqi5xrLpqT4EW5N8XS0i3ZM/w49eSr0t4boxIrbp\neU6rVS3hHrpP8LVs3IcjbdqDWDTHul+ZEq1qnb3ggXQo08iy2VoYkqyShyVGRSG/9xf4uuIipVvd\nPOohWOLrmm3G59rH+DlKCXrCkhZHRUaN5ll+xs0BPP9mVqKRPDqSxPG3bLfkckGZRo0lcm6hIgpX\nLeneTsh8DlzGEqbjK3DMDfv5mm+7GzK1W+7GtTxwE2u9J6CeMm2smjZnvYibc1mpQ2YacK/5IJ+7\nIiwCqUZ+PlIduBTZVIyVfW/BlCM10dxKltRfpi5pYpeJef83UH7nN/iDx/vQpl46Dxez/2yrvnqx\nPdd0kmK+9bAINJeSFGtPoOGk/CwNHKmHjyU4zrIunx+S8coylo+ng3g+2+5Dha0c5j5kug2xkWV8\nP2WfeF+yLIP0VCBnG2kboViiFelOHjTXUuw685BRlFcjLzSuoO1kD+SXLS62YDQLS5FMZWWMMcMX\nDjnlYoTHuMgs+tu0eLeNYXtIVUhxoxUeE5Ir0Hn1pzkXYvMk+ttYiq0h0pZm4xJj9ppHWWd+TQnv\nfuwEH0OOA9ueR510ZFhLHBSpp8rWNHVepIctt3I9h2IYfDMuTvOZCeA4gQJf10wL+rnQDOq1vsx1\nOdWBz7UP8FxIpiGLN/OgE0lhoGnI8TNujCJlVbellC6IblRa5zr3cN9eCWPHzlmWEr/QhDHU08QS\n4dp2pLra8c5dFHtfAHWSbuS+/o++C+nyu7+LtGp3v4/bl5SB27a0VbvxfCoFTp012IxrLtXxuXNe\njLelbp5ERcStrz4iIwt4zX5O6qz52299BeVf+wp76Xatwru7+2K09f0beBye60P7zXewV9O7dZ9T\njkZ5DG3yYT6XKXLbmMhjYuaNc15AXx3qcs9Z+yjWOIbns84t3vcxno/MteAd2bOMfQZuF+o96rEm\nUR0433gPX1dhADlaP2K+QLEvmt8xvyrof8AVRVEURVEURVEUZRHQL+CKoiiKoiiKoiiKsgjoF3BF\nURRFURRFURRFWQTUA74AJVE9T11vpQdphO+hftTyAgmLT7zXSjkhfMxuy5t6ai3Kc83sWYl3wv9z\n9gv43WT9Ht4vNo393AX2Dtcl2c/EwKNUM3xhbvKHc+zcXdjevIu9sB5TFmXhgXuZy9x12pingu22\nSY5VRR6qiOUrnq/Hvhm2tpGXqiD81C7Lf+XK4g/JCB8/UBR+eivt1Zqj8Ms8ZXnNUsLq1GGlv7j6\nEZT7D6JNjXXwuV+4CMdfdYyP0RJG+5rrGKaYbxqprYYzbFz//s0wT7lHOO/HDU/AX+YTKWBu/ol1\n4wsw70NbHOjndihs3qZtgh+CTM3nqnA9+AuoB+nfzvPryJ+xLrkiTmdlq3vZvqc9ppW2b9kgDlqf\nQh+y6iTvt2kv6iHexAY56WMf76SQufNmtO0ZD3vN3BPwf5W8fL4lZXiwbvsuHzM2ixOec0D4vnPW\n2gchkRawhY+/AlZW0zZlpd+LoB/0R9n3VmyBp2w0YOWcYSu5ovyXkjDoN0+eb/ldo3hvgmPcjovC\nNpleyR1/fRDBiJWq6Qi6bJNu4TlIqhsdXWE3zLYrX+T9Gsfh5Sxm2B8aiuO9rC7w/xi5TosxxniF\np9ZruD+/9CmUz36Kx5mQwfmCIs1ZyfBcRY70FcNjQk1st4/yFDbrwkDgL/L6GPFGfC5Vz/OYSgl1\n6RYpGX0lvu9qCvvNWOv0RPLoD4NW7tBVJ1FfuyuWp1lUe+sMhczZwpbduRMDwXAHH3//JXgGF1mp\nYjMr4TnOrX6UYqnDb3fKg4OcaveTH8P84YrPnU2xmx7HfKFepKh7/zf4nViI4368I4fXcEovv0es\nDzDEqTArMTyTrOHB3u+TA0btFUovx56NynVhMnxqE7HSnp2OZsN+5/VHcZ0Nc5jUzJ1kP/W25+X3\nBfbrx8QhB/v5fJ/+Q7TtuVFem8KMYv2qSoD7hva2Q075a+/jjx1Zg2vZtA/zk/kM1/nOBtR5tpWf\n4zLRHFrifO54DOsI+DqHKFZsRL1MeFv4whb6GvMaQ/8DriiKoiiKoiiKoiiLgH4BVxRFURRFURRF\nUZRFQCXoC3DSLHfKg5tZUlIOCil5wZJe56FhSQVYLzHdhs+tsOTDIaHQSNax9GnfOZAwjS6DoOaF\nS/gYFfFEz3mBY7d8H9e5/LAt+cL5vJbczJadS2Q6Lo+lDfGb02l4WfRTEdslF9dlJoJzz7TxUdw1\n1ImvaKX9ELquipd/Z0rXCcm7TAlT5esPZUWqsRgfXz4rOx3F9ffjc31DXM8BkSKm/yRfV/eESKsm\n6nzXZj73sEhztf0yKw2ZOP7eVZyGZZ0bqa1Wz7L06S0/RnnjOMvI/AZSPikVTBnW9teCp9cLzwvL\nRiFgib68aG9jnO2PbAY+S3rkEwroTBjHTFvywoBohm4rG4mUoFcsC0JJPLo6S3oWWECeLiWZrbM4\naMssS7fOelHYH6x3bKwXN/fchXz85otQHulnWVc5jGN2ZOcpdv09OMeWF/mYHSPiOifRvsa7+JmO\nrsH5gi5L6irks3bqt0JI9CllDkbd+GBzYSGxoKL81/JDc6tTnl8/SrGqkC6bOPe9JiXSaVZYppkW\nFoy1hwzHhAR2OsqWj5NbcL7ZVXjvx87lY8h3sXuI+97Qv0GS3v8iX7NP9GMBywsiU5TZEl5p3ZOS\nc2OMaTFx80rYb31RjDNJw+nXsuIyp5by2b2iT/JmecBozsD/VfPx1HeuHtv5Csa1oDVeNApLUaKF\ng4UMrqWeM4GZ1/8Y99M/yLahSA2Dy7JDLJtfN4T6k+6Ep7ZxjY33oVJ+dJM1WJXQ3o41d1Go77Id\nTnlL9TjF3vtvKMfinKKsySD12JywZRw2a2i/Bj/ykVY9fM2pFtxbNshzoYqYX4+u5rZXqmActabX\nJiB2HezEXFIezxgeq0o8RaPGOGelmO1ENk0T5SnU6Q5hjDEmImT6vVN4Vh1T7C+TtgyfZW0bXYsT\nDvdw22tIoP6mYvyOlcOYrDTVD1LsDz+PCrzsSb7mahbvQWwEHVG2n4+f3CzmBI2c3rb/IMpha548\n04r7c7n5O0cwiAfUWP7Fp5B7taD/AVcURVEURVEURVGURUC/gCuKoiiKoiiKoijKIqBfwBVFURRF\nURRFURRlEVAP+AJIb0sixl6jmkirU21gM0hgAj4ed5k/lxX+14lOdoq0C39JY4o9ETK1kkyTcHI5\n7WZSwpa7fwPHfnohPBfvvp39JW/8HpqCp8LXJX3ett/LLXxi7gWTPfARJVXZDGt8hqIf9dAyxb8X\nFYM4TjrK9eUROd7qSuwhyXhxjpwHPqFsmE3ACZHKzPYvtc5g2+e30j2NIdb4guVHFt50O33L6Xx1\nKwf5vhMi3duJNXzNu1fCq1M5wmlFTq5AWosbnqGQiQjP2sYjdp4HbFcN/D5DIU4PMbQe198zxnXe\nBfu5Cea4Tka7cQ/5gOX3EenlvAVuG8l61HtMtNl2tiFRk5rs4FhQ2JirVuNONKCcDnOwPoPzxTiD\nGD1XWa5Yv3fWxLb95vQMIdYwZ7Uh4ZPeeR6fPCfS3C0d4GM2ixQ3rVa2mJUHRJ8lrvmUldFk7xac\nu34yRLFBD9LKZGPcLqt5tNnE3EqKZQsw/qdP4xFVlFcDYwYe2kyd9eKLHFKeOk4BGRLpv1wlfjem\nGzD+7TiP+16Zlipa4IUnZJYt2Qcd426fUjkeW2mtJ9KPtW1edx+vc3Pr19ABBso8vtaoL+Nj1gm/\na8BaB+Z068nUrJnFvIFPtmJ4XZhcPTrt1lE28JZCuK5Mc55iLjGGt5T4OvIBPJOsJ4pjuHjdjvEG\ncd9eHqvapsSco8gm8BUDqL/eJ/lz3hweZMTw+gAhMd7KujvnCF9XogkTv9F1HDsYw6BXfPBqio1d\n8oBTvuw5CpkOMR/dttfKjycc6TmDceAp31baK34e5skrh3nNkD6ReSqU4/Y1tAzHLIf4cyWZXjfH\nX2FmYnh/2muYHyw7aU6LNU2iNX3sdWFOiblKwJqPdE/i3Ha6sgaTfMVyxvC6CzLlnp1+T64P0DzJ\n/UTNhfdsz6YjFGuHDd+s5hDNy7bzozN9z7c75aBolwNruf0e3QDjfWCAJ1g7squdcsHN72p1N9pp\n+th5FPPO9TjllLUm1a8S+h9wRVEURVEURVEURVkE9Au4oiiKoiiKoiiKoiwCKkG3kMKkRw3kvC43\nS4o8XsguChGWIBdCqNaam2UqnSOIBcv8OblMv7Uqv0nXIDE6lYTufLrOkgt3nnCK9WWWYAXE5hc/\nzB8renGct9/Oki8pfbKlYlImU1swfZn83Okl7jaRJI5vy4ArFWw3TlspxES6kJyVEabswr7HVkBO\nM1/Pv0fVpbDdf4pj9UKtF03b9w05UNX6jWuwRxyTVYokQXeLuqy35EyxedTfJU/wK3yqHbFCE6ec\n6I+jDdsy7ZFulB+/nGNXPIGyvJ+uHMvSel9Ae7afaVl0NV7L4hASFgGXlcmsKKpvronrOSCOI10g\nQW72xiM+VmSVpRFOBROymmFJvAa2LSNkpdQ4Ezwvk1KdmbQqZqU7edOPX7lsY4s9ZfoemWLEGGOy\nBnKwmXY8j5O9luzVj3dn3NNOsQmX8Lykrdwu0kNzYBOFfAeQ0qbe/IdRlFcT8j36fQNZtsszQ/u5\nI0j7V/Zzp12qw8tXs9JiNo0Jua2PJcjuCvoIW9Y6Hu9zyrt3X+6U0y1WB3jVo04x28nXLOW2d7yd\nP5YKYbx4/+c4H5Psy+wxTkqSbRmtV4xxVTFGuK2+UB7T7iXrZiHFTdTz+FcWlqX6Ue6kfQlo8W3L\nWsyDe50Uaa/iUZ4LBRPo15Yd55RhdZM4d8s8z+18BgNPypLinliOOlp3gm09dUL6K9O6ts/xYNWS\nwOfOfaKOYoPXoVxcy7lpz04MOGU7Bd4MHEVmn2Vn3Lgf5ZKwCJxd2k/7NT47/4r7GcNpTO25cKNI\nnebKc/sS0zKTaOfxqaGG8clj2axOR/8Ab5dFk/JZ6UZdIvWtnYrUfj/PhDrzc0wkjDF11jzm/d/4\nuQ5j5uG2MBPJ1RSbMLAYznbBBnCsh09e8uF9mRnfSLHkscuwUeD3hecE6ykUGkWqvnqzw/yqov8B\nVxRFURRFURRFUZRFQL+AK4qiKIqiKIqiKMoioF/AFUVRFEVRFEVRFGURUA/4Auwz8DOkSmyQqdXw\n20Uszj6nUgg+lIleCpnGNDwkzVYWk5iw1I4s4Vi6Ag/WdHqpU45OjNB+q5I4vmU1M7OwVZhEE8cO\niLQPJ1rYQ9Q1A7NLwLBJV6ZZsp3c0gcsy1XLF1b2Co+5m1McZMWlzEfYQ1Qn7HJ1SW7K0n8eyvD5\nKjV4UXqF971liu9gVqSeG+6mkCn5RaqxQ7Z/Deery/H99A/LffkBTTbAG3Z8Bc6982Ku885x+HE8\nXCUmJuoh8dKFFHMN4rr2bnuAYpEaKnPWahsFYdW5/gE7RdnpYAfy+BK0oe/fwh64A2twE1sOsLHq\n0mfhDbuQ7WvGJU5REVXpWcBa3WS9c0nhgbKyCS6wMsFrA/v6w1n8JW+lwEs3oJ0Od6EyC35uo24P\nnsf0MqvCoiLXi5/brKco0quE2fc244Un/N4nr+Rj5u8xivJqYa85yynnk7wuTK2CvjcSt1LuRNBn\nJ3q4g6ov4V3pmuCYTCF0eA1fS3YEHvD00DqnHKycoP16B3D8OmvGVxSXKdOVGWPMS11IKfRkez/F\nlk/C8Npq2Fdeb1Avcl0TY9gTXhblouH6qonO3evlNFTZRtTRbH0DxeqT6OMCCV7nwi2uJZDkVF2B\nCuY/3WK9n7PHuMImm3HNg30UMuUA+sau3dz/ZcR6QrEM93+xExjzypZP+li0zSnvFktnHLt4iva7\n9iE8j5rlD34oh3udvoeN/oen3+uU73jb31Ksy4s8YRf9lI95EM3N3PZ9axw4DT7DPu9UO+rhn97P\nk47Dy7AuyOaT8xR7y30YxK987IxOvSC2l9svtut+Pov2awY5bw5bKfByMbw/A91iTSUft1FPEJ9L\nrx6jmKnuQdkyybvzeOer1pyg4EM/+9xJTlFmdSmvafQ/4IqiKIqiKIqiKIqyCOgXcEVRFEVRFEVR\nFEVZBFSCvgBzBrJvT4KlTh0inVg5wJqI6S5s1/wsxQ3nIJGaq2dp9ARW/TfFQpRiiQmRIkDkkGpo\nOkD7Bach82mMU8jUC8XcOv6YufoJSFI7Z61cUELMWnRxkykF8LlInuVzp/t1x05XVi37KUr7ChWZ\nt8b1HCzgDDXrbJzGhGMhIcXtG8YxB5fx8Q/2Qzb26FaWsxU8eHZvvZelNTc8D4nUQjJmO01Uw7xI\nr9KCa9nHmR3Mg1egvkYj3E4KL13glN3PXUyx8AzycnTX2Btx3RAsFtc8ssBFnyE/MTfS9jdH3+OU\nE1/ilDZ9F97hlCe3/YBineOQt7nsChMsJDtfiOiZqecWnSpZNrj9SjuHz5ypJeBnn/w/2NLQZAzb\nFbdIlZji9z2YwbWEQ6x1jEWw3TXOZ5bPLtV3kmIDYcgpv5u7mmL/+o/vc8ofMD9nrhVF+QWREamT\nbK9OwzhSjVXreQydiwpda4M1jgnr00QjS6MHW/C+FcdZ85zZfRE2eiEXjlx2F+0XKWLg77ZSXyZi\nKC9n5bq59CmkM1s5zSkn5eiednGeT08InWprlmXHbmPPLX5GyZqKTtcgQXaXuHMvi/lDsMbHqyvi\nOFVL1l4S2yUrFszgGawVkvCBDexZ2tsNb+Bj6zooVnDhmG+qZ1n+R5+GFPfl6ShB2bbnJVEPqTZI\nfV84lz9312UYUyez/RRL3/NWp1zZtZU/mMcxQ/dfTqFbKrc75Vt/dNpLPmM+aL5G2w9NXovL+GtO\nUdW+5kmn3PKmT1Bs8+6j//cXswCvVutZQbRZ27IhrR2NhiX7C+ESbTFk2OqRasG7VXTh+493ni2q\nvgyuJbiRv1hEW7G9ynpsBfF9Z3LVoxQba8G4f6x0A8VueuJOp/wTc4t5LaP/AVcURVEURVEURVGU\nRUC/gCuKoiiKoiiKoijKIqBfwBVFURRFURRFURRlEVAP+AJID3jISkfgz8PU6KparhFhSO2c5FBI\neI2Sw2zkORQRvtzxTv6gyHnhvR6peVpc7CequHD8YJLTBdxwO3wc5+zg315kuhNTzVPM5YJnbbaT\nczYUAjjfslN8Pjf5TIWP3Eq1kfegGR5Zx/44jxseslCKPyd9pbanlT3g7KuS1+KpoFzw8X5DjcjL\nknzyDRQbO3q5U/5faTYSl8x9Tvk6w+m+gsIDZ3uNZOwND+Lv1z3I9z1r8BxPdLH/bsoN821n6qsU\n6y7iIbfu5AbNjqIzI27YA/kV85tO+YvmIxSbMLI9s5n7HYM7nbL3AsubLCzurWyrMwVhGwu8srXw\nNUNlAZ932eqmpf9rzsetqOYRPm8X+8PDOcQK1gOvBfHOJ3vgBeuc5R037sF1jizjY9Bjtfz6RdGE\nwyW+rl7/cad89Cpea+GOgtj+Z6Mo/6VkDPpbX4HfvUBJzAkq/D4HXRg3l1jrI7hz6Mji936AYpNZ\n8ZLZc4KxLhzjeow50Rz7rvMBjGvzFV4zZMuXkNts4w72n7eO4/4qVV7vISj8ovN97JOOB3E+/2E+\nn1+kopJdxKw1lqRd8JkeOofHqrAXHlfPHHuHG2u4Zr/huUpJzDvy1ugr+19PWfjbvVwnx4I9Tnnk\nzg9RLD6CPGFfKPIz2Geec8p/YT5FsSVm1Cl7rXlMp5lwyu8TPuybf9RM++03G1Du4NgJkSauJ/uv\nFDuvCG/6qu/zAgHNNCad2SIrzxpOffrHBqnNXjA83y0YWbc8YDSK9Q58LitP2H8TsiZE23IekDY8\nTs4ZLOZw3MdrRbi8Yg7t4nepPovnmg/wMwjV48uLZx3aRs8Mv6urD+C9Slnpk+W6U15ruZo5cXv1\nNV5HqXUV8t6NZ3j9rX1hpOYTU+3XJPofcEVRFEVRFEVRFEVZBPQLuKIoiqIoiqIoiqIsAipBt3jc\nXO6UD5j1Tnmqfjft1xqCdCNn5UBqEFkA3KwoMkUhGc11cmqPdilhs/S2yb6DTjnQifX8826W5xTF\n+S7ZzxKWNYdR7priC6vLY7sUtKSrQm7vzrMcWv6Ek/XzMUOnUQ7ZcnFvBcfsHGdpWDiLWMnLsbqs\nqC87fZmQmHkNy8Ek803iXmtWyqUyYqPpVRR7fvRWp1yxXqP7zduc8rvM7RR7v/m6Uz7bvHTa65L4\nrOtvN0gn1jrGdeI2g2d0zP8MUp73Q4P7/jfzXtrvcXOFUy4algb6DSTO55pdFAu9A7K4ZWMZirVb\nFg7Ja012bmdRqwq7SM2yknjFpp22xk3b/BvqWDfaSirI76pHSF2zfm6zNT8+1z4i0ij6uC+48U7I\nS3tOsAzu0evwuYlmPneoKN7VED/jshc6tVDzKMXiK1uNovxX8gfms0552kD+mLHkyQExbpbqePBb\nIpp1khWVZjaAd7jcO0axyJwYK0PTFCus2u+U/Wc/65QrTZyGKCssch0vceqslYfxPveP8zU35EUH\nG2aJqF9IV6vZeoqJTKsmYXXS0cIrTznDhqWxGZF/tGuY+7hoCtbAXIBtY5EUnoGdolFKniMmRTE5\nimY7UX/VGt9bSKQ9S6R7KDaTXOGUpy2J+7DB/GG7uYBi7zTfcspSsr0QzYZzzF5qkLZr6wS3y6Bh\nS+EvAimB/g3zL075CTF/NsaYSYP2ZqfTlONYzLDFoeudn3HKt+0Y+L+51Fcdch5g2yPlXMvn4ncn\nXIPtw04ZJu2LSRfPvSZWwiIyEuQUsMUU7ApJL39f8Ipxufk4ju8O8Ph9/Q9hF2k7wsd//kpc51CI\n05f5B/H8ve087oeaR7DfUs5flo9bX6pew+h/wBVFURRFURRFURRlEdAv4IqiKIqiKIqiKIqyCKgE\n3b4JdywAACAASURBVGKvwUqWxR6sQFnuH6H9vB5IMjyWIiIjlBY5a2VtXxWyi1XuIxSrCClatoll\npymxmKhcUTiQ4d9QrroX8pM1h1gGNd0NKZI3wPKsbqEA6Zqw5dwgNstNxlPBddorv9bMK0vEbQm6\nlFjXpbm+xrvwuSCrbkxzEsexJejyHPZq45KOaexXDvB1FTsg3WlYeifFztu5zSk/b0nK0gaytS+b\nD1PsXvN6p/wO8x2KvdHgHOeaFxa4auC27rsiJE016869liRPIlfWftBcS7EfmLc45UfNVU55zPCS\nlwEhdfNaK9A2GdTljeZuiu3tx+rsnS9a1yUX4Wbl06sGe7XSz/8e3okdl6KfCFhKwOa4WJWcVYNm\nXrzvrho/42sewnO87HF+xi3CudKR588lI3gmyXq2NUSFutUr3umWed7PVcU7vukFXiH94jshF39w\nG0s3d16Kmx+4iPvSfAOuy53hNiplvvJuFnqnFeUXiZwT1IS/rLbsFO3njcBSVrMa6JRYuDftsaSe\nbvQRKzf9B8VKVbxjhTp+N3IRvKdFD95Lb5bH0PPub3HKy46wNSS1DH3vZD0PsOEBvHFdIzwfqYn/\n3TRMsbTU3YT3uVbh89XEWC/HrpAlQa8XEvHyPEtqR3txDL81J+hJiHmZNd7J8clt2Xrk/KFvGPv5\nfHxdT16Ne4v576JY6VuQoNurussVrKW10Rhj/sJ80in/0LyZYreIOcGfmr82p0M2N1tynjZ4PnZG\njUbDdgXJpGl3yn9m/pJi0m42arqdct7wQOameRjXuU/MEdaZgxSrbYC94sJvnPYSX7UMml7a/rtP\noh2d3IpButmSU7eI7Qy/VjLpgcn7uW1f9hgy8Vx3N79z0tbZkeZnMNWI559oYFtG44yYe1fwzi2b\nZjtKVdgyNj7VT7FVd2Dl+0e38Dtx6nzUw9z1LLcvtaEvdQ3yHKRQRf/5Wp8T6H/AFUVRFEVRFEVR\nFGUR0C/giqIoiqIoiqIoirII6BdwRVEURVEURVEURVkE1ANucdSsdMqn2sNOOd3KZqNKBNsutk6Q\nJ9xt+Yo9JTgVgtNs8ii78XtIpcqeiMgc3A5VL455wWNh2m/jTnhwKj72gJaC8H/EG9kn1jCH2HSU\nm8VAP8onVvH9HNkEv1Gujv0l/SIj1ju+jXJjnM8tfUKhPMfapnEPySb2griF68NO8cSpu9gdIlM9\nlGvwy9Sn+Ph9Ii3LWec8TbHpi5B648izqymWIP8XX9mQ8Ab9jfk4xf7FfMgpXybSitxg7qf9rjUP\nO+VWw6lp5PnybJ0zwx3wziRSfRTbP3upU/6C+R2KHTV8f6dDpnkJW4ZtmY5t6Qb2gE8U4F+a4ywW\n5qjI/raZMwGa4M+RhsxuJ9Iz7zWnT29RttKFZISv7tN/wT7Bl7bCn+UVTSrLryp5uk6s4Jj0gNvX\nvH8d2vMd77DeuQGUG+esFIXCsi3PbYwxbnEYr7CXRSzffWOiKmLsH1z2Iq60ZZ7rq2kYaWsOlaIU\nS0WQUqcW5HQ07b5XHqLsOnkt+r+U1wZjptMpp+owdhSbeeCvdWLNGI/VLYfE9KEUtYzLFbwr7gFO\nbeUW45O3jdOWxsT6JXKBibWP8NocK57D2gxVn7XOiVgXYrKRB4xoAzqCWoZ968dX4g0cWMv3M3ge\nckcWGtmPvBHWXvOO20XKpTGeC0kfcyjPvuLuMZw73cXpuLy0Bgr/f6lB+J3t/kKu4zFnMAh1THJ/\ndPk+rGUS3fJpit21ZoNTTh2+lWIlw+tlnO7cu8y5FJPrD3xVzA82Gx4M5fh6ntlBMel3z4b4zp/o\nxkCwb/pKiv107g1O+RlzMcVkGrKFkGm27LV/1gvf93lrvkWxiTqknhpYysccx+torn7kjC7j/+ca\nuU7kvUWtdHWSlFUHA6bfKX/2C5wOdno5jtM7jL+P8KtqjuHrx8vuOy1OV3HxNR/rR1u//0Z+H5eI\nzIaBPMfkWhXxZgqZqLh1lxhwfVZW3xbR11U8eyjW9Cwmaa3jmyk2MYy1Kcbj3RQr9IiTL+W1NmLH\nrInU/8drcU6g/wFXFEVRFEVRFEVRlEVAv4AriqIoiqIoiqIoyiKgEnSL3QYyiZKQW5oUp9UpCRlM\nntVZJiQUqS2skDLJeggl4v2s76yKFD8uN0tLPXOQMHUdwbWE5vgRxtshG4ulOFVB0yxEGU3TnKqg\naQzndhet1Gk5aE52n8eSsgduFmnI+JJNSOz6glBWXf0w73jr7ZCYlQ1fVyiF66pL8XVVhcx8oRRb\ntvRJHkWm6mpkhR/JeUdYGWhal0jtE6eOecDc4JRHrVRd8nw+wxrqedPglH9ibnLK95vrab93uJC+\nbPMF/0yxUjPk3GPdXM8tpyD9HX7wAxR7wlzulNvNJMWk3G2Z67hT7qpN0H4hA3lTjxmm2GXmKafs\n3c8apnO+iPJMi+HYDjwtX+30EvEzxZYlSZli1pIJekX7siWE99yGVBwTPVzPTUK16BeP2FJSmqRw\nAbQPWe3eA0lmxsvS0MYpdDBpSwY7JLKf7NlEIVP04l6rHkuwlUUn5i6jzrMxbqP1ObxnFT/fd/Gt\naHvuEqcqWbYP+rneWf7cYDOeit9K1ZaJ2MIyRVlcpkQ6pmpW9F2JGO1XFkOx3c8EhBukn9WpZqpV\npB5ay/1muYR33+fhd7Eah1S6eTc6E+80z1WSXZhnNGf4BauP46KjE2wNCZ5Ch5UpcB/kSuNdP7Rt\njGLbrxNpvNgFY/ZtRPnQGvQD6/ewjeeWf+hwyrbcOZBGXxw7ytdVNriuiOE+SD6TsJX2LCKkxlI2\n7c7wkwxl/zd77x0l53VfCb7Kubq6uqtzQHcjJ4IAAQYwiRSpRCqHtWzZsi2nsc94fHx2zu6emd3Z\nGc/Z8Xr2HO+sxxMsW2PZI1mBlERRFMUABhEAAQIEQeTcOXdXV85V+4fXdX/3kQ3BFNWmF7/71/v6\n99X3vfxedd37LuajLl7+zJ6d/62ZLpzfQ7Exg/axrbpkzmyrrorYok8YbELsfYWUTu7bzXsCV+dM\nM73UzX3IfxUU9LOXfpNi4+J9cm03xph2IX1rN7CTihum7PvFHmfAcMf/n8wfNtOR82mKjf87pCes\nvdfdT0u5wk/vTWpbuVbEHnTUsFQvKvpX0vD4f/Y3rzTT7iDXlxzz0k7XbW1bpR1pZKKFYo4c5qFC\niWPBGtoj2ztKMWmBONPJ/bkiJC51j2U1uADpihHjv2JJYaTc0O3ivV39g+fxCMdVinW+hs1KV4Mr\nYkHs9Z08jE05+NPvA98r0F/AFQqFQqFQKBQKhUKhWAPoF3CFQqFQKBQKhUKhUCjWAPoFXKFQKBQK\nhUKhUCgUijXATa8BnzcsOv2igb6hemUfAme20X3lDS820w7LMqwh/q1Rt8RgISFZSbOMw6Tj0GBU\nrJZxC/uIagkvmO1mzYXPBW1TNGdpn4XEY+gSv+DWV6Gr2nXQsgQpyAKxDjsgNHHtC5bdlwOfO7MN\neZnpZs3NqZ2olF/7Dyyo7xlHPm0tt4TT0k5dz4JgtVjDitx6DPmPrfC7nfWpZvpT5t9Q7A7zajP9\nkrmPYnkDC4VIkLXW4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M9VHFhbsp2soY0uYa13p9jabj6OfU2lDZuO0F3foPvSjyAz8W9s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\nwbacCKfR/u4SlzVYRX153kG7GcP6Pn+KtYxxYcc1l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Zr2yz7WNLcVsJ6PzLAlYZ/Q11/N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u0v6uT0JPh6PNOnO/b9senW6SLBNtWGL7Rn+5Pzcs3GB/72/yx1lHo7UdrLOZD9b67b14R7SN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\nI3pOMJKIoAMARs2spEPu5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "txts = ['Fit S0-response and Shape to Signal', 'Fit Only Shape to Signal Attenuation']\n", "vfs_all = []\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=[17, 15])\n", "axs = axs.ravel()\n", "fig.suptitle('MT-CSD RGB WM/GM/CSF Volume Fraction Estimation', fontsize=20)\n", "for i, fit in enumerate(mt_csd_fits):\n", " vfs = []\n", " names = ['partial_volume_0', 'partial_volume_1', 'partial_volume_2']\n", " for name in names:\n", " vfs.append(fit.fitted_parameters[name])\n", " vfs = np.transpose(np.array(vfs), (3, 2, 1, 0))\n", " vfs_all.append(vfs)\n", " vfs_sum = np.sum(vfs, axis=-1)\n", " vfs[vfs_sum > 0] = vfs[vfs_sum > 0] / vfs_sum[vfs_sum > 0][..., None]\n", " vfs_im = np.squeeze(np.clip(vfs, 0, 1))\n", "\n", " axs[i].imshow(vfs_im[15:-23, 10:-10], origin=True, interpolation='nearest')\n", " axs[i].axis('off');\n", " axs[i].set_title(txts[i], fontsize=18)\n", " \n", " im = axs[i + 2].imshow(np.squeeze(vfs_sum)[15:-23, 10:-10], origin=True, interpolation='nearest')\n", " axs[i + 2].axis('off');\n", " axs[i + 2].set_title('Estimated volume fraction sum', fontsize=18)\n", " fig.colorbar(im, ax=axs[i + 2], shrink=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the estimated volume fractions differ when including S0 response (left) compared to fitting the normalized signal attenuation.\n", "- CSF is much more tightly delineated, which makes sense because CSF has a much higher S0-reponse than WM/GM.\n", "- When fitting the S0-response we do not impose any unity constraint on the volume fractions. This is important we otherwise the fitting will be biased when the S0 response of the tissue differs from the response, but overall you can see the fractions don't vary much from unity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing Fiber Orientation Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we can visualize the FOD estimated using MT-CSD. We do both with and without including the S0 response." ] }, { "cell_type": "code", "execution_count": 9, "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" ] }, { "data": { "image/png": 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KUo23PrkQb2X2u2xvMB9IfRa7t8wa0PULEEL4Wwjh8yGEN4YQxuEzoj2NByISBzseDCGE\n9SGEO/GunAZ8wXYdAPqDePfV+fi5/hXgcnxsrEejZOWxLFOBraXkbioeGHqG5EHPwQOP4F05k2QL\nQvaEEJK+11J5ZvquSS1PCtblI9fruK99XZFhuYiI7OMUHBIR2ff8ENiGD4DcijftL5gQwu0JT/jj\n3YxTT7lzCk7ksL2eqEXR16NF6ePK5CLVmqQQ3SfSpfY3ayuHaOyiVFebfMaaSdyHEMLNIYRj8Zu8\n4/CBbvfHW1olzhSU4E786f5c/HNbFEJ4NviscQ8Cx0XjqUyi/2PR7Ck7xh2KglxHA/eklfUuvCXI\nHHIbbwjwgCXeXeoIfJyh5/Cp6DOKWiYdBtwUBaZSeS3Gb8zLKFz3mZvxm+rLgHn4mFh9jfOT1KUM\ndp7PqWDhgIUQ7scHHof8rt+Bbv9JYAP+2U+CHbM4XoYHw2aEEM4KIXwkhPDJEMJlJAeSUwGQ/rTO\n+xUePJ8H3JE+OHMkNUj7yAx5ZFqezYbo76gM61vS0sHOwcszDRtRl2F5f6S2l2mfMpVXRET2cQoO\niYjsY0II6/FBPdvw2ct+vIeLcC3+xPhMyzIdNOyYTSdXm1Jv609holmAUlOR35AtbZ6+h7eueUMf\n+3shfkP0OH13E9lFLvsQQtgSQrgjhPABfHDbYXjrsVykAiQnAkeya8DkDrzFxxlpafuSCk70p/VP\n3kIIz+Eznk3BW1PVs3v3t/i4Q/3tIpeaHrwVH/+qrwDZqXg9KT34Aj5OEPiAwAMeCCwaT+Z7+DXf\ni1+DfXkd3uXo72nL78RbuYwjGvcrE/Np2XMdfzKv67cQolnvqqP/puquI/HuZvemdw80s1qSu1ul\nBobu15TrIYRPAR/GA0R3mVn6uGGPAx3AHDOrSsii30HEEMI6PIg5NhoEPV0q2BxvBbgu+rvbwNrR\nd1t1+vI8pLZ3RIbg49EJy0RE5GVAwSERkX3TJ/CbvxNCCJv6SlxIIYRFwKfw7hi/M7O5SenM7NXA\nb2P/P9vMFibdLJtZCzun/840MG/SNg7AZyRqxMeIydrVJh/ReB6fx1uC3JwUIIpm4fkyHjR7d7wl\nSV+y7YOZHRcNZpsu9VR+t4GqM0gFSN6H3wDekbauCB9DJp62L6kBcnPpblcoqbKlpui+K74yGvh6\nFfA2YCLwZAghpy5C0bg8J+LX1ZV9JAcfz2ctyefr5/GAwALgh9H4MEn60+XnK+y85p/NljAKNs4n\nIXAVtTh6J36uXmlmb86Qx0x8YPZR0f/nm9lbzadrT09bxs7zJ+frt4DejwcpVwGpgaSXA9uBg+IB\nmais3yB5vKur8KDnZRmu84wtioLPTvZevCvfPdF3WmrdduBn0TZ3mVEyuv7P7nsXE12LX7tfiAdi\nolZtH4+lSXkc2Ay8zmKzHZpZJd4iccCiIO5dwGTSuk1G35MajFpE5GVKs5WJiOyDgk+zXogp4PP1\nKfxm7BJ8sOT78O5JW/DAxdF49474FM2H4lOFL49mrFmC39hMAF6Nj/PyC3z8l3TttnMK61J8Rq95\n7Bz89DpyH78lH58AKoH/AB4xs9uAx/CA0eH4AL1bgbOyzDqVzz58FWg1s7uBZ/Eb+gPx6buXADfm\nUvgQwkozewwfoDmwa1Dlz/hN9AhgeQjh8VzyxGeI2g58KGopsSpa/rVBDFjegY8LNAtYFWKzoMXc\njY9Bk0qfsxDCbbmki1qeLAB+FJ8lKpbPJjM7AQ8InA2cZmZ34uPydOLXyDx8cPCNwD9zKNtqkq+N\nJKfh11biTHAhhDvN7A34OXdDNOD8PXhXqzrgIPyc3ox/xuCtln6AB5TuxYMw2/HuSydF+/QUPtD8\nYEmfyr4OP45H4kGdi1KfRwihx8y+ic+m9aiZ/QYPaC+I3ncPaa1YQgiPmtn78Ons/2lmvwYW4QO4\nH4QHAzN2Lw0hXGlmHXiX33vMbEEIITUr3Efw6/ZjZnYYPoh1Cz6O1C34Z9bf7pyfwwOapwMPm9mt\n+GDlZ+DfL5+JuvylytdhZt8ALo7271f4d9EJeCukvgZgz9VF+PfDN83sJOARPFj0OryL5GsLtB0R\nEdmDFBwSEZHdRC1jPmlmP8UDPsfg0yoPw1uU/AP4H+D62Ns+j08xfhx+U3wSfrP2En5Dfz3w4wyt\nbiawcwrr7fjYIP8GvgBcH0J4pHB7t7uoi9EHzOwn+I3PUcDxQBcetPki8NU+Wqnksw+fxrsvzYu2\n14sHBa/AgzAbEt6TyR14cOjR+AC3IYTtUXBvAWktcbIJIbwUtQS4FP/sU60zvs/OLkaFdice3DIy\nl/Uu8gwO9cNr8MBgUpcyAEIIL5rZ4fgN8Zvw4MLxeNnX4DfM1+JThCdNUz4Qr8Ovq4zdG0MIv44G\nrX4PHmA4A6jFg1VP4AHRa0IIL0Vv+T880PUqPKB5EN7yKZX+y8CVGWbjKpT0qey78LGYfgx8KaEL\n3cV40PI8vLXUeryV3sfx76fdhBCuNrNH8KDSsew8lg+Tw/huIYTvmNl2/Dr4YxQgejaEsNzMDsWn\nsn813rLryahcXXhwaGOGbDNtqyMamP5D+Dn2/iivfwLvCyH8NOFtn8CD+OdH216Bd2W9HP8+GrAQ\nwpNmNh8/xgvx4/gwHhRqRcEhEZGXJetHy3gRERGRVzwzuxG/wW8OIWzb2+WJM7M6vAXQD0MI5/eV\nXvY+M/sc3rLouBDCYAU0RUREBkRjDomIiIhEokHWTwJ+v68FhiIn412FMrZqkr3DzEYnLJuNt97K\n2tJLRERkb1PLIRERERGRATKz1IDZ/8LHKJuCt0ArAt6coRuYiIjIPkHBIRERERGRATKzy4FTgHH4\nrIHr8UH7v5BlIHsREZF9goJDIiIiIiIiIiJDmMYcEhEREREREREZwhQcEhEREREREREZwhQcEhER\nEREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQc\nEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZ\nwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhERERER\nEREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhER\nEREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQc\nEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZ\nwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhERERER\nEREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhER\nEREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQc\nEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZ\nwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhEREREREREZwhQcEhERERER\nEREZwhQcEhEREREREREZwhQckkRmVmJmwcy+s7fLIjJY56PO88FjZi+a2e17uxxJ9uWyicjQ9nL7\nXTKz682sey+XQd/pg8DM7jWzZ/Z2OZLsy2V7pTCzK6Lvora9XRbZcxQcGmLM7JjoQs/0mp/lvUVm\ndpmZndLPbbaY2ZfN7DEz22xmG8zsaTP7sZmdlpB+upn92szWR+nvMbNj8thdGaLMbJKZXWNmT5nZ\nVjNba2aPm9n3zezovV2+wWBmjdH1edQgbmPIHVcRkULYG/Wv6L3DzOwDZvaXqF61zcyeMbOrzGzC\nwPZq8PS37vhKMJDPuR/bGHLHNc7Mfhldb7/PkuZ0M7u0v+tejl5p+yMDV7K3CyB7zY+B3yUsfwYg\nhNBtZhVA/GlQEfBJ4LvAb3LZSFTxeACoAm4ArozymQS8BqgAboqlnwzcB3QAnwU2Ae8A/mBmrwoh\n3JX7LspQZGaHAHfh59B1wONAJTAZOAVYD9yz1wo4eBrx67Mb+GOhM8/juE4EegtdDhGRl7k9Uv8C\nDwQAtwKzgduiPLZG/z8XeJuZnRVC+G3/d2Pw9Lfu+AqS1+ecqzyO64JCl2FvMrNm4GRgEXC8mY0J\nIbyQkPR04I3A5f1c93KUbX8uA64IIWzfoyWSvUrBoaHroRDC9dkSFOjL4CPAcODkEMItaes+kNBU\n8XNADXBUCOFRADP7IfAY8E1gZr4FMbOaEMKmfN8vLxuXAcOAg0MI/4qvMLP3AqP2RqFeAS6jH8c1\nhNCx54omIvKysUfqX2ZWBPwcDwSdH0K4Nm39V4G7gZ+a2bwQwpMD3WYB9bfuKLnp13ENIXTusZLt\nGW8FioGzgPvxAOmn9maB9mUhhG52DVLLEKBuZZLI0vq8m9kkoCtafX6sGXRfXxqTo793JK0MIbwY\n22YtHtG/IxUYitJsBK4FZpjZ3BzKPikq2yfM7E1m9pCZbQe+EkvTamb/a2YvmFmnmS2N/j88La8m\nM/uamS02s+1mtsbMHjSzD2bY3tlm9miU9jkzu9TMihPKOMe869zaKO1jZvahqDIXT3e9mXWbWb2Z\nfcvMVkfp7zWzg9LSFkV5PGpmm8xso5k9aWbfSS+DmR0cbX+NmXWYdxO6OKmsGY7xm83sZjN7Pnr/\n6qip7n4JaV80s9vNbIaZ3RqVbYOZ3WhmIxLSzzKz/zOzLVH5rgOacylXZDKwKj2AARBC6A0hLMuw\nT0eY2Z/Mu0u9ZGbfNrOqtDTTzexq865Um6K0D5rZeQn5pfpqTzOzb5rZCvPm/H8xs2MzlOEEM/tD\ndHy2m9nDZvaOvnbYzI4D/h3991Ox6/OZWJqS6DN+InYu/8LMcg249uu4WoYxIMzsPeZN2LdH5927\nzeyCqLxHxNKljt8kM/tcdI12mNk/zOzEhHzfG51ny8yv6WVmdp2Zjc1x/0RE9jorXP3rVOAw4Efp\ngSGAEMIzwEV4C9DLYtuP12lONbO/R79dy8zss2aW9cGyeXe1XjNrT1jXZmY9ZvatPsqec90xLf8+\n6xlRGb4c/b6ut511sA8n1JVSv03HmtmnojpP6rf5jAxlyKt+levnbGbvjH4Ht0Xlv83MDsuWd0y/\njqtlGNfHzM40s0dsZ133kqj+EszsnFi61PE7ysw+Yl6XTh2TtyTkm3PdMk/n4fcYf8db1L3dzCx9\nn4GzgWLbtdvnOdnWxd6f6/1FznUcMzsufTuxdbuN+WVm883sB2b2b/N66ibz+u0paemy7o9lGHPI\nzNqj7a6MyvxMlLYi332UfYdaDg1dlelfVEBHlpY1K4C3AT/AnzR9N1reV7eRRcBC4EIz+2YIIWRJ\nOxsoBf6SsO7+6O9BwEN9bDPlDcAY4OrotQF2NKu9D3968F1gMf6D+W7gWDM7KApIAfwSOBT4X+AR\nvCnudOAY4Mtp23sd0I43010JnAb8d1SGC1OJbNfuOam0pwJfBPbHj3OcAX8AluEVuGbgg8AtZtYe\nQtgcpfskcCnwa+AqIAATorxLgZ5o+6fgTxOfAr4ArAMOBz4dbf9NWY5pynujcn8r+jsJ7/53n5kd\nEEJYlJZ+TLTPv8CbLM+Njkk18OrYsZmEd4kqBb4BLMW7LKU/4com1Vz41BDCr3N8zzz88/sucD3e\nlPpC/InJRbF0C/Fj9RtgSVT+s4DvmllTCOELCXnfgFf4PgvUAe8CbjOzE+LdJM3s3fj5cB/+JGsr\ncALwLTObEEK4OEv5/wX8J34O/Rw/B8C7Zab8BHg93rXgKqAFeA9+rI4IITySJX/I77juwsw+DlwB\nPAhcjF9PH8PPoUyux6+VLwDlwAeAX5vZpLTm4B8B/oRfK2vxc/k8YIGZzQohrMunzCIiBban6l9v\niP5ekyXNzVH+rzWz0hBCV2zda4H34b/z38F/Iz+Kf79+Pkue38LrU28HLklbdy7+YPq7ZNefumNK\nTvUMYA5eP/tVtJ2yaP3ngfGl8lJXAAAgAElEQVT472K6L+Jdrr4Zlf884EYze0u8FdgA61d9fs5m\n9iW8/nc//htaB7wTuNvMTg4h/F+W/CG/47oLMzsb/11+Gq+T9kblPjXL2z6Ptzy+Gq8PXQRcZ2ZP\nhxD+GkvX37plf8p9KDAD+Ey06Pv4uXIscGcs6eV4fXo+u9bH/wysyrKuv/cXKbnWcfrj9cAUvN73\nPN5a7G1RvmeFEG7MYV8T2c6uidV4XfIZvM78ceAwMzs+hNCzB/ZRBksIQa8h9MKDGiHD6yexdCXR\nsu9kW5bD9iYBG6P3PYffKP8HMDch7VlRugsT1u0frbs8x20G/ItoSsL6W/Af4dFpyw/BAyifiP7f\nGOXz9Ry31wPMji0vwoMIATgwtvyv+I/jfrFlhv9IBeDo2PLrk8qAVzAC3lQ8tewR4JE+yloJrMYr\nUMVp6z4c5XlEDse4KmHZfkBnQllfjPI9PW35t6Llk2LLboyWHZnhOPZ57gFHROUIeAXtu3hAZlpC\n2tQ53RP/jKJ1t0XnUEUf+10E3ItXmEtiy6+I8r4PKI0tHwdsAR6NLWuLtnVdQv5X4kGqcTmeh59I\nWHdStO4GwGLL50b7flchj2vsc7899v/maB//AZTHlrfiQaxdzr3Y8bsprcyHRss/lcM5eUKU9oPZ\nyqaXXnrpNdgv9nz96+HoPbV9pLs1Sjct+n/qt2QzMDaWrgh4Angh7f3XA91pyx4AXgCKYssMD05k\nrafEypBT3TFK3596RkX8NyW2/EfRb+2I2LILovcvjh9HoD7a5kvAsGjZgOtX2T5nPLAR8LH94nWK\ntuhYLYof7wId13uBZ2L/L8Xrz8uA+tjymii/AJyTcPweTCvzWLwe/MO07fWnbrlL2XI4p66J9r0y\n+n9Z9PndkJB2t3M6x3U53V9Ey3Ku4wDHpR/bPq6/pONYhbcwf6Qf+5MqY1ts2U+jZSekpf1KtPxt\n+eyjXvvOS93Khq5vA8enva4o9EaCN1uegz8tMODNwFeBv5vZP81sTix5ZfQ3aayS7WlpcnFzCOHp\n+AIza8RvlG8COs1seOqF/7AuAV4VJd+K/3jNN7NxOWzv1hDCw6n/hBB68Sg5+BO31OCQBwO/CrHu\nOcG/Lf8nnjbNV9L+n3rKMTm2bAMwxrI3Lz4Bf4JwLdCQtv+pATJflfHdO8u7JdofM7Pa6P0r8CcI\nhyS85fkQwi8z7MOkKK8SvFvh/SGEP8W2FT+OfQoh3Iu3MPshXoE7Dz//njCzu81sfMLb7g0hPJhQ\nvjI8mJPKe0vq3+YzwDThQcTbgAZ2/TxSvhxiT2NDCM/hT3P2Mx+AHeCMaFvXxj+T6LjejD+FWpjj\nIUiSOqc+HZ1rqbI8hN8YHB1dGxnleVzjXoXv41UhNh5RCGEpPkBrJl9LK/NfgG2kHevYOVlkZnXR\nsfs7foOTdE6KiOwNe6T+BdTCjq752WyI/talLf9FCOH51H+i3+K7gbb07iMJvo0HLU6ILTsWb13d\nV6uh/tYdU/qsZ0R5b0v9pphZmflMn8OB/8N/a+cl5H1V/DiGENbjgacm4MhocUHqV1mkZhL7XFqd\n4kV8koh2/EFqRnke17iDgZHA96JjkMp3E348MrkyrczP4/XFTL/judYtc2I+RMBZwM9CCFujbXXi\ndY/Tzaw+37xj2+jP/UVcTnWc/kirq1ZGddUK/Prdz9KGTMhVrJ7+txDCbWmrPx39TbqHKfg+yuBR\ncGjo+ncI4fa0125jiRRCCGFxCOGiEMJYvJXAWXh0fTbeNSr1pbw1+luekM2weBozqzCzUWmvYWnv\neZrdTcN/EN+JP+FJf03Ef/gIPiDkB/Ef0mfN7F9m9nXLMF4M/kQt3ePR3/a0v48lpH0sLU1KL/5E\nJm5N9Lcptuy/8GDWn83He7nezN5oZqWxNNOjv9ex+76nPv+RCWXbhZnNM7Pf4S0+NsTymI4HSdIt\nTliWvg+j8B+vpEExH09YllEI4eEQwltDCCPxrnXn4s1kjwZuSjsmuZYPM6sxH6vgBfyH7SV8v1Oz\nPCTtey7nRepzuYvdP5dbo3V9fi5ZTMCfWj2VsO5f+DUxvq9M8jiu6WUgQxmSlqUkfTZr2fXcx8yO\nN7N78O+I9ew8ftUkfy4iInvDnqp/bYQd4zlmk1q/IW15tt/FrA8T8JvuTcD5sWXn4w//ftjHe4F+\n1R1zKW/8d7zUfDzIf+MPHtfgvxXfi5IM9Hd8QPWrLFK/oUn1x1T+u43zlC6P45pUhkL8jq9h99/x\n/tYtc3Um3rrpHvPxbybFhjEYhgfJBirn+4s0OdVx+iO6J/qOma3CW6qn6qoXRGVMDwTnaiT+kH63\nczCE8BLeFTDpHCz4Psrg0ZhDskcFH7T2Rryv9k/xL+wT8ZYUqQFtWxPemlq2NPp7Nrv3o38L3jwy\nZSu7Sw0894O0tHE73hdC+KaZ/Qqf4vOoqLzvM7MbQgjpA8MFdmd9/L+v90fFCJnGFrBYoj+b2UT8\n6dWxeB/gs4HHojFl1sfSfxB4ND2zyNIMy32D3kLkj/gX++V4EG5LVP5v4M2O06X3P07ah9TfXI5j\nzkIIz+LBvR/igYz5+JPB+2PJcikfeHPaE/ExqO7FKzc9+NgM7yc54N6f8+JsvE97kt0GhewHy1CO\nvOV4XNPLkI9Mn82O/KKxBG7Fz8WP4k/oUtfxz9CDEBEZev6FtySZi7cY2I2ZGXAA/n2ZPp5Lrr+L\nuwkhbDGzHwHnmU8f3oVPmf2rEMLanEq/a37Z6o79Le/X8DFgfoyP77c6Kt9B+Hg0A/0dz7t+1Ye8\n60GZ5HhcC1GGXH7Hx9P/umWuUkHKH2RYfx4+fs5A9Ov+IqbPY0P2+tsu9/LmE9v8AW+V8zW8BfWG\naDsX4MHAfOtEg/b5y75DwSHpj4LeXOI3kWeyM/DzMP4DfWhC2vnR31TXn9/hTbHjcnny9gy+H6Uh\nhN1mUkoSdXv5NvDtqEnlDcDZZvalEMI/YklnJLw99SQpFTVPVb6SZoiakZa236KmvT+PXpjZ+/Ef\nh7fjXdNSM1ptznX/E7wef3JwYrz7V1TJHM7uTx9ztRxvjTM9YV3Ssn4JIfSa2QP4uZQUgMwqapZ7\nEnBtCOGitHXZZl2Ywe4tn9LPi9TnsnoAn0u26zM1COXUhLKkxjF4Nq+N5n5cl0R/p+IVwLip+Ww7\n5s14d4AT490gzKyG/J+QiYjsK/Kpf/0S/268gAzBIfzB1yjgxrDrYNSF8G28FcVb8BZDw8ihS1kO\n0uuO/XUOcGcIYZfWImY2Lct7ZrCza1hKpt/xgdSv+vodB68/prcmH3D9kdyOa/x3PN1Af8cHpW5p\nZlPxQcGvw7vpp3sVPkD37NjQENk+h0zr+n1/0Q+pgGpSi730ljoH4OM0XRpC+FR8hZm9K+H9/flu\nWYEHuHa7h4nqyCPI/IBQXib0NFVyFnz0+e303Zx4B/PpP9O7e2E+pedro/8+HuW/EW/autBi01ZG\nN3jnAU8Gn36SEMKyhGbZK3LYh5V4v/IzLG0q+GhbFj3lSvXTrUh7fzc7nwilH4eTzGx2LK8ifBBC\n8D7IhBCW4wM1nmZm02NpDZ95AnwGjX6z3Wc/gZ0zu6XK+ju8tcvFZrZbE92ou15NH5tKPQFIj/i/\nC/8Bz0t0bG/Bx3hK9eFPHZsPZ3xjGjN7lSVMGWtmlewMKParm1okcb/NrBU/PzP5YLy7lfn4VW8E\nHgshpCqTP8UHXLw8w/VSb2ZlfZQvNWtd0vV5U/R3lxnPovP11cA9fT3NLcBxvQ3fx4vMbEfXUTMb\nTW4z5GWT6anUJ9CTKRF5mcun/oXXJf6KP8x6W/pK86nmr8Zv9i4rQDF3EY1p9xDeauN8PLCQOIV6\nQtlyrjvmoYfdf8dr8BmUMrkoXjeKul69E69PpQIZA65f9fE5p2YJ/XD0oDKVbys+09RifGKSjApw\nXP+Kt25+e7z7WbRf78y27RwMSt2SnfWzL4UQfp7+Aj6Xlg68PlWcoUtm4rr+3F/kYTF+fI5Ly/NI\n4MC0tJnqqrPx2X/TZdvXXUT19N8CB5nZcWmrPxZtM697GNl3qOWQ9Nf9wAlm9hF8JoqesHNKxCQf\nBQ42s5vxSsJGfArtN+DR7dvxm8aU/8K7RN1uZl/B+x2/E3+ydVKB9uGdeJege83sOnz2pBK8L/Vp\n+JOtK/AnMbdH3coew6cknYE3R17E7lM9/hOfTjQ+lf0CfOC+v8XSvR8fW+ZeM7sqSnsKfoN9XQjh\nnjz3699m9ic8+LQMGI1PAdqBNxsmhLDZzN6KP1F8ysy+hz/taMD7S5+ODzZ3b5bt3II3vb4h2tcN\n+FOZE9n5VClfH8Of4txqZqmp7E+lf/2Svw7Umtlv8EDeNnxmjDfjzWyvDSEkjR+QVQhhvZndAbzN\nzDrwprrj8IrLInb/gU4pB/5kZj/Bx3Z4Nz4w83/E8n7OzN6Ld1d73Myux6cfbca7BZyKT0v6Ypby\nrTSzZ/EbgWfxCtymEMItIYRbzeyXwDnR053fsXMq+23xsmQxoOMaQlhtZlfgzcXvjbocVOLH70n8\n+OXbOvGX+HV1m5l9G59x5gT8ya6msBeRV4J+1b+iVp2vB34PfN/Mzor+vRUfX+Zc/CHxG/P5TczR\nt/HfNYBL4oPS9qG/dcf++AVwvpn9GB+wehQeGHgpy3vWAX81s+/jN8Dn4y1szo3GpyxU/QoyfM4h\nhMfN7Mt4t7V7zOxGvE7xLny8xouyDEGQMqDjGkLoMrMP412n/mpm1+LjYp6L1znGkv/veMHrllEQ\n7a34rGaJgbMQwiIzexivH30k+IQZ9+PH9X/N7Fa8V8Nfgk8okm1drvcX/RJC2GDehf/cqH74J7xO\neC5eH4u35HkMr1NdHAXtnsbPv3dEaeemZZ9tf5L8F94S/eboc1qMz8R4Bn5vk6lLnbxchH1gyjS9\n9tyLnVOp/mcf6RKn08Sbjf6BnVNhJk5/GEt/GPBlvDvYKvxLZz0+vfcHgLKE98zEm35uwPsb/wk4\nth/7mHFK71iaZuBLeDPgDvyH/xG869W0WJqv4d3d1uM3w/+O0oxK2h4+Zsyj+JOf5/GncSUJ2z8A\nn559XbT9x4H/ZPfpTxOnmEz6fPDAyp/w/vOdeKXip8CchPfPwrvHLYvSrsSDXR8HGnI8j/6MB+/W\n4U8SZpAwtSgZpg0nw9SceKX1drwCuxYfvLIl6XzMULYT8aehj+BP8bqjv3fh3eviU+tmmzY2NQVr\nfHr1ZnwmklQXuEfwSmJS2tQUntPw6ehXRufF/cDCDGU/Am/lk/oMl+GV1/9HbPr3LPt+KH5tpfrp\np09BezFeaeiIju0vgZk5Xlc5H9c+Pvf34xXmDrzS8u5o/wKx6XRJmEI1W954k/R/ROfNanxa4rYM\naTWVvV566bVHX+zh+lfsfRV4QOGv0Xu34w80rgbaE9JnrEMlfS+TfSrsGrye0J30XZ6lzP2qO2b5\nvdmtnoFP6f1lvI62Pfod+gj+YCo9beq3/Vh8fKIXot+uR4CzMpR9oPWrrJ8zHoD4Z1T2jXhrlcMH\n6bgmThePt35+NDoWzwOX4AGmAJyecPyOSMgjqb54DLnXLfucyh5/sBbwGd6ypbskSndm9P/i6Dgt\nxVvi7Dgvsq2L1vd5f5HpWsp2PuOBwGvxuttWvHv+fJKnsp+AB0FXR2n/ij+ETrp+s+1rYhnxrmw3\nROdQJ/598mmgoq/vi76uWb32/suiD0hE8mQ+48G/8adigzEdrbwMRa1kPg6MCT7VrGRgZlfjT65G\nhBBW7+3yiIjIwEVd85cDfw4hvGZvl6e/zOwCfPKTI0MIfbX4GdLM7KPAZ4GDQggP9pVeRPZNGnNI\nRET2iPQxvKJlrXiLu38qMCQi8oryFnxSgG/t7YJIYZhZWfr4g1H3pYvwlioPJ75RRF4WNOaQiIjs\nKQvN7DN4d7aleNPnd+BjD12c7Y0iIvLyYGan4GPyXYZ3P/rtXi2QFNIU4DfROIpLiMZewscbekco\n/Kx3IrIHKTgkIiJ7ytN4ZfId+CDj24G/AZ8JIdy5NwsmIiIFcxU+9sqDwAWh74GS5eVjJT7xyTn4\n1OXd+Jg6/xl89i8ReRnTmEMiIiIiIiIiIkPYPtFyyMwUoRIREXmFCyHY3i6D7Ep1MBERkVe+XOpg\nGpBaRERERERERGQIU3BIRERERERERGQIU3BIRERERERERGQIU3BIRERERERERGQIU3BIRERERERE\nRGQIU3BIRERERERERGQIU3BIRERERERERGQIU3BIRERERERERGQIU3BIREQGrAqYaoOTdxHwhuLB\nyVtERERERKBkbxdARERe/k4tgpE10Lgd/tJR2LwPK4J5tdBeDHevhwe6C5u/iIiIiMhQp+CQiIgM\nyGxgnkFtBTQ1w5Qt8IPlhcm7wmBuGUyrhC21ML4KXtMFn1xWmPxFREREJLsi4C0lUFQK39u2t0sj\ng0XdykREJG8HAguL4IhGmFMJ46th5gj4jymFyX9iMcysgHEV0F4J7WPhsDFw5bTC9WE70OCIQeoS\nJyIiIrKnnGEweRDu8KcWw7RqOGIsfG1C4fOXfYNaDomIDBGnFcGqIljUDSsLkN84YFY5zKqGnpFG\nc4OxoLyX5yrhma1waTVc/tDAttFeDuWVMLHBoDKwqdFYHmBURSk82VmAvYAF5TC8BM7phbIeOK/A\n3eJEREREBttc4LBymDsSnu6A760oXN6jS2FGFZRWQ+8wuGg7XFWgVuIAU4CnC5ed5EnBIRGRIeBk\ng0NKYNgIWNoLP10JL/QMLM8ig/EN0DwCtg8P9I4ooae+iGlVvZRvNbpeLKb5iS5Wbwt55X9UOYyr\nAWsyNowuoabJqK7pZYwVsWxNOVCY4ND4YVA/DKqKoLwY/mcYXPzvgmQtIiIissNJBttL4ckuWJ5f\n9SjRROC4Yji6xlhaHahugqZ6+OKTA897ZgmMGwazmoqoagisqwscXDqMq5ZvH3jmkf1L4fwKKNkK\n5Qbv7SpY1tIP6lYmIrIPaQfeVOCZuRYYTC+GCSUwswrmjIX3zoD2soHluyR4xaNsBPTWQ2V7L93j\nSugaV0JNyzDKW6o45bCavPNf2QvUQnUbbG2BraNL6GwrpaelnMZJlcydWDqwHQBKDQ6ogXkNcEAz\ntI4vYkIbnDV1wFknOrEIjlQXNhERkX3W8QbzBqEJxckG8yvgDW1wwTgYV8D63vHlMKcRhrUWMa+5\niOPbjUPa4f/NHnilY2Y1jGmCNS0llIysYNSYcupHVXDKfuUFKLkbWQ6ttTB1HEwZZXxgvCpLe4OC\nQyIi/dQAvGYQKg2VwOFFcHALvH8kNBao0tBbBKVl0FoF+1XAuHqYMw6uPMaYUTewvO/tLGJrrRGa\noasxUNwC3a1FMN4YNn44oyfW5p33om4Y3mKEZmNlI3SOMDpHldA91bAR9RxwcMPACg+MLIFhbUbt\nJKN8ktHaXsb4djhp7oCz3k2deRe2MyvgG8VwyCD+Ap9ocK7aBouIyCtQJXCKwXGFi03sMAt4XTu8\nrQ0G8HxrN5MMZpfBhGEwuxbmToKPHghVBarrNTfB8InQ3d5Lx5RhNE0uY9aMUqZOrBxw3kuLoXGM\nsaa+iHWjq9jYUkP55EoOPrCpACV3bdVwSJMxc7Qxamox82cNXiXpfSVw/h6Igowc/E0UnIJDIiL9\nMBE4oxj2r4L/NxImD7D1TdxJBlMrYFwpnDYerpoNIwuQ/3KguAm6m6GmpZwDG40DJho0FnPm/GED\nyvsPL/byTE8pq4qN0tZAVXsvneNL6B5TzPbGeuomNDDvkMa88u4O3nqou95YNwx6JsGWUSV0thWz\nrqqZ5slVVFYP7GesvAyW1ZfQObaIrunG2oZmZu1fROss+NR5A8p6Nx8aBkdUwmF1MLkZTm4vbP4p\nJxTD/GKY2QjHVw/ONkRERPaGUXjLngX1cHgjvHFEYfM/oQjGNsHMKXDVAfDGMYXJd1GAjiqoqIbp\ntcVMHg7zpsJVJw28FTTAiyVgI2Fba6BonLFtTBnF0yuonVLPaw4fWJRrbTeMajO2jjY2tgY2jKqi\ncnIjVZPrWbBw4A/qANYPM8rHl1AyqYyGiTW0Tini6+cVvvVQo8FRNXB8I1w38LhZRm8xuKAI3lA1\neNsYDAoOiYj0w6HAtDo4ZAQsHAnvmAjnFGjWhqYSqC6H5jKomw4HTYQPH1LM/gN89PBUDzQ2Qs9Y\n2NgS2NZaybCxw6ifUklzaz1nLsw/ArWmExZ1FLGpZhhPbS2ns7YUmkvpmVREV0MFtdMamXzQ6Lzz\nv/8FY0lnMSvKjI110D0+sK2tHKb0MOG4Zl77rnF55w0wpRlW1hubRhrdbUbxjA6er5zI1HnlTN1/\nQFnvYmQxNDTA5MkwdhrMnF3O+EGa7eOddXBEOxw8Go54OT62EhGRl70a4O2lcGSBW7EOBw4sgdGj\n4LhWeO80+PQBcMjwwuRfXAnjyqC+FWpmw9kHV3DOwQNv3hOAUAc1LcamlkrGjyyjbUoJZc0VvP24\n/FtZpzy13XhhWDEb66F6Tjed00vpnlRK+aQm2mcPrDLw1Eb487piOhuL2NpWxLaWUpbXjqZudgPj\nDixMRaOrMfD88FK2Tyxj67gqJh1UTOusEi48syDZ7/D2Sji8Co5qglFT4OyJhc0/5YwKOKa1mMNb\nByf/waLgkIi8Ys0HCt1leW4x1FVCbRu0TIQ3ToFTxxvnzR147WdROXQ1QG+l0VZnhAlFtLQ1ctSc\ngT9V2lIBjIbt47rY1lrO5tYKbEwtwybUUDViYI/dFm0IbK8tZ1NVLf/a0M4LXW1srB4Ok2BtTStN\nB7Uw+Zi2vPJ+fFng789X8uLWKtZWlbKpvor1xRX0thlFbU1UTRhYhap6BGythq1jy9kyBmz/LpY2\njqCjpQUbVcsb3zbwChtATRlsbTK2TDWYATa2nukzinjPgoJkv4MZVE2GYZNg/IQi5rfD2QV66iki\nIpKrdmB+GZw9Ar4+Dg4vUCuNeeYtY0sboGgOjJkNJx5QwjFzCrOBR4ZBqC1lUk0Z9WOLsBEVTJ1S\nmMjTk91QMcVY397FytYRFLfWUL9/HaMmNzN3zsCait+3KvC3DeWsLCllY0MJJeMC28aVsbaphbr9\nRjHrqFF5590b4IHnAy/0lPJsCfRMNzbWV9IzeiQNs5o45M351fFSGkrBhhtrRw5j09hSumYYz5bO\npP34Kg48rHBN9CsNRow2eg4upXhOGe0H1nP8wQXLfhcN+0PjlFJmtcM7Bqml+GBQcEhEXpGG40+r\nLqyBd9fDKYW5x6e4Gmoroa4CSsdCyX4wdno1UydUMbV1YE+W7toCGyuhY2QRob6OurElFLeUMnry\nOA46YIDdv1Yaa6uLWV4ZqJi9na1t5ZSOg+rJTTRMHcHkOfV55/30sh5e3GKsr6vluc46lna1sSy0\nwYQalttw6ua00jg7v9ZD3T2BF9YENlDHE0urWdYziucYx5a6elYPa8FqRzDlVfk/ltlaClsaAmur\nitg6qoyuduhsKeH5ija6R7ZROaYw7dW3F0PT5CI6xxhFE2FjWzWT5xYzv8CVksPaoGMM1EyHsoNK\nKBteSnmjBh8SEZE9pwEfeLmtFY6JulGfuV8J+w0f+K3nM0WwvALKh0F7I9h0GDGriPZJwznxyIFX\n9v6wBtY3lbG8dhSbaptpnldKTftIjn9Vfl3k4zb0wnPDSljXYHSNL2bV6OH0jGmisr2RpikDC7AA\nPLc1sLqqlsc2NfMcY1lf08T2lnJqDhjN6MPGDijvxct7efKlOpZ1lLO6tIaeicU8V95OycGTqR6d\nfx0SYF2XT27ybEUxm0eUsW2asaR2DNuahrOmYiQz5lcMKP+U8mIoGW+sn1BK58El9LRXM/PoIs4/\nrSDZ73DsGKg7tIjuSdVMmlHKiJYCjkExyBQcEpFXpEkGk6rhpFr4wBh4TauxcNTAmxH9ogs6qqFj\nGLRVGzYBWuZso21aIwcePLCB+XoDLAGKJxSxurGJDY1NNM6upqilhkkHDaz5x4PLAvevqOCpjmI2\nNnbB2B46Z5SwvKSFhrkttA+g0rBuYw/PLO9lfVklq3orWMFInumczPrNzZRML2dFzQRqp+UXwOnu\ngWeWbOPZFSUs397AonVNLGM0K7aMYklnMz1lw6mZnH//rEUrjBe2lPCslbBx+HCe6W6Dmd0sq2xi\nQ3EL3c0tNE8e+IiXc2fA5lbYMKGEzfsZvVOLWNY6jvqpFRxzWOGmK2loht6JUDqpmJ4xxWweP5zO\nysKMZyAiIpKLdcCYStjSAGEeNEyB/eeUctqCGhrqBlYX+3MP3F8Gm+phcyimtq6IqrldlI2rY//D\n22gYObDfvO4A28cXsXp4CUurWtjSMpzy8dVMP2E6pZUDu3V+cCXc/UI5i4oC2yZvY0NLDVvG1FI7\nbzT1swfezPeR57pYXzWMFaWNPN0xgReYQO+YCpZWjaf6oIk0HtySd94vrQ08vriLFzua+dfyVtbY\nCJaWj2RV8Wh6ascPuOyPryliTWkvm8dVsqa6mo6xJTzNRLraJlDWMvDAHMC6bqicVsy6aaVsnVvG\nsy3tjJ0fGDGxsMGbyiaonxfoOriG1Y2NdNYUJri1J+hxooi8Iu1fCVvrwGZAbTUcGYrZ3FHMsoe6\neGJpb975/r0DnquC2poilhfVM6J8M4woYsuaeqYf2cj+q3t55N6X8s5/bTc8V1JEzchiNtWPZHtv\nGXUN1YxqqKZp/IuseXZbXvl29sDfngvUzWrmwZWB4cOb2FxWTu94Y1vnaOoOCJQ3P03H6u39znvD\nusCSZwN/fzTQtH8FxdbAtu5Gyou301lcwcpQTVFJIyNPmMfK2/7e7/zXvdTF8y920koba19qoLhm\nJL21jaylFkIXveWd/c4z5clFgRHPlFE2rYph3S30FFVR3FHPqsomtnZX0zMGaFgELMt7GwDPrDZm\nlJazqR3qmqF3XOCl7fDWaYgAACAASURBVM2s2lhGUeMyYP2A8k+pbIXyucWs6BlN16gNvLSqiS0V\n24D8zhuRQqs5YnAqyVuX7Dco+QKEFQN/op8x7+FrBiXf0hkPDkq+AGM2bx20vJsG53CwbmANG7Iq\n7hi8Z+1VmwZnOu/arfnXg/pSt86Px4ayXrrKA6X10DMDxnV3c0BXLQusmJ6fb8gr77Ie/9uzAtbP\n72FpdQ0rNo+kmZXUzexi+Pbx7L+im5HfX9TvvIsJO/79eFcZo6t7qWyup6uhmO6iRorqeznowjmM\n+9o/+5VvT7wtRjcsX9zLU+uHU7W1l/ppvWzuqOCF59qpO3w9J5y1hrqfPplz3r3sen4UbSviHw93\nY9Pr6Ohogq4GinqKWNU4GkZ0Mm/qZOoeyK2OWhQ7HtHGWPtCB8+uraFnQy3dNWPZPrKajUsMqxvP\n0YfNZOR9T/WZbw/J53T54mIem1BK3YZmqsrq6GooZ3nPSDZVbmVUbRevZ1WfeW8eFvpM82RHMa3j\nyyibUMyangYW101ifX0vJwx7Luv7usr7zjulvjWwaUQtob6Ch9eN4qWWlSyo25yY9qWOXh7Znnve\ng03BIRF5RSoqhqpqKKuCngkwvKKHuVbJ0bXlPHHDxrzz3dIDf3oJDjwcFhWVs6prPPXla2g+qJOV\nqyYx86SSAQWHfv8UlLWVMvzUbZQ3DWdrWRnrl7dhkzs44LwDuP3S+/LKt6sbHl/cwfDF9VTtX8Pa\nLa10ltbRM6aC5ctbKDqginGvXsfTP/hLXvmvWNrFE490MbbZoLqMkvpGNpdX0/jkZjaNH07P9hWU\nto0H+h8c6u0JrFndyeKl5dQ21NOzoY7eska2ba2jt2MjHZWB0vZWuhYvzavsS17oYsSaGkqXN2Nj\nR1G6vY5OylhfGdhYXk5Z+7PwwMCCQ48vCczeUMnToYbtZRWUVNTyfHkDm6sr6a3bSqGCQ2t7ylhb\n3URvVysbK6roGl/Htur8z0eRQms+tDBPgNOtDgcOSr4AXRvnDVrePW39v4nNRd2RSwYlX4Apqwcv\nODRh8eDk+8Igjr1Wtmnwuow0rRqcwNOotR27/H/jhsD4UlhVbpQMsDFr2/ZUN/jAC+XbGG7GrMoy\nykZ1MbI0sGBcHes3l9B8z5Z+512xJToem+CJ5dsYfXgxK0MtL24fS9HEDlYuaWHCmXXMXdJNwx9X\n9yvv8tC149/feaiXY8YW0dbawaaKSazeUknp1AomLuv5/+y9eZwcd3nn/67q6qP6vrun5z41kkaS\nJVuWZMknNjaXOQyGxRgCBBLy45cs4chFsmE3ZBMCSdiEY8lu4l1IOO0AJtjg2zqs+xiNNJr7Pnpm\nevo+q6tq/5CFJWt0TbcIhH7/p5eqPvPt6urupz7P830e3sTpa9ItcuH9kR+H70wYcWZcWJbbKdrd\npCMOsqqHusgir2HyqrVVXvVmLcDT/QLHjuvYtsqINFAyy5Q1M3NLHtqcDdzD1Y0xNXCxgZhfgi8N\n5NHX+CmUWrD3K0zLLkxqiYeyZnxceTSXcin7YQBeXGNmYNqL3dGCmPcQ9TmgkMbbrHM3g1fUXvKU\nr3jMUNLOgOqmoFrIrhPpS7ehOAq8xnP5WCnnUC77/+czZhHppwvdrZMJB3HPZLgttHIV+ovRIhTU\nq9a+3vzKmkPOdSKyr/pfuJnY6sv1roQ+0XXdtEtN09dFV45cn6AHIJC98hfAarFf++/VFbmOiSUs\n2euTWQJwXKeCA891LGSoSwnIwJRRY1AX2OWWUMJgNWu8YYuVJcWA97HVZa1sKmTmdY4WjLQ0iKQs\nRqZLGzDW58FuIdTUxH0fUFj7T9eWWQIw6DpoMDdSYiAm0rZBI1G2s7jsQm+UEXsz/OZtXdhfHLpq\nTeH8DE1CZzBaZk71MLfoxuBoQlElVK+dhSUrRl8Dn7yG3cYXaC+oHJsqMTkpYTBmMUbs5AUPStlM\nNuZDz9pA9fGpVwcyl9R+VRZlOs2je5fwuTtQTS4UewBr0kVJKJK3ufmgxYeLuSvqloUVPivjCs+N\nCRgWHeieEDZvgNKimbRSJmO3cUuoiSZh/xW1U9bLZ35momYmc0HiYgPOjEzcKZIxGgkHFD5ku3ww\nWLzKnW0pu5PTSiM2XzM2g4NSxEaDPMN7vRe/rzMFnWdyvzjZqho1atSo8fNHUKEnrbHWCpPtMJwU\nUXJViCvTAotzErE7VPYlI9S3KCzKQXDLnLlJIfBCX0XyznEjzw4bCN2gErOE0AUT5h6Z4pKXI90p\n7r5Gc+h8XjtaZu+wg0S7CUeHykLYSTS6hljAzMQtEzTv61+1tlyCdSN5TkfbsLr86EIzpaLMiDFI\n0DpN3mVCTq6+InrnoMqX+ss4fSo0+InbG2g4Gidt2ciCll61LoA8V2bXySTPh5Mo/nqaJ5dJWu3I\nqsK8PYyPyp77WsfK7F62YY5GMHrrURehUApSbgsBj1ekfQ7jtMpEMUI804BZl1lOiyTDJeDa4/ZL\nIUoOBs3dlIoaiUiI4vgiVWp9et35lTWHZJ+Iva76L1+9jm+9tnD9ZuFpvuuTBZLrL1+iVwnu1PUz\nh9zVSeJfQP46ftps17GliEe6PsZTULx+D6VtOQFKMLgkkNyhc7jsIWLTKHlcFB0mmt5owBG14Dxw\n5RLVV+PUIJ8UOLoH0j4DvpCO5HJQkEIUAiZmYzKmYI51wolr1ja+fEna51R6414yYz50h49SxMxE\nvotyp4QYLNHD8FVrXmDgKOAczPH0PoXQ3TaEvJe0M4R7KM+i7ARjiPDWzfgPXd0PpHC+kZTQqRtM\n8teNSSyOVoxnVASbQExqQJoyoYpNqLpCmzeIdfnKlSwXmUNzRSbmihzeF6UotaD4/diXfAi6gYIW\no0G30nwVxpayUjlzHqb608ze50NbcFG01+PM2xBSyywIYXz+JtZfhXbsCuXM0QWFiUIdYq4Jr8FD\nMaOwqLuxSUt0WS6vn7+C8XSOo6KPacWHxdWM1RJCzaVwWOx4bJf4HNfMoRo1atT4lUY3wJIJAl4I\nNhhovkPjiX1GhInK4+ymGSMHFnRawyZipQby3gBzxgCJxjhnduh0v3Rq1dr1wxLZF8r0RyyYvWV0\nUw8Zs4V5twW7e+UtPFe97mGFwbkSI0kfjlEfJZeDebOXpLqGXu8QzazeHALoGS/xgxfSTBotSHIE\npeQj4TKTNLSSa2hHTlZgPs2Vef3JOI96oeQqILTChBAhPZEmrtaT9ziQ46s3iTYNJnk0tEDmZisp\nOYK0kCaT0dBLrlVrnsM/WmJ4TMdjtZGytBKIl8gvKjhc1as4dc2rHE3VYYqtIRgTWTDIlP2VmWav\nRjA30G/sxhefZ8oTwD9z/Z5Zq02tIXWNGjV+IRALUB/VadJ0qlVc2RQXGS4LTFskpuxBZu0R4q5m\nVH+I/nUdq9aVgRuHVQaPaQwsCsyKJeZlH7O2RvL+MLPGeqZ2rH4MlZzXOTUkMpz0M5GqZzEZJGZ1\nk1QiDFgrM4mbhnOs37PE0P4Mp4cNzOp1zOUCFGlB0RqIWlf/A+ybSPHuU/MsTRaIxWSKYyKlEZHF\nJT/5pAdFi5CzhVatf9fJKZYn0yiH5kmdLjBf9KJMmciUm86OuaiArSMpJvbOMTVjZSbtYspQT3wp\nTHTKwXyhskbj5wjNFhiKuhlPBBmUO5lY6GTK2IEWWf29+GpMJTsDpRZGzfVMOjoZHnFg67tOTTxq\n1KhRo8Z/CHJukdMtFrLtdpq2mWh/KEIuVPlvn6wImF6wcGhC5ci8zJSpnhlzE8nIWo60bqhYv3FU\nRTiUYWBCYCqaYyTlI5bwMWhopm/Lroq0dx5YoPDTJSZiDman6sgu21iyr2Pes7XidcuzZe55cpLZ\np+c4PWpkRGlD3Gskl/EyJ3gq1m89ucCWsSViIybUQyWW5q1ksg3khfVkzYHK1r6Q56PHR8geXSI6\nbWBxwkd6KUDSuanidctZjbc/M8LsWJ5o1M5svJlkJsT+o3nypupkwmUNBvcXGY3XMZDpYX6xiURq\ndRN1L0V5ocxpy1rGJpsZPa5guPqdgv/u/MpWDtWoUeMXi+Wyzpss0BqCpfU6/3xMRE9WVtVgUWHp\nmMRL1jJNTTZC7S4W5BCpOiv9TTm6gqN4FuZXp53Suf1Ykn8OhwnXyZjTZWJOGxmDn2yTk9MhnUYO\nrnrtO/Ys8BNvEWePFZwNpHAT97pYsiRYCrXjj66+dHfj8DL9x2IMyjFUm8a4tRPHhBFBr2dMa2L9\nqpWh7eQE93iGedS1CclgR5UkVF0jF7ejFIMVVarI8SwfGhjjq+ZGyt4EoiNLPOUilzOQNoUrWDX4\nlnPcfGyap8zT5F0bSIsS6bSXhMkJs9WZJtYkwBPH0mjBMHqoEXdOYAEL7atsMr4S8kSSkXSI0Kyd\npUUD4gkdvVTLA9WoUaNGjUujmASOGTRydhPesJdcuJPoR+po/dNvVKzdOayj/SjFS0Yw2SUyQS8l\nxcJ8XYhY+BS++ZOr1pZjGreciDPtTDLtlBAmiiTEMIqlh3Fbih72rF57NMsb8mf4rN6EobsZzekl\nbvNwpNjKW+xNBDKVPfH7ZnI8eHSU/2k6Q3pzO8l8M1LZxJg8Rw+r6y/5s7Wny9y15wSPqfWkOl4H\nukimYMEcDUP+6noOXY7mkXmEUzNo/mZKJSskPBCNV6wL0DqwSIflAPsyG8j5A4QGi2h5B9gjsFz5\njhRLocS243P8sM7IdEcb/qEF3MnV9ay8FN6pJcYWvJDUSY8N45z55UnS1SLGGjVq/EJgswok68C4\nCTq3i+z8sI+Cv/Imj/4RHfsxjWMDKodGjQwtyczQghLoZnT7XRVpWyZy3NsXZ/B4gfmojfSshfis\nh5jeSlRsrki75eAsXY/3MbF/kaGkl+VZP4lEgJy8lqxrbUXa8lKWN54YI3VohvzhJPpQicUpmZTa\nyrzaUpl2rsBdz7yI/tTTzM2p5KcMCIMq2SUvhWQIaKpIv2dklHtHpigfn0MfFEkuumFShUzluY47\ne4cpHx9D2TNHuV8nOuvGcEpHTzgq1gaw5HLc2r9A7FSSzIky44teMqeAmept3fTFU+SGCqRP2Uj3\ny7QPFjEnVmeA1qhRo0a1aKzuro2fK54ydP4C9vXXYgoPzOVptFReb20E9JjKninYP+LhTNxHvK6e\n0S0PVL5QYM1ghm0vLjB6JE3qxRQLMy7ypXaixspiJQD5dIIHH+9l4luHWewrkz9jYCneyKyl8kby\n/rkU73/uKPGDE8xPlFB6dfKZRjBXFsuco71vlNf2jaL1zlM8pVCYdULeXxVteXqRP9m7h8y+YxT7\nixj6dYqzKpSrM6lu58n90L+APlRGHUpD4uobNl8OOVngLQMTCEcG0E7mWJgFfURDroIxdI51SwmU\n/jTJXoX0KQsdJ6r7BWUppSjs15mY8LNpXMeSu3JPzF8UauZQjRo1fiEwivCsTeBESGCxzUL4PhsN\nX9hesa4lrxM6mUI4WmTglIHJPhvzM24WrZ0M+m+oWL9hzzj3fv8kIwcWWBrQyY2bWc7Uc8i4nph3\n9YGJrOvcOTRP0/5BEgfHmB1TKIzYyM1ZSVvXVLxu//gUv3nwGKnjUcrHsqjjUJzQ0ZXKKnAArIrC\nZ04eQz+0m/RwlMykjD5jRJ/Kka1C7HD3wFF2jpyhPJJGmDagRgWSqcozYXImzSfPnEE4PkXpVB5x\nSkQZLcJQ9cybdcOn4cQyhV4jxV4JcUonNLa65ugrYVEylAYKJIdkYr1BfOOrb8hZo0aNGpWiliU+\nEvRw/6CAZ/U9di9JsfNGWj+8jjveUJ0Kz/MxuNt5x5Ym/luLmbuiYJmqTO+eN155ktO1INoNxDfA\n5i0iD95WJFRf4UN/Apx78ux/zsLR/V5Gxtdzcv3D1VkssPalQd72eC+x/jKFviLZETPjSmXJrnPI\ns0m+sPcknXtPkDkeQx8wsnvOTF6sfFDQxtFRfmfPT1APHIbeGPkpM3Plyrayn0NWytz90k/Z9dQP\n0HsHUUeszC1ZrnziVdI8O8LHTz9L6dRJyqNp9LEFsuXVb+8/n4dP/xD6n4ShOOW5ImSrtyHJF53m\nYwPH4PgE2gjoM9VtrmpJTfC2Y7vh+DJLYyLMWqurLyjkd8ukDgbw9x+tqvb1pmYO1ahRoyIicZ2e\nQnWa2koKPD4l8kSinhfi3Yw13Mz47/1OxbqWvMrWg9N4npwkegaW+o2k5z0cjgVYtlWeWWo9Nco7\nfvgi88cXiI5q6GcMFJJ+ohUGJXJsmXcfPc6WZ16Ew5OovXny8QbGq2CEALTNTvCJJ75B7nAf2sks\nhWgze5eucizWFWiOjfHJ0T604T7UuRHUJRU9rUKp8qcDuRjn4ZPfRRsbg9E0LMdxJStrPnmOptl+\nPjB8DO3MHAypaLMa4Wh1KocALOUkdw4MUD6QgFMCxT7wzV55POtV61PkttE02dMS6bEinvnKmmbW\nqFGjRiW43/RbLN6xnvGdduJVnvielt/J6TV3knsqTujLGubq+eykPR+Fhz6K6cY25h1BNE2k0Lh6\nvYTnbvYkN5KSXzFDTLKIVasgfjKL/MDk5fvWNfy0HKG/o/IePqZsnk1PHaGtv8jIixl6e+FfA/+b\nhP+9FWsDrDvTx8M//T7pwwvoQ4tEU9WpwAGQl5d4eN9j3H/gu6hDR2BeZMRSnV4yG+dO8fe7vwx9\nhyGaI1GQq6ILIJeLPDz0Ix48/RT66ADEq9v1pWfxEJ+Y+BZE90Euha1UnS1UsprnazPf49a5f4PF\nWchU1/1dP/UTPj70XfSpOW6ZS1VVG2D98tNsOTKJNlkgHH2h6vp67zylwePUKdWZsvbzotZzqMav\nBC6zkfcXyzyV0Dnlrr5+OGLCPV/iTHUqNX+GxePi4bo89cfLfC+t0Vdhb8DgGomFgep2zK+z6tx0\ni8DNdTr/66cGxNLqL4KWAMNxAz/1WcjrLUy2bmbB6eNt28B54IsVrdMSz7Bj71HqhXYesVso2zww\n72ex3ISXIxVpy5rGuvFBPpz7Pn/bpKBbNkO0ifFCiHUVKYOcjPKe3r0QFdnrehAt08TccnUibGu5\nSNvCEJ9I/wt/5TWCcAskV5c9KaFjetUksJ75Z/lUosTnHBZ0aQ1kcqBUqaGgmkFf7AfBBqodctX7\nOds8sZsHUmEexQZmN550dQ2WnYsHeDJ7A3q+C6xxLEp1s0qbUgd5Nn8XbxX6sKhXP9muRo1/TzYa\nNDLBZkbnphCs63i9d5LI6WX+wVllR6HGRbzD4yc4Ns2X3NWpWFCDt5PJ3Y51+Vs8c+Zeig92Uiqs\nvvfLSkwu/iMD9lluEPZTJxuYs8K8ApW08lWUbpaX3w5lF6dd97CuHOPU4g/pTc5xcsO1xzaaotPV\nZWbhtvt50fxfeeFL42zLf46c77Wobw7wPt+T3Hf6WfZ9WecHa0yopmuvUjVqbnav/x0Wv3KEgNrH\njrIVk1TZBGKzUKbl4D/xPv00w/ntPIeJ7dIE7ip9FNfFT/HXqW8zJnbxt+kg26Q7WCc9XxVtuZzj\nTfNP0GqM8ZfCXfylfhN/I8Tx66MVawdKEzwy8wj/JGzm7wUba4X1BPTVT1s7H1krcnfqe7QKo+xj\nLUuE8BOtijZAj7KfT5RLfF64B5u+XDVdWY/ysPKPIDxAQxWu8atpKzzHr+MiHrZClXdmWYQ896p/\ny9HQnWDPw1h19TeWnmOH7dqnIv97U6sc+g+IQb8Odbu/xKhsYNNvP8TdD0lECtXXz930bm5bV8dd\ncQjNVlG3/oNs/8O30frabhrWaUxUoeKx1LgO6U2v+dm/g1UoiDjUauJbng76u9pxvWdLxXpSSqHx\nh4O4vj3C0tdOUXxpgf2W6ux5t6DTtec7vO/g0+hHjsLoElPFyqY2nM+6hRN88fjX2TH4HKQmmc8H\nOe3YWbGunJ/mPRPf4xMDP4LpEciZ6JPvrsKKwarl6cke4ZOzj8PcC5BeXQXOhKgyJF9sPPYU9vCp\n5cdgeQByCQLqtX9IUoLOoEklZtAoCa9kWb8W/wGk9kBmEoc2sKp1r4SsRrkr9hi3JH4Cc4O4StVt\nJGjRpvnPie9AYg/vilf3gQnAog+wcXmAlvxTVdeuUeN6cW8iT/faTWQm3o7ZtIPuoIzrZAKxWL2s\niz1vh/L1iZE2evLopipniK4j71cVbuz5TYqLv8FY2lA1YwggZ27nQPwdjJ3+DXwzz5LbW+F+LEDQ\nwLo9xL43f5qvRE7xo6UGhKQN9Wicl6YyvOADzypbtSjeDcy1/yG7s3/HwWObiMeiONwnEL7/Y45/\n/zlOzl57Us2R1fgYKm++uR6layeOmRTheSPjY29kn/N+xLllZkdT/PCIn+NhaVXGEIBBEWkfSrJB\nupVy7xt5dNffcfCPnqRwy+2r0jufOuEAt1q/yJsL4+QKt1NUuyrWPIesHmed8h3e4n+JA6+/m7ze\nUjVtgB7lIL/Z3Qv314FcveDfqvfxevEJuLeJzJrqXQ8AmQw9+ovU+UXm7dWJ8c6nRz/K57V/YoRb\nqqorE+dh/ZtMU71qqp9p6ynqxW/zaGszeak6k2PP52imAK5BzoQrmwS8IrfmGbqtrfq615la5dB5\nmBWd93dKfKn4SdTRYQyWORrv6+Ij1scJ/sMsfyNLnLFV7qfpukSrkmPcVP1s2I2WDDFbifHY6sdR\nX4q15TJnBAHdUP193WX99Xz2vhMIj4zzJ3XVqSxQ299OebKdrBJgxObkSOdRnvL3VkW7bOpGyfhR\nsONs8tAk51gGbBVOnyxbb6ew2ERJ6WT2rp1M+XuZTuzjq8OQXuV37hscAts+X8fHjF9m73c3EX7h\nj7Hs+DJ3f+AMHzz5HfJfnOcLJUiscjeRkBM53nk/3/mxEw/DrA/fim3+b1Yn9jImtUTj0ad5lzHG\nieIsBwPruUPYgElf/USL81mzvJ8/i2foK3fyTd3LFkMLXmG8KtpyeYr/tPANtotx/gYva7PV2QIm\n6wo9hf/NJzjF543bWF+qXh8cgB71Kb6iLvERYRt9bKaHY1d9blrUsJl1SjIM2Mq0JQwYy6+sr0fd\ny1fVGb7BzVi59vewJOjUm3XKJp2iAmZFQC0akLXjfK2s8HWmCa5C93LI+iwPlb/BvqDCuAPWr344\n3Ir4xD6w/ojBN99CeOQt1Pd/v2raFlHFzxO4pat/D2vU+PfmcyYZ4dkfYW+GQgK+cBTYWZ2+HufI\nyBng+lQi9cZlqvutfH15TjAw3vdVzAE4XMWCYlkXiLzOz9xMhlBxH67So1QwMOpn1CVEFvxBTNs2\nYC7p3DJ+im7Tx+DcDplVhOdiCV57Q4SZ1+3gJf1WzIYw203foZRL4p74fEXr1UwCP1k2ob1UJHny\nB9RNPEO48UecMv41jfYEimzg9FMvx6SB1cfVxtgMDT/+QwAy7b/BzNINGIIK7i0ShcoGXv2MlGLi\nB0tBNtz0HTYKX6M9+eXqCAM95izfFw1g+Z9sc7zEuqU/rZq2K2iBOg+Pmf6SWywn6Vn+XFV07Y0d\nIJf4sf4ubrVsYWPhj6uie45WNc8+toCtkZ7sX1RVOyvU8Xn5Lj5RWktP+b9XUbnAV80PcMp4Dx/O\nfLyKutCsFuFwkX8WPsav8+mqau90TrN47P8DgwDWb1dVu3fvBt4iG6E6jwE/N2qVQ+fRoui4nE4M\nVi+lTJiyHsRUSLNULnBEFThTpb/TUcxhuE7JpSMFO2MN7ddFu1+SsFWhsdv5fGrHWkzr/ysG4QR/\n9OhU1YyhG24I4f/Qg5wJfhBzYZjp//MEf/KZ8Yrt0LBBoOc/bWX0vb/H/sbPgyqRe+pF/vsjMf7R\nBaOrNHBawjINH3wnE2/5LH3qn5BOqtTHnufUH36bL392gNUOy3QV4YY6kX3prTgnp3H095IZuZnR\n0giTvQmODyV4Iqev2hgCEBIlGv5tkK1zTib2v4YnGm9g7u/+FlNP5Q6/STnGVvEROod2M5r/OCnx\n3oo1z2HR++gRfwz3NfLkG36Lgl6dfekAMilCwuPw4Br6b9tBnoaqaYeFw/DGDk7dVdmktZWwcoy3\n++yMNbzrqs+JoVOwqdzsg+1OWOfSmY+oJMIXfslZGedeTtPHO695XRaDTpME3Wbo9ILXo2NtOqsv\nc4q3cZgRXnMFlWtHZokHzHM8qlcvo36OWNkN0gRHo6exlqo3yv5nNDVQMK+vvm6NGtcJwVwLSX+e\njIvX53q/RTPxmvnn6Nj/X3DZH62a7rhNY91anc3mF9mc+PZZY6hC3rcgckdWZb14hobRR9k89B6s\n1n/A7f9OxdpZo8CZkMbg5Cym088Tzv4IgOCmfbSW/gdNT/9VxX/j1bR6nqKHv+LW8rd5W+NJ/BUm\nLM+xwfsMd4ae5mRLnEc/8nEev+f3KcrVqbpuip3hLbtzvNTQzN91v5N/2vb75H2tVdHuefoxHvzH\nQ+z2rOVzNzzI1277G/L2ytcdGNvPR//1DC8UWvnsunfzr5u/UIXVnkfGyO7gVv6y7U72tvz2NZ+e\nEC9THSkZwOfi82u2s6/zz69Ze1FQyAkXT8dbEFrAb2B3XRtfa6uuoZUX1kCgjn1N9/BvDZW1mHg1\nMd7C0WAzP2m4n0Fn5T1OL6DuNkabN5AoV6fp+s8LQder00i2okUIws99EaFbJex11S+cSs5dH2MG\nQOuvvHHupch1D10XXWfb9ctcN6QuXSb64bLEeMDOT+OJVWm7L3GaqQzbbzYzavIyvf/aNr/mL3G7\nbZ6H199kprfLxg/26Iil+DWuFmyJq89XqvYggpJCLF5dma0nc/XaitHB9I3tPLi9wJbBIb7zpEr8\nEkZoMHv1H/uSHuQf3ffh+LUPE9muUjf+A9o/+1WMmZX31bctXn3QW9Ab+aPAXyB03I7gS3Nj9pu8\npf9bWKIrNwl2XsOOhJjQxe/X/xWCfz26rcgHij9kx+E/uOTxxqtsTLkkbOYT3i9AqIOdxkF2JL5O\nz8T/WfFYAYESTUkrXAAAIABJREFUcEBSudELJRnUMtjnDZhXmH47YbiFPwl+DtxudokneWjkM1gL\nK1vjcUEgFigTDMCdnSA4wCmBXRU4lLQykihje+GVG6DP+CCf870XjK3s0k7wnugfYC2vPJpU4Oy1\nmJZ0WjpVbg2D2QmSWSAj2hkhw9S3zmZb9xrex1d9bwdjM7eqR3h48Q+R1ZU/n4pw8f08YVCQVOgA\n4j7AaMAyf/Ye2md4D/+r7j1gCnJLcS+/PvP/r6gLEPNe20/ZN9VHOBraxBZzgvvmP41H3XvJY/PW\nq9eeK9/MV82f563aEW7QL/0ANZzV+b/LP99tMLqu/zIVV/xK8POOwdo+eR3K94HFffdfF10Apff6\nxV9qV5XLEl/G/YZvXBddgJsWK98mdilaq9+2BICpCppJXwlTuvoJhHP4FlZn4pWyZSQNRMfKwWd4\nuXjNmr32LUz9xmtZe4OBjf4zGF7Yz8Kfz/BqX7dh5NquRyz8ev74vvfibWunvMmO7h9n85GnePOf\n/wPy/IUjxuXstV2PJbme/3LrJ1C23YYzYsap9dMs9vPgJ/4b8qvGp5r1qx+nuujo5rfv+F0cm+4l\n36Si2WZ48OBjvPmLF1fOF8+rViyiM27KU1JFNqgrX6eJwDY+vet9OLu2I3uKSOUx7j/xOLd895sX\nHavyStVZDBWnJ0WDDItmmNFE3DkZefGVv9/nv5G/vvkzSE02CEXQtHE+ePgRdjxxsbaBi+MDwZ7E\n6wTFArmcTHn+rPaEdxufXv9eLO03YjZYyViX+dDJL7Pz+YuNVuUSmfoMZTJCGQmwiSKy+rK2p5vP\n3PVJgu52cq12tPwon3r+yzTtff4ijaW6ayuDPBK8i8fu/V2cwQhlb5Ffe+Yr1D/7f1c8Nue4+vtj\njgDf/c0nURQP26a+za6fXjr2fzFa5NnkCgH5deBqYrBamqbGf0i+JpVXbQxdjpIELx4tXrMxdDkO\n++Cz00Uef3Z5VcbQtWLILFy1MXStGJU0jS8dZ/SRAX74qMJCFcaWA5iEBV6vHsU49y3C9f1s3JHF\n+7FupPoqPGcKC0jBLEKHimWDi7Fdu3j8A++jsKXyqR9WIQe2ZcQGM8KWMI/c9gYeefBPyXduvOQ5\nZQEmrvCsZmMSwRNHaNU5uKmbL97xTvq2v+eSx08IGgEJeizQGICWRvBuVCmtsLvCJujgTmBokNmz\ndjP/fMfvshReuZeUDHSEQHaB4gSzH4QGoAmsYSvGiIXypleCgKQMOAqITbBnTQ/f2PFn5Kwtl32t\nZ0waOQcUg6BHgEadst9CxwYR5dzzmrUAjgyGkJndm7by9S1fJG/tuKzuOTRRZ70E91phU0Ck2ydg\nqddQImffg9MeH9QboMPCwbW3se+G6pVLH2stIXSYOLG2m6Mbr72i6lIM1t2F2BViZEPl93CNGjVq\n1Pjlw2STLmkMrZY1mZM4X3ya0MIBOtJ9rLMKWNZWPuHUuvgs4uJuTL55ItY51oQyqN02Xnz/TRQq\nTOTb1DiyKYpTHkRuz+Fr0aFN5vG/eGuFustgmSTbsUQwkMC+1cf+O9Zw6rcvX+E+LObxuco0NZQ4\n5F+5x6NNnQdvloh9CX1DieBakWfv30Rs0+UnuyUdeaQAhNphZwTe3qVhaihC0ysmj0OPYfdPYGtQ\naHaPU9+q8+O7biK2+cox04SgsNkDN7lgZwDkJhXdp7+85gRiyIjPlcDUnSPUDv967+uYuG37FXXP\nkTEUkUxZZGMWkyuH4jpr9AhqFCmiY40sILWpWLdZee7um69a93Ik10SwtWk0+oZxb1PY/8BNVdFd\nbGiCGw10NA6SX3f9zOPrQc0cqlHj3xlDdXbS/cIgCRBL6MzJIsYqtqcKZ8/QdegnOHY/QXN2iNfe\nFKV+a+W6Forcoz+P2X8aW0cO33oHi7ev58l33U7BXNkLkLVp3mqdwuoaw9ZQRl4fYPDOnTz6tjes\nePwL6Jw0aRT8Osrl4iFRwuDow9AYR+gyYtrRzF+/+9c59aY3X3RoCSiYdKxmaJVhnQXq66CpEbzb\nBRTXq07Q+8AXhQYFZ6eZ49u38v23foScJ7TiUsYB0XbWHHLWgxQGGkHwmXG3uplc+0ondZchAREr\nhgYdQ7uDPRt7+MbrPk6u4dJmWalBJ+uBRADyEdDbQFqjkrLVk7r55Z8wqwIRDVODgBAss/vGtXz9\ntkubZeejGXQ21IGtE+S1Om1NEq11kOt6OYsTNiO0WrE2Cdg7Jb657Q4mbnnoqrQvx4ztLoTWIqYu\nE6YbixzauZn4xuo0Xn+2vh5Ht8LJLSESrip8SGrUqFGjxq88ZhS2n+pl4nt9LD+3hHsqwY1WHaFY\nWfGhrBZ4ePI5VPMgTtsJOvRJtjQtUrdR4uTrV9ll/Jx2KcftDQnc8ZfwmKK42+MEI1nkNRInPnDp\n7T4jQpn8ZRJ11twC79QHkb3z1FvH2KAM0rlJ46XbI8RuaV7xnJhQxCyX6bRCfSPc3a4R2HxxstaW\nnsWkDlBumKfePou0zUCkW+L537ntkuuJiyqSSwEnmBrAsBaCLQJNnTL5jldeh82kYCn1EdROUVpb\npsk3R9MaC09/6B7yDbZL6gNEjWViERC6QFh/Nm4Str8cKykLGI3TOOwLZNblibgXiTSoPPPRd5Bv\nvLrpN1ajyi4ZXucXaA+pGLrOmmc2iniVU9gdkzR55whvLDHx4Fr633Hp2PFqEYjRZBvEVz9Bt2kK\noSNH9L7Kt+Qv3xSi2zJFS9sIcmOCYqh6rSuuNzVzqEaNGr8UmPQy6yZHUZ86gH5gCEdvlJ1lDbEK\n5tqW6H6k8hnq9D7KNyrU9egY11vY/6EdFWu3LP0EmQGMnn6avdPUtQiktjRw7H/8+gXHLeo6TUad\ndhusCUGxQyNxiR5Wshplu3kCk28WZ/My2iYrvptEjuzcROxNF67ZBDjtAmEviH4jzW6RtR4Re52A\nFDAzt+VCF8pq8kEgh9hWwNqcIRApMbHWwbfe9eDF69AFCopEzGwgZhIx+g3IdQJqEwjtKsaQC8ca\nJ6n1L2cWxQSGoIrFk8bjSSN1uTlwUw/P3nzpyRlrPAKCF4QIqPVQrAOxRSPm8tL2Gsj8hoFluxv8\nGoZGFVuTgOEGL3t37KLv9ovNslezaINUHRhbwNimo7ZZWddhoKtbR79HA3saIVLC50ujdwk41rt4\n5nX3ka9fOfi7EuMpleGUylLIhNBqwt6lIG1I4+4ucuKuygOdOWc3oRYL8sZ59FvsxNZ3V6xZo0aN\nGjVqABhzJdb2Rjn5gxSxwzkSQ3ksmcp3pm4cGsI9fgB3coiANki9fYENjcusu6FM8c7K9Df2v0SD\nMI/L2Ud9dp5geJnuHo3YJjsT910caM2ikguXOeEoUTBc+m/7RvpwLR7AbZimyXyataYp1m+A0Y+u\nbARoRjBK0GmDDXaIdEFdu0J+64VbimRF4a0DB3GqozQbRgnYsjS2pTG0mTnzmZ4VtWUEWuvA4AdX\nKxi6gQ4wNzqQ6k1k2l+utC9mMBvj2J1zGOtU3IFlQu4YlrVGXnpoZe1zWFvLLIYg3y6gdQh0bDUi\ndumot+rgMuMSxjG6FnDZFhDWqoSCKUzWJXrffnXVOFt8GvVtIHfCplYz/hYV431ZrIUibm2UgHkC\nv3+ILm2SLus0U+/ovCrdlUgXFRRNw8giTeIp/PZJNikn2BoYJ7HVvWrdc3hsS3QVB2iqG6bdO4zi\nrv4wp+tFbVpZjRo1fmkwqSqNR+fZNy7iblCJjIM1rpOxV7a9zJqZxRA/hB620ZGbJeQt4e7MU1yw\nM/DOetZ8e+bKIpcglB3F6Y8jZk5TuGsz6+KLmD1FJn0OnA/fSPvXjwAgiOCygNsM3VagCRbqNUYO\ni7iSF+uGyzPY9RForqdDWqbQZiSBn+csXbzhxSPIyVeaI5lFAfw6kwENKWRH8mkE7ApjZhOyzcX8\nzhjhvS/v0y5FEaRJhEgGi13D5lNxFSEVbKR/egdrH3/pgnX4MgIlp0jSDAuSB9GkI9uLyG0GEiMu\nIo0ixybL9JyaBz2BUR3F5TaTWmuhXk1SCFjYK2+hNfMa1v/0mYteZ70gknOqDOuwtR7KNsCio2Gg\naZPMxGIZ79OT4AO7ewlDg4jHZiTb4+ag6S7qEsP4Tpy65PuTtessBsBYB3JIQBAFci4nN1lS/FTQ\nEU4sY3AXsFtyxDf4sCtFZsoivbu2sO3bK/dLuhRiSWO7oGNTITv8I0rvvJOD9TEkv4orWCQTDJF4\nrBn35LXpns/4zhtoqpslZyngsRpY6PHSXqWJNTVq1KhRo4aQ1bFmFH48rCHmABUqnZEsFxRufep5\n8pFWAk6ZTjFBOVGkZU2Cfa0FeO5iE6fwck8cyxVqHYIvHGO+W2JD3EggaCCkpPDnk3T2ZBibsJGZ\nzmLve0VjwqCwNQIOg05ZK5HuNWFZYUJs99AwptP9yP4ArlyZen+RkGWSVFeK4V/z0vHI8gXH22WJ\nfLjIskdiowe8QZhWVKxWmSlLnobdrxgILbPjTKf6seZs1BWz2NUCJkecVKeN/AM25EezF2hbNJGY\nZsJhVyi7dVwNoNl0dMGELeBiIRvHPlLElkgiCotYDBaclmkkq0JQXMBVjjF2g0x8iw3P0Qu1f7Z+\nl0jWqVFug6IHlnLNtNw+xwlDGdtgEZOUwmGcJ2CFUiSMN5DAEMuyvM5MrN2Cb+TyLS0G/Br1rQKi\nA9JWN3cHF3ghVaBYcuCyJ/DaJIw+ka5snnQAys0Kyx8N4f376GV1X02xrKLHc7iNImuH+1nSHNR5\nHUQcIqKSIOlbfcx/DpNhge7SGURTkpw+Tb60co/UX0Rq5lCNGjV+qRBT4E1p7B2FQgbKQKVz0Syl\nAu/c/yKHt0o4bHaa6gwEXYuUmxKkNkkoAwaMx89mdorAjK4zg0anRSBcvHxQYi0k0aRZHOkykhjG\nWJ8hUEzjDaQ5vd6DfZeN0J4sHlEg7YGyDkGzQLpJp9MvMmYyUhwrYz5zYfZq+8RRnpc2IdvnaFWW\nKJcErF0GDCUjR96zmV1fOvDKGorgDAjkvVCOiBRcZiSXEY/Ljm3SzEhZI7x38eyxap63z53gx9I2\nmiWNYr2KM53FGxQYfnsXofgU3j3TP9N2zMMQIvUOkYGiHZ/BDJKIIEsYWzTiahj7/QYSp3M4JnXM\n6jg2s49iRKdpNk/GaUSSjfS+dSvh6TP4Tl/4o2yYFljokaCsYwjrJAQ3gs2J0aEwI9STrVMoNM9i\nNiWwOJMI9iI+UxbFK7DU5uLf3v863vufL20OpW06UzZwh6DYBHaPRky1UTbrlBdMeBOLuO1RjF6J\nBts4QqMNe0lg7/2ddPRG8PXPXtU9BpA1a7TUgU0GySowd/hJpjr8eB0axbAHdTrF3L3tuP9h9eZQ\nodvGzr3PYPv0c8x9+AHG7/7lmpJRo0aNGjV+8TEK4LeKFM1Q4Q78n7H+0AKH2kv464w4sjlcBQHl\njJ16Q5K5OhXj3Ct/qFcvsCwq1FtFbEYjkcQKTRRfRkbkof39nN5UwOfz0ZaOEzCk0cwlbB1ZEoNA\n39ljFUHHbYN2C6id4JN0BupUMgcNSNELDaJApsTdphTjJ3J0ekt4MhCxLBKwzTF6Q5ncFrAePe+E\npEhwM5T8BpYaXEg+DYdbhUELBc0Mu19pvt0eTXMwOUmgZKVRnccQ92MjgeIoMrdeoG2FQYD5gomS\nBaYFHZdXR3CrmAWNcjSMcLMAj80ha7CjME9MshAxD2FbNhFsXMQl55BnE4xulrnxEuZQ2Gkk61NJ\nesAVgdm5EJHmIi57kuJkAlNxEodqxJ7MoLkt2F0F3HKcsghzd7nxjcxf9v2ftgpk6sET1lBFiai3\nno7uJWYLCmJ+AZtBw6XJeP3LtBuSKO4iix3X3sjZXCpwfz2YFI3R5Bz7lwfZ4PQixGWaPWOk6hY4\nSmVJ5zpxidhTz8MenYbNIlnp+vR6vR7UzKEaNWr80iEBkihgdlZPs2l0hqn+0zh8LmRdp7k5hyUw\nDy0Jjq4rwfGzQUlU1zGg8Vo/qC6dEU0lNG/AdInvfTmX4zWHnmH2njWI2dN4FQm/dx4vabZvyTI9\n2YA1PoTjlEbOBAE3FFxGGrxlFv0aTtHLtClB/ZkLJ4vY4stIpWn8mQE0p8o6YRkBDVtjHuGdJhZH\n3QSeONuUXUoJJN1grxNINBQRZTsEZJJTXlwbRIxWmeSWHK6XAwLv2EmcCydQG+qJlAsYN1rx5dIs\nZmWOvL6Ze84zh+QyFKM6xZ0mZstmilIQQTIgmUTMbRLxOSeSV2H4zjpa/llBNsYRDdNYNcjs9BOO\nRZFKaUqyhed/axcPfPTbF7xO4zQkhy2ofjiTdyA4XZSLNoxuM/MZyBgNDHdksBdHMdpk3EYQ1og0\nJxOkIyoFyczBj9zKzV/ZvfIbZIN5AXoaoGA3IDcY0TSJtGjH2ObBOpPEVRrBa3YiezXkjAHdGUPp\nlJh9oAPfn12dOTRb1om0AUFwekD1SNytPM3wRD3WG+oo5YNIpkkSTZUFJIJhlq4XnsPTBKHnH6XU\n+bqK9GrUqFGjRo1LUS1jCEDWoGvPMseNOp4uHaNWxjQeQpwzsGhQiJw3mUsTFHY5oS6isWRWmE1A\n3filDSL/qRzSiUk0zxJSIEvYl8FLjiVZ41hYoMDZfjtGXcBoF6lzCBhtGsUmHbNgYeBWaP7exZOw\n1vUfYbF9DamhBXp8Evq4kXohj92bZ7BZg6OvJBBlBJbtBvJNAqkwaE4PpmABh8WLYQLmbixRd+Rs\nrCcXdLqjE9hyDtwpmTphGrlUpmTIYncqZO9QsD1/YV8F96DE6BaNWaMFSQtiMGjQaWC56MTboXPq\n3SXW/0uM9ZOzHNJlrFNmwnY7gVgMs6bj9+loGw3EG3Q80xfHIsqoxMJakUUPyG0Sgk1l3NhFzjPL\nUusSt5yJk5ei2NQCjQ4JbVHFL6fQLRqZmwTy3wX5ErOCYsYyRS/MBiSkphLexgLj8QaMBo2YX8Qy\nMoNTUukUzJgWy3REBimYjBhcCa5502FDGb0Z7KJIl8nIxMAQDfEwS8faCK4ZpZQUKRltmFY5VEe1\n68iLBTof6SVjA8+nmlmoVQ7VqFGjxi8XFl1n7aPHiTn8BF1WjAPgt6YpJXTqTQLTIR1zVMAnQMgJ\nshd8LbDBCKfaVNJHDBhX2P4FsGFknIFdPhpHj1HXEcC/lMJrSCI7FCwdCvFFI45TRWbTAlvWQdxl\nwGbz4A6nIGcmb24hs3UK+6FXflzkssptB3sZtKp472pDzMzRGcrgtsUoOZcY2GbDPZrENABW4Pio\nEa1NxObSqe8ukRJcYBcoxMPIxhyjS2U2Hx0EoCuXxDR6HGtXkYgzj56pw0cRvzdBotXO8Eca6fjK\nK6OMbX066YeMaDYJRbShG5xIDgE174BmgcUphXxIxZYfQDRlsZqW8ZlkcNtwqzEsSgaLJc6MZubw\nA13c9OjgBdfPPa8yWfAxsGTH7fSjGOwYsh7GFZWsDUyBWSwTUewlJ17BRC4g4RFieMmhm/LEbrp0\nwXuTJjJlVBFaDSxoAWLlIM6GNIs5MwtyHXIgiqs4RZ3RjaTEcBs9SGKCoj1D8QY7pZvtmA6uPHHk\nfAJ1UHKBoQOkAEgWAadLYtfEUyywnbJaQBfihAOrn7JY0CDzxGGMddDug7UW6B0avPKJNWrUqFGj\nxi8A4UkR8YjCwKKO16VhTM7jnwJH+UILoMMBwRA4G6EhorFBLrL3KDgOrGwQyWVY80yKcU2neZ3C\noi2NwwiWCcjndBIWlXD+7LFiSSTqMBGxWQn4l5kzi+iTEea3zhM+dGEm0P10jFbLBDNZCU/rJPmZ\nFmSLgfKsSnuwTJQLp7lNzov4txjQvOANmci4rKQNYSxmhcTrROqOjPzs2HVHogw0xGjpclKatuEX\n45jSGRrdeb6hllnHheaQrAhoSYm028pQyYtNMCNKIraNAnPZJnK7SvAvMfz7YyxvMLMmYserjBPI\nGJBEDUO+RKczT/4OAb5x8TV0jIqcjDronQNxvQehS2N6OYyWzjPmsbBucorDOZlmTwFfUsGYtuLS\nY5RTOmanGfMf6PB7KyfArJpILAALbgPBdjMpn4mMw4Za0NGabAgDs6hzUexjRaR4BKs1TrMeI9Kk\n8ZPtbpz7ry6xllBVwnUgtoHRI5Ao+9nimGXm6RjBrB9FF3BFyxQ1DdMqWzMbMgLZ4QJN3SA44cwL\n8wSKIokKq5F+XtTMoRo1atR4mchSmcyzMRLOKI1+A3pJwzBpJ5yAo5JOIwKiCHjA7oBGPxQa4BYV\nnnAZUI9qGCYuzmHIM2k29A2jNSzi9CQICCohawJrKU9jMM1xjxHFU6QrLpCwg61BZM4WwuGw4Fpr\nxzBrp3eryC2H+i/Q3Z6MMZtJUu49iU8U8MtLRMwxBGmecrOJ2CYjvoGzqY/oeBlj3IMhlcMd1ClJ\nUHKIzKQiODekWFjWyNtHkTNlrPEcu2aGKMYlJK+BFiGJsGhBFjI4LBkS9SKlNSLmgbPrCBXhxcMC\nPfcYWcibsIccqEYLStJDSTCzqBtIGY3kuybp1pcpqBacRR1Jc2L25AmWFpAsOaxKjOVNbvK7JawL\nr6RsmsbL7F+WmMk7iSWdEAghiW5igkghnydlLWMWY9jKVgKyk6xgxdRapC49SzlXINVS4vi7mrnh\nWxdv13IsiSyVzZxelvE0eCkIQaRyPYqnxLLNj9Biwj4+g9uYxyDaaXQlsWsp0kadoitPeocD31WY\nQwWLjhwUcHTqlCxOnPVlNJuOYaaAKzFPyJPEkM2RdUQZtIiYC9oVNS/6GzpYCwnqO8FqMuLvUNh8\nYo45m4gxe+16NWrUqFGjxs+bYJ+RoSGFgSbo1jQGFyCaBLOgc67zUNJmQHGo+DxnH/Q9PhBwEaeI\n58DKv3cNwwIJe4IFzUy9RyCa1/EkoZiCSXeRcP6s2eJMi2RbJWY8bhYNfozdCrriY/xWifCh4Qs0\n5YxOU3+UwQ4bif40LWo/TPqw5nUWlnVSDg3zK7vF8A4a2b3Wws1dIp5NGssFN0nNhqnRSlQxEoxM\n4Js9W6FkPlSm16Wwzp6jXWxC10vYxATphE7IubJxoS1B3GohpzkwCxFkk0q5aCXmdhKTsyTuS+F+\ncoYtZ5JIG+Yoywacnhhep0B5xoi4pCFvyDPJyhNRTAMwdbsfYzKCVa8n57GSGA8Sa5BoZo753il2\n3daIYQICchxXKkUhacSW0VCsRVRWHusuqyLWtI1pQSDo8jNdCmFsgJnlEKVWP+GwxsLxMbKSTrPL\nhGlIRRd0xAUNc0MWsF/ibroQZxCyAQHzJh3dLZBLWQmEbIy8WMKRHUdKaBji0OHU/x977xkmx3Xf\n6b5V1dXdVZ3j5IzBYIDBIBAEKIBRDGKSqEBRtpUsee2V7LXs9fra17urvbZ3Ha5WK9vrIEvyXsmW\nvFe2JCaJEiWKCQRJBCIPMjA5T+fcFfcDSAIgBhgA05Apq9/nwRdMnV9XV1d3nfM7/8Bc+ookF2X+\nqEn7rZCNCNywoPPMSdfSg94m1M2hOnXq1DmPzhGdk8+YKF0Gpg3xQpbwrEDEODvZEBA4o4BTBZdX\nwhOxMeI2PkeYI5ZO79jikR+r9s6wvaPMTT153BWRJq1IoFLCaVfI+HRGVwqou+E7pyU+vFpGbpLJ\n+VqoOBwEIl6mVS+prgnCI+eMiPDeGQZvamJkrwNPzELxV7HLIm1qmaqdw9Mi8Ubm+K1J+OZxC7ob\nkMeduFqjlGQPdMCY0EOuz8nEe3Ks/N+HUYG2+STjmWnCJZvGCmA0oRQLhJUCmYBJYo1A84mzRpha\nheoxg+F+AbnFpOoLoQkKlUgYreTDCEmUTTgdb2NVNcUJpxvFgjZJwU4ahCMZPP4ibneZnX6dE4N+\nNvw4+eb7VCo2jceLTN/jR8yHkPxhnNFGspqDspFG743gmtiDT0hga0VaBBF5QcUbLeEWFmhsL3Ny\nzeK7ic5JcA6L7D+tsqotQEmMINgRVEeacqMfyRtCmTiEmK/QqoTxlUTayWBQoKJWOXOFXXaFrMio\n6SAbUdEJQbxIOaxTaW4glssSNjPE9QQ5ucghAa5lGqE0n+0kE9jiRnP6KDUlKI2oYC9jhlOnTp06\ndeosg4xpsmDo2A6LlZJ6RWN6qzLOUQff16skLZMVtguneC7yws7LpKMmBS+0ev0I3UXaTCe7nEHc\nx2dRsosnG/UcltinF+hfAcU82Anw6mBZ546PVkVmPE58DTa62oESyhBY5WE6HmLyzhytz85foBk8\nrmMWMxSbBDKGhi+7gDdjk8xD0rI4v3dZrCpxYMLm8JSHyqQTb6dIqcPFSLoXNkYYf2+JyN8cBM6m\noW1OWjz7A5Po6gkabRXRY1NJgVq9hAF2UuTlfdC6TUSwvdh2EFdKJt+tUjWTzMl+gkzRebTE8aFZ\nutqCCGaWZkrkC368eY3xVBUuYQ51nbJ4PuXHmA3jD7dTSntYkFSyAQ8ebQ+bjqXJHZinKSgiuzJE\nnTpi2aBUFRhZMCmvNnEcXdx+8B6SOTToQSk2InqbkPJ+sqrFnKsRX7yE8ewRtLCIMzyKlBaRvCAl\nBGTt4nS/S6GlRPIuJ5kGFwlXHEePyOlkmDHTwH9gHtW2yRagmFtelI/iFZA6VCIby4y+FKAqV3FU\nlx73dqBuDtWpU+dfPZOGjdNpE7JF5CWSk51p6H5NYve4SSAOYs7CuQDZDLgBtwUnSgKbum1OSQpt\nLg9qJENopQDONuaTAvEdFy/G3VMmfXszHERjU4fFtLNESDWwZ0CYh7Rk02SKdKThmeNO3nd/maIc\np+AQKS40IPbBsY+ZbPuDFy/QXbn9JAs39DG5d4ZbmwzK00Gqmo9IPoEoWeyPifgWBBQdVo/pjCdd\n+IohxHwTluql4vcyU22golcYautkJYcB6Ni5wNT9HrwlGyUp02CncRTd6KUczcEyO3wWvB4iq5Rt\nto4aPLrfJ9e5AAAgAElEQVS/Stgh4luwcTS4KeMhp7cg5w2qWorjwSbu//5THO4V8TtkvDPDuM0g\nvnQRv13GZRlsXlliZJ0Lfnzh9esfK/PsghM14EE0/ZS1EJbmR1eDlPwSLmEPjnICr+GkSbewtUY8\n01XCriJmWaejD7Lvd6E+pvFWBmYsdupB5LQfqdEHrkYsQpQbnczOuLGUEXyM0SHYFEcCxFeM4TIr\nVFWBonqJXMK34ChA0enmqBDD6w+SpAfFO8d0pBnv8eM4XDJqJEF61KR1QCK/5+onJmbBxtPsYqY5\ngE8NkpZAjyjIpbo5VOftQ865+KJjuZTExXeka4HdcP2+Q5bv+hQqTUyuvy66AD+8K7n0QdfI2qbr\nU5ujfH1uOwCC2etXbHa6VV76oGvAufv66AI0WxcuLzXLZJ1iEu+GGVeZ9FEPbnPplJ1KFVYg02Zb\nuAQRywL79TlcxJA5LFToa3MzJISJWlEat+axXP3se6/M1q9NLqrpNmDDUYUz2SpOWWMuCyUdbB3s\n89J+Xhp3MdgjEV1ZYcTRQ0pzYQ74Ofg+i5Znn79Qswo3jdm88qLF7c0wnzbQU6ALMOEwaeeceeGr\nwqYReGFKxVWIoqSaKTmDpCNetIpMytfMjex98/iBUZspW+CAXaVREIn5BUzdxl+CtFND0S68sVVb\nQNlZ5kyrjTPiwuGIYke8VBYUSnKBfS1V+jhGOCkQnsiR0TUoaJh6jng2RzmlcGQSjCYTZi62CYIl\nCE6IjK+PYrhWEkzaJAWbnGEy3dHD6tf28NprOToHHAgmyJE5YrZJsawyPytSKIpIwuJFpCOnwT3h\n4vh8DNXXgGl2UtZ1JonhWilw34kXGGkp0RYQsH0WDtnCUQDPhIT2uqayxM+HgsBYNcAeq4WQEsDj\ns5iqCEw02ySOTDPjBgEHZlm8yB5TSlf+nZnosxlp7mRFzxlO7Y/jKc/jnVvc0FOLF89L/yX5mTWH\nSh4RO1D7t58t+Wqu+SYd116LYin00NVXe78SNFfDddEFSKxb/Ie/FnTM1f56XOK3sCZ4LrFDUgsy\n16mGmnrq+uXeauf9/uZtG6dhsTEGRa9JMiNiZJd47SJ0jUgcnbGJOiyOlgBdICKBbQlEsiIHKybr\nVjkYUQO4xEY8q3XcUoxRp4/Y9lcXlY29YnFGLJE1ZAIumxENusvgnIVqFXIiDExbPLdgczQJsUGD\nlBVjejyK0Kdy4kiegU1dRF4beVMzerhAS/Mp8kUvqb1z9ClFCuMevBWB1LiNGAHxbCMy1o+V+eKx\nCqF3xtByEZAbcRQlyi0+0q4WKgGb9Oa1RHYfxgt4ds1R9JiEQyp6xktcTOIo6Gj5Ih1eg4UmB/6Z\ns9cytqDRdyLPULtIfkIgaKpUBYmkR8WwVqP4JYYljYfny3gOzqJs8EO1Qrwpi2ehis9dQiwYSJqN\n2VqluNmBsvvclyZSMDj1zDhRXwdCJIDuUjGrrfjKCXKWhJAP0R0+QkhRUGZ1Gv0l9JRAyFekmjHR\nKsDdNvbjF39X3JM6ZyYclLv8uFQnQnOMkuAhMJtmLhjHpbQgJQ4gnq4QKIhoR6C7eQrLNikHYP8m\nF969Bmr50reUYENa8XFKjxPxhzDVTkKiQiIaJZYs0Dcyjq5YiGmwEzZq+cJ7VK0u/X1RUwLZDpVx\nh4/Odj/VooNEUKA7vXjR7Hnt+v1u1KlTp06dOgBuhwPDCzf5IDUI324Bfa+NvHBl80CXcLGR5K6I\n+IfdvLJeoaXVzbTRQSiQR1nvo9i4nuTLGSKnFk/5ViwRJhROSiJpdwWrKrLaUIFzcw57VOPgdANt\nXSZip4PECi/5ahPjrQ4SN08R3XFhPT9FF+gbcvFKuUrMsnEUIVuFeP7ic49OmTTP6YxmQ4iOBqRg\nDK3iZczRBJ4EiU2rib529Ox7TwvcU7V5oQAvO4q02OAwQa7AgmXS/tb3loSNJzT+15EqnpCG2+em\nogcxtBYwdVL2uUl907hB3lEA20YzbOZMUJMlrAmo2jqOS9gEPc9Oc2DlKrQ1MRpyMtpslnxBwPa1\n4J7fjfu4RsaZokHxYqQNxFCRaLFAW0ngWMimZdyzqC5AYGeBobuC2NkQUrwZciaz3ibMQAW6opj7\nphH6YWa2iku0cWgCrkm4GnvFqDg4rTfiVRqQKjGK3jzZSAKrLPJa1WKV081yrdNgZ4gzbX2g6sw2\ntuNwpjnb7/jtz8+sOVSnTp2fDRRBIK3AOg/EeuGHlsShUZvA8OUXxm7AXREoIqFYNi3SuUlMRBPY\nNyMjrZCIN4PqbUQLCvjXexjxRjjwiUHWf/XQxediQc8Oix+nK3xyFWhZmC6Aq3T2YV+ybMJFeMep\nImeqa0iNhNE9fsqtCrPZHvR2iROdBbaeZw4BdL2U45VBk9ljoLgKxIsmrpyENm8wrluseb3Dh6Lb\nPHymyJPP5QnftQJTiVByxgkc1ZkvhpGrZWYtD5HXddccrfA0DrrI0io7qWgmYTFHctbCp8NJp43/\njeihgsmNZ7K8uLpCtknGqEhIfgUhqTEuN9BWjlFxdSA0tLJ+KMHkQR+RFVFsrUxDQMCrFSgl3KgV\nAywL7WaL6u7zrl3R5OdHsvzT9il0uRVR8ZGrNtA7kiYbjPKguoKxQ8+xaVMYcd7GWSrgKYbxGwW0\nvIgsWMwkJcoDNsrQhRNSxbS58WiKvTeoCMUwUslHWYpjjwvMtUWQZjwkMxXSpsnK+AziHAiShZGw\n8eZAbtJhiUKDigCC7mLG8pElhBqIUq4aLESieKUct40dRXeDkIeWKkxcVu3SCHEPY+4Yro4Amek2\nMr054NiS4+rUqVOnTh1jVufmksXJmETKV5tlomQJTHbB8HqB9nUyKwY87JYdtH83v/Tgy9C84OTI\nEQeZZhmPT+akdhNas0XBE+e125K869TiG3VvsNJ0US3KuN4sPHzOHLppTOMb0zbVXJTQqJN5b4SZ\nRCuZspeTDSuJcnGzB9UW6DrjYsSnYeoWcxWBu20nb40XUQ3YtmOOz0eaid27DqRmpKKb2fYG/FaK\nWWs/52esu0sCt485eDZS5Z/yNrIBCQPazMVbxUVmDAZOFdgRtgg6nYiqRFpWcRdiVNwrKDdEUeYS\neJMCpykwmbRpbYFZGdQUaHmgfOlUrVjaJPTjEQ7cG2RBCeOxGinaDkZ8I6wBes+IFKJlLBV8fo28\nBqk8CEUbKX/5+oedp6o8dkZAdMfRow2gxXFnc2RPeCg6Y/QkFqiOl5jA4pgAsYyNmbs6Kyesuxk2\nwrgdrVTtfjz6GMlYB+9wP4NuW8jXWIj6fIqCh8mWFkoli/nOIF32EermUJ06depcA6Z29vHsvHRH\n0qvCAZSCAmd6bBrXw4aAyPCkCl/KXdF4GWgRL1z4u4uw8QD8ICSxvkEiKhdB7SPpU7D9UUZ26qzn\nYnMIzhpEtw4JHMqbrFFgLgVWCaoO8EqACeHhCo8fcdB6QxBTa6TkDDOrhNHSOU4ozWx9i2akBGsm\nShTCUJZsZvMlfGmRXAUqOmQFm4D9eoTPoRTdwVkO+XLotwUwww0wl6WCB7NYZkRtYc0b55q3KaUF\ndr8KTT1prKob2zxrYIhFWMCi47yHaHS2wEeOzPCXjRqOdgU57caWZSyfC2PWTVVdQxEfXYVZjo6m\nkfwO7KINpSyBiE6g5KCadmDnLcqCQZULJz7dU1k642mO7JrBUNagiSb5eTe6BqRleg5mGd0usHUj\nlBMScc8I3pIJFQ1fFkoFkaRioyxi5Azunua7fQvYzm4iDsg3ihhCI8VJH66sn/0vF1jpUClnZgkY\nAQTbhiTIWZANC1i6n697Umc47cInNeEyQ8hCjEKbiudbpyicSSPboJehkLy2qDpFgBVpkZlwM27N\nSamtjcrRA9ekVadOnTp1fvYIWjab+202xgyeleDE2PKXioogkpxzs1+1cfYIRBtF/N1NZOdFAruu\nLDV7MdwpgdWv6DzeJdLYAK4mg5TYybQcJhjvBy5vDgHnGUNv0T6tcc/+FN/yNdN4QxR7IUzO72c+\nFeSI48xF87A3UG2B3ryTrG0zeBmTQZmq8rHt43xRmULbMkg1sJLAwSI52hlWuxhg14XnowvcPO9k\nPxXOWHA3TiKIl7Qb7tg3wUxjHycaHKi6jChUyGSC6CWJou1HIYE0K7Im4eWvfFnIQ7MHCgak8+As\nXObcUzp3HJ3hlR0FnA4PmWoQT6oMc2c3XZ0LNt4FixEhzyq/he6GpATlJFQql0+jUDWb9d8/zA9Z\nieSRqNhO2g+AlgtAVUZFZH7KxbjbIKLAnAFxS+Rq8naCr2U4saaK2NaEK95E+IzBKavMg4C8SJTa\nteBMwAm5lciEwmkMOt1ueLMK6NubujlUp06dtxXRSYuHRfhRl8CYXZvUs6go8JpLorPNQmoTWbtZ\nZafixv/n80sPvgTurM3mY2V2NIisaPcgO0ySnggLjmamV4hMrB+j7cDiC3PFBkYljngsRm0Lowqa\nJdBw3vttemaCY+5O5O4IkjNOiQCpyCA5V55Ew0qicxfuWnVP2YyVQW8FuQh23qJaBVMG13m6CnDH\n0Rl+HJkG7yyFDd2Me/qJTFfQ7TIzgU3AdwBwJeAXqhr/mJPwp6s86BOJ2CAYZ2vo+BcJvurZd4oH\npQBP3NlFCBHboaJO6SRzfspGCZytKHPHaZ3MU/Q5kBvcVAslVC2LWnWSy3mwkgbzWRu920YePu/c\nc2XuHJ5kr7sNu6WISzAYoxOSGsxYbM7bvDRcoRIv4EHB9BZQJR3Z0KkWHUSzFocd9puRURd8JqbN\n1kNT/DiWYcGloIxaTHrjiCmTcjrEzccMMl06xTTYUgZMG7sIjgxY48IV7TOtG0rwWnMZb0+IQMZN\nrj2COedEyKh857jFChEKDpCL137fuycFDs1EIRAirYbpGa4/5uvUqVOnzpWRi0qc8Uk0DfoZ7NU5\n9GUJV/kyOdNXSDTpZMerAsl1MZTGJrKrehgbCHPrrp3L0lUSNu96dp5/8DXRqLjI+2TydpjR0HrW\nrd7MwNHdS4tcgvYX59lSHOZpVuDsjKInfcy6WtGEUUpqFLWUWHSc0xaIXUHb8o6habYGhvmec4p8\ndw/6gh+KJrY1sOjxAUtkCwpbYNFNrvNRUlV+4cc7+TWtnXB8C6boJlt1YulhEBqBYQDchsi/yQb4\nlpYn5La4SYVCRqTVvHzh8I7xDNaheYxwFKFkU0mIzOQCZ18bEXNM4rBUotMDHSoUPJDJgDuzdG24\nOw5O8gPfUQrGBhRnlflkGG0uC8Wzm3ARQ6ZU8FAtWtiiiesqW8SHyyZ9R4rsWO3GNSehzXXRMrH/\nqjSWIjKpsWsmRjoRZfTgPtwnrl+dtlpTnzXWqVPnbUW8ARrWCDzcDs8bsO+V5Ws6cgLHRiUem/Ez\n2BeF7giFQSdWQ5ng3LWHNbecKLOhpcj2IScNuh8tHiIpR8nIHo7EV9HGpaM2FEApiqRFSNo2t9gS\n6nnBx7cfWeDZwARyvhWhbxWVTIC0IRMqt1Bwty4a0tyREjhTAkfIhhKkNVBywkWNQ5VEnt84eJr/\nLndhar1Yqo9U2oer2ogtXpij787D/fMG2zXwSGU+4ABRA0RwFi92h5RKlTuPn2FGepFdPfchK424\nig6KdgQ7XaaoCUSB/okKo01ZdNHA6dHRRQ2HWSWaLeHOiuyZspEWqXfVMTHJp93jfCE0h0e1MQQD\nK1OABETSFrFxjUSsRDwsYKdMSkqeZslELQioms0PLzPHvePYMN93tKAZq0FpwHSIaAUQskG6TIFT\n+ytYfTIpNHozAkLBxlkAe+rSmucTLlZZP2+y55iJGQ5TNoPokyVyJw3OFKEgQZcsLSvXPZbTSEwr\nVIJ9mIJO/6l6XaE6derUqXNlGJLI7oCDvu449qCPwociuL72/NIDl8BdFVh7WuDxV2VisV7KAxs5\nsbnCwOOjhJOzy9IOD5W4uzzEPyZj+HvbKbrc5Cq9jAZuZIBrN4cANu4bI+ke4ofrOzEaVwAyhVI/\nRf961NKPlxy/FHe9/BLTUivb090UtB7klMZ0+dJt2ZcyhS44djbJb730fb7QH8XhbUGq+rETkxQ1\n5YK0NcUSeXfJx5N6nh/kLN6lX1lb+C27X+XVxjZEO4pR1Wk6L8rMOysTEFX+WCmxxgF9MvgkCJWW\nNofUYpVPDR3h895Zqs5GipIbcSyEmjk3X29DBpvzMwGvio3HJnl6rwEOgRFHhDsvnlIvCyVZYnao\ngXFD5V2nams8XW/q5lCdOnXeVgwFBXrbnLRt9tPXbbNnGqTR1LI0XVVYNW6xb9xDMtWGo72buRvi\n5Le5uPXRZ5el3fbcJINlhefzDYgrvJguH3OOPp6OpLiXby45foUlsmKR/1dmMvz6jsP8qdCKVp1B\nizVg51wUSnHyXLp/ek9FYGYOkpJNyBBotxePaekYPsOnPG18zrkSyRNDl/xIEwI7ZuFX3nJs07zA\nxiqc8Nh8N28TMyBjQtaCMhenaakLs7zryCFe0drRfQEqshOrHIAcoJ3NFwyMWkR6K8zkLFY2WQhY\nzABKxkDJg7EAhmAjLzIR6h47xvvcB3k8ehsQxjYkKJy1VPpP60w2CSQyBjGvAxuTrKIjlUEsAAUo\nqzZK6WJdpVzid4ZP8UfxBFklj+iIoZU1bkrGUICWKZuUoqOIJt83bGIaeKuglgX0S34iF7Lq2Gl+\n2HEn1YQCUyH0vMTGjJ9u2cGcaeG2ltk+dSHB7KQTKdKJa2yC6OHhZenVqVOnztuZDXOw//r1Prlu\n+CqQv34N9q4ZpySwMCtwetyJu2WA42tvYNCfx5d7bdna7ozNe7+9wJ/LWYSEybR6E3PNry7bHAJY\ncybPL7x4hK9k2qgEe6noIaa1NUsPXALVsrn7lZ3Y5RjfbG/Atm2qY83MlH3Elq0OKgIf27cde87N\n9uDH0EsxSJ+ogfJZBmbG+C3zGT4fioC4CioZqFy886bYIg/pPmz7bOTPlfCRQ8/xcjqObQXAUYHE\nhdFGqy03XSUnL0tFvivo9BoyN9siCJevOwQwMDXCL+9+hq+EmkDwYuarUMMmGuHEOHe/tJ8fhfrR\nBYNg8tI1lq4FRdeYOxbDKlSJH/np6hhbm8S6OnXq1KkRgi6wx+nkWEOQM02D5B++oya6rpLF4FPz\nPL+9yp7dEidLvcxvvn/Zugqwds8w7356Pwu7J5kYtbFHLUrWAMnAlmVpd8zN8ru7X0PbdRh77zQc\nK1AttDFirb7suCZLYEAX6VgiLa/n6E4++PLTmMeH4WiRynwIUg7KYv9Fx/ZmBbqSAhNVeKYCj2vQ\najguuYvVsXCK3z6+HUZPY80nYaoAaQHO67rlHdVILeQpzVQwZiCbgEQWFrJni3Rr5iXafmo57jzx\nAubESazhIsybhNN+AMJ58M8bFBMa5rSGmjIoZyCZgVQGrDKIl3Fy2hPDfObgLrSTE1TPaDDqhtTZ\nSUPEFqhMWYwmbCaysLsML2ahql25oRNNTjC46wD5kyWyR31oJ714p4ZxCdDuWP4jWbFN3rn/DPmT\nVVKnLcKJ08vWrFOnTp23Iw8o/Xyo/fo4LB/LSKg17FB/Y04m7jibFvNItIuVNVrnhqo2f5Cx+d07\ng9zUUwu7AigamK9W2fG1MrPbI0zZt9ZGF3BndX7jm6/R+PgE5ispdqk31Ex74OgZPvvic9zw0g+w\nDw2xYyZKQlxs++3qUC2Lew4+y3/c+SicOo01n4HyWxudL0O/MM3HT/+IW888hj2ahmRt2xv3JI7w\n2+NPQ2Ic5gt4qouHULtt8YqNIQBFS/IHEzux57ZjT88TroxffIwtcpfh4x2Gys321XX03jD5I7aN\nPok9OgaJPKpZ282uG0e2ox8/gX2mQNP48s3Pt1LZMYO2M0Hb7FM1176e1COH6tRZJm0aTNSoePJP\nClEHa7l9Gl+nJQs/74aRrQLf2bv82Y4DmHqpyk53kGB1JSeC6xgIjeNN71m2titrcMs/H+MbxR6s\nCciziTv9fYRyy9ulUQyTrsNH+MWkxV/0O7GdN8KslzmjYdH6NldD5/hhvpTI8vXWKi+534+dDzCT\nW7r48RWdt1nhrrEddKUM/l9VAvqhZIO9ePvX7qrALCI5bB5CIHSeMTSPhUsQ3ix8DTCQ2svvFB18\nLqSCBWgGnDcncZ4SSHgsvpPUuTMObV5IAWoWMnlQXj+NPDYI4DtPW9WmseeHQQ5C0QflczuPoQmT\ncoPBrK3TE7AppCAtgliCUgVc+uXNnO6Z3byvEOZRrw+htIrV5YNv/s1VEnmxYqNKNl4nuEwuE8d1\nMYoAd4wfZFdxLbjjGLpJNDd6FQpLs3r8JE+6snxkYV9NdevUud606haTcn3fss6VcaDpl9h44LM0\numDWVTtdxf4MG993gH94fnvNNBciPiqr/guFA1key55AV0aWHnQFpF0CzzXIjPNRDmheAvxJTXTD\nC6PckvXzwsnT5LUYWuetOKdqcz2UTIZHfvBN4g1VnrwnQP+mT7Plr79YE+3o9DE+MjvNVg98zupl\nFs9VPaMvhWoUGJx5iv80P88f8QF2WBGaxGZi1nQN1EE1p/l44gUGBIMh+9Kt3q8FxcrTU36O39by\nfN6+H0+NzhmgQ9vLFzWLT4v30mJdOoVvlX31Jq5qG3w4vxvw03h1vtIVEban+NXM43zllw4wI/XQ\n9tXa6seaPsu9/34Lqd8OEZ786Ykeqj+B69RZBg7vWv7zYDurtdprf/j2bfyJXCMHB2gowQMDZ0Ns\nP37/NgZr9O0P+cC63YvnQw8TeffP1UTToRm07k5y6ikY3RMia26siS5AcyrDZ779Pbr/92NYrx5k\n5JGP1ERXMQ1WTxzmP730DzD0CowuMKp31kRbLY3z0dNP8siZJ2B6DEoGJbGtJtqKVaIn9wq/O/cV\nSA1Brgj2pXetGhG4A5HwWyKGFkSTKdlgp2xQFM+ZhAPVXfzOwlchewxyaTz2uZ0fFYHbihINMxJf\nPAUHxqGQOhs9lCuBXTp7kyYFi3mnwWmnzpRooItnz++L+e9AbhekJmi1z+36yHNwZsTiiUmD3SOg\nzUIlDekchC7TgePNa2LM8c7MD9g6ux87e+IC48kN3GZJbNIdNBYlIsbVG3Vt+in+3exuRM8LKD+3\nG0K1bW8a1Wbx698lsq12C5s6dX4S/KLPwMi/j1t6H+TL2dotYOr868Ly3EN2/H9yes9z/L6zXDNj\nKORuoDj7R0yMbeMPjwVrI/o6pWgzJ/fLHPt2jGT0Rpzq4kWHr4UXMzqnnjlI+RmZavW9NdN1aoe4\nXX+StPYSZ6yemukCKEae+6b+gfccP0Jq70JNtVUry0D+a3zQepTP/eovMrb25pppD5p7+FPz73jx\npgYKnbWbmwKoHOYG+ys0CyMkWFVTbQWNAfNl/sD6a4rU2HxiP5+3vk2eyxexvhZU+zTvk57g277a\nrYfOxyPvwpxMwpmLo56Wiy/uZHQ0DTWMQPxJUDeH3kJ/3qT3gc9iVn8Z295Kb/dN/PvW2uYhvtNZ\n23DBOv9yFB0f4Fjew0htmmq9iS78X8z3f4gdnbUL7pPDcKTvAVL+H/G12fdxaOmU3ytiSIT/edDJ\nn3+7kUNPba6NKCAvjLJ+9y5u+d52Tos+Cs231EzbXc7wntOTfPLlf+Z7632c+uV/UzPt9vJp/mLs\nGd6b/iaPRyyODj5cE13VGueu4t/zu9U/4yUrwT5hsCa6AIpdYcDawZ9pXwR7B0WurBjhG5iCxUoJ\n1ktwl9vG8BgUA+d+NwfMA/xt9QvcbH0flQt3T1QEOqsCtxQk/mkWvjUM40kQiwK+1x9RcRE6JOhy\nQ6NqEwlbmFEL1T7MF/XHuNl6npidvEBzQ16iKyPxJwn42xk4PAapBHguEzV0vkWj2PP8gv5Vtrq2\ng/9CA8jN2XTCJgQarrJLxht02nsRWw7jCAkkNr7jmjQuTQpv9DUmH1hXY906da4v/63ixOF7jP3H\nnuRXAs3/0qdT522IosGdPb20b8mjRL6PVMOssveLXu545wTRzg+Rmn2ydsLA/MwQN92QYt37v8Xv\nef+erfNDNdV3iNvxrNPpe3AlW9evrJmu03GI9dbLPLvr/Yy7f6tmum/Q+fJJnthxG18LfJGyXNvv\n/J32SW72q/ww8whDrg/VTLch6IJQhh+o7+aQ/PGa6QKoGHTLHXxL/TCHpasvfZDHpCBcbp0Z5THx\n1xly1G7ee1b1FJ93rGdIqq0ugGpMw0yAl4XfqLk2uoD5/c3w/NaaSw9/76MEfmc94cRPT9QQ1M2h\niyi4RYxDM2gVH4ZrK9vWNbJ1RODOfO0MnRfMtdyr1Han+A1Cpo54BYW+6iyPuC0Qa/wExplx/nzq\nGOUaGdoxNYZz8zcpzTfxw2++wFOnlt8+9A0mKzBWWENh7gy3BQ/XTBfAKKUI7/5LPNV5Mk1/VDNd\np3mQQOUJRitJZk69s2a6AG79ANHsEOU/+xb5/7+2O4SKvZMB64fw7tX8+SOPkKxBzjuASoYe9sGm\nEEe23ntVY1PYpASbKS6d+he19/ApR4AT0n1XpV1x2/THYLARNjfCfW0CvrhNqeXcb5HKOO/iZYa5\nuIaUisBqXeS2ssR4BYazAl3WOWO0W7bZ4IJbXfBgi4AaA3ej9frYo7yDo+xn7UWaa2yRT2kOJisC\nT5Vge0Yg+paCzzlsXrBMHrMMDloGKeXcOSukaKzuI5W5Hg/2WYyhSXJ/M0702ZdqqnzI9FHKRWn8\nzy/WVLdOnZ8UhRrU36rzrxPDhgeOP0tk9n/UXFubHmb30b+tuS7AB5Mq6078V5zy83z3yAH2X4d9\nYn/5i9w3+/c0/PgYXQu1WwsEFQuhdYinPvAIz7/vv9ZMF6BfnOShxuPsvutm/unjX2DihtptlqiV\nPE1feIYd4lY+t/p3GLrx92ujmznCv3t6mhfTW/ijtl/l0IrP1kT3TYwk2yM38cedn+Zw7OrMloJQ\nZUzECIUAACAASURBVNKV46grS86xSFqDw8/LcR+fb7yboeDPX/WpZQSNjKBR4cLAiTGxH/ydfD54\nB0Phz1y17uVYEHsguoovx3+el4O1vf88og2RZr7RegfHPf+2ptpENjDf+2BtNX8C1J++b2FCFhiZ\n+DuUwBeQtc/ztcce54OyxLO+2tT4ALDMozxdrmFy9HmkJRnrEt2J6tSOHsPFR9YkUXxfq6nuZwyL\nTyhfJxD7LcT0ozXVBvhs6B9p9/4hNxx7lI3Fmssj3yDw8d+c4pMPr0I0axNO5ZVn+ED+KK+03smL\n9z6B7myviS5AiAyfPD3Mt3z38s9rH6XirY2JA9BuZ/nNoz+Ep+d4MvqXHFU+WhNdlSKfqkzwUsHN\nl4LfoiT0XtG4rGRjBi1kxSKrWOfXhb6AVrvE3zLIl+WvUBauLKx5wmNjxIHWs/+8DQ56OiWcLW8x\nooSVfM55K192fYWS0HiRTr8pcqcuscW6MGLOE7OJt4DaDWKDyKp2GbXhnLYPH1+Wt/IV9x9fpKnY\nAh8wJW4xJTZaF/+OL9g2McHmQQHuCYPut8gGzmmvNXw8qj7Iq67fv6JrcTVsGe6HuXsZFX6zprrN\n5MgM3Uw8UbuCmXXq1KnzdkC04UsLxxm2l9fFdDG+HqxdN6S38pi3xBOVs4v1cSdkA7V/DVvM8MXD\nczwWlRiJ1W4t4HTk2dKwnzbXLjrf62DyodpFcgN0ykdQo3sZua+dnb9yP1N39tVMu0sYRWzIIGwO\n8t/f9V6+8mt/Qrlv+fPIgLOMEK8g3NjO5275IC+96/++onEpLOYEg0kuk5XiKUJDGaG7iz/t/zCH\nB658/tghV7nZAdu8Fp5gEcF/YQ3JvMuP6GhCiHbx+XUfY2jNp65YG0BzlLG8BTQ1hyWdMyDzSjNC\nSEZsXcEXVn6Aoa6rLzNRwSKDyRw6BueZm64gQqSM1C3z5c33M7TqE1etfSmKTfcj9rfhWO3ktXde\nvVl2OVybenltfQMTG3+tprrXm7qLUKfONbBgV3jliScRnbWN0tq5kORLL16fqvbdOvyvr/4IzBn+\nRyLPvtqmHAMQmvl7qo9+FeNbx7ljvnaTLKdjDLlzN8V3dzD9V5+hsqK7ZtptYgEi+zjw4Cae/A9/\nxqnbH6iZdtfLO2FE5tWutfzF1t/l6E3/pSa6qw4dgtFOdjSs4utrvsLh3v+85Jhph02nBzraoL/J\nZn2Thb6I5523p8Dbwkvta/l692cpy0sbREmvjREDrRloA6ENPDEf8ZUCqfNS/Scdfgg0sCPczjda\n/pCS1HSRVv9bzO0JyWIhBFrT69pdNo5YgLX9Iua6s/fYpByFcDM7fJv5SvwvLtJUEFhlX1wnCWCV\naHOPH9paoaFVYnMzmK0WxuvFD6eczeD18nfB9/Bq8GLz6VpRBCC2GRqb+KsVt5PyPVQzbY9zPURu\n41Tw0zXTrFOnTp23A1U3nLoOxsr1xrg+e8I/MQZzLxCZeI7V5T3cuTWFq712NWA67VkC2edpbDmG\neo+HiYfbKNxdm4juRv0YSsMZnJ0LBAdV9t13K9965F7K6+PL0m0SDyNFjyD1VJAG3Px/73mAlz66\ntGmRkw3MqIYU1igrl2id6rYhZiL3iITXhPnr2x7g8D1LGxdZwSTYDD0dsKkdbu+REFtMhObzwtSc\necRmGanTRGlv429uuJ3E+iuPzO91max2wQ1BcLSdV0zHVUVo8eFcYaOs8rFry7tI9FxdJ7rX7AJD\ndp6SUGQ+cs7UyoeDCJ1xlNUVhEE3r97z8yS6a1NaYcaZQu5S8G60OLjZy/GHfqUmugCe2/M4tro4\nvubiue7bmbo5VKfONXDaCbuurizLFfHUdZzwDMswdZ0DCbSFaZ7eVeYfBHi2hr+FTmGWgfz3aSh9\nn7UrZ1jxETf6NdZ6eStuO8+9nCQSPULqvkZ2f/p2Ru6tTa0WxZ5DUKZxxHUc6yJ8+d4H+Nqn/pBy\n3+WjfZaqXafakwjeJHaTh1dX9fGF9TdzeNulw2HnJBvRCe0KxH3giYEQtVH6JRLtF5p4PtmAkIjQ\n2MRLq9bx9Zv+A4nohktqj4kWniDYYRBjr5s4rUDUTe9qCedKC63h9c/K7UJwqghNEXa0D/CNgf+H\nknJ5o29askkEoRIDqwHsFhst6sDToKDfeHbCk/IEQHEgNLewo2Uz3+35b0tcwXNIERu1idf/CcSb\nRG7oskn2n9U+GulBiMcRusJ8dfABjvT+6hVrL8WuNjfiCgXHima+t/VjNdM91bYRx2A3J26qbUHL\nOnXq1Knzs4mzOk/j4e0Edr7MJuEEW6O1Cz9XZo+zNXOE+Jnn2OA5zPoby6Q31GbzVRVMPJxCFYfo\nkYdZ2ZihelcP+z+zvCLVHiuDGJ5HakwT7LFw3+bnOx/cxiv/8YOXHTfjMGn3Q28TDHbqNDVfPOPz\nSWMQSxOJl9HX2IRXB9l152YS/UtEt/tN0iHQO4Fu8MVEVgw4qaw4z4RylXCHh3H0GvhWZAh3e3ny\nA++n3LR0T7cEBpujsLEF+poFlJ4KVs/ZCKicR0KKiHjjZeRug+Mbmnj8Fz5xRboAZUz6sXifA+5q\nFPAGLQp9pdf/mkVY4cfdVCLQKfLythaeePDqyh9ckrZmIp0zRBqmCN+mse+DV2doXYoJ2Ynan2Nt\nwxHya3+6msPXzaE6der8VNA/e4DYa0/QNrKDmxtSdK1y1ky7d+4ZQnMv0BM6zKZ3aFg/10zpjlBN\ntB9yJnH5j+HqSaNu8XPywQ08ds82ymsX7zaWAw6LFtPiZSKvRBHRdwyxKYHcB56N7fzlfQ8wdOu7\nFtd02ARl6PILrPYJdMSAZglPs0y55S27f9I0RKYQmg2ULj+7N9zIow/+BuXg4m6fBwHZC1kPuBtA\niILZBEK3Tc4fZ+B2B5PrX3/UyDZE/YhRESUWYcfaLXzj5sunVCkBKCpgtkMhCkKbjWOVQSrYQLzf\nxv4li9mgBzHmRGzScba38+SGuxja+EuX1X2DhSDYDWfNIaUFrF4nPT0ig2tA22pBII/QJeBeUcWx\nzseuWx4iOfDuK9JejKx19nOdUDuh3SDYIeDqr3JqUwcT99bGeDrZFMTfn+fADSFSHTfWRLNOnTp1\n6vxs05lKMfzoLHPfKKMctZGLtSuctG3HfrTdB1H2DrE1eJR7bsgysX75uqpe4RPiELHiHiqrUqwI\nnaS7KY/dB8Mfuji9/Q1OY5C+TA1XtZLAVmZwRcdZbRyg07nAyk0yQ5sjpB9ZvLPbgsNAdtn0eyEe\nBXcTmM0OZgcvjCDy5k8jhAs44jm0VVW8PQYzG8I89aFtl32vCY9BJghiA1jtQI+N0uAjNihQ6jv7\nXnweE5d3HF90HscKAbXLYKHTzT/93tKpa5bTYroR7G4QVti090jIW86ahAGlgOKdxN0wh9Rj4Fwr\nMjHo5bn33r2kLoDXYbElBsFe8LY5uKnTgdqhoa/WybmKROy9BH2TrHAdo7Uzx8k7Bxi/e/kbuTk5\nRXN8imjfOH3SKFq/yfRDy7/xhE4ffd5p+tuO4l2ZpNIbWbbmT4q6OVSnTp2fCuRCisirB6j86BDR\nQ0k22rXrDRlOTdI8vpeGU8+y2j7FjX05tA21MZ8G8vtwG3sISMME4zqxLU5yH13HMz+3+O7EhGQz\n2AC3KjZWyKaySCcW1Zpjq3scR2wBqb2IvcFJfLWHL/3GJxj66HsuOl5xCGTdkIhKSK0O3O0yjf0u\nXO0SzStVJgfP5Zd5JAPCZYSOImqnRqQdTvUF+ceHP7Lo+QaDYCmwIIG7SYS4m0qDF6FJJB/y4ekI\n0vwgaN0iOJI4W/I44gJqi02wVeHQmk5eefel87H1mE3BB1nf2clOPg5ip0UqEKDnJg/WKgnkJDSB\nM6ijtKTxdMr8xW0fILF66Z3BBT9ocbBj4GuzkZpE7D4XG9Y6cHZL7AyJSGETfySH2GVzYGOcJx68\numLgAGUbJk2DStUkoVvMd65EWB3CszIHm3VCA1V23L38bn8p2cNCh41vwxzCrQ4WNnQtW7NOnTp1\n6tQRNAFnGn70rM1399hUpdq16nUXTG784QnmnzqDeGiOzmSeDc2XSLu6SrpfeYngwknC6WN4zWl6\no8Ns6MlQvtvN7IbFa8oqTh3VqWE6Ll0b6OHUYRTpFNVYjn5piBXmLKsGYej2MCXl4mujiTZ+F7T6\nRVZGJBo7ROQeiZZeD7Przm0IqnoZdeEAPtcwN1WOYQ94aFmrU7i3kz3/9tKR3KbXouwGdxcYjSB0\nQSEcZuUNMsmtZ80hj1RE9mRxRRM0hRI412vEGsvMDoY59osbL3sds1GD+QaBcidYq6BjlZP4ehMe\n0vAqFbzCKbyBeeKhJPIqUAck9r+jheTmpbvQFRWwOsHdCa4OC6VDZcsqCXrLBPx5gsoUje4x2Fim\nXzzOys4qBz587SbOvH723pIcSVqV44TCc2yq7GWD+zjpexquWfcNKh6N1aUhVsQOs8Z7FD1W47bW\n15G6OVSnTp2fGjzjVY49WuJHj1aZOmBjLdKI4Vpwmybrdu2mvPMErn3HWS9NcF9fnvzm5RtEsYXD\neIsn8Rb2E1En6LGS9LQU8N3s59Tvrbno+GnZxqlAoA9WxkTyHWD4L9ZtsmfwyGM4I3ni3hTmNj8t\ngyKHt3WReujCzl1xTUCJwahPoNgkU22RsSIykRVe5DYXxg3nClB5ypPgnYcuHXc0j7uzSkO3g5mb\nu3j1vtsuOg9HSsBRlhkvOsgoPlKeEClnAKvZD40SKTVEwzoXC+9RCZBEdk4TjGSotpsEYhlCXSEe\n3baeI3fetej1W+uUEIKQ8oDQBMREaBURWiwygp8FV4hcRwUp7CAcL6L1yKhdFvEOkcc/9klKLS2X\n/GzKQEEGqRnMEDibBYI9Nnqrg1zIhd0a5a6GSTwNJTyNGfytZeR1Akfu7GDnQ1cXPZS0TDri8I4O\nuMtp8Y7CBO+Rxgm5J+mIzBEYyFPcXCV98/Ly6Itb1hKK6jSM/oAO9yhz63zL0qtTp06dOnXewCEJ\niDEn0lo3oru2y8iWkxr51xY4/qiGvdumZapEUV5+dJKyUKRn/yFay8eJpKeI5CZoKKR4R2eR0gYv\n+c6LX6OxDbq7bDY2GmQ6NAzPxdHc2555Cd/4GcLp04SrZ+hwTrBWmqJ3m0ny1y+uaeR3SmT8MBpx\nUm1WoNFFsNeL0KRirD23E6hqVd4zfgCPNIWH07TpZ4jIBbo9GYq3NJF/ZPF6SXGPTNYJVhRc3QLV\nHhlHn86Cp43Bh2WK28AzOowjUsXNFIF4jogziXKjQH9bkdFbmkitvUxBUg+ccdhobQJ6G0x5O1iz\nRUTcWsYrV3F7UgTkaXwNc6zNnaKpsUj3Rhcv3LJ4pPz5lFVIxYA2UFbbFFq8qL0+Vt0g4V2ZIyRP\nEYmlCDXlWKkcp1sewdMLxV/tWFL7rWh6kYBWIqNVcbozhOxRuj1zhFsnWaOcoTU0ftWab8UKV1lV\nOUwno3ToRxFLtdvQvt78dCXB1alT52ceZ1Xg0ChkytAYrp1u00iO+e0jTOfcqDdOE8kYrA26GF2m\nrlIpsGnqACNZEbfuodMqE/TO41uRZbbXYvzOIO3PZt48PqaAwwWudlCLAv0emaMhnfjOCycmWyf2\n84xnK3Zonv5ikgW3D49iIa5zsVNv5/4nDr95rFOHpqDAgipQiYk4oiJ2AMpzceIdWRZ8ErM3Vmjc\no4Fg47BmsAMpok6bygoBX6qEX5Z59ZObWTk7TGT/xAXnEpoXGWlzcDDto6nbhyk5MaUYno4MWdPB\nXFYn1WggKCBLE0h+F0JLDFUoIVslgjGF1x65jcbEMJGDwxdoCwmBhCExVrXpaXEzo/mRCCOssJlN\nNKFHoG3lKBP2FFJjHFdrGUnWcRo2I5bKc+++mwf/9muX/HyyTsiqsKJdZEaJEY2XsQICJVnAyDYQ\nnJnD55nA4VeIBWTyXQFMTWb0He2s2xNEmc5cUvsNKoJNLGLT1ADeAMTjAqJ4lJOTLyCu2kLJn0d1\nyWiRPCduinLTjiUlL8mcu8T9B5+nYcchDs2dInXb1U+c6tSpU6dOnZ80iiWw4YTInmkb1QlmBuY0\ng25h+R2jbx/L8PSOXfjWh4kZFZrkLHbWYPX/Ye89o+S47jvtp1JXVec40z15BjkzAASYxShRsoJl\nK1peS7bX4TisvWtLa/tdnz3yes+u/TqvbVm2ZAVrZelVpihSosQMgAQDiDxIk3Pn3JXfDyAFghjk\nHlmy+vkI3Pqhuroa997f/Yceg8kuCE2cO35tEpQo+FsCw7KPowmHzEvn3kfAsLlzYYLxlks8FWAo\nUaDLV0P1LzJzc53ibRB7zXweqomQgMmYiN6jIccEbDdGtM8kVPCxsL1A+oUzkUqJ/BxzpSMkugKE\nlRr+vIamlLB7RY5v09n+xfM/ozArkx9UmRNEEoEgns+HlJLJleIkRmrMvKnJwIsOjjdHrDeCHJ9l\nS2GeshlDDdk0Uhan7o5z06Hl60nFUyKVCDRSIMdhsZJEjDlo6+dwt5QIanlimooVD7OqVGBJDKKF\nmhi3Byg+rhF76cIGSSPoUkpAuhfkPg+/5FELBhGCOt6Cgy7k8NkGAacLf6xIn11A8ZWoDNtcSX+d\nBa9JX8ZmkwJdBYPIkWPM/oRAv+UhV2RWZY5hpLKMhgXUytU31pHqLfxH9iJko6hODkdo02n2D4CO\nOdShQ4cfOTRdIL0CxbXX7SkwJascXHC5UYC+JYOjsojfXj4ctAWYgkfYu3i46B2TE4zNR4nPKcho\nDHZPkAossXFXhe88rlMZKhOeODMJuQEwNYiFgD4Jn6MTG5Ko5luETr4m7LiYg/oYMSdNqc/H6tpp\n9IBNqMfBuw6O/sJaNn7ixPfHhzWBetyjkBAIJmWklEi1peHrFgmHGkypIjw/h241eOfRx3mktAVp\nTTcxwcC3UydeqqL5VJ55z0buz+XQp5vf147V4OmqzFRDxSGC6NcR1BCLbpJwX46FcZFS1EXpcVD9\nJWRxkUiiC0ISmtQi3GpQywR4+B038oHXmUPKDDROqZyMCwzWoxCI4QoxXNvPvG3iZEJY/gL+xjh+\nqUUgJiHEAkiaTaDp8kI2w807VpF4/vTyX04ASiGZWipCzQjRdFMkEvNkWzpOJIovXsFvTZNS/Dgp\niZHiDPUeC/uuFLMTG1n9sT0X/e4BNNVDDEO6GwJRCGQEqlKA25SDFNRuEmGTXsumpdRpblsmj/AK\nUA6Mkmo16OkB/8wxXiga16TXoUOHDh06/KCQigIjpQDP2RZZx2ajLHOx/iNFHCy9her4iJgX7qCm\nzzts+MI0dbFKvatBaqiFVvdIyw3MiID7GovBkjw0DdJRgWaAM9prXSoVi/Cpszfjd2Fr/ghTrX5C\nM/NE4yIRoc6AM4vP8ti/VoDXHfYMpCTyEZdcRCDQrWMoHpaVQYrXaH1QgBcWAbh+IsuB2VPEBsJk\n6gK61EvUzOFoZZYSLsU3QeyRc7UjSxIBU+NgSWX9qiSe6sMTEwgjMCt2YfXUsHbmuX3vCyzsChEp\nQSySI+VbwC6EELsc6tugtBmih89/htFFH4tbDRq9Hv6UgmI5zCp91MMSM/02cjmHrorEvC60nizX\nuRM4nkAj4eB+MAIXMYcIQi4IyqBAIxYgkHZYEiMUJkR8QxJaYYGIbjIsncRachjqPY1ktDgVaV5Y\ncxkSEZPufgj0QjQnsl0S0Lx5YmMt6rXVRMUlZLfCQVHlWhoMmmMWM787iR2eZNNvxxDKJj8qtsuP\nxl126NChww8AzfZYs7/Fk0EXWQG7DDkbBi4wfhqXTMRlURDIGCJuY/kVjF6os3b0NGpeQzUDeEad\naDxHzG2yeb3L+LRMeOJM/nPYFcjrAuX+AE5QIRkVqVl+xt7rEvqjsxt9v+Pwxhf286JuEbtvHUk1\nTyLoEBRriJEW1k86zL8UJr2/CoA7J1C5TuCE57F5WMTRZcSAxWxpkOT18xyadyjfHibydIVhs06s\nNIpqNNjQbNEwkoTiHolyCWNdhKn3DrHuT499/17UOZfUkEfO8+E1ddRIGCkQpkGSsqXT9OVpBSRa\ng/MIeo1gsIyQKNBnOLhdDTSvSaxaZWZNlBc+dD3b/3n/Oc9vw7zLnkacE8UY0WAMQ0gg2AmyvjrV\nYhAnaaLNZAn5FASfTFwIUu2RwXOIGhLfG1/Fu5cxh3RALytMlDWSWoiGEqIg9ZA1Ing9NbKLafSh\nHOHZkyR9KVoJPyPlIhVXQOxpkHtzL6s/dun3qhiCYAoCSYFkWkYIAobExsg0zy7tR3EVVsl5LK9F\nJZanlVDQ8ldXa8GqN0mvg2EdRGOSZx9vX8HQDh06dOjQYaVRPZFhSWVYuvT2fJoWO3UbLW6TNUTk\n6QunUg+Ourz8UJ7aToFjcxV2imBPQcOAhuSQeWW6VByBA7JMKKUhRgWCfj9xBZbeU4E/PrdIdfxI\nlqFtfqZfanD7YI36yR5IyMTyVW6ICLys+ogZZyOOIlMK9naBfEJE6JKxExKzk70kRrJMHnAp3REg\n+lQdf8Nh0+wkcjVBlDDRxnGiTQGlucCqdJXv9hjElrEv1DmROUdDbkVQojEEKYygeyy0opjBGkvd\nMLi/zPzoJJF0EFGZYzUV8o1edMFEGjQp3ujC4fNTBqXTIsKNQZ6dEtnUn8RNSsx7KaqTJothB2kp\ni2RJDLuzKLkmw5kJHFnE1i0KqYtHzkRMmRkk5CGVeSOFKMQg45CvBDGdMML0JL0JkcCpUeR6F3F/\nmZBYw4mVqN4h4Hvq8qJ8mhHo6oVYBpRVLoGKhu+FIqyW6G3MojQt3KKA6XO5luo7sarEjk3ghWDh\n5RqhMf9Va/2g6ZhDHTp06PAahCL0liSedVyKjkefzAVPrXRcbhdA6fI4ZbmMWyKR6eUH33o8y8NP\nHmPguhhKSSY0WEOqwJ2ZJlZEphI18ZdgoCYwFvaoJP2ICYmGHCWaqdNdd5jeLtDzwtmTl5urRU60\nasgTx1Fkl55QlrAsExILSOkqu++UsEqgjINwBA5s9mF0eayOiRSFEFZYJNcM0xAkLF3m2M4gu54+\nSKZWRM1PESmbSEmZIbGOWJAJqDXqwQbWgEb1Np3gM2fNqlWLNqcVjWpZI5kJgBLCkOMsksRRZ2go\nNlUpiyfk0TUdKZQnrorIRh63XyUcM/Fmq+RWBWgOqGhTZ7W1SZf5gsRMUaeeCuNFYghSF2W/S8kV\ncfsV5NklwoqMEBCJBS0y1Qqm7uFmZFq7ghS2xYgfKJ73vawagxfW60SrAXyZMJ4vhOfEiDJDSdXx\nb+3Hn80T9kNUSeHvydPnljA0m0ZXkep9cUKPFi76TrUECPbAfCSGk1CRoxJK0MQOhhkZP4ldHiKT\nGCNoN2jpNfYqHlcbP+TEINonoMoy8dUWG/blMJMivlx72gJ36NChQ4cOPyxIss3OKATiMB0XeCpj\nEd23fASR7gpctw9mdIN0Gk5WIVGAZg1qPhuaZ9dvuajHeMRPZEClqcYIJlvUXYfZHQa9z581OnzP\nt9jQGOfUpjDzexfZFDSo7g2jt2oIWQ+z24Wps+aQd0jgxZ0yqzMewWGZmuinUfdRFddhZ4Ic3aVx\ny1NnDt9WT5QoGi59Zhljoot4eIGoVUVxanQHlj/46a+I7DY1rGYEv5BEjERx6lGqYoW6kKMWq7Lj\n9Bzf2T+Br0dE7hFJhifpDy5SmY9gFVv039pi6tPLmxnRMR/Hs0HEajdBa4hSWqIgpXF7FIJfehYj\nIaOPaCjNEL7wEj1qjRp+LLOCcZuA+szyJo44KjK/Wufp+QSRgW5MuxfRsMnHTRpCP65exj6SQwpb\ndAc9wjNVpBb0NF1ObXLgqctLPZQzIq2YiNYjUYlrlEsJtvXNsPRknqBXxV80oeyx3u+QvQZzSBI8\nhldDJQnCtMPJq1b6wdMxhzp06NDhdfg86BJFui4yL5gC5CPgG4ChPlA1iYIlUjY9IovnT35a1mH7\nF+ap6CbVsIvXbBBzbFj0WIfFwQhQAl8F/D4oxjSUpEy21YU/Xqci+ph9m0PPCxPf19T3T7F9Zx/T\nh0rEYzKRRJaegElMLtOqlNm6VmQiI5Ac99BdEA+7nBpKoZ6MEF8Tx/ZCMOIyafZj6SIn1BK7AH++\nweDBw/jXOwQtjUxrDs/qIkgTN1ijGjLJXa+eYw4lxiyeKXmEEj5sNwKGhtsVo+EE0IQWZddGHFzL\nnSdPMK2H0FtZAklIlgvYhg+f5RAbhGxJ5uT2CFumls5+Tttjy9Ea8/eHyRdjyP4oUiiFVzQoBDTM\ndAbl6D78ah7RpxGNG6TLBWp+CSQHo1ug8p70suaQtujhliVOFMPEuoNIgQgtoYuCL4AxHKDW8OEx\ngya4JO159LpBb3wWgTpGos74iMKlSj4LtoBvQKIU9uPFY/hCIpGeOrVgi+akyOrcCdwFib7u07RM\nB0O8cGj8pQikIbguQNmN4u+ZwYj6Ue3KVet16NChQ4cOP6wE0jLjQzZb1kDAH6Tb9Zi1PZIvXSCS\n2xVYc8TH4SmLUcNllQG2CtbrgnWbcY/piIzZHYKoTEUYoRWeZ/ytLXqfP7dgcfykgSLnaXVJlLUC\ngUUVX0UiV7Qpew7dnJ3T/a6A9RIc6w0TKiWx9Bh22uN0awBDEJkL2NzyytjYsxZPDZVhFu7eoGLP\nSYRCRUpLLgMOzGZctPlz71sdcwkWIWtr+MQEnhTFrPZBIEdTC9LoVtHdY9x+Oo89EyDqC8NihcH0\nHEUhQ7lmUK1cuENbdL/N1L1+lEKc6EAf9UKAvJOlmknSnZxk4fgirbREpsdDPmaTXJ9lwGchCQ6H\nQgHUCxgufk+gf0ljrBgiNRynpXXhtQJYgTqTlQGEzRZj3/omfZtlQpEs4aKF6wjoTY8oLaqXWXlo\n1iewYTDM8XgaMaYgjZjYwQj7v11jzYkqcd2DKpi5a6tdsZgwUQc1uq9vUd2r4o16CPkfjY5lJYMq\noAAAIABJREFUHXOoQ4cOHa4Cnwe9KYHpXo/u9dCVEFllRngsWifymeXDZ5NVj+lHCzRv9DG60CAa\ndVHmQanDjCHQ/UqIkj4lMK35CEd8uAM2x+qboX+BbLxO8VaD2O4zqwG/B2tPHSM7OEzxcJlkysCa\nCiPiEqsaGFWPSv/ZifiGcYsvTwqEsgFqg2k8/Ah2iCUtSatRoSH5yO9YQ+L5k9w4sch0K0msKeLP\nGmRiJaSCgGuW8ZJNntdtGtd7+PcL37+X6MMLjD+QINSl4I+FsHIexXiakGJSDkvMdoe47ZtP0Fgf\nYmhrFClrMOAv42LQqoRRRIdkb5XFrT74yrnPbtVYk0MlH3pMQ7HC2EIE2w1jKgIFT0ALaCgUSWpB\n9FqVhL9MSmnQMHQcsYG49QInicDgaIupu4I0G0FEVwd/nAUhgOqYzGtxxOEsMeUgPTUFczFKIJAn\n4cshh5pMZC6dtqUJMCtrqP0aLX8EJaUyI42gpaZpdKs0jk+ScQJ4hom0AJE+AeYuKbssjXiIuVgY\nvxalpRm4cQ2l1DGHOvzw4HzjbSuiq2f7VkQXQLjz8RXTlm9+ekV0PfvqTeZLYey7tq6KF+NkNrUi\nutLA2KUHXSXG66sZt5GhxvLFga+Vw1tXbqPq1Vfu3dv50rkuTjrkYyZhs2YNxIdqJMqryQ4U4aWL\n1NtbEukpBFiQLL7qtNA8kR2ujMTZtZuQlchu9vCFfdDn5/T0CNFuhYVoi9KtBondZyfpoAnbjzjM\n+B0SUQ+z1sJYEpkxodT0UDjXbLnplMvnpyS0EwHC63qx6mGaCYUyaZoxlfJNcyT3HScCbJvxmBIk\n5pwJ1pspCAl4FYiacAyLIOd31e1/pspDqSaBjIYUCWFHYzRbKVR7kvFkBKsnwNYjZfbeuIApVIjF\nm9imSY8zQZcNeyYc1G0m9QPnGy6KA4lxl7laiLnQEL4lH7V4impNpC/UR/HwKN6IgmjUUBMOQsDF\nLnqkDYuDERObIKK3/LopsyDySMFPrR7DCCUwvSESzQmWAl24fXVOHShya1ilpVj4Y3V8lkSz6lE8\n6SF4ZyKHVPvi6WuyKlJeHWTO7SUUkgkkmhQrOjlfDmFyCtMPwbpIqyShcm7EtcDlR2BrYYnJ/kE2\nrT/NxJEUkpnHdwHPTfGuvvD1SvBjaw6Joxmk+UjbdSOFZXpOtwnnxv2XHnSVSNsWV0RXkNvb5vK1\ntCrJFdPOLq7AT0Mst1/zFRLalRVkuyJt38rULBkbXhFZAHzWtXe2uBDB8bP/iQuqQDHm4awFMWUh\n1WNcv13myGyZ+GPnT1CiBxtHXbI+g2jGZfcJ2GXB0itZSRZntNWX4WjeYuONUZqyQkXVESK9SPEq\nx4c9bnzNosT/VJGeezUWayqt3iIjwSateY2oKKAuuqzyOYy/Yjolai79xxvMlAMsjQXwre5BM/w0\nWhHySgarS2HBO0oCl5GFOjP5ObSyRDIjoC82iFgeUtNAMMvovXWe87nor8m52z5eY9/hKrVgkUR4\nBGFJpSq6lNwUuqhRD/oYrEgcm1pCXZjHJ6swskS/VafoWshNB8f0iK6zKK4XCY+efdaxhkvPE7Mc\nCQwgp2O4eYWKN0xXYZFFJDLBXnzCaTJKCHtBQx9YoJsKpiph6CKlfJ36vSq+756/YBysOOwpgpYM\no5s6nhygKXSTKpSYVwLECz50qYl4fJKED5TjNqFUE82rs6m3ydJ2Ed8+D8VdfuEQsmD/gh//Nh2t\nOwaRACVvkKjoYyKkEj+UY129jp0X8IoeyapH63VSwmWuHRpBjXE9Sn9vjLLqozEkkHSWd5qUH671\nSIcOHTp0+HdOs9Qk1bAw0kEs8dr3CHJB5iVLZNOQQCCl4iT8pGIuJz9kMfDP50cLv4pqiwzaKoMX\nKDsceULgyX6P0ohIwlYxRwwOW1twovMcHxG4Zfe586puC3Q9K/HUiEeX6yEWXWwXCpw/0SZLLkNH\na8y+MUVuMQ7RLoRZlTkjhOMFmXP8vLrDWXfc5bAi8mTJJRos0KNIyKaD2ABZW34STx5vMrknTyiS\nJxheg4NATl1FxjRpCC3qWpSkW6F7tgxhi+CsidfwKFcgWHAI5KAiXbju4dYTLT53WsDe1kWqHsbO\nFsnbfvLX72LnV75LcWMVx5XQaqBKDkYZlIJAt9Ck1KfBzPLGpDbhEF0QOVmIocR07FgXC5UIRS2C\nsX+e66JbOLn/OKuGVQqVOpGWQLilEZ1QuNwdVmvax3E7jBtNoiRjeE4Aw52i2tuNvThFzg+rbN81\nJJS9wkCMscHV+FSDpUwvQbkMXDgi64eJH1tzqEOHDj+eNMsOQZ+Ao1/7okTPirxQE+mRFFIhFXVE\nwCNN/k0h4o8tf0qpe9B12KOUFyk6LkILaibnnEfowOHTEtYpP4G+JPWEwnRrEFPNs5DWuPE17S90\nw6PvVJZjg0mmDjbo72mgleJYdRVmGgiFM63aI40z498wWuRvTnokugIIlSiN5ACxSZe8z48pmIwn\nV7GJ/eh1l/DLS+RlgXtWK+RPp9GCFWKtOs1yHcN0KLgCva8xh5K5JjceXWJPchA7BaGQilJ1mY/0\n0D3fpNrKEIqPUHp5P411QTIbMtgTNZLrFuj2FcjNdkHDQJFNom93KI2e+x1tOJzlmdA0pn8V6ro4\nRTdKcmyJeixGZdKjIuVxu1zCkT68cZP4qjl8kkdDCKG7dQ6v1UkvYw5pU016n8txyN9PeCiBdsJl\nKRNAHjeoDGZozgepFqtEYiqDfZPoJQvVsRGqAnHPI7fGhX0Xfp+0EvjzKseyEWJ9AbRIlDpxWnWD\nXF+SXKiK8dJD+H0eeBCteSxcrD3LRQjEwoyLScRMDKueoByrXpVOhw4dOnTo0G5uty2G+0xqPWUe\nno+Ac21rMXlRIH9C5VunQ6zpSuP2R5mQV3F8eIkBLmwOXYpkCXqeszk8opEO9mKGUix19+KIModT\nfm7hifOu8XsCm2ZkjgVsMDzmLNjhLL/VvudomY8+lSN5+3payjCxkkfVlUBocLprA1s5ExCgZeHe\nMZMnEiJHiy2GbNAdwAX9Aq3W9brLrxxZ4O96qtjdDj7Ro5RwCY+plJQYhIeAKYbGoZbIM9rwuLEf\nyk0BaqCUQLNtLmQP6YdqRL59ilP365R9XQSqCnkxyYaxl0gZEsVjNWRZwlBMVNPCtCQoC3izLlJN\nhGUMs1cZeWaJZwdN3O5uXD2IafYTL5UwF8OsLSvk8g5NoYER9DjseKRzDfJ57bINjXUzEg8fDxPe\nFSAQTFOsD+EXg4hDVbYIT1GrO4jStUe+mWGduf4MluUw2RtjozRKxxzq0KFDhx8yBMvjzYJLuA/2\nNWC+eW2LEmkJFk9IPDEXYfVAD35/jHrERzYlEniTQs8jx5e9TnOAGZGcDz5jusQ9gU2CyGstouZ+\ng9H1QSJqD0YrTSUdx2l4nOzrJp/sJpE7G+2XPm5xopml5BeZK1hEmlnUagS9KjBT9hgPeFz3Sic1\nvW7zlkdO8XkvhSCtx1OC2E2VmungNmrMDd8GfAmAdS+aPC6rHA5X2BwWMWZ1XMHCrDmIZegKnT/B\n3zWxxMNdi7iDFkZQRlf9OIZMbV7GswSq/m7eP9VgfDGHLw5qxMJaKDLQ7RBTy9TKGrWiQV45v1NE\nqtjk5rEc3zswjx3cjINDsRTBciVyczqGUKc1JjK4WsFnOiiJOplQEU/xEZEEjrkXNlzWPz/F09E+\nGmmFhODDbspMKP1YUw5OOc6xIz6GthnUW3XSmopumrgF8GdBrl26q8XwosWTrTjlWoTQfJxWl4bl\nbGAumsBXO078tMn1KtCC2tJFpS7K4oKAfkcGnyTjRVKUjBNXL9ahQ4cOHX5s8ZkeMWDR174UtNEu\n2HWTwMbtDs8+KVI8dO2aN4/7+NZ8iHwug5IewdUVZgcz5EemSYxdvGHExdh2oMaxtSbjCR16khTU\nXgwtyGyqn0YojL96fsq2bAisM2VmcHmjd+Eodn/Z5JefGuPPhQGcN2zndHQVidkSQq7IbNdtwP/9\n/tjuSZE7ai57o6DVHAYsqDVg0eKCNQ9ThRa3HZrisREX3a8TmWwyY/fRqonUfFGSQPCUyHGfwHTM\nQctDb0ikXobGHITLLhc6WtJtgTecLPDiCyYBX53FZh9KzWMhp6Ij0n9Epp6q01RNxgvQ63qUawLZ\nOVBLIiIXzkhInaiR/uYo+7tvIrHUJKeniJ+AWnMYlCgbFvwcMosEE1DxQ6EB5YZE4oKKr7v3ikci\n6+NkMUQk6ycbjtNdtwg3F/EJInGpPRkv3rTEiUAP2bkwc6EmNyy0Ln3RDwkdc6hDhw4/NrgiBDNw\nyxYBLIWvHfYQytfWxenGSZdncjrlfBx/ph/N78cY1ji+2k8Py5tDrzJgigwgLtsN7ScPZPmL7QJp\nyYfdl6TmH8IJJimG0ixsuoXEk189Z/yOKZtZP9T7wKhBuVqhpwp5FxqvO6wYmS6w69kJHgmvxgys\np2hH0ZsaNBqcNnP80ivj9FmX/qzDt78rEd9SId1QQRBQBLCLELKhHPCI1M9+AH/L4HdPTvJHa8pE\n4hlqmoK8JJM3Q3izi1CTGZppcmQqTzPgofeoCJKFppQIO2UqRhJf3WKy7NFSQHvN0ZVebrDz1AyP\n+Gdxo3k0aYBptxvmGlh5ldnFPJsyAq5iEpAieBIoGQuhYZEWPMIo2BsF5KPnm1qpUoubD8/w5FAV\nUhl88yqFQBin1IC8ztykSytZRwp4eHoVrWngVCXiFdCzApdK7Iy/nGNyl018dZJoPQ4LOvnebrKW\nxkApyMQSuDroLQGrefUL8cCcwnQ+hByIUomnWTM6etVaHTp06NDhx5f3TbrsqLv8xkYZr00GkRvU\nOBnX0Ec8gkI/08fmCNrXVr5Ab8KuQxaP9kmEemMYkdXM9fvZe5vJT4z961Xr+g2Xtz46xv9ctZ2A\nGaTuJBGaMaqOSb1rA/7qc8te5/MERrh0eYPhg1O8SzvBP2gnMdYN4SzFUGoSg/nzI88zeZGbmy6T\neCyacNyGey+yjffXTO45Mc3/d3SRcDiNJPtoOCJyqUy1ebasStdJhT3DNl8qw4jlcrdPwC3C+KJ8\n0a6pA+MlzAM5xFAS13VxsxbPlsP8PBB3ZOZOgZT0OA2kKh6rDAGpcOl27nrD4e5T87z43VFKW4fx\nmS3mCjHspSqBhSY6InIpxENWlbAIsgxB68oMnZHnczyyNsVQLUI1JiONJfFXG1ekcSn8MzajSykK\n+TQTs6fbqr3SdMyhDh06/PBiAW2sa+hIML5aYuuNEr2JEMGUTP1ruWvS1Joew4dbHOoVCGTCeOEB\nFhNxlNVJ4KuXvP5C6EWTtz8zxucDq1BElZKXwl8K4M1bjDtJNr1+PNA7CgcNCAggVj1ONqApwrz9\neu0a9+w/xjfFHmw2QEyjUQ8Ryip4cw2akh/daaADw/MmpyyNh19s8eZgji5RQXZBNiFmwNIytf8G\n52f4rYNH+MvhFEqwC03owRbqUPJBBfwurJ0so/cLeDmVRLiFvQRO1SHcWqKRBb3g4Y14OMfPXZAm\n8jl+eWycv0otoIQFbMHBK1vsLClkTtVobApQE00ySRfZc0AGuwxyBRK2TUFfftrTWyZ3nZrhW3uO\nYG8aQFMDOD6RVjmE4A6yY+I0x30qq0d8tLQmrZxFpCniVURq88Ill4G6ANc/Nc6e6GaaqSSKHWZR\njlMragiTPhoNGDVgnStc0yvfXzA5MKPjMUSzrLLpxI9GGHOHDh06dPjhohoWkXcEuFW2eCbXnvqT\nlbrCo5UIU8k12H0pWs/pBPdde4Rr7/fKrKtP8FBrLepamangapK9deDqzSGA1GKND33tWf58R4RW\nbSO6mcKeyjPnDpFieXPoSth+5BiH5Bd4Ir+OhrIK/6LME9UQv77M2ExDRBRkJjyX+5FIIHCxeBR/\nqcRHv/U5/vCGCEogg0kaCgtQOntA1m8pbJt0eTZh4IjQnPcw67DauXS3rh37TrOvZwjZBasps2vq\nbHHs+HSIbzUMrgtD1obxoodUV7icarEDswXet+8An2YnWitK3ichz8WheubTZlwfUi1EHRdXAN29\nMjsjeWiadU+fZGLtKqSjGpO+XgZOj1+RxqUYmq/x1WOD2IbGAy8ebKv2StMxhzp06PBDyy0Fj/st\n+O997TmxkhF4NqsQSwdJbUuRSMZZ/LZBsHltdVl6Xq4wXp/gcLOf4JSPuTUDFJUU9w9tJz7xwlXr\nbnr2GG8x/Hzm5hjm1jU0y1GcRQMay3dz0YHEuMB01EOwoWlAC9iwjD+g1yr83uH9/GFgK+5gN7ge\nrSkJ6j2gDIFzFIDUKbjFNnixLjGq20SbAn0qyDXwN+G47HGTdf73M3LkWd5eEvhKT4hmII5k61C2\nKFfOdL9Ys99kamOVcqOFL+DgVaFugF3zMPOgFKEsOwSXmaZG5sd5++H9fL37bgQpguv4YE7mrobI\nFw8W2aSHKNSaDKcdJAPMBrgN0GseoaCNcYGpT6+W+NXTY/yNlqepDqDIMYymgbCosbUh8rWTBg3N\nw5NN9vsgVXVI1lxqCyKX097gzhPjPLJvGmvrViQ5jVnWcF2DgYUaG5G4SKT1ZTO8UGBpLkBDSOHN\nWKROLFy7aIcOHTp0aAv+locO5LX2dwvb2YBYDh4ZaI/eo5EA0VuGMG0dvvNiWzRlR6B2wOA7L4cw\nNm9nsX81yTaYQwDXHcmRV4/xeH0Lrs/imZMZPuCL4TevvvYQwNYDR/ntZow/LgxS027AK6lQvXQU\nzOXgr5f50KHneNzcAL4kzVYUihfW7vZEuq+gXPJQcZ7fPfgg/zsSBV0G0yG0eG6s83pDZXDex6PB\nOictl22OjnYJ4wngfS98kT1renCEDJ5dp3vpbFMmzRW5KRdhstai4jPocWCVd/lHX9dPjFH0nuBr\n4QzIGlbOwG+e/dxd3itG1FU01tBdl7t37+dParuQxDW0PI/Y1EW6210FeqtJ4UgEI6DQfeDqUxv/\nLeiYQx06/BgSq3kUg+1fmNxdB6MOu7vaoxfuEthwJ/QfF5levLb0r1fRK/DZx+Ns6t3MZHSElp6/\nZnNILxrcemyJxeA0k9Y2jLqAN5dgSe4nztWbQwDXnRijYDzNlysjGKyDuspC6cKtfnVguCKQ80Dz\nIP3Kny3HYH6C3z3wGH9STIIUodXKIBRt6k7wnGuGJjzcLpcXAiJy0yLfBMeGnAXJC3QN9TeWuGd8\nL1+yV0EkjmP0ITSDRMpnLvB7oEw3KIdhSvLYED9Tqq9RAUrgr0LE9s7zS5p46GaFu089zVecd4Pp\nA59DutxC92DHCZPqQINkwMVwXISyB46AXQUlC+Qu/t5vmniBn3N6+GRcx1I1hFaMnfUGOgL310UO\nTxjEo1CXIAf4yx6ueXm/Jd2x+KUjo/w9O7CjgyhOEKfVJLjQnncbQG+WufulKb7RvB2vniMxd6Rt\n2h06dPi34b8UbP4svjJL9rUtlxPaynWW7XAuv9gzQHUyxz+vQJfZrbduIFgtc+rwHKculhN0mZQV\ni6+M9TKh3UmU9phDAP6qQfGLOQ7OhckVhri1Tbp61eDuF48yV36CPfEE1BI03CH811CY+lXWnNzD\nHzQT/FEkDc0eyrVoG+74DP7qBJ/Z/zH+Q9jAE94GRnvr06zKj/Ir9Wf4WESHVgis/HljdE/gvlqA\nIjY9lxm/rJsV/vDUv/BRNQBKH/H64XP+PuOpZJoqzZZLRbDQr8DU0lsl7j71CF8OZ0C+HbwsunXq\nsq+/FAOF0/zMgd18KjiAR5qexfOfybUinDxOX9xiYPyhtmuvJJ3ZoMNl8aYlj49GVqY9+B8WFe4y\nO6/iD4pfkmR+LRVbEe2bf2qI+24IX3rgZbI/4uMb19+MNbyubZpSzSb0dImvPr+BA7UbWNrxzrbo\n6tU673zpCP0PP0X9iSXcIz4mq4PXrlsvcvfJA7zzqQfh6AIct9ld7L3oNYoLGQ/6ubAx9CqbZ5/m\nw0e+iDd+AG98CS+nEbBL540bWfLYmPM40YDnG/BgA54zBUZemUZaQP51Rzh+e4mPTj8G46N4pSW8\ngk3IOltIu2evwIsTLl9+yePgUWAcanNg58DIQbx2Rq+Ix+PYfEEw2SdaHPJZ6OYi3vzLeNUJyDWJ\ntc5M7MOmQGWyiVoxmBpvMj4K0ikPewKUClTnLm3kXDe3l5vnjuDlFnBnqnQvHgMggYCXFXlsEaaz\nUKzCtAH6FXg7G5cO8sDh/TgnZmgdXsI+USeVuzYD8fUMTZzCO36aX5hvr26HDh0uzLsHV64zYHn1\nfcjV9m1GX2WnIbJp61varvujzj1We1KoluObXf+RPf13rIj236u/zoO7/hPjanuMRFGymHlZ4MCD\nfcxNfbQtmq+SmjzK9q98G2u3TcUbaZuuv1bhAy9/nd958V9hfJwFtbs9up7Htulv8N+Ofxwmp8kZ\nF271flX6zgKfKX+VNxQfhcZke7XdCjc0HuQji1+HygJd3sllx+meQM8VRPcADBhj/HbtS1AZI2xe\nSFek21Wv+L51p8Tflr4IhZf4xcKBK77+UlxXeIJdU9+F+repva39+9CbVv9PfvY/fJzx969pu/ZK\n0tmR/zvjv61p3wn0a6n0KpzY9UsozoXq4l89J+67n9HYyixO7hU79TZez+H3/xp73/jAimh//oYP\n8/x734HotScqaa7k8qn9a9irvrsteq+SqBbY8K9PMvX5LBy5nAzoy0MvLfHTh3fzwNNfw3v5JJQv\nbuJctq6V557ph/idE1+B8QmoZNui+yqbK0/zkfnPQ/1ZqGbhAt/fcBX6awJHLDjuwcbXVNJ+DId9\nuMwKDkdEl0XxjLEzaL/MR8vfhfzzUJ0Gznb30E2IZwXGi/Clk/CVg2BnobEIzTxUc2emqAPYDODy\nlhDclAY54jEZs/nb6legvBdKM/Q6ZyJkdAQyC5DP20xk4fEZeOwElGdBnAS3dOl3U3eyvC/3XW6Z\n2w3VE8SbZxdqvY6AXRN4vgjPZ+F0DbQrfN/vyj3GzacOQvYU3pYpSF9FXPRFGG6NMRz7CwIfeorW\nmjaF8XXo8APC64rxwPr2nRC/lnUqeF77IzYAHsqO4NRX5hDtEwUwlevbrvuc6vLFPe03nV5la2jr\nimmvUl02K7UV0T4QX7UiugDPf66H46Vvt13XSb+T0b+Ls/8TCzhC+9a+Qe07rGl8h1j0pbZpAvgk\nlwHze9xU+Vfm1rR3jedHYKT6bWh8jr/+zQEmf/atbdPeZj3G+52/ZK7bYDx2U9t0AfzuKD/vfZr3\nc4AsW9qrTYMt7oN8xPlX/My2VXuT+zz/2/pnQky3VRdA92b5W+eTHJWD7demyD3Og7Brnud62v+b\nPzHq8fRuH+psve3aK0nHHLoIA7fdy8/42/+FbsFCe/PKTJifir4ZvL626+6xbD795CqajXvarv0v\nL65ieuHGtusCzAc2EPDevyLaW6I+pKH2Tgyvcsfa21dEF+ChT97Pw99uj2nxep76q24+8YnrcYX2\nbHYl0UZ85iUaX5Bptd7XFs1X6Z/fzb2PPE3RncZU23dqpVs57pj/EjfN7+Wb6TlGH/iZ9uh6TTbV\nPsNPNf8avOfJi+39P2Sz+xh/YXwa3H1wkQm+z4V3IvCrCCRfMYeWRJc3qvDWIKwNwZZej0rMxdBe\nMYh4nL83/5HbvCdIce7J0k1LIutyAgs1OFWHB0/C0gyMF2DelGgILrerHkNxiEShLwPbe8GLu+je\nKH9rfYZbnN10uTPf19TyAscmRE4WoFyH0xZ8ZwkOFi9u5DRfE/mkeyd4X+tb3GJ9j7B7NtxYR2C1\nJXGXJXNfU2GHceXlo3Vvgfe2PgORLyPc7uflnXdfscbFyDp5JMmi2t+Dl125aIYOHVYCYanIw6Or\nV0T7uAGCcOlCq1dDvZHl3QMrE3Hi8ThvWLVrRbTfsun8SNF20W0e4s3WyhzSnTZEDlvt3zDeZMfZ\nopzfLaodDA1/hPR17UvPei2rdq6m55clQupftF07b3yQYuUdbdcFWCccZWqim4r9trbq+l2XD7v7\noSfJoWb7ItoB3uTtg/UDPHT7r7ZVF8DPaVYJYb4gfIgGa6/4+pdp8Qg1DtNiCQv7dRHdIfL8A79E\n47Kbv59LAZvjNJl4XY/WBGN8V3gzeWEl9rezZKwSR2j/fu6w3YKvRtn5V1Nt157c/T6++3e30fPk\nXNu1V5KOObQMH3zAoedXfpJUcYKTThtbJb1CKW7RaK1MiNnk3qOoG+9bEW2p9TuIwlDbdWXvr3HV\nlXFVj1RPsimzb0W0T6obGbJVNnrtj9ZqmO1/7wCc9C8gGnvxNf/ftmubG/4zzSWRdPG326oruYeJ\ni8PIcns7CQB0C9+EtMb45vaklr2KDuwwvoH4RovP/eLtFG6+pW3a9/A8t6arfPXu9i9Kkt4+foXj\nvCT88hVdp2mgxSGUhFg3ZDICG4dhrvfsb8PPPPfzPcY4N5xed2FDRWRbVmSmDuMGfLMCRUci5gkI\nMigRCEcgGoVAFNK9cOdqMIMeOkvcx37GWH9WE4GhvMSRJRgvQ96AnAMlZ/kpbxSXQzg8Jdic0OzX\n6IyyU1xgQho+Z7yKgMq1RcdlvRqUFvA+9yRrv/7pa9J6PYeFJAvjKcp/fAi9tDJREh06dDifL7e/\nbMX3WT/3P/hApf3m0/DpB7mptTJR548aHt9SfrTKm+6TCzxeWJnt0W+e/gfeH/nyimj/nPwYH9X+\n14poJze8QPWGNRipD7RdO6wucTrcy75dv0U1dXNbtTc3Dd76Xy2+uP93+PjGT9GIDrVF14/A1j1H\neOLJG/k/XV+nIQ9f+qIroOy5PBHeyCcj/5WG8vretBemJFjEJZM7RJedARMp1qQcOrfQclVK83Tg\nAT6r/zkN8cqiEYvYPEUBSawSjVWp+86ul6aErezR1vJ1/TfIS+2qInWGhjDCl8Nb+bOdPEewAAAg\nAElEQVT0Ozji/822at/ly0NyG3+VeICj0Y+0VdtLvoOboysToLCSdMyhZfjUwxJzH/sqLx45xT7D\nd+kLrpDpgh/xsZWZHER5it9LPrwi2gD3vsHk3lj7I5Pet61OrLUyp3k7549zp9n+hU9r8WVOzzzN\nUaH9PyP79Pfargnw8/fUeON7VsbBfusvJ7jvw6fbrmt7d9Hqlzi56X+0XdsnGqx95hBPTb6L6a7f\naKv2eqb5mbnT1D67yEMn3krT156TcJ0WN5dn2O0L80/aX9IUN1/2tSYwBmQFWBC9ZTtR9KHwMXEL\nu5UPX7buYhCECKgxCCYg3gVDIwLbNsDM+tf+9pL8qXQrh+VztXUX1jUFHiiKLJogeQJrvTPpGU0J\nhDAoIYjEoDsF6iD0DMHU8KsbJYE/k+9gj/xfvq8Z9QTe01JYl5cp50VmLfB55/9WZ3E5Kjj0aC63\nJMHRPeZiZzdgIc/iq/L17BX+n8t+HpdDQHCheAccf4AT/HlbtRc8j8rUvWw4vnLpIh06dPjB8nFP\n4l/C7U9b+4egzL5OQeofCPsPL/LIzPyKaC/9rxcwPrF/RbTjvq9zx/ZHSW2+8roxl8POkWnMd3kc\n/q13YWltqKT9WsLziFsMnnnjzfzLBz5CY7BNrdx0H8KQwhNbdvDJOz9KI9JGg0jRIJ3miYE38Ml1\n/51s8PLWea7PZXUK+gYg0QdbBkRKCZNK4Oyapqz3QkTl6e5dfHb492goPZd9WxIt3haA4S4Y7Idi\nbxlTPbPGq2oKQkpgz/D1fH3Vh2gGLt/Uej1NXEzOrh1rigjxJCRD7L3uTeS77rpq7deT9d2JmIki\nrQ2yb+vbyY+8vW3a0rpu9l7fR364vZkPK01nNvh3yNcfX7nwteSRT/KusfaH3r3nxD9yZ3Vlcsf/\nRpB40vej9aq/LLW/kxjA+x55mDtf+tKKaL/rsY/za/N/g3eB6IyrRRYeJ75uP5vfO4cycvlGyOUS\nDc4h32nxzAfew2ybC3Ou/mYZ+8V72HfDB/nSvX9BM9ae9LWgocOzA+zufiOfG/x9murlFeyeEz0s\nycOTPXQdZtIeudd9XVUpAbFePtb1dj6e/iuaUv8ldZsi6F1ACAIpCHWBMiAwMCTQt9mjkjkT1jyj\nrIXIBv40diu7Q79/nk7cEfjppsSG16R+NQUoh8ALQTAC8TgEYyD3weq1As4Ol1nfOvBn+Cf/m9gT\nOGviaAj0eiJ3mDJ3NBUyy5hDkuDxDv8ZzZFBeGsK5KhLruvMwmRW6wctwyeS72Rv5A8v5zFfFgmh\nwc1d6xFCXXxq4Fb2Dv1Z27TvFUvQ/UZmtfZHl3Xo0KFDh6vjs1tVFqMrU5fq/wzA369tb/26V5Gt\nl1lrfIOf6tpHl9P+f0PMf5ON5W9w4w2zKD871FbtYd80bKgQ2iqw7y07+cLPtid9LSLn8A0UkLY6\nPHHbnfzzz3yYxuDlZYVU8JgXHA6KNvPKMtGAeh36WghbVPbcuJEv3P/bNCKXNnGKmoeQAC0FwTQo\n/Qr3XgeVTa+JIFbriHEVYU2DPZtW8dlbLj8Sx9YdQlGIJc54NTeNOMwNn0ldr+gDkA4hpi2e27qJ\nz9/+C5et+yozmLxAnWeFIieCZ+tT1qJDiF0BxHSI54ZTfPW+X6GZbE+gQi0l4hsKo+wIMrrDx4M/\n9ZNt0QXw328j3q+xb9edbdP8QfCjtWPucFnsl1fuaz1eavKXQvuNi9+vm3wttTITZoez/MnhMp87\nVV4R7Sc/Pcn+P5tEkNofpZUoP8j9zhe4fSTXdm1VrhEO7mftG/II/+kGWiPt6WwBoIsTMHAUZb3B\n/ns28aXf+AOa7Ti1EgyEdBVhWGf3dbfyufv+gGbs0sX0WgqkVOhRYH0E+npgceB1Cz3ZhlAUoauX\nZwbu5rObLx1RNSd5eIEzBpGWEAgmzqSZqSMCO2+E4uZX/g1dA1WE1DY+PvA2dvecvyjRPIi/JmXL\nj4AcB6kLiEAkLtKVAqUXYj0JCv0SR4NhiGsIfRn+qe8d7Ok9X/dCaWAZv0c0DtEEhBKgbYR3DUKs\n28VMehyL90IyDkMqn1jz0xwZ/vVLPo/LZW9/AGXAjzoU4dM3/QRT697bFt3Z3l9EXa0weusNbdHr\n0KFDhw4/3EgrE9RzRls2aD56jJ5/PIm8ApnKa0ovsTH4PHf6nmTjuiaW2r59Rro+iuLtpz94hC3d\nkzTuG+DF/9iGOqfuKdTQCZSRKoEbBfa+YSv/8ubLMwGOKzYN1WFAcxEyDs+Gzu18Fom6EFlAT7cQ\n1qns3bWJb7/jQ5fUbSqg94IXh2APxPo9tBGVG3Z4zGw4k15W0EzUYRf6DLwNKs/ddB3PvP3XLuu+\ni2HwomfWS/EUrNsI92wzKGxqQriM1GWj9TURtqm8uGsje997ebqvMk6DLrnF/WlIhhxy6VdKjkg1\npBEddSME+zWev2GI//v2D16R9oWohCGcWSTSPYdzu8TM9VGmf+5d16zb9DykHR6rMjPkr18Z03al\n+NFKBO7wb84BVYAVmIBOaSsTKdPhXB7LrNxz/mwMiK2MtjU+SvyLp3GOW1xjqZfz8JljrGk8y3Dp\nFJuH8pTfrlFqUz1H3ZmDwDRiXwl1c4zR1Ga+Hnw37/3wtdV8CnqziMEy0lATc1UPu4VtCMP/mV/4\nm0tMxDqkfbBGgExUwIh6kIApn8fAiVcerF9FiNSgvws5kuQ5dvL/s/feQZKe933n582hc5zumZ68\nM5uRFiAAAgRAkCLBYJKSSIU6ileifSrVXelk1amUXD6fw1mhbLlclnU+HU+RFHWSTFIESQCMAIlA\nALvAYnOaHHumc+433h9LcAHshAWmlyKl/vyJft5vPft2Y97n/f5SNvGr/JNvbr9nSbua2ZPMCHii\nhpqUiSXb1GNgCiK5qk6l2aF0xUIIqwipBnJkkP+3+X4iwXWOXPrr7fcsQ1mBA2kQgjrrcohkuI6Q\n7NAxA9SCDnMDCqImIsREBH2AP/E+yJC+xOjM53e9l5UgxKIQjEI2C+3Y1SlqDyxJPB3xoOgiJJtI\n2SCOYfJ8+6fJuCdJLD69q/Yb6fpXDwxRUWAxuB8h6xBIONjhNkZc5snBj/CJi3/1pnXfyMXpUZQx\ngZPDQYqlj5N49tN71uzTp0+fPv94ueS2qdZc1tO9D0ArhQqtx1/iQLqAtWiwYXoU3sKwh60w60VC\n898leswiFTXJpQrUPhKleiVM5Fu13QW2YdCtIHtnUCZHmRDXaQxB0TjMc7X7ufczO58PYiakBRjT\noBQHddhn87RHqva9eyssICYLGNk6nSkTLSrxudz9TLbexy1/s33rEFGHdgDiMRAjAsE4dEIK4yZ0\nQzabFZWEWMHQFxGHcohDAVwtzJ+O3k3OmWHsy4/vuG9BkJAHwVcgmQJ3AiaDEuc7XTjTQB/UCCer\nlMfSeLrOZ4eOMjR3mJHnz+56Py0c3ht0sRJXe1dO+HDB6VDXJWpSh6hxBTE5QUYo0UgaLB/Lsbjy\nNkYe31tfWUFqkAydx7ttipFAl+4tHi80UwzvsRXkpiRwMDBDKNiiGypTvn+U2NMLu1/4Q0A/c6hP\nnz4/9Aiiz2PnLb5Wuznu++S5b5M7/xxvqxzncLRJV+ydA/XB5gnU5BoHtPMcTFSQ35Xi9C/ubRqd\nKTmo4vMEBvJEhiuId6R44aEjPPaJT+x4XUSDg2EIjoKR1TiWEJkYg0PHrvb2AUDdQByqIOxz8W+D\n8MEwX3joQc7cs32je0kX6JgibtKkkgiwIg+gJgwCaYlaUMKLxXFuk0DuIuVc5IyAnPMwDg7w3H0f\npjBy6/abliHvQ3hQoh0zqBkma1IGPabgJg2UTJqxwToMqSgJGy3XRD+U5OsPf4zi8O4175Ug2EkQ\nI1cPO8EUyOMQGJfRR0LogxJaJog67KCNKTx7S4a/+9DO93kr1hyPju5i+h4rrg/pUQK5EIGhEoED\nTcIHK2wcDvPCL/7Cm9Z+LW09ykq2i/eQinq/yJV9vZ3S0qdPnz59/vFRU+ByTsJTex9kVCWB5nN1\nzv6ZReJim1yzd20mzK7De61LKGdfYMg5w1hokbv3l6n95N56GwU0EJUFIlxBnKxzIDDH5GiHmX96\nmPI9O08Ccwyf8SjsGxDYHxUYHgXzndfKywapQ6qJdNBmRM1jTphkjzQ5/r47KPzYwW11O0GPug6x\nnIAX1lFTQbSUgDWoEhlTqL/LJhKVUYKr6BMWI0Ye75iJ9o4E3zo0THssvuO+m4AbAS0joCVVlDGw\nsuBl4qhjdQLyeeT4JhPyJWIHfdS3D/L0Awd21HwVXwY1DbE0xIdAuwV+bAr2H2rixdqEw3lSgcs0\nH4yRja8xNtTlhfcfvSHt6/4dnkv3e8OEhKRHIr5GJNvkTvc4Y8o6kQmL8j7zLWm/inQ0ziHrDEcy\nJ7g1ehF1+EenOqZvDvXp0+dHgpIExcjN0VYvrmCdPsP47BkOnN9kWOudCXW4vUF0/hsE3fPsM2a5\nPVtE+1iQjQeTO16XB0rbfGZ0VxHFFUxzmUC2Si7dID6pcup9R7j4E9tPRlsDlHEQRsEZFtAGghwY\nkjAGIfiTVx8HIc1CjK0h5ToEYx3caZ3EwRDPfeLHKR45tKVuSBI4XlQoBXRacYNqXGHO3oeQCGBn\nZZxohEZ8GAIuWrBIeKCOP2ihTApcOJrl8z+1fbq0IMNSXWDDMGnFDVaDJmtSlhl/AisjExxLYCby\nKAmF6EAde7+MMiVy7miaL/zE7lMiWiJIAyAlBdygRjp91RwqpjXM0Rjx+BpmtoUy0mEwUkY/qvLK\n7SN89yM/vav2q1QdHyHgk03DgXH4Sd1D6s4R0xeIhIskxxqE95fIHmiw/t691dFv+l1imQ1SoxaZ\n0SoLd2b3pNenT58+ffrcbAK2wokng3z7LzqcXu3ti/SD63mizSLJ+RPEF4qMNMvcNlKjep+z43Ud\nfApsfR40Nzd4ZHOBuHOFhLfMUGCGsfgG+yMbXPqZ1I664TDkJoAJn9yQwVhKJDPp0/nwVYMoUFhE\naS8S9+YYEy8wbs0wMmpjT8K3Htm+8bVoQN4VcFJBiokIK2oabSiEm1OoRaM4UzFCARtNL6JqecLZ\nBulAhXQKNh5IcuquXXpMauBEITKpsWokCGcF3CGFwFiCykCbgLRKKlzCPOwy7S4xGirSeE+Oix/Z\nvd+m74tsRkFNQnIQ5GlQj4E2GCGeKRE2Vgnoi5jhOsmhDXLJDbwDOtVPTu+q/VoqtoUTbKFLbZY8\ni4hcJWwsMqGvEx5c57BzhsPBMp0P780c6oYsDtinmA5e4IB4kubidif6Hz765lCfPn3+0aM4Hutf\nbXDyMz7a8w6dZu/GBSfOnCRYWia+9AKDreNMakvcOVFC+ZBJd4cgzZzgY4s+64ZPeYuhie/zNgmo\nCygT6xyRTzEdyjN+UGbhI/uo3LO1IfACAhcDEm4WvOkupcEISi7C2LTCRjpE/YhIwK3hhzp4qRoj\n6gocdjGnBC5MJ/jSzzxIe/x6U2uqJLLmKMxbBo2QTjlosKpnuWJN004O0AzplJNZzk746MYacrKC\nOeqijvuoQyJnjwzy7P+wtZGj21D1FU7kNZpBnXpQoxqMsCQOIWd1asEERmYDM1xEynQxYx2UEVBz\nIuePDvDcB3duMl4HagaEh2U2zSROyEBLSTQHVbxEhHj4IgHzMgFxCX2wRizeIjoe4qm376d42401\nGJdMj0wE9mcgMAnxAwLvTMzwgHOKwdgM8ekCE+ISkakWDLnUP7FDJtUurB/MYISKjOpr3MZJlKlN\nOtM7H1T79OnTp0+fv29cSeW5SJROLNhTXf3ZAsmXzuBdWCdTPkt0pUum1CJ+a3fH6y4ILnnJphS2\nqajX99O89ZWzOC9fJLx2kZBVYEK/zB3DqySyTUof3L5zy3FboJEDKydQSSfIDOtMHxZwhzTaGpiN\nGoEz38FgFpQ8k8E5DrVmGc3VMcY8Vj+6dW/M8YLOnKVxxQ9SjYbZDIRY9ofRh2TyZphKfBArvIYc\nKJNkEfeWNnc0zzDlLDA+LXPxAzmKBwLb7juoSDRNiUY8SD4QZl0epJAKUg6mcMMWAXWTuD+LGlzi\nsHOWCXmZiZzF2o/fQNBLgnIU3AGIZEWyORCnoBWKEYx10OQCZqJKWiqipxqkBjY5nMpzZerGM8A8\nzwWzy9AA7J/0+GTMInxuhnRolanaBaLFIse0l9lvrZC7c6t5vjeOv9biDu8EgzN5UuVFFNfak94P\nkn7PoT59+vQBIpbIo8/DVNllPSxg7i1o8H0My+GB5jk2Z2OM3OkRqQcZUdYJDDd5ZZ9A+oWto1L3\nhyAZBDJwse3TuSSgv8azGtuY5ZSbJ+2sIuTgUHcDSa7gHxI5/6FB7v3u9eNyD6pwXlCJhzuYQz6+\nL1CMxGg7Ek7MIH+bxPjnlxDkAlq8g6h6pOUCxqBEJlCl2Qhx/hN3cce/fn3Nu96GQhsu1AwmhlQC\nYRUMg4abIyiJiKMK3W4MLW2jSXkEM4wcjCEMqQi6QMKReGIxyfRdB0i+eOH12hWBoy2JlZZKzFFR\nUzp2TKcrx1EGilTqCaJHHALnZggoKbQBGTWu00oLaJ0Ys7MDTF8eJHFx6ymOgg5uUqQzGKLQDtIg\nQVQu42V8Sk6a+MQ6ZmEOM+DQuSXEwcJ5vICFdWucV9YP8/DJ2V1/A60YRAwYiEI3DkpcQLcN3lX7\nFl/UFALEOerOUuwm0c0CG4dlQruqbo0oN5lsLtE5+QQHHwmzZm4gj8pw6S0K9unTp0+fPj8gDO3m\nvJrefbLG2YkKgYCP2VAxCm3UZY+d+mvHAh5TIZBTPkXVpX1SwHCuldUNbLTRSys4L3YZkAUSNAi2\nLfaH2sjv7NL90tYZUDFZYlaXmBy1iaVqrPuDBDN5mosBqv/EZepvq3ygWmAuf57BaYOkLxKTfPRw\nHvtIm8U7FQa3GDystUXWWxKXmgGGB4M4RgiPFA3LpB2p0owOUA3PIMklEuNDKO1NJsU56pKOEWjS\nmpapPRAmcaG55b7jHZXnV1ySt5m4sskV0qjpEvVIjMRBH21miXAQgvoQRqrGtJZHNOt0JmxaH49i\nfrqy7b0WZCgYEB4XWQwMMBVfxx8Fe15HD0gkpXWM4RCZyDmEjTbpsSLhSImFIZ/SiEh8cfdhOJ7s\nEovCRBqMHITXRW7x2xSrJYLnzxPVQmRjF1BclZeWG3tqcepVHSL5eQJrTSpWC6HdoedNU28SfXOo\nT58+fb6HpoksZkR65At9n32PnqPx8UO4Z5ZJZScI2GDUGwi3u6y+sHUCp52AQATCGZCDsDDgw5PX\nHiwTmxv4tVnCyxpxMUoitkFUrxAU1pmf9Ci93yD+ldcfe47WBC65UEoGiA60SQ62WWgmsNoCymSE\naiWI0TzPvSefYu49Y6iiznSjQysaJZh0INehVJCpPJwh+s317+vqJZ+3d3yKssyyHSYkqYQHJEpW\nlhgO9oBCPZ8guG+Dcr5FUNjAyUYZa1oU9xmIvoR/T4JvlCf46TeYQwD7lzwea4hEOmGCqMTjGhUr\nTcgWsAfCyEER4+QFQho4AZmsI7GcjWM0HWrvyDC3NLqtOZRGZK6ukg2Z1FSTppGlKgXRU00q1SCZ\n0QSxxy4R0BRqiTSjtXlaARlVLCC8bxh+f/fvvxaDW4cEnKRJItbFjotQN5iKLJOJ5nFqJdLReUy3\nie420aYtqlMikctvfvLfUL5I8I/WUBtPY7zwIHqzTqfZprdx2D59+vTp0+dHB70IsSdtZoQOo4Bc\nAbUIq6pNzNq6+fVqBA4n4cAIzId9auMu1t9ce3U2XZ93r15i0ZBpny0wYtpYyyZaAaptl3JaJLZx\nvSEwYAuccw0iYY/4AYvNQpx2ArycwXrVZYoq42t51vJXGJgME2lL5JI2CaeApZYJTNep3iETeen1\nZXF6ASbWRQqehoyJGgzgmnEqThAhtU5pI0UtU8AtrxDqxDC7OqQqTClNlKaLHSji/JgGf7T1PdRa\nIs2iwuV6gOiITpkxsoKANKaiJAbR5hfRJINodw1DKTLBKl3Nxw9tspl2dj5bK1AVQN0XoFAzsexb\nyCqzWNMisVYK/VSBATlOaKNJpGYQKjeIiF3EVIXKHQos7pwFBlCLQiILuUERLe3RjcMoYSYKy4Td\nOmEhjWF2CNsFzDmbNm+9L5WYd1l4VCKYLkPII7Th0zeH+vTp06cPAHrRIfLMZToBCal9EbOqI9Yc\n7JpHVROIdK9/YDQSYERgbEQlOGDh5gRO5wWS569mGhn1DnfNLLA5FiRs1gk6NTIDBRJmgcDAJrWH\ngK+8XtOwfDYFyEsqYdHHkVW8QSiWwjjdLJXBBuW718k2KmzMniR9NIcp2ySlEiGnixBvY0+0mbs3\nzO2vMYcABudsZgQR2zVp+zpeSKHlmLSlEbzNJp1MAr/sIlaqBDUFO5EhWuug+DUE10EdEakfClK6\nNUH8leLr71/JJ1kVmCurpDIhbEHEG9SxXorgTMapGwFk9QJhNY4dlglLJuPNOhItpAmZ2nsy8Bdb\nfzeZNZFvlHQSTQMjY6IEA5SlMGFqCCMKdS3N0FgZJ1xElRq4UzYjrTUEuU2lUyD/sREG/mZxx++/\nZEB88mpadz2uosYcpEEIpCIcbsxT6g6itUvsC6zQKgfwlBrKgz7+5R1lr8P1feJli+EBCI9A4Ysn\nEG8JUVrqXXPPPn369OnT50eRzGWFkg/aYIdACYpL4Nvbry8FQR4SMLIKUyMOlzs+L9wKE69cW3Nk\ntUVnusDqcwJ+cJWcEKBVFmkvC5QGXGIb179qD28IvCDARixKINBBy7ZZsTJYqQjFWJXiIZ19Sx2e\nXZzFnkwyPCIgzqfIjK3h+yXQJV6OS0S4vmfSeEHguCPRbkcwpQBa0qBNhqAv0R5MIB6Bez79HQov\nBRm/X0Srd0iPzhPVLdRQg1e8JsWUSGLz+uCUXhIYW5e5XNIYzOk4xihVXcNOy5TVGFKyQIACQ605\n3HKA6KF1okoNNdnkm6mdg11aVUQqm5zrhhHTEQrSCJtuBEZarC0PEcwsElzLo8gRBqRNgvUWYg1k\nz8E5IsAXdpQHoC1Aer/IeixBKCGiRdpU2mly5hzdmQ1ifhNTtClvSlhzFrbuo3TemqGTFFykJywW\ng11CR0SktZsw6vsm0TeH+vTp06cHdGDHGMPEpTan4h5v86FYqqEUPaQC23Z+a8XAmpbZTIYZHKuT\nb3rU7jVJnr82evXQ5jrP5seoPb1B+h0qIa2G2vJId1yMiM36FERfYzAYbciIHjMtiXB0iKITw/MD\nVFIqq5tZ/NEWG4MFxl/Oc2HpEuFDEsGuTcqDiA+mtImb67C836J2n0rwmWsHEz3vEqm6rEbB02K4\nRRl3UKQsjBOur9CZyGIVJWRtDlUWCQgV9MEO2XqNRkBDMTpE9ktceneGe95gDgEcWe3wmCXid03s\nuowSFXHkJE0pwcpmHn04TkAv4WhBAqkOE+UCpaSOojVoZgVK/8s48f86d52uVoB4XWK2GSUu6ASS\nIZpCgrBfwklrrNVl/MAculRihFm8ikUquoqpNBl0S1zYb7B19f/3fhcaCKZAfSiAJQcw4hG0sEMg\n3aGiO4iXSgzmL6AVugwbF+h4A1iVOrWOh/smo0yNlE/UgFtHBLSIz8KFBi/WQLR610OrT58+ffr0\n+WGjI7hcocVRP4C/zcHKRIQrCosroHsdHuvCz7F11hBAWhTRJyTW00GGhh0036F1XxheudZcWH7G\nIW3P0p1OsHiiy2C8SaQcJLQu0HS2bhtgtMDsehR0A9mPoWoh1tUoeSmDsy9OI7RCor7CsZkyiQc7\n5FyXZlnFKupkw02aRQVzYOt9J1Yh2oSVmkjQixBQDSpCDtOHdizG2pjJ5PrX8JeLaHMuiXiEUKJM\nNlgnotYoCl2uHBNJPL61mTNSlDjTlrHbUSLREDVU1GaXSmqAmhWhMzODKM8Q1cdQLtqkR8uEtQrT\nGSjfHUB9fvtzzXBF5/hKiPFMCD8WZcNLEmGdtdAQ2kST2tMX2JdzMRNFRuQOlXwCpdlFDjZYTENk\nCyPutbRcYEhmLRSmHg8hJgVakkg0E+CZx+vUrQpjRRHJVokueSxZHgpvvjm6HXTIxV2mRwQGBJGn\nLsDO8+t+uOibQ3369OmzRy7gMSh6GIj43taHEq0GR58S+UrN4W0aqG1wC+DYW6eaXu7I7I/LmJMu\ni9EhjHQLimGqd7hEXrpaDx5/pkD64Us4KxGqp5rceluD1nqYmA/dgk932IfLr9eefNnhuX0ySSuK\nQBzJHKAlelTMEML+JPMDeR4oXMSZXUJaVxkwZNLNLukwhO0G3XqB9L4652XxulKlzFfXeOmDcSTH\nxGkE8K+IlDMCTSFJW0pRpIvvdJGlMoMUUOodxpU8TVlCER0aShPt/SH4j9ffP32xRaFk0amp+E4K\nfU6mGMwgrUVpdRz82gZKtEIyEMWwBFKBIhHBQVW61I0a9j0m/Netv7/c5S5n7lNo2zGCogbhCCUx\ngJYXKGgetUqeqeka8doSVDRCZpWEWUOPlZmLuJQHFWKrW4cf9S4oXZWLbpB4RsVKhfHDIl0xjBhb\noSx2iV5cIReRIWgTrc9RW7SoXYTt20JuzUbK5+4pkU40hBBwGQi3UBY6iPXeTd/r02eveMsjN0XX\nT9Rvii6AFC/cNO2UvX0fjr1g7NRMZY/Mj+885WkveOff3PShG+b4T9wcXYAHP3/TpGvBpZuim/Gq\nN0UX4Mrd1wd4esXkYnjL/96wLR42PFynyQlTJ9jazvQR0dHoegpvN3wKr3kTzhZe/1qcqgk8a8nc\nNaZQT43jhBq0NnQ27nKJvXitL0/yrM9pYY1GTaUTcXCrDfwNUBtgI6NskeEzcNbn+f0K+0cnMKpx\nLFOjFgvjj4Q5fdsGo8+vcPhbHeYfaXH5aYE7BuexFqOIMZFY0SIpCFQTAqHi9am51LkAACAASURB\nVOVUI19Z5eTPDdPyw4RXZeoJl7w2jFIQWHdkPjYywV+fnMNNu4RpE8k3EAsCpmoz6VZZy8VR6YJw\n/dlBL8BAwWW+FcCyBUrmGNmVAqtKFE+MUz77Al0pTGJkEb3dRRZ8vJZMstNkc9gj/IJCLbp1wMpo\niKw0FfxmCDUXpKWOMtA2qA4lqD4TI7QpMi0XEWt1Yk6ZaK1Fuyri5W3yGY+ObWOZ2wfDggactKOM\npw2qiUHEqEcg0WGhkaEVhfKLZU7VXNKlNvqmAGGXFtf0THf30jWAjSBM7hdI7QffNDg03GD90a37\nOAH4LvBDFMP7R2sOiYUEYrP3E1zcm3g4EQI370kfb9+cLurSDumae2U98ub7cdwogrX9qMi3ijiz\nU37B3vByN6/brGvurWP/djjSzTtczkzevB/eSOH6KELY8XmvBkLG43HZw1vYPtKgn5M4F3IZs+B0\nEdBBMq4+gPXaNWMpWBQ51TAhCplsiKoZweiGeeWCxNtfuvp9Ky68bXmWs+pBll7s4gU2GBEatFc1\nwpsStuhc97yJzHto5wSOTxikjyWRvEFsR6arCqypOeShZdSGw62LBYyaQbwjkHAVAkWJrJ7HEeqU\nrRbVcZmRp17/oExfabJ6ukY31WTg1mFUP0CnFSSvJBEWg3TLOnZZR2pXCJbXUW0Ff7zCuNigI2hk\ngnXKzTrlDwWJPPr6Uihz0+XHvj7PlyIZlH0JtJbOZiKNWg/RqdZQmiq6XGZQi2KvG6hDBYakKkge\nXqzDmthAEFxaWzTfMdZarLclalWDcE1FjGh01BSBTSiGqzStAYKF84itNslYikihgeFaBGWXg/EK\nc7fJaPUunrq1CSMXfObcGO2ARGzIpBOIUqoOoioaC6rDYPl5QhUHw7IodwS8dY9qTUB4jTuksPPf\nO0uF4D6J9tEoK2qCgORhxPIoeQmXCtYWxf52B7iJf6P79OnTp0+fHwRtyePIIMj7YNnv0vzW9hlB\nAJooou0ysztel3h0XSPsiUyOamzKMZQjYU6cEnn3ixe/v85oCgydk5lrdLk1COstaNoQ2WF6efJk\nl4tHJfzlGMr4EGo9SjEaZL0VJTyxAoDpQf2bsH7M4/TiBnfqEmoDjKLPAd/hWVEgtEVwMXW5ydLT\n6wS1ERIHckibAiuxFJkrTRrhMLXYOEfPn8JZKSFqZSJaF10RcVoSmZZPzqhSCooEt/Ezbns2zwvD\n+9BOy9RGBGgmqW/E8RsJxHMV5EGFltNiNCYSsDp4bYFU2acRt2jukKml1zwiLZUrjRihmgiZKPWW\nTNuM0KptUlxUuKOTx0wKuEqNQK2BUIhTXu3iFNRdTQ3dgZNVA0HWCA0FaJtxrE6QrnUJL65SL1Y4\n2/EpVcBW3rpF4k8J6HcnyIcUrCmoPGkAG29Z7wfNP1pzqE+fPn16RUsBfz/sG4OfTcL/c8LHPLt1\n6qzmg1STuGT71GUYlrZet2/F46srKpG2jJATKTlJqqlBrGMGfPaaGej+jUv2AxepNzIsn+2Si3eQ\nCwG66z6yDXUDQm/wlSfP1vjy7QqVpI6azGDbKcziGmvDQ3TsGG1N49jFKpdLCn5BZGREoTgziB/0\nSQolGosSA6ZPbVAkvHrNtDBsj5+Zq/DZSw38qEwgFEAQQ7RFHcsK0u1msYoi7Qsb+DGXSG4QcbFB\nYt8quuphSTJeo8TyiEpki3syfrlI6WQJN1onno1j1RUqfhCnHEe2Y+hUCeSX8e0M4mKX5Pgammjj\nyQK+XmbzkRDC09cb+IYIU6fLvBjM0Z1OYFyRqCV0Gp0gdVen43Rg00GVLZJinXDTRhMt1JZLFrCm\nBfjO9r+PoabPK8i02kkGBB1HDlKNJEBUWNe7rK+cJNVdYbgqIAgyzoaAX9tebytcC6xskNVMFN2M\nUglp2E6EQrRCkJuTmdCnT58+ffr8MKAaKqf3Odx2l8iPZST+RLWIPaHuSdOoweiKzyvlFBYqNXOA\nfHiAxrsj8OmLr1s7VJepXvb5TNzmgAotG6ptmeQ22qYHb3+6wHP7bdRonLAxCksN8slxAoWT31+3\n/6zA6biPa3rozVUe0HSUhk226RBSRbZ6lTe7Hj93pcwfD1XxIhoBIYLtaOQbBt1SC5oKD17s8PS+\nEp4uo6kd4qpEp6ASViBrOzTGJDi7zX25WOWWp+aYm3wnXktnQYrQ2DBQShKH8nGWz1cZHZGQ6h5G\nrUu3rRBrwuL67kH9qeMFToyAOTmEugp1c4zwKZtGIUqEDBfOX+Segzo+Lssdl+TGBtYqOO3dTQ3N\nBsNXOG8NMiAbdCMJ8q0pTEFBC4c4KJ6nWvdYlyAg7+Ic7oA0GuHyQIaNUJrQyBrFySCBvjnUp0+f\nPv94kHWB01mfxFGR9K0eB7JRLs/W0NpbZ5K4gKEIDO+gqVd9omWfM81B8ksp5HScYiJD/o4BSvdc\nIf7due+tg86XbdZvzdO8qFCNdpDbdaQVAaUEFZfrxqKnFlqMnqlxOhVESnkIIzlMTyfvxQnYGZrj\nR0leOM7q6U3cqEDnksSQ6+POKQSiECs77NNFzqoCb0zwnpjJMxbdYD7ToZoyCeoxGo5MVU7hXlrA\nqwepnlvFGoBwSMDoWGjVChmzjWa6hLQW84EA5ZhIrPz6g4Thenz43BJfGGlhCQqKblIKRTEqddYX\nNOxknSYO05Mubs1FTTRJGxVM1UIJWMwPhLed2jX6/DxPhHNYYzpRIrh1jQ05iVRVsNpNNk5UGZqW\ncL0mqYSP5nXolhTiNQfH7DKrgbJN9ZbWcmHOYj4bw69EsGsxGhkTp2GyETFZzm0S++YVsmUQuj7d\nhoBXe7OlYAKVZJh5PUVyIgKRCPUytGKz/Ullffr06dPnHzSGL/HSgEBqWEY6lkEry3ReKKOX95al\nfkvJ51OXPexbsgjqCGvJLMWSTuHIBMkzs69be8hSaOdlaprDsuMw6u38mn1stsG5vM/MSY/ZB4Yw\nNZ2Nhka1k6M1NIG5Mkt0USA141OIwRXBI1pqkrWgW/NptDyi22hPXsnzoDnLk4k76QbTsKGxKQVx\n6ybVehDTBe1SnVBWYflSh3RCQS+D2xWRl1zSqs92tTAmIkfmSzy9bhJ0g7Q0laZnYHQGmGiLnDjb\nQDQ1qvUOQt0lUHHotEXs2d379+hnN5gKXeHEyN3E5gxqgwbWbAjLHef+4pOsXrGpGxaRGtRMKFV8\nyjXgBoeBjZ5r8pUJGbuSgrbBsj5ApNkhGHWQRYGE+uZ7DL2RdjrIleAgenqKOCYLMZ1DvLhn3R8U\nfXOoT58+ffZIwBd4RRTIRQOoOYGAGiX/rigjX1rYk+7bztX4s+92mcglIT1NIxhjU3XIB0eIc625\ncrQKi8sdrlRFbk9CvQ6rdZ9EGaQt6pgN3+fupQpfn2/gJcIo2DSkSaIv1XA2TZpGjCSQeMVnYwTO\nVyzuzxZgNYkTljDKNumKzTOieJ3BZTguHzl7nt+89WGinS6VRASlqwEedjXCsarAcqdFd6WMH7MI\nJgzMjQ4oPorbZUTvkAUqkyIcvz7KdNvCCudOz3BBmEKPhpHdNq2qgd0OU7lUJSd72IJFmBjijIcY\n8xEsj0Ec9ECdig7RLSol4602x04t8fx4Ez+VRV0L0TYl/M0AXjdFednHC1eQazZerUo8BPVyEKPp\n0t50kGR2LNGKnihyZtTDTQ6humHsgkkpHWHZjXHb0lOsLcOZGKTqHlIFwoL4pqaeGvhcaUYpq1nq\nogJ6mlougtnMk7lxmT59+vTp0+dHDtUSWSzqPCNlScnD1O4I0Tq2zsTX3+TYzzdgzFm88+sVHptQ\n0UMTtNQ0m36StcjLJJm9fr0vYHQUBnYon3oV04f3PH2Ff8U+SLQpOnGCqzZuxaDpGN8f/T5xVqIy\n7rKhwckarNVgrQVmY3sjw7Qd3nNplr+erhMOWahmBM+x8RoelK8eLu66JFDe36KrwHNrXfa3HZJN\nmXbVZf6ysGMT5dGFTdrzFh1VA9ugLQh49VGwRI4tytSzLeJBh+dXfbJNSHckCpvCrr0UDVFg/9wm\n33hyAWEii1/UWOtGUGsegbbGvYLK311p80gSJB0KwHodssKNHZi0mSLKc0UupO4kygCVjIB7IYxq\n966dSG3WZPFtIxiJKRINk3bw5rTnuFn0zaE+ffr02SNKByrzGs9ZQQr6JM3pIN33KbBHc0hfsbjt\n22W+k+ogJ7N0jDGafp2F6BQHeep1a6cXRM4GPR4tw4gM1S40apDYpsld4sRlPtqS+SN/gkQxhaWk\n6eaDOPYwVK9eFLsEmzM+C0kBdb3DnXIFd0NBrNlk2x6D4tYP42Sjxi8ff4n/NBlB6DaQpSTmagXH\nijPQMnjPUoUXJzS8lIsmdAhGusiyiFsXMHyRnNimFN967Kfhubz78mVeTL6djhhFyzfpdjTsVo78\n5Rq3Dmk4kkUoDGati+x4uA0RrSswrNgsTorbpkrfv7rC1545h3vLKEYgAgsiVT+GU7BZmWtSN8uo\nAwqe28ar26QaXeplhY0VF7ctIu7wRB1ZKbByskU7bGIGMtANsaHEqK5J+CWfdg0u2VBugCyLKG8h\nozlaCbDQTWHnI1ibYZohgaNze4+C9enTp0+fPgAhT+OhJZvvih6bO6U/70Lcgk1A2lvl1+sYOK7z\n2GSYZHYfnZEp3Ntn92wOAUzMVog8scgrpoA3OU1juQhWugc7hvET5/lnTZU/8O9ADKVpb2i461lo\nXVuj1gVuvyCxHvZY111owGkLHnF3NkTMepXfeP5JfmcyjmdOo3gR3FYJmldn65qewNIrElbGJRWE\nQtXl3qrHfBWizd0PIaULK6iRDPgTeE6NdkXHbOcBgUsXwBzx6QJrNowUXezS7oYZwPDmKg+duMg3\nrbswCdLVPLqLEWjqGAikmipPdS0iKkR0MOrytpN/34guCtxzaYU/O+/SCMWQZzQK0j4OnP/cjQnc\nyP4LJt8uD6CHomx2oxz48g59B34I6ZtDfXZF6cJoBa7cvH7Kffr8yJO74vDiqTAzwxGUw/tZnIyQ\nPrRK5NzJ3S/egVuurHPhxU1OZ4o0Jo4SrGisOdfnguguHKqJFLs+z2oeCR/ybYGdji+3zy7y0Wef\n53PtKUTToVwPI60FqNevntYMH8YuwlkLBM1HtxoYtoLaBakBt3ZdzkoikS0MqIlzx/lIXeVvh5NY\nsSBs6jh2jHgjSrLu45wvIQ7HqFgNNM3BEHzsmoSLgFKAUdOis83TfjQ/wy+98jT/wX2YbiuAWzfw\nKkuMbdRZHVDIjmv4jTpax0XXbay6gOsICBseA0GP0ja6RrfOL125yH+JvoOG2EVWhrAFCadUJlIP\ncunyAvfKBoFWl0XFJ1ZrE6x3WV/30Tx2bBmt+x4/f26RT+1XUQQFSRugXdOg2yW8bJOWRCotH0cW\nEN6inzN+qcO375uktRrCFyN0VZ87T+/QEbNPnz4/9Px4Ho5HYWlrv3xP/OwCfHa097p9/n4ZdD3i\nRZcz6Rt7Gb9RxECOW7MT3DV2itXzFTb3oHXbJbh/WODfbDPI4a2glTwOf6XCV4d17PYoq3KUd/D/\n7VnXdDw+fmmd73zjLM7mFGI1xGx3iKM92DPAnTNX+JlvfZW/SodpaQcRluLQeb3xo1kCowUJX4ZF\n32PMFzAQdhlVAbfMPssvNoL8wWAGiyEEL4xfvlZsPrYi8U1cqgbEJOjWfZ6sw8d8AWuXZJzfP/Eo\nv5KNQSyG0EpA/doEvNGayhcXbEYNiOtQsiDm3Pjh5oGZ46xzO8fVHJISx6mXCDSv9k/MSTKLXY9W\n278aVBTFGzaHAHK1Zd52YplvDx5EMLI0Czas9c6lNC4vMX9RJb40yHpA5r6FH6387b451GdXHurA\nzwU0/rPjcELu7ay9d1YEpnSBP9Jv3uSxPj94skCq6nMq8ibqYm6AIyMyH5Qc5l+Ev9quy98N8qGz\nsDEE392uYPtNovs+oyeqfG00QFzKsJg8wOjo5p7NIcNx+alzSzyrrSIeXaHWHsVvj2291odcRyBj\nSTTwGfYFdrIsjG6Td730Dda8SZ6LBPGlCG4+Sci+dnAwVyGk+2xoAhdlH7FkM9aGiw043YajW/xJ\n6ALlToF3zT3LmpXj6YFB2p0YQiUNVRcTuGfeopWvo0Rd7HWbmCDiNUFoiGhViHd8NhLgFK/XXsIn\nvPgihBdwGIVSlvvaMzxU8/mL81XuCkWoVSxouSi6g9+VEJoiRt1lY33n3+Rw+SwfPfkMn0nEsZQA\nYiOF353lkeorfLnuMit7pHNXo2Fzro9ZdLlUhCM7ql4lVzjHfd96hq9l342THkdpBrAbHcz1eRQB\nUsre/n9JLBUpfbeBbY7gaeN47hK5xb39/vr06fP3y7ipExrfz5+vvtJTXaUL6Q8cI/Jyi6pyvqfa\nff7+SOWm+dWxMpufX+TMDZQ23Sit7M9j3j1GJ1vibz5/gtO71QftwreGBO786SAj80kWL8ztfsEN\nMrRQ5u1/eYnP3nkHDf02SuoEcev68q83i7mwwL+tPc5vrg3haQ/Aeu/MBNNu8si5L7JaGuNJN4rv\nlAm4rS3XjjkSY7y5CNKdhRP8rDXCZ0PvhYZCtHX6+59ptsAdyzILIY8F3cOxYbp7Y/rJ2mV+zfoi\nv9tM4rfgHd1r36PmiTxUNZmv2SwrHr7ocv+bcHAMt8JPzX6O540krngbQquO4ax9//MRdW/3/x2X\nH2Njc5jjkRTUE2Q359+UwbQTRrPILz/xIr83+mE8LFIvfak3wj8g+ubQPzAeKVk8Hu9hjiZwKSzz\n7fc9RGs1Dqc+21PtlmmS+PhBYo+uUW6v9FS7z98PP//rb+Oe9jzdT23wv1XB7tHZxDv8CFMf05BO\nXebSzHmudp9766QfEHjnBwROfM7Abmwzr/NNkpnf5N6/eoW/Wz1I+544y9IE+3qgayzP8i+aX+bf\n1YbwlQzPLel8cof1sgfRG2xYYzgNPn7+WZ5JZMEL4zstaF0blaVU4MB5gY0oLERBavuU6rDWAXWL\nsFJLgOd8D12Arlvg40uP83RrCl89jL+hEBGu1nSlbMgvtBBEn5fP+hzWBYZcD7sqolbhShGE4nXy\nXMGj7fsIToGH557hmyEV8iaH1HUMD96xZFMbbpEJu+RbFqmQj1b3sOoCehGqeXateT9aeIo7WwO8\nGIzgVkwQbHTgna7It5ZsBmzQDKjoUGmC0N5F8DW8Y+45vtw+AIVJunUXuham/SYEdsAoLfHPnjvH\nHw5O42stfm7h4u4X9enTpyf8Ws7l95Z7X8b554k07cS/wJ79Ior+6Z7p2hp8uv02lhOThGq/2jPd\nPjuT3X+YqdLLLK9IzPag+e1r6Rq/Qu3+9/Bo+Q+ZTRfA701WzpL0l1xYOcTohTrWN34Ltb73M5MT\nEvjdl95GZfguRKdGRP7DHuz0KiNnX+Fn1wL83zED3ARs0RvorTBWXuC3Tn6Nf6/liDe6PdF8FdOt\n8snVPwHF40lvGNPrzZ4BTK/IeytfZLUV4Sl/mpD7+qjegCMxUJZoCz6nZIdb3Bv/XR7tvMivryX5\nXeVDHLbzr/ssisRtvgTWW9u34czwm+Uv8duejN91MELzb01oC3R/g58sP8aLqwfAqpEM9c6gBEgt\nv4TsznO7cBLD7q2xf7Ppm0P/gJBtj3t/4X4e/9sXeqq7IDh84XyEzaFfwGk8ixLcWx+V13ImKHNm\n45codb6Kxmd6pvsqB9sy5429TSr4h8Y9909yoL3On57ojSHyWlrv+G88Hg3SDj1GLf3fsVt7b8LW\nPfw/UmmP4Bx7L891TvDt556lKO79wPO5rsjZ8AN0bwkhPvvFPeu9Sm51jg8/9mX+bGaAQqVHaUnA\nSHmGf378Cf6TKUMn3jNdAKP5Xf51u8S/MkVwBknbM6/7XGlDvA1eS2BD9em04IoD9znXm0N5w+N+\nCVQHNhyfojfLvy08yr9US+AeIMTVA5UJBJd8Lqo+MQ3WfJ/ppsNtgoTWgpVVgdwbtMuiz2HDxxBB\nESDo/RfGag3+2Hk/Ee9qgvtYR+DMTJujkwIl2+W5PGRaMOSK1IogdXY3zQx/k482vwF1gxetLh9X\n10CEuCCQbIg8ve6RU0Azoe1CfLfc69egu6v8zuoT/MZqAPzD3NXOoxtnbvj63RhbOsFdxaM8r7gM\nOt/tmW6fPj8oPN/lloM2Zy7oPdeWDIthwWO+1XvtTzUexreeQuhtfI6CtUjj0eNIiooy1Fvt1Veu\nULt0lNAdvdV9lZHiT7OY2HtZz1ZkgjprtTbCNr3v3ir7Unlm9Gn8perui98C586+l/E7c8xuPtFz\n7fZMjvXfvkh94GlUszfGkG2JsHKGxKJPrvunqEZv+qdIsoeztkDzpVH81gCR6Z7IAmD4XUY2n+b9\nizKPf+An+PHnNzHa8z3RPtr6Dv9zu8UZEhwTTEx/6wyft4LpL/NJ67/zJLfsWauLz4rg4QH7fAmT\nDX7e+hRHeZjgNpOzDF/g7rcQ0T3qPsavu21Cb9UF2oFh+Tv8pt3hrNDjP36Azgl+R/uP/Eb4g7TQ\n0HcYKvJmMfxVRqZ+i/v+ze1U//dDRJ461zvxm0yPEqj+YXLPJwP8wpGb83CYHu9teRaAo4j83jPH\n8Kz39Vx7Y+YMG3+yju/e2VPdplVl9s8KuIWpnuq+Si14HyH7N2+K9oFUCGX4IUI9rJcGuP3eMJ6c\nJnJH74yF13JS+CSbt/1THjR6/xtsfU3imf9rkL/9K4mvzPemO7+0UmL25Qnan+ly4Xe+SXFtL1Xu\n1yg1XB7/SohzF++jIP+3nmgC6Ljsq77MTzz/l1A9y5VDH+uZ9qHmN/mV4l9D83na1w2o3xuj3iX+\nQ/Oz0H2Opn/9d2cAw1WYLgp0uhB1IfqGn/6a7ONGIDoMw1l4JAkPGz526Bv8Z/sr3O99m5R37VAS\nWBdoLwgsFaDehAtd+O6qy4k56LavP/CXNB8pCuEUhJNwx7hA0nic+/znyXjz399nZsnn1KJDs3Z1\nisWpBry06rGQhxt9JTS4wEf5DHe5L5J1n752n0QBpylwuQLn1mFxE8xdmkK+Ed0/zu94X+Cu+lNM\nj/cma+j7+/bm+WD1r0kMPI79+/1m1H1+9Ji6tXZTjCEAxwveFGMIoFR5igePHb4p2sGx38NLHMRz\nxnqqqwW/hnHXLMLIT/VU91WiZpeH6r09I71KJaXxsNv7IJc/vo/hylLPdX+q0+WXbx/D9L/Osyd7\nawyFY1mqU/8nzbrI6Pg/RzXLPdG1vXFq7v/BmdO3k9t3BtP4Wk90X0WWruB33kHBT2Nbwd0veBMY\nos0B9WWOry3TVlI91T7mv8Tg3dN87QO/3lNdAJML/EspxLelX9uTzoJio8gOZcll7ntja02qDNNm\nTXjnnvf5rN/icb/Jxe8ZQpN8mye4lxZje9Z+I8PKi0CCtndXz7XhIncpLWaqd/dcubl5D0/8tvEj\nZQxB3xzakqzpcO8ndZ79VIU/OhPpuf4jWpbS8Ht7rgtQX/gqpN4Yb987onyO5Ni/w/VGeq6dzPw+\n1h4mHuzEivsUg+Unb4r2unaIo3WFe2q9fbk77R/gjrse5J4LvS2zMx2f//WhNIVTbR7947/kqXYP\nXxy1NM3xf093pcrE4sM4Z/68Z9K14ijR+Qpjnf+JKH/XM12AyOwX8Z4agM7M7ovfJAP+Jq8Y65w8\n1quWhVcZ905xb2qVz37gD/ak0xBgDXitDZT0j/MLvMQl7V9ue13Ig6OewL3eFiVlBoRDEAyBmgVt\nEEJJkYkBEX3wJd7LC8zy9u+vN4HxdYHVFVjcgNX2/8/ee0dLkl91np+wGRHpzcvM5215213tW+1b\n3VJLSGqBEJLYQcDsCs0AswNzhsXsjjjAMMPqLOeIBUbDgpAQTkISrZbplmnfalNtyter531mvvTe\nhdk/ila7qvdeVeVr1JCfP19FfDMqMiLjxvfe371wrn3eJApcoGI763Hw9IArCN4eCPUKjI4mOOJ9\nmiRjP9xu0BaYXhKYykC+AMkWTFpgXqKJo4sJfkL/f0hYfT/8mybAkCASs0X6LZGYJeK/jMy1JjxP\nND5LwdN5E3jaSuBXnsP8QeeqPLt0eauYPRHcNm2h2fnM9msZf/nCGflOcPPoE/xMT4fLkoDheIIP\n+Cc7rgtwQv9HHvN2trLnFRrzRR5VOmsoAMw+X2ap7Ou4blqS+Vyiwv6xK5+e9Vp2NSz+3T43+wfW\nCI5+s4PKPqSf+Dek7j1C7C4vntCLHdR+lfDY9/EeSrN+9X/ouPaAkuG+uTgPBf9vzoU6lzg3cGC+\nzt+9OMLJwL/pmO4rFKnyGfVOjiv/5bL2X5MsXAGHiRh8wO1w0DBZUc8bRGXR5HfV9/PHwh9S23Bk\nycWpChbXeCw+5LMZ8TVZlKusC7t40hXnr3y/SU24wqagF+Dr2jV8SfpFcs7dHdXVxBpH03v4a/kO\nzomf7qj28rEPcfyp/8QzPZ1bnfBW0DWHLsCBWItn/qKBKHa2y/8rPNRMkHnie9uiLaqz/PubJtm7\nDYcuuU6jH96JMfTRDuuucuDgOjcNd97UArhBPcqBZuczV4WV53ip8F2+qxkd1TWffZ5jz3yZh2tX\n2O3vDdzStLAXDfaMfgfRyXRMt18U+eh/vIb+e2Rch9Y7pus4EqMf+Unsn7+NQkynFPqFjmm/gin/\nPH07Hqb4kSOUQ52tq++TZvjk3DLHH7yNGd8vd0xXp87d/jjPVATOKO+9LI2mACmPg+12OCe//t7w\nCQr/sy1xSvqlS9ZNeB18HohFQIuCqx8YkOnpUymFoSyM8AfSDZwSfvOH+3hNuDsvEkoKrObOjzxd\ncSB8gZ5JCRe4wyD6wAiAPiRxcAJKozaflq7itPCrP9z22rbI8RQ8m4a5LKybwAUMrTedmzf0787Y\nd/FF3smk9WqGUBEgKAu4JQGPdPkvPoFMhG+ekvjrWudGqALsEPPMv/xhfS9wjAAAIABJREFUnv3L\n/95R3S5dumzM5+TOxgOvRVh7iPsem0XoTFHID7kq93fc+WjnlrZ2uTCPKhKlZIbp5c4mFG9ebRN6\n+gzyD/4HhtqZd4tQU+ADfX18sOcZRub+lN3+T2Po3+mI9hsxxC/S13iAm/TvMaxsQ7cT30lO/liA\nYx/5KLm+XZ3TtRowfjW/f8PHOTlxebFYHYcVbOpv6KGZkYPQH+d3Rj/E8djHL1k3odsEQ6APg2cC\nDsegJ+aQjJsU5CgEgjw+djufi15e5VNRsVHC4ItDfFBGH7BZDw1AYJAnI6P81cjvX5buxVjmAAT7\neL5vBw+Of5K63LnVJivm3Qg9AYQ9A3x23/vJ+X+qY9rqoUFcV7mZvPsA2X0bdQr90aJrDl2A78xv\n38P9rUB86BF2ZLYnO3at/kV+78gLHdfdn3yM97c7s1zojXw+YHLStT2Zq7cTD7tlHlqbZ/lYZ3tS\n/ZbY5qaXnie8+BhB62sd0/35Wwb4yMQCA6f+jGt7foVQ+cpKbC+EbP45Ac/zeM/8Oe/+oIi0BfPg\nUjDEedhV5fM/+XPM3PjzHdOtzJ2BqRH+cN+vc2bgZy55/zOyw6gbxuNwbwC8/lcDk5I8DL4JPh38\nKKd8v7hlzboXvMb5yqFwACJhcMXBHJAwoi6UfpFTUTe4D/EH+n2c0n7lh/u6bNjfELgzKxItCdxw\ngQqfks9B0cATAncPuOMgR8G/U+L9NzzHoYEYnw69j9PGb5zXdOA9psQ9FYnxoohUFpC3MBTx5brF\nC1WL6YZNte2QUMfBF+dPfD/OpNbZEvIpzwj4ohwdOcBfR/+uc8LyMMR/jOf27uO5g9vT76NLly5v\nLS8LbX4zYp1fO9tBjhcs/rjdnRj7duXrAyq/2pCZb3auVcCtKbjFXKLxzR9grHwDw9yehPYruNpn\n0J99gZ0vdLDpyz8xaJ8hoD5P/iN+nvmV22lEO1RtFhQQd5QRb5vg6Q/cT2bnnkuWmFEtHL/JtG6S\nf00vzTW/B3HAgcNefueGTzA/dmnLwOyQje4HbwDkARAGRcaGFcwIZI0QQsgHAyaP734XT+y+9Iqt\nrG7h7wV/FIyoxO69Ima8geDvRfSGeHL3Xp46/KlL1r0YFfcIUlhHimq8MLaXL+3rYJWZXkQZ6Uc9\npGEcsHn4XR/rmLT7dhPlepv5QzB3WweNyW2maw79C+SPHYUH/J0vPQZInT7K8D90tqM7QOnMGcw/\nbmJ3tvl/lzcw0+y8SfadWfjeN9dZ+ca3kOqdKZe+qgp3zy+S/d4JGi98B1nqXMO/NyK3Zxmcf5zQ\n917C3+pshZkm26jB4+jvDPCtn72H2Ztv74ywrkP/Chzax2duehdL4zdvedeqBA0d+j0Q8UNoCA5F\nBZp956+NnEs7X/ozOsanxz/IYu8Ht6Qrt6GpCzQUAY8X3EEJohJOr4QVc7PjkIK2QwGvDqMB/iB2\nP6f6f/Z1GpoDw22BkPPm67TpBkUDdxCCIcCrYvQI0CtyYJ/A0MACxDx8euQeFgM/DoCL8z2G+hDY\nZYn4N5ngZpo2dwD3iXCz6uAoNlN+DwT6YUTkT3bez3Lof9nS+dgKR/ujKIMxxEEfR686wrlD/7Uj\nutO9t+Har6Mc1Dl319XUx27viG6XLl3+eZnrB6fDLZOKLpjs7axml7eOjEtEcnX2dS6Tdfj9YzUe\nWql0VPdiSIrDvGXx8J7Ox6g95Skiykvs7l9g+HaRlY915mIPS6tooWk8e2u8+MH9/OOHL61dSFF0\ncPls4jG4pd+ht8ekLpyPQft9OcS+Ir4BCa6N8633fZz01bduSbfhs3HpEAhAPArGILR7HcS4D9+Y\nzKl4BTVSQQp6YcLF/3vzxzhx+P2XdOzrXgvJB94+8A5DsFfiyO4CR2Jt2CkhDUb4n4dv5OQtH78k\n3dcyVWux3jo/UKgk1VFGJYRdLcKDFqevOcDZWztTiVP1+PEMZJHHqrgOmiT2uXjxp//3jmgPDyfY\nM7HI2NhZsoffPpaL9KlPfeqf+xj47d/+7bf8IHS1F0Xp7LIdgLaxfevZhb4LzHXuEIZvay/fRdHi\n78WtZ5i2uumyAo/sAeESKkor2vY1WxXWOt/zQMhvj2EHoPi279rQlY2nvU0GRCYlAesSf/cU5+IX\nR1KFr5ThxZXLmzSnXGICzWpbnCs41Ldw/Y2ubv0/KjsVRJbo23eOd763if+6Jglvk8BzuQtu79mi\nOSrKZR67fTc9dwZwfWyIY3fsJDEQ4uCTb67qk95QrpwPQDkI7xmX2RGFSC8kYwrOgMHpkE1ammDh\n4AjcGEO4Mc6j199AtjfG1ccffZO28BqzRTKhvFNEGJIR+6I0+/w0ggbioJ9Sj4jY62bkyFFOrr2X\n/K44XBPn6V3Xkx7dx571cyi1158TR3h9kNgSBeYGFCJjPpTxILlQgIGDJs4OyCJhii9jee9neWIn\njx28jnRsL1dPf/tNx9y6yG1Y1Ry8ww4TO6BvAqKjIjvHBaJeifLANSQnQqh7+vnB9UdIR0c4OPnm\nxpzOJfwkrYhRXr7xvQQPiSi3qkR315m/uo/Fm69j36PfeNP2b/weL0bdE+PLn/gp9PcGGb15Dd/g\nGslrPYw/8Mibts2Y8HznE7Ub8qlPfeq339pP7LIZb3UMpunv2hZdexvjL3G8s31iXosnuLItups8\nuq+Igtbh8qXX4ExvU4a9g9ND34g+sj09mwB0tbQtuh7z4gHHUi/UrmDmhbNJIuZCWBIIW3iGTpxx\nXZKublv0r59FKs3w8f1PcOeOOc7NmQiLb+6/4a1t/f3GEPKcGa4xMZFi/+Em4SMlFve46J9JIKdf\nf/NJvFn3TNDkQJ/AbYMCxjD4QwL1YYMp3STVP8HqrX6km3sYH1ynfNjHi3GHESoEphOv03njuW41\nYXqnQ3xQpXfMA1Edc1wnGzLwjhlEBksclcdo3xZlp6+Ac12Elw4MsDYa48hzz71Oy7rAF1KKWCz2\ntrn7anANeDEmJKo7DfZfvYwuJHh6+GrGe4qEdsHJfXFqI152Hn39KPemtnE80xbq3By22e228Htt\nGkqThRt34p1wMK5VGe5NsnooRG7Mx+izJ19/zMqlJXlzoz4q18i43u3nFv0kyi0q5kQVKZkmMPf6\nVhmKs/WXi/xwDwd/Lsuu8Tn6w8vskM7RWC6gLZbftO10AybfosHaW4nB3j42VpcuXbq8DTmoNmif\nmSV67gVu905zaLCKcNWVZceMRhZP8SRe+yT97mV6j6jU9itM//RVm+7rkaC3D1aCCpURg9qojmvc\ngxJTCO81eNwLSmAVe6hBpKeOdMTPqSM7eebDH9lUW7RB7VVY03SKXg/FgI81Vy+uMQ/VkBvviEog\nOIncX0OPqjCh8/RVe3jkrg9sqq2VoO1SWHEMcoZBOeBmnjH0uMSMGaQRiOILT+H1W8hDYY7vHuKZ\n935yS+cToO1xECPgGQC9FwI7BZQ9MnfueZz94ldhr0O/b5WeSJPlA4Ocu3PzY74QTRtKJkieACH3\nAn5/lkg0h7Erz2B/EmGHxdpd112WNkDGbhHyn2W8b40d2jx9o7P4RoqUro5ftmaXLl26dOnydiXc\nbiA9u4D57SrG4wIDXPmbuJErIZUWiNdPMeyc4DrPOcavazK9Z2utSTSvQNUQIKoR6ZFhhwJxDXHU\nxXhzFdGXJ6qniQcWGXfN0X/I4Jk7hjc/LgRiukQ77CIZiJD1BykbIYR+F/VogNHrluj3pVFDLbTB\nNgPaIuExN8kJPyfft3ns4WqJNFwys6qfXChIMxjGFRUw+1yooae4MTRD+VovwViOgViVs7eNkNmz\n9QbVy22Tdp+DOgHuHRCZcHHNyDy7xHP4wytEtQye8RLDAxnsazowNKqUweNdYdRIEQvOMF6cYZ+W\nQr77yprSi2KVcXmKseo07zYfYWdiCZe9PRPQO802dP7q0qVLly6v4Dq9zM7DfrJfTzJ+X4Jd8SZ/\nptgYW/TmG4AEvDbHpds2d5eXWaqcoCdfIN4n4Fwvs7bmZscXN9ZT26DFIOmXicRdaB6HZiOEq6eC\nvyIzkbGY8hYQ43mGrTI+vxfrmjCPFaLsvHkv4acvPpJTaoDTp5Kqq+iGgRRQaDfdWF6RVrBFpVph\nZOc5TobewbC1yMpEjKqygyfKPRy4516Gv3Px8b460NeGkqqSlnW0gE5TiKJQwYrJWNkQdVsjaq9T\nCetIHi9T0iA71w4TfunYpue5FXNwfOCNg6EJ6EGBekAiICvcJvwp887dzI0NE3UKSBGJM+Jedj3y\nj5vqvhbbgnLZBgeM8iT3VY4xFZJojBuEW0WEcXCnykzeOkjf9y+vN5joNhn2ptkpPUaPJZOu6CiN\nRWS6a3a7dOnSpcu/PuQFi3C+xlm5Ro9q0ppzqNgWHvHyVyAYlsO1c0sILRexnEIknCbUTHBubGuv\n1gFVQB2UyA95cHlsUGQsTUSJeikfXUezkkS1KQy5QixYx1NbJ3+Ll6Uboww9s/Hwl4oD9V6FlKrj\n8SoIbgnVbVOqudCCeSLuWcrhFKbXR5x1DLNE/YCXU9UhDnx949jDVRLotRWWLDc+r5ey6mdgZI71\nskzB8RDwz9OjDOEZKuNez+FXLebu3UXk7NYG4ShRG3fsfM9KQ4OGKLHLLXNP6tt8ZTBO3EpixsoE\nxAZVp8bi/bsY/tq5LWm/lpbtUGzbuLMZQsEcg/WzuMwSe6IrkLaQB4ok+yXcq5fXy8taqjNYnUNK\nFOkZWCNa9DKdqXe6Zdy20DWHunTp0mUb0QTwPj5FasxLrqdJf9WiX4GtDJz5nmDhBqIGDDQkXK99\nRtWSaKUlwq0mw7jw+Zeo3GyxcE+Ike9ceNkagFIEIShQ8wo0wzJ2RKJeUPH1uHESTY6055hzHyQQ\nKIPWoM8oIegtnOuCPFob5ic2MIfCZYeKS8IURIphL5IuY3ndpJ04seFlzjwWwh97HkN4H9bgMP1i\nipYbuHaYJ5tDRBf60KfWLqrf04KCrrJq+wjpCqbShyKUyVt1alqAhrVI+arridaSCO06K75+vtE6\nzM9swRxykJCCIPa7aNgyrl4RJdiibEnUIxEIFDD3jNFTzKI2S+QMPzM/fScTX3zzcq0LIVqAbHNo\nGHwCeEWYfP7L9AybnPyxCHuT86w7MSKRNJkxheKQH//SpWeZ1GGJcDrJRHuFmG7gKQbRC0ky9c5O\nyOnSpUuXLl3eLnhKNolnJKY8bSp5MIStVXCvYpLCpqla3Nh6/av99XNFnp9ex1EreHtdhKQydb3F\n0n6RoVMbL1GrAc0BkbRfxhtRcRDw9uu4Ei30UyW0c2cJTjQZCqoE3XV8rjKecpJTV/s3NYeCDYFm\nRCUhGHj9XlyGQMMOIo3mWM8FmBg4Q37oPkLJGlF/EpfQRHfyZG+LkNnhJTL95qVPryViyhRUlWLI\nT1Pso2HLFJwUzXAY218mJmSQ3BWC40X0Yo7M/tCWzjWAK+Rg+8C3A4yAgCRDy+XlSGKSk+1FtN4m\ncrGOy2vT5y6S2X3p47mdloVYMxm2YKlZ4kBpGqbbBHWN4eAMdimAJmRQbm6R+9LlGYiG7VB/SGIg\nuEZu1sS7nsdJbL7fjwJdc6hLly5dtpnIaou0meesbmMVQVmFNq+vBroQMQn2hyDsgdOWRe/iqw+p\na1eSPFzwMWIXiSz7GQsvkpTKnNnrgk0mzkqySKVHoDriQjAkGl6Vdbsfz8FVYloWKZMh5lnFg82g\nlkVyLMx4g8a1Brm9YUJnLtzjSp2G52ZFencK6JKKy3Bhuw3Wi304sk2uLVBqmwTcq9QPDnNwepqc\n4kONtyld28vJ9TGu28AcilgOCbdG0tGxRRnbCIHTRyPWpJQLgLRAY1QktJbFabUIWxVKtwyT/XYv\n4XMbP5WLgkQzIJP2BmnLGjnZTWwwQaFZw06EMbQ5es1B3PEy7mKJcLtA8poAE5tUar1Cr2BTiUAo\nDj4NXEGRu3M2ruI5rJO7iI4m8JgVVLNNQE1TjEn4l7am/QoNE8R0lf6nZyirVW64x8eYaZNOG2S3\nswFJly5dunTp8iOMyxFxNV08VQbZgfgWm3iXRJuwZKIFYUZqMrH2as8jo2zTWkyTLfkxd7aJhCoc\nlto8IFiwSd+lPkOkEZRYjyiYgx5wCRTKEQSjiPzuAuqxddRljX63jd5WCRsV+v3rVPoFcuM6odmL\nJ3xCCzBbEzECKrjdVP0q6cIA0YDEzNkWFUknkDlLjx5HlfNEwlWC9Qx+Spy5K8atm5hDoarApOYi\n5fUhaD7Koo7iFVh3RWmUkgzsXUbOFNAnGni9ZUpni6x/qI/oly8e372CbSo0PTZGn0BN0HD1S9RV\nnYzppqeyhFyv0V9vUqx6MGij9TUpxkT8qa31i1ItG2STwb0QbsLVssiJhycx7y3jdvWi+atEWmuI\n6yVOJi9/SI1kwdJjJRqDoDqwMgv+t8eqsq451KVLly5vBWMpm0cehbIBiRxoIhvGDm0BbghAeAAi\nfXCkBl/SHILnzu+kJ2pUp1fIPltm5FAUd7HBUCHPugLrIxBduLj2sedF+ocV8h4JPaTQRGEp0Udv\nX43ciSyRpUnCyyL9fT34xTwhTx1FLpEt1jjW6+bOi5hDBpB/vo3TI6J7dWSfDrpBphGk1WjR0ixq\niolXy2A7GaTeJv3iCopdoxyzyd4QhS9c/LjVUy0SeRuv14Wg+dHCBk2hF7lZJqWGaAdqxMQCDFuE\ni1m0dhm3aXLsjnHu2sQcstvQCLhYkn2oQQ+CGqAuKrR9WUruCHJlmh55H4ZUIjSYwyiXmDMs8r1e\ngomNA6m67GCGIRaH4TEQNTC9Aq79ErtX5kiunkMZrLFfXKGcCINQQb5OgaMbyr7+MywotaF/tY27\nnCT0INT+qEpfyEFfl3gmY3JpbTy7dOnSpUuXf1kMqJf2JLxKA2cQ+gfAkixe8rUJT55P7RmmwI3H\na5Su1ph8osXIaJFAxWaHX4TNnrinBU7dKrFrh4QRVWi5XSwujmAMpRAyLa5bWMFKyXiGTIabEo0F\nP2FPiwlfneWgwEa1OHpe4NhJkYmbbaSeAKauUWl5KTl+alKLUq6MspoivLOBr1wi3Fsh5CngLidp\n7/aRHdEILzQurl+BesDNuubB1eOlhht/uUbW6MVcX8ZdnCJSFxGKJobdYl9PjYVhiegWzne5LuDq\n93BOC6K6XOi6C3m4zvpagMrsKhFbpTe0TtjSaWcEvEKDtWtF+MbWzKGoYCIMQc8I+BSBlqpzi1zn\n5FQSd7RORHZIFBWCxRblpIhnS6qvZ6kMXhn8L8DZPPgrUCmCa/vmEnWUrjnUpUuXLm8BLmCoJbLS\ndKjZYGxSqWoCq34YGYDQIOiSQLzHTVlqoJ6x0U2HHWtVpCWDVGWRvRMqfqnBLkXgca9MdIOGi7Ek\nzKZ0/FmZSDgEXh+5ih/L6aXhdaOYVeTlVUKxJuFSgR5/C7e7jKqkqe83yJ0QCaUv/CAeXjQ5m9cw\npwRie/w4DYNKQKPc6sFsmRTadYw+C9XJI3qKxJQCSrNFr5CjfEhneX+YwVMXNp/0loN1rEYmbKG4\nQyiaTMMcIJJcoxqN0SwnibtSaE4VX08JrVrBXctT3BXe9PtR6+AM+FlRQ3g9BrInSEH0o2kGieAg\nmmkxEJxFSDfwaXmMSBUxUqZwXYDgAxubQ7YHpFEIxQV8PQJCUMDuFcAv0GoHcGemkZcjjPgmyddH\nsXI5YvEyL0bA2NoyfcwWHAjBcBgcH6gTMPNlG99BSCyZ+DdP2HXp0qVLly5dXsOaB8bj0LML/GGY\ncsvwmuF0sVMgRFI4TY102aZadcjkLfo20TVMeHbKhboHQiGZkuhn3R3Cr7WYb1TRAlVKUyvoOyQG\nSjVy+RHcRZNxtUZ+SIA3D6d9VbsBA9Mma/tk7JqMyyVTCnup20Gws1RcFdzJFEY4zYAsIFdN9FKb\n3niNtNKmOKxuaA5pqzbKZIP0O4JoHp1Ma5h4vURKitCyirhSOXr1NrQs7LxMwDGRx9sURgQCCxtX\n4/jLIknVi1uM4vL7EZ0QfdoU68F+3HYFf6qCqCTYKTik1qO0im084zWSbM15qYw7DA/CwC5QewTm\nGm4CTYn8jENyPct4y4VU8ZBPSjiZS68cKjZgyANjYRgNwtSKyPGqTehtYgxB1xzq0qVLl7cMTQBN\nEPBucU5kIggpXeRgn005KqH7/Jysi+w8UwHguhdrLO4vUViTWC+XOBxusMeCBWPjDMpI1uLRhEqk\nGKTZ6APRQyMuUWz3kyuB1WwgryXx5vPEFTCyGiGlgsdfIB+VyYY0QunaBbUPJ+o8NGMi7vbiKgVw\nJJVc0EW1GcSriFSUCp7cOiO7lyFfw9+TxO+rY7jKJIs5Vq8LXNQcAggkmpxeBDWl4TUlUj1BhHKL\n7PgQjlRg1JjHTFl4+kr4vUW0WomT7hrnrulh1wvpi+qqaYfZmgvD7aGheXAFfNRlP8Gqzbqnh9Lq\nCsOZGYJ1FbFexZW38BotVg/o8MDG36MZhfaYgDTsY1qNoGstArE6wmiDTHaMdipJfC2P2lNlpHWc\nRtHNUrqGsrHn9EPWLNgxCFf3qxiCjdIr0hxqkV8XKZyxOfbypjnMLl3eMpz//Olt0ZXk7Vs62djG\nwL6+TZG41Nq+gcSSsI3neuf8tuiKKyPboguwMnXntmnX7v2bbdEVtnFGwa5zl78cZzMWd13ctLhS\nIhntTX9bFk18Qbh+h4rV3wIzzqk7Sux69NV7QH9a4uFglWFDoGA7JGoiPa9pHKBcJFn3nozNyUIA\nNTGC6lWo9qvk2gPUNJGokGM5sYiyJtMQiow4NuUVL95cnavDDRI9Dr60gMyFGyYfWGjwV0kX7WUP\nvpqfclQn58SItUMUbR1j/lkct0FgpIm3bmEm3RhBm73+PFPjMvLjFk1X66LnqnQ0T/sTIeQVjcyg\nF7EcpuTrR+2zca2+hNa/TrzSIpuL4Wo10dQGsze18SdsGr6L/34IooDY72FJ7kHXAwhKjJrtkOmL\nUCokGMusoDQbRMaSBNt5UhmJYys2Dd/5C1qvXjzz2o44lAYgeI1ETgniCTZxh0UKRR/oOqUvl5ip\nN/DW2pQrAk7WwdV6zbW8hd/qjAh3Dcv0ahbONQL9Y26Ka2VKpzff90eFf7XmUOPdJ2H00ptYbYq0\ntbK2y6G2jd9W8eL3/xURKV7ZyO6NULTtO9eVvVt8K7sEXKWRjmu+Qmobr7tm5OINiK+E4Da2QPGV\ntk97pW/7znWs9OpDTXOg3hCxhyVe8A0Rj9RwaW4iAR3n69Xz21iwa65Awh1g5rhFJNzCzDi0q+D8\n08/7he5Ao+0wkWiy2opQzsVRBD9qS2IRL5Yo0miWaM/N4QwFiOgN4ppMLaHjaZvs9lc5tktHOFcD\n3hwA6k2L67Mtjjd9yKsulEAATguk+ny4cjlKjoZ3ZRptxcYvefC0i0SMCh6ljKqnye7ykR/WcKcu\nvJ7+6vkMT+80UeYEpLqbqugiXfZRsAK0T9UIHplHaAXw1Ap41AZutclEX5XsLRGskynMi4yKCCjw\n1GmJ0dsUqt44itegyAh9pTb5cIxyqoiazBPxtvFVS9RTbhShjeOtULpdRnquhX6RYLvdFBFiCtlo\nkIoURtEkFmWdgdAUa70xlLEyxg8KuOQW6Tp4kxkWJh2UloDrlftkg0qztAQfOKRQ8mqU/W5QdQZ7\nF9k5IfPdByzaZRP9AvuL2xe/d+nSpUuXLm974iWV+oTFi8og4+EMwo4QlZYOj67+cButLXJtVuPp\nbIu2bOO1tvbCNjpT55tpDdeqB30wjml7SKo+sJt4mh72nasjHrGo2A5OM01/xUTJtKHcYhYJ3wa9\nCWLJOtFzJbIH3Nj4IaeQ3OVFTwUo2l5CqyU8AyaNZI6dQYdSOYIrC+GWxXDMJB8TUDfokXP9co2/\nn9YJ6DoFn4NtRln3j9A7OYfXLKMYRSJygUC9RjmrIqSb7B5uUd3MehAEnn9RYOzdPhQ5ghPqZb3l\nIR9wsdrj5ZonjmKEm9SNNlI6RzgnMTVvE9soSHpFui1QC0mU4xHWhHE8RgN/T5lMIITV56b0Yp7T\np9P0VS2UgoDblNniYOEfcuuNIvS4SXk99B1OYKXCyPEydM2hLl26dOlypXjbAss+lYbfSy0UxezX\naXmaFA6nCBz7p8qdxyA9lMOlKRTyDkIVVgvg20T7yGSev68FKKz7ULU+QhWbnNeHqrloiGkqqy+g\n5R2kbIF+j8zych9el0m/06AYalOOi/iSFzbKrjud4OHpBtqQgWSF0EyNmttPOROk5I8wUXgUeS1D\nz0gbTzqPx7TxqXW8epVVRSB3yIv7Oxc2h8KNJtdPpXj5oI5bD9FQvCTxUTmnIqQdpMU1YoEGWiaL\naAgY7Qa9sgkDNoV+BbHcvqCu1rbpWbRYzqgE6xqutE4prmHX+khHh2kkF3CVaniHV+kXTTK1EGKj\nCS0TfcQi89zFz3WrBe2xACt6mLoRwXT7MGU/ubabzEiY1loOY3GdHVUTS5YprwvUUs75CWdbYCAK\n66MG/h4XTixIpR2g6VFxPHUqwRI+aSuz8bp06dKlS5cur0WXRNZcErbXR9k9QHuPC0GzyI5nCM++\nmhHqsxT6UKhb9hZsivMYRZM9Sy0WWlHE4iiBhMlqPIKOSN6Z55pVkceeNrnvCGQFByGdx0rCcwUH\n6cKhzKvaDZN7Zwt8uqRj5zUcI0BzzaFajFDWVLKLDcTROoZcJpItEq7XKKz6cNcsRuU6SzucjZeu\n1drkF8GJBuGYRMqJkZd1jJkmtpJCatTxk0K0GiiZEFKxzbk1Z9NBLJplMzrfYnZNRO3rRfbFaBaH\n0OQapXKDlZksdznn46p1HNxZk1IOYls432YFykMhJr3DlOU4lseLWnWw4xVsRUb3GayuCJgNB8sR\nCWqXXuCwPmRg7HFj9vRSCfho9PmpzAIsXLLWPxddc6hLly5dOogLIF9TAAAgAElEQVRtgXh5ky/f\nxEBG4OklNwf36hSDvRTMOMWdDdI3Otx87MUfbrdzVeQRd4uB9fMVhoHG5qkOo9Rk7JFljt89gRQM\nU3bcVCogrLUYEvoYLxVpLlm4QhVMyWG0ZVJJqBjrLQ542jzjsi9qQEVSed45k+KxyAG8pgvdHcBc\n0lg3+ymUBJpLEkq4iKalCfsd3AqIDRufYrPLX+ZccOMH8r5EjofWBWRPCKclUCGItVJiGAklVSWo\nZnE7IprToFVWcNVMvOEq565WiTx+8YhqYr3KV3M+nIQHzeWljELFHCCd8WEuKfj6qlgzDULDGby1\nMtWEG6fcJlfduJosUIBZW6OlxBEiIURvkLIcYl3wUQ3qVE5WUFJLFNMWiu2QawnkViCyxSK1vl0C\niaAGB1yoQZ2i5SNdC5NuCzSCU4TomkNdunTp0uVfB66kSa1HQpKufPWCXhaovuBmapdK2TtK3gqy\n3ttgJL4Ks28edKFfYqnJDc8neHi8iv9qL+taD42Mg5Bu4DTd6C24alom6TeRXDDVdJBTkG1BbAvJ\no1iqQO6JKVw770DWPShVlWQ9TqHUotcOsXbuLFd5LCqrNXzlFr4CaIU2lXIbw7apb2Bz6ZZFKqtT\nr2q4RYN0b4RaO4yWUymUU+gotL0OdqNAuFLBlZN4YMHhwBbOyeBcmucWVJr9Gv62RkYfpK+UpbSY\n5Oi5Jtc3BYZ7oOaBYg4ala2da82C4orKwpEeysE+qmo/ZHV6anOkJYOItcSYvUZRgpB8eddOrU8h\nNeZFHdBYXO+jGpTIBEMMds2hLl26dPnXSd+cQ7QPTrivPCjRshA4KXDmkMzQbhdFd4CqpJJUSsCr\n5pBmwR0liSnBxhIdPM7mn220LPY+M8N3g7uxfdeyHBklsFJBaGv4nALXn7V42FPizhGbqSL01jL0\nFHpoVEzEQosaDhuNW7vhsef4ujpGc6QfAj3o61AsiFj5adolBTlbQPS0CIltwqJFOenGZTj4WhYj\ncZtCSMSfu7A70lPOcs/xSR7z3onXdlENhbBW1+kTZIxyFSdZIuazEB2bataNgkUhb3Jwt83a4xc/\nJ6FklmzaRqrF8OR0hHWVdX+M9lIFs2igKmk0VwNTL+JtVpCrYZqpJqkFG32Dc6GZ8OSkh9g7NJqu\nGEJbo+aK0LYmIFegLOoEp77DMQOCLRvBEhELW+8TVEwKZGSJVjiCEvBT0Xwk62PYlQZtb3bDqSZd\nunTp0qXLvxRaDZt7qhbqTodvlDrTPmTiRfjcAZmxcZ2Wv5+k5mE4tkCIjaegboWe5Qx3PXGSr7qO\nYO+IEyq0qRcUIAiAJyFQPC2QDTkoMnjLkK7DcH0LcV4qy389PsP/4T6CxzuMu6ZQlOJY6aP84mKd\nB+0Sgd0OtWWHdLPNeHENI6OxkmuzuCBsOl1s/8kEZwaHsD0xWm0Xcn6VxnSVlwslbjRUbMEhpUI+\n3UZea9MobS0uDpl1xssqz614kbMChR4J8mHMSZPdiHx93uY9BXA8kLXBrLLlgCk043CiGcWUolQ8\nPTTbcarTDuuSQzzhRRIEQlfgjizkXCS9Q6hWmFXPQWRWsaMOg5cv+ZbTNYe6dOnSpUO0bXD1wo2H\nIVkRWE9ceVOXvdMVPjttkI8PIAzEWAsPEggDPPi67XRgwBG5SG/CCzK8muDO47P8g3sFdvRiVkNY\nZS8DqZfRG9A/6XBuBHoiMGuCtZ7ByQs8mXdQaxs/5CP5DD928gxfa/VhT4zilHy0JAFnLU8xtUYj\nlEPVQBBL+EQJyiBnIFyy8LhavDjqQO7C2rrV4sDJo3xrtIEjR6mVXcgrdUyhBL05pHobySoQ9dnU\n6wb1okQt10aX28yJcLF2ZXq7wXufPsM/9L2D3qaO6kQo9fhor1jsLogUihmGoxKybpMybUKZFCRE\nMgU2fPDrdZt9KRdP5OPoRi9iWqcl6iT29eNeClG06hysacyUINIAajYhQdiwz9BrESZtXloN0mjt\nQMwGqDc01mJRGpLA/sTRrYl06dKlS5cubxHuKngqkNrKeqBLQRFI3iFx0xGJ1rMSauISgqKLoGds\nbj9b5/t7Pdh9cdbop781wJ4OHC7AvSfO8uXASVrmbsqNIM2VJhTON4PVbYHSgkRx3cQMQKUOmSpb\njvViZ1/iHcoYj4+MUnfFMdFxUibuQoVraw4vx20OjZyvOj+5btGbqnJ0HQKVzSug7j35A35gjVEI\n7sElemnn17gq26JRMpmfMRmxwZSh2AahDKna1mPiXY8/wbf1m3DwIBoqRWRunXcTlwRmGwJncw5i\n9nzcHXeELZtD/pNFJtf8NP3jGDMKRU3DWttBybHQq1eeSoueEnjhHWFc5gSL6gDCcgytscbhK1Z+\n6+iaQ126dOnSIRQR1oZl7Btl3rWjzRf+zys3h/RMk3tPZvhGTER1+ilKYSaNg3xA86I3rrxx+g3T\nM3zNM4fZ2kdVMaDYhLXz00D252BuEqRBkHSYKTmQcMi1Qd9kvTvAXbMn+Iq4C9tepywoOA0/ZFSG\nysssnytwbdhAcFVwOW16Kw3KKTe1so1QbxMzHDbqk99TXaY5t07L58YRNYRSBNOqUl/M4BrQENQK\nHruBp1ajmPNjVkyy1TZsUlW1L73A3x9dIB24GlUL0i4YiPkyzZyLyWKOfaaOaULVDcW8g1i2aF94\ncNvr6Ht0kdX+q/F4YqgZFbuuUympWGWBdM1hRzZBwRZYbTkEVIHQJSxN1EXYN2tyfCmKENqNXFTJ\n1Q0KosGRqSsPjLt06dKlSxe1Cdfm4OneK9casOB9dYE/NCXMDk4aVCWBE7IHdvbQO6CQ/aO5juiO\nvpDC0FaZuu1Wsj1xbG13R3QBjFqRXzt9gt+xb6ai+yBv4l99dSpbzBTxlhRyZYeG4PAuRyS4hQpx\nAMOx+anZEzxm30DT58epDEOjgtGaZ9wUeeqEg7fl4PVCuQ3tCmQb4N/CoKJo+gQ/fvwpvjQ6SL0x\nAZLE/uQ6IhLfXzaJWeDxQ1EFoQqtC7eSvCDh6hLveupJHh38ScSWQMPt4C+2cIkwpomkShZY4NZE\novrWK/X1ZpsbHjjNF6U7iOV8tIsC840eys06xtSxrR/gRVCXaqSflkkd3k253kc7V+Y9Z16+Yt23\nku2bc9mlS5cuHeZIA/ZefMr5JaG0Qd2CwXGpLLZkno4HWDm0n+YdnckrjTxxjuhTC8yfdMi9FKC5\nFKTmGumIdiS/xH+cPQsn1+FsCyZt9qbPj3vTLYjPCFSnIbMAyRKkK1CtgWsL02SNZpr/tPgC3rkF\nnNU8JLKQKXH/6gIryyVaqTJGpsb8Uptmsoi3XCWQNqklLOaXNzbWdCyi82cYX12C+Qrmokktu0p6\npYQr20BcadLM1pDzBXobKcKFJsdnQNrEdNFbWf7tmZdoLNQoLbeon1NozgfYuXCS+VWbpbkarSVo\nzUCmCOslaG8h4NHTWX78kSmSZx3WViJkl+PUXvBTe9nDh79/GlWAqARj+qUZQ68wcCaL+bLF5GqU\nE41rSL04SP5pi/DclZe9d+nS5Z+P+2egd5smyl6b7o4s/JfGwZZNrNH5qar9vl7+x0GVW1Y601Rx\nSRd4+sYhotdNAODc+SFu++TBjmhXlyy+vTjIi/s/Rim0ryOaeqrC+58+zvr3Z2h9vQbzm439uDR2\nrL7AR49/A86UIGHiq7y+V6CBwIAjMmFLWzaGXqGnMsn/Nf8Yzuo6pJf4D5nz+xs2HCyIpBfg1ALU\ni7BWg1QFnC3ExzoOd5dOwvwSTnoNZ7lCtDXDYEtib1HmTBomF6G6BGtFiOW3bjvoQoub00/ROL1K\nfdrGPiURT5+vhNZEGApIDIUlwm4B6RLdjANTy9z3jbOkT3poHPeSPw2NY0X0+vylCV3ouItF3vnk\nORZOihSejlCbGif+4urmO/4I0TWHumyJW7ZxNPhVW22s0eVtwR3A9RfpFXMlXDM+yO/dEec+pzMF\njwctgf8uihjC+Z/BMd+V9wgCiNQtvvp4mG+XbiR14JqOaOrtNj/53AnqT05R/14J55yDUdtiB74t\nMLb8CO84+wCcSsN0G3KvZvGMAlgrUJuFZBJKVciUwN4kcGgAU8Bk+Tk+fOrfcf/it2C1zCeyIloN\nbshbzM+UoQDNFEymbdZXCvjSTeZWbShc/PtYNOGrDYefWPpv3Lj2FCQLOKkF9la/z+x8lfZ6GX+1\nQX0FlrM2+XQNMVdjrQD1LRTSDOWPcfX8SezZNeypJK25PLsrZwlb8N2Ew+klqCWgloFCFaQtFnCN\nzC9z+9efpDDVYn1OonpUJXfKoW9yZWsCG6DnMtz83ZdJPbPO2kuQOBHkPU+soVcXr1i7S5e3mttb\nnX+GvMK11vZpbweh3R4+sOdd26K9/4bb0MwOlIF0+ZHhfUOj7LrMZrob0b7ut/nm0P185frO6JVc\nYb5w9a/zfPseqtIneab/3/Ktv3d3RNtttrG+1+TRZ3tAmuiIJkAkucKv/uDbcGIWZjMd0wUw7Drv\nSr/A7QtPwmKVWH22o/o7qo/w04mvQiEFuXM//Hu8LCAmBVoLMLVwPgHYqEPY2to1pNtz/G7hH6Gw\nApl5dCYBGLFEcnmBRBqm1yCVhh3WpdkOujPL/1Z8EHtlGmdpmrB99pL2v6hufo7bnv0LDj9/mtJL\nYJ6w+KVzz3dEGyC8fJT/9bvfo3Q0T/GRRYZyX+uY9ltBd1nZBkQUHx8pVvgjo/OBxB4lyPWJAn8Z\neXtkbW62VQb238Dfnnqio7qH3SL99/8ML3/xcx3V7fLPxw3338faA9/mObuz17b1E7/HFxYf4NTg\nV+ESSlMvxouyQ+yaqxikzIx+E3v2LjP3/z1yxbqqaTIwbfHQV2W8wbsZ4q+u/GABPTPHbx5/kt/1\n9UNrCDpY9WTYNT6WewHEYZ4SrmKgvf7q5zpAXqAowKTq4AVEC4KbmCwvCw4LDtwhQ1uHgPMCOyp7\noHn+4X6wIPDIrMNyAHQdqhLUqg65rMV0AdQNKpPSjkNEgHEdCvwp72gcYFfrNFelHc74WxybKnGV\nZlMVoOSCcgn0skOjDuIWLkudFPfXHueFTAQUAcrrBEJnOIDA4w2HM1nw5cGxoS2Bb4Nm1K/TLc1z\n2/E/I7gW4C9dd0M5gVVxE7G/t1Fv7y0zuPAMn8wYfKZvlFYjzkTiyq/nLl3eauzauzBjOSh3Llh/\nLYL2U9D+Usd139FyeErt/Ev5FxoiteU7Ia+gBB/cfIdL4C+X/NiJf48w+Fsd1X0FaflmrMGnt0V7\nO/lgX5Ovrr39MpdC9Rf4w3SaqtzZpECzeIAn/yjO0sAamrczS5UVO4P7WwmenJTYE7iR3X/5V7il\nZzqiDRBLTXH9355lddjCl+6YLPvTz0F1iIRhsTi6g+H56Y5pG/YUP2d/hcdYwaAzy+HgfMi84JS4\no3UKHIO9b5hRP1SWiONQK8CCanNTS0AHqpvoNpzzAZXLeZJfaxp4xVfNHx2Bwy2FtGWjAi5BeN2/\nb5Vdrgf5hBWl3BbRxc6da729wIczn+H61rv4TDvOiP43HS2Z2Zv8CyRhlI8fTsDba1VZt3JoI/LK\nZ3m+z7st2g3j9/n+8I6O697v63Rnt/N8YSjCPxY/id3arHf9pXGsavO3Dx3ErP5aR3VfwV/ZiZi7\nZ1u0AXokH9c1O28eOoKXX+zPMWpuw7qnbcRW/wufnbqBz3fYGKq3fofH/7SfLz5Y5kS9Q9oyfG0K\nnph/L/Ppn+LBz3XuoePJneOmr3wfZylFObaVwZ1bYyj7KCS/A6WnOH7vfurh/o5pG/ZZPmY+BO0f\n0MOTr/s3HZhw4ANNgbuaAnebAtomeo4M79RgMAg7vBAzHuHG0IPscp49r2nDgZTA8VlYXYF6Etbr\nkKpDqgHGBpe+V4SbVBjwQsQNN4c/Tz/H0Cy4ryzw1LLJ1IxDKwWtFchUIF09nw1ztni76hzlV+QH\noXCKX3E/DIBLgFtdArMVWCrCTB4SOQhfwpNUF+Fg5rP88srfQGaW97f+Gl3oTDYMYE/l+/zG5B8i\nrj+KMd453S5d3iqUdIqntskY2m1/iOe3wRgCeNK+l3tqYx3XbcslpOLXaGVv67i2VX2ea4//FsHC\nZr/ol8dNrefx17enUiu4DdUxABGjyVdWt0d7O3ELYdrUqFpf6ahuiw9w5tFfZ6T382jeJzff4RKI\ntP6APWIPFKt4O2iGALikMpHM53k039l3rRoOn2i+yA9ucfijP/kFau5Om4hn+GVxjePab3RE7fuC\nxWcxSYo2894zXMUZzryhPbICuBHosQWubUiM2VsLah5qtni82aIoWQzKq6zY4TfoCvRJEhFJuixj\n6BV2GX9OoQ11+9Bla1wInVPsUT8NO9ZZsH6yo9oAh372EebuW6buDnRcezvpmkMXQTB/iXb+P/Nc\nodhxbdn+GDNLn2e5OtVx7a/mbuCA3NmbB2CttEZ15i+wrY92XFue+Qz/P3vvHSXZXR/4fm6oW3Ur\n5865e3KUZkYziqNoQMJYCBuBDQac1mt7vV4/h33H3j0c73n77LNr/MB+NtiA/QgiyAgJJAQCZWk0\nSRM0eaanc6qcb4Ub3h/DgMCSpqvntkDmfs7RP316PvXT7aq6v/v9fcO7T/zfWKtQU59XfNw/dxCz\nYb/7VkvCX/dzwG3vx+iu+8Zw927iC5kgE7I9YzhfzS5jlRrUunai5xbInfxvtmrLno9SGvfiy/wO\nYvU7trrlSh3h1CjJU19CNGZsdSeEM0xdOEgjkbDNqQkCe8xxhOTzPHLvVo7/xu22uS9xkt/ke3zB\nd3XB2oYL7g5DZwckeqAvCWsjsCn2NQKJkz/4vf4WGHMwNw0zs1Apw2L90jQO63Xeph4J3hWCwQ4Y\nTgj0BaA3tp+e/hcB6G1BXx2enYXTk1BNQ614abpHtQq08ZzSq7zAn0U+T9WM/PD1BRhVBFRRYCwk\nMBBov95dFUqsF/+FD4W/CNesQzM3tCe4Al7zCcbu/AJnd9oXPHRweLMwBlbnmPV9NZ0OvrYqbgDB\n8x2+47X3AfcyorqPdRtf4F3BO+31Kku8ct87uOVa+w4xXs1zIy2K6uo8auT11cm8z9TcCIKyKu7V\n5L8MDdIZetpW505vB7fcs52BOw/hDtsbdGoR4Mm7v4ivZ5KTm4Y58o4/wuzdaetrJP01hvN9fHvs\n72xzehG4wbjI9SmD8r8UQLv6CVc/6m+C1Mlz1hZqXF3J57xoUZUs7lZgSxjcXosz8c0cl29hQvjl\nq17rgAi7ZIgFLWaiEf5BvJYT5n+5au+PM1tP8pixl4dKf45m2lcmCJDVx2D2Zj7uu59/Vr5tq/vY\n5/6Up/7idznq+RdbvauNExx6DT4mBnlb19OIbnsfFgF+t+7ifV3HkUL2pU6+GkF+mMHK1Xdbfy1E\n9xMMDBf54w17bPWq4Qme/PBvMLRuk61eAFE5wsFEDnEVsoOfEgwmXPO2OndZLV5+6BTNmX3kG6tT\n9XngSh15V8j73nEtke6r753yau648252fjBGeMNpJOWMrW6/z43/A7+Gq+sC1es2gRK78j9qkztP\nWRx1/Rll9XpbfKplcX/jKL/vMrEWvVgPXl3wugB8BotnBIsXRQtN0kBYB1WDjLBmxV7FZ6HGQI1D\nuAvUEdjQCWtjUBmwyHDrD353rChgZiC7AFOTkK6BUYfO13E3VAs5Bp4kSIMy2zqgOwJil0XWvBQs\nu74lkMpfaoB4bh6Kc5AtX2qiHWjzY3WxvotP1t/JIe1//eBnARkSapsX5TXI56/j4RNDfFn5OKfF\n/3j1wu8Tk2H9gXdx9Cv/E811j21eB4e3Mg94ZZ4R37rT+4I8zPCRJwnbUFb9I97GE0hnD9srdXhT\n8ddNLjz5Ahl92janVIA/0coMnn6IsOvjtnkvM/DBmxg1n2TY+yl2r3ueTcOnsBaO2/46sd7jSL/f\nSeptNt8LJ/egpT/A52+yv/Lh48EET8fX8JnOv6Qmr7yhtu6yuDsMI/2wpgeGwtAVmyQT7eebkXeT\nllcebK5gcGsENndJJAIQinp4W8cQL/ruIyPfsWLva7Fo7kZIJDgUXs9Jl73X+4L3XYidIYQhhQPX\nb+bxex6zzS0MJXFdl+DzN9/IS3d9xjbvauMEh16Dh5ZyfCv9yqq4TzQafG5pddyX+YZn9dJhXZnP\nEf32Mdu98YWH+J2ivQ//lznf+dZJDz4guMiY9mcLrTa/XxPZ/t2vUC3Z96X6fkHgw8o0w4tPoJhf\nts17mXds9RE4+AlCrq9w0+B+buiz/7qHPUfI7K5y9g8/QNNlz2QLFShOR8g+cCeng79K1rt2xa4C\nFjdLsCsAQxHIBC1Oqf08H7iJh0J/RU3sW5G3HAYtfCk4FB8A9wB418CN/RAMC5xZ93ZqwqUTQtmE\noZrAupLAYE6ALNypvf5ndtwPrU5wd4AwKCGMurhmUCAQgcKm7WisRwUG6wLzJUjlYTILixlYs4wJ\na5dpmlBowheNvRBW+aJvL2eFv1jR9Xg9Ho7ejpgY5sDwIPuv+SNOb/moLd4ZeQ8PS2/n8KYQX977\nF2hRe09jHRwc3nxONkw+NmJQsCEw/WrStPhX+a3VpNvhR6l4RB4YtLc0sBd48KDGY0ePIir2jZq/\nTP5rjzPy3U8AMJz6Iu8sPkCP4bX9dTqL+9khfofb7pmh7rbxcLRnBvG6Cs/ft5cX7v3Vq1KdwWA/\nOocEnYZgQTCC0Kvy9NrNHBreu2LvcMTC2wG+LvCOwI5u2Jr4Lnf0nuDp6LV8aeD+Fbt7VAtPDyg9\nEtuT0B/7Fjd0f5vnBjr5Wv8HV+x9Lc717IDuHsQNXr6ydS+ziV+3zX12wIdrTQj/WoXYaJEnbh7j\nwEf+uy1uzx4viTGBns2LPPor28m9x97rslo4waHX4NnE6vXpfjr01r7kky2dP+2r2e/NZ/mjrP03\nH4c3h6/LBn9czdnqFBYsUg+c4sjXHkEQljkOqg2+8mKO1NlJRH2O6pe+Tvnwou2v4RYzdLce5sY7\nzuP9wMoCLa9JyEAcWWT/3ut55J7fROtcWZrtiBfWxaCrEzb3QTQOzWgTEgGeH9zAFwZ+b0XeJbdA\nLQpiGPxd4EmA3Ad0ySghD55kic8nP/KD33cBXiBuwZqWQPANqgWmJKjFQYiCKy5g9UnERiSCCTdK\n5xJPei9tGvoE6GsIxBsCAw2B3qbAqLi8QPFkxeJoxkLSLH4tpiFEhhF7hzncvZec794VXZMfZyby\nEVxrI8jrVKRRmQObvex/231kB68+M3N+dBfuLTGkbQoXrovwr//hj21YsYODg4PDzwpTYfjSDovi\n6rReRav8MCCpz57lxN+fxj1nfyuPZOo0PU98lV2pi/SE7HvO6ArlcK9Pkdhj8tAv7SJ73cr6jeWx\nuIhB0mWihkyejZiI8SiuYQnXml7+/tq7mFi7shYCSxELVwzi3eDuAc8GuGUABsNP8QsjaZ5fv4ln\nrvk/VuReCFq4e8DbLyKMqmzvERhOfoJfHprhuXXbObHh91fkfS0ORRQ86wTENTryJpFn977bNvfx\na5MErjUIbqjj2a6xNnGB1J1DtrgH188xsHORvqEFBtbmefm+18uJ/+nirR2pcHBw+KlgahUmtHyh\nE/4gaLAgr/5EvylF5/gq9ItTrCK9B59j88JT3Ll9gZZq03UKWrjGcni2Vjh7z3qeedvethU1oBSC\nUOJSUCg8fCmz57rIIRgMIwwHeH7bbk6sbb/PWCkAJMGKXir/CvWD3AWlmEArGkAKnuSFvp2c6P9Q\nW17NAjkEdEI1AP4hMHpkSkEXBY8fK1jhoaGbmE5c8sZF6JTAL1xqYr0cKjq0GvDzCmwMwh7P7/Hn\nkSOIIxrHtvTy+Pb3trXm1+Pk6CjCUIvA5iaBbS26Byoc3RPjsd+/+vKy88NdBDbMk9xUxre7SG2b\nxPyH7Vm3g4ODg4ODnYiyRcFrMNVjfwabW4bCUwVKj2SJjNtYVupP4Utk2BQ4ydrNBs+8d/2KNKJs\ncFsU+nthWz8MRw02+2YIJdNE+zOEtyZ47B3vWpG7EIZWHMKd4O8GaQisPolo5Alc0QmUsQDHd95K\nOtZ+MGQmAJ5uCKwBvddFckyhMyEwpDwOY15eHBlD88VXtO7LtEy4UIvyy0qKaDxPZL0J18qcuaGD\nud0rz3q6jIaIMibQnziLf0+ZsY5pghtKBHoWOfsX77wqdzYcY+PQKwwNTuLpnuU6Yx+ja0o03zty\n1etebZzgkIODg8Mq0jV3EfORk2w4XKBDtSfQFZLzyMkCiYE84dtVjt7WT253exM5NBEacTAi0Nl3\naeMQ3wDv2fAct3YeRBmxkDcP8dLu28msba9nUtEAkqB0SVT8AeSYhDIIKZ8fKxHCiryEezTAvmvu\nJhNa/mmbKkBOAqsTpH5Qe8DqlShGRPREFCF4gHV9Nb67bmUbKQAZi3cEYe2AwPq4QEcctln/H7/d\nNY97tMXx69Ywu/7nV+y/TDaeRdrjIzBQpC+xhG9Dlg3Secq7/Cz8xt0r90a7Kd3kIXS7QP/oRcb8\n43RtqzL53oGrXrODg4ODg8Nq0FjFjgpW1uBLjwrM21j4MFyYZGjpcTqFU2yOTRPepDO7tf2yuFYI\nvDGIdUJsLdw0CDcIB/BG59A3Q6hP48xYgOPr2g8q1EJQiYHcLRAZAlc/VJLQjIVR/SdQ1gi8vCnA\n6ev3tu2eVYAkqIOgD7pp9Ss0klHkwBSuzSovXL+VI5t3te29TLFhMTFrsDGTZlP+JW5xn8DXt8hg\nJId3p8jBnVefja/1d9E7XGQw9grdZoax+CusMSfpSqQJr6lclVtMelg7fI7O/otscl1glJe51buP\nemnpqte92jjBIQcHB4dVRM20ePrBFucfMfBPrcxRxSIl/fBErUPIoFrniEdPssE7yZadLQ6+u72T\nH80DUhKkBMR7BDp6L/UGinaIXN/6OPoanVhnnXNjEV7a09RVoHEAACAASURBVF6pU7Yq4OsXqSdD\nTIpd1LweamGRdCCAkAzQ9HvoS2Q5tqaDfTf/YltufNCKgHvQSz2kInaLpNQAViJE1esl2jnPvmt6\n2bfxvva83+eaTkiuB18P+MdktvcIdAYeZbD0MOL1EuE1Tc7eevWlX+PxMtGBJj3BNJG+HIFtGYYG\nzrHdO8HcPd0r9tao4uMYo8mLjLqm2GEeYn3rHEO+GYRf6bjqdTs4ODg4OLyVUCQBucdFrePq2obU\nXzXutGtpgcD544yUDrLFe4Jb+iaZ2Nr+9JtiHPQI9CYg2AGJrfDO+NcZVc8R7S0RuqZJ92adg3vb\na0xdA6yYgKdHIBeIIiRklFFIhfxYHSFEYRxpk4gyJvP5nYOk4+1NXZMiAnpSwNUtQLdMLebCDIVA\nfIJRYZpYv8i5HSufxGqaFtf64fqkyNrqc/zcgU9wTfciG4VXGBJn4Ho/hXhyxX4AqiUGUs8wHL3A\nWt8EneFxtuTOMJKdZEAu0upaeY8qSSiRWDzHptQrXK/sI3yshH9ygb5oG80vf0KsXnMdBwcHBwcA\n/E2LB6cFPCu4z2iA4DaISpDVIdYUoZgltDhOZ1pgQ7eAv6vCwiaDufV+ek4v77RD8IErCeGkSD4c\nItlRpOE1mSz7CRX3EYtPE5VdmFGJb0fXsvu7PcRn55bljqsCzZCCLgYwPSGagocuZYZKyE9Jj6Gp\nDbyBRZR4N495xrj+yAix2fFluaWQAAmJvDdMy4jQEVwg7Q9RCcVoBA2MiARdUc6Ud7LnZHujd2eb\nsL4HpAi4QmD6ZYKKQH1Gxi+eQRmSkC2Lo6UA13T0E1la+WSY8KhBl3iCrnCKwpYhxowcRgR6jCnc\n5Wkad4dxP1po2ysm3PRFC6zzvkgy1yQlKmz3XsST18j56zRWvGIHBwcHB4efTc4KVSS3SV/Th9sU\nUYtNXIszdJWX6JrtI9CokB8xyCcsIunltxCoxy3UHghGJZQBg7oX4rrCzqXnaPi2IkXqKOEW5Rs7\nmHopzsDRzLLdsybcMCiT0sOI+OkMLpEKBWklYwgzz9Dpy1Me0yE4wLljm0j867PLdmdFMLrclAIB\nPAEoaz7K8zHK6RK9jWMovd2ktnYx/Y5d9D92YNney6yLWAz3QdDvYqdHZ1I4xm1HnuLCtV14BT/u\njgKl+wYIfzLVtvsyarpER2Oa4WQEs9nANdsk6c8QrVcQS0UOuUxWmtDmOlehb2qBZLxMI21gTHYT\nzFToLBvY31nLXpzgkIODg8MqIwig+GEl1fQveA3e3w1jMjSrJs/q4J3NIc+OE1lqES54WNtZpi8+\nz3M7gssODqFAYFigEQ6QUuJYXg9qMs3SRIhaWCboLyD1RIkUWnjdJQ7fsIaf+/LygkOCV+KiFiDc\nGaDhjaDJJoKkY8T9VM0o7uEmetCDN2Yhd4Z5aes67l5mcCipuTiVC9CbCFMWe6mYKo0YFItRrD4T\nHTfSBoHDynruOHULfS89s7zrAUh9FumkQLTXQolBKyLTqkPEF0CcfYZtk8+RuzaOe6PG3M1riHx1\nZcGhctjLtqMv09vMId3bibeosiZ4inoqQsSaxy9XWYpJtH8GCZFojd70LCOZCbr8KsLsMF2BE3TU\nW+wz3rpjvB0cHBwcHH4SnKbBxk6dAQmON6uIOR/qHAyOp3FfaNFjzqNmomxVChwIG0TSyw8p1NwQ\nG5JYcscYS2aQuk0mpqMYlUm6IpPE9DINmpijIsfu7GgrOGR6JSqdUUr5CLqsYqGjd/qp1KM0A3mG\niyeYG+5EiulM7ell+1NuvLnlHSHpfoFMpIuaHiMaTFNwySyG+jA75wnJF3F5JaRkhUN3Dq8oOOTr\nF5ATFoJbRAyqJCs1lJcP4b1rD53CNLKnSGbs6lo1qKJAd+kM0YUhjHqdTjTyZ2W6O84jF+ocRGDF\nRVamRfTYOGKXTL0gM1Y7S+mozsLBq1rym4ITHHJwcHD4KSYcgFAPuPwgVGQiBiwWLa4zCvjTJhu0\nFr6LMTqsAhMRg0JCIJy+8g3TKwi8PO/h5hE/VclLQw3R4TcpdwRomV4irlmUmETEW8QIiZxeE2VH\nr5/Y7JWDT101kaMXVbb0erFcQWRXiLogoMVd5ItBrL4GolVHXafjqno4MNLJ7oEOYlNXrsWOVWTO\nZ4O45SCG1EdMFKi6dRa9SSw/SNMpYl0VhJqHZ27azK+0ERwKdYHVI1DvBc+IiCkKVHSVfCuG0VNj\nffkIi9YIarxIfXcIvrpsNQBNE87ULdboVW57+GXcz76M72QP01t30vnBPIZZJFhMIxXKLGrNZTlb\nJlgWKN/PSjPTdXoLaeJLFXrCAt2NJdJP+Ampk3TXm1xsb8kODg4ODg4/08hRk2gfdPjg1rLA9zqb\nhI57WHdYYHF9i/M5nc2VJsZ4E9mtQBv5JnmvQLUrSJEIlhInGRinFg9hNjXCmXOsCVcpigotuUp9\nh0x+u4vIkdYVvV5Am3czXvEjeXyUlT50yaAcgVI5jriuStK9gE+oYiga1Y0qJ39+kJ3/fHZZ6+5t\nukl540h0ka5HMN1l0v4YtUQTpU8nFplHkItM5dufEDfbsHCH3XQPNnAlBDRZRah60M9OIpzuZ/Sa\nFBhNZG16RYeur0Y42kT1FIhYRZJqA6EYozwtkZ8zQFt5mEQV4OJBDV+PD6napLTY4NicjlwC7J/h\nYytOcMjBwcHhpxi1wyIxDKoPKoJM2JCZaTTYdDrLxGAOvccgGrDwNxpcF2pwMAjh9DK8VZivqyzI\nXgLxABUliuVpoXd4MVo+4sYkUV1EjleQrBy+zRKzNyWJPXDl4FD/nM7hisJcxYO3MwzuOLqoIzVM\nUoEYLrFOJL1ENRZGcpWx3tHHy+kh7lxGcCgy0+JEyUO46sMVS1IHZJdGzh/B42kQKuSIqyVcsTzp\njQlmb95I77Mnl3GloZUUqCXBv0Yk7Yrg6TepNCTy+U6krhQ+dYFeWcXvSZPvrVPs9hJaZodLwYCm\nZvGeoEDYbeEOQzoCweNzRI/Pk+oapH9kimABmoUWGVeTK5kvVkAxoCsJwxaoMhwa1zHOzRGMusCr\nEWoUqO4fpuhqkT2yrKU6ODg4ODg4fB8pahIZBk8PVDNuAmWB/KxBLCdRfE6isUHnjNWiMAtamzVD\nrpSbM0KAaMyH5kvQcmsUImGsuo51fJ7Y3gLdskHFlCkrGrmYSGSZ7qDhYaYWItQdxuWLogsGltgk\n644gjlQJxHJEXBVkuUbFX0W7zgf/vDx3PC2xJIaR5Qim0YHbzJNSo5iDJqK/Sp9aoGkZ4M5R2BYn\n3EbGkzsI5aRMKdGif7NA2fKwMBNHbFXwLVZI5uYIu4qUxRYLooDHbD+DqGFaNFom9UctKpkU6gAU\nAya9lTLZeR/NCiiZ5UdxSjoUNegNgvD95SweA/d0g0gZvlcxMIDoSlLC32Sc4JCDg4PDTzGKKFFK\nKriTMqLqxlUTkD0G7r9pUTtjUewwSEvTRHSVeK6Bz2+xnDRYT94iUFIYL3rpHvAjeuM0XQa1Tjel\nqptgfZYuScXXKtBsasSSUN/mhgeuvGY1YyAX3EyVQwQaLnyJEFVLwF/XqSUiVPbPERqsENNnMIQS\nxExa18TJvRwmevaN++yoKZ103YdaiRLyRykILhLZJUqJCKWlMrKvybA5gRXM0wprTN81vOzgULng\nxuuVWYjE0FtJPHoLNVxiOtqNr7OBr7XEOqOKJbZohNPMxFwwf2VvnwEdHotoHwQiAg2fB5dfosNd\np+4ysCSZ5v55GkYSWU/jTdXxFaB2heMlAdjkhu1ugexai7GGSCAo8oVTLWbSLUrrINZo0Z8bZ2ZG\noDpjz7Q8BwcHBweHnxU0j4jaL+HpgFKvSqQuc/FMjUgOuk+puFplZhULLQd6m/2Gu3SZ8aofc30A\nRU0iqHXqPT5KsptwuYAnvchoT4m8HGGxVmJOW36uzLXnW3x1yktn3EMg2sm8EKWjmiLb1UHjdJZB\n7xKDWo2CqNCl5pj2Ly9jGWBgyWR/M4wY6kHES7KikAnE8AXAm66Q9CwgSzXUUJ60LBJu45oEe0RK\nYYnWRj9LcQ96xMNUtpPKYIFQoYxrpomlCXTnNWbdAmjt7W3STZPJis71URgIgpoy0I8InNhgMaA0\nCc0apIsikrW84FBBh0wW1sgQ6oYOC87MQ8CA1pLOcR26XBB9i0Rd3iLLdHBwcPjZpCyJjHuCSH1u\nTCmCEigT6Gmi+3UG9lmUu+ECJu56hfEZqBZEQst0J2sCZ6ohdMFDLBEgK3gQqgLFmED1lUn6t5zB\nj0HVEmlYVbQRi/yARGTqyr1rwqaH81U/9YpCWfTRkmP0FVKk3D4oqPR60vQ2qhRkAcurUVujULwp\nfuXgkAAjppeLRT9auBOjHsdMW+QGO7FenMAfz7OuYZJRQInm0ZTqMq8GGCmRReIE5CRNqwfZlPC3\nSqRiCRKhDIWDJW7cmEEWquSrBSbEK28cDBE6+yzkGHiGQQhbNGSVlluiaQTxR6p4pBaxVBPX2TKF\nsoxSgNkjwhV7Do0FYXeXgBgNsDFWRR+wUKUA/+ddBZ64CEbFYvYkVBZ0XlqCsAyyM6PU4SdMH7Or\n4s212pu20w66rKyau+JfHW/nwtUWXLw+kcXV6192csPqpDgasrYqXgDhQnuTpNohffamVfEWN728\nKl6A6TtWOJp1Gezev3pjFa59QX3Nn3t0F0fdQRp9ftxBF42KguudKTjVwmNIGOeC7HeVSBoivZaL\nH68bEnn9z0syY3CgGsBtuoh2BUlLYxgDAg0shEMnUM5rhLxTJFnAqkqckH/UZ/D6k048FZNM1YPY\nDKBJXmpiJ8KiSWosgDkhQrROfMscCdlAUHVK5QypboXY/PdLwczX3+N4FnSmUmHkWAxL6qJZgVIs\nQnGuxNZaC59WRqmXkPwVDkXlH3G5tCuU3aXhoiGQivVTNKN4xDIL8Q6iXQL+p+cITNYwiwKddRMM\nEZf2w2vgeoO3h4SFr9Fie49JfwJwS1g9IoWeFqVRP41qhQuTFt4Zk6bk/jfFgaLx2huoiAWbvCbD\nfUDMBUmd+jofs9+qoQKbRMD4/n+vtS7DAn56Du9+ZoNDMb1FsHnlms12qUirt4Fomqu3q9dWSa3U\nVu/NPnZ69dyntq68+/3rsnv1ajrEVOequVNy76p4C+HFVfECqN3LK/VZCf7m6r3vtp35tz+LygIX\nXX7cYR9eT5TAkEDqaRPvDpnwU0WkowJGwmK8Btk0WPqP3n/eaLXxpsiipqI0g2i6m6YnhtJSyPnq\n0JzDvZBiqLNK0zTIGyJLlQrNLgnr+8GhN3r02DZd44WNbkSSNCclCmE/YtlFXhZRin68QplB0pQU\nEUPWKXg0yv3KD9ZuvsGJTfJEhgNDa9Cnm1S7+lGrZXJlD2pOpbuvQo9rHo9LwB3Lc0aqUA0oqKVL\n3/euN/jaV4sSS3KC8VoHlr8TUQoSrWbIdYQpTcch28CfnUK1yvjcVWqmH1frh+tUXsPdiFsIo+Af\nA08XCP0gNmSqXpXifJBaJIi3c57zzwdYf6GAOSdzPgutBQi8ym29xh9yLmphbBIQeqpMCYNE+opY\nSYFyNM7NN2iUKhLPf7LEMwcsRlwCqvmjfzTJgJ+mDYmDg4ODg8NPGzFNYlL2ooSTuNQ4+miV+nQF\nLs+dMkX2NoKoK2he7K2aZJsuZuighkrV04GcMlmwCgTzJt5UDWHKRNc0Og1oma8dwHot1HSTLRU3\nB0phEvNuitEg7mo32VwQKePDkyrjLuaJe0uILompVo18Qv5hcOgKzJZiuBpeXNEkolYn29mL9PAF\nwski4YUiVOq4WgZNq72+Q0ZBYJ5OztW7CfujSA2LfEeIsltmIDdLoFLByIvodRGhabHcJj4Nf4u1\nW03C3WBFBDRXGLOl0D2cpdRSGbU0LqQtZKm9GWVNC4Q+ENYLNDuSJIcKLBIjvlkj81dvvT3Wz2xw\nyMHBweGtQNgUmPa4SAb9VLpCTAp95DwzaNEJBq0i4hmJyWkDUbKQTWCZw8oAPLkG2bKI3+igNemh\nFI/jKvjIK4uMSgriRA2fNEuXSycoBKmmqswuM6bunc6Qn6ogbuwglhaot1RS9QCtcpNG2k9QzxNQ\nsgRp0pRdqFaOqcryFp88MkFmeC1qn0TZaJIuRymdU7HyfvytCt5AjoCuYXmbVIJlmr0+1FNXHguv\ntmCymiDX7MUlxhFcfVRKXpYSHUgLKca0IupEHT0voQoC7taVNzy1DpgbEImu81EIewgMlTBCFnW3\nysL5LihL9PXnmO8ZJP7UETxTGsaiQHQZm52CT2AioTCwUceUJKb9fWgBBXm4jlYPoSRLuD5SZtsj\nThtqBwcHBweHleCeFjivuwgHwwjxGA05wFnFQ3/vYdTZS/uAlQSGALzZFmPnKkzuidCaCFJIxPDU\nfeQKk6RLHoSJErJuUdVAqFlU2yyh6j80yzc37MF1RqHeL7BYjVGfNjDzCpFcDWW8jhKpEBDrjHpN\nXnR5l+1enG7iHfRjmDK60UPuFRN/PUy0XiOQqqBrOoG6Tl/CpDYg4J1a3to9TYtQNczZdBfuxCiq\nZqF53TSXclhzfnKLdUJlAbMs4m2jabSRNOnbCMqIgjyik60FKVUjZHwJpN4Ki2dl3EaR103xeT0E\n2B8V6dsl4O5qMeEZxAgqlKI+1ry/wvG/reP5p+X3XPpJ4wSHHBwcHH6KkU+anJoCZU8cr9lFWukg\np/iISBUGmcVsQLIpcQCDHkugr40Nino6w5b4AifX76Az1EFVDFG3OqhfyFO9aKGKNXBViCQKhJtZ\nNMvipOv1U5h/xD2d5o4DF/neUAmXr4em7qEodCCePIdeUvGndUKjC8RcVZqSSC2kc1HXqYckPMU3\nvjHH6g3Wn0yR3uFGV1zMWX20ZqtUihHi9WnUaomokkYSNeqxMksh17JK7bwtk8V5mWJ/EDnaAZ4e\nKnUP+XkRdyHJtqUl3Oeb0BQwqwJG68oBHD0L/gEXE5F+Gj4PdSOMoOmUJYn8hg5Sk73kzBq5zjDn\np3QCixbNZZ6CbQjDeTeEhjyE1mSYqfdy8vwY/eEpZsv9eD0F/JtLFK4pEn45uyyng4ODg4ODww9R\nLQH3uMgpPYZb7KIqh8h5lqjJJ1HbOZF7HTYfXeDZXSrGSIIGIdKFGNXzc+iTGpPzRdZqFjQEzBYI\nFZOaB7zL7G00Op2ldniG6tZBrLqXKSGJcGEcsxYhXp0jUKohNkwaNZGOlk5LWH4T5trJeRr9N+KX\nNVJEaIY9WJkwg8EJggtVjGoTsyowKjZI+XW8b1AC9+NoOYn5YieNWjeqGSdUyVM/UKZ7yuR4Bro0\nC7lg4Wpj9Fd4WGS+P44c86GH/bBZp1APkirF6Bq4yOmZfryu43DFcSA/iiqAx2txNqAytrVCQRzl\nfGUEYdTkgAv8f16jyElC/3ShLe9PCic45ODg4GAzgQJoPtDby0x9TdSaReQUHDrfRZd3kEpYpSwH\n0L0F4FKposeCm9u46b6ajZMZnj9VxRyJIGgBliI9BC4eR0uZCP4ckXAFTbOg0kQuiZhtvM6mhSzf\nmqhRjLsRCn6KyRD+lEw97yHZqmKe14mMzuMSQHO7aeWhERGvGBwCuG1+iU+mPMh5hbQ3gbRYoLEk\n0W2VUacaqB0lhHKTXneLM26BvmWs11PRWHO+waFOCbMziTwhUKt2os0bSDWd9cY+pDkDT9ZA0ETW\nCHWulDvkXxSYCATAF0VL9lFWY7Q8ElQqlAwPs4kh8pUWtc4qyryFexl9jC4jvAITfQJi2UdHJUHZ\n66YyrHCgvIeqqOAzarSadYbd5wEnOOTg4ODg8O8fOQ1vPwvfus6efRjA8KkWj7/iJSz1s+CN0BAj\nWE175B2zOfJnclju7SiFBGlXGPe0B3mxwFmXxWZArlpYFgxX9bYSW7zzKe49PsnX/TcSVVSKHUHU\neRd3W3XEhQX8Lg3R0GlVwd0SqGnLl3/46Gk+1VXF6w+T6QgRmMxSnlewvBl89RqmZmFWRfp0k1yl\nvfnta6YrvDSvog/GabrG6J8bR6hXaZY9XExBqwmmLrc1Fn6x6CLQFaA0OMqS2o9Lb1HzGOS9A0wX\nI+TGBNap52k3OAQQmRV4dgFawhA1KcRMOMY0o7isJmFfA/9okxBOcMjBwcHhZ5L3TsD0IHxnufNG\nr8D2Iwv8y60C2Y5B1JKfarlBxLKnqWtyfonCxSp1oYkaiVPUXAgLSeSszryZRfG3MAxotsCVM6lW\nl5/SnEzPs+3sAi9rI6heH1pJwJMOckunh7CWx7PYRAlWEesmcaPIulCQgiIR4sq1a4nMLMUpEz9u\nGgkZJeunXorSL6dRUzVUsYFRNAnWTBr68ncPvXM5npr1Y57yEGwqzPsSeIsZio0BzOkaGnV8LQGh\nJRBYNMlfwacCZ47I+PpdtKJRMsFuZhjFna7iXlpicjBE1ruZ7IPf5cY2AkOX6Thh8cLJGH2dG6He\nTYYQJ5SNxGeytIL91CYusH5u9Rp4Ojg4ODg4/DSRVOCWm2FJ93JgBQ/6r0XibIXz0yq+YB+yL0Cm\nGgZfAq64C7gyXsPkg8cX+GxAQ4l0UlBkAksB7pqpc8AHpywIV8BbhZ6siafVXgnbjefP85V4jnJ4\nlHpJQEr5qBdrpLQCmwwBl2liGCKNvECjrtNyv3Fj58tcszSLdW6WWqwbKyNQL7fQl2QM9yLFrEhc\nEkATiZRF1KX29jexiTkqx4s0wwqCq8lSPoI4lScxOUelKDInCEQ97V0H35LEkxk3yV0B0h1xFrQR\nlNN58j0B3FqSfDHHlqMrO0hzLUHsEYvvXjOMOLCRhh7moHQt8XIaPebhXUcPrMj7k8AJDl2Be3Mi\nwQsW/7LrrddQysHB4SfDwF0C6xIK3z0JpnD1D+axXJUNBxd4NiahhIcol0Wuq7xow0pBNXT+5NQM\n/1PaSk33Y+RNavk4cq7BxYJGygthEZoCiCVwVU3qCniWMfFUNXXuPPMy+42NtKImZlGknvIRiJ3C\nl11CqegIQTCK0GwIiMUm5SuN6PqBu4l5MYsWHKaVFxF0Nx/pmyRcnENuybhbDfS6gFozGO4U0XoE\n1Lkrf48PTJ6j3JfH5ZWp1j3UozLSpEDVrDNz9hioJskWBBogVJa3MRk+oPGNNTKRbi+1nI8ln0Kr\n1ot3KsZC2UupMsfNr6xsslB4uoH+Qp3T62OUkhtw5QKU024aE30UBqLUam7U6bkVuR0cflLsaML6\nEwKfu8bZezk4OLRHShFYvKWHqBWHp4/a4lQ1nd998jT/w7oFd7iPcr4CZZ8tboCdp/fxCfd2rNGN\nWA0vWjlCtDjP3orEYc1gDMiUoMMQ8LTpThRm+aWLszwQWg/+DmqFFh4jzcVci8EyrPGKKFUTmiLr\nmzquxvL2Nmqrym+dOsunerYgyi5MN3ygtUB6BioekzEVpJpBtQRyvb1Vq80Ke+ebPHpYR3aZlGpe\njIqPRHOGhLqy4U/ytIn3sMahTQGkTJzJSIRWeQzxZAHBJbDrqfEVeS8Tm6lz7pDBSTrxKCMUz8k0\npQEEXxN14arUbypOcOgNWCf72fi+UUpfPYnZaCEu86Flubwnb5HKGDw75vwZHBz+PfFSv8rgz2/D\n/eUS2qkTtjh3PnuQR+SdsHEMq2TCbPtZJq9HcmIf1yojvFAbgWY/9YLJusWDzKgmh8/DNheXRnpW\nIaoZyG0Mnkimz3CdtJ8XGn3Q9KGVNYZ7z7J4Lkt3l4IsGbR0AaMKQzSZ/DfDQ1+fnRcP8lJ0CEQv\nrUYej+cEhfEcw6ofWWviKluYTQFXQUdXlveQqepl7p5Y5NFaAUsKYkkKNbODO0rPYRSLTGrQMkGv\nQmmZzbmVU2V2ffoVHunYjSwmqRcDzHrcyFMjyLk8tUIfw/vPLvv/+8e5/qU5/jU8xYUbN1Pt30L3\ncznOSD7cBYl7jx9bsdfB4SfFjTs20nDNACXb3T0Ni5BlcarNU+d/b1h1cAmg27y3vczbDZ1vSc7+\n1uHNR1ctPl8bhN17qD+t48GefVji2Fl2igd5fmgtZHJ4C1efNXQZb7PEn0+d4aPGNoTaCL+dPwmA\nx4DrihKvmCZRBGLt1FG9ihsvfpMvdoyC7MfQGnS5D2K44PkmuP0mwTIoVYuhrNhWrtU12ccxtbUI\nYgzTs0TCfZyWACUFPCHwapDOSCsKOKyfOMI3KjegyyaCovD+7NVn3ww/tkDLv8QTu2+iWusmX5WR\nl/xYQYm7n7u64R2qAHs+8wxTS8O8eNN1SN/VKEei7BBniD3z8FWv/c3C+dZ+A2p3/Rb7BlvkBjKI\neXtKOC7T7e/julvjHH3qKD/Lo4RvKMCLPrBsqgl+Nbcn3FjDbp7cb//m0sHhjfj2VIQxNpPr01Ft\nCg7F8il+9fBB/jm7B8wowQv2bUpUvcBdF57iBbZBMYLZnGddKosaEThsWsR84K2BXIG+golsLn9z\nopoF7l3aR9Po5GArhGlmqGcmaNSymEYQUQepbNHSoLNl4tKWn0Fze2Yf+5p7QJQxWlV27DmBmi6i\n+Foo1SZW2cI0RIZNncWl5V+PnYvn+WZjL61WA8GsUaNAb/E0aQ3qMggu8OhiW7XufeNL3Pq3T/LZ\nu6+BWgfWgkKxVkCqKuyQSsTmX16+7MdQG03u+/bzfGkhwL7r1lPNxRCyGg3RxZrnn1qx18HhJ4Hg\nfh+f6/wl5P3/GVT779+/MDzGhdkLnLLd/NZiqwF3rNvCX88cXxX//I23oc+ryFPfXhW/g8MbMXNC\n47B5C+vFLB7Tnn2Yt17h3a8c4Pml66Fg4K1P2uK9zFjqSX7F2MHna3H6W4d+8HPZhO0rnIZ2mURr\nnN9LP80nXGHe1zjDZmuCY1GB2arFuAGRMihFC6PW3uuoZoH/UdnHn4l9UDeIup6jIkDNDVMtiDZh\nYklg7QpiWvH6AkwZmM15UFW6zMm29l2vR/+Xv8dt/5ddogAAIABJREFUzW18XFyDmHFjFOtYcpb+\n8Seu2q02Ne7/zrcw5kfZt3gLyGV+IfWVq1/0m4gTHHoD9k29n5PZs/jmPo24/Ml+y6LY/6d82T/L\nyeYpUH76+0EkGpBehdOlvk0ebl5/Hc888Yzt7pMhP5N3/S08/Vt4VmGDCXBDXeAFz+oE9/7QanGx\nIvBQwPmYvtWop3I89cwAucVRNvBp27xbpvdD5ShY1+LP2ZujOtA4yXsuHuZBIcZvfn9T0lkCoy4w\nFbEIVGCyAgNtBIYuI5nn2b70l2znL9EYQLwwRSYB48UC/VUTsS4g1kHRoNFGcKjfPMnvZf+RKfE2\n0maFZv4wRROm5CbrAwKSZmHVYaAGmTaOwqL1A9wzfyvf1BNYUhkaXtZ5voTsEqkYFmUNPCvIat5w\n5EU+VPgnPtbzYagMItQtjILEHaVPtS/7MdR6iftPv8K69Df4tPsXEQo6HykfIlZ94ardDg5vJsXp\nu5n7eJbudVOr4v/n3B9RFX5rVdyeuknd5oykrXXY0XEvny4+ZKv3uA/GfTewtaVyzLXfVjfAsXMy\n1477OBa2XQ3AqLiG8epZLNW+LNrLvN8Hx3MGJ9wrG/TgsHzeXluHx6dzqnaBs6p9Xlf1MMNPvoTV\nckPUPi+tCzD3DL/Y9NsovYTXKrE99x0+b9XpsFaeTfx6bGo8wd5WD9vMIygIbMnIPO/XOW9Z9NVg\noSay1Wr/8zTAd/gPrTC0wnQ1U5SQWazplJqw2ID+FQa2VOb4neZ+/q68jV1agb6IPd+BqiCw4et/\nze9FlviY+F7ILvKX8vdscQOo1Ql++cBf86LWz33WCWLqP9jmfjNwnjpfB6MZo/j/GkS2fAkxUrXd\nf+HxjeR6n8G9CoGh3bEdvJQ9dOVfbIN7dYH0xl/noQv/aKv3oVKAjPYhks0UmnLaVvfihSzbfvsf\nEdxFTq/C5qFDl1hI/gGU/pftbkt4O8aOCg8des52t2iKvB2dR8W3Vkr9XpfE0602RjQsA1cDYqEe\nbkl6+fL0edu8sqgRf+ZpUhMh6LdNi2pmoD4O1TxeaYIrjspqk0HtScDHGi6dJLsN6K7DUhZONyFh\ntV/rDtAULfot0E0IiVNUcpAx4ahksqkFSs1CaoLaFBgrL/9vXDAt4uaLJM0XESyYewoiY5A3DTwR\n8LVAbUEmK9DucdPNfIMBU+LvalE+4DqJKqQBiMhX912yceIxPjGT4UnPvXyt1s27m0v0y/akG6vl\nU2wrnecPRIGPadvY4/kdW7wODm8q5e/Rve6zq6KuvPJrsHl1AkOCfB1iRwOK9vQ4ucwxDxxJNYk0\n7kfxP05aLNjmbp74B3ITN8Ma25Q/ILDwPRZfcVPZ0I8/Nm27/1x9PaJ6znZvd3Qrn5uvI3nsfzgH\nECUw7d3KrDq3e+B7yxyd3i5PG9fSZ/VyTv1L290R98MsLOwgbGNwyNvS+GPrMH/VE2Thzj/kNz/7\nv+2TAx3mOW4VLc4Hr2dr8erKnH6c/WToMv8VnSmqSPhMgRvKMinNJK1brLFWFgytWCajwjeQhBEk\nBCLIbDYlymUTlyUQFFb+vLHO8yn+StnOK7U15PSbicrPrtj142zMf4FPWMd4Mr6LRU0mZuOeWrVm\nEa7/DIvDA/Cgfd43g7fW0+GbSHXxNka3fxBv5BHb3fXMu4mH/xtu0f40s93+azk6v8N276d8Fl87\nPQPNj9LlsmkEE9AopVn3/Ifpl2K2OV9NTv4e9ezbqWgjtruXZIPZaXumIPwInh3ouTB/swqBoZsN\ng77k0FsuMPRLI3fbHhgCcEsKntjfsJjttN0tG99hLP4Yesve9/Z/qj0Nnu/yZ7/8YWZuf4+t7hEK\nvEd4iociG3/wM48FAw2BmyyBdStwuiTY4oKdIuxVYTgCQS/UNahU4HAWpgowvQS5OQt/efluwbQY\nFqFHhEEJOgRo5aBWgqk8ZMowV4CTKxg+oQqnWOf+v/io/7MExTqaad/uUtUPcHflv/Lr9c+wGDqJ\nZg3Y5xZabLT+N9f7/ivZ7m22eR0c3jQCq/Pk/M5gD3vfMb8qbgBL30/N5sDQZUT3oyQTB/mFsxVb\nvS3ZYmJPD9etvdNWL0BZEZi6/m6G7r/HdjfA7f6vs1uzP3P754oHVi0wBG+9wBCsXmAI4Da+QsL8\nq1Vxu5RXSHW8k0LpJtucXtNgk3WcG/sDPH/TZmpue/tieFmkR9nFeOhaW70F0WBQgDEmkASTheCl\nSIjHEki0RDZaMuoKa7YWzRY5M09OP0zZvORVEIghXVVg6DKaleJzjd3899KfMtOy971SE4s8VPo5\n/h/1fh7d8ACaOmibW8j9ES8+fAcnZfsqCN4M3lpPiG8WA79OcfDtSB4b8xu/j7fndjzb70RyP2+7\nG8CdO0TdvTrpa4LrcdYmPsevp+3NpJoDzqzpYddtN9jqBUglBZ6/dy/yTbtsdwP8V+Wrtvp+rqHz\nG3dtwxV5wFbvZaoKTGWurhv/m01Xw+Ir44+uivtWl87k3C/yTNX+QBxA1RjldOTjtjrXm+f4UCCI\nsL2L+VtvsdWtsgSutbwwcBta4A5bnIbfoqcLooOg9ot0d4v4I+ANgabB8SwsVSFVg5fLYLWx179H\nhR0e2OOBkbCANwYtAcrfDwplSjBegNJVVJUebL6dvzN+gQerD6NZ9lyTy+R89/Kifidf9H2Jk/G/\nttXN2j/h4eJHmZY/ZK/XwWEV+Y9qgs6w/SVOAO89fgZr/LFVcb8ZnG+M84/rbU4XBZTUg2x5+nv0\nFm1Xo/A491Qf5CZzZdMY34inmgIvrUJW+GeNVerQ7fCaPBpo8YK4er1XvXsuUn/PXtu9z4/fB3/d\nQdp/m+3uz5s38/ni9Ux4f802Z5/LYJcHbnXD2ggocQstfOm6rzQoBGBhMCBa9InQJVm4FPujnxfE\nd0B4A3Sv5enozba692/8BPKWYYQNER7dvY0H/tNn0cY2XvkfLgOTYaS1w3z8mtv59NveOn2HnODQ\na3D/7jSjW04jKUds9SY1i49tOsqu5icR3fbfKAGeUey/Ub6as8UL/EV4GTOs28Q7803uP7kPzyok\n4gzrX+HPbn3FfjHwUW/aVp9iwucfvPr+I6/HYeOtVz+/4F699/Q3rNX5HF5GjMyR+M8qmd532uo9\nrd2L9ckE+b+3/zjvQe6Bi2McadlzajWXBL0T5F4IdIEvIdGVgEQUBuoCmSqkqjBehWwb/Yw0QB4B\n9xrwjQr09EtEOsAVgUoJ8iVIl+HY/8/ee8ZJctaHuk+l7q7OuSeHnd3ZvKvNq4gSIKFAtsnYXEyw\nDfZx4Ni+/h2He21jX3OuDT7YGLCxwUQZSSggoYjyJu1q8+zMTs7T3dM5VFc4H0DHQghpu6dGIKme\n7/PMOzXVXW/933/IQ7SFGnqArLGeO9V9EGvnYLSdW6J/35LnhZj0vplb45ch9m3jybVd/M+r38aX\n3/41W9xP+j7OE0tv5om1A9y/91OcuuzTtngdHFab/Y8sUVyFXhsAf9Dm48gq75FeiZiSxlciJtMh\n+92iVOWhRxZ49BWWrezw6qGr+gA3rz+BQNw2Z9rbAdtUlL293PvGX7bNCzDW/gHojMH6Lu5c80Yq\nrq4VOxdcJql2SHSDr1+ks1siFIGptpUHcnyKzm4ZLlVgTxBcSYvZaN+Kvc/la6HdyDu6YLvAwc0d\nZCM32+LNxAa4f79FaI+fxH6Zri3zNDZUefBP309t3cqy/if8mxF3BvGu0wjuLHD8zdv417/5R1vW\nvdo439YvwI3D97HunP2ZGzdNGcT/cR5tzhkt/HyqWpm/njapr8LUsvrQ00x/6ST2F5bZzx2qTNXl\nfCxfLXg5xBWJx7nkKntLAQ50BaF/A7fv3c9Uz5W2eR+VL+Udxld4q3KQ+2K7SfuvX5FvUgJ3ArQk\nKJ3g6ROhz826AZFkG/T2w+UFgXIZvLpAdxPutGihd4LYC2KviNjuJdUmEEyBLAqQE5gvwIAm4mnx\nfXDEuwshGod4CtbFObgmxdTaP2lN9jzuX7sL71YR71o3ru0lomvrPPOW/fz7X35uxe4vb7sBcYsH\nT2+VY5cpfHP/Lk6/dXX6rDg42MlnwyC10tjsAph+jY+ufzEaq3TNAcZX2KfNwWElBMcf5XXTB7g4\naF+vLto7EfoEkpvKPH1pH4+/7d22qWerQwgbNIR1Ig/t3MahHW9esXMpbKJ1gNILgS4LNSnjj4E7\ntrKMrUkMlA6LwEbwbYS2lEK4HQpt9r3MTcVuwDsYQmrTETcosEtnZEMrTQ5+mpGdA4SulejePMGa\ndVN0dC+Q2DNDbF2eiT9eWSO2ubfcSGLvLPFNFeRtOuuTs1SvDHLiT+1tB7EaOE/KFyB9b4Vz6Rnb\nvU/2SXzcL3FsFdMnX8ksKKsz0h7gm8vwyiqmcng14BEWuezYv/A++TRhGzfI0roCrm0C7Ovhwcve\nZIuzLkIXj7HJuJf9uV/nCvUebt102YqcxW6LQAq0DjCT4BqQMZIK/naRWAzqvRZuC/oaAs2e0Zg9\nQAdIfeDqhnLES1u/RLwT1u6H9YLAoCESXcFlL3rgl7yjXJVagk0VxM0WD+97Y+vCHzPZvpnjl3fg\n3+8ldFGV1JYa8YEcG8LnEfaGeer//0Dr7n3vQrkihbpHw7vNRXckQ+BSL/d87CqGbra/dNfBwU4O\nr/t5r8DBweHVhFEvM/0fi/Q8bl9JZlmp4N6nE+5foK83z+ilK8/ueRY99wTvnfgbPjD1D7DbzfFL\n9lJJdKzIuRg3sdpB6QH3GgWz38vujSJKwiLja/2ddClpYKQE9B5w90GtL0yqUyDVBY+vv2FFa34W\nISTh7S5hXOympzuDvF1h5JJNtrjHd4TY7T1N//oR/PuL+AYLbDKO0xdKM9AjULm29WqLkQ0SHZfO\n0D44SXfnKH3W01xsTOG/WKRwkf2T7uzEmVb2AvyJGzSv/QGc0y4Bks4JioPDa4ZGlTN31NgWseiq\nQs6G4GfVm4KuEp4tddxxH+ejPUwtXUX3fQ+tyOt1W+xUwC8JLHgtSsaXeHTdv5CevYj4dGtNVuUA\nCAkQO0CNCog+CUNzg9ogbFZYLAtAa6V9UhJYC4YECC5Ky34isTxhn44hQmaFAy0yDYvNc1+jLfM1\n5PNwffaD/MGv/DUHxQg39O4nOvFUy+6ZmELgpg5iMxPgV4lU0lhtCp7uDL3qEu6wj/mP9tP2hbGm\n3bO746Q2GjQiOTpHTtNY14nSUaEtVCP7rvVoI6dxnV5uee0ODg4ODg6vFCSXxcNFA61hozQ/QVIe\nIprqICI3yLslzlzVxsaH5lekLUsWHSJsPHsXZuguZvckeao9zuuuvpht3/rPlpxLooUvCQyAoYAc\nltFyblIhiaRmcvqGdxH79rdacuf8FnSC0QGCLFHNqaTiMvHlExC/HmyoEJ43JvAliyhteaJyHtWb\nJztgsnzZxUQee3JF7q5QjTXKQcx4G0UzSKdvBGtZp6tSIrKYhZ0qE/e3lvkv+4ZYE0lhRAo0PBK9\ntWX61Cl6hAUqn/RQ/ZC9FQV24gSHXoB88Oe9AgcHh1cLZxYsvncXTPUDSRuEbgN3rER72zjhuIip\nNjiwK0X3fSvThjqgzQduIBkQKIoW24M5bnvjm/nwl1sLDs2FYW0cPL0CmuDHGxewTBnd42L+vJu0\nS6OD1h6QZpuF2A2GBbrPRW1WpZIMEUjXOZ1xI1NvyQtQNWGmYXG9D1wucAlQqP8bH5/ZxxffcjXn\nh3auKDg0fmU/bbE0HaEijXSCaDiNsaHOmswc+BS6A7NwiR++0Lx7pk+mJzUCHVGChWkqbj+D2gk8\nBYVYP5RvTDjBIQcHBweH1wxzMWg6PflF8IdEkgvHWLt2Ef/GMOLcFLNvSK04OOQPWFzpBcsQmIhY\nbJ16gOG3/F887l7HttbiN1ibLSL9IHaB7BEQQgpa1IseriPmqywJrdeUujotrE4Rvc3C7beozqsk\nUi4iaoPqss7JG97Clrtua9kPMNYZYPPyAXxpnVqPCaE4NfcymU0pIiuc7RSuZdjoLWBVM+RrUbrE\n49ROp+jxnyE0XaewlGMCV0vuveUh9IKE4CqjaXHCRY1oaYHO2hRVOc/cPiitzuyFFeMEhxwcHBxW\nkZwED+6zUegy6MoP06lEicQ9+N3L5C93k3soSfjAYkvKSRn8SVCSEFAlBMuiwzIY8J3h0Z5NpHdu\nIf70yaa9IY+It1ugHA5RqgdRwiUsl8TkkkQ6EGNCAPfFa4k92fw0OqMhY3VaYEDdo1A3XZSTPkYX\nYowqPWSvGmT/Q63tpoZNk6tTcIkiYAoWml/gfMriTYs/5Lux3UztjLNnBb2jI3GDzsJBPG1eUrkJ\nymslYo0colKkrVEhsFxGlsrUb1Io3tHccaeljDPYHabuj5JIjVGP1QjOz9Pfv0wkn8dzscn0BhH1\n7Oo2Y3dwcHBwcHg14i1U6RSn6FWW8ef78YsTnI2urLlzRQC5y8IVA5essFXVWUjfSm/5UkrmHEsd\nQRKzzY9erQQtrBh4ugUqjRCuNgmz5mKp4SLrUil586T37yT+1NNNuwM9Auo6gXpUQAu6qMkeiu0x\nvEqNmNtk0p1gywqHDXfPnWf7D+7HJ3yFytt2MvTe16EnvGTdKz/kCo6cYdvFRaYn1rI1OUR9ok5m\nIU2o0aA+VkMbNnG5LDSt+aqf/ntGODu6SMc+D8WlODEtRpcxRG0hSLRqYLotSiuYEreaOMEhBwcH\nh1cQxUyGD37+65zYoJEa7CPRUWFiocT4/iAXtRgcWm4DuQ8aYVC7RDRNYtCsMZw+TWxggMV1CeLN\n7xuoai5GCl5cAzFMKUJNihPpyDO56KYRCVF1L/HU9nXc0EJmcKHhYdETgLpEICRTEzwsSm5yoTZq\nQpaxLZ3sb7HSbsdGWOuV0UIySBBCIBqtEuRbfHjhCu5v11lujxCZa21zEg1UWFM/iqWvp9e7yNR8\nG1s6TzAz1sXWgSegEEKolSmvMym+hMu0QHzO/uKiyjjyfB0pGSWaWGJmTqBzaZ625CQ9VgFPNYvn\nUoOZs7+YmxIHBwcHB4dfZKyFCsq9x+m/ph1PWcGdXcYQi2TbITrXmnNRsejqATMOLp+ERzTpLZns\njc4xfxHMd4ZbCg6F0grnBTfzwQiNagDD1cCIKExM+Fj2+6kXljm4KcWbWkiGzhoC9As0/D5yHh91\nPBQTfobHU5TcRUrtgealz6FomuweGWNbEHwiTJ96GuWgTOV9a5gX0ityA8Rn5vE8AaniOIHlEqFp\nmfGGh8xInsC8xPBpAU1oba8kPFZj42M1XDooahVfuUJmapHNYh33nMBEi/fJy4ETHHJwcHB4hZCX\nLeLtJmsk2H7fAc5fWcNv+XFbM8yGWu+TJgWBblASAnKfSM2QKU15MWQv7Tt05id8tNL+L9lQmDei\nxMQIYihBRZGp6wbjZoCyx0fGKFOPtfbgrTRczIpJUBR8VQ9Gm8Tykp9SyE/BJTIX85PZvoHYM2eb\n8g4ZFu/aJtOwZGpxN3LdZNkK0ZWaI1cykB+7i8E3DKBclIAmgkM1CzTLQhUEBoZH2LK7wvxwjMHO\nIepjLpKhUVx1HXWoipIp4JuucPSkyc+aG5FtQMO0SIngigloP94ztk+eJ7Ejh6IHyad1NlQtSuN5\netwLVDMyXWaWchHsH7ng4ODg4ODw6iYnGwQ6yvzKE5C7TWfw9SVIKwSECk8mDaJzrTUxbvSC1fuj\ngzp3RMLARfdMkc7ZY7gGoiwOuuFQ816zaLFkhpiT4uhqmKLlIZDKcfZMiHpQQHfFqfW1tma96GdR\n8FCRI1R0D3qPzHzDQyHRSWliHtcmL9nNKaKnFlrypwWDm3slBlQBT1XA6GjQk5njVAl0f7kl53PJ\nHBOZLRsEQgXmTploeQN3zWAuDbMzFsu4UF9ii5prWJTqP9qLueMCZuUnf0D7d/C3pRF7a6hlGbxL\nlIckpmu/uEGYX9R1OTg4ODg8j9GIyUf6QJVhdmqWxIibYKKPpLVMsVFp2VsKg7pVpKJHqHSamMD5\n6RBLsyfpdG1G72ytBKmxDDkCTBPFoyZQFA8adZYUH2bUS85n0egWyO5eS/TwSFNuV05gkk4URcJr\nqLg8Jc6ng1g+L8uSRrxTJL02SuyZ5tbsvlgk0+4h5AEtLGO4JcpzYYKdy5yfdBErjyJ5XVQW81zo\nvImxhkWuYdEZhJTbYu0to3SNCPT1n8L3zmnW5b2EThcpj5/BvSzg1kxqY6AN/exdSday2KzCoB/m\nuy1mXOA6KuD7pyITIyWWe0U2rIthVar4x8NY5UW8ZphcVsWaqOD2wwraMjk4ODg4OLzmGApX+eBa\nULsh9x9VcqpEn7uBlK+juWRAbclbS1mI6wTMqILZpWCYMmfm4hQnx+nvX+KZWGtla15BIi2EGa1G\ncQUTuGQ/wbJF2gpQdjXAKGP2RsnujhA93Fw2dEnzMJxPkYgnKNe9yJEamVGZBSmAFBfo6K6z6DaJ\ntrRy2LjHwhP1UPUL6LqfwWiGfHka6ahMUhVotsd43bQoGiZRCURRorMkc+CQga/NZKkBsmnhKun4\nNRlLki7oP6mL0BeEtX4YTVngAe3ET+7dzHkLcblIFrBK8HjFQJcF1vua/ANeJpzgkIODg8MrhI5O\ngUS/hBIQSVdBODZH+w4XjWKe7b4KIymR4ELzgRzLK5NTQ5SUThqyiSe6xKy3jSVPji5lFmNTneXt\nMSLPZJrypgQXp11RFvUgHm8CSw5Tr9TIB73U6y7ENR7aeg2WwlLTmwe/qDBZDeEN+VGrQeRyhkVD\nRg74KYZM4u0a8z5Y36S3f5vEcjiAq7NOvduF1XAzr7bhjpQolyUM0SJRm2BMurBtybRukTQtrgpD\nhx88bQLLqoXUsOiaHsb4PMyGTqDGXAhGg/kxje4MmKMW4/MiP3M+ggT7/RDuEEil3MT7a7h2WTzz\nJYHE/RbRNoPwG5cxtCpKocr4lMYWcY76gsrCLBSqTV4YBwcHBweH1zh9G0y6u0SqHolYUqR8qoHm\nq7Cchmi69ZG0hktE7vcwL3QhxYuUZBfpZAzTzKDOZQn5RYoXiQSONbfHU2d0SkqQKT2Gz98JegSf\nrjCreKn6NHqVSWrlJZbbhab3YYG6m8lKgrqVpEYQPa+TzRfJ+COo9RHaXTNkLg/C00tNmn9EdJOL\nSsSN1y9QKYTxharMLpk0zpXp9tcZbcI13TCo1htsFaDeDmt8Oi6vxIkRN+kZk7pg4RVFfKKI1UQi\nVR3YExeIREUSnS5OtFcpBMDzxE8GiPQ66MCULKK4LQY8v7il/U5wyMHBweEVgtwlk93qwW/68PvK\niNkK6vwUwZyBlq1xVH6RYMKL4CopDGkJIpF2ym4XQVkgHe+mcK7GJeo0JbXGdFwi0qTXKmjMGRF0\nLYpPjmK6k1i5PEtCgIbLIOhZJJl0s7wrBvc3Kfd6mBXaccsBfARxF0UKkouGy09wnUEsUELf6m5S\nCrU1KhUlSKgnT6HThcvlIiuFsfRuljpFystZkvkKDeWFy72eT6cb+nvAHwKj34PXsvAFXbh6y1h1\nE1kVWV+0ODxSIbUkMpEHfdFiMSsSfJFKQSsA1S0Sah80XAm2D85xToHKB3x4/72ANA/5Oxv4Ezp5\ns04iL1JqGBTKNc7nQG3tcNPBYcXUzdW5+SrGyvpbvBh6JrxqbiHZWsnFS6E0Wi81fim2H2h9wtFL\n4S/YOXP8vzjyusOr4gXwrml+YMOF0qhfaI5qc1Tb86viBZBXXvHzMwk033bngqlHXjoD2+hRWdzq\nwSX4aPQXmX28SOcYNMoQLmrUIz8dvAksv/Rn0VNXOV5KkezooazomCySjnQQnasSLSzS4VJo+I2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2qLVLzDDJtQEaFuCbSQGE5qvEY54YJcDGs4z7zhgWqVtWdOtbbQH9N9YIKreqb5aqkBSxLm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\nsEBtCOiIqFUTV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YPMkTLFeBPfBhFnj4AhKRhZJ8EaCCEu1DImoKiwRoXaMaiKBqdqIE5B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\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mnHSSnvDhaQRn8CRi+gx9+S/qFiyuaAWr1WKvojF4pIByiurkrrUi6zMG8UnYkRJInWXb\nqx14IGnj7Rc6cTQ7mPGsQGiWIK0S3Vok+MTYmQXOwLJRg3sO2+luEVE8ftJSHWrEYMLjpFBXBH4I\ngJKAS/Nw95TOlYJIuwETDsjXzKEaNWrUqFGjIpTLS2zyuilFDRQ1S9ppIg+ePpLxAgf6oTkACR2e\ns2AoIdKRfymgiJdNoptX0uJwMKWZCI0KRye8hK1FnEgcpnvm9DFNOGoRmjZZVF9EMsGRn8Ga0EkP\n51g6ZjHa10ixt4esZjLhcyHl7eAKEz2WQxxRzraoDIDBuMDo0QJZO0SQ8OizZy9saia72EvSUDEy\nMrlymYldOeY6rMOWM7jSYRJ1WezWFYTia1+noVmsd5dhWuCIKVOcg0GkCjBWkAi3K6RCTXhaCkgr\nGkntzuAZnprj6U6NI2ehP15ioN2OTQhQsgdxTEmYnjDL2POKxy7PWXjysN+aPVP9G7CCu2YO1ahR\no8ablCQi8pY6QhtNsuEgLf4polEIHxRxWaf+sHROW5hFMC1IFiySCvx8GPwnBOwvPCV8yVbSjh6m\nJBeWHMI+NYNXa6UkFhgb3ceyvZFTakslCzVuEfSIMK7jy6ZQlBwjx3UKEzre/Wl2vnsDfflGJnEh\ntztR67McOOgByYPx3Aj2xBmqhkwLIQ6uEyb4dPLTFsdLkHxS4MRKL8E13UxIRewhDVdQp5yZYN92\nDSWRO+u1XNIqUFhu0b1cIF4OMbO8QOknr3yd2esUli0r45t0kY9nKT7CKbe1vRybDr6UyY6sh85W\nG7jaiZR9JBbbmFlnvcIcKq1qQlKKSLtiZz0vgJYwWfl8lud6PDiCMnSFEJwKmbRIcST7ynMU4doi\njBkmCcCXnH0P1KhRo0aNGjUWRnKVnbYr6rCVdNInFXKLC5x8QEART28OFUSBbRnYXIRjGUh5RDrM\nV7ZyDV12CdQvJaxLZIsi9WOjjKqLiRWnaTh45pgmFjNpzEhoI0WEPAixMGpcRT2UBwQmW5pRvV1M\nJIvoSjM9i/s59GyQ9EyBNfeG5/S6WxWFnVMFQjIULQVVgvG2IPk1HRSXO5mMG3jKMgWlHzksMtee\nsrQLHOuhpVdiJBFg8tEYtpetTkuKAisvNVnhdHJ8V45i/zzmQk7BYzGN5ZttWA2LsRwe+pMu1v7r\nPa94XLnXj3IsPmddgA07ktzcZ2H325GDTbgSGpL91LFy24sv5w0ag9XMoRo1atR4k3LyPRfQs9JN\nMpgknfJTkmd4eleQeH8c12mecyIh0Fa0sMvQH4Z9IvjC4m+MIYB+M0TYuxLTZsOcGcY94iHSEaU8\neJhl22ewF07doz2Ts/DOmAQDJvZjBnZ7mnBWwDaukBwo4YpZ6PIiIqlmdKFAuuBkyeHDzGgbMJ96\ngCvunTyl7ov4RIG6jIA+YmKPw7QMR3PgiQgc6t3IqkQzuktHd9TTnn6eg4f8BO8bwDuHa5kxYaJV\nZMlWCxcKIa2Lg5khAveMABDf3MjK90qEFuWI7fQwfbxIMT+3dV/BsM5gAfI5H75WG1NikOl0Iwmf\nQXP7GP7ho8TXruKp9y5hy9t9SB97ENczo2cXBjr2hBndXGZ3sxd/ViFFiGLMh1F67TwjFVj8snjV\nfu72J9SoUaNGjdcJ8YWCkyosdfqNniCAUfuMOCu7zl/GkiU5hsZCrLjyefJ7RfIz8lmrb9Y3KUyX\nLCiZdJqvnfFzor6PYn4xqAL2oSiFtqXoxRk8257FkzxzViqTtHDN6BRKFlbEIpoTiaWg+YVc1LGW\nleixZgzNIG0FKOyZoSC0svW2vXN+3TZBIG0oJGUZrzQbQE453EiLVjFcKBDNLmGJ63H0PRDMzP2N\nWdcgcazLZPMVEEosYnqxB7710haD0rtCdL+tQL7fTTwxCvPozvflLKYmZfanNELLHPTnl5He2Aq8\nZA6dvGorqU/30XNkD64/e27u557KcfHzYX7eUkaVbAzJjRiOFXM/3BuImjlUo0aNGm9CEnYvA2s3\n4/QJOKQIHs8Ijz26HM+OXbhTp8+kjMuwPwGb8zDjhglDYMmrElwHhE6MYgvOoSwTtCA7pnE8McSy\n58ZxH544rXY2DCkfhAIGStpEcWcohmWMBHgGEmS7t5DTm4jF25hsU2l88ii7mzahTzzP7/704Jxe\n91AWHh+wr4r32AAAIABJREFUqLMZ5OqBQZFxJUhR7mQy0YyySMKWTBKZXEz3Xc/jHZtjQ3cWnhhT\nEfQmtNVuwuUuom9ZhHPn49gnRzny9vMJ1Dt4Up0gqacZORTBwdzMIXvWxPvgNDt97bTb6sg46xjQ\nezB1mf61brraT/DD37+GrjUa/Y5pWnj8tObeq9F0gy0/38n9LMLobccUNKJFL1LklT1xkQ3XgNci\ntO1Xc1SuUaNGjRpvZGRZgCaZg94AcVOkJV2kfSw2O4tlAWiagCQL7Fnkx5RshEsWLbE0nTPZsz95\njgiiQMGvoMbLWG/y8tWBrRtQV62lX0sTWpLl2DPtJJ49SdMchgz7FBGfAjhPXWF0INuBV1yKPJbA\nVXAyoR1jyaFROo6cPgYDKFoWwaLE3gmD9hLksqCVTPxTBrnS7Pfan28iONPNcK+Hvvuep7+zjbd8\n7xH8J1Nzfu2yIODXXmlqnfD2oUQ6CTc6cYiT7HlGZtOP5rdtrxQReHLQgUNrpNQRoKA1YPiSeBMx\nJr1BpLeuY7QjQ390molhmfmU36hYLDsa487hDTRKneQcQU4WF7OqaT2ByV2MrbqYZz7yEepbdVq+\ns2fOcdiLnDceZ9+OaY7LEoZgkkl2k3O148gMA7D3sg/zxAffx2rjBBd/9DPzVH/9qJlDNWq8gShJ\nFtGgQSghoZTO5bL36iAAw8tshDUv4ZJIz2SG7lh2wYEJzAY7JzudxOwllKKDumSBxpnqTWwrekUS\nPhl7ysIXP/XKy3PBwCeuYmadk02fuLMqeiOLNjLqOw9NMkjHT1IeUrE/9iAtB858rUJ2AUmE/WVQ\n87BEe+X7LCF1UxbWIBxVmA7UIxo5QsMxGoZH6Hjq+TNqR4sW58dAGyljaBZhuYyZshFPmzSPW/Rr\nIslkG9nJJlxWmHGlG/PkXj797KMERue2GtkvCAxuvpD7P/5RLvjQ7+NBIO1uIxpvhdxijPEcvqKT\nrgNH6HxyfgOfXbsKPHSNC0f3FuJyBxOaQvaaXoT9TzDccjH1osnMTBArcpD6p+YXLDcNx3DvKLDL\n4UfzdJI0NNLmJvZ2b0JoSxJSGhlJTCM90c+6Z+Y3IFEbneBjP3+Em6/sw+HugqRBKTP7tZxrLdve\n+gXuunwdSmuc/6yZQzXe4DgEWBQWmXRaJLU3981jjTcPZcVgmBzDdXH6sn6akuduZXo1kCSBw+fV\n8Ve+HiyHGyupIJopNgbC/NG+Q/PWs0tgcyg80tnA9xpayFBPyYJik8mN2iHeNTJYURuMzSZgNKvc\nu6SVHwsB9IzAhbEJ3jc6Q1323E/lHb2whwf+71W8++a78N298Fl/L2dP3UWUtTVY1jjq1ADagRH6\ntlWuGzcClLKt5Ie8jDeoqPEDtA+HWf/A/Wd9rl0Q6LQUZjIGogq5BAhJG77CrDEU9Swjm+9Bz7Xj\neibCU3XruerpO1j22NwSdC9n7JNfIPT9/0YtzMZve+miIdlHcQJa+nNcd1c/anFuSbSX4x8Wuft4\nC+XABmKdrdgXO1m58076N18GgfPJh0coPv0UPcfm/4a0zyS4+O5j3H3VaiR/HemsnxmhD806wjfO\n+whtwkrct/+Shl/OvWroRRxHT/CxuM4Njgvxiu1kR3UQg8Awdyz/FLde/eeIATvXPfL4vLVfT2rm\n0Bm4KiPwkGph1K5SjVdhCiW6I2UmRMh6NWTxLFNp50C+ucRMxKQ9Dql6g5mMTEvyTKN550/Raydl\nL+NNWdgKlQfdz2/0sdffQdrRjpWBw7443ckI7zhweEF6dhs8tKmJEXzEnE3ohpt8LMcK53HeMThU\n0VlFAfZstHHI1ciM0ka+5KAnlmP18GEWx+MUVYG8aSHawVOF1ZIFRQAB1JLFYzf+Icc/dR0X3vbf\nlQu/QH9wC6WpEEkrw1RJY9OvjrLiubObCnYRGu0Cp1vflSuaMO7GMiEZyOMuFOno389FJ355Vm01\nJ7BnysJrWZTckJXAlS+hjRkIRcAAhkQoCRSmXRjFw9x04gECB56a8+sWEZC27+TRj36F8A3Pcf1t\nvwelBrITQUreIKFhAy12lK0/+485a76IvWwh35XmMY9Mqa+TXKaOkWAdet8qgmUPAyMT6EqRy35w\n27y1Ac5/Zg+GdwPbWwQsqxFjrAhCCEtzkd7vIDelc8O/3rEg7a7pCW56/Fn+ub0VQezDjKWI2K/k\nT3o/D/UXQjrPZ+6uGUM13visXmFjdKgeNT1Fco7VeXNhWcagzTB50Hv2Nc013thIiQi96SRP+kME\nXHNpHD4zcbnEmH8IXwQ2T8NAcJJpr8GapK8Kp53lmK9AKqTzlCmzJVZifcKzYC1RgLFuN//q7kAw\nQ2TjrYjTGYSSzJNkWdnSyPLpaer0ucV5ImB3i/x0cyu/dHVTyARIZ4NIcQOrlOYW2wqsOpPFpQkG\n3QKiZtERNlgVn1u7kE2CVLvCn3Z3URYaMDNuSvYgD6udmHVTXCftYsylc1TRmZHKdCkWq2ZgxfzG\nvryGsYBOa0wm2trD3332r2jNH62aMVTAzW75PJqHncTkPKufPcL62/dVRTtHB9aEm4woow+M0zFz\nkiuO/mTOz/eJEsM5iXLExFOwUS+87EY2m0QfcWDlRHR7gWvSv+bqJ/5zQef8xxXvYsOnP8KGO79D\n7+A/UcgtZWysmfqhUTaOD+I/cnRBunKshO2uOI+qGkXfckJNXpYYd/JIx9tYslcjp6W48o6dC9IG\nCJwcpvuBwzy6ci161sdIcS3DDS2UhS1MPznFB3/x8IK1HdOD/MV9P+Sr3Z+HiAgFgzvqPsWti78I\nYwo3HriTrh98bcH6rwc12+MMrPx0Ew98bwaqGJwAvM0Bu3ICE2/USVT/D7CXLIq2c1Mp489axJ3V\n1XbGiqgZuFiEu+sLyOW5zuE/NWmbibdk0mRApwGMW/zIbWAPiYQi1Tn77R0qa5U0tpRFTBXRVJlF\niYXr2RQ4qAXI51vIx1sgnMUtxMmaRZ5udLI+ksM+x8DkRfZfpDHV2Ey53EQ+1Uo5LGLFkxwWbYit\nUep8OcZL4AlbbMxYeMtz159YZ+NwUydheQnFuJdS2sO+TJmDQQ/rgs/gMtM0qgZTebDssD4J3gUW\nFg202/lFSy+dpQCNU3vJWHkav7uN5f+ysBv/U3FgaDHCERtjzxzjPdNP07X/kSopt8MBGeImgneQ\nd8VuZ0n853N6Zq8osqtoMJ6BtAViEe5p+CEZfz1bM18DvRUGBfRYCkFL8pnJW2gLPzSv06kiNFpl\nPnT7w3zH+grU/Sc9Ew/CoIQRz9NUOsE7jt+8kBcOQN3eQc777h5+vL4PK9tNeSQNxTYyoo0cES65\n/0fYw6ceMng2tFKSC+6/lelFFrsam7GiwGQa6hRK4xE+l/ku/uG59/y/HEcpQdfgfXw+ofJ1p4aQ\nk/gT8S8g0wnHp/j4/vtZ8dTnFqRdo8bryWN9byPuytP4THVu4l4k0CRSXnk5jue3kytXN64D8PR8\nlNTx6iUAfhtwJA1y3uomuex6llJsnGAWlioZxl1LUU6X7ZgjJU8WswCWCX7g8jB8OximPqDRHKtM\nG2A8VOZpZ4S1aYt35WDcgIebdC6K+VCL808uWsCg4iSmtlCYCmHG7ai5NG3ar2iSCsRaLZ5zCHRH\nYNlcDBYBREXmSYcbUpAr+hDSfkpZESvswuY+xu7mGGlRZ5HdIjMOJZvAzwMCXWmL1WeJlUS7yM9X\nLUI1/WSKdZSteqxRO1bW4gmpxIkWmSYjz5WBMuUoGONgFOEOG1yjg2Oes5RidoNvL3Mw47iADeEo\nSUXisl8/y3mPVy8Gi4nvhBNewpECl9z2IBeemFucNBey5WY4rmHFYmzNb+Oy/L/PW2OZaMdWnE1S\njgQvZVvjP3D+wQdpKG+DURNjMsbbyvdydew7Cz7nJ3/6C24OfBTkj1NnnYAJBeuBMOuMe+mdXrgu\nQMOB41z+w738V89KRqbX0c5HKB/qQ7EdY+v271akrRkJthz7Ndakn3vr3ss90yvBriI8GeZPZ75F\nIPZ0Rfprxrbx1biTr6i/x5TeyK36x2GwwAcnf8W7d3yyIu3Xg5o5dBpCG9fx5Ue8uIUz93YuBMcn\nbsRxYBwefqzq2p03fpbBH/1L1XVfZOuVXTzx4EDVdS9e+U4ePHb2yoT5snUGPP0m926uXnCiWyZa\nI6xIw7QdjEp6qF5AFi0KBkQEaBag14I6zWTc78GWzuA5xSrH+TDeILIkn2L5CCgylOwmxUZIJS08\np9lqdTbCmkTR1UA+FcKI2NhgP06LdzvuuIVTA6UORsehbW6LlxAEKOftJPJ2YkoHpVQdVtSDEBtn\ned9dNBZKrDUM3p2bzUI9agdRA/ccWqRlESJuJ1nLQ0FsJFdowEpoWOMpliz7CV5RZ0PJIBADVxjM\nMvTLkJbBPc97iCm/xd3dPSTSG5iaGafLFmPLXf/BiAeg8ox1wnRyoLAGxvOseOBJ3pL6d3yMVKz7\nIg6ykDrB6pEUV2g/xyfsmPNz7UBjSWQiZ1LIgK8gsi6zjTvMP+QO6/+j1/guRCbZGN/JtdajBPRH\nF3zOnvv/gXWh89kdXczuzAVwMsaVyiCXWX+0YM0Xad7/OJ8eMLlXk9g7sRLkCD3jES6Z+gw+cWHG\n0Ito+jTXD/6K9aM+/iO7BkqTbCgLXDX8YwL6jyrSdhhRuiLf589iAl83LgHTw0XjOa4c/2/aMz+u\nSLtGjdeL/Cd3o2zumZ2gXiXaZIu9oUsYHrgWgtewXPs204Pzazs9FVoRvIqHSN1qBo6+BX/5PiRb\nC9dqBzg5VOJYY+Vnb3CaJOwO8s1rEQ8+U7ngq7hE7eOxwsKqfc/GW2/Lse96lYH66lVrGYpMkwAa\nEHW8MIS5wuJtSwTDhLAdGoqgiOB0Wdwm2/hIuoy/XNn5J7wZLpmwCBUgKoHpgIAry3hBpbs4/+Si\nZUE06IRUCTlvYsTjXLHqFrSoRTkGrgw0uCxSnXC7H953lrBdEsE0IJYTCfub0LN1mFMaRGRkMUlv\n2wD+rEFd2aIrBT5ANy1kC04GQTBg1RmWXKmKiC9jMaUFyNkbMcwmKBoQg2DbPbS5yzjDFsEouOKg\nGaCWIWWD415YM88Kor2LBcKO8zD63dQH72V9v0nDoSeIuZwwp0XtZ2aitIgnczZW79rJRcJTNDO/\nJNeZKBgtYBRYFz3JOvMpeuSFxQU24aXYvi4vcv7Ao3xD38Q7zTGYHOBz4o/pk++t6Ky9T3yNm+zj\n3Jy5gecTH4TEBJ9w/pBe260V6b5I86Ff8IWjae5Ovp+fxXq58okneYvw2apoa1aUrfGf0B5V+Fa4\njY2ag2tLDxOQqmMgrsneDfnL+Lz5Ti7NPcvFx3eypvBfVdE+19TModPQs2cjzvBxhqtXUfobbt11\nCY2iTiCwnVisOqsANpdhxZ9eyt/vOA978J/49Mefp+Pvf8KXq7RpYKNqkbv4w9iQ+XDrSb4/Vnkb\n1cs5cdgD1U0uAXDY1U69JmKWhxCV6lRqyYJIUrbzQI+OYFjEjGbKYh6f+drtQHNFR0CWoD4AYQMK\nWShrcEKvI9yucvnxua2WPB25ksHviLPx00AJ+kUIZUtkWiQ8Ywu78GrJQgjH0PUCq0NRVni3waBF\n1whknVAIgV2FtA3cc7g0ArNbncROBS0Rp5x1YuVUmnuG8AGL4wZ9QK4Iug4tJhxWoNkNobO1gQlQ\niIHRGUAOlyFnYSVUnMFJXHYRZcakvQihPGT02eyhzYQRGyybpzk07dKIFTswRk3W191HecQikAWj\nNDtTSjEqqwQbLnfyaFMT4qfKvOX7d+BLVc8YAtibWcFq6Wne41hYQNIsChQzIs0vBibpW3i3tYOI\nuYHHjCY25g9xrfIYAXF3xWe9PvxHbNUv4KjQzEwuy4WuRyq+SXgRNbOd61JHWK2/j/EsXCJ8q2ra\nmnWY3vKX+IRxPaNmB5fn/7k6woCDEl3Gz/i4MUmvmCKUeaxq2jVqnGtKUhey+0r2CUU2K6uwlfdX\nRTcj2dA9q+m/fxlL3/4M1/rjfHfw7M87GzfsE2j6407+z8RNyPtPsP/4zVz/1WOcf2wGW3GUY5V/\nCy5ZXOaWxFVcEHkUx6Ve6n89xp226s3DOaZ3AOfGHLqn9yZy9vuwUWF/0MvQLTsDPR0cZoKhfDdF\n3cv5tjNvbzobSl7Fq4HhgWkLnk9CUYOI2cK2RYd5d39lNwPOhEWvC3L52fhFzUM5BWFXnu74wirP\nVw/GuL0pQUlp5OL1R7DlBaSsRd8ECDaIlWa3jbkykJPBcYZYRjehlDd4azTDL705CrERcul6TCmA\no24QIW8gZ3X6JFB0mCmAUgbZmI1tdkuwWAHHKSqIBAFKJQsjrqP6LcRYjFwCyvkGBGcE1RlFKhu0\nlw0cOtiAmA4eoK4Ez8jQqkBoHpXcT7obKCU9bAj2I2VN3PlZE9FbpXVuxzKd7DsvzhW/20fzX1TP\nGALIm2sYzbfyzsB/oUqVx0kAWu5h+niYvxXXc7exiY8wCiwnb+1AE2Yq0u4t3srXpAc5oF3N8aIX\nzGYKVjNqlYorVGMbFylB6tRuNpsPVfVeUROjtPMU19mWsdVzHE2snvmeAy41d9JCmncXf1E13deD\n6t7h/xbx8Ls3c9hbhcEjp8BXeopFy45VzRgC2C3Cf/7zdvzP/C6NF0p892+rZwwB7CgIHHzgB2TN\nR6puDAGs3VBZNv50TIg+7na8HavKLXyFjMLjtkt4SH8ve8QPMu1qq0jPXRDJlhRyHlCaYTgAZQ9M\na0sZD/kpipWdv1mHEQdklNnqjlVFkJMgyAvXtRdMLp+YwRLDCPoR0imBUhaWlUBLwkwUtALMtfPL\ntCA4lqN1bBQ5NQb6BLhHEYx+ymmDBjsMFGC8ACMFyJUgl4H4HBJ6ugHt2RK2cBRSM5iaCdIkljlF\nMS3SLBpkgBNliJgQASwD9i8gWZhExlZ24La8lAxoy0AYGBCFio2hhHU+vzS+BMomlo8PokWqcHfz\norbxVv5v7Ac8rG/hPcGFV7CoAniFV71OSeUxaQ07hA56RZ2vmN9kh3JXZQcGVGGKrBTg18Ll7DYv\n4kvS3ewK3UpBXlKxdsFSOaJ+mB+IH+RhbSs/k79LQeyuWBcgTwcP6//NfxQ+zf10caz8raro5pRV\nHFQ+w03CHfyn+WGmpAuqolujxuuFzRjgyWs3crH9e1UzhgDixTIN9oO89dM7aHYN890dcyxpPQvf\n3Wjxl9v24xz4AL6Wr9D9MZ3j9/wlX54a5eftVfkW3L7Pjn34FxgNAtsfSVbVGALYoJ19yO1CSTUd\nQBBzVdfN6x4eS76fE1xN1KOR0xeenANwFm3kjTrMgICtATJNMJG+Ad3hx7RXXmmSlmGfCakXYrBO\nHVoT0JF2LlizfSzOx6dHEZUwhfguMkmZUg4WG9BUAD0FkSg4S2ePwywLSgWDLeE4tvgktuI4ojIM\n6iiUR9DzAsuUMlkRBnOz5lC4MPu3swj7i8BpfBfLgmLBYMvYDM5sGHtuEktJQV0EQRmjWJIoFAyC\nfothC06WoaDPxmFZIFGcjV3nw/lJFUO8Bj1/GaUcOE0YksFeqqxFsKB08qjyZR7SvsbvjIbY9Hd/\nU5HeqznOx/nb4o2Ejd6qGUMvEhXX87/l9/CMYwM9yhjf0K/ktuBd5LXVFWtvtz7Nj2xvpV4xuFn8\nHe5s/TnHuv9XFU4NJ1wf5ZvqJ3jQbONu15c44f9CVXQBjoq/yxcKf8O9+tXcwec4alan9X4g+AFu\naHyEFrGTW+Ur2Gv/46rovl7UKodOwxe7f8I/nKNMyorpWznvFzp7qd4cnKIEArO2euru6pTcnYpn\nHqrezejLie28H6TqzxyyKwdY3HyoGt08r0IgYS+R17xoLeN4Ryur7AHwpSQmPDLPSfWMyz0UdS+S\np4iUmftqydNhMyCZl5hWDSQT7BbslWHDRGUWfNdYnD/N7ma7p4ThtAjFIQ7IJhCHaRUsBwTmuMnS\nVjB5y74RPE15ni5Nkre85DIpCpYFmkXCBlMZsArgFMArgG+OHq5nMsf5zmEelhNIqowZVDCTwxRN\nE0OxmBYhmp8tJ09JkATOX8DMocUN63lg+edR5Byu8X8ir1jMWFAnVHatt7ffyKPeD0J4Je+Y+j6r\nb/m7ivRezh7nx7nT9iEwPVA6UjVdgFHf1fy95wMIyU2gT7I49zP+EC/fqr8c3P/IxqN/smDtbcG/\n5wHhGkjDH+T28B1ngNt6r2Fdxyquf+RjqJNn3q52OgqCjWcv/QceK1+LcNSGQJaDS1dBy7/xtof/\nFDWy8M+GvODgz5f/NaQuhikbWBbfWdTEOumHfOD47y5YN9J0OX/S/jGIbYVIAWKjfD3wdi6SWvmD\nmU8tWLdGjdebJXW3UxoXscnVyfK/yMiOR9jS+hzXJWb4Igu/KX81kv2lO2//2BcxPNU3QwD27qtg\nSOAZuOfc5EEBcPRWZ0Dvq3HJIv5Fw8jaJPmpERzyfJdOvxJVl1gR9/NEUOMWvR7T3oDZIOCSJlkS\nLXPaDQ5zZHXMx+GGEjuLZUTA5oRhQeCD8YX3TlqWxYbRUb5cTLPXKVIQy2Risx5N0gK1CIkyCBqM\nusB7ljjMtMDfH+F/WTr77EF+pE9jSj4sUcHUdZweyBVm46N4CTxFECwoAT1wxk1mhgW2fJlP9g/y\ndXsI2Sqhq0GwJSgWHKT1OPkmyBchlQevCAkRdBEQoH4ey8zyqsgvr//fEL+Aq+68j4zXxsmYQbvq\nxJNd+G1vXGvgHy7/M+TURTBWovHYUVR5bltWz0YBJ0+1fZWHjEthLADGr6ui+yIj/s38TdNXEXOL\nMIsRHNMH+Rfl7wkrm8hJrWj5hf87fWj5/+JXyhUIE16WRe9gkf0X3Nx7A6z5GHVPHSPw3MJnMT2+\n9O08s/STKFMyn3h+O99eeyEDK97Ne/rjdG+rbKbR0dYb+ffmT8FAIxsndrOz+xJ2NvRy08lplkbm\nPvz71ezd+Bm+Evg8DAVYHL8ZoWETX9U28dWYyppwdc3Ec0XNHDoFazQI/8UD2KVzMzB6x6DBjioa\nQ78NPHYOjCEASzLBVd0AE0ARYFXuOJMtCZRMBkekcgMHIBQV6FUlhpoMcCfwpEe4Ymgau1nZ9VFy\nAkpOIlUvUFDBb1psSIrYSpVfd3s8wZY0DCyCY47ZFrJ6E0wFUKBpngk9e7LMBckJ1isC9rJF0S2y\np0Hj4bDOWsXEIYNDAc0Ch3jmUulX6OYslh8I0y2GiUmDaKoDNZclrtt4QLazyVbErVnkShCQwW1C\naH7byinUu/jRV76Iogf57Bf+Gm9UJGoTqCuIp82qnY2iCTsu+z0e3/xRtOhS8v056tN7IbMwvVec\nV3Tw7NJPs63+KpTpDnSHhDV+onLhFzjaeQX/seyPkdN9kNbR8w4YUlla/Cv+bfyvKtbftuUC5GiA\nciqN8/gQnzOe4RuBVvasaEa85Ou87w8uWZDu/g//AUN9y7GnRIqtUWzxGMrGRaQ72nhs001s/t43\n8e5bWMPIL278NpL3rZgnFCxPAdFThxxU2Nu2BWHtv3HD7fOfmRRpW8efXPN5MC+BIwneHX0E/AJ3\ntV/AU9rl0PYN/mBXbRh1jTc+nToU9mzDplT/cxtg+1iWp0uO2d6Vc4BRrP5MxhqvRSlbXBiNkbOK\nOCyNaoXUG8MqrsYsdwfDKOVBLphIsW7UVXHtuVoW6ZuqZ6yxAAWwSxZbpys3KB2mxZqpOG1euLse\n8jY4WoQGCwwB3LbZ5HFjcY6CFrT3J+gQElyhSFi6CQ6RB+tUnpuRWKMa2LHQRJAFCAEzAnTNIRbT\n4jp9iWm+Jc+QlSRSLi/uXBqnYfDdgMaTYzobgxayBrEiNCqzldzLAcc8zKFDN11F3WYn7//2X9I2\n8yuYeWEr3DzjuZeT8Lq546Mfo6upl+SkTLy8h+b+JxYu+DIKlsTdmz/HEe9WSAfAZ2fJCQsWuBDl\n1UR7NvGvi9+LHPBgjrgwY/0QtaGVHmDR9AMVaT+87lIeXrUGzQqS77XgviTthR9x0+AJvn3JTWy4\nasOCzaHB5UvJXN2Ff4nFVb/aTkDchbN1O4vO62NsQx+qazMtv1xYG1isfS0/vu53UFzdvC97J578\nk+zvPA9Pp4N9fe+l/mCZwI75zx4a6NvMVy6/AYqNXJp5GiaKiI2NCPU+/lp6B38+Ns2aXW/8pQU1\nc+gU7M3D3nNkDNX47SGYzeE5OoBShTX2L2LLmyw6OcGHxqaYCQnUZ01sqeq9F5tnzk0nqV2HJWE4\nUg/HyhDPgV2C+iIocw1KXq35Qh20PW2ytpBjQhMZLYi4ZRNJmK1+yuuzs4HmimWB3YAmw4DSbLq0\naarA+yWBvBMyikCjZGHLgH0BH8zpq5ezJr+D8279Or4TjwICdRVGrYc/di1TW7fQpWhEZsoYkX0E\ncg9WpAlQQGTHlhvZueZKPOlW0g0q0qiObhRgqmJ5Ype/n58uvgaX5iZbKEPMMasbScEC3xMv57HL\nr8e2sQnbpEE8UsQxdBR/8jn+aneep9pvYEd3PfFrLsN//7Z56R5851o8l8Citiwla5je/qfxMsGe\n+jxLAtDUmqH4h4vRv9yPPDW/gVSPvusDzFzVhE0wMVwzlDoVxGIaf0hGa86QWraEx1s/x8X/+I15\n6R67+lpYtwJGh/izJ25hRfTvuKfj68g9FppL4oC8iadb/w8X/PLNkbWq8T+XpAWqUv1NYi/HOEeb\nUWu8vsiWiIfqGUMAahLWJQ2WqzHydgNf0lG1oQSqLrJ4rLLNtqcjmISLGuDxehgwwJUFS4A6G/Qa\nEJqHuQKzsZJWemE2RcbgSiPPD0IquxJFLpAMvPbZ1n6fMWtCLZ1jvGRZoJUttLJOqPBS1c3vz2Q5\nYRMJY1KQodll4RPgvBh45xkvBIwxbvjJv7H0voWvOn85CREO3nQe65fonGjJQO4Qlyburoo2wLOf\n/CI9FxNyAAAgAElEQVTJYgtSmx1l2klpPANTR6EKna9Rn4tvXXwBcucyHEUVHHnyIzm0g9VJAj7z\n2Rtpj4UoWTHCAzlC1klUfZjewWH++cs/W7Buyqlg3NjGki0+RA5R/4+3oJaPs1nei+zM0ds0jv3t\nHgq7NdTR+c8b++GH3oJ0YTuux3aw8sRfk9dB9g1Rt7iIoRk827aMa+a+i+U33PvnX0IUGrnxgdu4\n5vC/cVz1Y28Yx+h1o7o9bF/+dpojT1E/fHT+4q8jNXOoRo0KqKYx9HJsBZPW6m7xPefIaViZhqQK\nSNBS2XzIV2AvW3SWZwOVojxrRsHsxoxqoBoWamp2hW0leA+c5IoffLUaRwLgyPVLcG7ysLQxRdwx\niZWYYn30XuzmHPv0zsDum25k1LuCOrdFrtskFzGwuyK8NT5QsTkUawzyvRXteO0JEuf7cA3qmGN5\nUlYcbV/lZdgnejo5/v5NNLvGMW0uytIUmjV7aHV8O5d9czuXfXP+utEWmfXvksgsFWlUnyZ9ws/q\nHbeghqMcu9Cic7GTvsYRWt1jnPwdN8VvzW/IaviaJrydAoXoLi6L78J9Ms73Nq1FayqgdRbpzkbA\n72b6ol4anpx7ZVLrib38WeG/6LrvJziiJ2f/p7Afe/dl2Nw6blni3q6V9AxvJLR3ARFPjRqvE7Gq\nt4DXqDF/7AURe+HNNZa1LQJXAvtleFaDTqArC21VmD/qyJt8aDrPtE1gpCzwhN2iT5j9HpuqoW9Y\nrM4bUIW4setfqzerDGDsLUE2rMgzsURmZWYPx8pxOqLPVUX7qYvWkggaFPpa6RxNcXh9PYI8SuP2\nyo2tvADffu/FqNf34JA8ZCMFZDlDMTldhZNDAehNZ1GXTqCP2BHUcdTsUFW0S+u9dCHQKD2DuO1p\nmo/PXo+Nd93OAe/5rH+PiKInmFipkJ2nOTS9qpFlmzyMF3bz9p9+G600DtjxpJ6ksbwS6/JmPFGL\ngZu20nXz/KrDrrv3FrZmDNbc84Ix1nERqj+MvnQpctBkIOXhp1/6Qz79scq36p5LauZQjRo1qop3\nnhmq+WI/t0nlirDtrk7/OcBUh0rHhSKNK5IcUwv4svvIpXIsnq48aBjobKEY0GjUUoS3CKiHU8SW\naZTlHMKjeyvWf/yK5dSdZye2tJf2AyOEOxsQKFJUImiJyvb3FASBY+9bgd9mx+xLYTeiFM0p1NRw\nxeduWqPSXTQwy08wXGpl9U9H8Z2cnS90wf2PYJOa6JSzBNI6qiqwOyhgReeWV85ubWVxt0V08mEu\n/PEBltx1H/n6xXhXGjTal9Gqp7EtddJWTlD6QBPMwxwSH74HkXs4BJz3wmiroDqDVjdNndNDqRnq\ndYUHP3UV13/hEFqigvr6GjVq1KjxhkONwSJm/5wLHCWLzpJFJ3BxFap/3wxIq3TednEGqa6EMDrK\nSLlM5879+KYrz94OtHgxttThf3sbRUzstjSaM4ZzzwGC5f6K9Z+7touu61eTDzgIjexhsK8LCjku\n31kdY2v6HQFWN+9iunsTKsP07DxUFV2ADS4TKTZA2/Qog996yapQC2katu+jc2USaaKDZkee7bKF\nqc+9fNBhF1k2vp/zvv59fP1DAGgUuSB6AMO0aCwXqG9MU+hxUlrnwbZ77mNDun5y2yv+u7k0jd3W\nj9WzmkY9T3G1zOiUiyc/ex0X/cu9c9Z9vamZQzVq1KjxBsS/tsiWZXniaYs8h5mM6oQOjNJwpDLz\nJtPpZvzqDhr6DKa66uhJTXHgfDf+4ihm/zANVLZ+dPuV7ahv7UJa0UFDaYjxCxbRNThIot5gVaHy\njNXw1SE66xqwO/sp+Q2SIeh+tjpbPVZbAtZzBUL+Qab2D9Fx+0sVWvV7jzPNDD5PimA4SHC8RES1\nmKsl5XxijCVfu5vlR6LYR2YrjrSZk1w0uA+zr0CbzcRKdtKuhjEaRKxPOdH//ewmzpgBwwa0qoAN\nJmVoyoBHiBN0TVNXZzKx0oEPi/Swh2O/v4k1/zS/VrsaNWrUqFHjfxpZs0BzuoHc7hL+4n6mUiZ1\n2ypfVpQQIPuOVrrXdTB4tMiahj1Efa0sysXoju9EzVcWK0VFC2trC/6kTqe6k+jGZXRm+xlzJmk+\nUZ117R3n2ZHbwzTE95FzxRCfX9gCkFeTLJvI+xMExWl2Pi7hnHplBV/jsTCH79VZ6ziEuAcayyIT\n81j44n5+Avfzr92Wu3pmkKmCzvLSGPaJIIoYI9qpwjzMoRxwErAkWG0AxTCiO4VXPs7qdIYpfwhN\nKxPe7COyPUioignlalIzh2rUqFHjDchmr0RwxCRnlRGzg1hlkZ57Kq8aOr7OzqpNNqyOOuxmBMWT\nps2yEc3lKI7soGng6QVrxwRwXRAi2Ojm5L5BevpKlAM+nOkYkpQj8OtHKz5/9wY7E+NRVm4IM1Yo\nIlklfPsqvy6yBLY9BaTsUQbzFtGHCrw83LDnyzTtjnA8ZGJJ44QOCEjjFnMZeJEoQDEL7ttOMuGG\nZgnsLzxt5XO7GN+k47cMFq/uxzZhwxlLELM7mPBkkc4SlwRkCHnB4wbNCzEd0lloFNJ4fFGsFer/\nz957Bjh21mffv1MkHXVpJE3vbWd737XX9rqsGzYGg2kGAoSEEFIgPIE3hNQ3IT0heQlv6DgQCOBQ\njLuNy3ptr7d5e5nZ6b2pd+m058MYsGHbSFpjiH6fdjXStfeekXT+93X/C1viw6ghL+7aJIkdIVKn\nG3A/OlvytapSpUqVKlV+lYkVVe5ISNSdCTNkV8nEPdQen8Gult+FaqLVxgqHHSOukYmfonM1KIkU\numGla7j8eCZyl4cmq4vp4VnWbYsxkA+SNeOkFiYJTk6Ur+/TsR+z0Lcig1U5xdRMGle0Mr0wHJLA\n2ECByYhMIffz8ZVVhcmHJcasOj1Rg0mLgFTeMEEAbJOLJEYhFM0SSsxhyeep9eRYTnem/xTgShto\ndpgBfIkUaqSfBrEHtTPPKnUeDQvWliIDN/mr5lCVKlWqVLl0OpIKwtkcRmYQI+3EG5nCklre6Dfd\nhJwOOcPEakJ2jYW1rV6cpouZ/gK9G6bJW32YuSTOvIYvdbasNU9f7aStViE8UuTKtgPQtILO7BiG\nN0ry5CINZ06WpW9sNglEXXiCp+lVZMyZQWYP5ajbU16pGkBehefGVWrSEHsGznUOZSmYTDwk0G8x\n6c2YzKgCov3i2pIGvdalyTGhTpjPgO2lmMA3nyR54AidN1hwT7YQCBdwxvP4EzrDbnBdxBxKe6Dd\nD/U+oBNWJGEqD8PRGWpdEzjyMiuK/cTzTfjFJJInyUyPzIrKTsqtUqVKlSpVfmXIqCZzEY3ImTQZ\nZMYXw7Qnyx9zGDdM1q9148lpRM5muPrGKXyyhpH1MPNclvpD5cVJAD2rLMzOZbn2qufxZ1tRs2co\ninPUnp7Enip/DNq8ofGbwXmEWYN6W4rk8yrSRGXGq1lEAc1pQbtAKyErAhRlxuwm8jKmXasGpPOg\nFU1sLgHPy1wQuwjuZ+NM+pO45Hq6mSOcyfOiKOC5hME3WeBuF0hNUOuGeRUcR3VuHxljcfY0HmsN\nnfo4uUIIp7OI/arLM5GzElTNoSpVqlR5DfKjJxLUywLTaoxiymA5fVp92w0cSZPtgkBHGAaLJuMp\nmChAUwyyh3Os3fE4TUKU6WSIwXGB3NdSrHjs/GOYrXUmDt2kLwXSAhxSoSiKWF+6Meub4JZ1NsID\nGpvX30dto4uxMzJFcz+TYRXHI/M0HZ4+r37CahLRTIIOEzUKsk3C9jP9QGemDe4Y78dmiMj3S2j6\nKea+fGnZOxdDAyIZk4IgoFzgYssGeAoCczKIl3AHzRnQWwtXd4LVI+EJ6Jyug7NTdkYO5bCHofW+\nNC8MQFNTnI1qgIAeIaOaSJfQ73rICzfuEHBbFQLtJmpHntiZFoSUgevgMbpjQ/g8Ajv9P0KL1WEt\nJpB2pjlyP1Cdul2lSpUqVar8HM1OK0NZKwwD6LSzPGNIwyCcyWPRTLyaQVYUqQlY8Ddr7AgnKRgR\ndm57hOJYluFjFkYf8XHl0xfP6NUNE2fOYDJnEAr+fLAyuyrPhiNFdmx/AXsK0gfjNNTs4+DzWXo+\nV5km601FmHg6hnA0xvAJBWu6ss3bNf3STJ/lGEMAZtFkqwbtNSLH1xkkslA4+1ONVTMq+S8IPOCa\nRMqZ6G5Q8iZcwoTLrA2kddDXAYEO2OCE/5Fs3PzCEP/xXwZbbm6krjXNyr4EXgrE9QhT7xfhq689\nk+h/rTmUCAroDZXXVROVGzv+s0Sdl+/XFcxlL4tuTXx5mQ7LYXX5Zb/nxZuqfMNW+TJ+3AQu51SN\n8k9KzolcgREX5+MyTirW7Zfvi1x92VtkPCYyYxGwicYlf1MXDHBdZ6O2IcvVMjhnLAi6iqMIjSmo\nAYoJE59zmK5kDCWZ5+yZLKefrSG4f4q85dzfX+lukfVBg3UCOCMgqwKplMmAYRD2vXSxNZPOWZWG\n+hl6tCzClEFNfBjFnSC+oJEfWCRcc+5rlw+Y1BQE7rabzKoQj8ERq4nrZf9vzYSgChPTOnZDR1lQ\n+dFuEUsaEsqlf+9az/PUqZTJXT5wyiZjosBI4ZLigVcgnaNZugwc88C21QKS22SCdlatmORo3ofW\nDtLc0vFYez/0x0wyWpSGPMx6QE+B9NJ6s+dZjGpCNORAdTpIu4J0hYaIhhXsbW6iDwxjsdUTCMk4\nagvU6IPIBUgvxJBaBQrjLF3YKlVeRfZuv/T+EMtCu3zTEGbdgcumHVpTXsbm+eg0Ll/p6K7L2LbM\nlSq/Ge+5cOK5LLoAGZyXTXuK5sui65LLn3p6PnTp8t1Xcp7L1w27YK1MLK20FXClC9wUF/CZBmcM\nGJ41Kdh19JgBco425zhDI2AzRYaftNMwOkfRfoG4WIaIqnOHamKPgZqFrKkRbXpl4DE2rfPWpgiO\nYQMza5IW44ycFIl+T0RtOn/8qhuQLpi4VZNkysTXJKEb5z4p09MwNQBTooTfAap7eXGx5QJPn84Z\n+LM6pltEsS7/XiFfIIGpYBHoXWFi84hsCUmMulSmVYHs2Z++X12Y1IVNfhQ2iUuw0iv8RHPRf/5g\nPGY18TXpiEEZZ5MTe0eS8LEalJFFVh+fQdko47KpSPYiQiKLI5pHEyRifpl0Wl8K5l4j/K81h6pU\nqVLltYBpggmIP7P3d9mW50wUDEjcGGTN9jBX1gvIMw50q07elElM6EQVWNQN1kZT1DWkKE7nmYya\nTJ/wYpyK4Mqc28hNdEqs2gjXtggocRNxSCCZlNGLKlqEpcUDC/PgDqj0BmfQZ0BK56gVI2hpnf6v\nCgTGzx0NeK6HVaLMOlXBV8xgWzCZdv283SkLkEoJjC+a1IVBt4MlvaxLdEFaHeBqh556CKSsJDSD\n1ED5o/EUQPDAbAiaO01yeRuToUaMZhdh1YVv31JFu1WFFdMwZDH4fniprM3q4KJ36aAgclxz0tvs\nxOL2ErdsRF6XI52sZcdIP1qzgE018Hoz5BZlgmqKxUFwvXbikCpVqlSpUuVXgvR6g75Gnc0FBd+c\nQSFRoH0OCgocyZs48jAhasx7JVSvSP2zKumhKEri/MaUbhcwGzXeHTBxhZfKqlZOm5xVTfIvixU1\nA7JZmI5oYANXGGYNkbND4FEvYAxJEEfnLTWwoMHC4tKwC/k8Yahpl5nWJfwVMtNeTjGtc2vIRHHq\nPCuI5NKVO+2ds0NmtYjkNxEcIRrqYxzIe/GfXXjF82pFqK1d3r8rWCAekol3B8jZ6ulwjUJfHTy6\nyOqISmx8DsUoUlOQScYsWGICrkWD2DmbGPxiqZpDVapUqfILYFYy6RQMyMJ4EbzO0m8QBVlmYmct\nq3bJrNtiQSxYKCCRTTspeDKkgyonkip1cY1Aap7BcdCtEBiTifVn8J1OnVM3KYv0vN9LneEH6zTW\nUIHZhTo8W2dR5mB2QcAvLvU20uLgSmeYHAOKINsgJcKhMQiMn/smO7vKTssGK62CAzGjYc4VKGZE\nYrUaSvLn3QvTgKnhpUkfixYBRbnwddEApWiyaIL/ImZbQ4OA3GEirgF3TqHPKbDfyCAOlm8QOV0C\ns3UidasE7M4M49lmEJ2oNhFe1u7QZkJPAXDBpcZcDUmTYdWKz+PE3mEjK9QjF5JMeFuRXR6k8QiS\nImKzFDDSDjJRAWsYfLnKlONVqVKlSpUqv2zkTYO0oeHWDcIqNDkvElBcAiMrZHZel2O12w6jVjSy\nFAWRzDxM28FpEUjEBeZjJmYMLM9o7E0IhCwXvuHn1th4w1qTJoeGMAiplJNUTZpwQsD1sufJIvQ6\nBMaTJt4UyEU4lDfxn8/lAfIG1Fwh8AbJRWM+hzKnY0wLTF0gPFAkAWWZJV2XSiggoK4y6fUJtOsu\nDgzkcMcrk7FvtcNpp4X1qzTi1GILSeRm/Mg9adyD5VXQKIbAC/MKTVd7sHgCZBU71u1+4qvn8Z1a\nJDuQYqZo4JgWCeCCOHjCJm75tXdSVzWHqlSpUuVVpKhAdoXJHZjUj0OxCDYZ5o3SN+unNnTR+rYW\nGlqTTFpkTHeGxECAQCjGQjFDwdAYOwbuIhyOQtIDPYfhmSmd/HzqvIWDi+/sodEfQrUJzKGzGJbw\nbSkSjgnE4ib+l+IZSQAdGI6BZAPvICgyHEpDeFLgXCFXwmZD29ZI/RUWCvMSyYhKngIZ3WR4poh4\njtMimyxgegQcVpOWICzOnP+apB0m1zeaaNNwckFAvcg0ixlBwKtAT4sNyWegprqp+c0Z4n+0cOEX\nXgLKKByNKriVIIZWSyTkZWS4lWyXQGJLO95DYz95rlVgWW8DJWsiSzJDUoCg105WbqK4UEu0zk+d\nP4ByeoGUYnBgBlp1HU/WihYF1zykzNdeUFKlSpUqVapcTjIuHc2d4605k+kZOFQEyjSHzlxTR/dN\nIiu3xFGHbQhGgWLOxVxaYLY2S9oUkUXwhCSmwzrRMzpej0RIufANf/xqP5t21GB6s+SNKOHJAKEr\nJpg/BkpaWDqdezmyQP+QSa0AZzwiftdFAorbnDSv8UNYI7uok8nARF0Bm7lUanYh7A6DXPb8xlbG\n0BGKOt6kSdRvwX0REwzAGgShQ4BNoA/U4+tOo39z/qKvuxTqVeh3iPSstOEMZBjOtGFEa1g8ruMe\nPFOWtpKDmhmR/qKfmnofQ9bVzDWBc2UY36lFXGdEXsgaDNkNbtBS1GcEoguQ0l57h3RVc6hKlSpV\nXiWKIYnorXBbvUHfrIbiU+ifyjOXAHlRoJSzkfnaDmK3bSXYFmDBMonHJ3Jq2EWoLUcyPo3dqXLv\nY+BMwZQGxTw4B+DbYZBNOF/cMNrRQX5VL6mmEIuFCHapiEWSkHNnmJpViKRf2d/DIgrMpE28g+Ap\nwjMmFMVzG0MAp9+4gR232Ei2i5iWLEXTAnKBaGaKYubCN0t3r8ANOwT+/RkLtoGfL4fTd0i8pd5G\neyFLTF7qJ7R4ketoLJpM1iu8aO3EW6OTb/ZhNUSy2+049o9f5NUXxrJosjDg5mC8HYuvHiNVQyTk\nJN1YQ7hlxSvMoVJwPRXhRG8X3R11qD4rMTFARvPgqOmjcf40Bw9CSzPM53S6kgW8KZiNgFsQ+Eld\nYJUqVapUqfIrTnK1TmirwfUp8PXLYGocToGqGVBi/87R+jqsd67B05QlahvHGTDJjrXhaT1DRtM5\ndkrA91LvAFkCb52E9xJ0Z60e9KtWkGvzM28sIuDAe1WRkbMiqnHuOMmpCEj1EoZ08Y6h/Sua6Nim\n4GhxshgQyFlNosUU6dECwiW0dlp7lcC+CRnxHCX4OavJylbYIBosHBH40SX8fwG0tMRZm4Tf7cN3\nvUnQ2szZUR3v3vAlKpwfSwIKaYmjagtKppFYwEHM30us16Rzb3nmEEBfXuDxiJ9m1Y7YWMfogsQa\noQYAmw69IxIDPoOHMKmfNTEsEsHXoBPzGlxSlSpVqvzqkUdg6sYGbr8tzRoxjTzgBkuSpAzJPSK1\nApQyCPTw1qvQ2vpIWSUiHrAITpy+AgHnEQanVcb3GTRMm2g2UAWB42MmWaDXLVwwQ2XghhsINtUy\n41cQR5xIDUVsiRgDCy0szs0hHMm/olK6zgaTERjQ4BmbQIfj/GHWXLAF85ptZJwFRtUMQtHHhs3P\nIA0mOPo1A1veRL/A4sJ2iK6307Klh5m/H0Ee+WlZ3Ow1btbc3IWppygmFpgp5okNqUs1ZhfAZsLI\nlIi42o2kdKEZLkbjGeZ6Ymws0xwCaD6Y4tgdAeTaPsRsI1ktz/hMHablLF1lateMZug/UqTQ2oo9\nUs+i4qUw46U57wegKywQTsO832Q4bFCTgFqHAJdvXkCVKlWqXDZE3WRUVbFbRGqlym1lCoJBxpon\nY0q0FC+Sblrll465Vpngb7nZYg8TmHJjGnkmaoAXbVgukAFzIfKSg0O37KQ70EpCHGJMtqGGA2zY\nvBctpnLysI6vWJr2+DVbca9Zx7yYwZmU0ZwSE5FZBiYDSFPnH2eqXEKXgphSw+gt21izIUPMncPI\neKlZkWBoaA6hcGnZLI2vd9Gdqufkl6ZxjP/0wFCtkfDu8rDWC47xKDNxDc+8cElHUY6iwILNxgFr\nD2bQz5zDx3yXpSLmEID70SJPrqkjsGMVcszHFCFyqxTgobK1baMZnMeiDK1bjTJrYybahksdpful\nn/sQWB+XmBQMIoZJzwXK/X6RVM2hKlVKRDMhL5q4zMp9uBccOvWmyWkRHAi0Zl57jcqqlMaxu6+l\n/k43xUCYuHMMI6sxPy1xOGJSq5b2HjoR2s7Qup04mztxKAuIpoXcHNTM9XN2woM+nCJ431LXZlkE\nWYHmi6QwA8wFNjBVtxZJtcG8AiGTyGAem+gkOjdC6FDs5zKCBBE8buGS5sEcWnc9VstappILTPoV\nOn1Hee5AgNyRBTxDFw8f4hMCT+k+cts3MLqrgZ6RRwFIOL1kb9qAbaON0ZkOlBXPMDeTRrvEtkHB\nPXn29Om0rAuSUVqZKzhJh2aAh3/ynMLmDYztDNKyw4btB4eR/vvSJgL5ZjPoD4QZrPeDvxFL3MJ8\nTqAlHLq0xV0AOyZ3vTDJ91eI2OoDIHiYj9u5UqwFlppiN+dBnRc4opo0LrPZeZUqVaq8VpjSigRm\nimRM2O2A63xW2izlT1V93hOjoObw6hDR4XmnzDWyl6bE/16TSJAECh4BJWli/Gz50i8ZsY4Gjr+v\ni7u6FrH7bUwXJLKt44SnZVzZ0t8/h9bfTrLnCnKmxoTfRiSSp69tH8/sL6Ce1LHucWCxLH8C8ox/\nNce33USX0woTIrlQkeCYyexInpojM9hLXvESx1dtxdW5jrFilMF0Axs7H2XsBQFjn4TlEvPYJ9rc\npG2riebrcHxq708eH7ytm1tvcjM2paCETjN8KIxFuPS4I35E4EynDffKNeQybs56AvSy7xXPGb96\nJd4OA99/DVyyLoA/rqIflzjaE8Qlr2HRKTN/qnKTLrv3z3BgpYVAcx2xlB33wisnvilAjylSKPcX\neBmpmkNVqpTAIiYb4iYDEoy6TdolEaHMfmkzHo2kauBSYY0OUxY402yycqqCp2KyScFm4slUfsJA\nwStTFDQ8iaUJXOUgCDDfojDqtpIQTPpmMtSlTGyXedRjvm0N+Q3d+H54X0V1h1r7GLpyC/5VCtNy\nP+EXRfLDESaGNRqOnv/052I81Ppu7OkgqZib7GKCSKKAbrczPurG9twIa56eo5RBCAuuqzGn2oiG\nZJKCk1wyj7/DhtZ/iu4HR1GmLz3HafgPvg4HTtC1958AmLVvpr91Fy2pBnSPk7r9ZzksNuDcM8Ca\n+y6xv8+8yZmnLeS2rGe0p0Ct4xTe7CSn776b2nY34wGDHu9h7nukCf3F2CXf6GwFg9CBPPuaBZQu\nH1G9j6hUxy0v/Xy2/Rqe/PD72Li5QNYYRU6cXtblveKJ4zzduBnb5i7SmVacAzHMbNtPfp7zdDPx\ne3+AMz9G86f/eRnKEJyeZ8XBWZ7Zsh2L0Uk+miY5F3zFcywGbLtMTSSrVKlS5WfR16xGOnmqYnoR\nU2MkXcRrQBtgFqFfLxKwSrjM0g/Thv0pFtUcwQK0G7AV+LasccSdoClRW7H15yWdnKzjL5RvZr0c\nAThTW8RjiviTIvZCeTGeVYYT7Q7uCdaQTxusa7azfXaC1eFS8psvnZyviSOf+CuaTzxF6ze/WVHt\nL9y2iy07GpgNDXNwdoSFxRSxQR/+I1lKtf/iUgdPtVyN17GWCUeCzMJpWiZmeD7uRDlso/tHpf8e\n5gPbEcMNTE8HMR2z6NMrOBMrsumxSewLyx+UkXetR0kf+8nf9/fcTE+mjqwlRuP8FM8Muuh5IIEj\ne+mbmQeO1+Lf2cR4/WZc7Sq+sYMMdW+GKzdwNiTQ6z7IxEMpLLHlXQfHQIHk8zkmuh1kpV4ytgZi\nygr8+QHypszBT3wCx+sUvM4Jio9NYl1YXjPpdbsHeajhehwbfIRO6SSmWn/ys5yzi/A11+B0Faj5\n7reWpQvQOj/Puj0z7Nu8mUwhgFk89wGgrfLbsIpRNYeq/EqjaksfQKOCH0LVamIkTOwm9GqQB7IW\nE+clpmGeD8NqYM1CSIMAEBZAMkxUq4mlWP6Gbt6rIRc0knaYtwsoWYmWbPlfAUm3yJ4VbYxoVjIF\nmTVNSW6eXsAWv4SC5XMgCHC6N8BzDY1EMn6Kcoj97SnWZie59Ww/ilEZgygPTAdtmDmd7oxGvHEX\nn/7wv/EmcYCNFTSH8oKb7299F43BIIuKyYvTGtJ8FsfecdqfKt0YGhHvQlRbKSTq8B8zyCCQWNEL\np57n6u8eoX10uGTtB7RWHOl2IjM2nMUw+aiJvm+UTXsO4rpAKvO5mF4UeLrv93j3oEDX4j+yYNtE\nJtdHfkzFjPmINq6n6/D9rLnv4LJ0fc+neOL31mFY7URWTZM99iD90hUI8Ry52QyDo020fHUf7sZc\nqBMAACAASURBVLnlvV/qj44SsI8wsPUKkjYHyelG4o6dIFn5wtv/klprHaenz6L9aC/Bh0aXpa1k\n43zgwf18Jn0NhlWgMO7DzAYA6G/9JJ+7+11Y+jy8Y+b7NC9LGexanmv3PMYPk20ItY1YF63EYps5\n0/5pkhv76D75FQKD31umapUqVaqUhqrDocYONvUvYNMu1vXt0jAkg0QB3CLUG5A0IGUHVTZLq8t+\niZgrj5GB1gz8+Jy/VoOsQyNVp+Ket1zw9Rej4NQ5JkeoyyZYsEPGpdCc89GddZelC5D0afxtpxfR\nCGAKLtbkZ9mcKtI3VZqeJMN4rcyXWrtIRz3klBDPiAX2dbj4sHWENTPnnm66XHI2GPVKJJ1OPAtx\n6ixb+Piv/QeC182fD1fWGDrUfjVGxzbCsodj4xpDCyY8t58NT+Uptc8QwHHnWzCzHRQnLGRH4ng9\nCidSVrY+eIb20UvLKj4f9+lX4ptrI9kYJJVJM1Yc4C1fehR3LrpsrZh9JY/f9R02PvUAvZMfZ9p+\nNzHblcQXMhQWrMxLi7zhP4/giC5PW3rYxgO1PWSsm3D2ONkwdpAH1tzOhlQ96dkphp5zseae5X8w\nFVNn474hHqpLEq63klroJevfgn92gL03f54X+3bQEjuF+5v76F2mMQRQszDJ+x/Yzedj64ipfQgj\nVnI0kXWu4U/f9DEsN6zhQy98hpplKy9x/fgk9xensMgbMecVcqbI0W2f5cw1V/L+T28sUfXVo2oO\nVXnN4DGhLgGDvsppukcAB+SbIbllF55DT5atKXoE3AUTlw6OIoRkEO2gl+aFAJBSTMQaaIlBkKVT\noBwgWkxUK1jK7A0y6tfImxpX50EtwGHZ5LhPwy+IuMrIIkrY4Su9HViNWnoK8wSzJ0irIk8oMlfb\nBby55Rs5uYDA7sY6iplajGwtUspKu22cfOYsx2rA0AU2xk2UMjyiuCLw1c4WslI3IbfB5MIg4/5r\ncJ1J0XHs26ULn4P+4J3o7s2EczaKT52g5YVTdJ8YoP3FEiO3lziZ7cGYrcOsEYjFMsSEQV731BHW\n7i9v/XnDiZlqInNWQUpmoTiK3xhm46mn8MSGlq237Uff4+mWLRzjfQT0vQxntyAOuphdWETzpbj7\n8R/SdWj5pzO2hSjuLxxlyHYbM/EdePxWosnNnJ6Zp6Fwlh1//iDuXG7Zukohw9YXDrO42MuUpwdz\n1k8u283net+GMNFOyhpnTa6f9f/8jWVrAzRP7eX9D3+Hz/t/BzPVgJlWeVz4Sx6q+w0IK9z83B62\nfPEjJWnb0xN88uDD/G3LGgq5bn6YbIf2lVDQ+JSl/E1IlSq/7NR5O5lPjPyil7FsunwiwxUa5/yz\nOFyNZNMzvHNG5L4ag2z5E70BWDgJV4/tJdYcJd/4Zvpft5YN3/s8tlzpk4ckp4wnoCPndBbi4BVA\nUkG0UZY5lPCpuAvQYi7FXykBMjpggF7ehGsAxgNJ4pEE6zWoScKEkGdvwxwhwYY3U14W0T91OkFq\noTt5ggbbPEZYYFizUmvzU1NY/jbPYhP416YghWIAI+dCTNtoVk7jSB/jkGFwuFZgS8rCqlzphlnO\nNPnT5gCqqxOtoHBL00F+pNbT0t/PLacGaNv3VMna5+LbvvdCopv80Wmiszlu3nua7ucuMO70Enl6\nrg/G3GiqyVR7gO6ze7n+R19DMcsL2uNFD8Z8IxGXH0vkLI25I1w/+hi+EowhALuahSNzHNF/jZC2\nn+eyGxGPOZiuTdNTOMvbnvsMihFftm79voNsNnv5Ru9WPEMrqTWuJ1+8lv6ROGsPnWTbd58vab0A\nSj7G7Y88yadaVqKJK8nMSzxp+WMes96C88g0valT9N7zYMn67cN7eWdxG19ztGFOpMnqffxpzd+B\n2sFtzz7Lynv+rmRt+8xzfHIxz1/bb4e8wbdc32Wvcycf3f25kjVfTarm0HmQswKa4/KUsFzRs4Wx\nYBv1e7/H0V+iDP/WDVuZnlPoU/dzKlLZTqYFeQdvvqOO2A/uZxC9IppWA2o9kCjCoU3fxr1ruiLm\nUEoWqHeBZofROKgKpA2BcjwttwNS4lItqkeCeRvoVrDaIJUFR5lrlrw6qTlIAF4TWlXw6xC1aLgu\nOs/g/AiKjKVopzvzDNeFl0aaYxpkXUWStSLKhIRtmT2ZUrJETgqQt7YjTqusMb9Op6jjlU08LGWC\n5WUBISpiK/GtcrrVSdrbh2M0z5bo0zTHYdXQn2Ef+TM8kcr1eTpqXsf3M1vhiMmKsf2sm36C7sHK\nBD2nsi0wvQiFeV5nvEBv7iFs+lzZunm9GWYkWJxgZf04a4uP0JX5Qcl6ysJ9/FFE5B+yv0OXdisn\nUnY4PsIO5RTbcl9E0UvfqN38yCMYop3dCz3gXItwIsF1e79J5/g9JWsCKIVpbjv9fdbZXHw9fQWf\nS10N817WHRpg/Z5v0D1dnn5f9Dv8djjA57TbeagggeNato7MsmX2Ufqm/rws7ZbCXj48eA+fyb8D\nxI1st2a4Y+QvCGS+W5ZulSqvFuv8b+Z47PuXRXva+DiS9Uv8hmuU8O5F7l/3yxEGj2nrUTNRutwZ\ntiVm+K67cmVJXcG7KPYpCKe/RDa7/A3iudAF8AHN0Sj3+v4AS9udbHvms2UZQwBWU8BpXYqZFl1w\nNguCHwplJrM0SHamyGGKUHTAogx2J2g2sKXKjwnm5DDuAhRMcJhgF2FrEbJCAW8ZMVhBNikWFFpT\nT3NLSsc0oGCY5JwF5moi2IdD2JeZGTNrgTQBckIQ0hK92tdYYaq4bCBnwCeDNaBzNqnTmyzNSTwW\nEMi7OhBiQa5PfI9W3aQ3ey/a7L00GgqV2p5GjSB/XbgRxn1seegoW8MP0jtR/j4AYDZ3HSQtMDLE\niqGj3PDsE/j05fW/OR9Z/QrM4Qzi3F7e6XqSHrG8+7eijfPG43/ID5N/xZHC7RwpymzUJtnoeIBe\n9YtlaXfv/ybvOmLlPxN3EhRuoPtAmA2HHqZn4Wtl6QIoyRP86an/n/sKJpMZJ495bmLTiyfZ9Pw3\n6Y2XdkD3Y+xCjnWTX+T3NYnPpFt5QP4ALNr58GOfYWX8L8pee6t6CDO2h68YzeDp5KMH/obV2X8t\nW/fV4JfjrvgLoD10FycKW7Brn6io7q3dLh4z3o05kuQDO49z9PFByu4q9jLubGvh1OJvUVf4M56r\njMcCQHeDhdOpO0j357nxbV5OPV66W/uztCm/jtvj457H9iBUyBgCyABqSETMmwiHnqbt8BcqouuK\nm8w6ragK6K4ik6ZEMunER7p00ahAPihzMqgzpUKv3USzCAyqEuv8doiU1ywtUYQmGeYskNJgTgZF\nhKhs0nrxl5+XnCjhyy9ydR56dRgtwiAgWCCgGMT8AvXR5QVWNsGKLZUgm83h1BfZFNKwpiAcBaMA\nzS6wWk3O+nV6w6UFbQumFz3u42ruZUsOJgogieBSISGbeLXyXdtZfS0/eOsm1k8fYtehL+LTT5at\nCVAwejmbWc3bld2gR+hMVsZsyhureHTxswQsj0EuzBqlwJ2x36qItqJ/nz+yzHEgu5rrmWZb8QEU\nrbzMKQAl9SS3GmfoVO+ChJfe4/+EIp6uwIpBMUdpzn6WXelpvFYXdZHv0JB4rCLaAG18h3dr08SE\nVloNlb7I5yum3W4+xyflImnzRVZGlte7qEqVXzQzD7ahb78OSd5dMc0NDiszDf+H498u0LblTYyI\n9/H8itJO4c+FLW+wyv+7jCYH6co9youeyoXXK4M29qVej6yCzf9dvmtUZmoPgNt4J8OPKiR79zAg\nVsYYAjAMSNYL7JUlsgWRN7xwI17b8vuk/CyutIDD4eCHhk5vTYGUCwYSEl7NRa219DipcdTNSGOO\nH7gtBKMqfgcsSiIjsQZWBkRaIuXFplJBwKuYTBfBrsGMZak0bljK0UDpWZ0ZWcdmFrhd1qnTIKzC\nqAqGFTy6yqwvT2d8eceLTkPAZhZQIzEsBYn1bSrOFCSjYKTBYgdTgbRTJZKxENBLiMOcdpAtrDDm\n2WAzySRhrAg9CsxaVALF8j8/eaOeF+vWYHlDHx/+2t/RfPhw2ZoAed1JrNhNVld4t+uzdOkHln5Q\nge1LXr+bT519N+vtj0NhnjfZxLKNoR+j8CI32/+Jx+Ob2Eiet1v+o6xsu5fTU7yHj0lRnlhs463K\nn1VG9CUUjrNJfYxJvY0/5tP45yq3/7QLEVzGUd4oRGiTc7wv/46lnhMVYoe+l5UWB1fyfqhABuKr\nRdUcOg8D8T0E7ryGbPmT7X5CQAOrNYg2+E3W37qRv36gssYQwH3jk/T2fZ3n+iunaVVNdtWFGDrz\nBTZ89E947J6/rZj2W7d0srvpCvof6seuvVgxXYDBNz/I80/qxKfCrBT+v4rpynl4uu5afEUbkglp\nU8Rpm6dYOIi1jN5G3ryLM+0NFKzDzM7oJNy99OdaUF1D3BYpbyNtTUvUezXMNKSKYFhAsILFVt5X\ngC+vUpfJELBDIrWUrRU0oJiCggSiffnZd7Zojk3KIk+E0lzVeAZZAC0PtRkIqjBtgsMJK+CSxmKe\ni45chsO2JtrrdMITYClAwIBJEZqWMVHhZ8kjMtX3BxwLb+BYXCdw5TRdz0bLNoYKyk6mzV18Z74P\nDBuvtz5Dp6NyJxCztvfxleJHwGKyRm/iYw3fhXLMzpeRNx1MC9fzjfz7IB9mrawwXVxHl/KhsrVn\nlZ3sF97MyXiINTYnTpufLvUPy1+zspop+U6+nrkL1BHWy0lcej3I5ZtDOesmTmq38Q1jF6gLbJVj\ntAp7L/7CS+SM/SN8JnEXFAt82PbliulWqfJqEd4qIPikSn0FUZc32WL6eHD6CMGt3RieYXYnX4QK\nTu0rKCJHcp8DC7xoqVxovS6lsdFu40TyYRqvuJbB/jMV075zUyd7MlsYd2rU5PZXTLeAj0Obvk50\ndx390ScwXAKT3g/gzVempMIv+HhCaOWsapBVAyzmnBy376enjF2dLyGTDnaRdk+jhawMRVRS9i5m\nih08nTnGeyLlrVnJeHG647hVmM6CRQHNCm6Lcymlu0TsusjViRSiC1KWpfYGIR0scYgIYAQ0WKbn\nZ0sb/NbsLP/S0sgKYRKLBQp5oAibCjCtQ1gH3QJpWS/JHOqJ5tGkdlymRER5FksUunQw02ANlNck\nNBZYz4tGLw8Zv4HYM8sW92GatfKNobx9KwPGVdwX2Qkpgd/yfZ4G+4GydX+iL6ziAfF9UKMQEjv5\n05Z7UKTKGFoAZy0f4Ku5O9lomSZkcfGdyBt5e+CWi7/wIuSlVh5w/j5Hp9u5yb3Ibv6d6/j9CqwY\nzvp/jS9nfh1yfm6xfJ/H0u/hHb7KmENn/B/iM4k7Qa9hu7GbOWy0m/uwC5XZQL8gf4K9bAAxwwZz\nCLtQmYy1V4OqOXQeJMsC2YdK6/twPiIy3H96DIkxPM8fqqj2yznbP1hRvaJF4AtHl2pzJ+75nYrp\nBlQIDM2zeOiDlfbIyNx5NwFpjPbMv/DELR/HeSgG5R9aAaDaLRhWlfHCasxCHaJ9gmxwnmJOwqqX\nfnSQttg5mu3Em9xEOOVFV13I3mGmMShgYqP0QLZBl3lKsbNNTiGlQZYFjhoe2kQL5UTgtozBBiVF\nvwWCCtgy0GqCqcKRKNRYln+TtxVMNs4t4jKO0E8Mp7JkyG3Ul8rusnkYMWBEhlLbusVqP4pdfgen\nJ16gwXweuwSGDFFZoK3E+HKkdwX3r72drPc2ilPdcDrF2/7iUzRkS28MXbAGmAldxfdr3kxRXbuU\nSz+ZJSQtv5fOuchLPg5t/hjPON6EMGkHuQiRRhRxd0X04/7t/HvXexHMnQhTbt44/gi18iG+qPwJ\nd9Z7WD/1rrL0v3nrv6Lm27l2z/0844DTa9/M6xMF1h3+ZOlr3nQ7/7bhg5iL18CRBO8pfpavu9/L\nsdqbeY+WpXvmr0rWjrbezP/b/dsQvgbGZtmq7eagcjsH/Sv4UKGVvvSnStYGeHTDf/LDwh0wYkJx\nkf3238MleGjJfKks3SpVXlWsn0askDEEMK8IfJkFyD9Gvfco9fkIlcnjvPwcd8sczxWQbS+y0F+5\nA7RAAiwvThEV/g9+TanobmBm12/SkJtni/uN0PHfDC4+QW30nvLr419iwWElnmlmPtcLBRFL7SCD\nFj/5VAyljBisaPdwIrsZW8RDpiCBKiO5x+h3W8nJOexa6aZFve7mWZ+F5rlFnDYBwQ4nra28IVHe\nhberIjsXYb9NwIaJ11waaOI0YCoOgdTyo2vTgLbZDH9oG+BePUZGWorpVmSXeoOqKgyZMGuFdr20\nuHSu9zdQXZ9gdvx56vUvIBpQK8NZATamSrsmea/CCzfcwO41b6IwsxlhIMQ79j3I1r2fLUnvJ7o2\nDwf7Xscz3tsgvg1h3II5NILfVjlDdajxnXyz7rcxwt3gVPFGnquYMZS3NvJgz4c4brsZYaKWHmGS\nOuEJHvf/NaHGB7hh6I6StUdWX8njrXcTdt/IW549BuGTfH/r7xIJfYO7fvju0tfsrmXvHR/lycA7\nEAYcfPixT9NvBjnStxmMr/COod8oWRtg/42f5Gs174UjjXxy8G94Ul7LgeAqsNfzvvm3laUN8NBV\n/80Pkjeyo/+r7HVeB7b3c/fiMHZjrGztV4OqOfQLYm/08o7k/mUgYoHPxzOXRdt537dw8i00UWR7\n/B5c2UnKKOt+BZacylpnlGOuRYpGFrFRRR7NYVX1coYe0BBNY28pkMoISDIYNXGcLo1Ni+UZQwDe\nLKwoCnzb1omlVsQiaPQWNVYNh0vOvvkxtRGBeVNiWNYpSmC3gEOGAQ+8cba0C6LkNNaOT9Irwck2\nyGkwboJdgFkBpmRoKHEk98xdf8iTG97D+r3HufrIPiZqBCJe8GkCGzPL1yzIAifu3sH4bTdjC74O\nY6gO0aFx65lvlWUMjbb18sAVbyHffA1ifh3ClBvRUkRPvYA//3TJuj8m0dDFd+78IKJtG+60jRxe\nVCVN58B8RYzU0ZVX8vSWd1Pr3Ex80UteF3AlBvHnj7C27iD3XXkLtXN/ScOzf7ls7QIiA2/Yhf96\nKwvDCdYefhQcdRzt3cqR7uuQ1n2I1f+5/FPq+fWruPcDv06dbSVzAwXec+RLBC2nkFqKGJsdfN37\nLt5zJkr3nuUHm9FVV/F37/9jhMhmtjx/jNuyf8Gwp5MX6xyINQ0ccuq4xs/QPFnaRLGcdw0/7G5m\n+9hx8NrYL7jY31oP8ru54/QpAonKZSdVqfLLSjgxT+WKsn55iXjhf1jqHSnIFayjADqefKmUVYTQ\nmtOsnchQO1a5ZtoutYBcZ6AXYph2B9htGAsqdl0vK56pF3JIAY1cQUDMGRBQkXwKNyzIZRlDAM1p\nhc15C9OhAPfbZVYLKjvGUvjj5QemSlGkby7Ice8iM1mwWcEtAIoDf7i0ptEOA1aOzPP/SCbPWUVm\nCwZJYEaAMDBtQMIGgfTys4Yim6/kX27/CIxM8sGzD5KNKIyEVIppkRW6RE1++ZrxWhtPfeRGsutv\npjPRxJlWL5aFI6w1yxvQMbqyi0dvfxuqfRf+qSDpRYmCWuTO1P0lNXA+F3tvejvHO2/GZm9BPGqS\nrClSlztTemr8y5gJdrD75juJ161CTDWDS6Mu/hRN2r2837uWr25/HRvjO/GH95SkP3H3RmpaepgL\na3Q89I+YsoO6jSnmb+xiX8P7ueLzXy1J9+hbruXszk04o3m2H9hNk/APDNg/jL1H5UzfTnYf+jjX\nPfNPJWlP9lzBf7/59ZhjEh/e94+08PcIoX9D7lM47F/PyuQ/s33vx0rSBoj03ckPulfw0ee+xH5/\nDqHdx377Fuprf5fbTny8ZN1Xk6o5VOVXGtkwqOs/WDFj6MeEBoeo3ywjW4BICt/cdFklZQDWWIFb\nJk6wZ3WeguRAyWfJxGP0Di6UvV7ThNbJIh8UZlhwg08XsGbMStx7AKiLSjj9IrP1OtYk2A2BN86W\n38TRpsPaaYlnG3SGDOgsACK0eqFvscQLbk3x3v1/R/cjS034uufLmNZmg7E3N9P0ugDWeguB4ARn\n3SYLY9P0LZSerVFA4PBH3kWNcwum3kZxMke83oqeDPP6qaexFcprephe38Pe226i1SKz2G2luGAn\naCSZcxYITR9edhr6z3Lk1u0kNm+j1u9iLuhFmLSAOkbTmSdROMpt6X8HNclCjUzDMrXzBsTfv4L2\nN9QzE1qkdmI3voXvsK7nNkbqXqT+6lqS21YQG+zE//zyml3P/8m1rOkuMDM8wqqBA3RP/Q15fLiD\npyi01xLodPFE305qEy/gOba8U/xse4gNnjyb999L357fBGDY34NtjQ3JJzDkaUHqej1vevgoyuLy\nTUV74iSf++6NAEy6Xs/+tR/DsqKP/a5OxNBbeM/9VXOoSpUqry4bD34FW678qVAvpzmfoV4+RTRg\nYMY0tFyMN8Snyo5ntsYzPFszQt5vIgki1mIULR5my3j5h5imCT2jEr2CzpUuFVtKBJxl6/6YuqyN\na/RGBkJp/GkJuy4TCtvK1rXrAteM2/laQ4bDJqxNggtQHXCjYMNuLj9+yqxu567w/Vzx6JcJhEcJ\nINMyX/p2NNFtsHBngF2bs8w3TXMmGcA1fIzXHft7FL10K/jIjlbmb97BOpudiCfMjKMWNWBiZhZp\nG9oDFfA7D795F/M3rMNV2wEjSYwOkbw6To3xIGWeCRO3Ozn73o34t3eiy/VEUiJy+hhN2r0A9M5+\nlD86erhkY0jdqtCzyk2d4yTNLz6DL3OEvKMVp/kwHc5u3G8KkBpowv309LJ0Y1eE8LyjgTZ9mO0P\nP8TG/Z8BoNl6hFDzaXzNNYTrehhz3kT7wz9a9rqDfoXfPvQI7d/5L+yZsaUHG+eQrpEJFvM8KXTS\nqL2elgOlla8F+u/jy/33AfBvV36OYBuIDpEnVm5jjeMttO5/7Q8HqZpDVaqUQE0mz459x4n6rZjZ\nPHVlTsr4MbWTMXaKR4m4nbitOr6xFO5YBbPMTKhNvvSHCuOKCfTEKv+VYi3A1RMSCauJ3YCQLsBi\n6XqN3ypvMsOPyZvgvEvmdTeZ6N0pplsWOJrx4nj6OO98+HGUQmmLLAADd3bQ6ZfJecPETC/DoW5s\nZ+bJLE7Rqpa3yU+5rQzf2EjLtQHCbZ207g0zXaegRUESIvjNY2Xpn9xSh2dXEGVTEM1XQ+vxacKr\nBO58/jGUwlEAlMQTvPm+J0rS9+ySCLU7QLXSre6m7sHvLGmm+uk48W06rl5JV2MS2we9pJYxRVW7\nu4mehjip0/vZ8d+DdDz8yJIucXrl08w2ddDaYMVt1xj/9Y2s+Nt+rAuXvmlofvg+3vXwfa980DmH\ntWEAS1cvPnuSpOrigeBbeOu//MOlL/wcOHxAWxLbyhxBRWe4eRUH+DW23f9fZelWqVKlynKotDEE\nYMurXDs5wwtmDkMy6TIjtGk6ZaVuAzVTOn9eiPBCV5JnFCtrLTluGVaxlzdg7RWYJi8ZQ5VHKYis\nn/JUXrco8t5FJ2GrTlY2CWkCG1Olj7Fv/fq3yhqE8nIKNToNry9w0y2zDNT2IYuzzBZ0dj0+wOaJ\n8voBhW6tobUzz3hQpCZmMNZsYh6Z5IbF7+FTj5e99rM7aqnZGcDaCJncEIvBOhIRlauOPYkilHdC\nl5AEFj6wjr5r65hyCDRkTpAU4lx14uuveJ7/VGkxgSaYuOtcrPE/zYG5Blr2vBTbZSfYtvt/ULZs\n5Lr18yTeIpNcZqK7TzXQn9pH07334h396QTekDGGW38Wec2t9CRi6G4fmQEXzuHl1SDbD+xm5YHd\nr3isvjaHbUUKryeLP6VyuG5DyebQy3E7J3HXj2E21BCS8zzXdhXvrJpDVar86iIXDWrnK5uObVWh\neahI80vp3lWWsBlQm69c89BK4NhksL6jQG9HhklPDFIDjJ+ZY92pKJ0n9pWsK/1uiPZ2H6nGJHEv\nFDNFnJZRsgPzXDP1BN506dpFCxTe4GT7NX4iUoqemf0c2riJladPM+G3sfHkQZRE6f3Qoj0WNry7\nFbHbwZQODekjnG1YQdPgEO0nSiuXejmqDTosHlrFJLp7P0MPOnAPLGVR2eZGWH0qjXMqQa8d2lon\n2L8LwpfYA9C4bxZ5z4NcNf3zTm9AHcJZewqno4F21wSBDTmibwgS+nKZJ8ruAq7ADDX1QajPUZfN\nk6lxkti1Fu+TJ5YtVzTBKgC2BegtUFyRpi0xS7FeY1ZuJza3Ev+ByjW0rVKlSpVfBF15jbaRRUzT\nxGIKlGsMwZJxY1nQuS6ic52Rx3zpsSqgZEWas5fH1CoVzTTIB7Nc5ZexLVhIOYeIzU/iO6iw/hvL\nv3++nMIulY1bJWacHlZYopyVFYJzOXz7n2Pr2fJjmVStyI53eonIWeTAWfZpIWrnhymySNvgA2Xr\nt77dhg8ddSFP96pnOFVYQeOZk/QNPlq2NsC8qnJjPkx8UkT9ozN4Z38aN/XOjPB/2XvPMMnO+sz7\nd86pnKu7UqfpNDM9OUuakUYBJSQQEhkhbHiNveg1xl683sVge/Huvut1wOu119k4YMCAbUCABAgF\nlCZrQvfEzjlUdeVcdeL7oSWQsJC6wojg+l1Xf5nuufs5Vafr/J/7+QfH+AohOthkzHJmk0F2Yv33\njnAmSeDMv+0Aby/FcNpn6S+dYUtkErcrTfFGCerv3vB95El8A0t0KAWcnSX0HhPRm7YTefZSQ7J2\nc4y24CzJg20E4kkUWWfpbTfQ9VANJ5c/AlrmUIsWLVrUSFYz2CcYHChDbkLEq1zCWI7iOmdl8K/n\n6tbV3yIS7NII76oyMaDgSSyRc1dxTQh4Thxh/6nPN7TuYj+8/Q6BhWqWjvA4Y/oOek1zKEGZ+FKR\nDc9/tW7tig777/SQWDLwhAXcQxeo6k4SFZm+Y+fwLjV+0lYsGgyVMkQWZJYtXsJ/9PK2hLiwgwAA\nIABJREFUsu3jq4iPypTmfXi9KQZMBol15mZbyjq8gjEE0D81wnyun25HgU3tk/RYl4lvlWn0QNnj\nL+LrTuLfHMXwqwQqOULlMos3hPDWONhiRYFlxSAigZiJERDmGQi4sXRWiKTiiB4LS9dEWuZQixYt\nfiow6dBw7c0roDdhJHmLq09BUblWBHFYRS3kWb4oMDNhZejrWRq5L/JOmYF2ge6Cgt0zS7JiY7Ui\nM/j8MTpWprHJuYbXbt0usSGbYcOuKS4sBxhwXGFR0ek7cQpfvv4YEiBtNvBEvVy7MU7RPoxmtpAs\nlzh4dAyb3JxO/512A3+iwj/+xxy96ZcfkpszVZS/r3JuS5ZbXBrlhcZbTADYdJneU+fxelQ2HSwh\npktUQjLR1/6vr0m/Msfqwmm2dZeQfRGc8jIrOzxE6qu4+x5uWxKvZQYX3YS3JvGXolzeaKOrCWu+\nmrTMoRYtWrSokYJu0KvC8hiUynGGT7i5fCZLx3D9U8RmN+jsbTczGDEh6iaM6hTnLSUihTzSqWk6\nVuew0ljUum27gTUmM7B1gkyhH2tCJRSZIJWR6Tg6iXdlsm5taauBKW7mmv1pNP0CqXIbRbMZfyxO\n+KkjDa37RUI2KCU1hAsa50de2chRHs2wPJbjnBeytbUc+qH4C3kWjw7j7OtgUExiyRi4DJnKbsg2\nUIUXmpvFbY3ilK1sF5PIbjdueZW4wyDbbsGbXF8GYbRi0O6CfV6wqZBKzPK7R7/Eo3c/gO7wEXEt\n4y2skt7YeuS3aNGiRYuffCo6JIugjYOyajCRrDA4WqURY0gxNGzeCocjLpLpPCZPHFFoo30yiTGV\nZMNw49OgrQ6dHrlCxCQjJ4v4VzIkMzF85gqho42VwgHIZp0DrhjetJf5STtLKwvEHl1iw7OLDWu/\nSCUFC2cEeqUfUj2xCkpC5zFNwCQ0z8Ddu7RCdsqGruTo9dtJzEgsuMDcoOcVXI3hu/A8vi4r7lIe\nRzFBPqJQiDhwRUt16x4yR6lYLPhsPhyU8XjKsEEj02XFt1RtbNFXkVak2KJFixY1YpPgaAx6i5Cf\nEphLl+iI1Z9/nrEbbOyG/W0SlnyV5ZE0D33yLNJ9EYyuAJ6YQM+pyw2t2R4wCGcgoFQoJDSyJZF+\n0yUWowKFap7BsdG6tRUD2gsCW5QE/nKJmdlu2qyznDtlxnoxjyuabWjtL1Iqw4UzMGevEBVeOSiR\nclAZ0bkAmJp0qmwty2w+NoFTUyhXk/S0WdHGBBTFoJZANC+DTQS7CKoI9rlF/MuT9IYMBsJL5Fa7\naVOStLsV5vvdeJP/NrX6B6ka0OsBbxB8PdBbBoomhuOn6GUnYr6XYGgBryWF5iiR63Pimb06UyJb\ntGjRokWL14OQ1cTpaRWbZMIhSISaYEIUVZnbwwZCvEDy7CLGqoF7MI90UmDgkeY0F7UpOlsFEems\nii0I5vwkDsWF+MgZrA2mrZUUg+ssICU1tLSBEpnl0rCdDRPNM4YARIeF068xMVjSBRCakzX0Pc3F\nEp6xeaITdm64YQrHipXhvA5CYyWP9lQaaWyUwFY/O3bOUE75UO05Rto1XHWkJi1WdSwCCNkVNoSd\nBOURPEkTUqVMxFcme50Fvtoyh1q0aNHipwa3IDK9ZLAqglcU8DTY4Dtr0rnBLpCdLFP6dhFrKcVb\nPVD5WpSoESUvQc4j4jHVH/x0VMFdFCiPOvGWy+TkLLPFFA6vha4zlyiP1d8/q6zARgy0soJxRsMc\nzHHklEJ1pYLr1GsbHOvFZBZImwXS6/nZOvRlHSQDpFeIZ+xzORzhRZYnzVy7axmmzFDDpcUUMCoQ\n8UMPsArEDYOec+dpa6vi8CfZ5pqnPG2loqepdgmwjvZPeadBrx+6QqwFmjYoxJxsCOXxFuO0WVTa\nk0lE2WCPN8PlnbaWOdSiRYsWLX6iEQWRfrOjqZp2VGLLArmLBifmE4wVwXzIzNCSFSyNGx1VDZaj\nYAlacFdKzC1oFCoq8cujdFTUhvU1IFOE4klQfApHTkN7uXkx2ItYX8MYuppoZ3OkPAUyaYFUvkqg\nIJJ312YOVXRQdXC9ECjaCiqh0VlCcylEr4nu+AriaolkWKZaQ9uhsg5zeY2hiEGuCEOLS8QvmbHm\nBPqDRWRVQlst0t5TpDkFfleHljnUokWLFjViEaCrAaPmpVQtApZNIufcBtt1HU8bCDY40A/xaTAL\nMCeDtcHfd2EOhiwSLq2EXTaRzi9hF/wU82OUn2usAbqsw1IFvOdB8cLsXJpCVsA59+P8+Hs5RRVO\nJwwOeKHTLZD9gTjNXAVjJEXcZKaQ1ckmq1jnobTOacGyDm+OQK8FVB9ookTU0PCMxkk5DPq7ZaS0\nQGjVj5RKYHLlGDGDW3l13YIAfVug3WbC0ymg9igkJuz0bcnjfuwinTe0ETZrZGNuDEVlT59M/cN9\nW7Ro0aJFi58+MqKOcxuELAaY4Z6CwF2qwcyIwllZwd3nbc4vUgWOjVYw0uAzG6hClI6K3hRplyRw\neVmgBORyJTyOH69BLuulqhmYBJDEf7t+qyBAVmcsKzJd0hCcUk054lUdMnmDbgcEZFgwC5gF2Dmn\nc+65DG81LORzItJihUzUwF6DukXXGQwadPTDoTRM2hSeWU5jrdixk2TAqlNMwOlFvQkt9K8e/27N\nIZsCzmrz/2jyHZama76IWGi7atq59quzXQg2o1PYD6P+9i6vSTDVnA/qlyJcxQlktX001kauyScz\nL5IPXb0xIJFC898/gHKbgblsUJYNdhQFsjIohoCrztc/0yUyeYfIz7xZQJ/X8GQNtnSvZZgoJ2G1\nHTQZbEkBW52TTbNtIlUdEuisLqqkdFCSClXRzKnVCbryAmKdj6mStPY6e2yQn4OoBJf1IgmvhGpo\nqA0ctCna1bmnXeorX2uqqHOXYLDRL6C1GUR0gQtLL78AOQ2yofNoTEATDAqChP6SdRZsPzwl/K4u\nA6MdTBvAI0uEHSb8To2Hj1bJT0YxT0ooTjvm2Bz21QqlhIHJKVB4IaErWHnlv5esHeRuGzmnlYK7\nnUjbIup2iXigF6eiIF6uEIis4sp4EZJlFnJlVJuBVQWx8YPKFi1qxpmqfwz2q7HgvnoxknJu91XT\nTm47c1V0d4xdFVkA/OtJ36yTodmrdahw9Q4rZK5e7H/JNHRVdKc2Xb2yls519surlbJdw21WOFKs\nsL8s0lGArG4Cw4TfqO9zpew0GNmvsP1aFW9p7UDG0ybgKcIVEQwFIjkzoXj9cWUivHZ/mICST2VJ\nMLBlBBKmxrfhmvXl72N7t0ietYL3Rt9hVbk6n9XGq0y+Kyoa0ViBrRGRFcNCu/nfnsAJwDiADdBf\n+HqBvOvVS/OmMjp3W6DbDVgAj8jlLJgNMF8xmLbKCJIdb8JgJQpB1/fX6uPVg6aCEwb8sL0T2A5C\nQWf8SJK+bQK2sow5mKY9Y2J1WiNk/X5MZ5SB1zgIfD35d2sOtWjRosV6UcIChTadXovOkAkiGVBm\nDc4LEFXAVYeRkdnl5uIb3bzlbp1iXKQjoLN3ywpqzqC4Cj6PgeaDQBoyRu36ZY+BYIKA2cCRNKhU\n4RkzhNLgyQosqwW61lmjLwkgpjXyGshOEY/t5f9PlWDUKjAtgccMGD95414O2aGjC1wbRQbMGlOa\nxJV2E+r5lwcDFgHSL9bR12B+pUIwuBEcvWCxglv0UWzP0GVVKT6sce67KrsHDWYyJhxRmFsGbR3B\ngqNXYMnvINxtwbC7SPm2oQZVknYPVUNFv5DCLCdxl5JIUTvHplSsLVOoRYsWLVr8BJHq18BV4EAA\nrkuDGNOpTsNxRcYim6inun9hUCTx8/DG7Sq2VegxICJKZOdE9AkVwweuPLQXmmf+eexrW++rc4T5\nk0+2IrPLAdt9BgMOmeWCiVypeb2LbgyCxw6dG0REj0TaEGgrKOQviFjzAvljOiZbiXRZoFoG7OvX\ntvTCQEjEEzGhb1LpsYu8a7PGuW8luVuFbMmgFFew1HnY+3rRModatGjR4lUQ325BEgXu9gocdhRJ\nLYAoQTUKggoupXbjZvmWDVy4q5M9ewxSMnT7wSTE0DwCusPAnoFJTUTEoCqDqQbzSb3HwHDCPW4R\nz7xObMUgCuyywkwBig6JigHrrVLT2uHOgI5tSWDOMDgT1dc6cv8AAdu6l9gwlbKBUzXQaqwzfzXi\nbbBtADw9BqV+C/aqA3/UztJYEku18TBuJQBbNorofU70rhLjVwbxb7+MnPfhL8wxdgZ8aRmLGapR\ng5UkBNbhsW1yCkyJJlwbnEghC/FyBK1iUI3YSKgGPqowpTOtGPjjBa4swo6Gr6ZFixYtWrS4+igB\ngdltBnu7Nd7UA0IaSvPgLELGBhjgrdZuHizsdzH8rjZuukYnm9Hxd6hEXDOUkhK2ikHeY2CXwZox\nY6uj4XEZHbvdIKxrCHmduLuxLJyKrGOWBKQfYb+f14NDTvD6wb/LzDanyr8umVAndUzlJrVy8IGp\nH4RrBAxRIiiZcKBy9AJYRShoEtEVHbtFwFbjr1wWJZSdTmbdYdyBMp7BMiazzqQnz5ULGiEXLAmQ\njIOvKVdzdWiZQy1atGjxCmTNIuqHgnT7rdziF+iQ0xjVEu4saKtQcgpYKzpqjVk9qT29fOdN+xjY\nbqfqURGcJorlFUSPQgoRLSYQXw6xSJYCCitpbV0HF8pWO8U32dnQW+CmPjP6eQ1JUxgSNax+DSkP\n0YsQLev4nesLdOIhgXvvkAjmDCJenaqi0luEpZqu+NURSwYbTDCjCQjrPKEZEHUOeuEbFgO10pyA\nYa4ikOqCQJeIsUVCSNkw/BHUqoDlm6sN6y/oAtnOdlZtnXS5l0n2+CiHNpENWVH2yfhPr7ByzsDk\nkFELAlnZILCOik4hY7Dql5hrc+PrMrOU76aQMGNyFYiG2sibU1wzYlD0QTIL8o/5iVWLFi1atGgB\nsHKbC/Gwj31mgT22JA7K6AY4ogKqycSSWSVYMmMyajNvLt+zmeO3h9mzRyeLDU+oguC8guyyIMhQ\nXrAyogqIqky+VFvWkPg+FVGFayQN75JMchzUJMRWVOR2KzZLbWut6gZbLTLWqMaMRSDpsuKsUeO1\n0LQ1Q8CowWMryhpD6QorQRua2LzMnkuSyN2bwdano4WtOOxeopKMe7j+kfIvJd4OO3YKWLZBKQD5\n5QHS5mUqm6vYxkvoIoR8a6+vu0btstPETNBJcLPEKoPk7CqJnioHmeIbM2n2OdZ6HnlluIqVqA3T\nModatGjR4gfIDYQ5f0uQG28OMWCWUfJp5EKBVNRMuuLEEFQmPCUKKQGhhqSSVGcnf/P2O+nc04mx\nQUe2GSSLK/jaKqQ0C1OXdmBaceLxzBNDIhov076OzKR0r4/ob+1h32CGnaFFiivg7dWQk+3otnm0\nArSdA5MbvOvMQir3Weh/0E+oP4N+pgMlMk9oyoTo0SG3/mv+YVR12HtQ4HDKxFJGwTNpcN7+2msz\nGQZeL0S2wi3bRB7/poHQBMPDKsG43Ya9zUdnRKO0TUKY60J3SNAEc6isuJhyBVB9ARaFPir9Boni\nBiZcfgJSipCwQs4QSGXBLcHgOhtJipcNUmdFLu/uIpB2UnYIRG1B9FwHM4qZohKgcxK8EpTMEGgN\nKmvRosVPAWUJEi7oyf6oV9LianBkXwTXG3vZFrTg0jOoapZSVSSabcOQbSTEOItuEWumtl32xd0d\nfOX2/WweEtC7PJSLFTTHFVRJ5eR4GH3Uha9QYlnQqC6ZcMrrM2KMtwQoH9IJ+ktca7egTZUJmnLY\nJBVbBvQLBuczVQitv07J8Bp0dSsc9miYnSJWdJ6N6dDEdsaKYNCe1wmaYUYV0b3rbDdg6BzYrLPc\nW+XU+eb1JtUFE9EugVCPDXm3iGL0kLbncQ/PNkU/Ywiw08lZ0yCe7jgj+e1UNQvlzVls49MNaUdE\nuGz2MDjoJVfsJyrpyF4Z0wEL+y8cYyoDXjNEaihV+1HQModatGjR4iVk9+zmyTu3cOPNEu6wTi6d\nRiwIWKQcC1qItsgKF5Myl8sigzVMCC2LEp+67R2ENm/DLFeotHvIZKOEqjkqZhcXZ/fgN+u0dU0w\nfkEkOlsiGH3th/TS4b2c/c83MbBJouycYa5qJiAJpCuwc8d5KmnoHpEYFTXMgoC4zpTkxX29bDng\nphxyU8zbWJ4MU4xXiQpp6iru/wHM74ywZZeM9YJKz2yOqRKwjoMhVRCo+gSKYQ+uA25c5gLFz+Qb\nXo+zJDCRsGFqj7Cg+3H6i4zGB4lbLXR2x/AsrjSkH46pHE8FCG8Kk7cNYVtJsWK1E410YO9dhVNX\nsIrQsc7pZy+le1zmUjHAcmEjYtpNGhultJ9iSWewEmMlB8s6uMU1k6iWXkktWrRo8eNESYK4Cb5p\nhYwF+n1wbRkGr15/5RavM0/t3kbxgSHC+8LIuSjVUoWy7GI4th27GTKuWeZsAuY5O/bK+h9oiVA7\nf/OetxPeHkHeZCWmydg8FxGKKiPJbegpNxsCs5xeLpBfkglX1lcKNvGOfRR+oYc9nQk67QliF0vY\nvX56hnJYOqDvNMwHwF8xU6nhdSjtlDj4bh3xih9rW4qeyxL2Jmb/Sv0iN4bM7Fkts5CA7ArrnmZq\nEiGyz0ws5KVjS4mVf2lOYGFFYMzkQLR00BtSqGx3oPcGyD6ewBtvvKm8tGji8UQn7i09mMsDrPQF\nUBMmpjuqXENj5pArpjOcEHBqIQrtVuby/SRMJrxhGxuEYwx5Gl7+60LLHGrRogFS7aDnINDELvOq\nGUw/Rl3r/z2RdUb40q13sHObi5y9SFzPkS+2Ye+6zPJ8D6GBaY6fqLKwBD0LtfWhee6uT2Dq3oQt\nI5Dp8mDkFbov5UgOhVkq9jE4FEVKj3PlrExyqUTP5GsbMKlr7uZLv3Y/oX4zSV+a+GoFV0iguKqz\nsW+SmQU7ueVuypkYOaOIYdLXNREh6wqReuMdzJjLFEo5rKKAOzLP/NRllGxtxpBsE7H8wJjWuffs\n5o77qhTMTqJqDt0tMjeTWZc5BJAIiYx2Ouja4SVb6KcSHsMVe7lTp26zYbpcSxgGnimF02k3nds7\nkExuMn0hlqdsdIgzQGPmkDRXIX2+Qm6rD1myIluGyJcsTKlBAmqwIe222SzpJ3PEb4sguPuwxHMs\n6BEsi3n2FM1s+TFOX27RokWLWnjOB8ESdJfBUgDdCpN2EBQYaKA93IgVRhyQEtaykTbqsMmAqzOv\ntcUP48l9tzN53x66d1rImlRC2TSK18aovonB7Ussl2eZGIHgcTP+yvozaEoCfOKOB2jzbUUqK6RM\n7fiz5zGX4Qw7CHh02oxRhk9XySdkNi+szxgafeABjn3kAL3eMvHyCG63iIyHW3YcQS5rWI84WKrK\ndIkai+b1GygZxcD+7l0UujIUVRMVwcHMYgaz0JwNQt7tZOBtXkxON9HRONFLWdKZ9U+rkKwS0wM9\ntG0xiBrtlM6VcEw07lxZdZHUiIORg2FmjQ6SQ37iMz7ozeCNn2tY31vUmE/4WHT3kbdsxprMkJoL\nInQ2PmHPsqTQNmHm6OJ2HKZ2prWNZD0S2/NNSLd/HWmZQy1a1EHRDDYLTMjgNYFbAGuDnytVAead\nkLBDZxFMZXBbwVPb/vbVf4cIVUtzNV+KbIWqoOOu4YFdD+UDPt54fYn25SrHnzKIJhv/fVUpwKdv\nf5BAeCclS56Eo4qWLdDvP0OsomJzLnP6WAn3sMbgydrGPY22HeYx6xbcRpi0XcCZq+BbWGJ2qANr\ndpVueYWxkRnM1Sy2E2l6vvTaKUkp+yC/f/tHCcQgNSjQfb7Ians78oxBbybJKAGsJR+SbZqMBNMZ\nbd3Ns+f23MJs5xsIxKaYdkBX+0UsqQzKcJVa+k7b/kcf9t07WXjUIPCXjwCQbesjed2NLHsylFSd\nzm1nqaTylFPr142PQGxAZyiwjeTuXpRbB3B98fMAyN4gqd+4lS178wTOnGLyE+s9BwNpvkr5WJrz\nPUNUGGTZP0TeyNHnXcbLhRqu/JXpPZngiR0uzL4IufYwhUUvajaNY6WxHGN7Veb2Jy/zh8FbKA6F\n8cV6KMdLZIs+Oi5GG153ixYtWtRKRQeMV5xfUDfHu0FJg7kKW3RoE0ATwS7CKQsM1BnbnArAdxSw\nF2FAhiHghA3O2OH+HDgaHMBZkgymrDozooHFAoMIbEr95KZwioNWNu8o01lMM3rSzXK+OScQY/4D\nPL/nTsIuM0XBhHIpT6Y7RVG20udZ4NzYEqWLBpu/UnvM9+Q1v4zk24+hOkhZRLY/NoUy5Oa0bzOR\n/Ax2dZGV8Qzu81k2f2N9m/nU9vv4/K0fwG3S8aUXWDXC5FY7ONR1hKWMxPkr12PNTFO1FVkSKpTW\nOSEWYOneN+Ia3Mo5ZtBECVdwjMVsquaNe8El0fXxTSz/i4Hz/Nj3/n36bdfTd61CNC1h7sizsJRC\nq6HZtaCLDIct2Af6WBJcjG8X2TPxyPe+v3hNP9t+0Un3yjiXf7O2DZJzpsrwsIirv5N0zzbGPEHe\nkB+tSePVMH8rxvM72zE0N2JyA0oWwqefaIr20MU0j42Avv0ATGjkKiW2ZAJN0X69aJlDLX6qUXQw\nXwWf4pIXDqZgvw5l69po6jkz9DbQz2MyBEYSDhTAClw2Q9QFOxSwNhiY5B1wzmIwUIaiB5ZdYC8K\n9JYb030R2QQzETfHLB4Mm0RfOcGBpSIeublTFeTIFpI/u4O731qkM5vBd/4UheeaM5f7+c73Uu24\nDcUkMRWIECksYRq7wkzZYKmko89B12fyBNO1Zc6UCfEXoXcjiJupFiTkuIFZzjEjqwSfTmE4S4zG\n07SlFHacWsVzdn0uydktn8BIDFB1ZhDOGkSVOMXCEAOddiaDIhuNHHpuhtjFMoWzBVzF9b8XX4+8\nDcfcJhxmA49cJDEzycYzEoHJ2k6sCgQo9FzD6Hv7aF/Zxtav/QGLO9/Ggu92RpQxguo0o+MdOJ+Z\nRmD9N7lVAH1Y4eTYIJe8ezBCUbr5PDlbP49/8tfZf6uVuHKR1WOXsaw7SXqNDU9O8nR4L/nN7Sw7\n2jHG7Ria/3vfr1gC2OTaNF/ENzvLxieWeeqam9GjYbI5D9KECcdU442A2hfG+Nmnh/mT7B5i1Q4c\nMyIV0UpwerZh7RYtWrSoBU2Di/PgdUCbD9rrKJd9JUp2UKOwBZCBqgG6AX4JNDfUVLPzEi67wL4K\n98iQAmIvXEPJtva9AwuNrfvTXQoDy9BnwBXghBOOBHXuz5uwN2mowpQtx1i4iGI42aVL9C86m6L7\ng8zdez0HPqCxpbCMZ1jh8gjQeGU3aaObv+95FwGxl7TkQBvLEhcWkM7FsIkqsckKQ+cMNj9ee0A8\nZ9/BV0x7Mct9FKsqXSMp5gaCOC9ewbsyzZKURC6l2PmtOXyz67+J/mvX+/HOu8haBdTCDNO7ujmw\nMsa5yDVsUMK4Oq6Qj+qMzsvYldq23I8P3cbgcj9pzUfIM0p3yYRptvZrd+70snjoDkb2b6Xrjy/R\n/50/Z6X3jSz038c5YZWN4cucftiD89hyzdrnZ0yYB9uYbdtPdMjBHtbMoePv+TCe93WTdl2g8HwK\nqE3bqhoMPTzFt8KHqW7xkU3YyVm3AM/UvMZXwj+zQPtzVS6FQuRtEUpTKptWepqibV9a5J5vjfCn\n2p04piMohoh3qZljXK4+LXPoFbg5IHA+byJdbdX2vN60iyLtZZ3xJgUSjgRs0GCqA7TrbkLSU/D8\nxYY0cxGBvRmDQdb68qYE8FtgviRQby+WmASaBEMatAMZwNBBNkM2BKHGKlqI+QxcadhRhdgqLNlg\nuM3A6RYINN5rlwt+CVWpsE+B+VyB8Y69dAUm8Sw3nkopG4AogG7n+Js/RuCWdiY4QibxBKXvQiHW\neGAVld7CM647IeUgvqTi1LIU0zFmsdI+lmRwZZW+47N1aV+w3gLVACxJFEwCTouCvFoFt4vZ1Bwb\nU3PsTC6w6ZEzKOtMIKkY/Xw7thfhEuTyDryL06zsCGMsj7CaTRPw5rgcS9J+LIHp0fS6pp29SMbo\ngkvd6GWJ+Q1h9J44bxgpEfj6ldov/ksJjm8Mkhe2cqFjBzZHhW+Vb8d/oYPLQY02qcKuP/0iQrL2\ntDtxNsvJZ/xkOzaQPevmDuDo4b8iwxCXR0bJH/8uOx+erVnXqqvc/OR5HotupNK+DXXGB3MFKgyw\n1P9RvnjnjdzrHWPXH9xfszbAljNnmSjtZUQMYlQU9FUHbfHTdWn9IP2nv8x98Qhfc7+X4qoditPY\ni081RbtFixY/nag3Poh69gQBxxy35qsEL1X4XI+B3EAyiC7BnTrMFWDSDWL3x4nf0E7isINNj/0r\nwYefrm+tVhum9ipTmkE1AU4R8gIkzXBekdht0nGotcVhK12gAv0K2FmLwfKArIOqwZQJDtS12jVO\nhVW8BXCpawOKdhUhVoHHXQbPdGrcNd34Vizqq3LEXKGt4iHhsfE1u43bMzF2Ftoa1gaoajpWSeTk\nTR9Bvm2IoP0S5lIBfVkkGm9sRPuLPGp7H+j7WZUdOOYT2LUsOVFAnCmzdWKCwUv1b7C/47oXo9SF\nEpMQLFVSpiLtqwnyaolwvsK+eJRtD4+S966/LnHB9gHIbKJwGgKrcyz0RIjEbJz2pOlamYDUGJ5k\nEr5Uwi7Udkq9ovRRHL2GdLqMHOlAdZTwPnSSeuw++VyFuVNOFiM7ONO/jw+YlzhuuY5o4gDGpQvM\nplbZ/YX63E//V5Y4Vj3Eam8304kANxgDXNjwXs5tvpf+/BKmp88w9Je1m04AvmyBax9f5OtTuylW\n2jAW1w7pKrZbuHLtfYSlCTqf+ou6tG0SHHziKI9v3IdgtqNES7gWGi8re5H+S0d5i3aYh5X70SvQ\nlazvNfhR0TKHXoEhi5mL130Qnv2rpmtvEWC08V6uPzKu3Xs998xe4pPp5o6HEO4RovAQAAAgAElE\nQVT533iz5/i53gmsnzvF7zSh4a1NhN2iwLhoMH3Lk+R+SWTrib/E2qA5ZHgErIZBVYFYCdJWyFgE\nHJoA5frW7QrDKuBi7Y/SBpgEaFOABmroAQrBtcM0m7zWaM4FbK1CughjokCgwdc649aQ9SLeMgR0\n2GrAuZXLnAp5GWqCOTRmsuHSBKZcHyGa2U/11BhnTUV6/mwaR6zBlKoXOFm+Y82hYwFjJUnRu8r+\npdNsXBwhEp9qSPvz2k5IuTCEGEgKxVyObdIo11SXcZ1/gu5Y7Q/lhH4YFuIYmhmzKpMKSzgsaVa3\n9lIYn8EyM872sRm855NkXyM2nP61P+Tz4hvYebTCwLETuConMK5oVHMC5azKTtzs+MoX6rp20+VZ\nbv343/H4gRBzkwf4cvGDcKVMXs+wXX2OQ8Ofqkv3Re7+0kN8ty9EeiHMSeX3GVvqYOhrI+wvfYHQ\nmX+uW9e2cok7UxK6x83FzCAUVf5Q+gtwHWRHapgNT/9L/dqFK7zl9F+D4Wa4sg2jNA2+rSA29rkE\nYDfyvGHuYfq0Nv64uo2fEyfW0hBbtPgJwFo1+OC0wl/e+IuQ+Lsf9XJ+7LBIYX4zH+W31znJcL2k\nrINIupM992XYmDvB0eUrDRlDAGnJwqRLpatbR/UJ/F7fh7AMldhTPcvWI/U/U92qRM5vIIpQMcNM\nHkQbBJ1wIi3xoFp7TFCygqGCW1073lNYi8E8IrTrYGpwzzhu1ylV1lrqlQGvASFtLfvJkCFuEQnK\n9Qd6il3jpHWCjrxBjxkOluAxU5iZbhc7m1CJM6eaWBAF1MJ+hh3voDu6ymhqlPy3s4RPNccYWlJv\n5oy+B+LAxXHKrlV82mX2zzzP5uVLja1feANHqhFIFjHEOEpJZrM7Q0fyJLtGn6F3tb5M4OXMEJzP\nIAxq5AUvZnuV9IUUFbGKJ5cjPFPC8+W1GDgRfnWt7Lt/lic3PoBx0szuJ57CaYyiHHEyN2RHE3Vu\n++bf4FydrWud1kqJTX/yKGO7NpFaPcyThY9xfkTG4qyyQ7zMTWfrM1gArHKV6x95mm939qDlHSRL\nt/J0/l6sT2XZ/txDDDz9lbq1ATae/zr3ztj5x+K9UM5xTvs4X4l8kN3uPP2XH25I25Y4yocTLv5E\n+OhaOYU317QGY3YjxxuufJqv5Q6AFCDoOA/N/di+qrTMoVcguyLTG3+a+cI7sNhPYJaalw72X/d3\n8qv6x4hOLvC/dj7N3z91mmlL8+6YrZsG2WI9SHX4c3zL1Nx6Kp3DzMbeyifTx5qmqfgOUsrfy+oX\nXGx+x2G+ExvngtAc9yxvbOPMLgeifYTKc08TGR3GGm3swwRArQrMuyQsaJg9ICNwvChyW6H+h7uR\nFdDbDUZdMFhYa4I4agEzcFZycRf1d+iXiyA515JvSiI4dFgCbDbISRayho43U3+W3IRUYTAF2xRY\nFNemh1itSTboErIDLOtsMvyKaxd30KafZ19MY4vjd5h8Jk340eewFBuPeKr6LiqGh6Tqo924yFtW\nR3HlV2ifXsBbrT+Toyz0UcZB0Yiwgpd71BnIx/GpRTzJOCEStGXX/zdUCW0jYemjKPeRz3qhaAV9\nHvQTEA1TsXnYXl1mf3IWHj/L0JXjNa33i1sOwfggF/IaFypOSMuQnkXXbbDhABdCZXb9yh8x+H//\nU20vxAtY509zx9L/Yrt8PV9e2QJxOw+kv0DY1Hh9tzX9PDekDNoyt4HJzNsu/hG90mca1gWwVc9z\nS+wpyCxxgU3c67qCc+yrDF74m8a1jQluV78A+dsYVk0sVA6zyfGvTVg12I2L9PMbHFJ+nc3OxiZv\ntGjxelK1CjzTa8G3oLEqvROL5ctN1f9dj4n/Y3+AWxwTSKef5ovNqnV6AVdvgOuKSZ5MXJ0TwHb1\nrfy246+bpqfabie58hbm/mQOMXQzjF1hdPgItDW+fouwg/jQFma0rzOZPMi7Rx7GPfIcm/ONvacd\nOYPnPVawKXT06ZjTUEDgkYzER5X61u1bFTBCBitW8KoQUSELmC1gMcGwLHCTw0SwVHucVBJBVwRs\nioFmgpwGTmMtBhMtEJV0okErwaX6a/ynxTRdWYPrirAkQcYKnW0x5Co0Y7dboszBmQwW8zJ9j27D\nfuwy4dyJhnUrukBZ3wi4eTbr4y7bN+lZSUI8zZDemH6JECVsgJNFrLwrf5a26jG8+QyR0XECpdqe\njWWbB8R2EsJGCmUfLgU8wjDXZTycnNLZX1klXDbYoFwhfOVZ2hK1GU7WyRjn+zwYpV7Opzq5Vfsn\njNgCquN66O8Bfw+snq1J82X60WHevPqX7C6fZmR5L7ukHLc9/wV85vo1v6ctL3HX9N/Sn7uJC/l+\nHrA8xOCR32tY90V6st/gAxWV4ZyToK2bDyT/jk3f/P2maHfxHT4hR/jdUh8L0kY2N7H7vJ1ZDikn\nCett2IWvN0/4daBlDr0C/2wAyijtb/8YmysrWE8s87zcnIf9r05UWM1+lM6ObsqXFppqDAFcmZji\nClNrMwabzC+/9Xr+/Gv/uSlaHSp88G0BPnvTf+CZz3bijcYwHv9/mtDydY3Eg/+TZ3kQ49NjoIyx\n3f0ZItHnmqIdtW5gun0rc/ozSIkqJXcvc7oIiYm6NV1FA1+HDSVYYcIHV2Igu0BrE5mUA1TjhboT\nACRFYINhYPNAXoa5CsxK4LZAxuLAlqg/C0w2GbTnBG6XDeKslfBdqoJRgp5KDkupvoaLytatzPfd\nyVHjF3jzsb/FufqHJIC29Kex1JksVPX0suTZxrK4l2cqN0A6AMUYPy9+msPmFzb8dXhk5WAvc22b\nmKePR7TroLAFygqUE/yM/F3u5K/Wsr9qbCszcd9hzlx3OyPlAbRoB/ryAYyLWViaZ39xhP9t++W1\nH5x74atOfukfv8j/3fGfwOIHtx2y/dznXODr1r3g1BGyWYqeWtpQ/1uWvTv5SuE2cJhA7eB59y62\nB79A//wfNaQ7t+1TPLT4JoZyR0DyEBGbUCMJTG39GF8svAnmu7jZ9OckxX6clucZlBs3hl4kId8J\nggNED4jNrUcvGT/HcX0f16lW2n9ye562+HfIZQdUlTyRGw9y/cwVnp24QN7TnHjmf2SgnPssisvD\nUWdzMh5eSmEuwZNNV13jXZH38q/R5hhDG8wC7jtu5hubPonyZ3FQuzkQvA+aECJVtryRr214P2dn\nboZn0iC/EXzHoPT7bLY1XlrxsH8bFyQ/y5ylI5VFFkXKZgurTg8d8fqa77cXDLaEYbEPRkuwEgd0\nyDoBF6wYEYRYfdklCLC1JGB2GCQEUA0Yq8CMBG4J8rqAt9xYalJOVri1vFYat0GFEW0tBttTctWt\nKfdGiPXfwMO5t7NrSmJH7DYSMniqf0Vbrv60soq1gznPtXxa3A3ZbkiEuV94gve2/+n3f6iOc9aS\nx8+0bwMY/fyB+UYohddOKqtx/sr4bziIQ5W1r3VStgrMdQdYfOBtPKFtQo11oywfQLtQxJhc4f3G\nc7zf/hHeXwGmXviqE9vZx3hr5/085BmAiJXEfBs/G0jwObGIELDz1M++j7f9VmMGQ8XsZsR0mPOS\nF5TdYLmZ3Y5PsbFYfyY0wFTkA1zI3AZZBaQKqNm1k+0GqRgiCx0f4x+z97I7NQ6mK3TZ82xSmmMM\nvUi8ej0IEDfMVIyd2IRm7UThuLaRQ5JK2bgTu/BY03SvNi1z6FU4lP3v7E4s88dNMoYAVrNrzWaj\nK4v8zk9Qjtn1msGJr/7+WvpJE/ArAslZGW36T+mVt8HqV5ubclcd5fozv4XqnWFi22YCywsw0xzp\nvNXCmGUT7tjN5OQEulLAEj4LiwIY9d8rRdxMWncw5DmNahHISBtZsfRiFcbALECdp2JexWBaE+h2\nGnglkEzgs4JqD7KICWsD6cwWVaBsNhgHXhzGrZigG7Cl63tDi/dvI/WLD7KYvhnrt2zI530MByQM\nCbx1GEMzwRArm/bzzObb0NuuR5jtQpoR0aQKqJeIGPVlk5VDbVy47hY+33c9VCKQDSIU+mDGjGFL\nQ0VnI0/XpT3ZZ+fig3eSCh4mMu4lJ/gpViuo7TaMuAeq7XXpvhKX3nULlkQBoUdCLTnRNA+79f/C\nFuMbpCZ2Yp9awjdTX1Ai+wKcu+0XON79HzCNeVGOLbKVOKPXX8PYoV/mXedkNnztz+rSLuzbzzdv\n/wDCd5PsT3+HLwQ+ysT2/8bt8ka2nfpYXZoAU3d9mC9u/RU4leXnV/4I3DGesf48FwO7uVfqZtfC\nJ+rWfimbHL/JsHgErH4+Y9V5pznA3uKHm6Idww6OjfxxuJ+fUy0cyv96U3RbtHg9sHmG+Rl1hM9P\njzfNGAIoi2vDCx4q5Nbqzn9CeIOsM7XwT02ZrmGX4TZNxCSkOPvl/49qsBetvwMmG19ntS3EP33y\nF5k50sa+038HnTsZcQWw9O5mfvkI+9ONmUOCCEe9dlQ5TC7+IWJSFqs5STIlYDgXKThzhHL1ZVn7\niHDWrBL0JZCdkKiA2QkLyh5KFhMFd45AofbTI4cGfkUk7tAJiiAYEBXBY13L3j5rGyBUjkENAxl+\nEJNksCKBX1vb1OkW6NWchIv1pUGUN9lJ/9INTPffT/hJH6b4eRIdbgwd2ky1G0MVi4l5f5Dz17+b\nS5UeFGE/YjSIbmhQmmJQqN9SLbc7mNq5n09tuw0j1wWFdoTsACzaMcxzPLjyPA41Xpf2qd/YQvWa\nwyz13ETX5QjZcT9x2YoRUSHRiadUw4jV1yC7Yw9P3z6A9UwRbZPGoB5go/YBPpHcTfroLvyFxkrr\nZra/mUe3/Crp9EZuZR7kJZ665WaEzb+JNKrR/0x95V+n3//zHIt8iMIVJx9++OM8HXgfX+w7xI4N\nEd761AcbWvOJt/0BT1hv5PZHT3JL4Ff4V+Uf+KxnE7udHt6ZaE4cBuA0/S5EPsdZZwTMbdwvv7Vp\n2nRu54Sog++3uD9Twi4faZ72VaRlDr0KT52co9XKc41jNYw3XA+X7QaXL+SAYSSGm16LGfjM2lhr\n3WWi7dyzmAsVaFIsKGlp2mwrpDqdSEoFE1Fc0SmsemMm4uZchWc2woTjAQyfDVOxiCokeFeqiLVO\nY+hFukqw4jOT1B04zDLnBQmnO8iDF8Ze+z+/Bj0uCwVkBBmmgXkzDJQtuPXaX/AD7xTpfBCe8a1g\nXv0u3WMX6Fj+h7WosEYPS782yNShXYxHrqMsdBPx70WJ+ygKVioFIHWRj5g+W3O2ULrbyeP7tzOx\n72ZKfYdwmnuQE2HEqBNhXKUSqcKqiXtMT9FWra38rWKC6kfddN+ykWoYBClKwQPljgC6ISLMFzC6\nNPbHJte6oTfI6vW7WQmW2KREmdsZRtDL3FOIwgJY1efomKv/KFl2mJh64AashzfSk8+wELRxd+wx\nNo1/m5nejxHZ1cPy9l20FzfifLy2nUneZWHht+/ClJrlnV/9W7ziYziG7ke5eQdHt7yZ5HcmufHz\n9WX5dM2M817j0wwe/e8ATNnejrTVhhh08ojjZoSOD7HzVOMZRGm1neF+A9Htwgg4+Yr9Wlyz97Np\n6ksNa5/svh5EC5LbzT+E7sGbzrDtwu82rNuixeuBUZ7i2WMGaedPjoFzNXnK0rzXQQb+RdUofvM8\nVsDetx/7lb9vykm/NbXK23/5Y/iT4wBknG8iu3kTijZMwEg2rF/2mrD7JCopnapLJ1OMYJjCEIwh\n2rO4G5j6uDlX4P907iZYOEC7IJKuFJhRw6jtcCtTREbrL/vqUkTkksSYU6NDXzOIBJvAZdcu/t/o\nDLZEY5lDO5Qwc7YUyAZjBiza4bZSV11ake0qez8ucS5UxR59jtkrGfYufHatsVMdt+H0dRHOHtqP\n5NhOIeMjYNrIAkEsmh05neLdlm/gVy/XrFuOmHl6/yAnr7uZonsn7fZBhFSIXMKDNiuhsgqzcYb4\nds3aRkhHeafCwTv8pMNQlnOIHiey24PaWVnrLZrP0Td1di1dq0GqFonzH72VTeI45V0Gi/YQJIch\nBjZlhI4LIw3pX7l1F/l7DhD0CORmDLpWnqR79mlSHSq5azdQ2tJf9xAw+WcOYVsp8OZnv4SPRwiE\ndhLeH2D6DXt53vIOrvlO/T2HDp5+iFsWv1+tcj5iwryzjysuieHkB9hz/B/r1n4ZbTcjhn0QsHPW\ntxeh8Cnec/y/NEVaHPKCZOKMvx3M/5Gfe6JlDrVo8SNHLKg4UJtmDAH0JdNMbJgg2J7DoWaIpJbY\nVq4z5fglmFbzvNl5ke92ZilJEWz2DP3FZfqWUg2357ZWoXdGJdKmkbWLHDRr9J6pY/rUK+BJm7EK\nJi5ZZUoug35RIpSoPdJ02Ay2dyjkr5Rx+Y7j+oslIkfqO85M7PdivGcItC46HFWEIQcjThFpBtzp\nZTAtcY3yCF7l6Zp0ix/azPkdexC1AbppQw6ZEZaSLAe86CWNTKcPKEBshANybZt8dbeB541OXDv9\neLZambFa2bCc43K4h7wfTNUEck+Z/aYlhiY+WZP2K5H3WKg+0MNm6zyr1wUwl3PYTHHCY482rA1g\ne1+E/W91MtNexhKbJmnJ0VN9DGvxKd49HeZy+SDbB1Zw7rbC47Vpb/29brq6lwh86pOEJh8FAQ7Y\nniMecuHvMOO+r5tyaSP2r9Z+/9jGnmBw7CX9kDwClu15rF1O3E4nZ4VrCQnDhE+eqln7pZQ7DiIM\nlbB3O9B8oPn9/PO+d/CRhybxTTY2vez43q2YNAemgIjb5eF5/QbC5RtonzzakG6LFq8XI00uuW+x\nhmZ5eYWzPnsGcxMr7F40hgB8xW/xwLiJVFXEW5IbNqAcWZX35Kb5UrAN3ZFAU2QkLYOup7Clxwlp\nRt2xkj1R4NdW5/ifPRuZNIKYXA4kQ8ZdneS9q8vYVb1+7SpsV0y4nVZmJQ9TbS66hCo3F6L0JyoN\nx3dmTaJX30rGWiVgV9hRcmGt1ldP3GtLY5vwo6+OwqMj7H28vilWckBi4rAf6e6d9C0KrPTZEP3b\nSVW34L9UoOiKsZdzHFA/U7P27INdXLlpN+lUiE7RhdxmIa+XWeo04TtTIRGyQCXNg8qXCai1DXrQ\n2jTMbyjTv8VL1O5npexmW3WGcd1ELOTFVDEQvFXe63oSu9pYDPA9PtzPdeElxq29rLhLZCxj9P3d\n55oiXdlpZ9eb20l0KHilcUquWTZeWTv4etMIzOw/QFv7CorThLlYm9Nlv1MkmD3NHX/zWfpPPAtA\nl3uE8lAnvogX//s6yZX8eJ5L17V22+LL45XdA0uMD8UJRf5/9t4zTI7DPvP8Veocp7sn54A0AAiC\nAcwUKYmiaJmUFSxboi3L4exb+U6WvWfLXp/vvOe7Xdu6lfYsr89ra1fBtkRRwSJpiaQYAQYQOWMG\ng8mhp3Pu6upK+wGiRNEMM90NipT69zz4ggf9orq6uutf7z+ZPNn5DrqqR+k52fwij3VPGdekjrfL\nJrPTxWnrOm6W30XvgUea1nbv0pB1EbnfYMnZyXn519n+8N83rXu5aZtDbdpsklhC5wPHT7MUPoeS\nh6H1TTQxvw6D8zU+XJ1HK80S1myMJoKdV8KZrdDZQr0X0WyB0boTmqiyrdYEvvcNgaS5gJGYp6Fu\nefelkujtd4WpSSbR61QSQ53MCWFiqSJ6OUOKDGPF09y0tvH5DUZYZOWuXsKTg/iLAlI4x9B4mBmh\nRHpokMjJInl3CNEbB/M0H9a+S4e+8QZ0s8vGO+TAY/joM0UyU0Emd5zjeHAPslLEl16g4FCJOC9w\n58Xmtj+8SOw3+wn1K4g+ky7HKco+iXT3POHc4aa1g9tFhiIuXPEEPR1Pcto1gvex8wTPXTJdur73\nVWKFFxAGTdyVDJvNyVZPpxHzx+h85tQP/m6weoKgz8+A30FvZBXn2wUWvysgN7hB8EU8xhTOiTjB\nHpNuVxqtJ8gsO5s2hwiCcI0HbyyJ5PFQ3iHjTHqZsq/iuk83bg4teSZgKIHPoWB1+wjXU8QDfr47\n9n7u/VTbHGrTps0bh79s4IeWVCZZFrxrbpXVayMcCdZQnVUcmTxuK86fLa0209WPbcOumVW+XK7y\nyGCUZYeP3nKR29JrBFeqTWkD2JbNwIrBAFluFXNY3680b1V8p9gSsZrn0mraJjh5PsyphTxqpkS4\nQQ1j0GDpKheDu52oPXWMm/cSKfZQq4hEaosUPXWoHOHOlb/ZlG7dDwvXeQneEMObqlCPVQhNDHO2\nP0zB6mX48TgJlx+XmOTK2rPcuPKtTR+7Ga4xoPpwJ0UixQTbByvMlkfwST4GzRLUnPSZefYd/dNN\na78SRrfJsGIgFnJ0DT/LMTFL/4kLhMzmE841EyYibrrySQpjzzFl9BJ6+IdVWs6zTzP8O0/j6Hci\nbtIYAtBnLIbu/a84tB+W9fcuPk3C7GAg2MOe6BTGrTLp1ox7pdNxivVde4n48/QFc8zdOtwSc0jo\ntoj2LVKflNnlL5MP1Dj/9ommzSFVcBLatYxX8GH2uwlWKpzrmWB7a/Kvl5W2OdSmTQM4EgbjiRbU\nk76KtoOWVKu+5VhbE2k0XDJlm/AOg1/+gIm5PUIqKrLu81NRDUKOOGYZlgsZBo6f4PqpjW9oKIxL\nGPt87NkdYDVbZuIWmeLgAAvuDiTbx8DpNHmvn4pYwGnnuM08xbWzX9nUsbs9Aj2WTH+oiFuUcPkX\nyEh+utwLpFIq5RU/nekk71ufJ7zQYP3vS/BdIeA3IJTIMj5wgMXyVvLpLOLpWZzJ5odzhSo2V1YS\npJMy4S0LrJ88j/LPF37k34iH5uEQmzaGALJ/WwRO/cjfBaaOEX+2zsSWDroKJZQ61PZIZJ5v7pvk\n1hI464fpGb4GTzTDFm0drVtj6bYRBp9s4lypKwzElggEK0RDJlXJhdCXoWa4KW/txDfd4HDtq/Yi\nXxUgVMlhBAWkToPOWo6a7GPmF25j4qvtZuk2bdq8NZHiJr96apo9I1kSghu7rrG3nCOw1qQrwiUD\nR1nNcvd6DgEbbAHTam2CDviBMfRmpFaVoYkNs8HJIt4dcOV7TbTeKLOSg0A1y7Q3iOiRseIS4rFn\n+OTxZwjriQ3rpgbrpHdIXHmrk7xcxH1LgMDEIHNaJwHFoPPkeZKSCzdLZFw670u+sOljtxSdPSr4\nqmV68HOmXKarlqWoCJSFKkWlh13keNv3vrNp7Vcj5rS4ylpiKetiV/Ac2uoy6W+2aMuoajFWzhCd\nF4mHkpw5NEPX0z+6/MIlAfHGEtzGPDheNu/BqVUIP/Ag4wOj9KIiZm20XovSWvPtG/3lo+QjW+kL\nKnR2ZtD6qhRu8RLc33g7KUBAyNDVMY3cq9DpyuIUcziHKpQGg/iXGl/YQzBKaFeNkFbB7xZQd9ep\nJ2TmPnILo/+4v6ljvty0zaE2bdr8ROAOmHxgD8RCNvV6AUHvpJpOEDq6QvCbcyyMjSAvGew4N00w\nvbHBmPkdFt4xm3fcYlHuqdE32EHeFaFS9RCR87irKhnbg6IXkBwaO50Fbp7eXOBgSjbXKRZOs0y0\n7CGREQjGCgT0RXyFOp3xFNV1mVsePkboueazJABlFa4ni+LWcZUtBF0nea6G82+arxrChs6yhfN0\nBTlR5NAzNVjPo1QaH3y+ERzFCqP7T2F2DhAakIgupajkBZqddOGuZhlSphh0QU+lgq9HxRnJUNnh\nopmhdB4rT79xlNjkCPh9jKhFFCWNw7tCvkfE1+A4sIqZZMC9RDRUxR8MUxr2EqqXUMo5EjdFmWh+\npFGbNm3a/FiwbRDnqly7sIjLKVKvX6qwbiXWD/TevCbOm5E8BYYdFrdsVUDWUe0CW4hz2u3BZznw\nryQp3j/FvYfPEkpsvF2tFNURtqr8wrudOEYt1gJ+8p4OlpI6nR1xPJU0GcmDS6uyEg7xF9+9j+iZ\nzVfJGqaBmrUYUaG+pODZEidlyFTUZbRahfHnp9j+t83N/3k5HZqBctEmpi7gE4osfb5A9HypJdou\nAfQVi3Lc4PiTOs7VxgZzb5at6yXcT18k5hXxJFOU0jBN4xvuXiRSzTKSPMSkK4DfVvGNpkiMAE36\nLH51joHOaSKKQKRjjW6yOFlgeasES43ruvOrbAmew6+aREULTZZR5GVq42/+35W2OdSmTZu3PEXN\n5LcHbMJFsOM2bqXK/Il5kvvPIz9WxFGDHnOakMWlW5T79fvxa0Ebf8Dmw7eB7DNIWjpqFUpF6OhI\nIVfTOPancc/ZeM9lCfcPM/HlB3HHN1fxURQt1pOwo1OgviThDaRQCyauFQtjvkTtkMgtj6wSmm0i\ng/ESdBsmTYNYKs/FF7z01+J01FJIn1dwms0bOIYN5+IQzVpMhdNook4l88bcDL0XVfTHLyAP+LH1\nAn1LAieanHbvxGLP/FGC6ypbOyx8+TKSUqbYkWW2W0Bcb+y9uSnTZ54hUlVxi1G6gmsEjQLe2Byn\nBxvfP+/X04wcvZ+RkRja2DZ8qk7dJxOoraMHdUq7wvhPNzYDoE2bNm3eDFgWVNXLm3Bos3GytTrX\ndBvc3ilCuY64bqHIKXIo1L+6RmzKouQLs3O6QGhx4/MHDNGiFqvyC1eA26mTK+pEHBbVukY0tIJQ\nT2PZERLpOqlcnd/92gGihxqbVbkgWOR1cC0IeMghTJRZKfkoZkxGjyzgPdn6ev7KrE3SgHx3lqmj\nEtETrTGGAExFYP95EJUcgu8NnOGWtig8VORisIpbtJAzCpd6S5sjOJOi8+gRhgZ7GMlkKaYUQpF1\nppsUd6WzDFkX6K+m6KiYhEIZRHudwESV1U3Ow3w5I6UpBgY0sBScNQuzrCJG8lQGHHiXmxtEfzlp\nm0Nt2rR5y/M+yyZSADEFObfAwvN1gvEU4pqNzw0h96UtwIs6zORgXbPpdL72zdLwWXxoBIx1G8Wt\nE/FDPGcQDa6QOFDE9ZkjBHSQq7BDg24dtBQcEaBmwx5e/wFfB0o2nNEhsFoXNewAACAASURBVAhe\nsYzXCxVR4MT/mURPJtieAX8LtwXWTBsqkD0j4O9d4dSqRalk4p1qzY1KFiGvCDxggZJ7429+8SPw\n+NkCLsnGKgItOHfBE6t4t1r071XoK2VZPN7LSMca8ZBAbX1z5dK6BRUdxLUs9toivXUHsXIWT7VI\nf2QZQUwjDxVppLA8q0Pu8dP87HOnqTqgfPH36C9kSKUjhOpJRFcRbVSG0w2It2nTpk2bNq/AQLnM\nzzgsyFnYSSjIEge/J5K8bxY5B5INA9YisgBZHHR43RvSVT0qHxwAOwdmwSbit7HLBboCdWQhRCnt\nJX1okcJ5m19/eo7BQ+sNv4ctppe0WuOFhE7FsOj8FgjlGoMXLl8cMy86WJoycWcVTKuFk+EBySHA\nj2mwf70sMF10o2sGolPC2SJd9/E1OnfOEQqKVJ/bhqDalC0Tn9h4Qs1ZqBJdPUm/v5sxp8D6Mx34\nHBWq682bgdHEBYZCKrVyhC09s5SqISxnmhNBHRqb9f6G0DaH2rRp85ZnUbfR47DicRMLWAx6bfDb\nbOuWGHDWSIqwYECgDFYR6oYNr1FR4nVY3BUGOw+EwVE2EPIa6LOc/VoBc7aG2wl7+8GnQq0MVhoK\nGegToGwKsIGkpgL0GhKabfF43UZLCuzygnzGIrwERh0KwHwdhhQJsQX3+YAkcGoKlFWLi4sWtiVS\nL7Q2gFB+jBuoRRu0qkjdBrvxeOFHcJ6qUgjPE4ya2JpJcMZDtsKluUab0KlqsJS12RsGl2qzfGGN\n8WsMgpKE2+NGnLegWsWRNqgL4NhkUVK/E4aD4ItC2ILFX/0Gnr8foru2jJi1sI0UC35zc6Jt2rRp\n06bNa9BtmpxLg1+CuiJRPWsSSVbpD4pEJQu3DEs2rFXg+YxBxwY0A7bOLT4DMQ+iH1xZcARS9Hgr\nLJ0USf5FHrEGQwW4FZCyIiuCTNB24N9Acu6VcDociHWZQEIkvVTFIUDA0XxL1KvhdsvglmlB0fab\nDlkUkd2tPXeeaYEXvmjxrm0GPZkZptIgiBY0+HkDuGzIPlRk3CqiBKBnfQx1TafWAvOmL36Ovkid\n3PROOuRVutR11i5UEJsbk3TZaZtDbdq0eUtjGTbTHQ6e2Bbg3ftEYkoZMScy1CXjxkaQNeqijVKF\nvgo8CnQ6X9u9uEa3Ecsg58FZhsqqydlSkowu0u0W6R6RucWvU1MhmwFRAG8OZAXUOng30cokA9ku\nifPjCveMwbBSR1BstqRtclWblAzLdZjP2gzKzZs4tgBCQOKIZePOSq/lkb2lsVv8vlyHLU5YFleF\nIZJfZCVlU0wJmzp9hmZznQTdPhjwQu+ZEvaxEq6wzFjUQ/x8N1QNSnP2psddrNpwTScE/eDugZgP\nyovLaGcd7BxLks734swnMHwF8puTbtOmTZs2bV4RXa0zD8zoEuWQj/dENRRBoVe1GbdFZL/KogR2\nFciDJG8se6RWapgFcGbBGQEpY1OSTL71QIXanMVAGLbK0NEFpQTEixZpq47bkBvODOlOm8iEwXpR\nwzUPRdMkXdUJygqRy2gStdkYcl3EOOcln6hg6zWySRufQ2oo3suoNmLZQg6JRJIi+rMmF11wpXMO\n56yCsNB4Ik21IKHB6PM5sisyMWEFRahTzNgUZsB+Y8Y/NcxPrTkUXRXoLLc+vZ3bdflma+jK5Qvp\n/eXLUzbpLl8WWQBy3sunPTfQes2Ry1hCuLlH1M0R1ZvfAvJKTKy2JlWydnUHp/YEuXG3QNiXJebx\n0JH1oM/aeLvzWCUbWYeRKsgCSAaMv8Zw5Dxw3Ak3ZsDhhfy8xJ/lA9z9MxJi3EEs4mCko4wtZhAq\nNu46RPOXPJaaDE4LArq4oTyGNipzctiJe9jBPRMWA1YZMS8TRsSXUikKoFVBX4K6ZWM3cAe09H/9\nXl8sXraM5n6vnJdxlJBwmS7pmqfxg545JjLsNVnK6VyogO4B6yV6ivDa2m/zgyco0NshYvWYVIpO\nTr5Qp9erE+or0JuvUFgU0ZMmotP+kY2F4ussFEkrMLhNJCKD1C8gdJq4Ot2sPJbDosKAdoHcuomW\ntn9QgXa5znGbNq/F+JmNtZRsluSVlzH+6p+5bNpj5QY3E74O/Zcx5ii2YIbIq7E0dHl0Bxcvjy6A\neRkfp8aMy3Pg3vOtK184vMVL/p0RrusvYRguOmWZsOgAbxbDAFOFYQ00Ca5WBSLV148rDzgs5AJc\n64X8gkBCFrigyoQUi5u2wjYf5LJQTMFgDgwZzhkw2EAViSrZHLxW511XmvRXLQYXREJ5i7QMF1SL\nCzmDXqPx6hSv0dhGsA2hX74bee11YppGqYT0pl5/QHOiVg2EsITTYQI/NHLsDZTtaxoE4jZbR8Bl\nWxwoC7jOCXicNomKxWxRY1kSIPCjrxOLGzs+W4URB1iP2UhbDNa863Su2pQtKCwCRXipA3GZTnPD\n/NSaQ23atHnrk5sIcfDWXq68xolfSbJjqwdWg+TSEOrNIxUsUraIsSaS1yweKNiMv04bcVKwKXGp\n/WxXyc+f7+jkuttcFGsyQ10K3moN3axhmiDbAl5LQNNFcrLACVmn0wZjA6tga4MuTu3xELghyI7u\nGmFnlk7JgT/uwZySqA6q6GUY0OApE7b8OHu1fsowLFB0m6oIbuWHgZdowxNFiYpuI3nBqWwuKPOM\ngtdrU+vx0iVUmAm6CIRtagc1zi7BpGawmoZUkX8VlLwevTsE7K0eyrKIu8ONbySNY8BFb6mAdMQk\no0F+wWb9FIQ3J92mTZs2bdq8It95dz/qviATkSLesJNR2YGx4EGwciiSiWpB1/c3qOfqIhH79WMZ\nDRuHJXJKtVgsOci818eVow56kzDWKbDVTiDqNrIJAwVwyrAmQ8iUcWxA/6VMbxNYutLJ7TskoqIG\ncRjpEakIZcoqOOO0vhS5TVPYkoDL3/iMpqpqc4VXYJfPRvNCTJVJmQZiRWC1AvG6Tayr8eMTQzAe\ngZEwnIoLHCgb1D3g1aBYvpSkfjM7MG/iQ2vTpk2bVyc71s19b5/ghndG8ClphscCFE0PhiHg68hT\nycmk0zIFNYgiSJzXSlhuDZf52jf5IVsgWYeDW/v46h3jjIyC1OnD51bQ0kUMh45dF8mWnRQLHuyK\nguSocNpVoRIEe20Dm9AGAxy5sYvYh2JM9mWJCmW2Rz1Up8JkDYFIXxa1DgMqTFehq942ht5ISgmT\nW0PQm4ITPQLr0g/Pvy2Cx7P5QNEQITEAO8dA8EhUXQFkzc3IuM7+BYPgGZMX0jDjhGAD7k10HFKD\nCv6Yl6XaECMxE2Obh/ghi/5n89SUSxVoWiOTrtu0adOmzU8EKja6YOFtQbXCA7ePUr6nl7GuCmPd\nEr3ebjLnHfgjeRBtsrbI0oILoSZwNK/jLW3s3ulEYJ+h8NSQm1Mf6ufq7QaG6aerT0ep59BVCZdt\nE0gJ6IbAiiiyLOsEjY3HSlUsXrgnDHt97Omt0OnX6bGcOAwfoqxSEcvE1uCsCT1y+3H5J4l9fQI9\nEzbOsBshUGdA93ByqopbM7ACEAs0bgbmBBidENniA2G3jWM+SEgr8+SjOqM2+J3gfZNfTm/yw2vT\nps1PComAzT7J5rxqo9bEpqsXHr1xHx3X9qGZZewumaIsolUURGeFVKmLmGOVHCFcHjiXzFCyDQbm\nXv8H3wl4xvs59p4bGdruJrIF5JCTcqqIz1/ELCrU/A7S2T5kRaZzKMGRC1UyTgFtUSL0OpVJKnDw\nAzch3BRE6NYxPDLBTpv1rAvTEgnHMtTzFrmCjF6AczWT4AazVp6tUK1b+LDxq7C6BllVoOPydHH8\nRCJrNrfKsCsArhGoB20Uy2Z5psnMoQILYdg2IeHpMMl7g4glN/OKg+KwBlNxjBgEG6xcr8pOljud\njE94yeWCGJ4x4hWD5cggA9MHcakmlRK4avywr7BNmzZt2vxUMB+rs8VdI1qCU1Uu9Xg1wanRTmbf\nvZvxPhlPKI93TCK76MHpK1PRROqCm1RNQHZLnNcKpCWLa42N33wWdnZy6H3b2DpQwzsYwVvVqNZy\nhKoiJaebxLyEXXYgOqqccFXQ/QrBzMaDnWffP4Tjwz2MdeTZ0qXSI3RRPuHA21km6CkQSIJtQbWo\nMCxsLkFnCjamDY6f1KGObxC5dJ0ezURwSaiR1s18mlagZ4eAOuTFll3kE2G0goV7oflZKIIC9QEn\n2VE3wUmDWqSPfnGBjqf0H+uyls3QNofatGlzWaltA3HU4l4LeqZt3BZM1+0NbfN6NR75tY+TGvfT\n0+FGD4cpC6usqibasgNfoZeh/ossznoI9mucOJqmtlZn9NjG/sNMKMZfvvsOBnYME+oooUdFSnUN\nh7tKNtONr0NlLd2B2wedoSVmpkucL4sED/P6xpDTyTOf+hXW+31EelyIkQKqppO0bZx1E7erSKXe\ngVSpUbBCnNYLCFnhdTuM6kMyXOfk+p06oXWRWKbKzKJNIA4LVRvcb84ARbTBepMdWkix2XUNdEZB\n8UoYvTZzGQGaHDkia5DX3ZyXo7icIdwTFgXDRWpRIOFSCRBHbiJWz8zIKD/vZz4Uoxh1M1W6kkoh\nz4rbh7twFGXFwCNCqD1Ts02bNm1+asiPW6hvr/IOJIbjAuWzNhUDaGIMTmrnbr789p0M9UUxFR3V\nI7Jek3GgUstE6VMECpaJ0+dgoZiiWDO49vwmjKHdo/z1B/cxOgKRq71olRoqGfySQl1ws5juQnLI\nhAbiHCpVidclxhc8G9b/7i/spfTeUUZ7NAJBCXoE1ha8+EN5ZMvmfFainPcwn9QZNjd+3MpWcEc0\n1DUTswa5NQHBbtUi958uvFWD7TmDnnHwWgZHwwJrudZktjKiSGXCpntCoODyY8aDOMI6tMAcCndB\nZYuD/LVhNI9J1ROlVE4i9qqw/tbYFts2h9q0aXPZqOxx0vtvbG4WdPpmTHTJhWO+hrUoQKWxmubz\nkzdzwN1LoL8PLWRTFZOURZVsvJOAJBCduMjSmkh0QuDYUwU8T1UZndv48LuH9t2Ja/gK3HUdVZIo\n1AXEnIFUcOEbWyRjBeiLafQYq5w9WODMRYXgMwYh9fW19990Bwf9k4TGfHT6alTTdbKBIEbOhmU3\n3VYVUZhHszqZyU4TXLVwaq/tnmjDfqZ/c4A7J2t47TqiBERW6CoIuLtsduRMlk1QNmE82F7YG7OR\nSwKHMxt/3Wbo3wo7VHhh0aawycnItmETwsbqFiilW+suaeMgbAfHCCTECJUukeSim2osgSfV3FDJ\nshbiGAOE3Z34pTopO8RCyabizAFnm9IOzBuc0rfhqI8j5JxkPG6MQgeLwQ5G6g76HSrSWyRr1aZN\nm59QTJrZOt1mk2S3ypR+2+RnJp0Epwxk24ORrbLmsulv8JZTlZ383p6b6RnpBq8T3ZOlKAmcWw6h\npF1sGVxgLWnjGXBx8UwC5USdPUc3rp/q6+M/3v0zDA378XTpFBUbxVFGLMv4QwYJQcNVs+kNL/Lk\nE1UW1hSuP7ZxA+ahX/4QU1d10ht1IslZcraJUxXw2FWyhS68mka1AlO5OLHCxi/W5Hs8XH2TTlfK\nw/BqhjMLNvFlmwOmTqM7bgIiFC/jmvugH8yyTbnBmUrJap1Oz+XJOAUki8lx6B+AfJdAf8Rkeb+C\n1IIdOdWqSLwnjB3soNblxoh1kDplM8RK09pqQiDh9dAxFqCY7maxt4P8os2YepCXDs5+M9M2h9q0\naXNZKL59jMy9YW7ek6bbXGNNHcOozHAiA0JFYNO7uoGsHOavx29BGN2LIxzEyC1S6A+Tr4XoClcI\nWGeZX83iqZeZO5hi+P48ofmNb+L77u5f5fTgLqJajKpoIHgtjJSC4i7g6ZsiWSoQKCQolAs8v1DG\nmFIY+MrG9B/ZcisPXvl+xC3DdHhBWz1LRXZRCw4ST40zMbpKajGN0+ejYq3R+czr69ZEkalP/ix9\ntzkRYvNcPCXSPxynNhdFDtkUJpMoU0Bpw6cAgKFfk7mhD/SDsHTWIHFhc6+vV22GeqArIHKkJiCn\nfjS6EX5R4p1XmAROOsl7ahya2uTxaRZ7YmDcaHNMcbH+9eY2X7yUikNgbryT0iBUI1HKIZmE1IfS\nD6SWmtJ2rmmcKQTp8o/gNiUWjH5yWp4eRxl4uCltd93m+GIXrt4JFCuCtqaT9kSpHj7GcLHwo6sx\n2rRp0+YV6JIhmoZFA8rR1mqH/AJXrsOBtI1xmTaStfkhmVsHOPtvenjbzjSCb5nUTDfyyCynVRvt\nhBtobEvxw/s+iBwcRIttoaIUqBsGa0IQp6mwZWKGZLaMN2STPpqh60tlOlY2/kBcFeCTV9xGX3AM\nBYOapFKqKViJDnyDcxRlG9kDgdAKR48UKZ5xcv3zG7+5PXjb3ewf2IFrYpxhIU5JU5FcQXKzEToq\nFkH/NIl0ENDpPi3g3qBpcuwTW9jzfomAUcA6IlJ1lwkkBEq9GiNFeJ2i8lekNg4f2mkSPwD7M5t3\nVMu6jWXZhFwC1iu8D3UM3rnPxLEg8vhhqG0yjDKKGr80opPqMzi25IZ8axN1tR6b2D5QhkSSUj8C\nVSj54flE09pddYsDuWG6u8cIYDKr+llW3QxxsmltV91mwRijpm5HJUauapB1dDLKCZoq13sDaZtD\nbd5U7BBgVgXN1Xptr3Xpx89sV3gCoMngbOSOtQHy0QiPfvB23nYNFIV5jhR7GRo/xYk5G+Fg42nD\nw2MfwA5djVgLIq3brI32IEkeoqRwHr2Amk9D2cQZr3Hj3yRwWxs3oM75ruShyG4crivRTY2Uy0HW\n8tDrWMSXW2d9LYvqdJMsebDmyvRMOxj41sb2WmYd/Tyw/WMI3iGkUgAhvYooGFzct42wpNLpOcV6\nNkVA1CicTuD66jobWZTw3Ed+m9Vd1yDnFzjt8+I36/h7c8QMPwFzDrclMn3B2lSfc2ZHB9F9u7jo\nKyF5lwkZeRIXNh41VA24WYPJbgfyXhFxLMrxlSr2F3IAFEIBJj4yTi5apugrMn02xWazKbofuvsU\njFv8eJ0RLFtB/Mb0pjReFUvkjKuLUDACEZHFWoS1jggRO46L5swh31wW85jJ2TE/9fIwxUA3lWqN\nrsSBpg/bXdXYM2PzzdEuLM9WQotFymur3HPhrRGMtGnT5sfL1e/z8Y5SGekxif1LFgcaSOC8GtJQ\nB1fcEGLr9BILx03m7TfZ7ubvIwgw5xbx1W28pg0CeFpcuVGVbKqWTcJj4rMEhtTWP4qpToXP/dxd\n3DQukapOcUIfY8u208zN6aiPuukuKzRiDs17JviHgbchDYwSqhnkLJl8V4RwfZ1e9ywXnpnDadSR\nZ3Jc883SpowhgEe2/wrKwA2Y9SBlS6cW8GBkKjjC51heTlIollgsqyhrFkOPOdm6f+PaZ7p38vWh\nOxC37mC8WqZWXCHZH2WptoWxnjjV8hn0NZl0JkvokRQjGzSGHv3YXZh3b0XvOM1UrZfe7hQ5yWZk\nchmHw0J5RsbY5HepEHSy638ZRZeziF15gt/WKKxvSgLiJndNCvi2wZPhMMUnizj1SxdzzYLBT/US\nGCpQelql9tzmL3LDJdCz00nsCp18p8zcH7e2KqYUljjW24Vz3Es+GGYq5SQ9LdBF8+aQ07IoLgZZ\n2bUDX8nHvOmnWz3VgqO+hO+cyZG9Y1haN3pOY6nfx13S/UChZf/H5aRtDrV50/C//lY3N0k54p82\n+EvNZKWFJk50xMMfByQO7i/x1TexOaRJIgmXjYmNT4JKTWC43pogKtkhU9Esyi4Lj2ChWxBUBXrU\n1g99efzDH0e7ejc5dZEjVAmtrvDEQT8dn228n3dZ2sID/ndC3o2Vd5IK6kjJGrGlPPX1RfJ18M+W\nmJxeYsfBhU3r/+euu8E1iqgFWVMUwCSWzKCWc6TxIEhdzB0/y5bzaW55cH5T2g91fQIqw5AN0nkq\ngzYgcXRwgPFnp7HcOVLZOAWjiPdsnCv/cWPrpFZH38t3Jz/KYNVk3mGRX+nkivHDTJ8Zp6pPETeG\nUax18uYG+t1eQuaa2zg/PM66t8rW6BQ19Sg8mN3w6yURlEFQdlvUb4wh9I5Rvq6brKoycN+DnL/n\nHvIdk+Sr09RTU3BqsxEPVMdElu9QWN+6ixX/AFNClLFnFNZ/425q14qM/tvPo1yIb1oXQC+7OZ4O\nIl11BUWjj+R6kHjCwR1Lm6iLfw22z6T52n4bfG5SPWGs42l8x5sPdgB2P3KYz0feg6TUKKe6YC5N\n79zmz2+bNm3efFxfhud9rdfVR29G/+hVePrOc2a1wqB8Ae3hDNitedjT5Ajib15HzmHxXN3Fwokp\naNIcypowrYFeEegN2Yy3YBRJNqzwLWwMp0lMsVnVIWLBFRpMNvlMVwtIzDpgXlcp+Uyiuo0ISJqA\nJNj0V1u7JeCxOz9K7aq7sBcOcWGsn97VNc5PSww+GSbwZGMVQwAPDf0qVHxYaT+rEQlRKBE7t4R/\nfZH1fBKxLHHnhRRbvrX59px51xa+GtqLR9qGKhikwl4ipTLe/EVy59OYvgBrKzl2nq8z+YXN9RZV\nBR9/MfQrIG7BTvlx5ReYu3EASyuxO5xi7YWzlK0MviOL7Phvy7g36JUsDV3LI2/7n9hbS/CCEaI3\nk0AazrIzIFNISxR0CVFTwLe5cx6/+3asyUFK9hLR3hTZrx9F2qTBFOoUiXTZyPti7JjsZv/tE9h/\nsYArm2L6njvJ9g+hulYwzXPA5mJaAFlRWNgZQJ7wstIzwewng4x95iFq41sp/Pwuuv6fr29a86XU\nawr7ncO4vaMYksVxa4jO7KGmNF/K8JMXuH/iduzIOKW6zFi1ycGSL2HH2RxfX+wirAyTTQQpzVzE\nnW2+Ze2Nom0OtdkUvxOW+Gyu9T2T5l/+HU+M5IjkH0C44zgLT1ZaenHe8Id7WE7bmKXDMNeacplS\nHXoqkPCBtwX39URngCckifdJORI1WDJBjNn4ahBtcu7LC5PdvFCUuC2wQic2+Ry4LXDINnGfTYcq\n4mzBx6pFBKYjd3BWeAfD5+tMe6ssGh1s/9oxBr7e2MP6i5xz/iJkPOCLIMVNLLOKvVqkqpcYWF3j\nqsNPs23mYkPaBx0fBGEU8gPUfRKkdQRFp1RNUe10sXt+nWue3c/whVmU9c0ZXMvSPl6o7IZaGHnJ\nJjsRIDq9TDCvklHrlKUqW2fXue7UFPZMcsO6+/2/hH3ej55JkbqxE8sosLS+DQZPMNLpxraXWX2y\nTrn6r1+rmdDltxm60UV6X4RTlVHk7+QITp9FK13P/gs3EIjFuRgb4KbbXAQ+eYDiZ/IbOi6nCHNh\ngWCvBYMKS8E+MsXdXNjejX+rlxeUu+ie6mTZ4+KKr34P/4bf8Q8pF0Se8/hZ1caZzm/ldHGSf/md\nTxDcZtDtnGXE9Q2gsetNWqvifzzB0UiImuIhrvWhni8RKm6yN+9VCC0f4/ZntnF/ZBu6bcOKTjR1\noSVtX+6VU3zsoQN8PnIvFA2EgpPYcuuCqTZtLhdDgkloWOborI3cboH8V1xn+bl+KMLzmYWW6tYd\nI3z7/X/KqMNCUgcZkWdhfIkTsgkt6NbNu24gfvUt+IJ9HJEu4rHmsK3mSnFUW2ChCtdUbE6bNmsq\nhCSINnHdLPRF+HPB4mPOHKkKpMtQ1aHugVIHdJYg1uBhn9sR5LOWFzFX4N6+EkIesmWwdAiKNqsO\nnbwOO/XmA8laDI4H38bXdr6fsec1TsV6GFiySZ5a4pb7swRONm4MzTt+jie1ANQCCEkB21vCqtXR\nUxXipRq/cfQ0u/cfBsBoIIL/g/AvgzJBpeKjUjQR4gLmeoWM7WJtTWLbuVnuOXYe3+zmh8487vsg\nlLcillzEzmVZGgzT9cwcgUCGpfXzDBhZtp26SNfhtU3pPrb9E+j5bqr5Akk5htPIsq5to6bO4SGP\nmbVQjFdOwOomVG2bgUmFrCxTd0TwHF8FQNVu4Jn1EeLeBYL2GbpCM5DZnENpe0UuTFoM31QlFYqy\nLl7P9EcjvOcz/xsX+t7DUjHCSv4YW79ymOCmlC8hCwJH+73Uu0eZkrcy5duCtWcPD/3eXfR0LPFz\nnftxJjce074ccdVm5jQUOvqpy73MLHZyz+qZhvVeTqi8xJbvpDjYbVHLubCn0i3Tds9PcdN3F3nQ\nfRNy5iz3qq2JH98o2ubQy+iUIb6zl8yBDJ3+1pbjf8rh4Nkbbufp7z2GqFymfp7LyGRPgKd2vI+r\npr7E0dXW1dnW3O9l5ol3U7pxAa0nSf7CYeQWXZmmDYXJ/8zX81uYLH+OmRYZQ6oscEfGJq6C0wEF\nCYwmAhNBgMe6wrxzbQm/AcU6eDVwaLBsgZ9LK9YbYWpnJweVAbzUGXcvk8+BVYOgDnUJ1mXwNqH/\nIoWoxPjvm3QmHqa4fi9Pnw4xnH6aa7/8RVx68+f9gXoUSkVYEDBKKfZNTXONuYBv+TADqcZMoRf5\n79aVsB6AegHqZcikwLnGhypn6S2tMHj8h7XLxianaT5p3XFpJVcyj1HLYTkCrLqrXFtc5Oqj/8zQ\n+gLu9KWWK/UV2ilzd72DZN8kpdweOJ6jZ3aB/fVbObrcheRIUHL6EBcceINxSkoZPWSTqxcpL5So\nPmPzSqvOuk2bt10l0P02B89eMYkm38jju6+m93MZ7CNBZgsduK/tpPr2bvpHytz+ywkU4yRP/7WG\nvIGvfnIJvnNWxrmnm3P+LZypXcFiqYeDBRfCE9tYKdjcefir+Bcay6SYSZvs16vsD29nrbiT3EEH\ndkagMOpgt28Ox6nzDem+SOfCLNsfvMhD4THqc1luSMyB6WrZ3J7+xa/x7gWTb9nvg1Ic1b2LkOtI\nS7T3zBzhhulrec7u4b01DbfjeEt027S5nAhegas/EGQxdBf5f/dPLdf/uKbyWEcf05WNV0G+mTjf\ncxWn/Dch5T/PLwo1/sHItUQ3r+8j+eXtmBMZajdY5NwVVh8CoQXGu0rTaAAAIABJREFUUFJzc868\ngrOZdxI4pnDF2iy7v9t8+++yW+a6ik5chrIBDgkSOkQbDGIkUeA7PifBXAJFBW8dBBUU89KWyWQF\n9svw/gZ8lcygk895OynXR7nd/RBiHSwNzBr01EGXICXDWcVo2hzKxAS03ypzvfQgZmIX/1C9jgFR\nYMe/PM7k119oShvguL0TyjGYd2OrKxjpBLcJM9yyfoYrjjY3M29e/FnQgzDvASMJ5Rp2YoEtngI3\nH3uM3c//sPW6xubmTqSFQe7XboCaE3vNpFjRkF0S66llrqjOsPP8MYZmLyWT6t5X11G7R6h23AjJ\nCp7UNznBZ3kuvg3HkzWyA16KsRBSKEU0uoaXBEIpT/3Eq1fmp4oWH7rapvcOiWPXXM1T3u08ffQK\ndn/xGJnpLZx4YDsXb+5l+5Y+/H+pM/69B0j+zca/mKYJ5w5KvDDRwdK+HZyS97GcCDCh/FsOH7iK\n4NoqP6+WCS42buDMPi5zsrKHtfpuVs5287w2iPxwkAHpXFPG0ItMXKzxVLHItOcGqhdNQslZaGGz\nw76Lh3j81Ci2NkCXvA7u1mnffuRZvuV4L0a9n0B185VZP07a5tDLSBpwxf1LzPVKfLtwK90da+wy\nm3vwfJFvhATmqtsom+/GzUNgHEJxt6b/8HbL5raf38sfn/st9JnT/NpVz6A+cYSve1rzEXcEwxzP\n/gqVb4/x678icPTr/70lugAUnAhffgLOVji/+DlkoXWm3PVdQOEs3/4vJjML/9Iy3aK7GyEQx6hB\nuABTLog1oZeIOlBkF4GaTXcN6hb4beirwrIE6y4YamBCvyQJPBeOopaGiJgP4DVBMiFQhwEbijYs\nClAK2ARyjf/i5j0uvtg3yuejZymkbEby/56b/rH5Ek0VPyoDVPBzt3WOUC5AIJ+ga/VJOvTFJnRj\nVAkAMSrAdWac7qpBuKYSSJ+jy14gojY2mE4VrkTFQYUIazZAhX2Vk3TF1xgsV2E9wfaVf35dndq9\n4zz5nrdR7L+FmewNFI8EsBYMcCxD7QikEpiubVT8XsRYCmnLEI4OFWd8Ft/+Mo7/+5VLwWwLJAUi\nqkzGDKF3yYhlB/pCF88KXejn07A8B8I46QEfy8ExrEKAq3ZbDG+x+cfTAmwghpUe06nlE+T3rTFn\nlNGfqcKchm2dYky4gvTOj+CyyjiXGssESfNVplZGMPZLcHQW1FXs5LVY9+xrSO/l9Jy9jxHzo5zP\nz5E1BP7KdR+/0fEnBO37m9Z2iQbbzCfYnbqSU5qA29e6bR9ufT8U/z8wzvMtJtkV+nMGxT9omX6b\nNpeDhbLIF/5JwJHZz8xaD5prB92eA0RdjVc6vJSLEQ+1gY9QfTqEp/P/aonmS/n4RJC/Pv1uCB7i\nHnGBb6utHVSzOjWOmt7J0Lv/X2T107DaGnOIwjj2MyfI7gwyfm6ajtR/QBBfody0AUYUlZDj/+f5\nR3+T3X6V3Yc+2xLdoiEjenUwwCNcSnQlLBGcjZ1zURE573Gyb9mixwaPAasWdNnQpcOkDgcbnIN5\nIRLCUMJIFReSbuJzXerW6/h+DKYbsG7BYb9NWrKImo1lINIumX/f081/6Z1FWNIIWRf5wy+fYCjd\n/Dw7gCrd/INR5rb8CfqqecbSa0xUnsOjN2cAVHEAIt+xA5Arcmv1CL3qCmMXpxgvncRT3Vwlz8tJ\nM8m0PQR2iptSK1BPcIMcp/vA80RLGzv25T+7jfvH3kFcuZPCUx1YT+Ug8fugHYfpBfR6F6sT2+hQ\nUsRdfvrFILX7C0z+19eOqf0ChBWRQj2CFvFSkUaZddzIk5GrsB65iHBMpyaMk/YKSNv7mbytk+2r\nS8x+R2TlVaqRXo6QsHH+bQ73SpaZngrVkzH+LnM1HKyT07cQLd23IZ1XI3CoisM7yOx6COvALGRU\njIvdRHe1xmVxxqe4Lnkrx5IlbtGnOCL8CYHeKrvM326Jvst4ll+udfDF5W085/oAHxj7Tkt0Adzl\n70HqKIjD4PG31Hi63LTNoVdgZljC44Dtd9xNeO8M+pdTKCvNmzgzSQ2SnyXgAtN1Jx/90K3sePQB\n/qi5bhsAnhAFnn2kiFD6TdyR66mvJ6hpgKd57T1V+Mj7t/K/L8rIyQrfaJExJPf0snrDn7B44u34\nXQ8SOvu7LXWES3f/Po+ufZDc6fsYqP5eS9enll0OHu0dYKu1TEIWCLvspkqwXRbobj9FD5ysX9ry\n7rOhqkDO8/2BiA2YQ6osgMuJTzfojExysXwUtwFdQF6BmgM8bgjVGjvxtYkrWXZdxRe1qwhVPNz3\n1Cep1WxGDjc2uFdFYMF7JUvybh6wR8DoBdXBp+z7eJf1Nw1pAqjRrcy7O1lkmH9mFLQ+KMXAqPPv\n9G/xMfuvLi1Ps9j0Wgk10sdCdBtL4lYeNPZi54dA16BU427zYT5o/wNuPXnp+thEZan8GzGGh/s4\nXQnhL+qUJQs7ZGB7BFDDXGWFOFrPY0l9lNxeti8ssuXQIfr+6Ts4Lrx6H6IgQhaBR0smAy6LSqVM\nshAiHo2g44JQhZ2WzkJQos+3Tlhcpyp4ycz34HQuIUo21ga/qPKRBa498nds8Z/hc31fAocHlBLT\nE50svOsDXPexELsO/R3eP9/EVMmXcF3cxTPKNWDFIFBF6O3l2cEiHf/xP7DtU3/YkOaL1NwfZ1Jd\nY8iV4OHiHWyP1S+l01u0GC2n/z6n6lvZ7cyQ1s8TatHICZUPXPqQhQ6g3DaG2rxlMFdzuFJxPIF3\ncXrX29H8IToWHkVsQUvnI2Ubzv8VruAErv5f44/Mv+MLizDnaL4c0KGZfOmiE0t+hBgRtpkWxUKd\nJ4PNm74fiXg4N/k/8y/fvQ7FmqF68Y/4QtOqoHfdxEl+g0PpfTBygHsdf08g842WVUfO7fg80oqX\nUvFL2Mqj7H7+/2hZDDbv68VQ59letAh5YD4gsG0TyydejuqVoW4jeWzOVgAbVPtSRXVeANEBCy42\nHYNJIoAA/hCOjEnVIbBYAL8OPQDipRivKIHfQcPG0JnOvcw7r0Oz+vj2M3+MzyUz9tTD9KcbOydV\nQWBG3k5euJJTdi9PmkN8wprmm/ZnLs2wbsKvrfpGuejby6zZxVdqMdBCUF/ha/an+bgJVL//pyHt\nGHO+Lcxb13J/ZQ+YFtTX+U/WV/iS/keX7t0b2yHyA1b+0zipWwbwuSZwL1mUO0SsgAeCGUg6oSpg\nC2G0iomaNenMFAg/f4zxL76+eesNiBwuQadSQzNSFCoKBZcTqxgE1yp7vRc5E4kQqifJm2GquSjD\n5MmLJS7o4FE2Foc5S1XGvnoff+Ba5I9jX7hUUoQT0dPD597zh9wr9jPy6c9s7sR8H1cxS2/Kwirf\nAIUEiLPgGyO9q4Oa/jZcp59qSPelnOGdfMgR577UJPiG+V3jYy19Vlwp/xJYJmOhE60T/QEBsCwQ\nW5PkeKNom0OvgKYIaDZ0P/GndEsh9u4scTxukzJbdzVKtYeZ+5qAlLDALcAGv+SvhVaaBcDMPM99\nGSDcmo/3hAdOfOMgwcEaHx7W+W/NLewBYCwocNsnxnikS6e+NYX/WBLONq/7Ine+b4jMhwP8y8Fz\njBz5dEuNIYBeQ+NkaCdHd23Bv3yRvWrjVSwATs2gu7BKpj/EEHmKlUsmsyACAYgtN6hbtxipFDkZ\nUVgrD+BznqLLo7OuwS4HJCTolgS8m5wTXQsorP/MrTzScztl5W7kKR9Dp57m7HO7eEf8IKHK5qq/\n1FCMU+O38pXoOxCLQ9QrvVAKQikJZpyoNru5A3xR1x9gfvJGPhe7FkseAm0Uyt0wrwEGFKaJ/Q/2\n3jtKruu+8/y8VDmn7q7OETmDYACzSEoUKdmyqWDLku2xJXvs8Wo8c2bXc+wJZ2d2ZxzWYXzWa9mi\nbVmWRCVSEilIokhKzCBAZKDRQDc6d3V15fyq6qX9A5KsQBLdXQXKtOtzTh/8ge7vu1X16t17v/cX\n2FzazdS+rXx8237s3kEMtqNlvAiN/VgLFuSKUJ7idr6Bk42frCn3SjiDAfxCE6+gshwUCCpVSl0y\nzbibt2sa91Tfyc9loP7KFjhWxLGBVhYmMDNtIZ7O0djSS7Q7TW+wwurtMlp0lF2zn2B34ivML/iJ\nhpexFaYp5Yo0sgK6tbH9Q90S+PR//N/wzQhUPG5uK55hemeYWDhHz2iRgaCPqOFh6o82Xqz8xM8M\nIn7LwmyKCIFB3BN1vD1l6PEgfGw71p9Nbljze/gbf45fhD/yPQ1dI0xFdbjhP3DPkyewlzb5hfwB\nehz/gd2+k5y17QLbTtxijR7z8y3rOvki24If5CV2gqDwsv8vuDnzGy3rdujwZpCPOujlWd6uCzgf\nHOIdZYtX/sqg2GjPJC7ap5ETc8xWDbYWTWa7W+9Q0bRLNK0UogzZRp7fB2iDMTRShFizydP5zxN1\nHMP53p9Fb0NDneb4Flbe//OsrUwQadaoHnLRmBZhfb0Qrkn6vod4dTDKyvP7OGgmueMeFf/5jTVG\neCNCDolXjUMk+3KY9Sp552+yv/C7m9azl5rYtwYRhHkaSairsFqDIRl6FVgS4afdwPrK7n0f04Ih\n0wBRRQz5SZf2EradpGJY2O3Qr4BLBocTHjI2fjpw4dd/ir+p7KQq3YI6twNzcoqvmG/nd9depS+7\n8fopNV+M48P38hfeu6A4gF5zYuVcUF9loP4NNtu8ruZ1M9O3jRfiN/OsfQKqfZDuh5wJUoXf05+9\nuijZjLYEs9vH+KPtd4CyHUsfhex2hCtlrEKVX2ucIMLmvjTVf29n4h1RDJ+DaK1CzmESJU8q6kaP\n+PmVUoabxV9BXdhH7fM6ri+rOBPrzzQRRVhdgdQTRUq2JvrhGs5Bk9q9NrTwjbzj/L/jwPEXubhn\nBO/SOezuIqupJstpC5d/40bii3ffj0NUacg+3r/0eR7b85uEtxgkxuJ0Dd+E+38cw1re+AdRGfIi\n2OxYBRmBCeQtAsXgAqd+625u+PNzyOdaK5p62HiIpOvXYfDfQTzMNwf+b9595oMtaf4gd8bfx9Pm\nGR4VBulqponb/qZt2vTsArvFK1KWHRs0Jn+SdMyhN0DWymSOlHkSaKtN+V1eUi1e8r11Ki965k7z\n8BUQ2nDCfatd4MDkKoH4wzTrx1n7xt+3LvpdvCa805llcu5JLj23stGDgnXhzCfZXS2iOgXCaush\n2PaKya2XU1zY3ccpu4sJaZWsZTFZFdm3tPnwdMuCwxcWMQ44mHTFmZFuwSYu0XTMM1kAVRUZqm1M\nvzSqcPZ9ezG3bCM4sIdKyo1SyHPvsc8SWH12Q1q5iJ+vve0dHD/0Xnqm63gqAQrxrbDmQZiVsIQs\nHy6fxcnG6hRc3BHnSwcOIg/swRTHCBX91NmOkXCjKhJW1gR1hV8ublx7aizI4+84RP3gjXg8IzSF\nfoz5EDavG3NeQu0Gsn4+LJ7BaWy8pk5RsfiFtwsk3VkK5BmS5zE0F9N7h/FnRDITGgcS/5gi6Sht\nroaDzYT5z6i4vbNs+fULZLQAnsN7yBwO4fqDGXpe/jQjL4O418d5rcKUaVJZBnmDe7Tk7/8se8dr\nnN8lcFf9q0w8+UVmtDTb4gF2yecYUmtsCwFRmEpvTLvXP4136AI9pTovbBkg1g3hQ1VG9VkG9hsU\nbhIoHt38iXJRsxBu8CE5nbh7i6z1Npn/5Q+z5c/+r01rfo/VRpCzYwEEX4SzETeC/iu88+yzOIzW\nO5c9vG0Mmg6IwUVlNxPn7ySc+k7Luh06vFm4l76D8KcSl2MNBK2966SKqfN3TuWffJj/rB/+BB3M\nJQ72WNxc///4yxY1Q36B/Q84eC6yiulxcf4DfQyUc0S/2Xq6LIBjT4Do+8MMiRoV5Rlu+MbLML95\nk/612FIu8O3IMAv6CLo3z/01CImbf84busXHiqs87N3HuOc03aKFwwZC46p501BgYBNNHy0LYqsZ\nDgZKnEJgQRrFY2hsC56l4gStDmVLYEyV6c+vf2GthgSefs8ECz0e3IO7qKij2KUU71r7LPdMfxOn\ntrH3Ih0N8rnb7ue53e8lOq0iWz2ohRBCsh+MNTBSDKtPbPTlk4m7eengLl7cfhMwTq3gw23uoFGL\noos2kFdgJclu87ENa6uSxZn7Jvj8oTso7b0bsdmLNGfDXA4hFQzqPQo0y2wpfh022WzlroN18u4V\nss1e+txLaLqD43v2EkhXmVi9yM3zV6NyndVTOKubuwaAMW/g/uPzDPXEMfb6mLnhAEuHIjg/doKJ\n47MMnHdBj8ixYJXkpInTK224RujaLTtRf66b/qbFweA0Oz77GebDvQR9Dm50LbK/R6V6l8iVT218\nv6FuKREbvsD9J55g2Rnh0k17cD9gJ5zLEPitAJWPtthRB0j39OMeFVBiy5SHupgK/Qxbv/1oy7oA\nCe1dMOBB6A7xUvMeHsw9hcNsQxQEIG5zIfnsvBTYxT3Tv8rA5U+0Rfd60zGHOqybFQmENkXgTE6b\n9GZnuXJSYe18e0P5FAFefbjCS/7nKLW3pvgP4WqquNoYKWjXDPafuBqBpLkAGeKV1usW2Ioatx2b\nYq/3ChWPl1CugL0Edg02elxj3iHh/ugIu/btohwdoKDKBIrnGE89RWB1YwUJnzo8xrH77sPdu5OR\n1VXmx4aRahOIlTBS1USLlRAWVxjX1x9NkXNLvPSvD9O85QbGcl5qKRcl2UDxRSg1ZQy7B/tli3oo\nCasX2LMBbf12N0fvHGdty0HC9n70oT50eZjavBPsEgUn5PuVq8eOvjPsTv7Fht6P73H7PSbpbIP0\ntJ+efauU8XNxwqL35RkSsQDvm3uVYKH1CJPvUf14hq6BF9hxc4DQNpPcUo3Q1Fe////m6dL3s+02\nOmGUt8Dbb5jnYvclrGyTwZXHsGeO8sEXKyQndjKwc5m+lQzCapmiAhs14e/+1B8R+MJRALSPfBj5\n5lHipToHHSfx5pqoFXPDmj9I3TWE+A6BvsYsjgEVt5ygUqzT2BnBfr7FzhZ9b0ea0FCiYPgkps0w\nJ70f4Jbn/qwl2cWuW1Fu8WJVFGSHwCvuLrrHPsA7/+o7rY23Q4c3GatmMD/fWaYClBPLfGEZaDEg\naQ92eqoqW9cuUnOtIK3VGXq0fQXAD95pUWWGStXB6HMv4Jg90Tbt79FXTfFh6zgJr0TvWoFxvt6y\n5sBkkt/qKXLS7uSKTaJHLpM3IGeK3FeyiBqbM5+klMUvOq7Q3xvki74uLhghApkJ+o05kiqM12Ui\nzfXPUeWDAud/eRjX4VvwDd4MUw7KuVW2vfAC77r0yQ2NrSaLfPKOXUwevpNAaIz4ygqrt70T5uwo\nPidGRYDGCv+58OTGdIHjB0Ic/60HcJo99CwpFIMORF+UNVcPzoug+w0orvB75mc3pA2Q+k+9PDuy\njWRjKzF7mFjIhTVfpOoLUQgYlEZkmCnxa+Y3iRibizovSSaVlIz6SgTf3jxxLcGl8S1sOXeauR6F\nnyq370D7e4wtnkUaGWR87yqXz2g4aldD+RxqDWavZjUGEDaV+ine62D/wCyK7CD+ua/h0Bd48Mhf\ncsq3hV5fnm2NWTKNOvOKiLFBM373tz/NjiNfxn/uOJHth6jEs/Sofm70XSZ4HrQBi8ZiawEW83ua\ndO9dwXLbiMeWkAI++HZLkt+nFvQgb5dxxSSWhV6m0u9h79HW1mEAi5Gb8B8wsIVUag4fz/bu5EOX\n2zDgN4HOrNvhJ8JxPxw3TDjffvcmJ8DfO4DraAxdb5T21IP8PvaKgb1iENlM4aLvIowJRPY78JoR\nfL4LXLBk5vIasWMXuOmxT29Iq7zTxeKDexjdH2NBcFI5fDtjRzMs9/qQlytYqSameIZ32p8lpJ9b\nl+bMXi8X3j7K0J19NNeypJo69YODaPYtrDUG8cxb0ChS9dcgf4rfrT+G01hfHH3mA17yt4+DMYJU\nsthzsEBTdbGgzeNzRkhG+ihEuuFSERxX+J3k7+E0N14wVLZZVHOwNWOna+gVzhYOIhomI94pkkEn\nNtcUBx/7nQ3rXgvPxToP7nyGFcdl5k+tUCy2p+3mge0KnvMSNzqfIPsVJ75nr24UbK+eZ7A2R+lW\nC8FqUn5FILdgravQ9Q/yPWMIYNe3H8eM9DHU5yMqJHEuLuJcs2jFHHJ2+wlvnWOoqKOEGvQwg7M7\ni+Vuvfte1dnEfqCJGFLpra/RDDaZ6elmZ3YXvgvru+dfi8SBvfjiS0hKH25TxfQUyWmelsfboUOH\nnxyzbVitKzpErjQIPX2ZQG+JHrOM/GILIQ8/gt2A8FdtjNhf4jtPXSJ8fnPdKNfDRC3HRBvXSZYF\n0TWVe78bZaI6oapApA0HdPbFCu9crnKXaxlH5Xsm08ZD8Jv7QX9IYWI0TtVTItY8zfN9u7BdOsHP\nnt945NeffuQA1tZt9G4bYsm9D/tEmO75MulhN84LRcrRLEb1FfYUHlm3ZnZM4W/3djH+4b3syFVY\nKqxSve0WVHmMVXkrfSdTlH0SemaJh8wX2J1/fN3a9ZDA/L+KMh8bwVp1M7wtjzvg5kpjnvLYMMZl\nk3q/E+opbjWf4nDif234PfkePQ6dwaRCbuIKLrWbvBph0H+OVZfFL5w/R/ji05vWfj3c8xXeV/km\nicU+Qs+3J3IFoOaEbVUNt/UU3jPP4X3yZQAcU+e58e/myF6WKWolqscE9BIIG4yo9HznHyMDA5PH\nOPxUkkgxRK+nij85R8mo02gxTLO3ZwHHtpdw2SAoLRGuzaFG7CiZ1jd6lZAd3x15Ig4LV75EcnAQ\njl77766pu3WQnrclsewCg2s5yt0SubFhQjP/9DuXdcyhDh06rAvZb3KTZBLsP0qhGuPSJRf+F86w\n+39srEVq+UNeVvb2sfuhCVa1EINmEOX8Sc7u3YktUSJSyyAKy1x2LXBD+qlr6unDIlM7PdQPhrlh\nrxO1miO5fQxl7ACOdARnSSYqZnCaBaRSDkfmMpH5bzCwfO1jh4YHpg/a6d7dTXPNRaA/w449KhlF\nZCVi4ENAndMhLiNXM+jCNO/KPk5/YXM57lrNwrEAetzAtaATNrL0yxep2pYpvljmpm9s7hTsWqQf\nz7HDlaNHWubs19pUcRnwXzKJhuaZXigT/eMfXslbk1XmZyAhg6cEZUlo6VBcnsnj+EoBfUigHjAo\nHDNZXBVamuUEW5E76o8THwth0zQ8cgbblTnqAZFWt1TVPhfdE8sYIYtQPY3XzMOgk/JFH74W6q8t\nCEsMeKYINK+g9vdgtxcwyDP9nlsZf+yFFkfdoUOHtyqaDM/YLcqnoHo5idLmHYBRh+TpNE8mBfzq\n9TOGrhfmD6QfOdWrP+3CMi0cGy+r932MLoNKv8ZWKYLpXsCI5jiRtoieWeH9n7tI6MzGQhIu/5KL\nkXuGEfeNslqPsjO5xrJdZfnAMKFXE6guFdFxmv+3sP45Y+lehZNb/dz/QIimrcpSd4zY+EHM1Sgl\nQWI4cZGqAjZ9jX1CgrdfWH909fSoReI2J25nD6Qr3PSAgRqwc8nnJqjJ+C+muNzlwDV1GrM4yc8s\ntJZyNJ812LUAwaUCWsOFT16jO7WK8ozKts8fb0n79ai8UEZ0ljBrSyhPbD5N8kfxO6Bn8iI2S8fx\nyA+nf4jzVdRF+IYI9pqI4Gy9hIrz0QWac4s0xlXKkxbGstByZZbu+RcYkFPoQoT+9CIxJlkO1FnL\ntD5eqbdE95YE7phJ39w8xsIc5WgMb7q1TnxiqEC8bx4t5KHHu4ilpSkfCHbMoQ4dOvzzoGmzuMdr\n0teoYC3AhekCk4+dZfeRjeUSL/60E/toiGgwjGmVwRGiml2hdOMgh174No5vnEN55C+o12GnBdI1\nZhTtVkjtthHpg+33GZRidgqKH9nlpZTKISrgCuo8+Mhz6J/4Q1aKcL4CNQ2eAPYjEH8d7aIPzuwU\n2bfVg2Sa7N4/T9/NERbtQQrVMFFXk9B8gotRJ11zkxz69mliX/kMsdkrbLbly6wFw3nIL1vEpirY\nvVlcZo6wKhH4fBbvmfZE9PwopSI89tcgWZuPLHstXp006E+kWCy89kJHbILehILccrYEAPVJC/Wi\nRVYADAmrxRnOkV4hnnyV/kgMr13EnGqyzXWaKdVg/WUnXxuxsUwoNI0/UkEONBmcn8FsVKjHNz/o\nqg59n/oKBz79FUI+ePbSZwikU0j6KpWx9tfN69Chw1uLrPfqv21qjvhD6G54Ba62+urQVpZtKve6\nod+2QsVykp+2k3suz71HqvifWn9lzXrAYvIuBWNblN4JharQJGAtMrltnIojQve5FZrOGoV4g/94\n6jjRK+tL2Vv+eYvMgMDb7rDw7zJYsWwobheV9Bplr4OgzaSWEWkaOcrOOu998r/h0ta3nnl+VMOx\nV+bQkB1lxxKB2yKs6DuZUbvpD+bRL1eZdvfhWLiELJT5g6kjRKZbS2dMIWK/XEaMAok0DneB+JTF\n+MPtXSP9ILW8wLc+JyAJ7f3+1LKQeb7B6hEB5TVKSSgmYAo02rEIAxyiAGdg9rwDoWag21u3GkKv\nTtOzq0YkHsZXXkZLZkgsgtSObkOFBbbxPHXbELEtWXz5aYq7HXhbDA6z2TPsDJzDptixtjVxLszT\niLe5O9J1omMOdejQ4ZrIJizPAHWYnIPz0w3GLq3/WK3pgplRkZExN4G+AFKvRtNZom6kcK41+OBv\n/SZCzaKYgqQD0g0wLJjFYgCB8GtoFjxgGxYJ+wXG90uEYhoZqYDiCeLKrjFlQe8Xv81NX/8KXt2i\n5geXADfZIJ+DWR1ylkVAEHC9xlx8PGjxoR0Q213CNlRD2RpmZjlC1QzRM5GgUXRy+lyDXSe+TehL\nX8MsgVSHnAxLusUoIp4NHpf0yyIzFQPPlEHxWbjkWUQXBFyfvP4be+k6rOcteF1j6HohWGBYrZ9U\nASglHdu35gg0a0xEVRpJlWLGoLag08oFGgaE1FVqc68wOjLLC7y5AAAgAElEQVRMo2ijdzCB/PwK\na0KFekTCkdl4Fc1mDQ4I0KNAqR/CL3yHvlvtWKksNt9bq5Vqhw4dOnQAFYvuukm0AuKMTr5W5LEz\nfka+vYp/A/0LGm6Lb+zT2LcnTGjITk4pEg7mWI558JhNBoqzuM6epqbK3JYos+fJv12X7tmDJj63\njYPjDoIxHVMrYXobyMU081EZh5XFmy8inltGv1Dg//zy14mWcuvSzrlMnP0mv3iDQSNeg24vy/Mx\nVN1J/+g8lZTCihjCVmkydG6OXzq3RPj51utcbbXbmJxUMRuQElTEnIZ7+U1Yh12HSygirJbf/MMh\nwxCgDcYQgKMmYD29iCs+ByWBpUkTZ8POBsp1vS7B6hwObQppqUmkq4jNXyEWLbRQhOO7LM8zlJyn\nb6JA/qILKkWW02+NlmUdc6hDhw7XxDQEnl0T8a6BSxMIbbCQ9YkBiztvtjMxolD1V9DsGpOnr+D5\nX4+w36khhyzqIgR12G6Dkg5LAmSAsmqB9sMzQEGB8m6LUYfC7hERaGBvNDHcPrTEGnPTGeKPfIqY\naeANWWgq9HnA74FGCrQm9ACmCcprPKvP+i1+ageMOk2EiogLgaXzUTRJoSc+xeRzdUb+9iQf0U2a\nKSg5oVGDoAtWTag0LFZ0E4++sVMCmwB1WeJo2cL/PBjpTrTHTxplpk6lMos6DGIJFk5bpHObP/1p\nGlBegYPVS+x++hLlj9+JPjFCPwlc3Sn68mku6xuvc1G14B0xMBzgVBSSPo2+//LXnP3TB3E4G6yu\ntJDT0KFDhw4dfiI4EVguyXzhvI44axGQ7ew4vbE5ouA1+Nagynv2O4n06dTsJSK9fpbUFLuOZhj8\n0hfIP3ac+RI4m1cbfGURCV/jEOSbPpOJgMjOsExQUBEKJnJYQdJTqB4R5fk0t3/5CAtPXCRXg5kK\nvIxADYnt64j6WBzUua8LxIKFPQRqIggKDA5coliXaFTdeI+vsfO3v4ZcgYQuYseFp8WIEkkQWK45\nsZ8T2hGb0qENLE9KrJ21cJRNMl4bdlvr6+NyCeR0meDkRXrCGt1GnlxOo1ZXWzaH6k9naew5wdZf\nKpBf7aaaMmnm12eK/qTpmEMdOnS4JpYMgg1WGhaiaOGzBKLW+h7Mc2GTt03A7aMmdbGG3RRIVy1c\nj8/SM2jiN0y8Gmzzg+YRENNQbFgoAtTr4Kz+8HXyArzst3ivV2Gf34RaA5oW9iacPr/GE5+e5/bd\nArYuC2fRZGwIQjpUU9AQIaTCsgaGDp4CKD8S2FKQYNsgBOqgZSx8UYHa5RhKsE6mdI4n/meOB7aL\nDI0JCCmJgAY7BfBgMita6BaoNUgmYWgT77VDABAwNtjWvcP1obpmUVsVSJ6zsJUtEogE3JvXm8rC\nh2SQPRDzwdzvPEf215IM3gWNFYNAfZmEZLHROJ+cA5yj0PSBJTjZ6TI4EfYQOD1NqM9JvlTc/KA7\ndOjQocNPDEVUaOYlzmYbmLU6ktQkZsqMWQre9ZgsTo2f2m2yv1unZNVRZAcXn02g/9FzjNg1ajmw\n/HCrKVAuWiQsOC+Y3GRK2F8n+HdBtBjuhntjAhIqYt1CssCm5klmYOaT8+yaLGPWwBGBqHo1Inyq\nYZExddYs6LJef+wXQhr7XRZmEfSMhdcnY+pFIpEytayM+mwdzxcTNJNgCiDawZJNMlYFQ3PhN1tL\nnrS3I/y4Q/sQBTSbghYGexvkZrMWO1MQLzWpfH6R2LtFhkuLiJMxTs+2Vog+o0KzAq6HL3HWULgl\nVqaal8nlVdrcb+i60DGHOnTo8LqIfeAfNamrFs403FeEQgmypkVKArsuXbO6jq3HYtQFQr6BTZZ4\n4tUq1UCFW0cstik6Wz2glQVqCQEHFva6hRiEmgq5Ggz/SHZNTYBfDQrssOvQtBBUoAZ/97CffFDk\noQ85sWc1AgGBQ2EdvXbVGJKaEFShKoHpBEsFn/7jk7/Ha+GpgG6DhhtcSZFis8SXT5ZYtTu4/34n\nw64SclUkIotETDuKrKHKKnUBGlVolCBobm5hITjAjsVSzcIriN81izq8WQgm1PImTcMi5hdp2AUs\nUUA3BXQ3BFrUf3cABvwCvYpFwSPgd8o05ubxDSgU50IkVizMTVS7LkfBfgBEGQwEqgE/WtIFy2t0\n291kqh1zqEOHDh3eShjDYO6u0VXVMdMwmhGIGxZJ3aRma3JUbXKL5ntDjbpoUe1qEragmddweQz0\nbBH7C2WGB3SaNeh1gc8hIsoWF23gMiBWE7C/wVyUly3uly3ceR3LC0IUqldsfPrLEp5Knt6GjhSG\nvig4c6DnIFuDoBtyDegqvr4xpGLRr5uYBTAU0J2gu0vkqjW+8C2RW6I6PaZJd0TEqUHUMqmKMG/C\nnA6XV5vc0EJlLdNpUTTq1Iyrrd2jgoxT6CzG3kxMwyKb14gEFYQ259vla+Beg3f4oNwF2rka841J\nCocgdAVsUybNFrzFIRNui0FmFOJP6pwf1/DWYPk8hNr3Mq4b/2LNIVEyEaXWW1T+KI7G5grRrod6\nYfC6aUvZ61MXJB1fX6vwzWALXL8aGloLkQGvh60dVvfrcGim/fdy6qBC7x4Df8MinIUJm4RDtliw\nmYgWrJWhT3/juijLbtjrveqg53MmX19wox70cmCnzEixwNbuOkJFQFsRcIQs7Co0JSjbwG3AWANc\n/PC9adrBaYFVAjkLeOFvvtXHxQEvtxyETFEg7oSQL48QqGHl/tEYUlxQcEJTBVEDR/3H7/sLZdgj\ngy5D0w6THoX/PeFi/40utkdq+OUa/X0yobyD5qSDZrCBU65Ttl+t+dJVh2MGeDwmGWH9n0s5Cs0Y\njDfBmQW3DLpkcMYvkglufmJci1y/x/xAbuN1cdbLtsXroz32Bh1iVa7ef043TLhhoWlSUwScy+t7\nPjqu8WvCMMR3gcMBdIl4VBnZr+AwatRONgjMi5xZg/6p19B+g1ugGYZGFBqjEm6PQFOBiuyi7gjg\nlmv4Li8jToI3/8N/dx0ecx06XJOBSv7av7QJTmux66ILUDp+x3XTXim+7broPnvbY9dFFyAst9bJ\n543YevH66C4OXB9dgFufb388wOV9duy3wIBi4EiJdLlEekSJmtJAk6DQhIk6+HjjOiZrYTjkBkOF\nTEZgLlXnjNPGzV6NbRMWgaZIaUlEFCz0ogl+0BvQVbKQeP152O6EiyqUkjDsh1dPOzkxJjAxZGHL\nWxwKWMQFKKehqoBPh6wPmjp018DB67chN4FjJbhVAtEJatHilVmFF31+btulEnGYyCmBfgF8moKo\nVMmIV5uNVBfBruhY3o0fiDx6p5sxo0lvVkNMQ9AwkKoGK3aDywMKWs/mqjavdL2xgdcKw2vXLxbl\n8Inrk46+6xoNfQsiLCqw3QfZZZ2wBIE2ZmQ1YuDcDr6gRFwzOBuXcPhMFk5aOJbLBGega5PbqqQP\nusbAHYFYl4iatcgsiVxYMulaguBrfKU8rb2ctvMv1hzq0KHDjzP/rjjNtwcYdZV5/0SOXkGjdkmB\nVQvnsobpvHp6NVSEyjUalVUEsIugLMAL/bfzXH8XY/tl+p0Wph+kvpepuSX0FYlqUqBU6iJbzFGU\nNTSbDnM6rvIP77ZT4tWInmM1uLwAR3vv4aw3wuh+i76wg0bQgcuTwu6cx2ark9XsLM970NaciAWD\ny/kyoqJTLDXxrLz2k3/CgMUsqPYgXzy8j50P9HFTV41hb46twRTdbifFaTd6s4ZnuIzlNkgsWtRL\nMnrN4tWsibdpXbNecUMRuTDqpe9OH7ePqLgzIqGSyHY1i6ppLJ+DtYswlzMh2Ml6fzOw+uC9QXDK\nAs0dFgc88IIkksiYSJ9r3UCf7YKtD0nojiDCeJmpySGcoxos13jmyTzGkSJjm7iMLQtb3unl2MAI\nDr8LTQliH8qRWItSzwqcfBIOHrs+G/IOHTp06NAezm4PMf2LfWzrL3JD/xrb/DZq5wI0r0j48lWc\nvhrpNISzUFiG2DXOSHUgkQdvwsULsR6EwzEGwiKHrCYP9J6lWVAwUxYBy6DehEQUbCUYvALC63s3\n1AWIlSHfhCPjI5g3d7NnXGdYFeh3WfTJsww6M6gZ8Ejg1QQSOZGizySasXBew3NwAW8H0jY3f7h/\nkBvvDzDoy/NQLMv2kIfmhQjWnICiFrH58yyUwJWC4CJ46xB3rP89PzbggQfdHJ6w+Mga+Mt+dmo5\nkqk6xhrIs/APyybNndfqn9uhHdQE8PbCz7rAmIBQEC7oNhaXTaLP6W25RnYvTOwD/wGBouXCtdpF\nXzzD5bN1bP9do6sF7eWtArf+jEzIb1GKhFhY8SDaNHr+YhW/0Z7xX2865lCHDh0AePad2wl+ZJgB\nuULM60aKlKjUZMyAhVU0qeClqJQpKVBrGMjXKJrrseBiBU7c/XZe2D5O/4gAfWEsR52CtormEjm9\nOIA268aWtVPWlymKMlnNxHO+TqD047tkvwly6eoJ2LEDN/H0rm3Eh2Ss8QC6W6RcTBMONlFokmm4\nODs1iFVxE/KscTlZpCrKZJINti6+/tidQDTaxX99x92MHAhjRJzYu2souk7a1BGaJoJUo1xTUCoB\n9KpBuW5Dw+RooYAna10zH7rRHeTE4QH6dzkY7S2DHCMg63jcBcS6iVmHwXMwKUElev2iETv8MFoY\nShPg6JLwBk1KXSI9XoFERoTPaS3r1wSRRKQHmz2A5rdR3OrD6rE4OdWFrMhMWMub1q6aAUrOEO54\nL42qFzdOilEba4t9DDWv4eR26NChQ4efKF++cwuN35xgOFRjNGwQ7m2QWXShKyKuYIVGXeZsE6y6\nBJqFWzWvWTRXBqSAjy/eshfr1gjDcRsOv4Wk5akGJfQa6HWTdLaLcrVAQTQwa028uTde3zmsqz8v\nPnAry7d2s21Co+72IfgaaNIsok2jZInUVYu1VAitaDKr11HQ8C6sb4Nciwb4g/t2sve9/Ti8VSJR\n8EcNshkHlizgixao502SaYFaSQTV4mzBIrq+txtVkXl+/yDy23zsGlRpCAFiXU383gJCzSRWA3kN\nluqwPCwhuDuHdG8GVQG8wwK2boGgT8AcN3GpEo1eBdpkDq1YAjfshaWAG3lIYrE6iBI3SF0wCLDS\nkvbAfpHFrm6KPhvasI26O4TNlcUct8P5jjnUoUOHtwjPvPttZB/sw+9TkAMamjRL0eGgUTfIpCM4\niwp1aZmi4mDWamIvaHjXoese2cnDE3uJbokj7XeiOU3K9WXCNo2p1Ajamp94sEQmM0/WEEmWBYJz\n1dc0huBqETq7Befj23n07juITgxjC1XRusNUCmuEnE2ktMVa0E9+ZQCXrBDsWuTkKZV0GcqXK9x4\n4Y0fzqri4LMPPoRvNIw6HkEJGxjlFfJ2Lygm6TlwrIXpkio0rQTlRgiDMlfSWQJl45ot4Qv+CN+4\nfz8TN4Xp6s8RCYcRFk1qQo6QXaeiiuhXTC6pMguyRs3dOat6s4juEiiOWESGBNQehflSnErMZLVp\nEBlK4ZhvLZXVvyXKjBDDEetmRtuONFplNu8k4XUypFeAzZtDcydAuTGIyxuh5ggjN3ykVk2KYjcH\nF1pv7duhQ4cOHa4Pz951iJn372EoJOELZaiIdQqChYaAItVJVXuhvkzF7kN3GaRXKwwW15f3svau\ne1ne08vgTgUpolDUCgQDGU4v9aJPO7GlRKrWGnnLTilXZduF9el+6afv4dnDOxgeNZFGfNCsobGI\nIGrk6zIXL27FSnoxhRXSao1EXWTLzDqNoXCMj91zmKHDcQyfDXeoQE0yyCoCdtHC7ihQqIcxC03K\ntTDVps7UaoGd60x1V4Nh/uddOxnf6WZ8wsQWdSAVNOr2HJLNQHcKlE8rpEsyx/U62sB1rAvR4cdY\njcPoPpGS340SamLYPPiwKLykE3jxDULa1olz1MFyX5yK0E+XM8H0wBBdviIzDicTLZpDhmbjijeM\nr68bs1dnpTmIVpslMq7h5krLY38z6JhDHTr8C+db7/kFzu2NEj+0haZUpGpOoYp2zmV2oM2EGe1a\nJVWZp1S2cVlrElxr4F1HinNWdvH/HHwQ3+Be3I4aRU8Mm5ZmIFNBc7tJqlvpH1slvZAmUTHJLzbZ\n+mqewNIbuysZyc4f730H3u5duMsN6v1hSqpCV6aKo2qxONRFIzVM70AOsbTI8ZcqaHkBx/k829fh\n2j9z6F2c7tuFsG+AsS4JozRHASeS7CGbDOPSZfq6l5ieTKE03JQbOdZm8vSeVq+pXfD08Mg772PL\nfUPEPDnkQQe5CgS9GbyWQNFysLLYi1iXOC8ustzTOal6I8wG1BTwtCm46qKqEBs0WN3hRArIzCZG\nKHoULks6LnsdB5mW9D3TdU4RJx7qIW8M4ZByFAqQCrmZKM21pN09J3Cs2o13KUbd56ZojSNfmWc1\n4sGqd6b6Dh06dPinyHfu+mmO3DZGoK8br69EsdbA5q8xvSZTn/fhLwh4gpcoZpw0xBrnV4vcvrY+\nk+WL+2/n0f130j/WRN/aRbGQwOfKQQ2m1/bT7U6REpdJlAUKqxr3nljfxvv0yFa+eMvd9A47kPe6\nqeh1fMIV5HyTjD/I7FI3HlHBcs2wsghLebhtqkZoHWWAasCR+96DayKMNt6HM1ChpIFdUSFloM05\nCdUjoM1TqodRm0WyxRKj9fUZQzVPF//15x9g4ECcrlgO/6hELVPDaWQxBBlVs3Mm1YNdrHDSKLG6\nxUbD1VmLvRaeJggylNsY4B7aAqe7ZCpboB53UlHDTBv9ZOt5rN4mAV6jKOMGcWjdTEmD1B29rAg9\nJAcjzE9vRWhD2pdrRWHK46IS76JWVliOTaAdM4jMtbZ+fDPprBg7dHgLoFmwZ0IgcsGiWIKTfpBa\n69IJwNTO+/nWntsJ3N+Lqhg0SnmUmk6ifxAh42Hb7hkSl9LUZIHZuRpj36riXGd2zdGdv4wQvxFP\n3aDkjOEpSUTO58kO91DyqvQzSSqXYHmqQd+JElseX9+D8+U9H0OM7sKVc1COepAbCn2vLtAIBbnS\nJyBU68Scy+RrSS68msd1pcmuv15fRMbX4rfw6Jb3IIa7cTi70FaXoNCguC1AUuonHinjD80xe76M\nXRHJzObwP7FIb+HaE0pd9PDXb/sQ3QfGcBoNKqbAGl5MtYRWkLH7yyRTfcTjOebXEhwxTcTOeuR1\nUWvwvmERaULkqF0g+VTraV/6WYtL7+9lttKN7vaS7epnrWnjimJnb08KLrU2udsv1LiUCpBPdlEP\nR6gZw3BljSv+Hg7nv9OS9shKhc+tduOxhhHnJBJ9PdidAyytzuJaXm1Ju0OHDh02g78BWUB+iwde\nNHQYiQo0z1modciEwNGGtkOpgT18Yset2A7tpc+dopCtoogOtHCc+nIXY/0JNOckKzMKprOKcTrH\nfWfWt4E9Hd/NP9zzr+h1gdbnpdTQidVVHHmTy4FR+voyzF8ssrRkMPpqhhvOrC8yNuXp57/f/UGi\nrl5koKDZcGoVpFmB9EiUUnqI/oEs+fnLLJ5tYp9Sue9UHmdmfQX1jux7N1/q24158y66nHnK+Tmc\nkp2ku4uV9ATD8TWSMzM0VReZQore2Qw7T137cA6gZgn8+333ERs/QFiv0EAiDciSgVSM4XdXmM4E\ncQgWJ4oZ5qI2GvZO9Pbr0eeGnl6F4yGNzEnYQKmn10W6CNoBF5MeD3abnZJ7lES9i4QRYcBYa8MV\nIDjT5POrg3j2jmOIfixHHVN3M663rq+cbXK6PEosHaduBUl7u9G1Ggf01g4A30w65lCHfxJEDbgh\nr3PkOnRW+vUEPB6Glbfo4kTv83PobpHbmzBslvjqooHQhuYEudCt/OWOD+D1R6lUAwTmJrF8CufH\nduIrJ9geX2R2epl6voHnpTy7Hl1/14KXYu/l0cghvKqHsujAUZfpenmZxd4IYilB8OIqhcQawXKV\nfU+vEHi5vC7dF72HedQzgcuIoyoysi4SmqyQHQyRq6zgfilFSKozW8jgyZfZdyKD94n1dVXJ2g/z\n6OgvIopxrIYXcUknmkyxeHMczaEwWJ8lNzlDLTOPU6xjvLzK6CPr78Z3ZMdHkbpvwGY4qZaTWL4I\nzXkZ2VPEs2WSZCJAd/8iZ1/NcOKitiFjyBZS8JgWh7wa4ssms16RKf8/3wWN3YSb3BD/aQezA348\nsTAO+zL1rxVa0h3ImpysDaFERnAYCivVGMWUiwUzjFU+1vK4nQWNoWUXp8LjyJkABZ8HqRClcnaW\n6HRrxpNrJceBszWe1CIoRhfNik6y6OJfH32q5XF36NDhnzfdTZOkrf317fYsgScJR25tu/SbRhk7\nQ7f5OGwTmJByvFTW+dxC6xvhlH2Yj970b7DGttBneVEXVhAtnblbJ7DX7WydmKaamKch6jTKRXo/\nuUp4nV08U6KT/7LzQwQFHw3ZTrNkZ/z8DOpQmDNRN75qivrKBfTJGjd+aZHI6vojJh7Z82EU11YE\nzU5ZkvBP5fHUYXEiilWwEZNWWFpZwjxbI/5Mlh3H19817HT4IH+/78MQ7SJohqimi0h1ndl9w3gs\nmf6eGZKrBSzVonwpy44vLxJW1z/2p3f/Nrbt+wlURVSngCg5EJZknKoTz8g081kvfcMqqeI8F0SQ\n5I2vo8K6CRZklX/+9SK9t9pw9HvYd5PA85UYjd9fxJ6ttqzbnxU4rY5BI0bdCJF09rCStehztWHQ\ngHOqxFwhSHjFTbJ3K65kjnLZ4sBk660SXYk68Ys2zvm20Wz6qbscpOx9/Pqpf2jDyN8cOubQj6AY\noF2n0/p4zSLheutv2FyGQU1q75t0W9zJgTssjrxwrfJ6G8OsC9z9UIhXJvOsFNrf7v16U+vfzsDH\neji4awXrmRoz6QarCRVRab1z0pHu96IoQ1SaPrY8u0pmNECmXGDkmRR1T5UXlit4cyZ7/nKJc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9uxBdGwgWvFS8m3Dm7SRcXmRBRLULMLPIJ82Vld5X/DKjv3oD37D3kveswzWyDUXp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vF07SRT\nZRDNLodWXO6cWccaltFL19//qpoq8Mk73oNUDAiaCRTNI9Ad5CmHJ3btRij+Nr/0r//xdWl/5b6P\nEr3n/ThWDNZE/LRKOCbyaPZ2Ph78E4qf+53rXveAAZfjFQ9eWQPW4PZyyLEDBpGMTVPx6Ck2dtTB\niHpY2ZC+3qe5OM+HFi1SNZuRpkvh+BsDFiYbvXZ2yQK4MqYt4zgykh+g+Q5iPKDnCZT7RRqaTSLu\n0bdB70PX9rBWI4SuTKzrEzEDBANkY2Pq1zkTOjoUDXBFGFU+z2xaJ1VIUZMzBCr88IhOfziJN5aj\n1BphpTfFueoBzhlZRuuLOEoOy47wdHOWdtVhx+oyH1/7JFn3b3MIHGmj0okjTeYK38IfFxi/W0Lf\nn2LenGTZKyB2R2hrRSJBAaulY3kKawfGEFSIXbRx/ABXvcgnvC/zMff/etN59/LQmpU4MxNDHFYY\n25ugqyZIp3P4IzOYTpEgO0E8n0U7rdGPxCjFcghpD1b7hPJZftP5DxTZfA9Wuh/OFuK0hmIokynG\nR9PYhSxCfhrJySIKcWL5IYKOx1oyjVAIkSoBnrLIJ8yv8LHg6jdC8++ROX5LkhZphLEJDuSnMP04\nrWiKTiDjOD5VWaA+m0c97eEkWlA7w8e9P7yqtiHB/L4EjxwuIhcKRMan2amM0/VGMJhBMofoOnFk\nQySwQkKtz69YT1EIv3lV7asxkSnz8dv+nP6xGY4PNbCqT6E8WUOv3Zy90sX6zTEqBnz/mdd0KN6c\nrPMPXvx12rHdvF74dfYv/s/U2yGvOHDbDWZxR4HJKY+DwjrJc7CiwPldIrvO3/j7/W8e/CnEh2YJ\nzl5Cjp7nUx98D9LOFe77rT++Ye0/nf1ZGJmGvoKgdHhsNMujw/+YX5tscOTr//m6dY3cGL/04M8j\ntPNIagQvG+FbYz/D6GcfoTh/4obXfbN5R5pD24kWwqU6rHkCO6MhjgrVloBzWsMbNlFiL5Pzx6lY\nJnXVI207lNf7CE2bRNcm3pUQax7LrZCgC4nv6pUqAroAsRg01I2fY25ICmi3NDpqBFNQ6GsQqj0U\nZxFzSWK1lmbqUo33PfYYc8e/ddl1d4WNF3dUg5mISJwUleUszIQUxmskiiaVrkLTd9DkJoEWg6qN\nGSYxW3U4f4Z/+vifM1Y+eVn9ahHyGshyyB37PNJ7MzTTHpVUGyuqoCVlLrlFFgtJ6qkMgWwTbVSw\ncThSe5r3n/3PZJuvXlbbApz94OmQTcIHHw6xx2TKEZ9A6TCWTbIUhlxKZyiNDIMbkqkt0dUkbPN1\nfmH9K+xe27xxbDUL1cMixZ0aUwciTD2cZtVJsSbGiWgpItoIFW8HpWAapSEzeXyZtizgi01uN5/i\nh5pXzuxp5wW0jw5z15482twYlUiWrpbFSM9RM3ZSs4eJrAdkX1+nmshA00Dov8j/tv4pct6zV9R+\n07kaBuM9MFyIs7YW48D9F/Gm4WW1SLLbQzxh0LBr/MjTnyOxtknd23VwMSjyu0+8b9v0Bgy4EbIt\nyN6Eb7OhzzzC7eOLRHdkkJ9bRv9644aMIYBn3v0Q8h3jRNMOgRNF9E1cRUYdb5EZc6nNTVA/+SC5\nP9n8pu1yzN+6n0c/eD+RaQep5xMZ9nEEH2dCIcx6vG5kKW5ftvSAAW/i+SV4fikEPPh2NsrluO8K\nvdIiCEQMhVf0gELbJZp20Q0R3RRQbQGhptPzBXLhS0x0KvR6OtFISFBKYNZ2kO3VsRox0q0W6WaD\nRMuiWg94yoKWDKYIyCAIcDQD+piFMm0zMl7BHlNxhlNU5ZAFP0WQDfCHI3TlPLVyhBPt2zH8kCYq\ntXCdX60+y5HF33vTMTwXhWgcjsqgqzC7U6TTH6d0Pk9PLyCPJRjNqdCL0OonENJJvGiUzJllXFGh\nI7mEVPi17mc50vqjy56nc/tByYek4jbDO1WEbIpUIcOyGEH3uozFJYq1gMVewInJQ/RFFc2tEYg9\nnMgiv2n9V2auEJw7eQeYUwJizGVur0RsNkEvlmRVEBHULplQpdwSOZVJUzuUR3+hC9j0lRKfsP6K\nj/XfbGh9N1UFjj+oYu/QSBcURqfihMkEpUAkSKWIkWctHGUlGCdyViZ/rktLMqD1OJ+s/wHF8Lkr\n6i8OifzJdJyhwzmOvmsUZqdZ7+QwMhM40n5WjSnceoah400qRZWwu8THz36eQ85vX1H3Wrmr+CI7\nUxbVc01ePfcc3u/vJv5kfFu0Bwy4XnT/SXT/SYYs8PZuGOdHtilZ/P7VZaw6vMtyKXTY7PK/ZU7+\nwn1kgrPItxfxL5aZLZzh0g8n2ftkmvzLVxk5eAXmH/r7PDl9GD0bwbEllEgSNyEQmUry5D0/xZh+\nicIjf3Nd2l/50YfRjx7AbUcRaxbSmMKTe5M8oH6I4r8bmEPvGOw2nH70O+HogI0EfgOZBsMs8Z2q\nUJ8QWxMggFZKwBRDPCMk2nuzZoSNVNglDwoWJHvgdcAqQzmQ6MUMOmGVINbD7Cool2TueLXFA6s9\nRv/mypWuVQHSMhwDkr5A6HbJJ7uEaRDjEoutSaywhitEEE0PYa1DxMzQ+8YlPvr4CXY9f+Vi6KE8\n7MjAvjnI5iWqtoRkK2iBQDHfp+yaJIUOUa1FBJ/EUy/jnurxwEsnufubnyPibN6BXx2H3cMwfQiG\n94r05BQlI46kRhiZclm3PRKeRUzqEhWWia0t0WrLWKUlfuWJT5FdfGVT7X4E9t+hkJhTSezWkHfE\nqFwaoidnyB9QwNUxLJFU1MIIy8RaFq2IQii22d94jU88/++ueF6svSLabXFyYylMLUu5EiE54aPH\n0jj1kLTeQgw9QtujKetoYY2uvcg/Pf8pcp2tGUOODqVcyAOaQjxb5ejDPcrSLk7WomTydfqNGkv1\nkHu+8BiJxU3yrQcMGLApkZbP0HMnONATqFc9Yr9/Y40ba9NZXrh/jPH9UVy5ujHF0utS7Fu0l59B\n7Jpk9oS09knktqj9tbt3krwvR8G3WIn2SJ+xCQUTJe9C0UdavbG1Dxjw/cIMBahLnAkExuI+YjSg\nZwtUL2iEoxJetk4nLiEnFYJXfGpmm6jjsty3iZk2McMm0bOI9wTUBlRqkOzAVBN8D56VYY+20bpG\n10ASQ2IqJDSPUkulI0doyVFMRcGLOCC18KpdmpU6pV6Ee159gp988VmK628e13waEELIqVBMiEyn\n4lQuFGgVU+gJg5HhdRKqTdlQkCUXMdPB7gv4HRtDieM2z/DA6Vf4ycf/jGLv8r1uDECWIJUOuOOw\nR2pOZj3hUIk08HMiyYTCJSPL+nCGlptBkE1irVXswOW+6kt8/JXfpdg6tan28gEwMpBJhNz7PvAn\nJVblgDBiMJLycQOBxTBLfXQY29cpvnaJtixhiG1+uvYIH1v+rSu+vs/mBEr7ZW47GiN2IEb6cJF1\ndZi1SJ5EYgLbGcXsDxHIaXaeWcUKRFpin9BZ5TdLv0fRvnqnl85HcvzE7hziziEqsRG60TRjs5Ms\n9iZR7AgTTgOMCi0dFGuBu0pf5EdK29M0VsTmxcp+3D+b5nkhxuqZ6W3RHTBgOwkkiCS2T+/+0y6t\nOCy24WQIt21Thf+dzku0+s+S3HWM/I5F+peWePCOHtbPp+EGzKFfu32a/ESCUO3QCRJEYjX80CAx\nqVKKS5x/cPa6zKH5YpIXfuIWRuMO4XyJ+gMK2cYyer5PZ2p7h8jcLAbm0E1Aszc24Vpt49/NTrIO\nPO+DugJJE4YqELkEUgH80ToUuhhUES+GZL/kcnD+2kc0BwpMqtAOINX2Nxo8p8FLgpsIUIp1ZFfC\nrwq0Sz3i/Tj3fvkxRh89jV6/jJP1PdylQFyAuCNirMYx3Ci+AkNzJRpelrqh4ncCRMtGfbxB5KUS\nH3rxPHOvX3nilizDu2KgaBANBdxaknaYwA0lxufWqVqjKP0GkhhBqrto8zLK6T73v3yJux95BN20\nNtUOI/D3Dks4ERFPFFFclepCgU5U4eDdq6x1d9HBRter6LZD1G3SjMewT6xzz6nTPPwXf7CpNkBj\nAu44ptGORWhYcbrrsO/edbqROdbbFnq6TVJ1EdsqXV9H9gMaosUvPfv77F3Zeof8phzy3knYmXTR\nFBNjXWfdE1DERSLtZdznA459qkL0+OCmcMCA6yHiwd4ve6w/DqmrXxavytmUysxRBTV5lsbwJMF6\nBztt8t69P4TnbWR8rvuQ2GJ136VCBPfeDFMzXbTmPELOJtvpUR2OkDQa6FoLrXP5m8EBA96qZJoi\n5hkBbwkCTUQLQZ43AZNRt8kbplYACg6GvhGcs9MCihgi+rC3+kbdtAReZKNRddLcCMzJTXBVhXao\n0sLHi9Vx8HD9VdprCsU1mQ+cWGfX6SWipy9suuY1GRQZDsow5Sh4PYd0cZXU6CphEQwhRaunYAQR\nXGp4bQ+x1ECtrHLP117lnhdOcvj11654Xs7G4JYsHNoFWlKnainICQVdE8inDSzbJSH2iOktooJH\n/PHncE92+chzr/DRRz97Re3WJOwahamjMLRXoCenKbXTCMk4QxM+uC4p3yYudogIkK6WqPkJjF6Z\nf3v8axx56b9cUb80LLD3oMpD+yN44xqhlmZ9KY0RUyju8fA7Aj3fRUu2Gel0aAkyjmTTp8N/eub/\noFi/+tTWzgMwnk3gSglKS3Hie/rk03nWyhbpbBlf7NGrqDQdBUsIOLb41/zyS5tnm2+VAI355jRb\n2LIPGPC2R7cgb0ProwJ3eyH85fboHvuZP6DyP+5g3/6TJPoGS5/vERNV7plt8vp1al6aLTB2q4Q8\n1CHieNStDO7hgJHFFfyiQEqvYB5zr0t7/UiBHdk2QvIcXaeAuDtHyquScitEn9s8eeGtxMAc+gGi\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8du2TvAGiIYwswKs9GIqGlDSHzg547xFQ+jDakbBVnykTlrugbU+18bYzMIcGvG2wdJHK\nfRHsOzQytofWdMgZDnMa6F1Q+9BdA8rwcgdKBCyFApNXiUadv3eM5yd0ZsYE3jtikFEdgqpPKikw\nNhySlRt04mBb0O5D0YJvCIDQIxtq/11HuUyTFFfzcWUPOWJxp3SBRLPPk06MPpOIg5liAwa8pQnH\nVGKHPLx0hFHb5HRTIHHx+ss4NAvOrMLyh4poo5O8LqpEHBMlnyAUAvzWNJ1pjfQ3t2Yrj1pw5iKM\ndKE0k2Lh7p1EJjN4rTi2EKM9k+D19Una4zK9ZpfihYFtPWDAgOvDEGD9noC6YiM7DooTYnUBHUID\nLrVExFBjCu2qWt9NPeojHvW5M/E7KA2gDhEP2i6MhdANfpiGP3lTjmnAgAE3Tk2A/DZXFF7SYMet\nElI8Rkbo87ivkN9qM6DvQbPgK0uQkEOUsQyFXIyGpmLXxhnbucS3ntzNul9i/Dq0s0CsBlUBMr8g\ncMstEnHFg7aEXYlS9HqsGTpSzdrIOHgLMjCHBtwU7FGJ+oRCR/DwYx5mA8zWxmSQ/SYEnY3+P9di\nj5i6wuk9WZbfXeD2oz6pVsC0ELJjossOq4LYg24FrAByCgQ+xAFfgEK4eeaQCTz97j20PjjB3kyf\nkbDG7FiEoq0TU0TkZRch1UAMQywHwjaMteCiASFRcuHmNeZuysccNymOrnKH7iFWQ/qry9hxONqC\nrwUR4t/T8HrAgAHXRykAWwLNg+FtbA1iTMZx39ujJmboLifoH++TYGuRpO9lD3Dh6D4W4lPEJIGk\n1YeIhOKAmZPw4uuMlra28VHCjWtTpwMn/v0xxKOznJE0SKr0jCRO1EAdzZPbWUb4/M1rBD9gwIC3\nFlYBrDj0bPAb4Fsb+6PiFnWMiMilAxq1uzVCAfS2w5DhcUsipNeAMQe66+BUYKkTcCEweTa0uZOr\nl9XXRwSe3ity+LDIwWTA7JqOLrqkCVD0kBUT2gk433qEZ/rvIQj3XNe5GDBgwM3j6SzoEjRaMKFA\nxNge3V5WoDml0x/T8IMoTUe4cXMIuDuAxbkEq0oa42AaV4hiyEmO+zsoJQvo9vXX1mrAaAjJnx1C\ncXScxDrl+gTRhk39YoT2hIv8pbfuVJB3hDk0CqREGE+BIwlUEFhoh4QCiDIEIXg+eM5b06F7p2DJ\nIuX3j2HP6liiw1DY56Fcl6LtIddAroK3AEIJFntw0Yc2GzdLm8WXzhzbxxcPDjF9IMrshIeiSEyk\nDdLdJrLZxw83GojpGsRCCIKNms+qsFHWFd+krMzM5firh24jfHiaHSNdJuJrHNyTQyuLdOcDUNvk\nCn1UzcFSQlIVSDoQuvBpH6LBlY0d86dMDiQ97lCjxFdccn2LxlBAqQYtCSZrNRrhwBwaMOBG6ciQ\nOSAwkYVeG6rHQ2Lb1E6nPZJmtZCkW0jQiBSIxU9si+7ZoT0k/RwRNU5qrQlKiHRJorrPpfNYmdue\nb1xd5DK8/r++j/nDt+NoYwhmnIjQpmnodDsZCtNLXHixxd4T74iv/QEDBmyCOaawMKFR1n3Kmo1s\nB+R8GJ+BSAviVRBrMO9DBBi6it6rO/N84e48Dz4skex4ZHsmc+MWu0MP3fDpaWBWIKNu7L9qgCjA\nKNoV+xKbIyrf2hHBuivJodE+E7qJV5EZS4cUbI+83GbNDVH7kChBp37liZADBgz4wXAiIzB9q04u\nGuKqDgunA/ae2h7tUNUpJ+PYd0VZvlTEbVvA2rZoL6XSeHv2sBjIpNIunbFh2h2blSGVqdqNZ1iX\nR3axbqfpynm60RRRuUe9JeGsntl0yvdbgbf9LrEAHNZhXxEOF0WstEo/qdKOqFSRqKPSk2VMGcJk\njLV5l9pCn27VgLXr24C/U7CHFdYnNSzZQTJ9BCukKIbEpJBiN+DM8sbIev0qnpoVj3Nq7zin7xll\n1yGd8ajPAanJnNYg3w1JNlyMfkCoQhAHW4fkt80bk82Noa89+DDPfPg2dmR6ZKd9MrmQaLuB2/cQ\nPAFJlAhFGcEIwBAxTBnHC1kIHTJSiOZevpysMXsr/899dzJ0JM90yiKhQxhJ0w5cVMsjrTXw9ADT\nklh2RcxGHKUe4HdDnm/b1IydRPzLr9oRfc69W+OD9xTYGbaRazqZvk0xXKHRhyAG3dPgCuM3c5jD\ngAFvSSQP/G3+1qnMCez+qM54UqNckqgJLXhxe9yhkpPjpcguRgST9XSGXOwSCao3pGkc3MlFYQ9x\nP0PQTjHmdYiu1HCKMdy/eo6PPrZ4fbpJlSc+9gHc9Cx+X6Ft5Uj1avgNhUYqi/FqjdFXJYb+5C3c\nBXHA245xQJAgo8FpEyQRECAUBCQ5xPMF/AACb/CFdzMxVIkLx0ao3ppjPeYyofeZSxp8LOmgNcFb\n3XjIAggWdBpQ9qHMRoBu7nKaQ0X++vAUp45l2bnTR07oDCX6DNlt4kYdp9cj4jmo2obJ9J3gnCls\n7O12BJtP2arPJPmjD00zdzDGbLTC7CSM96LoYohS66EEdWw9wOrCSA/W+7AY7MIfZA0NGHDdtIYF\ngvtVYise2lPbN5SifjhK5q4RmLaYchyyBQPn1Pb0NkzIOivDY5yLKizl9uAlr2+PdDnEuw5zITiE\n2bdIBDb1eIYgNordP8V9T1WuLnAFVn9uD5XIHE68SLk6DNE+gjpC/JZV5Gfe2t+Hb2tzaBy4PQ6T\nSZiJQy4pYackcsMqZk5nZjhCL6PTT2o0RJXVVR1tNE58l8QTpYALF8rMrtXZWa+T7V+bUWQpsJIG\nIQJjRwXMrgRnBPSyR8S/+S+2pYN+A+OUrbkJVu+b49m4xUja4NBsjwOJLnq1j7zqECm7xBsBahlc\nHz63Bg96XHZArBUpsHj0GJ+79xDjsw5je1RykTZZr4puOrhdEw+bqNIlnvexDLBaIOoQiQTovRD5\nMqfMBJ544Od47IfuYVesT7YYQRuy8II+ga4j+BqulUZINVntFhDNAFkJicQavKLZuCkwbAHdeXOM\naXnoCL91y/tJ7ppAy+tEhBUcwcRKJKh3+khNmX5rhCkpoOR08dwsqhbSkVu87pv03Wk0bxNjSA54\n/hfvYey+CBO3voZ6Lk3Ya5LbcYrWSEj+LKycg5f7H6QbbG3saaA4TI5Uud02OVftczI4vKW/HzDg\nB43jwoOHFM6bLpWF7dOtzBVJjRVRj+YxVvuoJ08C25PPPNLO84x9jB2OQc0Jue3C8zcuenqBnjdD\neFbDNxxCfwxJzSJ01tm1ojL1rZevS7aUSNJMz9LqTiBeFOmiUWnFqKaKFM+cpeaO8r4v/MWNr3/A\ngG9TFOD2CEzl4OiIhJlRqekKLU1l2ZTpqwJORKUbiHixCMsnu3QrFly8MYP1nYA5JLMwIYHtojsq\nOCGRaEhEhiHLZ3k+hACmrnL/ZsgK5/fO8P8dG2filhTjOdiltNiVaDHqSKhdD73fwhJC4jo4EbA1\nkGOQbcEKELuM7vzkTv7NRx5mdE5lz4zB8JhOrF0DwyVAAkdAiYiItoDqCziWiO2p1AQTQwoZcVXU\nTfo9nrx1L1/80EFmDulM5arMTTlotki76yKl6iRtB9exCWyBtAmCAY/ZIS3vzhuYZzZgwIC1f7WL\nxGye5kqJnU/Nb5uu+mCMxfE5knfXeGU1R8AK4/tOIp++8fviuAvnggP0WqMYmSR7hO0bpehn93He\nPkDLCSiUyvjItPIud3/pxtoHAPzFz3+EuDGHkDSp2UUcz6cwtUbniSoPfL6zDau/ebxtzaH9AtwZ\ngckE3JaCW8ZBn/RZj6mU9RRmJko7kkJLRHGLceI5lXhcwluOQCaDMhShNBXjzLpF+/ir3Np2eKC6\nxETntTc8jyWAKUI7Cc8kYc807NslEGQjtNQkbS1F/T0JFptRGrZK05CYXLHZpWcZfvJpxuvlLR2X\nmchhSlCdyCCkdayigB2zUIoummpjLdv01nqUjzvs70DeF8hcJfPNkuMsze7j0/feQuT2CcYzHWbS\nNWbSdYp2g4InUBT7RGUbSQvwAa8HOzX4gASPBPDe4I0GkRWd4y/e9RGW7trH0GRIeqxNrNhGjoro\ntofWFhCAlN7EVmO4nQBTE0H1cNU+S6mQjAeqzRvGVZjSOH9++Mc5se92RvsiUtrHjCgkoh69ioHa\n1sime4jJMuulAjHVYnxHmW7Y4KWST1eGTkck3n+zMdRQdvJ/7vv7CDv3oYykUOzztDNZhKKC0S3Q\n6PjMpNcoxC6wuCQQV3PEcg1OltqUVrL0TkcRjcs3NHEUkT/5uZ9idneSrLbGirebyehFxmbaLJ4N\n6V7UqS8G/Ke199I2tmYMKfc1+fBHH+d9Kz2CrwiMdT0q1jiVLRpMAwb8IPFHZex/fivuF5dh4Qbm\nkH4Pz/szSN0oLzTfTVFcYVavkGZhW7THXmrz9dUJauToNlb5wHOXblw0CLBf0fGlUeRGm66kEsRS\n5BttPvzoM9ctO3xgD0snMgTBEFYJ5HkbzTNpZ3W60Un+l8e+TOHFMze+/gEDgAngzjhMpuBgFqJx\nCSEusyOvYmR15sZ0emmddlyj4WmUa0li0xq1lYDfO11l33qbiWaXmerKNT+nqUJfh35CIDUk4JUF\nouWA6NskK8k4NMn8ZIaXhwX6CYN9u20mUwbBJYOMZRGp2+R6DnotZEyGP16A20w4uMke7/jO2/iN\ng7Pk7pqgcCRGJt4hF5RIiw6C4RKIPqLskctaKKaN7YLVBlMDTwkJlBDFfbM5dHz2XfzvH/kYO2Z8\nRoZNlJEOnuIRJGKIgkVgB6ipJrVmirqVhFAgFuuwqPVYi4R4EZG8c7mQIjxy74d49s6djMzEiEst\nXPp05Ax+yyYpuGAlEOQOC2YWteUR2h4ne32e8D6A6F+9f1EQdcgXSowvneGF8E60a+h5NGDA3xVe\nC2ZIp/YRahVGR0tE1m48kGZEBIanMuzYscYX1Q8jT1gEdRiNvQ54N6wf63qcXB6jN3SAVsRj999s\n3/X+P4oHEIw99Ano1lMImoD16svMvrh+Q7pP/eG/oDz5bs6UxshVllk1wI96DL/a4d5vdIi2ty9r\n62bwtjWH3BCKHhywYEqHfhS8WEBxskV6qEdJT6HEHYL4MJ4eoa8mUWfzOPkU7rxMKMho0XH0aIxO\n9n08f/YMz68s84mlXdxe/3MAugK8GoNCAfZNwoMzMLQbtDG45Eksk0WQhiCSxlWG0LQsKAVKZ0wW\nVgSM1FH2zVfZde44M42TZL3mpsdzNn2Y5ckd/PWRXURuGWc03iSv1BlJtshKFTK9Hol2j2SqS3pS\nZuQWE63c5+RFn8V1oC0gNwQy3/OZOTf2P/CHt96HcniS9FGJ3EiTSL5DMp5G70dJBipx02Ms3SCb\ntfAE8DshbgPCVEA27pFpwHMCzH2X9q8c+p+IT+8gKQvozjpCIolRTNHpdWk6AYVsjUyqgtUSMOwY\nsZRJrmfQ0C3O6CHtDJT7MPFd/bhMIvzL4j9BLOwl6WfxhS61kTyRtIBQaRCJzqMkG5hGnT4h+XSD\nnN7g9MsdTi0GaBWR8AWB+GWuRQ1hhl+d/GXQp4FRzJ7D0q45YhM9UnaXidgq2dg5fH+VkukwOmtR\neaHC6S9pCK+OIjWlTSNWjqDx+C3vRx57F3F1nVpcpDlvoOsxVhfHkdZVFi6VWVl4F+1q/Fre3v+d\n1sdD3v+PZO7T43h6Ae2ueU5Yh6lcHBhDA95ehEGK/6b+A9Ijr1Dk97ZN99jYEMFd+3nhkQnixb0c\nePRPt017eKFO+y8jtPaN8OHXq8zf8g/gljEO/Md/dd2a0TDkJ7/1Cp+O5vG6KqHug2bw0KWvU5h/\n8vp1v/okHx56lv+yY4z/n733jrbzrO98P2/bvbfTi4pVLKvYkmxkGxeBHVpoISRAnJBkkcwacifJ\npEwmN3cIM0MmyYSw7h1S5xK4mITmEMAUY8C9IcsqtrpO0am79/32dv84NnHAliWdI2PD/qx1/jjr\n6Hz387771T7P8/01oRjDmetghn0Eucf7et9h/T13XrJ2nz7PZ7sAr4nAYARuSMI1I+AOeyyFohi5\nMM1UinYiAdkIfiGGVJDRDvm4sRREoiwP7uJ41ac5XeK6uRI3zZ1kl/rCs8c1EWbCAssZOBaH8XGB\nDVsV5qJp6mKcuqtQrIYp1Dz0qQ7bnCCjSorYM4fJexd/iNBCQdSgRGk0grwhjpHQsONQWe7htnSq\npwz2NmWGXJGc+9Ld7zVRZnp4nEf3XcPxa7eQV8qsG9O4arDFkNNkzCuSj/fI9HT8ZRsWwdEhFIc7\nQvAJHXwBdvzApdy17z/wL9ftJjUpkZ4wSCYbBEeDhBFRejGQwyi2STpt0CuFsZUQZgiEkIUZ0jiT\n9AkKcEUdQs87p9y17hf53J6bGAjGCNPFlWXcbBy9adBsh0kGDYaGizQaYYR2mNHRGqJf53tLJnUJ\nzHaYkdYLZ1ffvf3d3L1pD+nJcULuAl5QR4unObeUIFyDjaElvMhZWu008ZBOLVzhRHeQirkTtZV/\nyXsdvqPM/pHHeE2xyeHHdE5MbcHx++ZQnz7P8Yarm3x2Zj2LhX3ske4nvAZZ1hHd55nFPN2bhnnm\nzFZSchtPahJ4cvXGEABtlcViFq22iUC9yPrvnEADyr/886z75Or2e5Y2BgfCFKMOvldA12u8/6kS\n+QOHV6Vb6uaYq6zDPiwhdZME0FEiFgNFnys/delBwJeLV605dAY4asOVArRkSAbAU8AP+IQSNmPD\nLcLhKAFFp+hn0boBZD9OUBrAnihQT2bwZgwS5zrYWpBW/FZc5Sx3ZsdJNBbZ4n8P34efSUBoAEIF\nCKeBECgJ2DGhkxPrLAoRlt0ESiiE6MbIdUSsHeP03DZ6W0Ma3kLNSbCYvhptUecd6v2EmQJAJ8Z8\n4Hb+buxWmBhF2BYjNaCSynikkyEG0zKDEYehaItoxSWXdUk0fdJ1kWhZJBKS2J50KZjQFnw036fY\nhJgvogr7+VbunRwe30s4FSShmETMLm4+jZwP4hg6UsxHEVUiySYBx6LTC+HjEVBsQopDR3RYzK6U\n0iVVaPcg6cNB+b2IqasJeGEQW5TWT6BHm2yaP0cgVCYUKWM6Xcq6RawjMyp0UYQes6rFlO1TB+pL\nMPYDXtnDod+F5BiesI5WOEQrm0cKC4x2ivhig26tyVLLwRDj1Hs94raHVbWInRYIfFEieJ5yuyel\n90JgAoxRaAq08yJi10U+2UJsn8KQK8w3F2jIJmFUvvdIk/QDKeTSSycxP5N+L9OZHYTaBRY2isTb\nUQq5Y2g9he50E+OfTFILgyxxccbQwrUjSO/bRz16gketMGbtOEuzr+Pg9NBF6fT58cNM+0hDI8gn\n1qYp33O4jk+nO0Q6vfZ9aYwkbDEOc+zB+EVPyjkfheMqn3toJ92HYrxZmiFUf3ET/mKJ1Jew7puB\no+u4Sx+Dff+Rjx788Kp1f+rIt/hs/Bp8VQTFAWmZXWuw7Dfd9xWWNm/mvvZ2WAI/Ms1veVPcMvuh\n1Yv36fMsFlBwYZ8LE+GV4Fwo5bB+okwzHkGJm4hRBysWQAxKOFIO5boMTimGf9olkB4iEougJW7h\ngTGB7w4cY//cAjcXv8cu/WEAmgJ8LQaDBdg67rNjA/zippXg3IwdZN7PEQmmCcgDCMoAFVJU5AzH\nFh3sOR/1qrdw/fEzvPHkd1hn1s57PU9ntjCzbiNf2LmNdNZmINMjHW0wNKiS0DvEuz0mx7skOj2y\nV3fJ6RqtRYMTMwLhloRQkpj0f3g7/czIO/kfG69C2LuNxJ4I8UKTyNAgkVCTqLNImgBJ02ak0GTU\nELClILYJXs/Hq/kMB11+SfZ4woVTHmx51iCqyNfzheHXk4iESEg6EUFA3bCBmKvTVGUy4TbRaIuU\n0KBZCSPIDvGkSkIzWAwYnA5AJbIyQXb3842h5Pv5zPAtxMIb8ESdaiaPdoWIWesRlGfIj7SxelWa\nQCFhMBJt0TxV55EZn245wNgTIXLOC++Z7s69k7uueCvScAHB8ygVZNqjAyQNjQ3JJbLRU/T0LoIf\nRNRqPHA4yKnHbkSYeunR9fbWIM7PtHnt2yw2FicZOKVRfng7jt8fe9+nz3MYkyGOJ6+kl/Epf3ec\naHASWJss7vyCzLebNzPzxDBBucDPh9euL1DE8/i5IwaflQMoNZeeP8Sv/+7fsH+vxf+xSnPojqMu\nd9oJXLfOciyOWCux9/G7V73mq08a/KMo4H3XoJhIEoxGuTZu8bb/+d9Wrf1y8Ko1hwC+4UO5A+/v\nwmQTxgdXGh3Lskijm6LuxKhGojTiAVoBmZ4k0nMCmKaCYCl0slm0DZvgtI4nuPjBSbDj/JXwTj5I\ngTH5biQgbUPMgogvEEfBdTLUWxnqyW2cim3hvnaMfK1GpneKVK9KslclKdfxB1qoVodW1sUPQkve\nyRPFYYYb+8hzjP8uvhtS+6GgwEgExkMoYy7J8DID0R75sEQuIlEYkMjnIiTLLoIpEe0IBAWHMDIF\nbHquj+eDyUqnjWVu59PKHRDciCxn8WQHIyYgBhUGF2sMFcsMxCpkIm2I2GieT7EaJWV0kAyJICa+\n5zIVhaYJld4+vmJs4U3+SUpE+az80wi9MG3LwbVCbDxaIbLZoTmWwukZGCWflhGg3YsSby9xdtFC\n6ZhI2la+XdmMNKWA6rEoBhjyp4j6AhVcvuZPQG0MYh4stxEiPr5g01UaNOMSuhCgrYnMzDQpNDus\nn24zfo8JrCQuLgQKoEygkiRq2WC3iaKgIvA1IQfVEIgqRDp4ooPUsBDcBRqoJKvLrK8vQqfBxu9O\nc4ytL/jMWbggDWB6BkFfpc0oB60BmMti5BsYj58jYB5Gbx9He7xBaMEn9IIdm86PIcQphW5BOSvz\n1ILI8jSof7E2fYY8JcJvfOgYpT/J8CUttSaal5sNrzGZfuLFWpe/cgkMZ7GW164+GsC4fT+3WDnu\nWTpDao0mNjyH1gkSb+9kwF6mXFi77g49Gx5ztyJ8eJbXtb9FtgX1NXr0co+3aS+12b2os8f6jbUR\nfZaI1+Nd545y11ySG2MK75j+Q3LaA6vX7XyFT3VVPunfxoNClz/yPdbxv1avu/gQtQqVjQAAIABJ\nREFUHyiq3Ky8mQ/ZV/Bh7zvs8v+/Vev26fN8Tvtw2IRrU6CFwAuBGwQv5JMYUYllHaKxCGFRZ9nz\nMTsKQSmGHB5Gu2qY3nIAcW6ZkBciYcfQlJ3cl81xH1dxx+Ik77LuRBPgZ1MrwblgAYJpcEMgJX2u\nHFWJ+U0WzQhJ30BKyAhKloRVQLN82uUGem4YbSzBN6X1MC1xY+cEO7x//v41aEKWqdANfGTytXDF\nIKFRkYEBjeSkRzbfZCQZYzC+SKyrkWr6FEzIdyBWlYmVZcbiFvGcT0dy6AoO5aaFoStMoFATruOL\n8bfy8MDVhMdThCMGAdFCHM8gZ0MIloEgSMi+TpA2UVGjPR/B9z0U0UYRXHzf5WzSwxQhb8BMC7Y4\nMCO8kd8euINEeAuS26JWiNMtBEl3O0hOibS/APoiXbHJbMMjo0PSMpFFg9MtkxMaNDSQz8Du5wXU\njshv487s6xDYTC+WpJdxISMwUKuTFhqonTrLnTaunET3DYpdgScqNpRk8k8EGTr54llUc8IN3BW5\nBTppPD1ONWhTlwSG2yrxqWdo+EuY6jIJakTKVQ595WqCR8YuaDKZLbg8vncre68UWBBniElHmdVG\neHRm76U/4M+y97Y6e48d4K+Lb1y1Vp8+F4preVhdCGfXbg+m+TBjwVe/XKCdTNN5uI1ReZRaHMa7\nq9ff9XCTv43k6c72QEqxuXx09aLP45pDT3Hn4hu5qdPlA5s/wR31Jd71c29Yve5jX+bOwCQ4bfyI\nw3/onCZiLaxad/DTf8d7b9jKnWevxE4a3Gg3+fnmx1at+3LxqjaHAJ5yQJmD90WgMgshUyCrKkTG\nQzTjARphmaYXphuW6UVAC2gI5SrBkkV8qYfciNOzEmAE8e0GBHpcKwq4Tg1CYMrgOjBoirhGknYl\nQ5skD2jv5UvtcaKDbVL5FgkDslGJQjJAwQwyZAYoDAvE13s0pqA4C0v+UQ51YNlM0VVvhXAGEm0E\nL0ewp/A39QN8RBkhPFzDyVr04hKdXIyINQbVJl69SUztIZoO+WibcMKkmfQZbcKcutK6x/MhjcE1\nTHHIGMft9Ag2BeSqhhRzMcMq5bEQXiGH1pHJV5O0qwMUWlXSzSUi1SrHzrnEWg6y6dM0f5s/dn4W\nhGViQpZ3+vfxHvsJPt9NI1Ui+CGD2aEy4SWNZACEpE/AVmkfW2Kx3UD2UriVJOeUGzlgbIbCCL6u\nQS0PnRJ0G+CU+GP/C/yedQ/F1hSc8WnZOViuQN4jldFJdMvESgtEikuEZ5ap5xKoW6/kt37pShBG\n8aoyvp4HMwrlLnSHoG6BM82H+Tq/73wTWnlU24WOAFMGUa9JtH6GTOPFnXMr5FHZGKGy73UcWg7j\nWeP4ixEopaAzxzvde3mv9g8wF4BFn6BTJqBdXCqll7Zxb/OoS+tZ7LwF78kgV1Y/y9VPfBb5oZVm\nA+oa/Fe9Id8i/Sc+//KxEf76j9avWu/l5HIaQ3vfZvPkV158qspqmCguc/ZF5/FdGqF77yMSO4p8\n64fh7JE11Y6kAmxufpOdp2y+lAngy2szODgcFxH8KPXeZpLOt0ioUE/AWnQXjTgVdpfu5anBcd5Z\nvpGQeemlWc9HUyaYUX6RuzSZd8n389OtT62J7nOU/Q08CNzsp9nIP66ZbsR9ik2uwx38Agjb0IQ8\nEb/fALjP2vINH8p1eH8OtnZhwgNFgAACJS1N3Y9QDYdpxhTaikTPldBMBQsJPZ6getUoxryC0jWw\nAnGw8mBWuFP5Gd5kPYSqzDHsQcpeaUga9gWSooLrpampOarxfSyMZJgue7DcYrL3AMlelZRaB7mJ\nabZoig5Cykdffy33zl/P461/xx3O40wR4yPSu6GwCcYSMBLB25YgkK+RDZ6jEFbJRiRyYYmRdUGy\n9QiRkotiCgQFj5DgIPsmAcsh7q0MHq0LPo9j4XM7/znwbojtRE5GcAMeVk5EVsKklhsMl8sMhatk\nkh3kkIkruZSKMVJqF0lVCHsmku9wTvGox6FnwZOtPdziSFQI8dvK28EdR/UFnHCa/GKV0Y5O0Bdp\nJZMcr+vkLJmMliXTq5DWSvRmTZKWiN3dxf2L65g4FiFlWsxQIUYSOMSHxBuhOYAflmChB0EHQfFQ\nkxo9WUZJZOiJLWYPzTPRrrO52GP4UQgVIwBo+GhKAoQCqicR9QzwMuQ4wn8Rb4ZeDMoyzFRwBZdY\nqYejT1H3uySbddY16hTmK6QP9DjO2AU/h+eGd+GKuzhdWcavHqdaK9D+6PCqd0zWrVE2/34V+8+u\ngtW1H/khbn6LzoNfC6+taJ+XFe9Xckgzh/EfuPBn9UKxVAXx0CjK1Wewc2uzf/zHYYXjV+2geq+N\n09XIL72FrwwIiHM+rxdgZJVtfErnUuz+3Enus9bxv51/odD++pqs+/t0noHeV0HczYef+gS7Hv6L\nNZFdX/04HybJh4QR9tPkSv+xNdGN6GXedP9HuFP4T/xCscK7rN9ZE92Xi1e9OQTwhA72WRgsCySX\nRNJFn8RSm4FtPm7Bo2N41GWXDho9r4dmpHG6Fm7XwGipaLVz7C52KCw2mKieYovz97gClDwo+GC5\nYLjQdt7KQW7h7vgmHs0rxLcJyKkashUiGdVJmiqxpkzYFZA0F9HzEByfkLiSGJRPwFWDoDotvqf/\nC//Onmaku5V0LM9b/Y9zRvozfrMQ5C/zk/z78AFmDZn6tI8SbpEWihQyNcZjNRKxJvaSSqkLnQQ0\nc2DboLShI8JV3kO83ZrhtdoU5U6az2t78FqDRJc0As1l5IUKQrqGn20ixDs4gS7z9TrVuoHQvZZq\n4jqE6GYeSV7F/XYcKi12c4A3+F8gxDx73ENcdfJRtFkPbWAILSWzPBykOGASX28jD4M6McRi9Gaq\n3jAdcR12OYM4Y0IxidCTcDoKKEPgnOCP/bvJ8BQZ/ynGHKADvIDpbOQkDuwc4vQbXksvNYG67TXk\n6mnEZgY1O4SxFMEpJUAS8IJd8Bb5IN8lwxNkfFbSi9rPfr0Ezs0eU8MOnYktaOltCOoQgwO7aM+P\no1sRXKPCLd2vkef0iiunXtqzO3HbMql3SJzd+Rba7dcgPzrCxIkvEatUV3L31xCzG+JrHwihrFEa\n6Y8Ll8sYAjjrXx5Tq+xsJDz97TXXlcQe1TwsRqQ1M4YAJMPj9urDnLw2zvK+96P82SdXTlRrwCNb\nd3LyNRsY3p6i/i9BRh5evWbt6tv5nU1/AIs74NSfUVq3Hw5+avXCz+M/xT8C1gwPyioYb+Xdwh+R\ndz6/at1K9AY+kPtD0ALgbGb/wOv4QOmDRFpPrMGq+/T5V56yQZmB94VhToSMJjBoh+jlo7SjQZqJ\nEE03Qjcs0w2DLndRKhKRZZ1CpYvWitHVEghOAJ8KyAbQoCoEIQimAqIDg7aEqMWplQY547yJ/67e\nSnigSTzcJhmtMRTQKSRCDNoRCobK8KhMfoNL45xPcRqWhAMM2wd40hlnqrUdhDGIRyEQRdAD/K5d\n4/reg3xI3og4bGLEZLR0iF5mkHotjF9rkmsGieldor5FNtBFiXl4SVhyQOuubC9GGKJLmJuULg9J\ndVzVIdiSCS4byLKFrbRpTIQRBrJoPYFWKUKrkyVbbZFvFlGqZYRlF6fkopg+lvmz3G+8lS8bQTo8\nxAd4hN92jvCxro5Y34Un1GiNWOgBA2XRIe86eJqGXaxRXVom1GogiQXq3ps51dvEYjmwEpQcjUAz\nDO0aWAt8DIOP2Q8w3ypSs7JgOlAy4YxFLtoiZdYQ6mWGF+fIT69kqxbTOaYHs8zs3s6Xxq7Gnwdf\nLazUGJZU6Eag6/Br7lY+6n0dtTlB13WgLcFJk0HtHOh1ctULy6wVttl0M3Wa4xPM69tQT2xm3cxR\nJkvHGLl3msinVnqnqEQu+WCzYVRn4A8M7jm5mdjfz/OZ2166z9Gl0DeG/i37369z36deXffE/4dF\n9mw6xiNv3Uzwq2szHfU5AjGRvcEjhJ+2eXT/2hThj4UVjthJXDOOPyOSKETZ12ux5AM2q3YDBg0Y\nCfYQdj5I71hqTVsHVOR93O3+FPv9Dh9w/oKI89AaqgPI7PcXuZkmBdbO1Iq4x9gvPMWSO0pFfBMF\n7xtrpn25+bEwhwCe6gJdH5ZcOOQCFlt3agxt6eJIy6j+DD0vRsdLoXpRtshp9s+ViFZbjE3/cOMp\nyYcRFdouyAKMZVdGMf+GfjXrzqmMunWkoEFoWEWMmfimgmAoBDyZsBQgFRSJ+qDURcKCR9hbGQ1v\nGxAxICCAZD/Nuu7TXJ0WMJ0gE+p/Zawh89acj5CSOCn/Z3q9Hh1LoqwqyIaB2O2S0S1i4kqTQtEB\n14BzXTitQ9JbOdCFWGTA/keuwuP9Zg7YgpIJkZiUWYraVBWJc36UnpyjU9hGJ1DgmL+DKW8bnaaI\n+JSF37XALbJbuo93Wn9GiH+NPoesg4QsyBWgNRYic0WOrYUI+lAaZ3AEN5hHCCfJFH1qrQ61QBZR\nCdKQFNRcBBo+dGb4BeXvyFj//EP3//mYeYHu+9Isrh/G8rIkpEGi+TECag9VSlHFRMr7yDrYgoDv\nBuCYz7Xyd9hifeKinqPlNCxdH0e41mfTNZvQBzcx747S1HfQbowR8GT0qsYe49tsdh64KO0fZN/m\no9z+1ibL114FYzaLlSpjta+Tnl278ZLP56Bx8eVtfV6ZHDeiSCfWIBf4BWgnRL6XWPuBwYquMTS8\nwI2bQpxcI2OomQyy/J4o1082GBpt0TLXxhwqbbuG35OLPL74DzyydYhHbt3DO6avJNc8sXpx4KF1\nfw7RODQmIV7kQWIQ/RU+eGh15lAls5lfe+2HEHuT+CUXPxDivqFJuP4j/OY/vG5N1t6nz/N5QgP7\nNAwWBeILEpk5j+Era8Q2euimT60lUldc2r6KaqexDBW3kcaqqej1IGbN4pbFIjsXF0n1HmGX8xAt\nAWZ8MADLA8eDB7w/pxjL8aej64mvN0gOx0gEY8QtgYyrkmiGiKoQ0DxEx0OwfcLCs4G5JFgq7E7O\nM68ucNYV+FPhCQJcy3bp79kly8wG/og3DW9ja3oGM1hnsSfjtTUicpFsuMZArsFYrEy03KQ161LS\noVMAzQFJBbMKkzQY4xtsUA/wRuFGqoPr+Fh1DNIjxF2NYKOCMF/Bidcx8x0CoxaiVGWuXKfS1BG7\nu3HddbQGrke1bD7evQm/V2K//wDv4XNEqHKLd5hbVKg8tJPewDhEbeYzCg+tk4kULJS8CxuGqGX2\nUZbW0whswqrGsGZFRDmOaAs4McDyoWny2xxiPd8CH9bz9ZVA19SzXz+AJgkcuzbFP1+9Hn1gPfrE\ndhx7ktFSEj08Rq+axZ5XcGIm6HCj/01u4LPgQ46jFxyc+0Gy+xcpvLfB8obrcYSbCB65klityhWn\nVj6PlTWYuATwhq1PI5Pmsb96tsFon5eFV5sxBCAR4skzbyR4Zm2NIQBJsZl+TZJMx14zzVt0g63t\nZTraN/lvV/8OfuLDGLX/yIDhkHdYdbDuG295Hf8Uuprwtidg6Ztw/jZvF4QGfGP/R7nTfxs8/jnI\nX8F7yo8QWcPA+UzkL/mQ83YITHMfOT7sDLLLWJsejZXkrdwnvwO0DGTew83SR9g1/9dron25+bEx\nh16Ik0ddTh7tPPvdv02r3wtsuQAN2YD2PHy37WHMP8Hrd3yDb+3ZRHh4nHGzRGi6RC5SJDLSJpJo\nkBLqRFoN1LaAX4sTbUuk1Da+5uNoLrYOJy3wRBB9mLdgwvVJaiayahGzRUKuSHW+wI3KXUyHxlhy\n48w1MrTP9VhUFeK1OgW7gdA0OHgWKmWINwQGVeH7LY91oBnwGPMhKtRIBh9lMBinYuVIZ9OQTZKY\n0FnQcsxpKdrBPHYogq/2CHctdMXHteb5ef1x9lRfuIGWsxNGb5SIpUU6CZ1eWmJyl0LHk4i1O8xa\nNeqjGwhkQoQWdRojo6iCBDMaRBf4BfErXHseY8iMQmmXQmB/HDudJRBPMLRxmMzQBpbNPEVG0MRx\n3NkE4ekI7aEUvuOBXOXa+Dd5V/v/vYB3+F9Z2uwzdEOS4W2DCFdPcjawHmlzlolzAZoRkYJZoxc2\nWGc+yu7i6ib/jAt1bho+yjYFhpwuR7+rkv3yAfwvBFal26fPK5mfHTjMrpbI8bCCqK9+4+PeKPMz\nY4fYNNglkwvzTGZtpmNc9Zk/BeAv1u1BvHEvyhtDlL45TO7g6s2hqijx8X03geUhVoN4gTQoIg8l\nCrx7eQv50qWNm9c2X8F/ev37ycRk9E4AreBBOII4DvcPbeGnu7/K+i9enFnep8+F8FQH6Piw6MBB\nB75ssvlqlc176tR7i/S8GKoXo+0l0bwovx8chKkZhst1CgvP/JBeyoetPVDdFS9By/sc7Sn8k7WJ\ngXKLZLBO2O2gFFyUoInflQg4AkE/RCoYICu5KKpERHQI+WB7YDsQM2HZ83E8H6VzhOtCRxgTFVp6\nkGTn/+aOzl8THPDR82G+ar6PakugqwdodA0CZg+/1SGheSjPBud0HZZacLi+4rW8/tkttSJWKRT+\niX1pn7dsgG52N/ntDmYqwEk7QzUYpxmM0nALFOUtNLatY9aY4Ky/GbUiIRwHoaaCVmK/dD+/6f5w\nSUJBO0pePkp3vcLSWJbXjcboJmL460doBiPIgThRJ0S2WKcmhPDlMKrn0cinQJegUuaOwFe5xfnb\nl3x/9aRA9bYg87cOUPYy5MRBzIERJEdGrxmc27oJp5rGsYI4hSC0g+Dewzv81U9IfO11B9l4c4fG\n8EaGt7ZZtkySRx5j9PSDwNpm/f7Vt6+DtU/I7dPnomkHRNprVFIGECp6TBSPMzu5C/kdGepijifP\n/B4fOPg/Vq09+1vv4Rtv3s3AU2WcdXm+88c/za+979Cqde/4L5/g5vSt/O+//RM+MJGGvTtYPr6X\nwuEDq9Z+jkP5NERS4IyDEuTBwNvZdWT15lBlfDsf3HEHVArg57kvH4bJD7Lrr/vm0I8VfhuC7dP8\n1OwfctPZazjW2c+3N6SJZz0iqk9IN+gpHezBForgEBAdbDWA1hawGwHCnQ5B1aShupzwfOZ9GPIF\nRBfqVZ9wArS6T3XOBclDHqsSGPAJ2g6SmmCBHEeTGxlaWGL0mbPUbQv1lEi4CC80j8ESfHwXcCER\nEBh0EtSLSXQlRHKsSWhApWwMEHE0pEALS4hgNs4iVtrYCwZXP3YPP3XwftLVMy94P44mYP+IiG0o\nBEIyGzZK5G4KsCBF6JKkOziMEsiQnreQdJVmfACVHtRMEM7x75e/xJblv3/R+32mIFCZlNi7O4Ym\nponFc+S2j9JNjzAv5RCUNCOyiH+8xJwdZHpdDu+UCnKTa3tf5c2dLxP2Khf8/p4b9Hj7bplWOkZX\njDNzMsA1P3OWkmFydDBK2C5iTFuMzxxn931fuWDdF6MtxDk7M0H9yyme/Hyeo/cPr1qzT59XOif/\nH4tdBQFRX5vUoYBlsffsLOMhkeFzFlpL5oUHYl88c/EosfUxIkMt0hNTnMvIXLUGuo9sv4XQNWmc\njkmwZoHt4MZM3OEMNHfCJZpD9755H/Hd69BCAySLFpoehYiDNO4TGLFYqOdY/8U1uIA+fS6A04cd\nTh/usFIn/m/ZdQG/H/YhrAHn4GTTY2jDPVSjJo31OxkLxhhutkhos8TSRcIZlVS2RqxZx1w0qFZj\nROsS6W4LVI+g4WBpPosq1KWVSvC2K2BaPs2eTdR3CfgCMUREL0DtXIaN0hMI0jDLZFlsyWRPQrYr\nk9YajDgt6ss+B04K5GoKu1oiCWelIXNXcDkTM9ghAC5EgG3rjtANDVANZ5mc1IinZarhOGU1SV0f\no2EO0GAIr2kQbliYgoVrLfFb1oPc0vjTF7w/jRjo1woEJyWG4wbtqEhyUxw/CWnPZs5VUYMmysYc\ngSWP1nCcmpyCOROkKe7gy7xL+/OXfh9HRJ7eE2TD9jS+n6KwcZj0tg0sRdYz745TNcZIPB1EEBWa\nYwq0ehA4wkf1vyTnry4LOief4gYOMBgI4W6scPfT1xI69G2u+AORtTaG+vT5SUDYmGHH1tNECyHU\nrAp/t3rNZmKBXYMn4HqNgNMin3Op3TBG7tFLb+ysXXMl/5d6iF3/9VeZye9A3H474esUpuQ0u1Y3\nZf77zAzu5R9v2A2+gFjLA3XuG47zHvmXKRz85KWvHfjdd74VKTcBrRC4PmRt7ttS4D3VOyh8cfWm\n+eWmbw5dAuETh9h74hBXDedpTGapTUQ4uyOOHuuh1DSC0SpjAR1Ldqg5Hrbq0+2Bp4Nvr0zuGXUF\ngs+ej0qqQHcRfB2a82Ce9iFjIwzVWO6qiPUIOWGRnV/81z+0HnC+REzdX8lOUjzIaiKG1kMZ6JEM\ngyuB2c7g+BKOGIKuhLSoEm1l2HL4Ea564DCbDhw87z24fkxgXThAcCBAeERGGRVZmMrRU9JoYpTB\nK8qEyi4lO0tXjuDWz5KdV6lNL/N/fuvTZJaeflHtc1GIrIc7dkcIjydpZ2JoAyHqeoRKVyBYqLIp\nZVGu5ljIDqN2bWi3EPSz7C0d4l3TnybceoGc6BdhSvHIRXxoB0ilRYaHznDVvinOGVtY1j1kdYHg\n0hQT36qy4ZM/HOW8FNpegC/N3QxrN+2xT59XPEUHPrPsr0kjaoDYtMOGrE9+fqUIIFB1X/J3Lpig\nTzwvMlKoMSkepbtLgXtXJ1kVBL59200kxnUM2SAx38RXe+gJHy9aQtBmL0n36PZBzt6cZWhnDHNp\nEdEK054cw9NMpIJEOjhFTl2bkrg+fV5upDZsOvR5PtOd4Ux7OzP7ruCp8SBJwyVmy4TLXZrRCtmU\nS1ixcQwFowvVpkxS6yJ0DdSezRnXZ86HtCex1VdY6jlEew5G08NZBgMP2wRpvImYEhAsD7PTZt5J\n82RsOzecPoFcXOaJeYWJU8oLmlxFHEQXBA9CosDGqEKzkqfpJPHCkFBaEPbQ9ThtVycQ7mGFu1iN\nWcRmEL1scPOJ+/n5x79MoXH2Re+JcS1EpACCqDA5HiD1miCNdJIFstS8AlIwS7YEzSWLXkCknQCh\nuojvFLmjeBfvWvybl7zv9w1CZo/CG3dmMIfz2BM51IFBZno5fFVkPNllYHaGE/HNlIdk6JRBOM1H\nZz5Czlh9ebzjZTli+AyeGeXI709ycjaPdHTtS5779PlJId6d5obBQ4wWTEpzP2zcXxJjTd4g3cuS\nmGcsVWdSXKa+UYBHL10ycugEuw6t7FkWb76OTEhFvkmiqK/dhOWvbZpA2B0gYDokGj10s4OWNYk9\ns7gq3Xt/bh+D77gCSZc5awl4TZVQzkNON1GltZ1efLnom0OrILxcZWS5yshjsPnREGLYo3uFwtMb\nHY4tO9DzoSPgdwWCTR+6ENQh4vzbs5Fmg1YGyivfy98f4Gkzhs1zkTfnggZ7riAKkJFWWvtMN13S\nVfBjAk4Suk4Aa52FE+4wd3yZVrXH5BmNwWc6XPH4S8fdW8DPxUVsxcNxHRxXojuVoSfFCI91GFmn\no/ZitC3AkwnPFQnPaAwdnuPXH32ETPXFM3raMkgT8LaNEIv6tGyHpAi9VhjT0ilsnGVkOM5Sy0FS\nggT1CpFmk6Ap8Iaph7j9SxdvgwsBny0CDDgakdg8igtGMYZa6VErPoPTDjL+v6rEFvqbkj59VoMo\nrkkp+vdxZnxmSpAWoRiDs82105Y3JZhMN9gQnWdMsjmQ7a1a8/SezYzsjKLudgmqbdLCMk7XJZRy\n6aVdImde/DB4Pp765S0MJV0S6nEqI3lsP0o7LhHxy0QUhz1nn2TbR+5e9fr79PlREjn7JLvOPsmu\nz8EbNg4zfeUApStCzAx7CGkHJVpla7aNJFl0cbFdONkCT10JzFVd2GwrZFnJ8gkYMq2KgCGA2gV1\nWcSbERFHe3RtC7PZYKgRZvu0Tvroc1MnRJLncbe7go8iQNqFjUKAbjWIlOqRSfTwUyDEBfTeKI6T\nxLSD2KqAVOqRKoXY9nSR1z52kJ2PPnje+zAvwoASIBNVyI0EcAZlutU0ajWNLkeJTfSQOxItzacW\nT2J1l8lNn6Ax2+IPnn6cXcc/+5L3+lsJuGaXwN4tAZoxkXZYoOOEqS8LJMaWSGdazHXGqIeHUOpL\nxLoltlef4R2Hv02utjb5my0vzz1HP/iCA0r69Olz8YQPz/P60t1MZiSWLJPV72rgWnuWQWeBhpYh\nVe0xNNrg/OkFF8fJPSnEc/NsKn2XWrKxJpoziShHfvU2IkNhXNEkcbKKEuph6TqRQ5deWzq3M8Hy\nm9exM1mmNQbtxQjpwDJS3Oe6Zx5i3edeHU2p++bQGhGaNwBInD5/Hw2LNQuan5eCL+BpAh3B54QM\nVzZ8gml4+kkZJxfi4U8EGbJVYp02A8d6SHgXrG3IcE53mTR8JATcWgwjJhAaWKRTU7CcCF7BRFJ9\njCfn0c+Y7D8wz6ZHzx+5NgSoDcDeFBimT8p2SCsexa5PfnKe2GgUoxCia9nEbIVA28IuLeCWHH7p\nE99hy1MnL+leCZaA5fmc8X0CDcicg5kzDk/MNaic0EgcCPHyvGt9+vS5GALAw2142IN0GwRp7bR1\nUyVjVtketJj0KtTVCy9TfTG+sz3F4L4Qo9I0i5sGSYWbCG2NbtglPLdMpHzx7tbB2yJsH7UIp2Zw\n14uMNsqU0zmCco1ArIFdqrH706tMeerT5xVGZGqZ7VPLbAf0MQVro4K9TuS45GGXJehKKFXwe6Co\nK9Ncx2wB4QeCbK2aBDWQgASw0pnVJ4HBCAbPBec8LuzDRRU9cuJKD6K5jomUMPGaAn4F9ABodhQ7\n30P0W+hnTWonl8l1A9x2rM6OL13YRMFKFN4SBTvk4TgOlNO0lRRSxiA3sYhlBZjtuBi2iLh4guDR\nKutm2rzry3eTb7105LomwZaNMBnzCVg2QXyCHZFAuM74hibmYJyKPkjCkgmPmM3HAAAgAElEQVRW\nWrgNiZ964ARv/uQ9F7T+Pn36/GiIWD7x+6vIpyXsAxd+7jsf8cM6dklix/oOURfaj0Pg6ZUhaGtB\nq/QMwxmRLGWsegUtFSDSWl1X6uO/tI+hqzNkG08yNXYVCbuDFDDYc/iBVenObguxY6BGduQU84KN\nHNZwJI+AUuW6z3xpVdovJ31z6McY0QU6At0OfG9ewH0aUFwIdLm6dOmTjgwZzrigtT0GFjyKjQ7d\nuE2vHUJNQK9h0i5WaTx9jg2nLfbfdWGlEnoAJhVwbdBVEA0bzC7ZpI3hhwiYJrIeoVyxKc10qJci\nxI+Vuf3eGTLzlzAC41lGHIHDdQh4PpmiQOKQwMH6EMK5yLObxT59+rxSyVym1hNuw2QIh6F6gw0n\nKixgrkpv8ZYcV16fJmEvkYrUCWkGXt7AFbskv3GUq3/r0yw8WwocADIXqGsNWFyTXGBsvM6B2RFi\ngxWiWoUYKdRenejfPMHZf55lB+cvRe7T59VKeMEmvGBj3B8ChGe/fjRs9QLYrkvZ9hFUl3EVpI6P\n1hKoORFOHVMoOhbLT5bY7lj88neaRFBfWvhZzgkwFgJMF8UAuRemYQYIDi6h2wGcuSDuUIKQF8A4\nMo95Qufdpxps//qFxfItYCYHG4BeB1zVJmp0ELMegVgUVYjQMRzsBZvqbIPGKY93fvMkVx5cy5zQ\nPn36XC4WPw41c+1K8PWv+6QmHGbjsNWCaRPsNeoLpAGjzhzihiEy3hJKsgfy6k2tE3mfbfYZ/NEc\ntrxE9MolpDNlBssX3pLkhdj62hb54XMsl0e5cexhYqFJbL/L8EMnyT18btXrfrnom0M/QUhrNPl6\nzAS9AZoIi5aAlhVotj3abRs91EVo2cjf6LGt6V1Uy8CICWIbRAWiIajVRQwRbN/DtF0c16I632P5\nXBS/KbHleIeJr64+mh/0BSY6wvf7ZpqAQGTVun369Hn1kp2zkNttho5BuGFgHV/dgbOR8BijRcaa\nIZeQkDoCwtQi7l89zuu+/QxFBUwBNAlKPmQu8LxYSHmso4F4Lsom6wzB4TapkMyE77J0w1MMRKE6\nAOUy2C5csTa9wPv06fMC5D0ZejL0QO/6zJku8Z7PmQMSuu8Rk3Rec9jikma6A20JVBFOdl0mWwI1\n16IWq9Frh+lWBDoRiV65R/f0AnufNpk42SZ88sJfSxAgpIHQgEgM2nUJXQZTctBsA8eG0skWi7Mx\nsjMGt36lSbiyNhkIffr0ufyEVhfn+iH0MnytC+NBaPZAc9fOXDDWCViVZa7L2MSiQYxJDyPhElmF\nF718e5zJVIdxTuDEJ8nZHbq+h1QqMpG9dOHZkMBOBTK1JkH3HHK6y1a/zPL3bDb97vFLX/CPgJ9Y\nc8hEQr8MpUKXs/jIuYzvVjV+cSPUO7qPWXYJd6FU06iYGpIpEDaeO0AFKKXBMNMXrGn5HiOawUiv\njd2V6SkKuigQCRs4The143LyTICgbxH6fIDT2jinX3BW2+p5nNesuWaNiTXX/Fdil1H78jx4zkWU\nMl4sAVqXTXsdj102bSl5aQ2Jz0fYXuOdwPPQQ5dNmtLA5dHNXWCvwQhw8LDBjRaIJyD5tP+SA3KU\n8+RRt0ImG6kyGjBQtCRW0WHg179AQoGhcdhWgYoIZzNAHWQXBOP8r1eV4QrXRzrtEVxyGB5aIHjG\nIJXu0Tjhk9sBqSCkTIgYcIgV7T59+lx+hJ6AeUbGPHPhmYAvxRYXmk1olkCwQEtAJyPSibj0lmsM\nCRaFe1Vyc5eWGaD4kO+BJQIhkZanoIoCstLF0BtoixA+5XPtVBzlyBpdVJ8+fV61CC6s74LWhQZr\nexoJN3w2Z9qM6DoTWoKjUwLhxuoiXJ2MzrZ0ifHBEI5uUbPTlOZMAl2DoaXiJesuKT7XnVQINx3G\nx2bwzliUSgLr7lqjxt8vIz+x5lCf1WEiULTklRxk1ubDICCIVKUIz7Qh4KjUyirWgoz0VBSjEyHY\nlZ997T59+vS5vESALSV4GphWIbrKPohdQ+MKpUKhYiG7LYp3nSY+DJNJCOchek4mJfhsjrlcMQ+L\nggCL598EqQI4ZwVClkVheJlmLYUy1KIDDD5uEt4OfgzGSwJTsQADmLQOQ0pb3bX06bMaauQvi67A\n5UuLMy8ufnZRPJO7eOtorKfStXyKNaidsXEkm6weYYowkGR6GObaOy55TWnH5uBCk0h7HnO+QMcL\nITQL3//5SXXPJWu/FCe48rLoGlzGaMarEO8yll+KlzH4N8b8ZdPeOPrAZdFthZYviy5AufDS/+ZS\naV14fP+i2HGBTeb9NlAE83suoztbHHnAI7zK2O9cx+XtwyW06SFS8bMk7BSBhkK42sX9+DRFoAnk\nBchfxJ+UUByix01CHR25rKAP6cQXXMQHVzZcpwXI+ZBd3fJfFvrmUJ9XHA0ioK6UdYntlfaQwR/t\nkvr06fMTyKQNxbmVEtqSt9K0duIS00Otos9Eu4c1F6c93ybd1Vh3U5iC4ELMQlViDMXahA2Y1UN4\nEQuv6SOfp7ws6sDkrIckgd+ziMQNtHmbOcdjz/oQ8aiHJeu0z6ZwCw4F16Kj+tCP+Pfp86pmgehK\ncM6C5GXQb6IABbTOysnzR9fFqU+fPj+pRIDMSRC7HmbTp3dw9Z9EVhli0z6i22N4c5GsWqV6Nk7g\nrjkiKXAEGLOhJEO6BfIFGkS7alCfcxBsGLDbuAkX8WsOszLoQDABpTY87cOtr/BK3L451KdPnz59\n+rwItggbFKgKEA/B6dZKiUj2Ik2iTQY4Uz6RsEEl3yVxZYp6LIhvhBkcWaIoDhFL25yZihDcZKK0\nLdwHzq+Z91dKTBZrsKXqEgt2aGc8uq/zkbYH6OlhhJhHvZdFHm0xoPUwyyLekVf4zqRPnz59+vTp\n8xPP8Cx02j7fLUO+vvrs0F0CBKd8FLtLWOzQq7cYu8fnbUkBcgJLTR8jBENt6Pa44LFrsgUzNei0\n4ZhtEgpCcBQ2ZWDYFxB8n0oaDokC1Tmf/OoGrl1WfuzMoaQAGwMrkd6OBEu9H/WK+vTp06fPq5G6\nDMnNsC0L8Z7IYsRjy7TAwY5PQFsZV32hbGyAc8BHSavM3BJmZGMCLRun3hhCC0jUN6ZRFI16L08y\nPE+g1kG/AN1aCyrL0NB9HM/B/sMke98EtXyG1swA2ZhPz00Tk3ucOTIE+TqBfnFunz59+vTp0+cV\njmyDXwapujLN9RwQhUsuTt5Y8/Ef9QiHWggdl2kDUlshVhCwWzDgyLi+jXpSxPB8jBkf+UINoipU\nAEWEiAfpXxGIxiDuCUTKAi1E9toOCz6wusFol5UfG3Mowkq6/4YQxDOQLYCQguQQnKwGKLYUGprP\nqWP9ZguvVpygR0M2wFkppxiTmky7CjIhxB+fR7lPnz6vEKzdcNt1CulxAe9ckHVKDy+jEO5ZlGdg\n9v9n706D4zrvO99/zzl9uk/vOxpo7CAJEuBOiKIWUpIlOZIc2Y4cJ0rsTJJx7JvK5N5k4pmpSlVy\n4/EsVZM7k/guk8xM7ImdiRcpXuTYjmxr38xFlCiuAEmQxA40utH7dvZzX9C7JZEEQG0+nypU8Q1+\nfNBsop/zf57n/0xfsUf1D4klONuC7TGNV94zitgVwN+VoOnrpFCKIww3WZz0EdnpQffkaB6S8V7F\nkpVog7x0eXHLI8LKtg2cDMXxSgFaaYX5lkJyDKZf2gKZNt6OZa5j+xSXy+VyuVyudRH4/pc3A3kD\nRhw4b8BZGzINuNa2SKcXIKA53Oir85hXYNcDPlJhGSvcppXzEhc1yhUvhujBt6mFee7qs2M/+MP3\nN2en3pUg0NIRUi2a55KE5Dqeso2+AtqFt+4O7rf9E7UM3AN0C7AtKBDMQrRPQOoGMQtiN2SaApP5\nEKcuKkQGFeoNkbbjoC5WUc5f/bV1quAw73FwUg7ZQbCCEkJZoj5u4W85xN1T2deFEXTI97XoVhrc\nKNh0t6G1BGW7ymILKs4w4Wv+9eByud4JmhrIMnivw1WRynYZ6T1hyloQfdBGkQIENlgkq0WiXphp\nOZeXia6CrsJhE055PdSGtnE+mkIuOVipAN6ahNBawD/STz5/nkAzizOnMUjhirleoOv7f1bHYpyW\nNtAd7EP1xLBoIXTvIrp4ASsMMd80vUcU4HUaGblcqxQUYESGYOjyzu1QAuqWwPEL169RtMvlcrne\nXKUZ6B2C5uouSbyi5gHY1g9bdYmyatFdFplt2agTwDXu+UiZcLQEJRkiD4SpbM5Q8yj0d85y1hhl\nd3aSk0f7SN05jXGoDau86KD0AQ+lzQnmKzH6t07xSnEnW3YcZe7JINVIHeUtvIP7bV8cMoBBAe6S\noCfhQFrBTMiYKQ90iNAtMJIW8K3Eid6QYroUZnLK4bmJBpeGu+nvdRh98jmU1yvsCA7BgI0Vt+nL\ncHkvWxqsoI+qN0Tx5iArjh+nLiG/mKdbFxi+uMarbd6GrLSI0G/hM00KOYfJZRtHLJC2gnQJgWvO\nM7IeSrd7iAcs3qM4DLVsvNNN1KZDUYGWCRkNFsz6qopDzWSZVGSZAQ2iOhwvZlAdt8jkcr2dvKdP\nJO+3mZhe/+zctkFm9oTIlwdQzBxD0TI5O8zukRrtho8Nep3pp64uK+bAHQYUlw2eFjeTsweJqOAx\nqhhWALu5mYB2now8Sq0yy33fGb/m8RZu3Ep9+62cbUYo+RMk51cwtAYh6Qbs0DKxuSJ9X34LH3R3\nvS35gA4JdvggFoZQGsIpCHRD1QMDm0Pk2wpVU+LMc8tv9nBdLpfLtU7alsi7b/FQ69KZfGn98+s3\nCfS/30MqJXJ6sZfeznnEUzJbluuUG3D8IiTNq8+LO3CbBlUdJiMDRIbSCHaEqidEbqQXsylS3xLF\nGynReKW56mP45l2drGyJMTc9TFOQqG+JMK4PU+kw8Bqn3tJ3J77ti0MAi1yenNg+8EdUggkHNSqg\nhmXUQAAx5iEY9xGq+fEpKTo6M5hjUabNMMfOljmfHmXP6UmGT//sLH9JsIkHLA6EIbUB2Aj6Bmik\nROa9IXJSgoInTtybZE6LkDsQYPpMnfGcxdblNr1PPfb6hae3Oc0jsTISJpe1GYq02RFuM9B2CAUg\nIUFjyeSSWmXeaDIpxgmJV/eWmxuJUbgzyvYNHkblKomVGkrBZiDapuK3aK2ALwe0oKftw7yGanV9\nV52b37vIyIrF2Gwbs2pybhGWilWmGHOPqLlcbxMtwHlfB8PdbSYPqegHdcJJL/6LBhNFm/Qar3it\n1TJ8U7obPR5EdCym7SmGds1zyewjMGaS9F59cQhAAbqB6VwEcWAIy9PDwPjLmN4QliLSr+u8nDK5\n/dQ0/vFrb5hXNhOcMYaRaxnsRovSpTiBuRwz/X6ylRabXhIJLF7l4XmX6ypsAn4N2C1AJuvB7JXw\nDFpIAyANgNAHz53zc2EpyvFTCjt+McMXfQq7dS8j37q6/fptbKYEjUvRNvFui3gWfN0CphOi3fBD\nXiBxwiBUs0m6n9/XhekYeISrPUTrcrl+Xlg+icWNW9m1d5ZjJ2qEjR/NMVQLDBXCwdXnC5s9iLd3\nc8ofYLHSiyQpRDoa+Fd0OmIe+qwmzWvs36MAdkwmv/FmDDuC45GJtLsxFVgwksQyU0xP9dN7uLTq\n4tCzG2+hRxqk0ROiWZTQeiT0/C6cxGm2lVcV+YZ5R3yKLjjg9YCogOUBJWTQEZdRE37ycpKSHcNJ\nxvGkI/QpArYWoxQaIVKIU4yFOWlPcFzayi5lD3umnmO4+OIPs30CCBIICoghkEMSvpAPT4cfuc+D\nWvVT1jNIvk78wSyykqE1INF47CLT7RpdH/x3bJy8xNZTX0Kxr7xiqyYdtLSAFZSYFcA3oKBm/Cye\nF+jUfJhlh4whkbgws6qikxpUmE8GEYMWlayFsaSiBAVkzSIpOCRsm9ysQMh+/TMami/OUn+Wc3d0\nsn1U597oIvd1niW64iCcAbEB4hLYMoRs0NomBbFNyBu+4hiPvucXsfYFGNm4QP9gk46CRXeyQXeg\niR2zaJZhoA0zGtSEAUwrc9U//9KHvIzdFWY0MkTmbIOAOkXVFAkaUBT7EK13xH8Jl+vnglcReHb3\nVuKxHqrZGp79yyw9qXJ7ZoIbzrR5tAbiGo6bFZe6uTg9iqGnCMUbrATSlOUkRtDhxp2nmT/u5fJ9\n0tfmF17y8RUrgimZROYzWJIHj7/F8z1buenZw+z4zKFVjber4aUw3YdRDKLM+aFmYwzF6Txb5HRi\nkN//s3+zqlyX67VMApYIMS/4YyZyTKSmhGlKCpYj4dgCqWEPakcKYWOKhXaMqXyAL821GHpPjBun\nVhiduPia+QWpjepv8Os90OiDVjfkglCNCizZXmwlSDWQ4tz9UVbMEJEjeW6YWGZ0svrGvQhvIs22\nMRM2gQEd0WyzONMiWZAp2zJVu0JUjF055FWYARM7UeLm7qPU5qBjGZ5pZDC9o/ila98J7nK53nxa\nUMDXXN9jvj7gRGYHjcQWvFtehlPnAagn/USisH2pzeTV3K7xGha9/ZST2xFEKHi7ycWzdIVyjIxA\nWK3gr3DNxSEABIkJbRNhoxNlyUDWNWxDQAiW6VASxC4dY+tTtVWPu9Kzg/PV3UTUKkt0oZTz+GJ1\nhp828L50DVud3gTviCfhw8AhG8Zs6PKAIDmUDQ+lhoe2X6bYSJE3O1hJJMn3JshrAbwTVZLTBiZB\nlv3DNPx1XukY4JVlH3/+Y8WhkCMgiCAHBfxeHy0UWrpCW1do6X4Sox6qpoXe0Kk5Eh47gpjpZvm+\n3cipZarHS5wOpTkfb7Cn/CKb7blX/RkWsal1WwxvBFICWkpm58YQwsYsObkL890J5s0EM3qG6oUq\n2sU2Ixdr7Jq9RO/SMRTntVeDJ0NZ2L2Xz2ejZFIa2VST/myTAX+VVDNH9VwNYblJ0jQQiw6GAafm\nBYKGRLf31d8i/23/r9H5/hRbNptkxLOkyCN4RZSwhRgATwAaftAUkFtgOzB4NYWhPb9LoUemU9GR\nsgZEGgRYQfSq1NoG3oaH0AocWzY5qg3TqF/9MbCLv7id/v1B4jcuY1SLhIwq5/QIba3Nc1KUxjUU\nmVyuN4PlOLRNk5C8/iu4ugr1ZgDNUMh2Xp9jsa19ewkcObpueR7VYfyVDi68+3chVKG/8iR3fORF\nxiyBY/9DQDy8tknQ1nGNRx/bjMeXJOZfYnLPZjyKjtxv4/WWEZ0CqykO7T56mi+WbgFTZFbrwhvW\n0GNR/NMzfODlpwjMX2Ujo58SPHKB2oiBUPejLurIpo6vFOFiYJm/eeavVpXpcl1JFZB9YIsghXSy\nHRJWVqTaEcbsUTDTCdpGhspkmJDaRaKjg1pPjEN7Ijx/Yp5bsvPcdOwJtpYXfyJXx2bJ12CLD6Jh\niKbBv0lgz4hIvTfIyUKMRSnLbDuNHeylaceZG/Jy/onzDI9IbMrV2PXik/i5tgpx22ODINCSbZqS\nA2EJQxRILtv4hbU1N2sHRdAub3Vu2TYBa3U7yzUBCnsjlDYZjCUW2RttI0zA1qCE97jBuYbBefN7\nPN/eiKNsvupcHQPj7jYbx0rc3F6mZ9KDqZqccyChLlNidFXjdblcb77T/+I2ek6ZZL7zvXXLlE2D\nekrkhLMXadhL/6nznBjYTGyXnw8M55j4pgYTq2++nFwQeaR+F47hRdBsgkEYixxDD3rZuf0Enpkq\nq+kLFCipjJ8LIUsjdJ+p0mib+BIKGXmOS8kqf/hP31z1mFvb+jnmjGFNdBFb8pMX2mg9abovTHDL\nl6/cS/LN9o4oDgH8qQ49ZwX+9wDc3i2gOAKmadHQNHR7BTnsIIe9eGU/cj1AoztL0wyg52QUJ4gp\n96LZKk40wvn5aYadLwAgOdBhQV500CyVuE8jlNRwIkFagoTaSmEGMmg9nejNKPEzNUw9glT0sxze\nQStRwKl7OJbdz8vW9/hY/dtstr7xw3GrQNE3zKnOHuhK8XeyhbdZIdgXJbpcJ3RxGbk+gVdt0BD7\n8Q2PEQj3Ye7cz3hU4pRYZ5tUYmPlOKP1R1D40WrZpPc2PtuzF8/uTQR3BujtXCHZuUJ3QiXTypEx\nBbpCKrclmnS2dVqTULkEhgbDZYfFZZPvWQ5b/D/5ILosvh//6A4YiSAnZpGkCD4pgmGlkcnhTdnk\nRJjtgJwI0xbMaVGuVBp6Mf6rvJgdo6tDp9JfJJeIE1Kn8DTS1MtlrKUMhSmLudkGUtVLefHqC0Nn\nR/dTGd1Lqr9A2SfSTOW5UIVER4tvfbeX/LTba8i1fuyQhrGhjpHzE1pew37an1IPWtRHRlkq/Cq9\n7RmUwufXLVvXPZRTt2JU/YTUC0SUa+9583qWNm6h9sv/HMt3L6PP/ft1y+0pxXjskRmE9i4aA5tJ\n3ZaFb1cpHz655uz00ZM06lWIeKklksQ0kfE7dhCq1ok8adPxH1d3+2XnqYPcXr6Hp9sD2F4vhrTM\nnXGNB/OfJT397VWPN3DhBP/20Sf5hO8DMCejB6poU00+Xf4M6XNPrzrX5Xo9px0wvBCQQRfB65Wo\nmwEatRTFhS6WmynKqTjWnjDCOR8dBRMtmKYZ3kxh824O1s5wsDnAx6ePsDX33R/mehEJ2hKdfgtv\nSEIKemnYAVq1AI16AN8GP1ZDhmYIR48gS10I6SyVe/Zw9PAlXrTKjO8b46azT7O1+vLr/gxtwUbt\n1LC2t5j3+GhFfNAZRNmUpCBnmFnxs1zx0XWuQZoo/RcW6ZiaJGm+/gpwWxBodXaSj3tZyIhMb/LQ\nldZI6BXaU3VipkqnvUisJTI/A4u5AFHRS0p+/Y4Uj3zkXey8WeD22AT7A7PElmTkqo1n0cL0gkeG\nYAMWBf8PG9ZfSWNjkPFbNO68P8hGByITGhuHypzthODzYAY2Ihur3zW0870Xub16ksK8wwtTNzPn\nXO3IXK63joJegJBITI0gi+u7UKfWoDYlI8cd4n3rv7skPqpwjF3c953v0Y4k8deK65LbOi7yZPc9\nvLdS59nondTu3ca2+w1OP/00SxO5NWX7D+c5ergPmyAxOYiQlAi0G1Q7EmRHLmE+EwSu/Rg+wANP\nVnh4zsv5hSxKrI0312YpFefffeGrpB9f/RwycHqGux/TeHg+RMsr4/UaeBYrfPjIBOlj06vOfaO8\nY4pDAPOmwx+/CNlxuHVXm8FRL4nNfmzNoGWb1I0quu5HbCj4KxWMshd/WaTqxDB0E6EtgRniM54d\nPGjobOU7zAoHOOR08I3FLOgmtGSEOT9ij0CgMsmN2RqasUhku0BdaJEf2E5tUx/OGS9OWcDr78Ww\nvVhiHqwDfNoT5NdsH9ucY5z23MJDye2Q7UDu9uDbYBIclggPNEkIc6Tq02Ql6A146FMg0Rzn7HMn\n0U/a5Gv3UArcy+OR/ZzIKBxv97KrMcZu+xlSHOM/e98PPXvxbO4nnGoQ9lUJJgMER7IEjWViXpGQ\n6hCTTIJtg6AJXh+EA2B6oU+GKcCjWbxs303F20Wv+DIQ4H/570dRhgheyKF1QqEzyIyWgFqVZrmK\nV2tDv81iGZ5c9OBpRAhLPjTHRlNkVDl8uSpm94BZQWEZlTGO2NuQ6wq1sohvXmbFKmNpDXQFZmZj\ntB9bxnPIwWuEuFKLIUMCbJAdqIibuSDdCnaSlxYDmO1lpiaDhE6HML6wY03vOTMh8Eefm8H4kwb/\n/ZS7ova2JKtgrG9rOHmTytLAL6DlZSTlKbyqgoS05lx/Z5pz+hj2bIaU+LV1bWgnKxKNchRzpoda\nappI9/plFyyR48Hd1D7bQXZOxVDhCs8+V833T99g4/BNTLwyTey+nUT++P+m/MzaC0MANC/xr489\nyn9WbsPeMUD5vMKOuE7H80fp+MzhVccG2qf46MW/AecBnvZY/IbY5pcn/9W6DHnXwX/NJ/01PqEd\n4F2e03zMfpiAufqxulxX8qwDn6rDzSW4URcIShYaFk1PG91TxQkEsQIJqlqccl+CohKiuBTGP10k\nXo5TVYaxQgn+MtLHLcUhfsf4bz/MDhsSNhaztk1KMMBr4glZBGMWethPKJUh6E8SzgXQl2zssoAl\ndZPP9qGqbQ5rZQ6F4tzU2sKHjUfw/9TVNm1BpCA5HOqM093lR+xIYUlVMp0Vql4flRUv7ZAfOzWI\nd2SY47f2Yp3KY4c1rESbvRcnuat4lF7nJ3eFt6U+TnZt4+92byO4USSRLZPKqGyMVunWFhmwIL1F\npbNVpH3RxpizSCUgUapyqCTTCIQZ8P/swoIm9vDdTfcQ+2CWqOcsiieINxQmSQ3vkk0jbjPVASUR\nXipCynt1BZiGaHFw+xgjOxvENi2S1WZIe3Lkz0vYzwocagzQNq5+B9KPsxSdwB8V2btvge0vLVJ/\nqsRjU3euKsvlejPVhRozWzUqtQxR60/Zu/Ln65qv5iXm7TvwFk388ZdRwqs/1vTTztkiz5zcQCUy\nxkrfJzn3C0H+5OE/x19f+06WlNGicanN8aO7OZHdQGjHTWx45TNIf3F2zdmBUoV3P1rnS+JuyqkG\n0brCyXt3YrYnGJ9K0vMnp1adfdtj3+Lzs3cgqjEaqgdhW4r/8vX/yuDpr6153Lu/9Bh/r+zCsiq0\ngy1+XTrGzu/83Zpz3wjvqOLQDyw2HL78ggovqIzdVGXohhreYYOqV0WNOLQ8Ai3NQyVvUSu3aZTr\n2DUJdAN0gweNHGEqnOF+Hva+H+JB6I4gdvkJp8uEOisoHTX8Ywp15vGVZgloi2wIlIlPfovGtxss\nzo9Rtu7me5XdqNYGHKsOwTpjrSJhx8sM+3jIexsIWxASEYLZNqFIkZhdIqK1iQ37yYT6SBZ9hEoC\nVG2MoslocoVixWKw/W38+Ud5oPrbfLF2P0fMjRy3faTtUyDsBHEzqAOYcoRyTxRtcwZfpoFcmCbg\nlPE7PsKiSMxjEQmIUFYI2BqO6eBoUG9DzQeSBX7/TXyp+QAj5mMcCBhaCrUAACAASURBVP0D97XG\neeKCwLLewBYszLaXaiXC2YUk3pxBp5qnebyOc0HA509QGPZwPtHBUu9ONGGAmjYCcymYSUOhDPUT\n/Jb3IR5sPE9xcgKqHoSTVYL18whUMew63pMNLq9XvfoWbMNj0rhVpKgkWUjcSC03CjNRWKhxQH+I\n/Re+Aos23mSRwPnLv2yNNTxaf/RfLvDN1P3MPVTm/3ufe03v29o6F4YAjEthEkaNmtTgF0fP4ZkN\n8djK8JpzfZfKbI2+hBq7yIB0lHBTZF5dn/4PPq/Gduko874n2GPXsHMCK53r896O+z3smlZ5Rp7m\nttIf07MEs90geNeWq8U2sGjfyMQhnfuEl9j22P+55rG2ezJcuuM3+YvaAayjHlia439rfpnNZzSY\nmST11y9eOeQqTIpJsKq8y7C4j0+vS+YPqS9xJ0luNxoEHLcw5Lr+vtmCb05A9xTsn7bYsVsjNmzS\nMnTaYoOKs4JH8hMu2eh1L2ZZotCMYKlB5LoADS92W+KgfIAPGf8DcGgJGyl4YkyJIVoNGSUXJBYU\n8Fen8UxXqIkgDpuUOmXKG3qYTvWQr0RoTPpwcj4kJY7jj2JHezjYGoRKnAec/0kAL5ek3Uz7NvHV\nXj/CcBRxyI8y6BCy5kkbM6SkAhlPgWywzsbm95j4zhOo0Vvo7L2Tcz33k68J2Docab2fI60q+xpf\n5UHh00CGZz3v5h+z+1BGwiR6DEIbVSJ7EqT8VeK6TVoL0qFJDGgWA7qNqYLRArsK+yJw04rBC5US\nF8QUVSlLhxOlUz5G1YzyV/wWYucg2xt5WokQTTnBcquTCE0cv8ZSFyyV4OCCTM27H9m+8s4G3ZH5\nx6FfIpzsIzeU42xDwt/IcfCESu4FFS5lMXLRVb83CvuH6R2TmE4USQ/08tmlD1N0VtcL6adtE1qc\ndtweSK6fJUfb1LaeQjixFaW5Pju4PaJMS+ikvbSRZv4SdK5L7I/y42Has100lgI0O9oo4fX5/G7b\n8EhnD4WvGxh2ndJClLsfmVuXwhBA/OUn2VK+j+PHDVDu5AMPPcbG5/7TumQD3PbYt/n7UBChv4cy\nIch00u07TM8Dz6wpt6PwAv+29jCfsO/mzoDOe6f/kaH6F9dlzENH/xpHeQDTA5/0TrCr9PF1yX0j\nvCOLQz/u5cMqLx9eABYI9AYwbS+ezgzvi3aTSfXAbInAcuvyjjTVJF7/USNQlQHu8dzMd8VdiMoA\nSlglmLIJxS0CSYtQh0qsN0nc8JBurhBekfFpNvF4m2z7OZYvPc6etoVPfT9LrSip3DhxXv5+dhcf\n04b4tLIZJ+Sl0uHDGZDx9sl4ExJyoohH0/B7JWIhhbgZojMaoYMGUY/KrACXqmCan+Om2ueo1t7D\nmLBMRrq8Yv5nWo5DtV/h8fooFIMYVhxqJcRAASdYQvTkkQMmtYU4ds5HKN8kXGoSqjURjAZFwUZ1\noDD4J/yt9DFGZp7hgP/viIoXiXKaTY/2oIYV1O4EYkRFmZ/HKTeIVHQ0oBYSWNggE35PErNzkGRk\nG832EDPKrYhTCWwTqAWhaPGg5xAR8SIR6yIdi1y+fu4a2PuqiPtEwvffi1XejjW3Bf1cH2re4kbP\nXxPTFqHN5a/12UHJ+PEIy8+8whqfbV3vUGJVxF+9QDBkIdhpxNYauvH9lFD1AoG+zey+4OBRTFqO\nRUlY+64kAEma4d60QDDvoAH1NGjrEO3RdZLZBjs/HsA7/SClv30OofLq/deuxeEb+5ntey9ycQtP\nrEzTe3iAqDG96ryld2d5+IMPMB8/QGB8Cy0JrJNJxisD3Fq8B5prHjKt0CDfzv4On2/vh5oDZhS8\nB/iD8v61Zwsij47+R/6++UtQrvKU0M0fhRTumHcbUbveGAuqw8OHdB4+VGRke53NY1Uiu0SMDmjG\n/VTaHhpNP7WKTaOk01RNTEkBbwsknVucOpfYzF8K90NiABIKpAMEBwWUbA25o04oOIRcvUhSWiE9\nXyGx8DQdx49hlLKE2t0shPfTbAxRrfhQmyEcipcbIYpJGtZeHhG3czCwG/o68Q0ohHqLBNNVgsk6\nob4kqZhCVyNIqqEQL83T4avTv1ejNPk8vpPP4nv2T6mYD/K/lH/BaWkIJ2BwpLGXEatBRKzyj84B\nCI2idgI9KkLWISWsEGuoxBBJYBH2OkRkG6kk4xUtwMYywdJgygcdIkx33s8/CR/BWW6ztfAyg8oT\n3Oat83yhRW2ywcyQH6EcYWo+RrDQR7a8SGtCpj6uELJFivaPiiZ2t0kp0aQwNMiUmKZcuQGOd9NX\nOcUG4zA3zU7BswuIl4q0hWWOaSbhFwav+d/fklScX2nQCG2h+dIQ3jNLhJ9vUvUXeeKb23iCbev2\nXuvbWUIdCMI/rluk6x1EiAtYhQNszn6LLW2BJ+fvXnOm3/JzwzQUBI2lzKdY9pwjpG0mKPWsfcCA\nEqqxZdMEc/NFEhemMCyQ+9ae6xfhgfhe/ru6D2fCpL/jE/QtV3m6Ce9afd33h1S9iw1HXgQyfDA/\nCKtrm/gTWnvGOJ+9nwv5ARbGY9xZOM7trUNElut0fvVRAqXptf8lQFZ7CYQYH6t+lwAH1yXzB/6Z\n9hwpFXaxfq0U3gjv+OLQj2vNtYAW+kKFEBfovkKTQoVpbm3+T3qD9/IZ4QBCZJhChx+tO0Rio49g\nxMHntwjrNcKWRUdMIOWRSYdCxGIqeqjB7JTN9KWv0hWEc3GBbEWkyxFRWGKz9R/4WOUsny6+B8xR\nHL+CxxSJrEhEWjpJuUYqWCHjLZCMFOiWF+lSaugG9CYhUoHlJogSZM1HWUEkI0rfH/th3tU4zM0v\nb2OuuYt/sLeh7k6idciUaxIrToCEL086XCaTqRI2GzTrDU5aDrp9uZF0K3GAZ4f3M3Lhb7jf83/9\nxGvj0+bxaRBd+dnXbT5lkd0TonssjHdfiAU5gyWnSSqbiLxU4ES0GzFp4cgz3CX8NR2ea7gL+sdI\nssno+5aI7/ehHhglFw4wnfVzLtuLR2+y6czXyTSvT5+Ng89cubm2y2U3JJ5s9K57rrB0llOSD8d0\nKInrUxj6gUWfQ3cTosr6FIZ+wDv9ONs/dxFhR4zmOhSGVhSJd32og1L3MkdtH1LFppDeSfRr06vK\na+4RqH80y0jIINSc5mI2hmN3YvpCvOBEeODI/aSmv7XmcX/7A3/EF9p7EMqDUKzhtDp4OtLk9vqf\nsfPsv1tT9qP/7M/5YvJ9SBdE7PkUjt/hU133Myp/nY6p9WtA6XJdjYlTOhOnckCOxEgUwR9GtRX+\nTedGnFAHNBWYWSZYakHZBD1P0rn8VPFxNvCXyj4EcSNyxiAQrxBKQDALoaxOrM9Dqp0itrJEtCzi\nW15gg3WGhfM1bqz/JRi3UbPvZnzBz778Ap2VwySdMwB82CmCvY2D3ih63IPe6RAYFLE3yXgzIhHb\nIioFSXsCdMthMtUQcbtBwNdi8ZzDYgM85Yd41/hDxLwfxtIOcIP4HCPiYwD8ARJH6nCkmkb1xUjY\nDby1AoRrWJ4mYsrBKgVYmhqgMdcgvNggWq7hNRoUDIuqBJXRD/LFmz6Jc7INuZPckfgGUekUcIS9\nEwnKn8kgJFT8i0uIGCiLFiUuP+X9+F4hAwPphjzeewxiY7dSaOxGqd6AeKYHu6kQPfIKWbkMevny\n1XOTP/jOa388iGYr3PrHT7K4770czu+gtAzdx7//u371vV1f0+yJBJxY/1zXO4M+rRBCw/GPsWCu\nrj/gqwnokHVmCfVc4sZJi77oOEe0BK11uMXP47OJdrzEvgEHY87B8sB83+qa1v+0zee+ynv+YB/f\nGt6F5+LvkW39Od0rDqyhOKQKCkf8YxwO3U0z+UGc+gK3KL9PtrW2CzCO/P4YX73/o6yUbqP2SAmz\nruBUt/Dr+QfpmFuntgHAM9n/g08ZvwV6nU9bd/Cx1ocI2Avrkn2p8/38vXYz2HEIDnLH4kfWJfeN\n8HNVHFoNhRMM50/w0cgcn00eoDM7SqpYwh8zwOdHMnwopo+oKBDzakSkJhGpSdLbxJ+06dKgT4Xz\nKrQUh4OCzb2O8MNr6DdXvsJ/OHOeF+Lv52BkO7LWgvAcekpFjGqIpo5gWci2QcDTQNNELMPC0sFj\nQ8YC0YQbgWecnz0CotROs+nF0/yr2V7UIynMwShCr4hHafKM2OYcLTYrJQINjZa8hfyGJDORAGd2\nDdNSs2x67s+4pXL15zmDnTof2Cti79Dw7/Wgb5FwLAmh0URv5Tg8djOByVmEk+fZV36IEfWFVf/b\nDGRf5kAihh6KU7QNij6Lltek/9mHUA+fZuPBiVVnu1xvZYIhUJSuz761agjau0C/Dp8O1rFLWMfW\nJ6tfdXjAPMj58AJbmwkCGciNzFNfZZ62F/oSLcTOBk2/ROzYUeZCQ6xs76ceDnBYHuD+6bWN+Wu/\n9AEeufMA0UaE+lkJp5TC8Ujgj/Ks5wA713A8/2t/+Fv80103IecUHK8HMaxjeGys3gCLgXvc4pDr\nTVWaqML3L8zo5crXzG91vsUnmjaf7L0fW7kBPS5Q7QojDweRIjZBRScqCqRtgYzPS0coSLLawBuF\n4kWd8xOP01F9nFBTQqopJB3/D7P9zhk+rH2Om9W7+Qt9N+1YD1FZJ5LT6GxqdAarJMJ10kqRFAU6\nhRL9/ga65RBOQ6YCM1XYrsD53BcYEb/OsPSj/BH7WwwsHeGul7ZwprmRZ+8bpdVpUWnZpLwi9VKD\nbLxOMlUlptYwahVmMClrl/sl6vt+gZdv+R2k4gTDzae4w/t1ovzogcXnlOi8VIJLr/8aWlKLW/a/\nQOgXYvhu62A8FkKvyMw1/Him5tiiPcd2Yf0W0H73hr8ikdzAM9ocmVe+gvLNxLplu1yrtdhOsMj6\nvhdlUUZuvJcO8yucWnCwk+uX7fE5lIdAOQXdx2H+1vXJLXd0wc4mvzf+JN/5lwd4+lCb933p/1lT\n5qmNw+gfvoUOZy+7P/sNvnv3LVycipBdwzyv8tEw1fuSbI/WmCiNY+zfBl0ODT3A+PH76TiyPsWh\nr4z9Cl8c/m2Ec104lHlK6GCn8EnueOmja87OD+/n4zf8HuKFjdiCyacyBxidepCOUw+vw8ivP7c4\ndJWGL3yRT6hnOBj5Zc7u7sVXaJExFwj3m8STDcLNJqGGTsqrEpebBEUNwwDLgJAEIwHoCkG87DCl\nOgz/WO8cpXySu795kv3ntjJx1y2cHY0Qc1Qa6RW0hEOpnMYuSdQXg6SqJbrrc4RLIuGyzUwJZgFb\ngcG2g4rzw8LTj1Nycyi5OeaOm4xtcOgZAGtDkHwsiprYzMxwjIIss3DOS5Uw/S8doff46Wt6jfKO\nzrs8NhG/TMIfoqTHaRQdvJ4ymphC96ikLj2B+OxpRo+epG9m9bchNRyNm1PQIVfRLZn6dIBe+0WW\nXziC/ZhKz2NXalntcrley/UoDK2nmgEbdZvc5+fJ9yyR6PezKRVjT2OJhwICQuvaeyXFajKRs3X0\n5jzbO5+nMjJAVNYoyC3aVZHWzhas4XK46bu3cOyXxkhtqODPiXh8oJajNHw6eCye9fv56MAGAtMX\nrzm7sCfLqV/bTWdMpRbIYQWiCEkVw9Zo7wly6ajJrtUP3eV6U/RVHuW/Xljgi9EcZ40dpHMlImkP\nsuDDr8mEHYmk1yLpaxHXG6T9TTpTTTQNNugwaUE5Z3HM18RuwSg/ViAyj7B14gifMG7mifj7mZMz\nSJF5zHQRMdYmSANFUAkKKjFfBb0tYNlg25cnzlkBFB3ucuCoYzD8Y9kAfqtA70KB3oXnuX22j5XB\nJO24zUqnyLNKmYu+GkOeZbqlFs0VD6VUJ4s7NnBB6ibvbKY08xwPHDnO4MK1zcN+oGUa7Ms8zQ3p\nIEYwRq4dRQzUMdQa6cUn2HHoRTpPXLlId7UiksrRwx8h3m7z+LEsVnH9e/m5XG8lkVqVVyJ3oEfA\nFtb31rJ6BzR+VWAxsn6Z8fwS7/6dT9L2d3DvP9dRbjkLX1pb5ob9MYKjK+S/82XCtXG2HggRG9Rg\nDcWh9haN/gw4HQ0a9QVC3Sr5rk3IbZvTw93ccWRtYwZ49p67+M59HyUgpzGjDoaUxDQdToR3ccdL\na8tu9af5w4/8JtlUlobPwpRFjAGB8YGb3eLQO5Eyf4I7//YEt2wf5aXbdlLZGiauNajFl0lnHBqa\nSb6soK1EkZptAmWdcM1CqoGnBmYdoibYgg3Ozx5pU86fYff5M4xsyZLb3sHMWIDIcJ1EvITkMxEV\ng+aKzrl8EHlep73ksGQ5LAvQtCW6pNc/JgeQ0SQWph20toO37lBMNimd19GiBeqzNp11GDx57RMG\nw3YQTZuNgkC87sco2vgrGpKjI5gWXjmHpzDH0LM5hg7N4r2wtklJRJKZzXUxOLnM4pLJbGaJ07NN\nWo+GWcffpS6X6y0oIsMFGS48YwM2/qjJ6IYmEd3GbDrIq9iFXVg2GC0ssGFbm3OWTMtXpRjppqJW\ncKJ1Fv1r22p86K5BBu6JU/E2md+QJjM5h7VYJZfpRg03iC3mYVMGVlEcmvi1IQa8S0gdQZaEDkpB\nETm4TMv24InnyKTW7yHQ5Xoj+VdO8KETDS6ZJ3l592bUBR9hu4w8qBMK11HabUK2TlKoExaboIOt\nXd5ZPeCDWAS2leDLqD9RHPqB/guH+FBrmsLiVia2dFOutqn2VAlnWih6CrssUlmMkK4W6K3PElwR\nCVZsZkuwIIIQgsHm6y9G+c/P0nt+FoA+x2bZ32bLpjZD2wRmwxkaqQQr8TB5r41vucyW49+l58Wl\nNb92KVPAbLcI1ueRJkyaVRFzepptD4vIzfWd/tcshafzXfD4usa6XG9p6joXhX5A9wLp6xKNv51n\n5HNfInqvj8oacpZV+O3EOAdfXML3t5OonhDb2i+xaXOFWjaAf3F1R/kieYHwuXni1QrJ7m3k5EFy\nGYtaLETuxQqt/jiBmfKqx13oUHj8N8cIbw+gLOrIVFDNCKXuOM+Lfj70Gw+S/vzqizjPvHcbu/ZC\nvrdGwDDQRA+tLQqlk/qqM99obnFoFZRT4+w/Nc7SXZtRd0WpbhMp18v09kFY1zBnFPLFNP6FNvFy\nlUDFoFVyGFehKAOOg2k5eF7j5i3l7CIDZxcZ+DJYNyksjXiYbZk4Fvh0C6Ft4VtxSLUF6nURvSbi\nu8qxexGgJVCdAnPBwKMbxIByWGItuyJlUSAkwknLoVet4M9D3Wsx0/Qwo5mUlgyGvl3Cu07Hfm1b\n5MRCHxPLWXTTfRu7XD/P2lWHZw9btAyQV3kpSd+0Q6AXqk9Db88M6Rs1aoGzTJc2ooo66cb0qse3\ncJvCwG02hucCmlghqFgIkQbJQ9/FXwzxyu1bCQYnUBNNVtO1QBwx2RObY4kI4XCV5UQbM9Yistxi\nTq3S98rRVY/d5Xqz+XMX2Zq7yNDpCDP7NnJwXyehskmpp0ok6idfUTCLaaoFDwPaHIGygVwDbxXs\nOnhM2CpYFB2T5KtMe/2LS/QtLtH3TVB3xTm3M4q6ScPYp2FbOlVDw27oVJfCeOc12gs6SwYsOhJY\nCgPyzxadXosiiPSrQSpn/Bxc0hFibRb9RYRGlYH6lRf4rpYsSjxZuoHMGZV0WeFcRaC1HCRZdOdL\nLtfPO+fxHJU1FnKzwPl/KFKd+37zWa1Bx/lj7Gp7mBrwsHKNlwv9QKimsy12jvP6ZhqLNWKDFxmM\nLWA6Nhc7DNoJi8DM6sc9/huDjI75aHonmR4OEFVnMI0AyWgQ21dEKK3+fH8hIsGdMptGywzkT3B+\nKIUZ9OAN23Tbb58Gae6nxBp0PXkOngRzbxB1ROZQQEWWLWKySKhmESpaSDkbOQ8TVSgZApIhssW6\n+gmAdFhFOgw+fnTUwwFUBOZZW7dYzzoXMUVkTuVt8oJDekVAPatxsVBCXmnQUV6fhmo/zS0MuVwu\ngJwX1nJ9YGEWZp+BoT1lwoEVpOeC+NMyae8xFms+6mdLq86WbnXYHltAtSXaYiex+RI9/+9jKP9w\nknwfRLd9nGKwjv/YhWvOnhkQGRabhJ0FutApSXECgsH+c3NEH36ar+3LErw0teqxu1xvFf7lGlu+\ncYz+l7xURoNUbwtQHtWIhR0cx6FRF7iw0Emy1CBRrCOWTC42YEYCW5awdfuKf4dyvMzO45dXpY2d\nIuW4gKpbND0mUg3StpdAQ0JriiRqV18U+mk+W8S3osAKVFPr3z9OFkUMs4P5aZifXvd4l8v1c85S\n4OLcj47wKxKIT8zQM+JhYWL1OwHsQw4Fy4PcW+N99z/BhZltJHevINYqfG9FITDVWHX2zJBI4h6Z\ndGCSekgg4jWxdqhYyzK27OCIFdoRc9X5zd/sYFtap1a/iJHw0+500MpNQu1lwvYVmsS9hbhP1uvA\nc7SJ5/sLsyJQ90M7KLAUcvBqAoot4qiQbq3fqtBbkdcj4TUlmgvQXACw8WpXu6fJ5XK53jwRE8rz\nDhfCFgNNSAab+Lt8mCkNaRk8z68+W60b3KQsM1WIoWRbbPv3z+M7NklwQOR42ib1d5/n2F1D+Ceb\n15wdatj01ubpdwqcmAzRNzzDhqfK3PWpR5jqsrj7obM4F6+9B5PL9VblX9TxL+p0PVFGHxXIdYlM\nenTkgIVXs4hoJuESNIqQNyR8msIm/doLOfIJGxkIAiHv5eMjDnDt/0tdLpfrnc+YaSFpDlLe+clr\nE69BYQIGmjrdNy/Qfk5mE+cRGxqmr07yiAd/5cpF/tfSHoX98QssFbrwia8g1XTUsI2iVLFUi3ah\nQvrk5JWDXoOstNimz9BGp2WEUFc0QnYB3awy9Nl1uo3lDeAWh64DXxtoO0g/2GmH6L7QLpfL9RZn\n2PDicahMQV8aYoc0zA6Ymwd59RuHaOUcrCMeRjecpXZUhHoeZROYcoQNvhqtch7hUXVV2d1bIV4q\n45lIMBC5SNLKU8nVaGxMEAwV8KsBmroGhdWvhrlcb1XecYfkuEUSCQERkFE9NqYMigW9+jt7Uc7l\ncrneKiTR5mtT0BJAWWVxqEOHUxWH1HMC3cs6Cb2ANCBRFR0iR3XWct2Q4Ag45z1szZ7Bjodo5x0a\nHg/LUyskoxL+mYso46s/VrNFqtG3rLGiBtjUP4m53ED2lakdmUc5qa1h5G+sn9uaxSuJEAvB1W8J\nfi2+NWxHu5JG4vqt/vry1+da7Oa5265LLsBZuq5btp/ldc/cytoa2r6epLCWtnKvL+jUrlPy6h6G\nr0aU1W87vZI+Zq9btlhd/YrIa1qfWz9flb7K/j5XY2j2+jzUyc7rv8YjgFWFE1VYAXxzMMjVLYK9\n1qSlsQyxmTJhn4pQkWj0gD8qUrIUhgMNzuUdtNzrT3pe6xCxsAzaaSBv0b93CvESeLQq9b5eLH8V\nUYiy7KkzdKz+s997FT+Ty/V2o5gijlsLdblcrjecHYS13lXoX4FLJYdKHVqSgzNhEq6CssbHBitn\n03VMIBVcQB+PsFgUOfJUhcBXFuG9Ybb2aqylNa51wkFybEZ6JjAEAf9zZ5h+vEpbhejahv6G+rkt\nDrlcLpfL9WokB1Jc/loPsTkH/ZSK2YSLbYv+bQLBsEBR89KKx6lPCHhsm9UUTM0CNF6G4GgNXZCw\nN5t4xkSMWS8rVhZVCWNKJvCzxSGX683whY37rkuuGF39DTZXUosb1y3bu5y4Lrlzi/del1yAwvW6\nSgnwcX1u9YlwvRa6IML1uxEyfJ0Wu2SuXwU1Tf66Zf8yX71u2YH59nXJLXz1+i3ur6zXROVVjB5b\na5nntbz+XEcGemygxKou6XhNiw7OXJXmK6Badaz/Ms77FIF8J6izTVoPrW2Btn0SbMMk37ARFiHz\nSBW6YKkB9TCE3ybTMLc45HK5XC7XdZSah0svwrYVmN7mIzMUIS8GkIMSK0aYetpHKSSRYOWas80i\nlH3wSt1h07yN/isBPGIQPS6xPNNNTREpq+5V9i6Xy+VyuX5+dedh4kXYsAjnJZueMQj4IeXzMO81\nMUZBHF99fiEPh7Dpr4IvAJuGfZidGhuCAgcjIuGjazkU98Zxi0Mul8vlcr2K1s3gKOBTBTyHVr/y\nFzVhfApCDZjakiAuZwgEwyS66hSaIgv1DKVyHW17AN+pa9/UbOXgxRUovzuJbfUS84j4OiVKzS7M\njI4UbNDuX8Q/4561cblcLpfL9fMnasGxOSjkIL8d+rZAICxiBMP0SlXOmB6Ca+g5FLHg1BJckOF9\n90FVSrBxQ54TVhzV24ajb4/rDNzikMvlcrlcP6W4HcbuVTAxUT1BlpUq0tOrz4tbcHwZzHiMC3QS\nTqRZEhwqZgOtP40eWKLVm1xVcShmwxYdjmzoIW12sBRJIasBcqEYLXuR3AU/N7iFIZfL5XK5XD/H\nRm0QNJjpFVDGwB+RaUhBpJrAYsHHJpZWne11YAx4ZSPYu2BFTpAKm1SbaXypIm+Xuy7d4pDL5XK5\nXD8ldoeEfUOWTl+bKdWHmdWQnl59N8Q4EHcgt+Jn3MwSVboRvREcIff/t3fn0XHe933v388z+75g\nsO8gCBIAd2ozJVKb7Vrea7t2nFPHN769Tuu2yb3Nublpem/TJmlzcpKTtKmT3PYmtWMnsS07lh1L\nXkRLonZSEhdwA7ER+wCDGWD2/VnuH5RsbRYBzIAWhe/rHJ1D4lDf+eHBM4Pn+Ty/3/eHHm4kcbnC\nkKcRmN9UfSdQmLAycucuHI5mXHkXSa8Xy8U8cf8g8Nymxy6EEEIIcaMVwuBuglQMgnVoK/eTLkrN\ndkq7wsTsPkohC1dHOjD3linvSuAYq63HnBG2oQ2bZE0fmbKTlU4vJbOKZd8q4fNv/wd1Eg4JIYQQ\nrzPj9OPujzCnNVHyFiik2yj9WRrvI9NUXywy54e+DpPEAkRWoJBdXwNrx8k4Y8fCdJhBUvYh/Jqf\nTMaGalYwEqM1jbl9rMrTqx14O3twVELoRgHrWitx/eZ4WiWEeQ+RPAAAIABJREFUEEII8YryEQVv\nr0m31cnysxVcL9RnV19VbeKivQ2HrwV7S4q5uQ5KwTUKHVEcY7XtWG3mPIw6O3F3BVi4Eia324aj\nmMZU7LCFjeDrRcIhIYSowWiPwbLNQUJ14C8ZdDlV+qbyOLT67E5RVq7t6xDYus0ubmqj//Y38C4b\ndH7pj37ytWJXA3Of6UcdyHC0e4GmpQLa+SrOEaicgqdWofc6x7Myu4M/K38WtzUMSzny7X4aP7mK\n5/2LDCtj3L46ze61UdzRIvpxhewJk0cyJq2Zt972fu/peSa/rfN0dDfV5kac8wpm1UbU0s7RAxEi\nT7yw6WPRP5Kg+YcOLox2UA2Ecc/HiIU+yK/OyqwhIYQQ7zya2yBuM9ALJoYJXdpb/QYWN5v5zw5i\nP9xB3OIm/cFxQr+7ROjEtSlEBRXMQ2CJQnoZmjeQGzlnPHy9cieRrh4oWknsD2MeP0FTT5kQtYVD\nPcUw/z3+ABHfHjJeN47ECMVMB7+SngM23jrgRpNwSAjxtqPbdCxVS11r5qlS6UoTVVW8BTuRpANP\ntbaLiDG/gX2XjWCwkYrpI+Nv5sx0gRl9ld2Li/QWa9uSN2YxudJhZdnmoK3dSWlF59h4BocuSRHA\nqd/4b/z1zo9ievP86id30nPiTzh/7x08ev8QO3dnuatlinSunf3uMziLCbQ0VMfBnYe1MoTf4kKi\ncSTFyYkeeqxtpDIZqtYOerRJOpo1Fp3gCDhotOcwtASOljKuwTw9L8F6rk0OXJni2+77cPj9rNrC\nGGkdza/wu+4GbA8+iachxS+/9APu/L/+3w0dD/fKAnc/fZpnSkex6go5LYSWaYQ5OV+EEEK8s2T9\nGt/fXSBR9pCzOsg5nOw2KhwYKzOcVGuuX8Bk1qMzXjXoQ6VFV2nUa6+7nRQ9CtFDCl27qsSndJgD\ndQF6yuv7/2eUFsreQdJ6mMrQXiz/do7+fzZPJT9Gq5qiNZ6n6zKkfwyPxaDPBNc66racWmTsfhdZ\nfxOK1ctqScXtfRe6Rwcer+Vbxj2WZm45SDSwhwoabWmTsXQa98xaTXVvFAmHXuXO26oshnzM/Oin\nfSUyngqWLHhU+6Zq+otFdu7UuaC4SM8puJRrHyqaAplqBb9ixWp5+37Q5EoVSq0GqwUH4YJCY33v\n18VNrGgpYeyMk1XsWGMuImv+mmuW1DLuwSjxgJsl1UtTwU3DOQObUfuJF+uYp+e2BhL2VmLWFiYn\nCwxNxGmNb35rSVdYQYtY8QyEMLQe0no/JItMJVPo7CI8c4KAtvk+NQtN0HKLj0qgk0QlQlIrc/xW\nC0MXTtOXr9/ThytOC/PY6Qi56FtJ4dDrM223rKpgc+Eov3FZU6W5m7VmlVC7Rk86ytTTOu4N/piT\nln2YIz6Yd/Gn2ofhIwexDCj0tq6i9sRYcXjp9z1HxbBgS4Qx7HaizXEqFp3AlbeuHRmb5EPfW+Cb\n/YewFr1oqSBOdysmRdgVIqSkWQk1kB5vpDc0RjxSwmrRWE8c2DvyD/xj8xhf9/eBo4xhBCDsg+Eg\nlKoYbQW+81HfhsMhgIHJMcrqIlXrDkzNAsEyCWM9C96EEEKIm4NDhWc6igR6PGjuViqKH6sjwthc\ngbM9KX5ZW2Q4W9vW4f+1u0Qg4iFpc3Gl1UN6BT49nWVvtFin7+LmV9i5k8n3fBrf2ct4NZ3GFx8C\noHj7Lp58by/5oSp3d0zTYk6y50WF4EWFxScNvrsId64jILJM7+DZ3fdR1lTWrE469y4Sz05xq+Ej\nkp9lZ3YCu1nCu2ihgwpGDFjH87DG1Sz3Xq7ytDNIvrMJdTLNrOMOTvdH8Nx6kaYXn9/0MXEvrXL3\nJSdfd4dxRHPkzD4+lxrZdL0bTcKhlzmsBl3HdFz/6CAvXoTGxeeZbB6m0qETXDmNfdaKTd14iDPs\nq7LvgSZKB/bx4/Fhst9P0DTxPS75BtE9SXbGFvHVcB/WupbHfYeLk+YeVq4UCGZTNHnXsFnrEzgZ\nA3Yqvf1EZ3cyPbfGHcVzBB3rjHuvQ7NUKPUnKecsBBb9oEDZnsNTDtel/s3M2ljFkoNysX7TY0uR\nDOWGMpZFJ96cr+Z69h0X8L+vl8nqIVLpEIGReYYvxrGZmw9yvO4sLUdMSq27SNp3M/+8laX4PHvm\nr2KjtoBoZ1uA6s4mNO8w2ewghUWNp4MZ3p0+TriyuXPak4Wi1UWi4qEa6qKQ6qeiuDGrRS4Xp8Ce\n4YPa5pf09NsUZpsClLqGSCYGSC2ZrKxWMMJh+vLf3XTdV8sAyTvbmHfcwlzUYLK6yntTZwAHqfZ2\nSM3isRbxrq5vnbRqgqsBHO9RWei9hRHrILnRNnxPrdCyepoe4xwnW/8FSx8aYEdPjCHbeQ6rK+xw\n6Fz4DqQDb12/CKy+7yBZWxffXd0Nl4GrFVCt0O/FZXNQbDBZ0XwMpOOkG/28GL+NvdoE4e4xbAkT\n/+SrmhK+hTt/9CTfGDlKVbNg7iiS67dRGBiic+QkscEgs9luDg2fIJpMkfq+RiWxrkMEwNGx4/xd\n426wuKDqgaANGhxorQq5RZNfPvvM+ou9ijt1kt+5+GP+fTgIZTcEWljsOsTK7s/RdOV/bqqmEEII\nUQ9VKpQCMcyyC39p8w8uDCDmV3E32lEaIlQcnWTK3VhTOaqrWf6kpYvPWS5zJLW52RoJ1aC1Q8E5\n4CNva6Nkb6dS1vmvbTkOh3L8i0u19Qh8taIBC7pCWrHQZzcIG/V5QLceZVPF8NvxO8pkYiZWwLaB\ny+3TH/g3fLHrA6AWwHTyr9o+ygXHOKffM8Dg4BJ725bwekt0GPM4ijqWqIVwOEdjwSS7wnXvgQcf\nXeQve/fTUsxTdNsww3aKISvjzS48Vj/94SW0FTfuKymap6G0gYnSB05e5huVj8GCB0vaTdlh4at9\nd/Dgv/8ix6wzfOpPfp/GR19af8FXOfbjU3wt+zG0aoAcM5Cprcn1jSTh0MvKmsqDX3Zisymcv/cP\nGPjKd5mIZ/AEonTkLm0qGAIYc3qxpcvkzC6S7R9msrWHltPDLGWWsTWfY7CyUNNPobkbvJ84gMP2\nETLf3MHSw5MUM/8f7W0JDEPDbjGwWTZ3U606K1j272IheD/lK83oqzmmLCk023l2lrP47GFsNcx6\nqr7/LHOVu1gZC9N+4FE+4hpn5aLBqjaMqe/ZdN3XfA/tVazZMtWcDdNw1KXmK/75kSh/qu3H/kK8\nrnWVX9tFJmajkTOUv16/utaPwoXsR3FX59jBBM7cem6Pfza/vwWjuRmbeoDiC0MUo0s0WH6AwzaJ\nJaJgUMK75MOlbeB1LCFwFjGbGylW9rHm6sbQE7RbvwW2MVS3ie7UCFRtOFfcGxqvvhgiVzIohBrI\n00ehFIbkAqP6DIPqGco2HWzgVC2EMuubKdiwqhC/VCDvqVCxmWiGG6MagZQFEjYuVxfpsVjxqAbx\ndis+zSCchmBWYz1nY2AOmscKjDcrpEJ9VPLAfILL6SV6lYNkHE7WBnZyzJgkcHHjIVS8VSF6MMJa\noJfSmE52vpn4cgNhQjzT3o5vl4e+vVF685fpfeoi9svXfwrXlofmAStdQy7O9rnIJpt4NjXE5YYj\n7BztZ9n1eZ5r/BjWgTKRgRG8rkk8RQ9NjSZVW4XHq+B5XSZaskPxPguXhruwHdvHbHYHC4lBeHQe\npnwQXwC1CrYmihEP1mwjPacuMHlgB86VHI5skoWSjVy8geL8KoHlN796KACFXTvJGWHIBGHV5Atr\nX+PP1T0oRit5RwtNT60ycTiMEmuAhQmyoz6aHlrG/ixsZH6pp/wj/p/FHn6XPWBxgsMNURd3W67y\nge//Lb3f+6PrF3mz70G9HQoOKJ4H5V4wLTwWdvHpt38PRLGN7QoV8O1N82IygnLBRt6aQS0auGzB\nmuraKiX2uQuMeLxo6Wvv0IpRQjWtWC1v/0tgXa9StqUxKw481tof6oh3JsVXwszWdk33elp4CsOl\nYMYbcFSu89RmA4p9f03ozlYuWwZZHEvTf6oTm7Hx1Rm6Ad2GQdZhJ29xUq02Uqk2k7XvxKSCUYlx\n2Q671Odo2ETYEjFUdjksTDT4yQf6WdMGKC6b5K02niqOscdX5Wh2csN138y4qnLpQCMTlmH05RK/\nmF5jd+E605vXoaIqxG/t5urQu1HiAXhqjFvST+NU0pTUHSwPDjJ1dze7p66wz3kZ9+gS504DG/io\nCcxZIeaGcQ/kdL44cAy17QBeX4HFnUMMFX5MxWwiag5iWYFezyiXd5nYl64fDAG0vDiKEVomthbA\nHGrA0aOg7q+wGLIx7J3gufljHFRfYtmXJZerbuiWumXsJf6JOcPfTpqYpQi0toNLRwv08vweP58L\nNm2g2mt5z38bnd9CLxbB1QXVs5uudaO9/X8z3kB6AvTff467GvYwG3bD3H/C27qL/G43zos/wH41\nu+GaazmVpx40Mc48T6crQ/+kwrTrmyTynyX4kc/iG4jQOXOByb+dx6Jv/MNxTnFj/HCVSnuC7hmd\ncuMix/5REdt8lta1CgtzBraylcm2jS/5MSpWWK2g2QLo9k5aKhO0HZnmgLVKxyNVHg2laWgIbbgu\ngDVcJbiriZx5FM65OXzgG9w9azBahLOmm/Smqr6R3qtxe9HB+dNF8uu6HV+/hwuNfOguF8tdRUa+\ntZ4VrutzdOkfOKHcy55fbOfU1+sYPJ1sp13X6Q5+hw5PgYl5P9bU/k2Xy462Un1Gw92RoKkYhaqD\neIdG5x0mLdkEO1bWqFYMLqd24iiv7zzR0haWftxBObOEtWmRxrQFihVSyhLGAw3scKdojUXpXyjx\nUtlNOdeBRV/nz3VRxfPtKp1D53FaIJXrxp/JgzXF6SMhdvkzuPJprKk8xppKdiFMoHL9n2vjSxXu\nXBxlqa+Kp6fCpWwPhsXHkFYEa5and7cSjij4qkWs7jKLawVSCQNfAtqy1w9Xmx+P86Gpx3npfznK\n0w8cARZQph/ihY4YYWcVIz3KZSPHwE6ThgllfcfiZR9/v4nzAYNvEcFWuZXzP9qL57u/QyF8gfcX\nDcbTx/Dc/2EOV5fJnbr+b/FiHjqtsDtsZzXZTDHlp9DUTE7vgNM2sLk41fFNeloukcr/Fr6qiqXd\niTbfTFhP4nGB53XfwqTbZN8nTXz7G/B1tpJoC7Aa6sOc7Md5wkEpNA7xcah6QW/AyIFlPk+yxU//\nygVU3wwE08RH00wcT9P8whuDofE7HCzv7uHsgQNkOm4jPtZPamwf2jOrED3FsdI59qxk4OI4SiVG\n8PI4im2OoS8/se5jXQAm9n6CKW7l79L7YLUKhUl+kVkOGldgMU/z3HHc+uK6a77et+57mK8s3Qoz\nUSie5n7G2Z8/z9Clh2nKf3XTdYXYaprXRuenVF5o/AVKn3yYyx0dDBdGYaW2cKjBqHLHJ/KYd97K\n3351B+3P/JhxXwu7S1G8dbgE7imXiBzReGxlJ+WRJcJ+A2udZm4DBNqnmGkbYnKqjeHYLF6PiaLX\n79JdCRYxU/W7fnmnaO4qEpur/3GpNEWxJsOo1foFOa6mSayfmubC0iFaH7bjKNUeIhpKiQP3f4fx\nQw9w6bSFyA/jhHKNdRgtNAbvJtWvkFfuZnUhRL7pPLcsb2KMwPB5D0+2VdF7ilTDKraCQqEQxMw5\nYC3Mc3qWd5mXcSurrCg6WFUUFTwoNJSuf710cMLGfIOGMeQmYfRimkHMpAbJIhfLWQ4rZSY9e0l3\n+eisjtMzsfEAIOVRUXvaWHR3k7cMUknZ+fPyMl8oe5iNDPNsf4mm5hT7Mxe5NRrDObO+pXKmXaVw\nIILrXS0oSgunbUdJu+9lZXIn94Vm+WLLr+G7N8ix0NMcumWJgZyCIxZA1zKc002sP2NeQalfJabY\nyHa0Mum/m6/l3DCpwlQc9AyU3ah2N3q/i9YnrpLaH2TG0oxzOUt7YJSYxcSYgZ51Xuq4U9P8x4cf\n4bedRyBlkEo7UB0Bsp4Uo03dHLL/mLlUHPPPSxv+RHdryxya+CpfdX4OKEOiGdxODEeK//Oxv8L9\n4Pc3WPFVtc0q5swclH1gdzCy873cFrodd/LUpmveKBIOvYm7CmWsPuht+Dpr3b/A3s80snelnfkv\nnmf8+c31HlInF3Fqs9yfTBENK5wOzZCvBujts/IJPYnSn+fxZ/KcbNxY2LKWUeDMIpEzfwGApc1C\nr6XM+0Il2oomI4twLldluslA3+gFi6HieW6RQ4EvYxRU7D2r9LXn2TWdxdRhULGysrGKP6Gt2dAv\nNLCj+SI2Z5Qgu5m3JllyNJEvNW+y6hspz7i4tmq0/rsXLJyzkVWvkj5T3wuIyHMBDnsmOPUNT13r\nWi9maeMk/Tu6aZw5R87wUEv0pOatOB6BHp6jh2uzVjQHWBvhzlKO3TmDlyrQVZ1gUTmE1Vzfx40+\nquAfzTHMIz/5WtWtErPDgJrgHluZqGbSq+eZNhfQ2LHuMVtmoWk2ShPRn3wt7wGjzcfhxjSe0RL7\nihovYZJ3rBGtNOFZx7ljXyrTvXSJ7mcv8cCrvj7tb6Tc6mZ3a4H97hjmpEo2A27DYCIMqyY05K7/\nvnTMrnDLE09yy+S3cUQf4+LunWS6ytwayeFcLGK7ClMVmG426Y2t/31+6Qy0DZaJdGQ5MDrKvscf\nJeO8RJOp02NU6H/xOIlfv0hudGld9XwuWKnC7rRGyJFnuHeJSTNPY1ORSGuR+33/Dse+oxz5lTTf\nXV3D0l/FpWsEixlOr8HzKq9ZK15ym9xzm0lbE7TtSTLqz3PWnqNDWyFnbSbua6bk3wneNjBt4GyF\nZoUB9ww22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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz.actor import slicer\n", "from dipy.viz import fvtk\n", "import numpy as np\n", "import matplotlib.image as mpimg\n", "\n", "sphere = get_sphere(name='symmetric724')\n", "affine = np.eye(4)\n", "affine[0,3] = -10\n", "affine[1,3] = -10\n", "\n", "txts = ['Fit S0-response and Shape to Signal', 'Fit Only Shape to Signal Attenuation']\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[20, 10])\n", "axs = axs.ravel()\n", "fig.suptitle('MT-CSD FODs with WM/GM/CSF Background', fontsize=20)\n", "\n", "for i, (txt, vfs, fit) in enumerate(zip(txts, vfs_all, mt_csd_fits)):\n", " fods = fit.fod(sphere.vertices)\n", "\n", " vfs2 = np.transpose(vfs, (2, 1, 0, 3))\n", " ai_im = slicer(vfs2[70:90,0, 70:90, None, :],\n", " interpolation='nearest', affine=affine, opacity=0.7)\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, ai_im)\n", " fvtk.record(ren=ren, size=[700, 700])\n", "\n", " img = mpimg.imread('dipy.png')\n", "\n", " axs[i].imshow(img[100:-97, 100:-85])\n", " axs[i].set_title(txt, fontsize=18)\n", " axs[i].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We show the RGB volume fractions as the background of the FODs. Red is WM, green is GM and blue is CSF. Notice that in WM the FODs are very sharp and noisefree, and the FODs have shrunken to be basically invisible in areas with higher (estimated) GM/CSF constributions. In other words, the signal contributions that would mess up the FOD in regular CSD have now instead been captured by the isotropic representations, resulting in cleaner FODs.\n", "\n", "That being said, there are some observations to be made w.r.t. including the S0 response or not.\n", "- The CSF area is smaller when including the S0 response, i.e. the overestimation of the CSF fraction has been reduced by including the tissue responses,\n", "- The FOD profiles in the crossing area near the centrum semiovale (right side) are a bit more blobby when including the S0 response for some reason.\n", "\n", "It is likely that these results will improve further when estimating the response functions from an entire brain (instead of just this example slice). " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "- Tournier, J-Donald, Fernando Calamante, and Alan Connelly. \"Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution.\" Neuroimage 35.4 (2007): 1459-1472.\n", "- Dhollander, T.; Raffelt, D. & Connelly, A. Unsupervised 3-tissue response function estimation from single-shell or multi-shell diffusion MR data without a co-registered T1 image. ISMRM Workshop on Breaking the Barriers of Diffusion MRI, 2016, 5\n", "- Jeurissen, Ben, et al. \"Multi-tissue constrained spherical deconvolution for improved analysis of multi-shell diffusion MRI data.\" NeuroImage 103 (2014): 411-426." ] } ], "metadata": { "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": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 2 }