{ "cells": [ { "cell_type": "markdown", "id": "bf7a8a13", "metadata": {}, "source": [ "# A note on simulation resolution and beam\n", "\n", "`meer21cm` generates mock HI field first in a rectangular box, and then projects the box to `wcs` projected sky maps, and then convolves with a beam to generate the mock HI map cube. In this process, the power spectrum statistics is bound to be somewhat distorted. In this notebook, we demonstrate some of these inaccuracies.\n", "\n" ] }, { "cell_type": "markdown", "id": "86716dae", "metadata": {}, "source": [ "## Mock simulation in the rectangular box" ] }, { "cell_type": "code", "execution_count": 1, "id": "fcc5d50f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zhaotingchen/miniconda3/envs/meer21cm/lib/python3.10/site-packages/halomod/halo_model.py:32: UserWarning: Warning: Some Halo-Exclusion models have significant speedup when using Numba\n", " from .halo_exclusion import Exclusion, NoExclusion\n" ] } ], "source": [ "from meer21cm import MockSimulation\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from meer21cm.util import create_wcs\n", "from meer21cm.telescope import dish_beam_sigma\n", "from meer21cm.plot import plot_map" ] }, { "cell_type": "code", "execution_count": 2, "id": "72e3ae88", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1419.97079959, 1419.97079963, 747.72460271]),\n", " array([15.60407472, 15.60407472, 22.65832129]))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_pix_x = 100\n", "num_pix_y = 100\n", "ang_resol = 0.3\n", "wcs = create_wcs(0,0,[num_pix_x,num_pix_y],ang_resol)\n", "nu = np.linspace(800,900,51) * 1e6\n", "d_dish = 13.5\n", "sigma_beam_ch = dish_beam_sigma(d_dish, nu)\n", "mock = MockSimulation(\n", " seed=1234,\n", " nu=nu,\n", " wproj=wcs,\n", " #sigma_beam_ch=sigma_beam_ch,\n", " num_pix_x=num_pix_x,\n", " num_pix_y=num_pix_y,\n", " omega_hi=5e-4,\n", " tracer_bias_1=1.5,\n", " mean_amp_1='average_hi_temp',\n", " density='gaussian',\n", " kmax=15.0,\n", ")\n", "plot_map(mock.W_HI,mock.wproj)\n", "mock.get_enclosing_box()\n", "mock.box_len,mock.box_resol\n", "\n" ] }, { "cell_type": "markdown", "id": "f8615b80", "metadata": {}, "source": [ "You can then simulate the HI density field in the box:" ] }, { "cell_type": "code", "execution_count": 3, "id": "735af99c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(mock.mock_tracer_field_1[:,:,0],origin='lower')\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "id": "f0195a34", "metadata": {}, "source": [ "For the purpose of this tutorial, we set the density distribution `density='gaussian'`, which allows better visualisation of the projections due to white-noise structure\n", "\n", "You can then project the mock field to the sky map:" ] }, { "cell_type": "code", "execution_count": 4, "id": "2478a5da", "metadata": {}, "outputs": [], "source": [ "mock.data = mock.propagate_mock_field_to_data(mock.mock_tracer_field_1)" ] }, { "cell_type": "code", "execution_count": 5, "id": "f39f1df2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(mock.data[:,:,0],mock.wproj, W=mock.W_HI[:,:,0])" ] }, { "cell_type": "markdown", "id": "6e0928fc", "metadata": {}, "source": [ "You can see by eye that there is a ring-like structure in the image. This is due to the fact that, we did not specify what resolution do we want. By default, the box resolution is taken to be roughly:" ] }, { "cell_type": "code", "execution_count": 6, "id": "8bcf05b9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([np.float64(15.698099048719225),\n", " np.float64(15.698099048719225),\n", " np.float64(23.35887910447778)],\n", " array([15.60407472, 15.60407472, 22.65832129]))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[\n", " mock.pix_resol_in_mpc * mock.downres_factor_transverse,\n", " mock.pix_resol_in_mpc * mock.downres_factor_transverse,\n", " mock.los_resol_in_mpc * mock.downres_factor_radial,\n", "], mock.box_resol" ] }, { "cell_type": "markdown", "id": "69c8d23b", "metadata": {}, "source": [ "The small difference is due to keeping the box length and integer number of grids. The box is roughly the same resolution of the sky map cube, but sky is curved and there is a rotation. Therefore, the sampling of box voxels to map cube pixels is not high enough, leaving rings of unsampled pixels, creating the ring structure.\n", "\n", "A simple solution is to upscale the resolution:" ] }, { "cell_type": "code", "execution_count": 7, "id": "a6c4cc11", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3.26430069, 3.26430069, 2.90943425])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mock.downres_factor_radial = 1/4.0\n", "mock.downres_factor_transverse = 1/4.0\n", "mock.get_enclosing_box()\n", "mock.box_resol" ] }, { "cell_type": "markdown", "id": "b48af39d", "metadata": {}, "source": [ "And redo the simulation:" ] }, { "cell_type": "code", "execution_count": 8, "id": "af3fbf43", "metadata": {}, "outputs": [], "source": [ "mock.data = mock.propagate_mock_field_to_data(mock.mock_tracer_field_1)" ] }, { "cell_type": "code", "execution_count": 9, "id": "614fbb07", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(mock.data[:,:,0],mock.wproj, W=mock.W_HI[:,:,0])" ] }, { "cell_type": "markdown", "id": "e7167a07", "metadata": {}, "source": [ "Generally speaking, higher resolution also reduces effects of generating mock field on a grid instead of having discrete particles. One thing to note is that, the maximum k to calculate the matter power spectrum is set by `kmax`. You need to double check that `mock.kmax` is high enough for your resolution.\n", "\n", "Now let us regrid the sky map to a lower resolution box and check the power spectrum:" ] }, { "cell_type": "code", "execution_count": 10, "id": "e48909e8", "metadata": {}, "outputs": [], "source": [ "mock.downres_factor_radial = 2.0\n", "mock.downres_factor_transverse = 2.0\n", "mock.get_enclosing_box()\n", "mock.grid_scheme = 'tsc'\n", "himap_lowres,_,_ = mock.grid_data_to_field()" ] }, { "cell_type": "code", "execution_count": 11, "id": "f6aeb586", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Gridding sanity-check\n", "fig, axes = plt.subplots(2,3)\n", "for i in range(3):\n", " # first row is the gridded HI field\n", " axes[0,i].imshow(\n", " himap_lowres.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )\n", " # second row is the sampling of pixels in the box grids\n", " axes[1,i].imshow(\n", " (mock.counts_in_box>0).mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )" ] }, { "cell_type": "markdown", "id": "11f12bce", "metadata": {}, "source": [ "The lower panels show the fraction of pixels that fall into each box grid. Note the structures: Along the line-of-sight, the lightcone-shape means that the pixel count is getting larger and larger as you go further away. Projected onto the transverse plane, it means that there is again some ring-like structures. This is the consequence of the geometry. What is important is to make sure that the sampling is full inside the lightcone." ] }, { "cell_type": "code", "execution_count": 12, "id": "cedc26b8", "metadata": {}, "outputs": [], "source": [ "mock.field_1 = himap_lowres\n", "mock.weights_grid_1 = (mock.counts_in_box).astype('float')\n", "mock.weights_field_1 = None\n", "mock.mean_center_1 = False\n", "mock.unitless_1 = False\n", "mock.include_sky_sampling = [True, False]\n", "mock.include_beam = [True, False]\n", "mock.compensate = True" ] }, { "cell_type": "code", "execution_count": 13, "id": "efa54f04", "metadata": {}, "outputs": [], "source": [ "mock.k1dbins = np.linspace(8e-3, 2e-1, 21)\n", "pmock_1d,keff,nmodes = mock.get_1d_power(mock.auto_power_3d_1)\n", "pmodel_1d,_,_ = mock.get_1d_power(mock.auto_power_tracer_1_model)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8bde80a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k^3 P(k) [K^2]')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff**3\n", "plt.errorbar(keff,pmock_1d * k_factor,yerr= pmock_1d/np.sqrt(nmodes-1) * k_factor,label='mock',ls='-',lw=2)\n", "plt.plot(keff,pmodel_1d * k_factor,label='model',ls='--',lw=2)\n", "plt.legend()\n", "plt.xscale('log')\n", "plt.xlabel('k [Mpc-1]')\n", "plt.ylabel('k^3 P(k) [K^2]')" ] }, { "cell_type": "markdown", "id": "8b2f059f", "metadata": {}, "source": [ "So far so good. Note that here we use triangular shaped cloud (`tsc`) as the gridding scheme, so that the accuracy holds even at relatively large k. Now let us add in the beam:" ] }, { "cell_type": "code", "execution_count": 15, "id": "b1a2f629", "metadata": {}, "outputs": [ { "data": { "image/png": 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w0QDOQDdq1FC5Q3b8edJ9quRF/mYCRUIyST7GcE37K5JOvBemWoCo1CBlYihFCQHaP7i2p6qwrSNX2wqJCkiKmDRpbGCGAtSkYithXeu66VoTgnXdanH+eZoTQhAkNfAJsFjU+dRc9Flzgjr+g9eyMCoW2FSVqqpSQd/H7QJVfbhJTvx5TSKYJgEQBGeQragZUNhmmm2H6T4fYwR8fJejaGoP3N0d2B7Y3u0Jy1ZbYyJgkQg4p4HJwOCIADhpV+pFD33FvjICEch9kRAgWB+1NzKeABZbAEABTip+BBtOb/BnWdvEf+d0KXiLwMfq3Ctz7OemGvgMMhoeDNSVIqXaD5ijr9lKwedhZA8BrkJA8bjEloIPQpCOkRXuOm8gtGl/cZzEFdB2IHCxPcHWwXIM4vzpOHil7FwJfNDcj0rAXHsgJQN4j7ZW8rjrrTzDls/W7KBlUNgwCK7C8SxwLnD2PCGIY04uBkrqebLiirCLSHxM+JDoaXuGfUmtgWGs7OKyZXvmsle7AMepzzgE+fWZX6ePnS0fqUnXyKB22YSkZJqtZOsnDvJyrHGCgFg1LVCMmWOMaDmcjaWdV0ABkOTi7w9JndCeCkkmpBRs4iTCOOM5+l3rWtdLrzUhWNetV+JEZcRBogAeUQR1Z+TC6K2raOaNX2REIQPROmBv9Zr2QkIKUlDRDT3G3BAA5wmTA6XIgCNQZiUKoWmwbUbqDWy2gzU7kNMmq3dmZVNYtSmsREKQl5WDcwYQuAZU9CZofyis7ytW9QjmA9j+T0wItK1PTAjmPCFQgCYU7UHH9/ToeJDBr7CX8QIELVcekAHPN42L8vjopHQClMTUs5Pygg8Q2xfn0h84h4jXcd5wzgeONIrz4cj3Y0JI6VxnW38UKAMh8ERLHyS4CeJLBaIaRzVOpkzIxl+EfZB0pEeMpKbPPE3G/HN5Th3N8YPM9g2CKc4pWimO3vBcUachT1CVxDpF4aidle/zUacocUaEVDCVHR0RiwTviLTqkyuRZDDxCw6GJ15ADZAQ+TMmTUCybJAYGaaAgA5I5Gld67rpWhOCdb28lVX+EfwjmLCtkAWWgJ3j1oTRP1S3I0l3IAKiutds9slt3G+IPq7m1S5e09jIefu4/eMGjte8oy3sbBjtFZuRwXHXDGwP3Dk/WNuO1t6Zrb0P0hZIag3FgzhOWDlci8AEBTj0kkFW6wrrLhQsri4aIgKAkfFgP9+relWNjpL4XpwqOYZyIgJM9KE58udJAoSFcjEnvZeWWjNCBUjQQ5CgEp5IdKgg1QY58LnxNgjbHy4ugEkFJDTlYea2F0VFQh4CY3ADQswJ54/PDJpFJkAkEinOIdoNHB31/YgkJq+Wc5RE1weqWM2l1BgHvPTJh4ueY4FQEWTkpGBQE30Wp/RrIyjsgzvXJEi9QiKBH01Cj2IjErnPpw1QjBdDRv50wiTRnrGwvqvscKiJDABF0SirkjYle0jACk10eFKr9hWORz56uQg/MSnGe5A168cGkD90CpDU1JiicPSLgg7OU/EDpoRuItqDRAYIwZ26tqoo7QLtsTJQnMLaUWRMJNlIDMApaJICx7rW9dJrTQjWdeslcSB9nRMAo6pMqrOeLJA46LoDOc+ArWMfR0991pPPyZnb6eEQNBnmLiIk/gFkaidOYkMZr6nFGUCA3G5BHBytOiusOZeKYHlH0n0kdhGuns32Pv7o+whkIDgDRAb6iopxV0OtYA6CX2gnxHafTEYcIQT+OiQEhJ/ZKlClqCRBiUUKron9j0Cj9grg4Dj2QaLDceCxqBwdaCerkRDgeOGvnBUxdB8KqwYkFMsoYPZm6Rzi/EXbIGSquY0U1VnOnRKY46mQF12RIAbZbzArYhwQyUs/2tzjbLrMYj7Dmg5IqPJ4OwnJIoWBsh3Jq/Qo5dmq8PObEJHYDiUqfKQkTwnn6UfH9ceq3xGaQGs0xbj81hGK5hwRvkdfss2F7yNfw9fpbyvb7pjEFDKgFhn4G4NrapBUWBYkGuK9kFiL64AZAzAIVoRgXTdfa0KwrlstVIkbjgqq0g+m+RGBi9UuqtCAnRcYlYEFwcTvfJygYiDUkFR+748VpMKAh/l7ULFj+0Hfw825nQZrNrU9s93bs9YzKG7PR45wbZ4prd5VVp7XVj0DedzCih1mu0BGI93fim4kZI1ykuSvzmw4lHZ1JWTghX3LyvFiqOwSCAGqacLProOQtUa03Y8NGaTXpdZAlkzQh8C/TnC+v1/ILQeqQr0BD1hpBBBEQiQC4EVsZqt2Mca2aCYwoegXKFqTBIKe8Qz9JCAD3TTbFZ45HpeKc24HtvEAkn4lLggCUOUiUSOqdK++lTgGt0TKfOSNQJ8f5+2gpIRI04NJAlDFgUkB1Xe2UiMEcsADog2TnoC3GzS6eQNFvpzYl7W2mKS5+mAkAyJw6tdCDpnkQT+H4MCE8JZaXzW5KkJrvI0Tn4ExTpw0JyCGmFQ5OCpAvQshObimScB0NIyJCh6elIk0OlGkCMdsBx4Cpn5IuxCfZ5rBc8DrKnI065wtuq51vcRaE4J13WrhJoZ7NaoaCd0sP8v7ykOqMDHm5r8blSZuwrzpoeepfrACZD52mPEJkmaNk8EcGSBci8oJpDmv9qp2a/e3B3u2PVi1na19ZraiLax6bkPFu+JsY8W9nRIBqOIBt+1gADDaXLlSHVoGHFWbrT+UZJxj7OzBYUNd+Uf+EMFyCewZ4Tw2+7EVu5S3BRajpsc74KT8ORETx1uiQ/oi8TPwupjzB4TeiihZbl0R0acl0AIpOeoW4xCqUEOXICZHQBpF7N0PM79exgvVKsDrwmSHCQHJpd53L7HFIrUdXTcOuVNaF6hAtIEQvCZwOkabMeYJGB1umlArRCLgB4N9dfobZAlBJGNRyb9IUsBcLU8K4hlJK7kDnhCQD7KYVWiCA22qQoTWSAgylAbXIIK0EjdHX1wRIo7vPJY89hSAyvglTHI92R3d9AkJQiS5Mc6qc6zkBORZnHskITi5YXaEcxB6DHjdmLV51rWum6w1IVjXrZZEfuRiByITkdhAnVHB+r+Xm54rE2byAeIVKAFY+u8LtBoz2/E7eg/8NxvvchY7oNaYtUbwm1tNGaAygoFMeU/GQkgCirPa7Gxjdu4JAU0KMvw4ZsFcLRAwMsSAQPrD4zCWdJ3bj4Xtk+NcVPkZ/+1FkoI8Zp2C29cFNFSY+EEI2+lzVGkn34gT8uHxgTvt68RMvI8w+oMJQRAJiexIARBMdVdX0LnLKuOjxxGysRAsr2XjU62vYK++RATE5MZBARNTADwVI/CibGwF/z+A04H2gs5NqqAzUme+1MrIJg1ctCrOlYSgRB5kMpONj+ZtAgb30NvgpbckIEIIFqXI6qhdoK+oKVEoQJ+2kfKEgEcaCQgSLUfC1GLx/cvGTSNJiwkPJANEcHBJe7KJcd4VIFjXbdaaEKzrVgsV4jPtYlCD+43gZlUoETgIb2dcAdxKl+kqhYoeVaUz2YN7kDPX5WWQza1H68FFWxLb3L/GpEB5Ntv5ndm2Z5UVZ42Vz+2EBDx7x2zXmm02Np9ttSFOXCguLnXnB1TNO/gsqeCryg772h4eWiIDz3e1XWIkbSjo54AAsnc0m0KxEUgeo90vKwSCQtY3b7kE1Jx/T4RMJU/4DFIdvNpdyHwe8KKX78eKxw5HMVXE7vA7Khj3SHQmKO+BSChfCbQJrsaZrYL9OFkHQSCiE0hCkCyI2JjOV3beYnt0bMtUkR8t/C6Z8GoVYDugJYBtwzTE1I/kPpRAOXaAEpZjSF8HADgQDoIVcZr4gEUwBIMcvsismstCtTo0Bxh0HWmidoELPHX98vv9hDHSnMMoAmde1QdtNGS5q6KhkqAIhp6auSx0tGPickvjpJ5QxDgmFSWr0SdFwt1TyQJei3MV4lX5tUSFyAIcAm0XeIU4N0iIcSpiHHhd67rJWhOCdd1qyTVP/dCAI5fgpEpFN93jdsJx0Spk4LTKTK/JUIJUiZ1yC+IzqHUvIZeqlVJhA6XbXYkmq9lZI8McJAPbjc2bVux1LOcOUCo32FsZrMzgSeMkVdB8cLKg4EQAOBIxTREBkpt/gm5km5yCfngNlKcEysioTr5vJ74PST0xHaeMmJnQAEdwGJkzV8isoo6gxaQt7YekgPUc+gQIMMdTIKdTFLGX8xEqdKJLmJJCTAWUqWoGbI8PHeFKGHt64iNBZCAehPgXG+yEEHggT6hFxhVgL97fj8x/HysUQrBME+T+GwuPI0yT4iT5e0KHwYWX0nV5dK4ydcosYcqVJsmjcGRhYovGSbgxUpsREvP3e+xvgQmET1w4YrfmA+u6zVoTgnXdaoHh/Fw7LJbE7DsroOwB0xeosvQ9kZyWYDn4jS5WHsBS9eTM+yDbBYxLadqkBih3OBKyGu+VQ6TlTmVTUVnzLHgCDdsDxbN3iRDM9+4wIbAabnqtymVwB0ZpxUMal3bDIBYeJhsOhXWHUhMFY0WEgO0CVNNOvOM+wwoacsAZFM13zGD1BJd7Hx5xrqnCJdJRjoCnkzNjBKGArReZ4Ag40S9mZYvSEBV8h/lzZ+HjSKa2TTgmFnbYa0riyvfpalyQjs4JheB+IMFzB+rEIQCLXQ/JQYckNK4LDb25h4Dv9RFTP01OaB8mF5hCYkBSHIyKppLkOjj+UY0wFDBRcfcxDVDY/qpmUMf4J1AGQf5CCIIwqWOEa3K2Af4FGfcQCUBIQKMdFMkA38PdImOkEyoRueJjVPXRvqHFM/r/bLXgfVxuOj0vydeQlCeVMARHhCJaY8X33k7y2pDYk3gLMfmwd1SHQknhSeHk3aMkY+FzrmtdN15rQrCuWy2QlaD4F05suAN1pchY8BBA3xlVCoiHJGBpss9v2Jn4yhNa3UHOS2Sx7FnkqsUQRhLDEBeCml1hxZn052voC9zdmO22Znd2NmO2/WyndgHQACQFmCrAnfRUXhEug8NkI+bQBwkQhaIfbZYprCclP32tahpIwejz/Kq2F1JZVI2EeHnc+KEq4459bRajv9STXhKCCIwJQnczI8LSnjBhPBIyviVsczON/dwxETA7gqBaBkI7+oxUyJFDBnU2etTkobrk0qemAWGyVD72D4jqHCskl3MUiBwCHHImUTMnFNIoHyUIJqu7STLDoSdA1n0IB5W0gcZ+o12g0c+FQ7CIFC2je8FpCAQAgR/eBJqsgDmQS0r76+nJ4DfIqL4Dxg9NDF2bMPqCZPZkNf0pIFSlYM8kwxUoA2Xqs4QAP0vjihB7quQlwZ9Ta2IiSXM5jhK0QqIRMsp8+L5fh96sOcG6brPWhGBdt1q4ccExUC0D3YJqVpO4+ehmiJ7moSqPWM9jRkBEQEEXWdK7x73zY3j8ODmIm7nnIVoRaSnAg88prMYHIPBXlRIAPHBjjSgxpWa6WT/oAQY7H0AJAGGrzx6VWR7Q0obmxotZuyCSAVTYCdHIc4A8SfDASsEhH1vDv+UauPA0ArYOC+c4ZlEFqweO3VCWwWJZ83/6N1CNrra+L/macO1j+4OweRzzOTusmmzAnDtGTVvXz0cnBiNvu2oi0x0JYpP5KCyEu+W8KdHLRxBRwYpsJw5//C4EnyYb+CgzdUollYL6Jb8c1T09IPxzxM/wqtvHW3nsvPe+IAGS/MXXIIsGlB9VO/Y5WTn7dETkszECK54GRi4hnb1c34EEhPIkOBoK4lKjFIqk45HbGUNJUhMKeh9ObpDUuQha4ZyB79Fx+719lclM02ckLlSnVKxrXTdda0KwrlstBKzzerCacLYqbErwzoVtRsgHQ/ddN929m83gv7gZVoTXl2pXN13dDGlTfKIFnycCCARzmuM+pq9juoDjdVVpE6pjwBNABdIDegMVzZC0waPkcbtOycD+YHZ1MLvsbbqEVe5sA4hrA4LN4gp4mg/kD25vGAM5mS+QgshZ8MpctTHaA1Fxw7im9WQABjYBJefHJAJSyklScBPJrjk0iwQv8P/sWF4dpKcAff7LoU4TE2iBYIwwOAT8HGyXmg9MBs7qkqjPXXRi6tnuNZPdC8Mol4eO4Kmq1SWaM55CVPBKjjJVP6IrCo49SYz+M47VLT35eA/KPXslHucnRyXiOkL7KhQDo4UTfgRDSgg0Phnnl8fclOzIwtkbHsGXcZ0Ajb1KXRMIAf2EwG1wRACB+soTjSv/t87TMo2hXn+YRikx4vNcWOPW1FAc1N+Ykiq1eCq+H74GMsWpF29h8Txm10qcz3Wt6yZrTQjWdevFm7ULtrCmYstaECbmsYHlw0sANzD1m514KEO6FMxYyHtQPEIInuAcd+0oYsYIT9987OHkQbQJ4ntICDDnjpl3sNyhQzBAkEgz7kFSS1Wtv31sY0D7InF5zzlLdiyzQo4efM4PSIlQQO/eh8cxYU+eCEFwCE6Yht44CSJbBJiofEsEPQgKZRue4ObMvjeqzlP/CAY9zdnxe2CsY7qkPXpoHp6Wx4S3FwEj7n6QF7NHBF21mlzT3/cgqISciHBHxZll93LO8/cJVCASDu1jVPkxInnqvqmKOqr1mKyIYB37znOSFCVLwvfx2Rw9zHkw2B8gZN7KWiYvlm0bjoipyzgi30ZZXZokCV+PaHFEShdJj86bvejjaPvWhGBdt1hrQrCuWy3CqejxGhTT5KYXNzhoqYMMhQoJ3wEU25SVtaWIhhfwb89uUggygKBpQpQR1PKe9ClLOpTmZGeLfr8c8ygDm3yZvRVQ9VYcOpsR/HGrxffUuGYiUDx8RGLh/ODS7OHe5oeDDRdyNYT1rRwJF5gbQRuBC5U8bt0hix9OjUgOcENGYZtXgdF7RyKAahvPZ7Xgd+z3OUCMcrY79ZQCbW7fHMEtBZKTfvGc/BCgQlhbj20dKwbq9BpUl+BFoMJ0dIBQthPholUgXf5AbiQ4BPmGZ6DvUIFQOnE777eDPdN2Mo6qBm4rkCIlUguqgip8IdVFMqXjhfOI9+cYoO/n4BB/rqwQLQgcewW8XDdhIS0uhkDH6VMgFTgaHTwLvJcPgqjTRmSwmFo4hQ30CViQmMlGXt9IFIJDoPFOJR19UVozzUQugvgHRUt8LkibIR60iHQFV0FaE5BUxr4TNWDi4ddPgFqJj7C0CoDsCCkASiD+DkChuPawQ2hbrWtdN11rQrCu261ksrOQrPJFtcACgV7+At0sxrr6oYuaYXAJkAzkSIFg5xyKPy7H8rG60CagGUyUZvgBadfBjpPAzQwkQCovQgvw70OvSYPDkKng+Viby8GmvnGiKmhfeCPH9ntbBL1qBDVupqMGIeiTgiurfyUEqLKREKny1jEI1j6SARy/GHXLGe0x77/IJTubH5/mKIDGA4/9BYgQAGLOCG4JIUjhN6B2Vac0oXKEZwMl4cQdmG0LQyXC6pMsjwkBIVlbqvVc+ChPCPg5uB78a6ARxWNV/XL24zzkfIQg2eW+Dwtp8eiSEfnQCYCHNDYKvYXguCyOy8HpwHllAuG/C7EgJjtFrvfgnAMP5vLwWISeIvEQcdOre4fIlms8SIWLXHUIXQk10H6ErHecM5lECnFID1cHDaQiJQbrWtcN15oQrOtWK3rW6H1iyXjFx7G8t8qgBOGhCUp0tTVFzRvjxqcRQjefIiyeCKBn2ySUAF/LtAhVGl5HxACVWcYNjKY9EALcVTEySMtizALWnUh/0CCoK0G9da3xQjyAFlzuhRBcdjZfDDZdzhw3xHhbiNYQ2nYlOGxbTl+gYjKIjB5MEDSk9HcM8ZM06EnPtlIb4IwBVvt7DoZ6AYRgFEHPiXr6XI3LRRBaDJUW2DyOBcAMVukkNSoopPOG5CxaBuGhkJ1X9tqdz9A6YrCt1CoAgnG3mWxbzna3Gbidd9rezjZdsp+WJXIhyN9NkIJVn7s4BhGSQdu9MALkj6o7rrPc9yGY+QGdJ6Lntd4X+eWhz43RWCQEXVZZqy3g3Ja8hePCQkB0msIRr6mSORSu9xyRIMkPUwt4jdQs8Tno7ffOpdF0gbe33AI855HIxdIJpTQuUmKsqYN0hJJg1RFwlmlHACVQ4uD6Bb/hv/h1PU1rTQjWdesVBCcJoshLgLbE85Q0A3Aj40w52gEgi+HmWsEQaCFxiUWvCglsdRLrSsDmeTIgFz/oyJen420uMYwHSjDoB5Bavu9dmSUG/jEDCQEjjRtqumC0+QIJwWDzRWfTxWDjZcGxRYzmUfTGg07cmBG8Q3shUAGK6iBpGBVEwrUQK27e4gVE4hMJgdoCSghGHieQNcHBaMrRNvWY2hQUrAnVO7DMCxDqCjsY/BREjGMfnT9X4JBgznG/Rax3PWKMM4ILDhe2HQhGhJ9dpfHROyAR1iLa3WdCMNj5prOzTZ97AVo/Qn3SR+58W3GukYgE4TJiPo+Nw/TKAWR+lFf98ldYEsjjhCATPcqmNrQl0Wbx8T6/5vD5hO8ze+cFITiW/8XX+Fy0u3BesXYDrk20EsBFWY7rjPc0TG6oTbb3SYCrSAhoI51Pi6SJ03Rt4fzjWsDnEzHy69xtKJTc+aTJKb8mEo1IRjVtoA+E0NG61nXTtSYE67rVip55IqPNj5sPoUps5tHKcbatv7ZmMNLvwssdN/sEw6ebodCBo2QgkgB3NeT7+934CCmIuyZGrUCoS6L8Lk9HoxzeITNCoVoK5CCAXuBkwpD/DXI5b8wBKWeBAy+g0RC17OVAKMMlbVaQJYl8uIUtEgIEGI3sOV8AnAy62I2E38nRCITAXfSC5JjMoYIZ7wnAMiz4UqNmS4NgsZLWY6mS9T5MZHz748FzgwQQ58ZNpaKVk38diECITCX1v5MWU761sWWpso/EwIN57rmQ3CWzX45kjZa/3mbJtyGXWT7yYzj1ZggJ7aRCuSQjEgIqaT8ci/obqSW2kAdzeeec+R/XvdpuuDZ0bONvIBJinRtvPvH9JQrVI/HmSCi4F9mkTvwdZq2Hda3rNmtNCNZ1q8W5aiiqgWDnVSYDF3retHLV3U/69IVtutrOut6GqbLzrlbViLGpTLBG/WoEQFRHgM2l6d7Wo3rUqKChBOfvHyqF4doHniCaqnTBAxhwgHOh3903lRWOEFgzOBVbCAGcDckduBpt2sM4R1a4MDTKCWoM/giImAln1EGQXtjtYxoR0+8s+xR20Qj6qvqADOAZ/fe48W99PzeNNOyxr029tGFCez+MeCqI8gCFGWa2D1D5Q8RefhGPGx5FuhDVpoIHJkUUVMImF8AGjKuQsOA3oTcA7sBZpXYGtvm86e2sHWzbDta20u+HYBDyLAVhb2tkPXQ8YhG98Eo3ju/RqGlSYBTMjq9lJLWIQikpXX4noRxHIk4uHBSkQrYFjhn6S4KwwOtCfjyPhMWztxiQxKIdEOcaxz/9TWDM0wprSO4TOkB/CBeyiuSAqIAnX+KLmJ1XImmKVDq48JeUCnN3UOhGANkRclBb68cV15zeX5kAPhvbjaRkVSFY123XmhCs69YrVw4M/ldIusKghoRB3GbZPkDZLeY9+vLB3MZoXE4I4xy7jzJWOTrgyACVERNCcCIAwKUAkM3gLZEFeglEBtyVBxLFwSXIIgNH5cINMHtz/UvVeRoh9EpSVanaBrnVbNz0g0CI/nskApSprTTDjwQgpjUQBJBYcYwPASFQkRAhijHAamK7ooJNszP0o5KU0G34Py4QM7+bIGe9J/OpzHci0IJYKXFIvXU/N1Dx83NxGp1zxv9jgk4nGEZs22OnMm1lcACCm7G0AJJugP9HTYlsbPWEY/Ake+SXHHU9SlI0KnmqS4HrG+cjpJ6PkIHcW8IlqhfewDJmmpAivx4kk5xd15w0mK0nyRPtOUzwiC9Aa2wmAc4FyaYY1rWu26w1IVjXrVaQvJIkravDUY+/nulSF3x1Bsx2pgxtO44MdqisWozGjepjx1hf6MOzZRCub83A57odGQSBQEDjnkkBhGDodujmRhQnOpb2FX6txIQyxRTEdyo2NAdYWkF7YOEiBJv/lKx2feA6rk61H8ukhNoDs53Vo527eA8qbOwTEgJC787BoDQuUBAEXHIyfOyyWoI39gNtGFbiYPQjQJWllWOVJhFCRz+JF3kSwF48pj2ci1BPE5UCG4edMarYHfkohDZCqCfm46DHwSa3U47jlx+b5NPgjHqOlhJBcX+AnAiYjJoWVAAVuoSEnAsQ8/ZHuhAKikJmdPy5DcmOW5wK8gGyqZbwzIjkLh6B7kSCFLwI/BM6BtlEJzkEecsgCJvp2qAZWIzZ6pjea0Ymiffb3u4BbalGu7freC00uN4x5pAdk/5QMaHedbXtDg1HG61oyVlAmgIEA4mnRlDxuaX1aGmt/sfrusVaE4J13XL5TT96wxH+GbyQFChIR68Y0D4TgUGiLghkCCzwCOC8OjWNlwoNlTEDJCYNalWi/Hfj/gm1Txp4oERk0b8VjVUJL8x7NcazcUMkBPnzETqQO+QtYeq6JODoi1Shqn0iKWJ5PrTeJjhvVPWdN4CFvQ2CJCcU+fA73G8lAWyJuJtjlPhUPcQ+IuiA/T5ppDIY7wqiMfB4DMtHiYrdDnlkIAsLCqCdwb8j0Oa96VAVDF3/RCbMtREyol9CjiIZcPOj/Phw5DRLXDgamWUaUWXLZXKB70M7IEwfY1uTCqaz8bmdWesHvxD7mVCeTC8iR4DqLDFKl1JoIaAVkAdaqAR6QpASoozoyC6aS1OjJQPkCG0Y8EjuNKPda3prm8Hu7fZMBJotzJ2yhADtgbpka0JmS7NthpqtN1xfnKDwc3aAfoIDX0BJ1nxgXbdZa0Kwrlsu19FPcG8uHrT09Wldi58jSUDARQ+VARBQ98SAVjACeygNkp7D5BxliwcCJI2MHA3A+3sigEiQvq5d1IalnbsInTaoeYNd/JSVBFzfbj0imDkULHEZjfyF0EwakUtgvY5NmP8wAShFGMSNn+gHeAOeEPCmnfgC19kKK/IFYQyvw9JkRzaGRyndmB7w83CyP/gJtj/g6rDMzVsGMQ+f/24i54VdMHrazrUQhyAQI70+CJhUs2QP3tsNlELGVIXQoEAI+Bn0HwjypE+SxPy9Txv0pwkBL7IlkUmQvK6+5LdBBCe2Kc6rZwQZNzYlBeRRuJx0uDmmJONUThrvUeVS1ErK2qQ4qG0AOnBeS2fibtPbrp7szq6z893Bms1sm3tmVVNYta2swnhHnDfs8CWkv2ebL0buXNVPdmeqrBlK6/waBSeERlxykraafgg3+6te17qw1oRgXbdaoa9/qiaY3AeT0VDA91KkE/t/EtSNyhZkNugUkPyVvbf30QM6J38ArQi0CmqzqvVA58w3Jghexk6wQMaPXfGnCGvBaKKHo2FwB3L+QFR1kTRkffDQyw8d/CCMpXG2nODmbQu2Pzg5AAGf0Xb1QMRjt+nFE4DFL+7Y6dMyqD2SKqeLx3FMiRcIh5zk8IBeygSIiUlMSZwELSy0Fiigg2BFhAQwO0YXNSWRtz5Si8SPXaqM3Ta4GGTVKxVoaTaEcRB+E4kQzvkG1sCE6n1KgTwKtU8wWSF738W4imZS3PaFAxCmPUAHYlQQFs15ywCnOngcSQHQT38E+KNENpdZttN9XuyPJSftEzDJ7CjkpLUqbBDHSX1agEhETH8svwNEAB4QaBe9anews3qwu/cPdu/+3qptYc0r4cMB187GCrA5bTkAzUVP4az2hcG2z3fWHaCtATuOSpMJhdllhetAQkg45kgUNEa6rnXdbK0JwbpuvZYkIILUSXl9Q3JzQtxf4p6VEg6/Yx8lHkAaiAiAaF9aBewU3zu9258qGh55HZxu0fGuROchGOtLLhG+9o/vel5thnhPjn6kKYl83WBmfDkGDt/jvdx5kiAz+8gZDJ9tWEIDvMWzfK3QpWc3YkpIRdg4++hfIATTJP5HMp86VkaM91FgjLFFcSb47AkBnrW9SlSOksyTYxqnKs5DfqyFQiyHMY0letYQFsOhhnmc/ByjKYGU6DWuypklwXosG4ckVLyELHHAdrjbYDgYAiFAMoSEABMlLR6byeqdWbkrrDyrrAQR4Ky2YlNnWekklA3cGkzQbIA8aAoHO4qkEw8kq2hHYJFP4K2Tda3rpmtNCN4N1o/8yI/Y137t19pP//RP26/+6q/a93zP99infMqnpJ/jhvrlX/7l9o/+0T+y559/3j7yIz/S/uE//If2O37H70iv+fEf/3H73M/9XP78S7/0S+1zPudzXta24KYqUxvdzAPm1ob4CGDmyjIPhaSAB430ASEIT/uoKi1neifYO4vVJxU42wQucQikgF9jbK6qKVCoctAZZl5hMRHAhtLnAGZGsDkeZXfshkbRPshNecIVD89yl5PQTI4Q8LgkG9twBcgknnHD9tHJZqNWAciRSArkvaTInWs78NnLc8gBKwFyvryr+UQLJoJZIBp2ghDkvX0EW+xLDfjZK1ogBKgkg5AXDHrUqNEAwX7DQng/4pbhksQe8SJZoIKiE+/Y60aA8m1AuwStAlwz23pIwRWIUNg3E4HwFgj64iDKKddbpiaUz0H0SuOCsX8Ym8SRD5loHNJg3HPSw5MywPVR9eM6zuWhc96FX22ZVkOIBeHycqlmPzZb7G9dsuKviopjpnHtcN8pujXbGXgCLfgCoz333JVttqNtXlla+6qNFdvGylecIbqb7VqztknJAIgfxfmVFd1g1h6sqK6suDQ773vb7AcbcISYDEyOZCERKO2ASYTHdB/Wta4nrzUheDdYFxcX9sEf/MH22Z/92faGN7zhsZ9/zdd8jX3jN36jfeu3fqu9//u/PwP+x33cx9nP/dzP2XaL25UxAfjbf/tv23u913vZZ3zGZ9gf/sN/2N73fd/3ZbcMglh2dAPN+7oIrrghB4MfATSep2uqSo9oaZxRETH1eNNrwvyGyYC3DuqSQXIsS0LH1Ao4ioapZ5D8DThlcGSuEEI3yx6FH8DCHfABBb/p5r1s9OODeJYfK5IGPfAFMoBWARECcCIouqOdpJt0jHKG4VD0oBdxgcX8x8fYoBApExwEbT8RAWtHMgAUoZSF9FLlhjxuVM2L4FJsf6wYuwN3omeIzs2HvK2QjWsqZ4nrJLQYXF8CzzFS6na/Csaas4foD09hnMaMI7qQ+1yvPwiB2K+kC/F4KyDIjMml0Uc/yyzA5+TG0zCqtkQ4UIY4lo5riyPnMtTYMgRjJC0xlYDqHZ+BaZM7Tc8pgt3ZYJvdYPXdjVX3arNtbcW9jRmktrd4bhbS6+jZKq7zw2DlVWkVPnczctphUw/WuQqoxlqhmRCTFbf+E1/XU7zWhODdYH38x388H9ct3JC+4Ru+wb7kS77EPvmTP5nf+7Zv+zZ7zWteY9/7vd9rf/JP/smUVHzoh36ovfrVr7Znn33WHj58+LK2JW6MnEX3Gz63A7dCVCa93Ajj1UMPhEDoAPqdE0hPg0ao1M4X+zAqMQY3d3wjiQo8ApjQjAii2YZkA91sGUBqFgENYZSRwlnaaD7bgjHTEZFWx7NNl/h6tvEgBIMoBhMWVatJmS4Coevy4y1C/z4Z62Ss8iCfJag5RgmdN8BJiUYTGdhMVrK4gQfBMcHdEZ2cTRiGOidNb4AhdHt0VOIxSmJsXPZrce5qRwgAMePfYMEHQsDeeRI0Ck8A8fhF8osRU/0H43g4bqrKtZESnFISAAEmTI9snFgZ2hWYNmHiNE3WgkMAR8lppPcFPr2F3gL64TE26LbT1H/wz45WDhZyPh6T4KYQNFJCsC3B5xDJExU79R9ceTHxNvKx03A0zBKkaGtEMtsR8antvO1s4+ZRcbxETNREyXYz2J2z3urNZO2zpVVnjZXPbMzu7cy2jdmdM7OmtnnTAHIQMjDCnhtZS8XEoKhLm4GKZdM1TDKpaQFtAl3vUDTEsVsMpNe1rpdea0Lwbr5++Zd/2d785jfbx37sx6bv3b9/3z7iIz6CbYJICL7sy77Mftfv+l02DANbBx/wAR/wsj6P+vre+02sePzAYzCMgfhPh8H7vpI3APTdXWGvB7kNwkQOkweRizfugOtZUZdEyZEYTK49EHfnxB0I8XlKDLjuPBv7itggMvLOHogAkgwoGqL9usfzbNO+lKERFOdSMrAkBbnqHoha4ZaXm8cck/FUmYU0LYIBHxijbBaCpBICkS5DFAmVLl0D00SEJwNsTRzXrSJyKlgyAPoGKAFwkiL+n6nqxTbmCQuOrfs0sc8dgVX8ApfPJdMfpD5JUFdI7ARHPH6NpB78IkUNb4YtNBiq2TbtwMQg+BDTqKoax37DalgJ2AYS1LDZLpU8gisqJKYQkY+tCmy7gjOEe3gdcO5/IXvKEwJBcrIdNCFgIlUPdqfthFi0g7dfFrKgBKpc14GX0ELISIJB/r2hqa1uWru76dIURv73gvfnhMlutO293sptYe0rWivPSyue21rxzJnZprX53rkSATzIkhxtPgARKz0hkC8HkgISS5EMOCdFkyyyz8ZR2YBgCJTilKeyrnW9yFoTgnfzhWQAC4hAvvDv+Fm0DJAcdF1HhODF1lvf+lZ74xvfaG3bWtM0djgc+P2f+qmfsrcOl9a9rrUas9BVLRKVs8Y1U5/D30bm/9TgplpYD+a0KxZS+tWrYJLiaG6DAFWmhGOLeyNFfOC6F+6IXrVCHIa+8RDmURvhisjqRFdjehmQnu6RG+7H9IwFSiD/+enAYXxKFY9ACMasnZHJ3uZa97ECyo777WLfnKvQyR6Y5kyuLUCdBm934K8POvhpZp1jlqG26J/zEj3g05/m7Q4+52p5yzxDqngjKYAcBOFtRwyOGPx568AFjsBrmGK2ND8mCR04NoJaxinzyZRlRDUSj2gj5NslQp9GCI/4AckaYdnArLNydGxCFCnOCwWAGp2butVkSwhdCRXw9tU0emvL+Rn8uOCJyO65qCcb4Ju1A9ESCZNOnto4OKiFDXVh3a6ybof+SWF13WrHwcnoKrXSSkluzwVEowqbgWR1vU3DaNNDfD3b+LC0ad/aAOfuRpyBi7mx/bYh1+VyqMgp2M/wW8A1fGn/5b/8lxe9hta1rlhrQvAUrfPzcz5eagFN+OZv/ubHvg/+wfPlz9u9S/WAm2ZUH9txZdzEINAiQpUIZrCF7eeKN/aurlTJNRJyWSLIEn0o10szI83Zc8acM/vecwdLjYBAQYU4VtAI8BjVnkp7MFf2oCtV+VP/34O68xV4q47t5UC62Xy+iBHhhs78IUMIwi6Yk3oOwUewjIVYgZzjEkIxhN9Le1vZCqquW6vrcx2rxitMD4KJCR/OjZ4MPKaNcF0v+KS9cDTtkAXK+JrHw5EDKU3mNsKFHZ4xe+v/sYw/nuART/r445n8GNtLLH15VJSe5C3+DP4OBD5Ojj95GoLeJ2/RjEACgBqgvQEXwgyhCd2EWOog6Rra6/KwDmhTMduvlq01Za3Kut5pe/x6yPkKR8cx3h/nPVACVz8Uf7awX2tb+5nNXb02tSqckIhEEMcAhf9GCWFZwIq7tOKysQJjnGgBPOitKIckrFVOo5X9YOU0WXHVW0H/jcmKS1h9A32rmdwCcYPAF/4esLPoGlS4GJnU1PbKV77ymotnXet6fK0Jwbv5eu1rX8vnt7zlLQzYsfDvD/mQD3lZ7/lN3/RN9vf//t8nmoDH2972Nvvtv/232+te9zr7v8rWXvX8wBn7rfdgQ1kwFm/iA/gChR2G2g4DWOGyg5XRDPrEC3s7xrtCuhjvjSpux17zZGe7jkY6zW6yzf2RQRXCLSQUAhrl0LnZGw+N/V9jax9+eN7m/cTphuFCZEa0LaYkpON0yDDKAWIB+dmpsqteBkwPO8nDXo6lPcT3ZrNHg1oF5BNk4j3YbsjQAtKGAt0zDUbLJnv1bk/m+Z07B7t3b2/VZrb2WU8KZA6gCQhvYYyX+pqcC+gIn6jepUgTAdtJiEx4XMo4V1pMQdZ/xlbNiEBb2gHnh6Y5VUp6/v8fsrHf+TN9ShKOHAtj5C//mZ/vOA4xjofzJwdHSDUPNKzCtXLWSoNhsxmOfClo2oQJFFwj+4Yck8u+toddy6r37V3DVsWDwewhuCgwEerRupGZDzQJYuHzt0DWy8LuNWjNQzra7LUbmTO9andl9zedbbaD3b17IK+jPoPk9rwgN3FssYg6uZJloDm5jwEsla20H773Svv4F97qCd2CJBD52OCcAx2qrILZFq7d53acLLC7tdldXNCVzdtWvR+QCXF9dZ3ZBSL/YPPb9mZXBxuvOhv3nQ1XhV28rbbhUNqDq41dHlrbj7M96Cpeq1ewoiYusnlZ5OF1PZ1rTQjezRemCpAU/NAP/VBKAB48eGA/8RM/Qa7Ay111XfNxdnZG4ZtYEQwYRFDZBEuczGpXskO1OYD1XNh+qBhYUW3vJwShJaiUR0EkCGaY3xZpDYqGtX9OnUSNot/u8RE3a1RDMH45QLBnsv4hEoHShq6yq8uaAbEDl8H9EwL6DUOcCJ7Y9giQrKCDkIbANRfsr0NLCIUYbrq5zsCSEIBJjiCIhKZnIGy3o9W7ycoNZs1LjkkWLRIZIRkFRiDZuMc4JAKBw9LYT9gyB4LAjV2IhSno++RGLkyU/zz8DWJCgUI2kJMGF4A6AAr6ddkwWAaSAAIhrX599DJXaQyL3xwlAJyP44HjgO9LpXHxViBJEdUuiZAu0+woyZSdmyDxHbUO2C4qeJ3MkG32qQoZCsU0irQVcrlltttd+4APEAox/tmMVm18/BMaAE20cXwMNhICojWhYXHUk0lrg382hdX3pJ+cmygRCON7F+QOiAiRmUFg4uXQMREowJ/At4EEwGNj35k9vOJ47PRrVzZfDdY9P1v3jtq6rrSHj1pydJC8XvYNHRGRwPLvjnLGEupa17puutaE4N1gPXr0yH7hF37hiEj4sz/7s/bcc8/Z+73f+9lf+2t/zb7yK7+SugMxdvje7/3eR1oFv1krzegbKk05FNI3yEVrQtXviglBaVcjHgqyqOZCqFZmMmJ+MxHwVkH0uGnoQixXfVn29uOGHIItCI7e5MfUwNhLJnm4MOsflnboK7u4aLlNqPz7qcqIjApQIb2MrVrQiwhMod4nFANMfEw/jAgwKbgqsUCygP471OiQFCDgQnwGDwWfWQnBFgkBGG6VnhFlITCDKQqgBWiTOG2eqIFXnJEApV1nf9vh9msTgiUpiATIB+U0aueIjqY6lqkCjMVxUoBJAMifM5OBUCDM7Y1xPuN9scIZcaTZjrwS8Ls8hlNl3SCzHekPwJhJ7YNIxpJZlo9rhNFQEgcieU5EQijxoUePw0WAyG2C9Tt6dr2q5NRIpUTnD2Dag8lA6xV8u+hapJ0K/4jcRfPaPwq1y6rz60gMMjEgP8GTwOTCFDoD/aCLaUBmC+Ym4I/B7Kq3+YUr2nlPb+9suhyte6G2q+eFojy6aonEXQy1XQ61a2To+qW/gQtNrWtdN11rQvBusEDm++iP/uj078/7vM/j82d+5mfat3zLt9gXfMEXcKzwL/yFv0Dhode//vX2Az/wA0mD4Dd7BVxMAlVWI6JyVCWpJAA3JdygkBQAbe1O1OwYNNwJbmGmI4BoFi+Cz1GQy/rrrNwCRUfwRIE1ITEoiQjgsceNcort8So0Kv95OkIpUgD17ctn1zFXjtsrqq7oXYcQkVoG8rTfQYUOFSgsbMF9wIOTBUAFfCICssoQoGkqujCi4qUbo/chsA8F5hrxdfSC7fp2QNJ1cGb7Y22D7LyJr6gmd8J8sll/BGeMBAapshiQpHCQ0zogQJ5QJH+B1Ebw68IJf1idf42qlW8/IqhXTKjw+ZwgcT7Bsk+FRlJdHpnTHI44LQ6b2Ygnk0olGIHmhDFRPEIuWfLD4jEkE6lwx4yV8TY4unr0vbzsj2dPXBz1YrCP8VYekOVlfnJERMG/IYrFF0G1KzNlwPfQD+kGm64Gm14YSCY8PCzZJri6auyi87YKrm1PuIEIaAom2nLqXKwAwbpus9aE4N1g/cE/+AfTKNl1CySkr/iKr+Dj/+lFYNsrphGUaEcG2I9Gb9rnsB95QoBkYE9kQDepaBVI8U1Sq7ipjyG/6wx3vH7jwSRGAWuvlAO+ReAMiBa996HT9MDhqrKrfcs+9AuHlonARUoIlpa8ZuQXvXpVz8Ef92CPgs7TnjzAxsy/fs9nzd3WGPPoqEJ3W4nQNGemVsGmtGJXKxnYNla0NaciGPxRKaKiw+QD9Jcd9Zi8aEwaBRR48qTEpzUiIciVCgNJ0PWhZ476Ue1x8aGQq6Ir8FWj3T0/pARsf6hZgZburDcj6fAgEwMcQfpTi8Ctgxm0JRKFBW0B+kBMQA7k1BftgAjmoaZIhMkTSwQ6eUcoOaBbtSM8yznyLMDPiUYnw2pYFtRAbXBeIBssxUhpQrBFEJ4bfAO1aY6SgJzcuZAl0ugrUQX8DOOB0gteRlOGk7+dMXk5IyNw/ku/qFohOQQydDkIFbicbHjHxOv60fOtdfvKHh1aewBkAATavkl/YzhGevvgeAi1aE/4Duta14utNSFY161X8AgC9SQj32FkyvyyFx//1j0wdPAZSGNcjDr80tNXr1OJAU1qWKkvPeVgoidhnmgZxN3P/YqAhGsWXEFSve4w5lmseaUE7Mp9iHN4TpoISwUabnnavOMqkQmBB9ZQo+MIpusOxKghyWrIndjYdscdPOP7hTMZMDpZQXQGjHPNmGOf2GM/RrFPkAJvFZygB5lUo29uJAFKCEDWZMsDgdETH3y/bpyrQXnjiccy1/DPpyuSV1QUv/794Brgh7AJRgVd0nCnZLslkq0xTwgceYmWU1xHwVXAQ8jUotFgJyZFCSFwVD5HB4gQhHaGPyREdHSYfCe8ys+h/7gm8smY/GdxyE/z9vzf5IToszEdANRkTlCLynoiYHvoD4w27c2Gg5Fg2nel9Z1QLyRnOD4I/kgMhKSckj8f4z6ua10vudaEYF23WrnOv5RVVcHh5o1nkJrw9cMh+sxGhCDdpJJUrlmDwM2RLAUg+QDQFobPgJvxegQJEAIhhkM2PW6kINu55gE1BXohCZjrj4qZ7YbEeXCL4tzuloZ80DKQE030qvFTkhy9ko5ACsg55uVDSCnJ2YZhD6pRCN3UM33t6xZ9auHXgJQJK6NV0KCMlYGNxIgmmweNcTJo1KOq1US801gZJiKG3n0gcHwcnZEnRCjsiSMR2y3ynk+DoH8OZbvWnSSxfW5agOkHTHHgWPI4++9SObDXrQIB9tRVOvlFeTIQHA3MwWOkDlMA0JFAEKMyID43s9GOFoTOtdoyCHJR9WI6RdeXksuQmIhrKR7B17tbi89xvxntGcgE14Pd2xwkjgTUZgdOh8YAOX5KCcZAYGApnU0UODITlttMCgiFhJ6EExW48R7gfRYS51HjpI48cLn0do22mKMMrj2B11Pc6xIaGWb9vrSrB0BpSnvhYmv7vrZHmL4gH0YonNp0QGuCQBrXt67rFwEW17Wux9aaEKzrZaEDoSaHmz9u9OQL0PwGugNKAjpPCHDDOlX1o3/9EQFMgYcsfgY4PaOyHE/5AzF8Hsxvf0hBb1GZy4N//m9NRXjvOyYbMpfk5FCYqkvJ78azEgUB1/ia+8SKG7PtELwZJSfbTLJupsxsxnDj1xRaSARCYfboQcu2eUawYY87KuiFSMhEIBKC3G3QX4Ml5cKo6D2xCeSima1pIcQzW7V1BUgAF9jX7cRjAZSghvHTgFZClSSO5X8gZ8R0TWTJAD8PqDiTvDlxCVS9KgkgGfXEO0DJmpJIIgxhMY2WOhIhR9tZCWfncmk/wS9BxEgQPDdoFdQieNJhkOqEIHi6fHRoD/hJpxAROjWEIh7XhEgJAY4TpSHxoQ4P8HxK9TJxCEgK9fdC8poitRNnQ4cC/BEmJXlCUAoV2Bd2uBJPAMkA+DCY2FErBaqRQlAopX2NdsR1ngzrWteLrTUhWNetVwTYIHoJshSEiZs4WuJ4pm2AP/KEgGiyi/PgJp8nCL1zC1Dd0GGPiYdIZhXIiS6NXEJDON8mkqgKazD/4JV6M09u9qL7tExn1JaIkUFV/J4ERDuDiP6x7C7bAtTiR0KgdkCI8CgmeGJAXXv8HJWkHkl4KS+nCa8EAUKV6WnvWiOFvm8IioNGMPEIhCAhICf4MFEH3xe2LrwdgG2rMPa+c3MkTD2EYQEEc7bsnxBpqToEtYkjn5DexWaj8u5xbLzqx+egvZMkErLdpL9EECJd3RBbCWn+SCjiWgqTqEgISJDz4A+EQWjP4lcQ+YjGCsHhmO0cyEAxExXAeYez4DMbaVic3e01bng+W7ULYyw/Lw43YORz6oR8jRC3SsllcAb8uoFAFmSDkVhAUwLJwDmksJdzmEZGsQ9EXJy/Eu6eWZ8jJQTuYQRtARBjD11FvQjoRwAtI4/CTbVidDfeC0maTnm8v7KYl7IWX9e68rUmBOu61YoKO+xd1e/VAxULrIHDIhiJgKq6hTjG8T620Ret+RgVC0nakMoF8kD6FQiBCM79xBs13qiCOo2PDKrLgN+XuRGqddz8UZXuBogo4QU1gxig9T5pymqFe104OOJTpQsvEtoWgjoIgq2siyVB7I53mTwvnwkle7CFZ4Gb0KSD50QHBFpOFgR0kXD3o9nC1CKB8dIAWVoEBhcVwteY6LjOE4IIB+FpyfJSoncjmV6M2VVnrpiHBIDEOsD7hfT1KyADMxECcBuaEWOUYMWLNElhprKwA5IjBCmOGi5cAvoT+G5o/G2W8VQcK49SeZsh3COjJYCkMhICJhWOfSuBAxlV1wmeoYh9TkGoiVyOV7Yd0YG724Pd3+2532f3e6va2aoz7HOcK5coRuDGMe4KMvlxrLtDlVo0lNlOssvGxApJIaZH0HphQtBCVngR52IigANDfw+IYnkry4mysXJp6iBzQlsAn4tk4KpvJCTlvIE+/d057yLeJ/NYiK+ZvK4YwbpusdaEYF0vey0E7IWsF+SwnJwd60nSsIkX6IEkesSKnQshkP1lOtdMvNky0JL47qNrtAN2i2GKCKmyxc2xndGZlr57QBUxNRA2wIva3qJPEOYxsi1WMhCOhdopd2mMfWRfOPT5HXpIBwuQMBIBOjFJlMYPgshliobRc44WyXW6AvkjeAPBwFiqwgiiQRoU7M2HO+Ydzd6DxFgVbFeQ28DX+r6TIyGeh+b5NZIJqBzt8KhN86r1tDg9Qg8ysERJpZ0kBNAwWK4H6VYE2CLeCXkomOxgUoAWARwSJ9u1A50VN1tMeMzkcTARQDUPRAScjjg2CMI0lFgQmSmUE8ldwHPoGuuaQPKFYzG5MycTAgRpJKsR4BH8XVSKPhl4xPV7+ncRVspuorRMjmRjltnfEPZbY6/eFDo51ikhuOYcrGtdL7bWhGBdv+krivbgS4XJjSOvic2PxVgSkDF5VoI5cQ/EONVQzDRsIW8L0PB+JFLASm0YGZgBgbNKdjMkVPKcAMDPCwkbbUnEUusBiINMeo6h9lDFI7zu7QKZ4OhzIJ0sXsACN+cs9UQ4D7gWr2MEU8Cn4dIB1ssToXaY1+SIwHwFreXJWeYT9eohY0xbZqAB3i5gkCIqIwXI5bjjYC9VakpocIwwarcRZ6DclFbugAQQa9cz1uj/Zn8F8tA6Mc0ooiQSpfMB1jkLUgQUiImWn8OA9Be9CX0jJ3QG3A0UgL83gSeg4A/5XX1vPkKWsNCiwAPtmAZJXiUC4d0a7YHBXrM9UAjquftXtBre3Jttc3+ysi2tutsmxcCQjA4bbFpYgtSJoN6XNLvaHxoea8z743qJPeG4aoXraqbqYevy3eOrSrt8Hh4JzvsIiezZzbMcacC5y30nAtGJr/GzGOMdcJ06ITbIrBRYAuqTUBYpheZIAZa7H6e/vXWt6yZrTQjW9Zu8lt5lCA7lU1l8Pqlc4qaf+IEZPwHBB2ON/Yy+tW7WbPsOULrz5EH369QyINGPin9m7YiEQBUclABdJseJkRLbCWRD/IGMAR/jdj6uxp5x7dbFzcnOZKY2UbIFgpFK50ABUA0iKUgHwEtlJAOIjghOyBWYLyxyzYEGnCIE6VNZQQsGT8c7jH4CJSAq4F4KHIfMejQxW58IkPMRQgBJ6bDZ1UMhkmCJSAPLrkoC6fTKOGLCBwqUJxPinMiCWfoGy/tiNDXeM1pLrZMIoTVAhKAZbLcZNE1wVlhzB/oAZgVaISAcxNgnjrXPFbKHH0lryG8jeKM9g3YVp11cUtkVETkRA9QJ7SsgBM47oOImu1qLoNZiq62E7oj86edG58+TJ1eGVKB3tMZnR2K/qbRJN0MpQibNieXySzyZda3rpmtNCNZ1q5W4UCmOqGpB4cOYVsmXHrDzgAk73uAzAtlJghAkvngEWRFVKngJ+FUgBfEOm6qxZtL4HAhaNQV9RPpDQsDeOZQBEcjgE1DJJa88zPQ0oNBOX/Omi/QhRhOZfPhInR7L3HqyLmaARDJQWIGEAImPJyPXsrcizvpreNOmdR/69YND8yGGMxMZQCScMHa2Rw9aCAG2O8HIoTtwMo9/dH7S8cwSGof/EfCZBOTwTfIpzkgcAAlwd6CR1GzNBiORMzkZaQTfpwLKwsffYvLEdQiOJjxyHYVrHAoFjWPSxKc+gjeQkT9DbAiPu438I55tB3umHez+WWfP3r+yZjPZ7jVmzVlj1f3aymdaMg+LszYiqVY/WnEJ46DRiv1IC+5ijwQzG/N0wiz695oqVGICPQUc19YnYKipgCmbvpHVdagvcvID11yZxmCVECznLip/y5LQSBYU9PF+Ot8xFisBLwlqKYF2dc28teAXwhD+3Ota1w3WmhCs69ZLaKQqadzcANOzgkUvF8JC3uPkDdCTglREHnEP8vdbCumAnSMhwCij7m8Vof9xkgBQaBCHlz3+ScI8S1YR3hDEsW28aQ/o/crClrA7C3bA3fplFcah3LcE06iSg5nOB/XpU7nmlfgx7pGEbdK3vBTGrT6gfR9R43gax/w8GUC7AK2C1H/OJwoW/sMCOEfG4fyHbD9CiIeIRUwUxAw80ZzsPTxBSDyDprBq8DYMTJw6JARxIp2gid0qSypJUuLYVQyV3Am5SaOFjh6kMjZa7vkABpKCTCuCBE1MkJSFbaqC6oMgEeL5fjPYs21n93YHu39vb/VutvZVrVV3Sivuba24v8PcpBmdBJ2kQrJCr6u3g4IkRSyyFs/S2gBpM7wckPzgB5Q/ZtdB54MJ8YypgFo+CSCNpnPk5E8mD2r3LOOASkB0zUnngufDk4GYdkGygtcDEUgJAf7uHPnidsS1lBENOQr5m/Mnv66nZK0JwbpuvxhoVFHj7lWT8RXBXNULv/YeMRKESAjyHjJWqnI9JkVisEDPWQvBe7C4UQYEO8IFEYGfr5XqYSIbMmHwdoGXpNU8WQW4GHEPc9/YF44hSkzn8XUUcn1bPRlwcZqjecVsX9iL11scD4VHEuA7GPPqSAJA1ycygAfdHRdCoSJV8C8EIecZx3VEvpNdOXqQ18BKPH9N9o+MiAiEARU7ZH/ZF58weVDy9zc4/kz6dBYobe1a+hgbzeWoiWzI11GQt4+gghOAz2q8Oq78umHPnoZIZrta9tJnNUYMRz6fbXs+Nmej1XcLq3allXdaK+7gxRuzHUYqKrNNo3OEi9KnOYqmloFV4/4SoRuB1lLIO2fnP86Bkhvv3WP/wgcj07s4PRM8N/TDcGiE+7lMBCwmW/4cqEH8rXirIn4mpVChDeQcRLvDrwcJea5jh+u63VoTgnXdaqVqPoxpXJUOQQDjfaqWCtukuXEfkfIqRonCvJgEhULdCTGK44l+J6QeAYIOCIZjZe1cWgtC2KRJA0wSzDWQCbwGlZ6q+XRDxY24hLWwIgzGyXDTR/uAfALc3NFeyAkPT9j5VGVH/x3+BKGXGxU3xtnw+hgj9Dk6QuAhyoBkBA/wBDDvjzh1EG+AbYKD97IJNy+M87QdKcjkm5fJ8ab9CFGnZXKBiUrAMCH5x/iUfR3JTqNkqgYZcShsO/T0PODYXQHiX8mwREdJH41j+8DNkDROuKhE6ntL8hZ2xdoUfR3eCBEAt5huKM3uNbPda8zu1JO9164nZ+A19y7tmTt7a58rbfO6xopdZeVr71hxvjE725qdb21GU79pkqMgxz2hEomr9wBXQWRis1VXg9W7noG0fjTZVI1WlfJdEJ4jbCSCLxEwjH3ShlNJKpOISNo8CQh5ZmpROXIUfwvHvBU92HaIExsDIN5+4LSNC1Lh2Ee7K8S7wrabx7wobL9iBOu6xVoTgnXdehGGZuBQaRQ3dFTbIHCzYnL/Aom4KShHUEBPlDBogl1FHjtSVssCsyoxJRoMkvgMBBr0Vj3g4MZLDgHvstnsv8POIB5OUMhzkR72jINw9wQKQALgjyrobPuiTZBg9nL5WhvuynSIcEhqVLUdBd9c0Y6aA0AGYmb92LMg//iXXIntH18vkoAxzihzqGua+fk5iP10rwMSDCfxKwiNu20yuSRI9Bw1kmdBuB/615604DxR7tlJoAzAflg0lReqi+qrY5oAPwdnAG0CiA5hrHDXjNa2kySiMU4IdAAEg01t1tYM+nNdL6qQPO7iA/Bc4XuYmeTXIB1qgoEtohPZau1WaD+++FqIfZGgLe6S+BtxcCCNUi7tqcx903v/iXCYsArpcAh1cS0PN1BMwl/+G5zqWRGCdd1irQnBum61dPOKQKqbW5n1UuFXT0jZq+QI+JaPmyUin1eQUUkm0aP4rCVWBSeh84qMuvgjRuI0L46qPGazpTGfsRZx4yVKoKSgwkifyw3LRoDcfH5OPhqXiHx8f1eei1ZEKPBEAuB2xgwu6FnzzfSfAuOFQDTQp7ZeCQC5BF6190oEIFc7Q4AIo28Qs4EAEESIyHpXiyRg6muFHlIVHv4GJat7oAwMrh2CG0YeEdxHkhoZd4JkiOQkaQP7G2J/EShbESqhWkhehp8YqSYu7HnYNffgDLhRFd4XSoZMi/z8h3Ikrhe48QExav38kXOZTafgtWeQXC6hQDjYM81oZ21vr71/adt2tLuvGW3zTEXyYPmKcyYDxZ0dOQNzC0JhfUyc5PXgyYB7Sdi2tgL6ELvJyjMlJy1IlGiHjJAOHrlPInIuCpXSYhBnINwiZWwFkusia43rNb+mdJ50LOK9xBdwrwwnJsbfAF4YCFG6Dnht6JgCKdCootQMdZyXc7Sudd10rQnBum69JAwTddwSdxF01fMsrEo2rAvbfJk/180Vz8HzYnWI4ID2wzVVWLQXFn8DsLZd0pY9bJniYBtYlbEbsBjPRAuh6BwlAFpApb1l7Ct9lsPseVLA6j73TsiRgnAvRCIARjsCTc71c+QAicEMGWQ0KZI4QyZbGwRCyhTrpp/kibMJA/+168f6PGglF0RPaLDISwAfAMkNvYuxbY72uFFUIt35vokrsbRgKuwauASYfEDgo6qjPyMw8YRKPyK65Din0VqKIMhciq6W0eoRUQ5cAiV2IWktSWIw6pEMPNP2drbpSSLcbCfb3i2tvg8CIRKBjZCBTasWAc4Hjn2MXfBzlRzQQ4DnzM8bDadKjpOW8G8AVwKnk8mIzLYw0bIoQmrbRDB0gyuH+0lcxdey8GT+oWvYOSEZELNslt4LJ4PXZ6aCyXPnmga4Xqtx1nH2vwcdTiQFk40F9CmFIDjndl3ruvFaE4J1/YaXqhgnGjrUG0xt3rcW/pxeX3oV6BrumqX2kS9WUH4jPfmcRNoK1npm/8tbMiHoUD/KSH/4LHjTo2AlQc4TglyVMAuogmRF1mJFhlEJJCo9kISJI4cFAqruyC4okx0MBqFl/i/tEf5NyWVsn+O8rvNP/XxOFZSUrgUyQJnlkClOVaC+FvqiZCGdB8LI3o92ISRW5MNEmD/8HxCnaP/LL8C5cD4EftuRCx3wPDEI3oS7RA4SPML/EPj4uQlijyRLHgeRwqBFIIQgtsNHDE1SxDynIC96MkDEqZjtTjNQ8+D+rrN7244KhJtnzZptYSUTgcqKXSOEBsGduwJFyJHiTstF6kxX/KwfpIhE1MY5ftk+hjIlhal8IoSoV/gakOw48mfJShrJA36Hnhd4D30/ovKSPh9fLvHt4A0sx2/J/DB6Ss4M0Z7JSqBaLh2d/70khCi4Iy/zb3pdT+daE4J1vey1qPQ5Ic+FWzJ6gX/TX+b9+GgxaK5bFrf4KWIRld5CgMffPldbC9e8I2tjfz1CLYN7zNpzdE7jD4CEOR2BuXoy5QXRSrtg2d6QAQZ6gTfAyF1XVuyPV9QJ8PdlZT1ZBYybGxY3cycYIoLyWQlCUQ1KFLrBEYxxEcOhCJE07Af43g+VHaCVALdIJgQxtqYbPb6OdsyiCOgf5Uz2QGRQ1bJ6xfaif80JBpEI6PiH1+NnTWFz6wEzRj1SBhcS0TieQodQpfJ9aOiEHcDugmhYOn9gCX2a4AhxnSXw5WvpULhfANoJrhZ5t+3oUXDnzoEPyBBvXwtPgsLKV7RW3N1YsWuFDOAYx/kYe7Zojj8oiJ4jCYZ8dsUhXje0qYbcscYkmg4uiYOVYU6UHW+QWTfVIGVLg4ol3BRHjmjSSRJtliLzs4jEKo7pk6ZCnFODzw/XxdLbSkBe5rmSRwUllZF0LG8qXoG3jJ6gVbGudT1prQnBul7+ym42QbY6Gr/yny3V9/HKA8by75NfuubjEmkqRrz4cHOj6yTb4ku3mj0iy/E53mQZMgsuQ/RsceMFfE/EGRMDiDNIIpDFFI4UoFeMypyCCLmWcWRPmQKT70gI2AASZqvA5YnJIKettMSTIiFQb94ToJMKEJvBUT8qGIPxru8LUZj5vuxNIzdxe0EiJ0RtFtteno/jg31ELgwsOukcZC9cDJezt/BEMb9SYrwuvXWgBv5+CLYwl6pBImxH6k60MGeC/PIGnAbwNtCecQnm5KOM/RuFwDArWqScjy5QfB+vgypkbix1dAkG2rGIVeWkV6IhQT5khinegMiXQhlIxkSbJeyW3WBA1+ERm/NkHFQKlfEjnCfmIllynVCATJ8iHJipAvmEQdp1retJa00I1vWyV4jvioMWRLZj7kDO4I/7bYinXMvif4kVLYOAmhcZHh9lO6lqIyrStGfObGsxHQEVQ5DkMj35CLaowiChGwRIERAL6teP00AfgnKDO/VoJRwEWZlOYu6HRC5NdBwLP90P2uPOHDGE3S1IhFeHhuI28L2/gAATXSO9ZeCPZVTzuBfNffTKWqY/E2Wb0XtHcgHyGxKDTT+wikUSgoAF0yccD6IDrUYgeVfIkia+N0miImwmVCEkjuN6iFG8MKLybcb3kxx0ZiAlEqpaHEACpEaIUT9ZTW+bgWjO7rynw2B7z6y9W2ia4JkNEwLbolXgnI2uPw76NIsS4SPpPqQhj8xhEmOHwygPCSA+bC9pxzkGWIDzIT2EuFKoIujtBLYXcA3Vbi/dSuK62rmGAyYgwkehrZQMoLWRQ18cRRVyI4EqSHxCpApf61phOy0mbai6qWQVSopAkjACidFP7NKBPiBSR1zXum661oRgXS9r5YEognoK0jFnzTlyJ61d87tLUnDTcbrH+6ULQrDMth9hDY8hBF61pQp3ARNSxe6JQYgAQdOOUrHgEqAQrECeG/kmCCDsoMNwCToHaEcApj/uQaSJg3QA/Ps5OkDjIpov6SaPbcCNfTxNCE7QmLSrPu4nHodrPwB2R5DAaN+AsTbAzUDT1UunayS239sHgKVJIgweRn78sL8kEGTHLz+veQF+kqwFNyMCsiYInKXPxECJGWyWkSS09ZASgs1moGNhjRYBTJm2hRXwPD5CBzwBwELl7wF2jpZA6C7wtObEFiEK4SFBouXJxRjywjlCIGLtMp5IZCpGM6luKb6KVC3Nyo20lwtYM4KnEBMpsTjh4Q5PeJ9eUwLBfYnES8fYNQfCH2E6TsSSNbmPeq5rXTdda0KwrluvqPqPRvR4z9XY0+P97YVOFcEhJgaiggyPd33v8XF4Bl9XvMt7ucvn+80vmwZgULvujpjD3cF686o7+vR5YoBto4ENZZong5cikBAEWKsGeidg1Aw7BSddoAWcLKAcrhiUFK/BlMEec3mjTXtJFA/7wg6H2vq+tMu+sau+touhsgd9zc+9RBsB5ELGt0BfjhH9VMxTR0icCIzxwfinKSHNDPa+WOdACVBJktWO7QMhcFRwFmrhZE8P+scnPW+zLI+EDrlQD10ljxACt0dwQKHxrVf1rWRgAyJeMdOciJV3C/vigZV2fQY/BbcuhhsjlAXjnNEkqvfEMGSJvRXAKjt5SCsfyZMc/52Zr59tuhhtvJpt6uB6qCo85wxEQhD6AgsXQokRp2M8adPkhrcJgGRguzHeCMGk2pGN0EaQ9KYV4JcgKbk4mEEwCdMbGJFFToNcBUljX9m+q5k4XuIamUq7HGrKe0NGGs/4O6JAFKY2MjfMda3rpdaaEKzrVkvBWTatUa2cQsUcKQzoPetjLrP+i+YAgz9u6Zw/X5KCo890Fj8R0yMuwSLrmxKIGGeIijCXD/YdyNv5cVOPQLsENu1Xj6DlCnSAalG9MmkYCmv6kXAy4OwCjPJpJLt/JjFNrYIZzwFNowI8oN0Ai+PJxv1MRcKuq6zrK97gL4fGHvZICCoqND6CLoHbDCO+hZTzETKQFfOIlaWL+CAOISmQiqR+g9MKSHAAedeam9ecn1oiU+9V7WkyEMfOnfwCZdH5dOU+P//aXgWmSAhAw8AiEJHOq7T6iQhQFVAJAdoy9Wa0doeEwKzemTgDQAawUzimsVDdc0TDDxASgStNEPA4d+EZ4YjMSZuD3+MI5qxk4IpcxGQ7HX38YxGr42kAHn8Xxjryr/ATQ54DEoKzlv4KbBdARREogYwatP37TiRHsjYhW2lmjzT2KdVKEE9LEk7hwohrBU6MF2NFAzAkYUwIDC0DCHgVdm9tGazrFmtNCNZ163XkyubBOoeKo/qPwBWksuIxzsFCjAuDluvaB6EBdPS9nMDoiUFA8JrrT+IG6TmX703bnJkEiagVQVfJSewPRuaQHKDOBgTP0bnSOBlA3YVutLJB/x2uedAb8GkHMMFDsRABChVfP3nQEXdAFruVtwoKO+DGDlQAMQLMcha9czIM4mRgtrIpS5pJcdQTyoyOlMMzAJtBz4GiZIKDgI0fAnLGxEDqsT+pj7PI9V1zLhZ2e8joYlvja7410BPvmYetdd5Ryfdloajm14C3nng+vd9OAQvP7JAIIOHCvhzQAvBePA9adrGEJXV2IZEYSi8JIANuKkX9ifLxhPNom1xoCMkRzpPD9RxTJfKi1sFxBuSjka1zH0qhSUVqc1CLe5lQiXYYAj0SAvAFeK1UdoURVSAEI7gDaB3AGVTX7kGmmna+sgrXdYu1JgTrutVCIgDiF/vrpTvbufBMQP94hlNheBjkBZNlsSa3yc0TiEwX50WlV/N+apgAUdinn60Ev0yRaJkGYDXofgE+162XLMFMlW1s/zL9AIQA+1MV6u3j5t+6jj9mz4sSxLTZKlSkU88qu0RggtJOQNMgiT0CQjBb/7Cy/lFp+0NtFyATDpU9ZLugthf6wp7vtA0PB/gEzLYfZyLhGLkcvHUSi0bO3uNHAY3kZVvDJhj/xjnBOdNmdNPEY86xvqm0toMin8YJGXiEVC9kwhilDFY8fuZcgDgHUlLUsTtMgq0RoHKEAEkJtgO8OpLz8DyVmuPPpyUe82II/wWcO4kFBRIQKpR8TSRbSAhAxEMLAOe682DuQwfkkOTvjQdIe9jOruDYJ66N/gCFSJhnuTpkPkjp1wXzSugBMAFFMldbh8RkHG2aQC5UkCfdJHSKKavc2Hx+pjFJilnVNiMhuLoygz4CWgdIbmqgHzon3aGyw76yR/vW3rHf8Bi/vWt4jVwMhV0RnUFCoOPNy7Awu+eyF+ta103WmhCs62WpFCKKIDjl1rlHVXtuaJSxu+N1QQI8HVPM/XXs5HeflBscVZnBIWDLwDUD8u8vLeVM1Oi4Wo3WQS76k4iGbmID8h5NmhAQUGkPC9xOpjret6d24vLGIIrxoSCkMUMJDam3v5AH0S5ADoO3wgPJwAECRkgIgHRk+y/CmwiVRCtwvCC37D9H0MBPACn3BT5LEwdsg3iVG6jJ8lBb6OTkHxMW/MCk1lFCCdzlkolTJmfAPEKJFuJ6EE8Fs4d6Qn4xiTci5EdVOBM7JieOFGTJFrgA7LfjayAEgP2RGPrv821PuRGsvp2s6SqRfMRxSWIR1113x5kF2zEwzipwTeAa9O1xe2u9h/dd3D+B0sp4YKN6WkqqzUBHbsk2YtvxvkhO0CIAPwAPIEmBJu15HaFVIBAFEzJ0krwhXXdd68JaE4J13WrhvoV+Lysmt2StAXvS8VDJAuHdEKO5Bu5P7xX/uQYCz/viktp3NjclY7MEIRKP0HrHDbmbaXyEwAG/A4sqEDfWQ2HDvrQBcCsfgusD3l4eCmqxjfRnyLwY8MCsP8hd2AhC/2VlcyELXVTcnDaAeY4HWWzDeKn+dH8orUMvGFwB1x3AA8FbDyUBVwMCudnlONp+hLXwZL2NvNE7xZJBFlgFkoLNVFGtcVdVdqhKcNn4U1TlqNKJmhel7UaZ/HRDpRFA9yJQcAzzqgwdiBG5TFI31CKXyQghAyBCXmTcB05okM8gm+MaSQnZ+NhWxcpmnKyO8U4mMBL3gSIi9xHqkpCdPjgLH9wHJ40yoSAioMCLc8z3oAhTnnAcJwPRBghZ4FCK5D65QmQuGR2J7DLy6e8N4AT7PtR2eZhJNm3AJ6lcnOgcY4iD2W6QQmJMF8i4QG0EJgKRrTjygbHUw0ziKUZSgSQ93zX2tkNNJODXOxxzs4sBrSVcJ7MdcByQEJDTgGRwTQjWdfO1JgTrutVi8AgCmo/loZ9OtXe3cQ299yfE+5dMCqIADb+EJAwTSnaZj/xS0C4cAlZ63WJmhAWfACYEXdz4fczPWwRHyocu+hL2uxEJtL/HKonyVhC0TGljfGYH2VxsO6YQtE8sdPG5B0HAeC2SEm4DzIEcEXCnZD5wg8cNnejAONlhHG2wyQ7Wy7LZ04IyEgKQOa2xCkcp28ZNJT2F3aikAERDmkMVsi0mLJ4zNnOUJgiYIaeQQzXJ3RnHUKS2VLWOC8IRyRWPFwj2Pi3RjrJJRhsKSRG2GeZJ/Ai2X9BfdwkexEy0AzCPz4TAtyEQH/eCYJLSZy0hr/5PL0KNQXpSQ66Agnq0CID8HMljx/76dSEkyRNRokbYbyhMzjaibYB9r0saWjUH8RmY5UW7I7ITJGklrhtXt8SzXzBsF2BfOrMDpgtAOu0reziARFjYg77whGBm4oiWDK4TteKUMLmY5LrWdaO1JgTrutXiuBp6mzB7wc2RzHvdABtMC6BHy0JtctvjhSKWBgGiqgpPHS+Oor0wnyAEoWkPNjoNZHIPgiPUdjHzQcDn/dbHroIxPpDRD4KWkAEEohyyD6W3hO4muV03s8keR9r92bbEyCNh6lzfQKYN6UAEY315T9fw16g6C0kG+2wSgkgMEQIY2eiZCMEcKQEFl8FtpMEUUAMQ0PCbbD/4+GKgHHkyxPcPbfzjcY4jvYeAsWX85DA2EIKAsUdVrPgcJDRMCHB+Kzkg7t3ZEByGhglbaW0JlGaycqiS1gJ/gtFJiCc5WlD2SghQfWcnXqRAP76wjxanZNnux+yjU8sonAQXNCCksI9aAtlKLRI32Qq1SVxDoRuBXwU/Y5ona/aDVZeTVbvRZogg4W0Ph4QU8FPAIeh7iSt1g82HwabDRDQLaNIVplAgWDWU4gyMZo96JIlmj4gejUwCDjM+E9eI+y/wr2xd67rZWhOCdd1qUTwGCQE01FGllroBRiGtm75g6RRkPLrm7WmsCEZCfOcjUaO8EIWxDQJmkyxnF5c5Ad3LjR+QL7fFiXHJ0wZQMNXdKo754eaNigvBDGqAqJjVt3fuwIkFr5AR3w7X2Jd2vwvRpP6IOw2iz++iMiko+Tw5gy4J8u4L4AkP9k/aAdIRkEIiVBUDDREqMBS4zY/WW2cToAikBOAQoFK3rVVg3vGglkjLbONB6lADmi/sUCJQixBJhAJESZTuGZ/gMbuB2AcfwwhHRqAcYL3vnfWOYAUI+2G/IBwoiOEOjQKZU4NAKYj861wNsGFmIuR2vlVF2L3tK+4//ATQSsBxppEQUXYpG0pHwsdgg2AY9tDZph//XP9OHhhAA5xEyuMQSptPSAgCGQjNBQ4HjCD2VbYZlMBtML2BczqM1jwYaS5ldW/lvStNFNy5ohfGHH4Kw2jF1Z6kwvnyYPNlZ+PFZN1FZfuryh6iXdDjUdk7OuhTzPb2w8TE69F0sMupZ4LY4ZrgdSIL5v7Uy2Fd63qRtSYE67rdcp93VfUqp1Upw/UNtseqWKFoN/loou6rC2UsUIOwS+ZvhPT8iacOVlTP0TZQW9tVBh+bT9MNm8hAFhfALeDoVrQJ3D0wquOEDBxNRcRnKHDjMx9DCULL3i1vlyC1jOqlrgOhBm/Du6Jd6YmF+uyT1TDUKUq58jorH/PklT9AU8z/Fzsd6IGaNzimaijQBjdT6Q0dg1CVjEr8iW2dDCWIbC3ImSTf+YRBCErx4URIkB+RFHBScBLZkaORjl4gCaTokyMWeO+hLJP8dNj4sl2DawvHqSzS9beoTT7WDzi6XgPvp9JiZsB1tG/Z83XH4qirdUScXZKHZDwFqB5TFSB2Qj6YhFMnOGIUErbRQAIalzMEh4AIAaYLfMIAUxMD2g/gM+i9SAp1lEfJ1mTdjMdgHZgleC46TxtlIo6v1rWum641IVjXrRb18kGU80iM8SrcHEEshLMepGhzAx6sU15h9OkpZBMCQDDzCf2CE3+DBU6HgE1I3S5yt0tY9N4vGOa0ql0CPMh7+Bngcwi7AM4GBEukwFnbCpBLS4OS80QEFPy3rl2/g85+PcjtrunpidBs4HInQmG1cTdECBT5aJy085UIAD3Y2MDjWLpwDomNhlHB2qqi5r4AFsZ24nkGGQE9dlaxk6Bg5hse/Omo5AEAicOM12CkT8EDxygCigK3tww8oAcpM6YwInNIBjueTYCbgSkJQNmHQ2NXHcSUKqorPuxLe9gX9qif7WE/MjFA0ELgbyH3DBQGo5CIf5USHFxGUk7UsaaqIhIjnmMQHpUo8Rrw5EloAhAC+FHoZ0UkZbYgNosaZVxJy9c0v3SSRO7QGZwR/Xu5CHO0QN9drltes2iPQCnQuY6cpMC1M022uRwoWAXpgfrsYCXIhW1t89XBim1rttsIJbg6cFJiev7K5uc76x/UdnnZ2OWhtkfkDuj4PuxmuxwnezAdbD8N9tAe2GVxQcyotz2vNSYEPM+H38w//3W9h681IVjXrZZuvAL1UdkRUncOARdNhHxk6nR6IOD7ILxB7McDMW7yZHc7CS3/dZEVBSkf9e+D7x1JQe4emEztVL0BGqfuu49uhZpe9NGZoGSjh7kpIvj4KQlxUmVqGyAggU1eyeQmJgyC+Jacab0C5jwGFY/BtUC/t6BsL95/VzWMyIdqsi2EbQyEQCU6V5QilgNiTaYiRvcQ8hWxjwcRF6xAcV3tmEAGAg1ZhKMWeDyRMz0xytR5nbin0b8YgxuzCQkkHOLOqVUAhIAJAfaA/EqhNngdzrcqXYkUUfLaZZfJ+Kfug35GVIDHHeOeSgJHthlmIioTURqdBwVxtRfyUdd0jRxdi3kqqX/reirSRGN+TBetzeUaP7bflj6FgCFcX2I+YpoFUygVdBL26u4XV50rcEavCyICXZK3ng6jjV2lKZghRg3z4yu+wGEe7FAcbF9c2jT31s97nfkZCQGua7ezXNe6brDWhGBdt1oMkpq0U2IA0xzcuNn/BeSdqdrwF3JoX7fT6NnGuBqJiaiQEaAhpEO73mXuX1NvHpQ9INAUB5Uj+8pKEFIFmLSAcLPW+5M06CRC3FxDhEiJgW7kOXQeYkRIAoAQIPjDjheJAKx4G5f9rVsEoskq2PLC5a41GfAgIcCMXbgtRuVJYR/o8ks4pzxMVm569uKn2mx3qK2qGx439OTHCSNmyipAEGxhVGQNCWSoOjumBSCUiTxWzgi7mjqIloKOxXwkDZ0eOBZsWURCsPAELOb+/U3wEZjSgIBP34H1Xtl+AH8AlbHU8UByQ8DqKYA0M2UBQgDxITzr80NpWGJFaCeAjDgwZyqpCBnBnsiBT0Tk7ogtW1OOGDmCwFE/PNdoRwEdce1JJrHZNZhOi6ZlmKaF8RLbCmrH5E6c0VrJ2wrBd5FAkUiyMsXSVQt1SSRd8B7gkOflYC34BBid3HRW7gcrgBZseyktQtZ6mGx8YbTxQWHdZUHBKrhfdpjIIMKjNgxaBeCQdAX+e2X9dGkjEoLpkrTTCQkBk+s1IVjXzdeaEKzrdit65GR6x1j6+BgBi4pwuKWyT74kBkH8Q5AOgh+CUo2qk5C+AkKoHkbVJj96VOUeLDwZ0HMQzBYDmuSx4HD4kgxUKRHADTYlBKkc1EYyAUktA6EBCD60Fa5GEivhxAcTHiQENRKCzWxFW1i1U8Sh7r4TH0K2lyI1QB1ocYtxtNmabc9RxKYYrd+X1lQbBtCrAcx7zPbjNwCrFyStSQkSCANY+ggM6CEPR8mM1Ai0wvMn0IHjh5jyabwujW+6uJOgG/83xiaVEHQdSJkNtxEJCx4YNcQcPAIhAhYQAiQrQCrY6gDp0RX10ALSWKL4JtUoEh45BY4IsRXgpE5cczFtgn/D2pkEV+gXOGKD80xkwAbyWaD0V/qoSmofOHJA1W3XzNAxQvIh4yrqMLjMU1T/yiXySYVci0DXKWgrLojJ43Vw++GrvmG1DsRo83zPa6WAV8EWiWFn5a7SdeHXxPDCbMMDs+5SxFckXYeEEMwp4QJvoLODdfOVdfOFjVNn3fjIZrhYzgP3D6jButZ107UmBOu63fK+/NJeXapy3iK9EgN8ziANGJ3IaQbAwioY8+GFgjUqGfAP8BLcyKUlJMIh5+z9vUOHIEb9kv2sE/pY+QFqDySW6rYOAWdWx8dQsDY+B5RzMb6UjKRXRR86c0v0EXK1CTQ7yOfa7XnJppNDX2ptQO4YO9pg+0crepLQ6YWwsdHOhp7iO+dDzX24pFKh9IchSVx6713bi1E932/fu/Ix4uEJoTDpFCz/5qb5FERyjIwRPndCxPgmSG4iZzrCkGkonBIUYwuUsDmcvlxK/hB64EpXbCVhz6DFjxVCVCOuDUeKaOTsyZ9EAHWOgQpUzEBnIijQoShPFS8JCiylfpAU+U8w/3ks4jlstZfpl/xqTvuw6E8l582YvsFxYksFx6wvlQCBbMBrXNkXzx/4GVC9TFoZOfH1sUlQbwz5//geQgb03J8M+65rXS+91oRgXbdarLohwJPqJCfQITiil45AB+J0EOuawsomg1oRfNBLhSHdXtU9ggu+XyFzQNBBVU9VvYxNHlV7wMMOFRO+bwQVc2a9xQ3REQKPKJh2qNiSAJKgUbclvC832qMe8xGZUdXo0SOmClIioBYBH+7IV+waWfVCr56MchcXQGB0wyOUyyWsbvF8r6NTX/N8b9u2py0yAhGIe3XRWls2HOlDYAWEjNFEjJ1BEOcKrQQq1Cm4SMpYjwiaYy6FzGRJ44fQAkD7Rmp9EFhyb2uObwIdgAyzJjUOVzX1/qGcB1LmpYvkwJQpNHfoOeS8EGgF0+8BuhU+KZESM08i0oinG2AtSZu3jPzECCFQgoDxTI73eUunLSc7q0qiRkAigBhsGNDB70BSihRCiQDRKxJF5oQMcGoGCAM5MArI0hoQmiUBqmUC5dgYy6dbMlMsbDvQD6AGgPzDCKyGOVaDz+t53VYbtJv0+aGmeXhQWXdV0efikLW44pLxLViYIkwABrYMxulgM76e9tyvCdDTutZ1w7UmBOu63fJqMs3GO0wfLG+S6hD7GqN1bQHpVvTSsZzBTuEiBmmR8bBwI8fEAkMY3o9B4jhMR1tgGQWMloQe7BVXquwEBZeULuZXPjqY3dKv3b1cBTGEg+KzX3TFz13FiE6HoS4E+9tICOhw5wGXRInR8fPJKgjSlIWU7TYqObcNMiSYFU22RfUIEiLem0p/MSpZkjqG6lkEwhwhWHY39bydALeQDRdiXOgQMAlwp8hkBuVa/yQTxtx+PrZ5wsHQoQi5ZCUIITaVWydLc/+EyJd9Hfw/vs7fI96TMxbes2fCAN4ClP9wc3PhJAX8uCY83fDP53WUHRuiCdj/sKCgDLdIgmx7XadNEBoNSexRyWwQa9kGwTlyHgsWUAAgYAsTVi0ZAGV0W3RuTS4adXy55TTIx5ECPI7PyLrW9dJrTQjWdauFmxNJUoRmlQig4iHDGzEPpLrarDpHEDT5wKNi1i9LsAcoAvqlSAQQ/HqxwmWaFDfU5UYoXX3v7TtSQEIfevrtZO12TK2J5q5bDdOsRtr3DGYA1jEN4XK9sADuQIoEgfFkIMJpZlnysMyby7BHHgi44dcgBY4gE2oMjmg1khAeG49eQAg2mDmDB3HrEoTeWwEXAGI0A3wPaiv2ndVVZ2Z7Ky5nu9d3HHFkJ5jJANj8NUl4WM0ApUh8BV6EkhnA7zkBTsp1Gj+s0HooZauMPQVxEb+z6aXdj5HMeq9jCztntGCYBPQKUjj3HcmENcWI0MaQPLFX4+yUYDvxfsvsw6YqbFtJXwFjh6j0o/LnWKiPN+Z6CUAb4ueRXARqA28GmgeWQAOQHM22rzCyCB6CEAR6T2BUE/tC8ikSNQj24NmtiT0piERVFtlK6Cgg5UZRWNIYyMdcF1OnSGwWpUu1wrCNqPB5horKmqK2uip5XNE+qPvJavwtBOIAhOCAY1zTZyImYOK65PEFkReJ49RotBT4SyEyKZED13LWWV8TgnXdfK0JwbputUgG7AB8TgzshPGhS+DTBwwiaBNsAZ0XVmwRDF05DwgAC9+elTClaGtX4gsIPhN8iRuuKjN9fhAHcYNnUgC2P4IxE5LZ6t0ixAIxGAw1UpAIbQ53pAO8zAoSgYACSovznj5j4UVgHZvZuEOhRxNMByA5mmjNO9vcqA+MbeEiUgCUADKBlWbOIURTVzZXlRUoCcfRCkY/UNIr9r6b/sCE6vyF3lorGICHAWLRlV3UlTWE/ZeNJFHPLafx+wgHUoQI3f0g8emBhAK/iYCOJAH6DJyl7yvboM8N4AIWvpU0/hG8SPr0QBVQNmDxgLN9d9kWoMVxVk2jvYHvsYPCgJYlBIEuJJfEpb0RP4/3DqQB74Mw2zEJUAKA7YDaIxMcR4zA7of0cQvtZLSywOZ3mAIkVZ3wpYWhoQOhS0jqeBopT5yJTuWJYvbFQmbV+w0U3zLriWTgOFd24HbC32CyCdoMsEqGKFGYJoFb2Fc8xrhWg+cRLRjsP6Wtcd7wvxnNGCQDMVWysAtcVeM3889/Xe/ha00I1nWrhSoJrm5ICVqDpCyqTq+OkwlAigwi2OEOxqgkSV9VyOq/5/PhKQmIIOzkLNzuMp1DtQaiRYHePZIKoBFIMjYi77FPD0F/3MTB4Mc2omo0je6B0Nf6nDhxBzkWp0UkIgDmQPepJSARHRRf2BVo61Odca9bMCrfAixyfB6QC/x+jc8bs1YBEhERDfksU2AlDFMj0Zq2sgLv3Yp53tQae0SljWA3e5BFnOvpfQCTHGyLSx4kzpxG/fA92DVjtI96Adgc4BDUBMCEgPrUSDyafpTGAkYbMTqHyQAS3DQFgoe8H3RMTk+5DJQ8kHmwbbHdjgwggIfypJj+iyYCjZ2YuMl7IZIZtQgWj4tICPDaJjkHe8JBOe3ZK3K1ULaDhJ1KJLEcXQQBdZlAwAoNAiISVOGUDTH4HsFjYdC9rn3kx1hjiGh/+HVNkagYudR4K94Ax+86fYQwWzqVTk4cmuwYN1YTIQC/pLKNTUVvZdE4iiEK7vUbu651Xb/WhOAJ6w1veMOtf+ebvumb7NWvfrW9Jy+Irbxjv7FNMdluHKQcxxFDVF94hUu1QaUv8OHWLzPOnKMEogQfr76C2vRBzlpG35KFPJMCt1XOevuc/a8nBsxqq1ZFgfb8tlLvHu8JKJ8ERiQOg417JQ+40fce4CATjMpNN1AlIFgx+qaaS5W3HALF7sfvoAXB9gOqvrG0dj9YC6dDG6wEOlJ1Vm6hSYAIFigJEiK69gg1QASAVTK2gegB8PzeyvOGkG9zPjAQ7A6D9YeeQee8rzmmB4g8VCH3aJkg0COgEbqOqQPy5RmgOh5D7UPr9sRnqPwpkVxzvx4cWu5/El+qpiTohM+56Boy5kFijFE459A5MhCckoDJPSGAyyHVCQUYxfexNL+vQwMtA83ayyAJlTlH+TLpSlbJTk4EnyIus6tKUDqCLhweIXyE47PFefaxUXJOcH6R7ABVQuAHiuNTKhILkqw2W0loIcCYKSEEOQFymVqJ5DVGOwOZwfsAIUAiyctgUhsAY7YclSRxMeYkPClyjkZMfiytAreRhl8IPCoM10hhm+LMNsUdXktV+dBVFA/XUGXXta4XX2tC8IT1vd/7vfapn/qpttvtbvT6f/Ev/oU9evToPT4hUDxXldy4VStV61ARJoe5YGw5+Sl5CB/fTZNgUXZzvW6lMcBE+MukacMK1wkIkAvW2B8iEzgCChxoZSAxqGq1GjTVAPEaKC5K8Ca3yZVnwombot/09bWCKxIDCjKhF48+bmfWdB4MIECDhAmUfujTg+wGeJgBIuz5clQ3Md18VNInGPIxy2SIdOztcPrQ22YqOt7fRoCSZDQSCKkFgnyHwK5ReI3HJT2CjDeh3wsviGUULm194gUgYOvTtZ1RuS8oQs4fOO7JR1DFdqq6B1rAsbz0ORpNDLVB4DDkiHiFjqQCPAFJNeP7sphmKwUtjjHjCPAtTgJnOHS+BNqeTxiklkFOW2Xu6eRNR22IKmVEzjBKWs7Z4vWRy3dHApKOH48xmgVQrsQUSmND0VgFhABJzwT563xQcl3reum1JgQvsr7xG7/xxgH+u77ru+xpWAgYv941ACg1ssYKXwIuxcFsgxE63NTw5DfyNC2QTH+idIwZfh8Fy4JegJ5z9j1JFkuQqExSwRj3A0LgicAWvfrSChD5ANs3oxKBsbcCsDs4BV1vVV/a2ViR1MX3HmW7y9l+dyI8TVLCn4E1pr8GxDrsH6H2arRtN9owVEQvzgC9b0er9wer+lHbht9rayUGO84QuvczSAGwCMQI4mgzOAUx2B9s+Ow4JAtoRzI0YngcwaKbLIRABkM8TwjUQ2k9yH9w22VghGCT2Tu6WhUsR/nQOtBoXvAEMGqIIAshIinnLYGr9upfRk06ckwC6FgZyIBGByNFjP44aJSc/gciQBVDKR4iMegmeDtqgiLSghhRpBEUWxRyXcTnYHuBRshPUfu3qWoSEDmNgtYCFTWlQcBrKSSmHSFQ0e5jmDTGOgniabrCExInFYbYki5xHXcgJ4jNeJbYlrQJxAuQCiOFi7x1kXt5hEBTOGECEcG+4eokUgRFxPkOtwVJwVjD5Ohge14NnVWc+V3Xum621oTgCes//If/YM8999yNX//v/t2/s9e97nX2nr5ww4OcKhz4cPPFDbEbSmtpoYvgi555TBRkY28xO5bPnJ0iBJl4kASAdHOOynN5FjLAVoVPN7i8v1oVgOeRFCRlm4kER1TEEIirGwUDaBnI90BjaXJJxCTCspkLr8ERkDRrrhs4ApdY6pJiJqsd4sI19BEGK6AvUA+aNUeCcnbADJ9aCEQxkMiwAa4RxHEZ5hdMnk/kRy6VH6fHkYF8parbeRFYhORJQJ9JDsRCoEHwRStA0PRM1AfPwZqPtgkr7+QBkU8BJNpIEgKKaYIg/gX87QMWPhVxbCokvsacHj2f5YmQ3Ps8YA4g1lERUOEf0tfgsWJBOXFfCc0CaZKeCSOSWI22wgpa7wMOSUYkDca/Jwa6RqKddUJ6DY4DXlctQk/aRBEByWfIUYFEPgxtgQVBS0TaON9+rOK44pJBktXAFRPeFjOspFslugUMt3ZWzJXV84HzB0Ct1rWum641IXjC+qiP+qhbvf71r3+9PQ0LQeBBj161BGfQz9yS/Q453tHODhWr+rqDyY/GC611XgFh2CN1lZQUoNrXKOFoTVVpRttfHtUwKnD8PMbIQoY2rVDgyRx85DIYZbZX2lD6Q5uACUEmMAP4HES/FIAV6KNi6zGzkN/UmSD4SBpbDyUDJT4OToYTnP0Oo21t4qPcoi8Ph7ueREfrBrURgGag+r06CB14dLD5YrDparZxX9hwKKzvncjnvgvavQhAXqEGdP2YMY/vS9of9OWVbB34SzBPQjuhoPARqtYakw5ICEIK2hMhVNtjJvuM3CWOgVwIj5OX4BSA+Ie+fiQEOmbLuCK5CCetkOWUIhmQwyMeIciDNRSqkiew7bFtBpEkBEJ5K+B9UZlrTLMioZSthZRoOkKQxlj8cz35S3oA4Ev4GOBi5qTkSAZZLrLEZClGVzWwAAQDV1U6Z050PG4xZBmRkxuFBoE0iCRGCMm2NNsBCTOz8xpjnLP1Q0siRss3lOdhW7Y2Fr3VxfY35w9/XU/FWhOCG6wHDx5c+31qy2821rYiYj0NC7Dy8z2ITJw6t80IGBMufSXnqe8cOpuLydo9dOQnm1vI8vrMfY4TR/XjLQMEZ1yNmAaAVwDFj3w+PE8IZCokQSOqA55WxUgCOPWQJQaRgPhdmq2GSVV8SBHHLLqSg+VNFXCd9U17ZYyRafwyAiP5AqOg3wZkO1TZqLCHik6Gd/qD2f5g9Q5UsCsrN2ZlN1hx1bDkw0QB32QPX+HJ5oe9TXjszYar0oY9EoKKVS5InYs5UTjuiTiYV63XrSAYaqRPr99DbAjHoyhsN8+02KW+gts+o8LPf1921XrGtRBJCJZ62zEeGK2C0A0Q5J26RdlEARbIgOIc6LOxPfGpSgak3d8XvScImrGvreHY3Tg3Vvj0ww5lNNo4lfQWED7R2oFoT8Pk1Q20/BpL0tfZjiouL8JAHMmcXKuB58GREiaB4tHA0nk6ahl4i8R5A3HOJMntcEQkcfzbWEiE8fs4FoC2NnQYNdshMSEJ1OzQFNayZQPvi8YOU2vVDGPt0S6qOzaUnTXFzThQ61oX1poQ3GA988wzEpl5wnqf93kf+6zP+iz78i//citTM/I9c+G2xJE1jnrpxhfkrQHkwqG0kpr33j6AgQ8xYVT01yoAKbAjKCF4OEpAhrVD8dE7D6thVHRBtuMKhz7C7kIj5GUg0SMKBWE7elfdcxg4NiFg+PR7rND0rGCgyg7kO1T0ZKjTFW9hkwcMjNF2oCeo5kC+xGr6ytquok1vfTVpNLDFewwiPyKi4F0OOGaTTfvJxoPRSAjz/xj5QztiQQcWuH6xMD4+rFGhRj9Gk/WCsHN/Ae5lBqLgVClIX2MB7D8LGeQ0CZJ/ricDMaURZkRhTJQnBNADAFRPXQJqQkA8SlzQpGrozoM58dDPjD/H/442MxXaSwtCaMSQjf4hiSMcT0nr431NPgYZVwDtBnydkgEQLD05EpcgEsVs+iAStoS0+AjtNUhOwgqoW7DwRfBdHB+8hxIr/S5aI/gccAoorVzA+RJiRcAjtjYWUCp4z74fres3d60JwQ3Wt3zLt9jf+lt/i0H/wz/8w/m9//yf/7N967d+q33Jl3yJ/dqv/Zp93dd9HdGCL/7iL7b35IWq7kE/28HNajD2f4YeOKrKqrE7+9Y282Cbi4EWtHCco2Ihbv7Aj3ELSyo2kjjGajbwI0AkkF8BAjZtkhOfQKOGbQvkYfFM4I3Xxx2RVEzCvHWDR+CFChxa85cyj0HFDUdBksScEIfPRUs/9A3sKEHQ68BOx4y35sdRbRZsIaBaWypJQNjqr8uApyXk3iFwICm4AlnwQGXH9mFv9VnHJjsJkZZvq1l/UdAz4OJRy3bBBb0D4C4ozYAg9DFAZ4FPan5L64NHxrOF8DeAYh8qcpLdsoAZY3/gXvA93JUwVq4JELyCRHrMKuLkNUCFQiUCQYpjwuDnk/sApjzJeEoKAO2LxAj1QXbeaX/M0dOlkWMTRYWQsCngJW5Btha+R6gFzlZBYdKTTKIFSYMgR1dy22NV7pp2wHYgb1NrCM+XQAbw9WA2ArkfhaLlfAqRKNF+WRCCU8mghQtCIQJPCnSHpgQzuALkOej4HmhwhetACcEdHwO9A0GjGWTXjY0YDS42vwl/9et6WtaaENxgIfB//dd/PccQY33iJ36ifeAHfqB98zd/s/3QD/2Qvd/7vZ991Vd91Xt8QiBIVJCubnwKgLQU9nl1zMgjsAVCgKg1OwqQ9/xTywDsc3oNy50OkD+VDB3WjkoWCUEwwo9IdLqHctYen0f43xMFIAR87swmPIBeRDIQ/e8QnaF5ksKCYGRVfHLpKyjAhMVxL6/YwgVPKMFCOsO4GWyAgQq0UPZzcle/R/QrlNAwiSEzTrvRKYkBb2DcAxmQIBBkkhNCkNoFi9nNdYEFu0Gxouz4Sfv/WBToaNwtQJZsDDIfXUzad9k049FnJkdKD4aZIRG4BWijJFIk2+2SAkbBToQAiUoWSEOZj8f/BCnIt/l0nU6HLKOMSjxKagJIpTJfC9Jy7HgRY4BxzEms9HZRJGXh5ZB/nf/NSLAoxglPxhzT38PSSpMOghACHFDoQuCnLf7W3Klx660eDaMgQVAyhaS9dH8LXKvrWtdN15oQ3GD92I/9GEWHTtfv/t2/2378x388kQrf+MY32nv6ws0MgQ73GY2ric0NGBOVKyYQEPj7AwhPIBWq8g19gHQfVIPUig0c5jgIQCnjohspNsSqjIquYbWsz6RMsusKkFToI44jfogK7UroAu6+1OA/QJIXgVjyxYDge8D3rghHmN8rVnAewtmQrQlXBEzaCmCMI9lxlj9d6LxyRJBBtZZY/R44OO/PqN/aYRq5zZhu2E49EQPue+PjZnS7K6zrSuv2NSHqh/vW+rGyCzgLkp9QWIegcBJ4iAzwveXax779iSlO9PWJELgEMOgLSBxw/nI4n0lWBp0vaMPjCUigCEEqRHCHmiK+v3U3QgoDuWR0oDAIdnJAxHECKVOjiWGnnEycCvlNcKJgRlXvypeQJTb0zSvbFo1tS4wdllRzBNmVEr9+rsKOGOckEBNhDUsiF26Fus7z9sSCNlBa2JMAPOPax3k4SAXJ9kg43W2SgkY+iohTnBK4U4mD3KwrDj74EdC38OkGuoJifHKsbFOJwwC/CCQmF1Vh+1qeEhe+PdwuiBatQwbrusVaE4IbrPd93/e1f/yP/7H9nb/zd46+j+/hZ1hve9vb7Nlnn7X39BVVEKp3zIlzhpyEKwkWcbxrmBl8RyjToW9PUXrOKEqumNKwniBgPJCC8SiNFehlDyv3tzR550VVkjt2lACLMLuXttPlLBQAZLnBmJiQEHaoVWX7NkbFi8UkwM2IUrVLe+XQTdAIJX5nLD2JwE0a0DHeky6DuPlLzQ9O9ORWkDqBXrVgZ9zEqa1fwV+hsLEe5MngXhC0fca2DpXtXRHwMpQB8b3UKnBy38m8OjacY36U7Y9KdFkI/NGbj6+RCKTpgBPBoPzXr0sIIoGIejedUj5U3W5gQFVkCYEjCZZtR7QPEOg3Y8gxF0ncEUkDjm0/U73fXQK1Ggr41tYWNbUI8Fg8EzK+gk9X0HvBpwx88jIRJYP0l/Y/O3bHfgt6HT0heO2ZjehUMRBnRFicAx/NleFUNlGQtVqW8VF35HR9CSwlBEII2DYA6XbAuKsmQLAtSIRiouKM21NQkpoJQZzQda3rBmtNCG6wwA/4E3/iT1Br4Pf+3t/L7/3UT/2U/Y//8T+SINFP/uRP2qd92qfZ07B0AzuuHFMVleSHvYf/GJ6dya7hlumv4/tBahg8AJAV8bteAucKgqFOl9yOPJfgv5BTwDq2K/U8lNbBiAmVXO8JQSjxZZAtAgiIggw+ZKgLZaBjYXwmBWyo7mP1NLL6xjZsppHjhnTWcxb+TOQh2zwPIhAGQoVKVT1ME3i1XLtiId302I+Gm6DMbfbeijmd/39seMIPKQJ7CtpHipE5DH+sDxCBnMfixGPglKB3uiIZWIiMCxku0AIkA/FIngDRtHffAbQT0C5ii4H8hkW3P5IXqkq6D2VcgY3Br6AiigD/BCQ48YgJB+5bjDpmvIJIBHBcw/wpph5OWzE5fwLKiZEQIBEmJQZW3tQ58F+ArkOIIGZ/JdqURXFSLp9Ao1xwK6YeHP2K34aaJvku/BuRnDSuSY67ItlCckptgirxL8BnwTFY17puutaE4Abrkz7pkxj8wRf4+Z//eX7v4z/+4ylv/Ft/62/lvz/3cz/XnoZ11IP274UYCwNVuN95tUszI48qnNRwdRX6DeD7MALCcz/qtfAdcKYc+QcUOHLWWwRBubvqGTC7V0W4A4M0SLi9qwi1X0F5D5U2FPZwk6T0rs/Ne1WGypUVLNz92C5AG0NmTbJVdlJeOWjqodIIJN5f43PQZGisLionry0VpxAVb2FAPhchrJxY9TeukojqD0vudggySgjoHTAiMQA0jeQgoOrlvbldHtiDVJjQlOzn+XlzYMYTCO/7F2ZXhdkZfBWOzqs+h3HuJLbwY7LPyol0ahPMtq1GHd9qsk0ls6eok9FKQaDDv3E8QNkD3E8xIlhgeHWLql8mTSDM6ZPl5Gi2LWomBGdVaXcaKRWe1xIn2sFo0221RSlU0hXJAKpqwv0kBoowmxsq6ZNc0jpDTYD88FKl54LQobafbTsWdunik9AEIOriJk/L304kS0h+JnlGVCLKNg2ItSLMxigkhbeypAxtLiknlnZA6wtJ41CRZ4JjiPFKGpBhNBJDruG6ua513WCtCcEN1/u///s/1jJ4Gpcq5rACOh5fy7++9he9POWonY8sxl2WcYXSdYAL5EGg50XKjjLIYfGeoQ/ykVcgJBTvrQE9FFCRDCDQjl5lJ3Kbf00om5UfKnm1GaRJsNxQ2aYAUx2kR8rHyvwHC88N9QqcCOZJgeBqIScy8ZHRDdoMOIqhtWCJxa5tJUmTbQYfeUu2wIsa3umoIVbkWbmSYVT8gQoE8z1khAM1wOQI/n0MlysRU/d/YePnHxx978egbz/GEQTZzw90wA2GQCwMnYkgIkYAj/dQmyGuO9crSO2e0kmeapcsBMZTkSPnaTiKFccyKv3HE4KMP+K7eooQMHHxhIAeEY4wYNv4+46U5cBY0mjIvSmQtPh0DZCBo9FaTwhiwQipZEKgrYLfA17AY+dqi7jG2T7CiPAJcXJd63qxtSYEN1z/6T/9JyIEv/RLv2Tf+Z3fSZnif/bP/hkThadFpdC8AiVpiyNliyRtQLThkoebGm9sGDlsSyvw4m1tBX8Bs1TOdvIIA4lflV2Y21JjFgRDSsoCPQDhEP3ZHogB5/uUSACJIJFLScHQVfSTR4sAXIFHaBUQIVD1HkGWPWwPXlv0nicIIkmOGPtBF0b/A8F+MMi5nTIqOxAB6yGIhjDLEdKACg3C/Ag2VyZOQT6+htEwBAEkB1ADzEl2SAI0+lfygW29QoIzSWkv4OlQQ4xRQZ2X5RzF9EAiEfq/cwi9dQIb+tARpK6Kwu5g0uOkVy5mvgIfEqhTHkE+Mlfk0wXRKsC4KJACIARZfxyyuoDA0QjYTAijgPwlVYw2TrQ/wCHAoaaRTxbgNINf0aPgrC5sV6tlcFaBuxDX5TH0DrQpBJFoupkcFheXxaj+88QgDJfwPyUBsNKebPBWEyr2ai7tapop443kJRKz4Gho9FJIyaYabFuPtm0H2256oU4YvcU5aqHy6e6dGMv1EV9SD4iYYRLHbPQJmuFQ2tDJtAlcGVwv+66mTsJeFqTrWteN1poQ3GD963/9r+3TP/3T7U//6T9tP/MzP2OHA6xFzV544QX76q/+avv+7/9+e1qWgshSiQV5K68CWXnTZyAjD1aLxwASAn5tR1guZwfnXk50+DdpWLwxa+CNt3YEEAR/DwzkKbA14fPrjgwAzkdCAFU5JASHCQlBsSQEqQJVqR1VMRThoGi3gQUtnAqBBGSExjBhIrEQydE4UPMfnwtUgyx0Z3/T+MeRgnh/BlduesmxxQio7JoguYH0LhIAtjc0uaE5ev1cFepxTzsF58z9MFcM5By8EwhDJIjcAVuelTyAhLYkBGGIRIjeCZfJ7dH/c+Sp4ByCkASmxYTL76oVQ4aJDIYC2fG2BJKsCaJPCIiufyC0QEnaon64IBVhgywS4cIfwD6RyOiog50cqwCdYkQwkgEhBEp8QskRSUAoQWJiBChVD18FIAI2Wa9mim3m2gYqIIILIAGj9DeTmRSFQBOSJT6gvAkb73qyppWWRrWBYReSAteoYK/BeR0+w0iJD88Qh7qwqUGCADtvEVYbbBs8Dbwdta513WStCcEN1ld+5Vdy7PAzPuMz7Nu//dvT9z/yIz+SP3uaFm5sqKRxn4IokRzY9IDffJIXbmYrUelshA4Um9ps2zCLKLatWYMSyKMXy1FICBIq0C10HJUMQIYYBLxwR2T8Fq+A+gJ8VhUtfyAlBGOy612SAARptg/8Zg2YV45zCHwKNUH6Q0LBuflxppGM3JUzu2W8iix4Qbit1JFIRERrAmOIqPhxAxebPYyRnHiJ/nXWX1FvepFDjnE2SO8qaKltkOsEnPI18/H2HCVQkuZJnJP9JBykCjoSIwRYVLBpegGjoOKupbE77EDA7jTXDfg7cTI8KchaByLPIVD6lAEzDSVVWJRKdq1+KRsqkIfI0gKza9Y+rkNqQwTh8KhVoFaI8tCQdD7WMHiSbsGpzgGRAAZ/IAM4NpBQHm0sRhouQSYY70yyIp81IUMtC0/MlDj7+CXRksk2zWhtM1i7Ga05G+naWZ0BFSis3JZWetZNdC1jjTIPDpSACQHMumabutnKHr+PhEAJBBQYkYSta103XWtCcIP1P//n/7Q/8Af+wGPfv3//vj3//PP2NC20/89qjvyTgIb71q6abYfZetj/1gNvdvVmsno7W7UrrNjVtP4tzlq1CnYbTwgyfwPY/kKhzR0A5yHGFIskP5yr6EQygPFCThTMCL5F4g0EZ0CCSZrdJ0KQJQR5da6ePEbWQOabbQsLYxrfzDaNg9+UvaeLTee8v9oIngtYXY5WHGbaH9fO+sZSq0JJQQC45Cpkn43bdvAFiBAQ2kZisFSzgQxcB9eHxEPO+o8gvVgQq2qmFTHQD6IGqt5FeIMPAKpf92cojqV+ERyx1aqw1TMPsmKiiORJQlIuFIOewlKeHMRC0oBAitYCx+u8sqecsS6BJTlgcyHQnSwR8NfGuCNRK5L2QvrXk5cXaaeTD+Pcj2CO4L9IBtDCGObR9jOaBJMdrLOhGKiWCLslMBs6Ij4QAxLhMey7cTkv1sX6G9nUaBMMtm16a89H29yBTbdZdRdGV/73gp5HoGpJx9lVPv0xwxwL1+B+tBnttQ7ogiTDMbo79BDAWjkE67r5WhOCG6zXvva19gu/8AtpoiDWj/7oj9pv+22/zZ6mxb66V5u8AbvojB7zcuP3HihvauHbSu9Wt/3FI/xmObgdyjhKCNiDPSrXokz1hMCRAXIIXNqVOgGZ1v+RWVEeSaMH7rNv+pGaErKlVZAKIZq075EUkBjp0st4L+wOqrRxtnoU0ZDEt2FpoUTt+fg4W5gTBUKg4K/kYIG1cyOgQAJcCDqpJUarIMRvjs5bRtATGhDKgjFlsPAZ4lBR6VAGflnSIC7EY4lJTDVk0w3pYMeooU8YBN+ASpQZuW5pOS2oRmgV5P+2I+KhdAwSofV0v9N2RrDPkiW/LEjERMfHWxVpP139DwqYx34KS8KwHK35el5F1rrh5c/JgvgbQUIJjg24Ao4G1I6oUTEKUE51IhAR5JGJNsfk2CRjCf3dMZnDe79UFrSudZ2sNSG4wfrzf/7P21/9q3/V/sk/+ScMVG9605uoUPj5n//59qVf+qX2NC1UYnea2aCQfreG2Mxsd5vRzuHq1/Z2tu2s2U5Wn81WnhVWAk7YtWoXoFVQ12YbbxnECio2eAQ1SIXucJNr63rjd4IMMgqjrqAUMQhV/aGyjo53UEoUmTDsaSOgHsHrJ0FDQVlGRtQL8Ko42g7hV09UADdwuBWiX0IOg0dzCBk1UGSEFkLHMTBsB/vu4ACAYAgyoevhJyvc7GuNE5pzCPS1EAL1t6NVkE8UBJQeXzNJcdvdU0W8XFZYjoKCsSPYilA5cd4/UhiIAKGZImRAwZcMexdHiuPJ6Qu2DpxDkgf/SFacf0EGvXMMsBpT1YwxxO0goh5QFagc4nNRLOscCQlagu0yWRCB/JqcQK0etzuOCQskAG2QMmslXCFohH2reP5V5+s4gOsadlGe3OF/bGP5lEwK/uI2BMcmRwd2zWCbdrTN2WCb7Wj1vcLqe5iPrKy81zIhsF0j4i3Gc/PWGv8OcCHoMR96K/B16gdNOu9IRPE6JAWrUuG6brHWhOAG64u+6Is47vOH/tAfssvLS7YPYGSEhOCv/JW/Yk8dhwA3Ou8/y31NKnTojwZBSizphX2oUUOveogCZBrrIbifHnnJmY0mBkLg/AF6EpA/AAlh5xDg60zv3wfdTkboj0e50kck2WElAWLw5/T9aBsAyvXi11GEslHEhuBQUzv8TTgeUwUJjFhaBJl9MQcsUstgGX/T1z7Oxn8HO/+0H67+fy6Ne+1KQVNHJJCB4BBEQGOoC5dJN2qioiANrx1V4Qigb0/GWch78UfB+YjbEMRDcS6AFMgbQq2FgPpx6WA8M4K4kILs/ROvwFn4T97tk9G/WSJHORrgMAv1pkASBSqASQeQ9uAX4GgBzltStDzeNf/aE6iM2LkILGm0kA+iA7MjA4LbiApAuRPJgCcEiWsTCzKLcbDp7KlEANbP9Fl2v2pOKBAheOJhWde6HltrQnCDhRsA3A7/xt/4G2wdPHr0yD7gAz7A7ty5Y0/bwk3tDkhRhZABVJR3mt7OGo1PNah6tmbVprSSbOlKVU+0CHLP3TToTTZgqnxY/fBZMGiqwn3cCmOG5A3Al6DHmGFtXSGNAYi0YPQPY3vBH1D7IHrPYq9bFiDUs/ZAlCrm5ZmVLbgDQG+D6AWEwCOgUNnRilZeApu+t6qr7GqAalKI4LiwvacjeVtAQjfiC8Q43AGJAKRxnfWOxGAZMVTlzLE8twx2D5zHoPxABYLlrv0LdCGr5K8510sLQUmBPhNJgirmZaLPk4UgA2bvkZKU7KGoK2IhZZZdnIcjoMPAFpAmLKAKCbREFXdKIvxywPYhhtYnpkhHeaQTOsMwSKqFxWJeBZ8BH2+UtkCIFem5rUrbDCCKKvEAekHZ7rkGtdD6GWbDhW1miShvQbatJBmMbUPSfHRtueaA0CY8e8KcGJFZSy25eJ3IRSYHrRN3q2zkgxLfq6/Rum651oTgFqttWyYCT/Mid6CebVNMdqcemBCct4OdNb3tNgMTgmpbiESICYMmu8ldU/UTAsWDJfC4JAYJGg21wjlzULTFqAhOgn1lB5IBS7saa47saWxPBMKjeyYDVyQHCoQIcpEUpPFJl5HlmCFv4iIS8oFqDjh2NIYDKoYpE8SU9pP11WzbK7ouceSxHuTqF7uubRNxMFoFTAgohwv7WjHcD2iTxPhbLjQUe4OoTDOjEG86Pl/B9Oc+iXy+JDq+//5Wj63Ub88CvQQhhR5EayE8EyLJOPJD8FaDRgwXN0inFiRJaPAucFq2YMXPYPCb7euKFsyYuNDlo+pbgpb6zGPfgmuQn4xAiv/ghsfzCdpKTkuJ6Y9ICNxkqRmkmIjzQCdBIAdo75BsOHLskPoJc02lSuSJm6pkMgC745guWJICIQRlSjCFOCkZ8MQgoWgZMSMnwOTKVLmud37SkEB50rOudd10rQnBE9Yb3vCGG7/2u7/7u+1pWQiUEJjZFpgoEEKA8ammlUthCffCNtoFPvieUAFXIMSIYfKk9a8xZUAz+VHogAsVMdicuOws1abGDWm7DADbZ/XJH8gsgtkC8F/Px+LCCU/M9OMZcQbNSAp4g1UJvugquNpiCCxtAKOPVvQYGxv4+5grx4RCO0JSF+Y0EiWSZ1IoIS5VaWjpk0AYyEDMwWcJQVTktIxyF8YleC+VsrwE3GgomPcZAiJDJD+sJ+2MjL+Zgmp+/FLTPAtHiYuQ6xzyHLikNT0e/LhmWIa4pEAiQMgcOeaJ0Vb03MsCokPQ8A+Hw7Dg1tfUVsiUCVNSkrUHYlN5vJ1kJ6vghW4YexLHAB0gbDenNBjYl9FQHIEGIkbp35jakKkSkQFyB4SmLFbTufZCIUIsHm4RDiEsXvvePgOR0eGTZacJN0024+8HfyMU8IJ2h/5eZj50MUnA6MRLZF3reom1JgRPWBgpjIU/0u/5nu/h937P7/k9/N5P//RPc+TwNonDe8KC8MkrNp1ty9HubjpWdufnB9sAHbhj1tyTMmHJUUOUSRqf4t051AgR/KMHGohA1/vNLZQKdYMTWrBApCFEBGU4KLMBIdgPte1L6NxLkRCGQIDoQ23PMlgc4ZtKhBgF8wDGCQmv3lChggmOpKdOs/OZ/gAqOvR5ORZWiiyJG3hbSW2x6a0A23s/29m+t6YYmKyA7IhtaEZYL6viI3/ARYfwq/tBSnlACIQMAKqekjBO2Oo2zksIUqIU8dQTbz04boFQsEqdbVcr0dmS6xH9+VwUKVAUJVcxdhiJQR5TRBy8xsI3/czf2ycrmLBRormyshfywlaBW0zrdUIIONI6CXViFe3qjWUBouhsF3VhF0MINWnfKW/l0y4SXoqWCBCRRUJZdBCgGt6xSITHjFTprxdKoPe/HGQwhbbFg0ZOkw/7mggOxItwriho1co/oeZzeClInyOQJxJMkRiB9wI1S1xTV+DbQI1TI5lMMrejzTSbcOtKLCBmzB6XvwmMGvIZfy8g20K5cI92G362+H2sa103XWtC8IT1T//pP01ff+EXfqF96qd+KsWJKsDf+LscR/tLf+kv2b179+xpWrhpQXq1LV2ACAG0mSi3ClU1wukhZZjQgROEgF/7zQ199ripBTIQN73cVeZkReUagStg34VQuIAQ2m5V1bmQTgSP6O/qxi3DoQSpX0dbP1L9gXBMYTOQAnxGAy4BpH4RHHBjVrDTuFkQ9DKZnKwNnDiTRAXmI5W8pK1/whMIdCAnsCUup5vohBVxoAPLKOTyJnmLOo5lVMv60TFKII2o4xMTioc5TK33E0oAIx6cKQRFJFjyfYj3VAKBRADnVWZISsa2o5j+SPjGSpa/8enBA1nUMpeR/Rit9MOk7clIiZEELKjJImQUJFXu1yhCIz4ftsy0/3bLZohSYQVKgaRROgjH7pLx+YmwCkKsW3QjUeL+QHyCspIK9ESjQrPBk2I5gKrHRGRAWtYJHWAyEIJdkS2ua103XGtCcIOFcUNoDkQygIWvP+/zPs9+/+///fa1X/u19rQstAdece+Samvbs4Fs6fbuTN5AeY7RKfkVFOcYLawkrJKrEbKBjhueIwAHJQQSJnKfggwREIVfhkhQYUM1RYXBmMLyBEBWtiLvoZrD6F4ETpLPPEgQyvegeFaP+nf4LwA1oHiO3AwRyCGik+LbErGTGICmJ7BtuDakp8AieD9ae+itakY7s57ui3Vf2eVYsarF9kHwhuKM7lCoNkjGGWBgEkIQKx9tC8nebS2xKASiu42mP84hFgU53Gw/MQkSXgBRNSPI6TM1Dhk2y9H/TxbLWQWtILxwBVKilfEyRO7TKCfRbR/fA+8AXzBBQeTyoC9HSVXUzTxaPVRMOCE0hXPSjUJ/8JDHg+SBI3mRX4ASPbxHbpiUqJxHDpBLErApRyWETm7MDxA+F8cEz0AGgFg86OEqiO9jO3Sceih1NWbNZpGGhqdCjHVi0ZNiEEJUXbTWd6O1/WQNUQKzejeIV9AOarnh/5ExRWSPLI3jhUINlAjo2px6twHHWK5rdKxrXTdda0JwgzUMA+2Pf+fv/J1H38f3MI74NC3cOO9sOvbHobKG8bv6TmElFQlLK89xZwOzqlaQZOXsvxxVfzeoD4rH3hOBkC4+XWnAW5GQsD2N5rOXZDP9QSSM3i6W2PfeO3aImJWztwpQjeLrstDoJIOFs8FjDC9ty2M0/mNGuKycB0bE+rxn8rK50vw5oeWDNPuFRmSOfsf3ep+uXBACvWYhyCU9AZ91l5lPwNRIECY7BzJRTnZWKSEIbsTSDpBrHqthf+c8uTqeVgiZ52U8MRczyivufHIB/6WiIW2nUX27w6O3FYjEwATL/x0tcyAFQFWQEIDE11c6ZhxFpPfBMRoU1T0+E0FYXgrHCQzPf0pshAjheQeky5OBth6P/BbolongP4owiISgLdUyQFJ3ycRktqu6sK4yO29CHVLJTbRYsHBM+wlbVVhzqGwewCMYaNhF46yDvAzKJnxAvE0VMEhc7H4thkImEQFScfB+DsShA+e22+ta103XmhDcYP3ZP/tn7XM+53PsF3/xF+3DP/zD+b2f+ImfoB0yfvY0Ldys2mdmq1uz6hwIQGHlnYp8AUwWGJABVMwbaLEGUxo3pqz3iYAJqdU+Swj4s0UJMAVbn/vHbbVoJrYlcEuk2yBaFb0TACMoeeA6rYuUCCiIBoGQFbOTJJEQIGggMDBQJRMjedADJ4ZePANLN1lxELt8hudC2lZEaLg6NlaUpRVnqIvNmr3Z9rK3+TDbWQcBntmuQtgH44aVRtow6haaCZg+YFJAtcDFohnQNVjvFQhs7FUXrESBCLTVbHdrOOnNnAABMoB9hZx0jFNSKjgTXSJfwINGMOyVECwIgUSE3DLaRaTSOGO0QDjOubQiIn4Rsk+xzPfJk7W4+XDffJpDBlJAzaW6B4EdigghMSC3ADwLJSZMXnwf4vhwaoRtn8c1FgLliCQmEiSIItG+GscO1Tl+F3190lxGHqvNUFp9GPl5TdfYYdAkCxAL7M8LTWkXVWH3fafETQmtB++QYToB0y9022ysok9GZc0wyu0Q1xXOEwWFNNnCaQSOEXrTJiYpYkqHnTidQyJMICrimnU57xUhWNdt1poQ3GB93dd9HeWLv/7rv95+9Vd/ld97r/d6L+oS/PW//tftXWX9g3/wD9i+ePOb32wf/MEfbH/v7/29lMDAj+GzP/uz7X//7/9tf/Ev/kX7ki/5kpf1GXBi270GnIHSijuN5vKRBMC8CC6GUCMso6HqrQLRs4kIEOa8QnAcpL9+qVn9hA4ENZ6Sx+nOKhlk/BO/jz7tRqZHTVe7c1y5uPblPXqvDoNoxqkIbxGAC8F/I3ByDj6Md/AcUVKaBwyWV4jU6D8gMek1Ooekhqw29pFo8sCEph2tBOlrK0fE4tBZvR/tcKjtUAJ6xnuWFC7CCBvgZzzC7AAQfggRLeOGmsff1noGGLOroRhp9kw7sSJ9BTTyoQ3R9nbe9CJKtkpCYrHiHaDbUHrLwFUXI2i5FHSgFVJC9B47g6+OUSRiOJ659PDR/EA28hlkRU4beGKS9CEQAOH0By5K5e/hBFKcH/TcNzh2h4HGU5sOnguL1kRsfz49IufFYxRDnAtHiUBkBELQ9nQdhNHQZgvYHp4ASk5iqg/XwHBVkRC4v2qs70UUvewa7tdm09iv17W9eouRSd8ez4X0Z6DpF/wMR3s/1kpSmahFm0qJDK5FaRZIBlsETCe3erIa3JHYcR0vtQiYeOFrCCo5x2Fd67rJWhOCG6yyLO0LvuAL+Hjw4AG/965GJvyO7/gOchpAfPyIj/gI+4Zv+Ab7uI/7OCYCr371q+0v/+W/bH/mz/wZJghICD7mYz6G/IdbL8D2W1TrcDB00SG0B0JdDcpqcrA5RgaSzK8To0KcH/3PDIZHJZQo7Ll6IdXXZrKv4YIIpAJe8aimxFBXr19QvAJYBKK8kl108rO2QIjFZNAyw4bLGVMFzmYbsc3YHDC4D8CpJyu6SeOGnFNzJrjj50Q2IDrTFEykMGLfNiNv3JsaFsuQ6dWcOxYg/wjE8HbCSGH8W5VuyOEKMqfNrzvpgTeAwAyJXJI+62PS5xGJkJUvwtFCnFz2O29ZLAh13tZYmgG5kdEi6rQQFKVoGIHxKIgl5MCDWzxCBIoaC7pmqHyJZGiYbKRPhEiH4Ns5k+NIgAgBNiUBGfch5xEg4aMmgAdbXgtISigWBCTM4frYf34tZ8tpVkVvPcYYNUmxqUurq5KjkkqyjsddlxFTl6vmpVRY5ZMjQjzAs4AglciVIKEisBPN8GdwWqg9kZ+zmAZJCYHOL9GlJ8pWrmtdj681IbjleldLBGL93b/7d+m5EC0MJAb/9t/+WxIiIb38jne8wz7swz7MPuiDPsje+73f+2W7NHKk8JVnVoIsGO0BuBciGQBc3qJUzhbGCaP6B08AqAAEe64GQvAzsPNspp2O97jZOr5P0h7t+lg6WYkgu5mtPvRWViPH1IYD3OcUEKGeWGDETd7EqbomWY193TEhA4SKgRbUmn9XEhB6SegNQ9je97ucWVkjeLRgdB9GK3ezNXYp1cJhsuJsXNoGVNlpmBRUHVydRyuuZrvXHazf94YuBPgL50NlpbWsyusCwko8NHZB+Vy0EeS+GHK5SAB24CeUQAVmO6uwz5M91w7cr2d3e+pDnG172217Hsu6lehPEBeHTn18OkIOOk6Hwj0CEidD+VrM4keSgMCEY6F8TdUtPjdIeXjEUgsCwXEZaxRPIJvkiIQsYHIa/fC3JbTEEwgCKoKv1AxhIIWF4AeNh3BjXPQQFpvlPCngeQzEwCtwPGNkFklHs5usPpebZXXmqFS0vGBcBVBonK3F+evho9Fbf+WjlcXOLjZmr75zZV0fvhqVtwkqA9dvdJRApFElBtwmT1SCb4DpChETl2OLZ05D+DEO/kUC4UJUaVTTTC0n2YCva103XWtC8IT1oR/6ofZDP/RD9uyzz97o9a9//etZpb/uda+z/7dX13XURfibf/NvHqEaH/uxH0sTJqyv+Iqv4L+vrq7sj/7RP0r04GUtBGng1EQIwCgEQgB6tScEYVoUc2uY2YrSMo1MhZiKjIri5o+lsfQQvslt4txYZkKpBsgeQRajfQ75c9bdPed9koCcKn/rRXToWEZWKIECg6rhBX4Ot0NWnqzoZpvQv69nG0k6m2y6GqzETXeLjfFpA2fGESGY4VwHsaLCqmkmLF1OE/v6Q1Xx/TENUI0leQVx6NDHD1Mm7oOX1zTL8dE2quLhowMZcAMdJAQhFhUwPEYfUEGGcMHYwchXgTEIfbESdzL5OSzctMc4lRn68lhCoFh+5A2xBLIcnfDeeMYhSBK8CHhAhnDpwSPCB32aCmZRGiosiO0vo5GBFmnf9LUur2U6JU8IiBAAcQiEALwYTA2gHRbMT5z/hmMfqtJ7dIgmg7oE2hnbubemainhjU0coCOBqt7JlPK8CMKm6yhkOg/R6sBHUSERCSiuK0wk4LjgT4dJl8QXEhKSEgKfuKH+hutJXKNcua51vdhaE4InrJ/92Z+1//pf/6s999xzN3794XCwd8b69V//deoivOY1rzn6Pv6NSQisT/iET7Bf+7VfY8vjVa961cv/MFSSdbVMEITueq69Hg3gUCKEAlsQCfEA0/4AciGIev62QAXwqxR6cUvbUAT08cXZP4PkQgiw1IU1o9mu6+1shLrdZM9sDlaVtTV97cZBqqzxMyQCqL4oOuQMfAaCJPE6s+dKNvggx0TcYDF2xht2XzOQ7abBtuAuXM12PkOhEYSwzqq7gwSKQDWPUjvu9hQzmq0+H63EBMDYCwruGiYuIJuVRcNxuh308yttOxADuRzquFBgCIe+MDuvJ04V7KqJTHnsF1oS6IfXzVJ1YxKEp4Usf2gkCIbH26JfjcDVjM7yD5vhk8EKOh1mygOp/x2mVlSsFBcj1xUYSHILHYLwI9BnhREWHnDlS4lA+uBoJ2UqSDE+6lLHeLmSM0cBCNAsFXRMCxy3KzwxcSIjCKpMBnCcIglIz7je/fNpaKV2FdUFu9nKLRw4zdp+tnoz2dn9nlyRYaiICAFVUmInw6RoJSAhiAkJTmGQ8+B+Ce6QiAevkRmJAKYt4Gao48lz4Yn2knApESBfAeTFQqZf61rXTdeaELzIgrthyJu+1Hoxt7V3lQWHxpskA0gagiuB9fDhw+WHjIyeDCQzFjRds4kC3aUcd3bxISQFnScFB0Duk029LIzxphy7csc5fc6CDNACFoRFWrpiXGuyEmS+Fty9wcqut30PKsNo97cH1xrQ3DeCOu/l3i9GBQ1EgRC3cw8iQIWsLNoFgHkBp3cTTIrAn192f9cNDMBkpHd7a5CV9AcGgGJXWTmgleLudeASMCOBPoEg6bmZ7WyQimF7GKmeh4QAleXVWNnFUFlL5UW0DySEE/IHiFFABbAvGCuEIiGmCbbVkHgD2B4GWVS7oHTg2GIbUOVS3MayhADmURq7S1VqPuWWixRl10hA3Bzf5NgmjuvApCDcDLEIYTtKwGmNjKeB7ay5reINIAs5EjXyDyW5MPtcBslqssmDPnZPRFBParDvmSnVdStxGoosIaCvQPgLiNxKLw4SZBe9iGIT0zKTlW5Esdnr+jq717N7Bt0JoAkaWVRiSblkB8pAKu0YwCV/nBMfxwrS29KggNsi9rMF2kCTqQXBIj/ACYuhx0HuABOOkPN+178vretdZ60JwRPWL//yL9/6d97nfd7H3hnrla98JYWS3vKWtxx9H//GdMRt1yd90ifZf/yP//Gx73/f932fHV543t5kG1dRc8m6Ek3yU4m6cDGElGoNvNOswzOpZjZvkaGYzWd6eYKNcRNGGwH9+19XksGbcx6h8Pv9Ru8FOPm5iTfYtxetXfwuSBrrBhwwKt/ff1nkt61Dyt5b9yAV7OzwSJAXgp7TR/PG3SbNfE4nIGYAtcD7HMyKd3gSIKm8RVwAwRiwc2U2NWbzc+qDD4NXdX4zZ0/aRYr4vOw2uRLIofD+ly5hjCDRlI0HyjM3Y9LYGgMZ43DWEjgvbL6vQILPJiIylnZxr7Rf/r3YjhgPdFJlppXwiJ+Jtgt4DJW3aTap4l4qch+Jy6r7U4Ibt9OnOgIdYLIQ0Tp+b+f8B586SMEw7VDWYoi2QPAGrouHR5yVRUwzzf3juUepjn5cZjCUoxf5NV6Y7dvCHlllb33FxuZntK0jziuSUr8elQiIQxBJnhCD46mBQ1JZLEkspBw0jrVfv0GATcc5mUwFedERGWz+/MDe9n/+n9cchHWt6/G1JgRPWL/lt/wWe3dyYQRhEJyHT/mUT+H3IJiEf2O64Lbr3/ybf/MYQgCXx0/+5E+2n/v/fqe9vnuTlajcoeOPqEPvdhcgwr/DrAgB++JgdnmweT/adLlnm6B/YbbxCpWq5FsJ84L4BtDhXmHVPcDrtZWv2LFhXpxvzTDOGAuB4aLnZ8wPDjY9v7d37Ev7sf09++gHb7OrR7UdLmtWZ/uuPgoehLZrmObMrFAX7oCquatDy+fnD61dYaxshDJd7eN4gs7h50CCYmX2LDgM1WTPnR/szqa3zW60O/c7wsr1HTggRusjxGSktzAeZpsOIPgV1j2qGDwuLlsS0i77xh51DQPzo0HqeOg9UzLXRW/wfI42Qal2ASyosW/nW/hLjOQPQDyKI3QN5tv9AKAd3kNLHyNppV1ctDb0lb1w2NiPfcAd+x0/M9g7/LP37sQoy2iNboK0CYLm3aa3Z1pUw6Pd2+2JTLS70ZqNEqSozBnAXUQHvXZFLk/S0M5wVCDm/iOwS2zHiXK9UAYcI75HtgL2F+TvCIEL+yzJUKYt5cI96XuRCJQLd4CoytbNq9CuwviHpBAXzYngxfj0zFuuCvu5w84+qnmHTVcjSYeHd2DbC3vhha1dXbb2sG/s7fsN1TTf0cGiW+JGUNZMOU0BhUO1DNAKuu8W4zjWIBaCe7JtoJXgo4g+xhnaEiQyotWE68Yq+7WPfa39/k/8xFvfA9b1dK41IXgPWRg5/MzP/EyaL2G0EGOHFxcXL0s4CZMU+TRFnhykNgBuhHjmDT3Ye2noWi0CsqcGMvLBHZiguY7JAuQKYI3TpEjMc0KbEZwz0ZW0okojKgGpVyQeMk8qAcePhZW9EoumAb9AQR8mSFIazghniUSXfYa/hjfWkEOmjC+MkkQGw42bKsslbHlRvcsgqR9F5oOIDrabmkwcWxMJjT189p+XmXEEIQRBtNzRS6fxUS1pZ9zY+wrVNwKyiHEl+u8cPRNBMh+fPHYXzPYDxwSnBSjLtKAw8ZpUQHtlnuIxj4/D2BkLniiAQ9t6SN2xzAh5DOxHCYHvc15gew/iCBWIUx4kxkgWXWQnoQPeOI/tobKfTylwPBHHNY59lhCkJIAR1L9I30slvzbU2xTcrmh9+QYGv2XRbcaxRTKBSRO1GNAawmtraBmgNVJPNqCVA9lqtKpmtBfUQohjkqc5p02OmKEIXYWw5Q6kwH0v5SRJMq2uEzomrh2Ddd1irQnBe8j6tE/7NJIGv+zLvozCRB/yIR9iP/ADP/AY0fA3upAETM8fvEfe88aIWfsjVxsmBJommC5GMvExt98/wO8X1l2WNnaa1ca9kwVXOTB4gb1NC1dOIOAG766ITD7INHQhINc7wGumkVV4MRZWP1dRqa+se1aWCFQILuxlB3nL++VpxI7z2yWhXYz59a5A94j69aU934MpDuc7Qb2Cc2Vz+7CpWc09Ggu707R2fhjs2b5hX/3ORW9tM1FEKSpnafbnugtGUiIC2HYalBz4nDllewuxzWnp7OTGCN6htMgg4KNsB+jtY0QOwQc9bgSg7lR9UQGWo5VewUcuF14PCJLo8kRvO0ygkPgAIQAqgUoVnAGgIuQDnM1WoxWE3/OpkORQCXY+EsKQ3PVznxIx9EGQiCERyNws2b4hsrBoH3CfHN0BkY8cACRhW7VooGaZ9IIjA3N8forri3oYkYQsao1UIgf1A19AQRLjor0SUAT+dJ1nHBdnwJpNtZXnWybAxQ6ZYG9VN9tZMTDZg7MhzxFGJWeMTOK4kkq4TJNA08rPQXpQTVPI1qaBgNKg6QjqM3jyhKQV18tBOgYc8Jmr5KOwrnXdZK0JwXvQQnvg5bQIbrUg4fuoV+VFKFVWbwzcvogMwIoVo1eXEx+AToeHgnz7Q0mYOhZvbnBJRLBCsAjqNV0PIQ+MoI+SLSbi3V4O9+FNbfPYSKzoEgJAJX0Rymm0oUNioRsmeuVICiKY5pVT9O3x8wUVqGw/VnY1wnJXtreP0O6ISptERVjjagSwn0u76Ge709c2kxQIzQUI1oy23fZmZz4CuAnxnaiQncyGHKcF2dENa7DNpfr7GFuD/W8YE8Xmo0UQNAX2jWkiVFkBfwKQFJ0wCTGfgJhTj9/n+FVxL5VqBH8Q2UiuD7TcxzYlgiSlR0o+o/JtRyIz1RZQuys14nw6RC+vCo3N0YAHvXk889z611SDLGzopAaI7cekR9pO99EQwrOIGFHCGqqVbWHVmQ4GvsY2CIlwtUSOvGo6Ys5aB+RaugoTkRtoPsh7S3oLLi8twwQ3kEBLIhyV0FJApY8+w0HaHEULoSpeeFYeJtvuR5EDwdXY12w5XWJSxycPMCVBsaKEYoUMR6g/aoqDDyeN6m9GiRtbK0CPaHKEKRKfNnAxo3Wt66ZrTQjWdavFXvCVbo6onFRy+501oGjc/CjiYjbuSz36wrp9pYQAwi3DEpwZKPFeeNthpiKdVAwdFQg7ZKzwh0/etC4EhJsj+QxoIUw2bySow74ybrgkW+EzFnJiiLmoUhbxKypxSQlbemDz4DXQkxSp1XvA4LAFRuxquQdWBYxwoLTX2naY7AwSu/g+jIdct16jdgtjMLTosVR8inwZ7P+QZYhd50QAIWOv+vWbPGQRaAoy2wVRc8xvkiJftEzSOGAWM0JTgKfRpz5imkBjmxB2mmwDdGAjngISgQqCQlCw3MraWNkEtCLcwRKf6ZU6krdoD5BHwoStYuAHhwJfY+QSz0mB0Eckub/OPcCoItsDONcbfDZPhNAJIEYB9/PS0TVKleaM6Mk2BJODkI32pMIVqZHDUEqD1hyyJ6YqZbxHnDCMBbqHx1yLU4PEDDLX1QFIGvges531Pa/1O5Oq99kwHhvGRz7dmFQfFz+GIyEnl3kuIyGAthRGSTGhiySE1zL+UF2Ke13ruuFaE4J13WoBbh1ecCnYxAj3n+HmisII1TaIYB78B0DugONBzsuMdVj9hEAM1OjGwqr9YBN6r7j5IQLjYzCuiJs8RIkCsg0RIdyIMZKIhKEurYQPMH3i1U+GgVJUn/hftAci0AiSVrsAo4b7AWQvKAbqcTmqVYBE4GKY2NNnscl+LUYAxQTfjwX1A85qWfMCPAEhEDoBdw6D3b2CcM1I4iFG5jCySNg7Wf96UAoFQOgc044ZErQ4PhLi4ev8oEdvP4IrUgcSzEJxMWsD0HOArodKCpBocATO59ZTkkHxI7wD5t7dUdFVIPF9mCYB9TiHEuJZxz55A/vrTWEF1P1gchVvxBbQxMA4Q+IZvo3QO4iWwezJAHwB9jWRgauusW6omRDgfMTxwFueOYoEgyUmVZjs2JlVdxCISyvvNEfkPyYigTQhvUJgR6KJBMBFe+QMCORq4V4IQXL1wIMnbxB3wimhPoGPT9aeEEOAqnR3zzs7cWowFgtJ7x4oyqXVdzoroYQ4XVl3EElyf2h8HLbl/u59AkFWHkJjlIi5zHLlug3Yb+QcWyVG3E+cK7gmIvkFLwepBgyiMqGoda3rpdaaEPwGFkh8v/Irv2I//MM/bE/N8pv4MfXJx56cCEbeYaf+NExgVPFJJjfB83gfVkhzCkxQ8iM8jBta3jZwN8Rj8mL6aOcaOrUuxiGJuWY6/S6Uw13wZCICYYjmaFRrqZpjLCykfJcHkgIRzEAsxM092PjgBSI5wOv27oEASeKm0L6jFww4GkqSHINEYEswwSKdHDsXBD865gX5Lj/qCTXI59PDDhp2zHoNdO1ZLbKyRYJxMgLovy3ymgJSfA4CEgIXgxM0B1zZL3r3YOdDtId9dp/ZD4s/JgMBr/Ozl9k9BeRI0pTMRMsGARLPWMmlMfr9zr0QebFQkHZjB7Yrop2Ezw5UyImV6dDGIY9zSsdAv7a9pyQSpsSv2TqBOACvc6AvOu88vqGSGLwCb5/R3wNIERIDIENAUrZQN5zJLYFTJqSXkWwhhFPFkFoDuUvj4xX+qbJjQEjY1EgudV2deFisa10vsdaE4DewIFOsG/vTs1BJ9Vcit0UAY5XprHYEf47o+fgTnuFOF9avCra6zckzftFox025Oky0C+Y4+BXgz9kMY1a4sVJNL4a0MzdFybyx6hPRy4ME4GMkBVPG1c60BqLPiu2iEBGQAvZfMxW5NI+fqfZ5QoBnKv+RLQ6Uwdg24GgiHZPROpjtsins0m/8SBIQXM97VdoIrHheuA2ajMCxO3ID9ADAFQR3r54DdVEd7LwDPmSWE8RAnisYIwneWT4zTRYIHUBbIM4T3hPfA5kQqMKdbUcy4fbOYO392cpNYdV9mFvB06Imp4MrAiUCG6YFJkyaLCOFtOftS+u7km0CIANAaR51LVEabH8kBDhulSMc1JVAcoNkBM6IZxhLlfV2cWdzTPrrR6JLvC66NDrABIXIAJJXEEXBWxicQ5KJUJlPCFRQfgRCMA9KgDDOieMKRAA6G3T39FYJvDxAeEXWt2mp1Fmgt3HWWtUerJ0vrbqa7e7YyRL7QgcJ+4opGTpCeoKBnDaW2ltLEgspZEE6NAbPtBxmK5mEjXQGzTkj61rXS601IfgNrK/+6q+2p20xoKL/71UoxXIwH46qzolgZFIPag+AnBeJANTTVHXrTjeht833mRic4Q9PMRe/UaM9MYMQB1Mk6LmSARYD5rmyzCIuw0owUAJn6y9V9NImyFEBicbImpYPogTeZs7se0McKInABG/CQDZ0wx9MOtDrKJICl+tFBVhCw8AlaflehWDdE43/UPXLe/shBZyEdzLFPwQ8FN7UqMl07SXKpN+hSZEE8cVMB8cgU8dbXADFFcD7MXB6QgBkI6yiKVGM3vgG0r3q31MvAsqMeCwwBeF1QtqZimXiDzixEAkQpXY9KaPKnl8vEuNRApm7B2piw1EJJCP8bEhL+7mP8UYQSYlQOH8gTmQmdKQRx7h+fdAyn0RkQgkynxJQaGngoQmXORtHdAlvJAr4MGhzoHWFlhfOLzLGO0oc2i0Cttn2MNjeuRFtKYSE159zQ5a/u0zkKZPN1Ajk8ufAZAB5MdoZuOqernplXb/BtSYE67rdikSATHAFV6EB3of3hADCKBqx0g2eCUHSYdcKFT4YxGzdda9FddiBIW/qO+MeCE4Aqj3cNimy43fCEEHKRghTZeqRWzf9hbS3BNtF5lUVNpKBQDC0fdF5gN0w3gxEQd5/nawXnxsIeewXrW3LWYIz7AnLrhjvD8W5XiUeP4sSvEez/ZGILIlLvpRcZJV99rtY4AeQte/tmDhp0dYPPkFOUlPrQf+GMRIJjdl0JFoEQAWIZpzJNKk+NytRmUOdadcsARmeE65QGUS+9EYIVhQc0qQBkr/BESQ9gtC5JGdEKNxxUa0hJ9axUgehUEQ+iD/wOZt2oUxzWFLjguKBXrZpcbb0dgUTElyHuamT7I6RdGF8E3bFded6C0F8hfwzOB+ecRAx0NwftSOIGtDFCuOIDZgeVu1ElG26yTZ7jF1UVg0120LiQC7eBFg4Pmzl9JU1fSXb5A4HUkgYIDWRN3PVxVWHYF23W2tCcIP1x/7YH6PYzxd+4Rceff9rvuZr7Cd/8iftO7/zO+1pWbyvo88KwqAzw4EG8IY+lYR7cSO/BDEMCQHZ+qp2AcfPWfDEjV4s/cm2pRQF2w5qbJXNBQyQ8LqJiUHRjKrChpEmR/mYY7r5+waG8M2C8Wdwqwf/uNlKmtgDEL+/yB1LFVBFL6rUGKqAVDBbGap39VqOnoVToRIQKNFptlw/w/5zUs0DLj6/hVZDTAOQPKhqM/YlVjgDKjBmyUhMarjQEuba8SJUmAyG3mDOEwclBRpZjNFEWgkgIWh6a8JzwP8D5UNMFcBzYIuEALP/51VKCIqzxg2o5HhJgqcNzvv0at3n/pEUBFSPhIAmUoNaNpEM4DhRGApOf+7+FwlPsOyRDKBdgVYBEhJYTdsOGUJm/xeJCRMCCTtFNc0j4rwBtgqCWDrUS0LmKBYRhBmGWBWP6QjrayQEaEMgIUA1DjQkiUuEgJbaE8UWIgyM6lactVYWg9VnPY9Tu5c7JVZNnQYIXoX8sHwOZozBMlHBayobDtqOitKZaF2AaJlpW1AWwVGolUOwrlusFVC6wfqRH/kRugWero//+I/nz56qlRkACXIPnXb13tG3RqBTDzu+d90j5AYWv4AE40f/3KtJp/UfP/KAnxHElmCQPV50f+I1WWWZRr0cIRBxXdbDpQSJ8CweG56BAMh4Jtxyg0MXUHweo0R+zw1pwr8Ax02EuiBepu/xOC/JTPT3o/0SHIAI+JwmSDPsizVxGDrR7dEftPF1QSQ8U1vA5931PFFnAA+OcYYrIMf73IEyh0iSGqEz4IOhGWJAPuYXokgRfHNxyuSKmNkCh12xWgULoZBTBWGylR6+XeHC6WQ/tZOOnRXTZRP8ljSOuTyid59ge6JOy/XIwL8wFK95pAv0CNV60uUYZlaLaqZ4BnwQWdEoLx5KsNT6CMlnbt9Nrv91rStbK0Jwg/Xo0SP6BZyupmmOZX2fgsWqBcSrYZkaiOoO7QGQ5mTbW2YIgU8eZEZD6KlzdM8AmasyxL0aSANIZvjHeBh87FDVWIF5NfAJEGiAEhzpvabmedxJj5wqkwOfP193Mw77X4QhkAGj+hdJT8gAJRJwc3ZCYeQmsSTi4xLD4polFJvoCpn/OhY8LjgS3gYA6nC6XfHe0U7gOBoIY9LHsdnlayN4QgtZqAsCiSsyurwx+v+aFBAPgMI+7gyIheTg/Lw70kNgclTPSgYAANwzjRiel2Yg8jWZ62UulBDqkhCowqMT4gN9CpAJ6aUwLMlkztUIhn1MOyQhJCr1Da59UFoBISJA8EAGQOADNJ/mMLNID4Rm72RB7Dfn+jLfhBg/9cBLq2JHs1JvnhMwGE8EYuBCR7jGqGRY2AwNahp49fKuyFta4BD0/sAxcZGklB+kEdjorDixFdfROFvPc19T98KAmuH8go/g54yiUNBGcG4Fd93beWvPYF23WStCcIP1gR/4gfYd3/Edj33/27/922n683StbEQvKtz8kXkBpKo/E8CJYt8F6jIC3/Ks6tH7/hlCkFdkqQHsDxLqsHl5VZSRr+IbaQwx+vDpnpmT6+ZMnU8Qv9ABf1SBFBQLQlAKHSBS4EpzifCeBZZlS6I//YTjGAHKEZfQbgiuQxzbqK65K6klAHRgYgsikAHwAIQQAPrWPHvtDwQTGiBhf7PvQycBLo54QF6ZzH5U5jHF4VAIiXzZMX5sTpPcgQwdcIQgJ3mmU+HJi8iEgdI46kF0YDpGCHiwHRHIH2WOXrhQERGChYR3RNrjfxaoPq6Qk8vs6Boj2TAQAiRz3NdxEdKKBzIIH5+N10o7IEMe0uW6/PsYIfBRzETALJVQ8ZEjBP5YEYJ1vYy1IgQ3WF/6pV9qb3jDG+wXf/EX7WM+5mP4PTgJ/st/+S+fKv4AlkYJIRfstq7RFohEIJ/jzx9ZwXZatCzjfEoEEPCoSQCzGJCsIPRGhAATCJpM4LhXRHROHzgiEAo7aUZdAQb979CqJencK8Eq84unKOI8choAqynK1ArAvoFUGDwyah+5MuDSqSiO2gWNJwaYKkAiQYGfBOkv5EBxwRbHuxSIMmY9EQInDVI2KKp6GOUASkdf3eWMdUiW5CdQAAZ2JgOq+GUElE0t1GbtvekIIeDWYJw+2gSozCEQFDNxs2tEBIcDC2Q3jNTB9+JicKfL2cY9UAG3XKa3hEYjuG1EOibbgjcQ7+MTD+dNzymH3XawzRkIjYWV57UVsAUEOrB1dGDTkvwX2gDOGNQJ6eTMWewxioiq3nvvkLymH8SSjATtNT+GSS756MKNZGcSUoA+/7477n3gurw6yOTr0cHmB51N+8mGy8LGy5IiRfh7WjgU4tx0R9elrisibNiWHkCHkCW6d44jEYMQuYoUMeSs17Wum641IbjB+sRP/ET73u/9Xo4Zftd3fZftdjv7oA/6IPvBH/xB+6iP+ih7mpaMDKVCyMrVq5e8ak3BP+uH5oI7j+cEWQDMtAKQEJTQH+CYF6IhRhClsEfiGu/QDglHprGUy8kzgPKzJH7JEQ6ELAj1zPNEWDYqbY1+FVbh35UqfhIIoRIIdrl72qtloNG9IEpGVZlPHABZcFl/JgUhAcyeeBofzGYB0jjm0lMnnO6aAUwI/EClyQIkPnwDKRuGNHHqt+dGQIT93Rlwo99FxR89DbYEzk9mLbFqzP0LZqdxkEsDJ01lBESXrA6IfD70Om9IBq7ULkCbQP3uMC7KRx01PdI6gTCuDwS8XT1YW0vdsdmOVkENEY9dTTVAJgNtY3OjloFaRajYvX/vIkF8V4gX4UHp6EkGTknOOUN0IimyE5GgnKTHHBPKiyGg5QpVp2pWnhDYBXQHepv2ZuNVYcNBKo2p6vfEOng28fcWY6vQkChhWoVDTkRK1xP+VpoayJRbIvu+YOght/5e17peaq0JwQ3XH/kjf4SPp31RnQ930SxY5ch8sOQJ9fqoG+fasxRALVZVyejsBmksia5F4uDtA8LN7oDIB4IfRfsDl8+mDDhy5XKyXtlic9HipbAPHRQ1aoZBcCAE1MUfZqtc0hjJjbZTM/BF5m2D5x6oAfv/SaH3+oTA94stByfJ6XtLYhAdi4ity3F2pCBNHAB90St03N2lEVWg98HlaKhEIIiCqBhp/oNjAN0eHBME+I0fN1T98eFuDHSU0WHFiQnJaA92cqNMUX1p7XSjzVeomicGPzgZBmeAsHZG4gwSJNoYpYvt8JwEQRJCSa0SgmY7W7Ur5JnARMCTgaaWfwAemZbzDKIkLaVBz6/VVsIUBBUVgSDBV8InF5i8Zcp+3v5PY5pUBVwcI9NZyo/FNDERSu0BTxKQBAA1GR+NNl6YjcgPDhiv1ciuJivEuYlRyzQx41cGZakpiOXJAn8HHB4kAOih4OPgWxHqlq69sCYE67rFWhOCG67nn3+e6MAv/dIv2ed//ufbc889Zz/zMz9De2EoFj4tK0iEnHVPlf3SA44gh8DHW1noCcU4ngdRVc6u155G4eL258EO416o4LvZJo5RTTa3g2PxbkcbFrQhS0sclSW5C/FIuQ1VMZIKjLtNCFgTRhxdS7+T+yLHAKuan72pMErpzoejbGv3pVAQjIJJQMZHKVNLRChDTBdgv3KnQH3tDoVe8VtKoqKHrZXG3jK+JO7wxEewT/6e/C4JkGjWiGSGFgG0AjAeSELgmcP+MB5qMqnfCOT6QCsOhZUgSHgfJDTyeVgjy/Hshx4F2mS1CLACPj9MNj0a5XvxEORQHeOe43IxobJ4NkSFjrfeOFoTyQAMoc7gmQCE4N5s9TOFFXcqK+5uONNvZxubtxslBnhOY4dKz5hj4BoBoQ+JwLazuYfHwGBlq2kItlDIrZCKZHA6OOZHqWbxLsi3oLFSlsFBPMtGm2gmNJg92msbcBxwXDBm+QiIyWTDhVn3vEiVlw8b67rKLg6tXQ5NahUwKXCOjp8WyRpTWwJXgFRCce41AotrUwhDeFQEORYZOVoz61rXTdeaENxg/bf/9t/sYz/2Y+3+/fv2v/7X/7I/9+f+HBOC7/7u77Y3vvGN9m3f9m32NK1UyWawasSW6P+GFj4DGqtsQPVLVRgM8iMnt9TD9bcP9DoXF4J8cenVV0TeGPnSxojoBoTAzWgYFCTclqRcpT6HHrLvCCBr3Lw9YIFLEO9HlT8PEvx1Cg+poiXa4EmRDI8WcmKd7ScQgXDPDfg/WgZ2DUKA43A6c5C4Cplg3RFnzC2Bo5fM9kDjM/uV2wITLnfoPB8TdMkCHbfwjFgY+wHvEyIXJCPUxveHr0KLAIHQlfyYfPHhhLcgizpCEBQQ4jIU9tExJLcjTK9yQx8kM3x4EggVxBgzBHEwl7Pmey6v4VgiPhyJpHpByYI6H9kMhCCf7lhUJKO9kEFZzAaZ8rqK4bQkRwclRRMSpP3MxAhIydBDwyPaBI+Pk56e0+uugXSKiBygzaULMYiZaqVlvI51resGa00IbrA+7/M+zz7rsz6LQkR3795N34c2wZ/6U3/KnrbFlkAmrcpqxKHs4BGwTYB2MqoXFwZCsRL98EARYKWbu+kle14K64SsbGHTwQlVYMMPgG4dokbAg/lw3EjpfujKdO0sJT0mEoQ0Ettd0LbY3vUeN+3Bpr6w9nLkZ7Z72fBixHLfSXWxdRc+GfAIro8xtWzCLfEDlufFhlYFuUYWT1dCCriENkTrQEiBu0yerKgIqS/QuI7AmZAB9PzLu4DJC3kNgN3IhMkrR0Da2G6Mse2zGUmdUI3XOX6toO8tBrL2xedI6pCwvO5nG4GaX8hBsLuqNCvvzHjtmd5Pk4re4z9xzkwWv/VsmzsjWz/1vcrKezVsD812G4kRcdywVdsgjR0uR9DfjOOA3Df8DkYDMcoKFAm2wY0COeyh22GUBkD4KNQD/QzAw+A0BkiqkRRwnwF9jTajMp9Hm7rOWwgzbcJxrXWPgJKUtP++vGh4HB7uWyYFEPCKEd10qD0h5KZnmgw5SJO8OAJVc3VoXI/hcIntINKxrnXdcK0JwQ0W1Ai/+Zu/+bHvo1Xw5je/2Z62FcV4ku8NHXwErEyemB5ucNaj4U7cnJbfQSJA7/foqXt1G+SucMNLo2qQJcANmD4zzqYPrd94Z95BEfQ0isj2Aat6NYWLbOyBkC6AhnqiJDJ63VT+xXQDFOMA7zMxWWyCoQSolkckPhm8m/EoFvXAZZQxX9FiOD6wcVz1D0LnFFrEvjxBPCEb15Pn04IMgDMAVIA9dyYE7jUQM/L4QN/XJHubCfa4cEKupSO73UgW/C2i6Y3WDpICJFbDXuNvaBWQO+DywGypeEANzgM3J9jxMcLPZMBtfuGZ0HrLAwneJvQPpIzIRyAF+UGq/DXkEFTLM1QVYSjFEUr/bCajPrHBBEyJSgg5BUkzcSbiDwFRHJcgEis0dAZIMGoyZrxEQlDYcAF1wYK8Adg8sw3VY6rA+QMumR3TJXFOY4Amf+i0KFUMEi7+rgq0YZBQFm797KO1K4dgXbdZa0Jwg7XZbK4VIPr5n/95e9WrXmVP0xJ7fnIyoN/MHVZNSm9orbosMMajcAOk5oCT9uJ95PkuRb0mcz2M9ztqHbgmgZB815FHdQmIGyNYIXafEQ3THTWqxVRepXEJ3rzLnUbjUDXCv3gC5I2AdBitOASnQRWj5sExFokEQahIHu6DlX60MvGZIAQGEfH6Y6z3IN/CY7Q7AyS0YVEkFBkuweuE1hVAOSK4cTY+YHZUxyDiRU+DvQ4EMIe5eUwAdQsZAMzNqt8Ts3Tiot0R9INICPrSJYkL8gWAtPR9RWng0ByglTOzjEgI1JNHW0BGPY6qODrAKRG3WJagkNsLx2M5wcv5968pXpW1Cmh0VJY2579PoiByByAW0mHgtnKscqZaY2g18LgGh8D3G9cKFrGSYrbhCqiBFAThCopjsL+s6ep46Gu76IE2QcBLnBUiTCeEVCTK0aKJ3RFnQLoYOd8mskheG05IjMsPSeQ6dbiu26w1IbjB+qRP+iT7iq/4CvtX/+pf8d+4qYE7AG8D+Bw8Tat0G1oMcSUCkwfxWFR6c4dDSq2OYEODgOez59l74T3wDMvdIEWJ8Z3Pcqt1wB4/5scBi/qNmAEEI4WzJxsazlavmLa03ldmFenlr2OshMkB72J2fN+z51tuDlTVK5EYXApORgUNyBuBGvuF/WhArMwIf8uM+jLXH26QHMn0HjF06cOFMNcbiOORqsHQAHCkhNVfTBIEO99RFakPugwxkAGICO1KWQMjIYAtMDgDMP9BZR0LVX409RPsj363eADQDZg6cTFw/J+01LKXxgBeh2PU9SJnUkCHDotLf7tCuwH75r4EeFAYyQ15pMVvnhAAFfCxx+AO4EHOQI6aZLbHkSgQIZAWgXgEwSEAr0BcAjw0igkaw2TNCKXHRbiIks01WhZ+Lfj2peNHRUx8OROE6l/AFIEmKvZXDY/FZddommCs2CLAtbD3ZEBjuroOkrZEtjvRdgqybvBvYpJg4XnqWCSuR2QYK4lgXbdYa0Jwg/X1X//19sf/+B+3V7/61XZ1dUXtAbQKft/v+332VV/1VfY0LYr8OEKAABRM8SPfddzcMB+NmxTHBI9vWKcjZ1EpJie7uNll5KjEv/OHlOEyqWIGzBOdeN5JPXjAeCeCCNsM2IDhKBgSRWgheICKFIZKsKxVwMIvkM0PVjqh2OPaK7UFUnvAtRS48/iIBR3hruSWDJlSX+xooPHxnqz+sqCQ5I6dy8G+tusu6OFGDBFAcxW/RHjITYD8uIIECCnekBhG/z8lBNckBWlEVIx2JgSeCBAR8QQoUiA3jnzsrZI40nJ5HH0GN/dI/TBXA4R5EGdJM+gi00VI10WmsXBknLCQCnkMo91DpMK1G+K4utJhBNtATzhzgc3qMbEirwFagWfqghwtdAGv1CLIBJBiRZ6zaCDkNtVhWnTslZESyBf9613Xul58rQnBDRamC/79v//39qM/+qOcOIC3wYd+6Idy8uBpWxwDa3v1/6EL7wp4TAhCEAU3PJ83BzEPN0iiBfBACHniCBIBhebz855oCJ7NWN2JDb9A2RwTYKUXQvBwn5MXgoiFjZ5BPkNSAMc69pMRYNwtbnegwhyQAt6iu9GqYRmFg0Utql9Uj0xiJsgAe9UbwSSbT9ezFPmwn+gXF/hTA0LCLoVmyYmYJKVC0RxwGGMSIeceuExANrJ4bFiUxuLa2aot+u3Q+oclcC2tf+wz2gWE0Ee1SzS8Lr8BZ8SPF5P1DwB5l+p3d3K0DELgktBlCod+bYTSZFhLL2ZBC6JBRIYAOxvdj11fkaco6fNzPfgnwg57Pyhxu4TS0WhF0+ht8HVwI4AAoJeOfj4fUBGED4YSCBFMlyRB0wPiksAfIloWOBn1xpEB17TI+0Fsq0CYEIcTqFhV2tWj2rpO7p+Xh4YJAVABjhS6m6MoLC7M5FocwalRwo2k8zj459M3+TpNoOJ6iWtwXeu6zVoTglus17/+9Xw8zQs3HAYfisnAIAe8LfWvA+Zk1VRmQR9wKr4OzwKHSnNYPKYL0phX0ps/7lcvDXifk8cYokdU3t/TjT5ryrJ14KQzkspwZ7cElxd0q3FhmRYTC5hmCPEaH+UjuADSlisU4ZbOt16eydPLYH59hoJpTE7ESnLOHhy4ubyHexDw+/mCiGvcb9H5z5T1EkKg7Y35RqEEJ/r+JCfghQ4JhL6+U9zJAeh9PA7aAR0CmCpcbpZzINJ4WwpKammE4RN+JzQqAr4G6ZRdlMfmJZcJjTjH6TWcr8sUAaFUSYepQYRSPA+Dzdg3GF9xjrTWtp26DeL8XueY6TuxJHZCBpgkICl1LgM5DKlF4roRkNhG54kKibJ0ZhKc1AfdoTBUPb2NlHNpIsmrT7ghgQIt14HjCcdg3DV/o/nr17Wum681IXiJBfbwt3zLt1BzABoEqELe//3fny2ET//0T1dV8hQtBJ52M6hvzb6vetap9xuINGOsIPcKfemp4M01bG+pFBjvyckwcQnYT0aQ9YqNQQ6QbcDhqRx1giFIcMXInjCC9XylCpLtA+QoQAVw8wdSwGCRvUm40SFJACeAyIIHzWt33gNb1uYgGQ7xFigJqsosKaoOCBbyd0CACOg82OHsIbuZjrZHCAGfXX0R0wwLFHwir+uJQTJRIryQtQyiPXIqwo8A2Y824wFHyavBxku5+PWPSru6bKyHeM6hsT1IcKhs0QI48lY47W+fuEiexCJ2JzxoKjlUa6FMyoWui+BQfdpPdAJA/MSpmRy5geASftiiPIcb5kB+xAzxIQpVeXuIqIC7DD661DOQhUugQYNNQBxw/fi1yMQPSWBc0zgPQFvg7ohRTeWRaoNpQMWnYOBMWPIB4uBVr0mCq1Fjqgf4FGQGX0GoLZI4l4i14NGEiiWIopEQpLMfFs2ZIFieHOSLl/CLXMrrWtd1a00IXmQhqIBQ+P3f//32wR/8wXQ9xPf++3//79QlQJIAj4OnaaGSb1sRAKswyAGJjZr4HojmZe5/gsY6YjJIgUlbQGNoeaXESiw4BN4qoCFRjKQFmcsf9J/HHRk0AIrQSJMACUHex2cQQJRkKyEzP4qoQ8JDjK1FJH6REb+kDihUgO0SJDEbEfpSeQZkAFoMMPNBtVhWmkjICIeoFtnlCA6B+/AUTlIDjVGBdmGHRed5GaZY+BYRQK9NBtLgvFfOg7cN0CqABsOVkI/+srCrKyQElT3qGrui9kJJEpyC0TLzLk8G+Q3kFe51Wgz0kAhRpUCJXARKolJLR913NCUIkJ1m8jVBg2K0YjuqRQQ0h3oUA1tCbAHhHAIBSgnB6InAXvt7hWRABFLqUIAy4hAGj11IFDPJVTLAccdQwOSmYhLBWzkEIJD0YexPUsQHlyPeAymgzbV0Bpa1WFlDfyMItbtqSMRaJMW63oJvEuiLT6pkaoqPJQaetPLvcUUJ1nWLtSYEL7KADPzIj/wInQ0/+qM/+uhnP/zDP2yf8imfQpXCz/iMz7CnZrFyzyp23kTzG/gJuznsZkk0VPBmMLcFdlXle5IQ4N8Z41yKcsetAyIEAS8DkagwKgfoXsbKfO9G2vJF3WX7kL8ZiQ4KGvStV685DJXmx5T2YLi0tCQiWeFoHJQAU8IiQIKJTSduBNTkFoEZDyhZ1chCNbeB9s0NB778sFIwlwp1Mb1QZKOZ3gIAtI5WTlgy0pABfIHB7AA5XTceusK4XGHjrrBDV9sePe8BFW5llxyPK2xPhGCxBlbOIWi7NWgzzCQ9SpHR+RSOdixJywmUHda/KVimDvhyroqZGv3s+hSa9YdTJQWp2tHKuqe4kEyFXJAK55xjhlCfFBICVIACQlcYMcUxcM0EJJR+7JISYThlepsA3gfHya7aXxo/9FaLhv89YJ+YfQXv1QN8JAPk4VSjpnaQGDSDTKiofRDHyE9dImnKx0A6BMdE1XzggsJET+CBrmtdT1prQvAiC/bGX/zFX/xYMoAFG+Qv+qIvsn/+z//5U5UQ4IYJsxzGVJ/JDm96JgVJOt3/jZu5wAIrG/RwpSNcECpWD5aBNSozd+NTleb9cYfBs2iYkgEIHkmbGGY2EINB5TdZucGYnRPKmkqSx9tOlSSqxiTOY2b7g9mhsxnVIwIHKmYoFl5ONlxVaaaesL/L1IamPWfT4R64c+Ec4cGCsiskFrCqHa09KKDixo/3oCFNNjLGXQuSPItDjTnCbXGROnbhJ6/Eh/+7vTcBtyytyoPXHs5w763qAbrpppXRlinMIIjxB2ITxiAmxIgCAUJEEPJoRAQigkAUQeOTiEhIwhRDMJEIPJFBBgEjYCMoAg0iINigNEhPVXWHc84e/ud911rf/s6pW1X3djfVVV3r7ef0uffcc/bZ+9u79re+td71vpSq7an1AAIjJn+Q3OjgxxWwHd82sh8eseF4F9Ifnqm+/lULHuf2NWNpRqVce3gqV21NmOY+tKhli+z4QmaZZwNOmFs443kdGZKil2nVyaRXfgnHZ6UmPmhMDDIImOgALOY5BKZq6TK+/Db7zHi7pUcDyjOTnUbVC3G+1+FRUEmxsaUKjDA+ws6BG0ETjY7nFqn+9tBCepzbWS/Nll5HHhQw6+Atj7j2kGhY023r63ZemVBAsDUQPpntgMtyW8nMOgrgT+C8AQZvGAMz80JWAA6Y66OG9s4IAqbThXbwMOBWB0kGKziExUDuVHKucSsyueeck4Pgie6UeftuIHACREBwHKCjAHLFx8IjHvEI+Y3f+A0505BSq8dafSyRxlyA9zjby/v4E0kue05uezZZ2jNXxLgxGmFexXH0ht7RRKiQAkZGVmfWNLplAzwgwOfwO1aRfFh2wDIDfLbMgK4kCxW2SWxuHw/XxrfUMhUQzd+AanhY2Wqt2LsEVhdw3GKuU4/9x/s8i5IlgL3UgKyDkjTR8qecBXQLYL/pwIcdRABkwkr8LMaED2XJu/kQxpIpb5vUEATMyI6XFBD49yNQ4WFi88YbSVr8g3dwyg4kr4q8zLHU/ec20gPp1MWgvO00SVqD9jFDtwCyBBioVsst5nLJwSN5cmhRhPAUxwW+AjhuZH8wVuS6DMeWtI4sQ5DImb60R3YLhFl32fRMj2V32EORbMCX3UDT9WIcAgh7pS6R2rpESm9z1GAG+0gvDYpHqdQyxnEQIHJviezfUvp3FAmCwP4QAcFxcNVVV9HN8FjA366++mo5k8DJD+nxfLWOyQc352S6o5M078dMy6LdTpnrvFEiBZ8mqEHGNtn/+c2MBK8hfZva0KwvnpM1bpjom8cEeXYhs2srqXa0VaxEXR+69XVDcmOxNlfbXGQBcqU7WNbOG6aTu2vmNKNZHALBrqL+/M7OKEnvkp+YuRWmvn+UC9Dqh30dYwWHQKClgNKIMsmNFHORtVnDyWBmkrVYfTeYzLPJg66QyRchWyUvKRXqWM8LdUAkQa1ppTrUSztuZaxN8ZpWn2lrpuf7USZoD7XSzkWOfGtERb1rLCvw99sT+dZM3fcOs2yA40ZGflBYBFQnCIQ4tbqGZhBsEmAjgf3UOngvk1rT4fRZqLLOjKx3nqlwnE/GZsq1wFhTqz9z06zbYQKdw60QGYmdjuJBIAHW63Mb/4UGkRxHIwCCL9D20m7jZ9NLmPvY2sTOTJcFcFBGHJtU8lRtlRnsmcwzPwNSLf6EgDSVr/Q85hIZdklreYVBQC9rdcsswfpkIetrc5JTJxuwYx6IjWx+oQ+E7ieoEiRk2nfZvx4jGVq4mLe4BAL7RAQEx0HbQrb02ENUVTDAAWntzILfbJNx+1Du1GfcNI09nlbZrdVBO3+2FZbrCyQrmoE86G103kqXVpSeIWC6V3vmOXGg/L+Dbesqn4x03C4RwOAm21XSo4TgAjaUpxUl1i0QEKBM0HDljFIB9PjZetdoutZJXB1KAc5/8P1krdmc+KAO6BkErPowaU1gq6v1YuwnuzRYd3fRnixDkK3rEi0jS5+jbKBCNaV02E5byRyZDahB7pRsz6tgxoO2UNoUG1vRA4KtXtrDvTSzUmYIema1bEFVryvkyGIkR0iKK2SzAXdAqQco0edwoyoGMOaAmEofqVSgE/jI/QBMX8IDQOcO+OrcxxjXB4KkReItmOgPggTKNGtQyDp7u5BupB0v0I9wkmu6Rk3PgEEj6BQIBkwXA9oSSSaZ7zevAsvyOH+AHII8Q0ClQ89i2RxsXSFA0kNayQ6oNIaSBiHVjWthPGplPG4YwI6mnZbhjDNTsp0RMt0qhYzrukgHNhhqJR7NUkdKILB/REBwHGBiQzcBvAx2w2w2kzMOPln76sfS9q5n7z8zK8C+bJVxZf3ThHq4GjQdAmfMj/pWyYDW+621T5smfWmcIg5L8ZqksW5XvxvseE6BTLXi5gq+AlbwlNIbVldJ4lZIrsNkQovaTe3DB29gPlcJXqTR9ear7/fatu8X79EeDIxrKbCi5N/RG99JiazADCtbkclmw8lw2jac8PAzsgToKmDXQZF1HuzSb46JV4MBXYWq15Om4Md9yVT6om2lrRqOA1ab5FNiArfODmQEZkdKthZeuzORnVklV89H3I9r8BoSJh26EZHJsKy77QDLMDa5JckHmxTpSWFtdMwMYAU/aUicYycGWjRt3HCUXoaBFLVrVuAS4II4WUorkY5jAkInjgm6FrbiRksnMyPIxJhwlHJQhoHjtdEMAap3uDj3ZESy4nCdMctgFtGUeqb/wxAQoKykWhXQKGiloOAlOAKDyVS6trMMTyISIrNSaaCEQAbiR+SigIOSWkb15KIUwn9yzoPNSjP0C8mUD/07vdWQcXOYGwX2gQgIjoMnPelJJ3zPmUQoJJw4mMSBUALQeizTsLjxcvI3ElRTcsWHm5aToXwlqROL1US7QlPKZZN6+1M3grkaaquXTeLGDEewATU9b2UDS75qLUWNGjpT99qGQPc/+BWAbEeynh4SSgSoLaOWPqdKXyE7m7XMZhoMoPVOs7F6s3XiG/fGSZU0D6q1JLEx0b0cY3ndUVsAAQ8yFWubDVeHSM+j/bJCjzpEa2xy9HKBmyDl+jlJb8kmZaziMXdoQFFyIsZ+IRW9aBb0IgC5bzRRRUmfgDFGm1tjEuC+uTWlkt7V84qthd/YEblmXjDQmLUIVpZFdGhAZW6PmLi9lu3KiWOQ4+pW1sYLTnhra3MZIbVOvwI9EgZWPjnbdcPAAMeF0pN9nzP01Q1Q90BLKT1b+/A8aepUkhhtKWlRyYvDJbu0ks58A+iuaQ98d79UAoKNdsXgroAplGeUjKTIvUEmAsRDREuo7bsuBPn/rsTplTANBtBmOC5bBkzoKhhPYFXd0bK72lBXStcrRqaKLaIWJNOwk0GS+kMgoMR5d0+EvM2TNAryGU7KXSFwE0EEBMfB61//+ht7F05NqCdv6onylboGBC5T7FmBijcuvIYJyNvsnCJHkh1uyibjW9l2GHSAVJVJ2aacetau5sTC1KeNVSQsiYucCGjbwmSDWcwsa33xNJDwrM0Q+0DOwLBd7pu1+yXiowdHVAZU0xw+IxXgExLIhrAcxgSDMga0EhptLcOEiawAxkCrD25WM/T7e0DgAkberqmcArwP/fna6473Q0AIQDBUlTV79zUhYgEBpJQx+Vu//HYL5z3lCqgBFQiEGgjMO3Qy6GF4VoBjb8fm4kTJNoEr4GWiHLkc1omhgZnV9VeyH1S6BGkuOfn5Y2hJTNcN5mQro+gqGA0WnnVCYOKrZd/60QI+2qkx6Akk3grz+taamis9Jl0HfJn/zbQLLGvmk/HS9WFBrXslaLcFSIOq7qltqxaEqJVhItHSXtp/9ks/cROsvJJ1MpCGg6AK31koATEKCIH9IAKCwL6gZD+96ahU7WCCg3Q9dNxxk9pejFS7Hc53rRLFwFxfFbfRFWcnB9qKK1ymuXFhgpEPUqB1FXIq9j57PlsQ4qvrzHZZsns6CVkUCDIVRZC1rIPBgT78DtL4M2GpAFkNZAagR++Ss4Ar8qnnggonoT2NLY5oTVsbiUzHIhtTzUCAjccDtX0atzLZmpFPsAHCXwtNg5rZApADMambgnCSDsDqP00CK6x8X6nPy17mPVj/KoCDlPRWU8n6fMTV8hhp7SzVvN1Ucmg+4vn4e/AHmpJZAZQJrtnp5RCcDjvoHGhbJ74Dkyw6C5AIwerXSYTg3K0hK1D1sjFq5OB4wfa5jQNztgeOD+A8IrVujoWpZRRjji6HXkrU8snZwfeagJVAEKnjClgnNpVDVjGnYZKDDXXu/piCzKwclT6RxJQ0IFMDI1tZl64lYedzDZkBHNxYZA2ppUwlCCcH251gZY/zjFYLbfXTOKGTriiVI5JJEzM7YLoDExA/x62M1nqp1o3ACHdK8BXcoAty2jNIantQo/wKXpftYKGM6wbXif/7xPGNwCOpENAN3SWBwIkQAUFgfyDbekUgyNXarB+eNynTc9/pYPuqN3IGBLbSw8TPFSWNggrWnuFBP0EaFLV1rNq5utdAgPN34imsPvRmyd3xFb1nEfiiLbGsVRE32KUFo4n5uIJiemTb8YPVBeDgMKgzAIIkdRVkdgByyUwxW0AAXsGkkrKBoqEW5FE7Rm0dGgKDdr2VRNJKMGerYyWYhjw9c0RZW0dnIWx1MZFj0gOxEZM4dA9U0yAFBBAcAjeCxjvIDuChX7pN8ULdhva3W3DlLHbrd3e5Bc0KOHcAjzbVxhEQ4HhZqmFZxY4N55bmUuZvYEqVODkMtuyhJXtbddtBe7nJSwhtptFQ2Wo8DwiGZ8tOMABFRkrHA8elplym7Odthul8mg+GBwQgUJp9csoQ2EpeSwZ6LjxIcc2G1GqYjs9IluA7IBBBVwO/y1JXJDgOPbnDde7kS/13piZZmiHSjESiG3JsomQQ2A8iIAjsDywke++/rdxwg0ItHwFAozruR1zP3dLSuHHteH+5rXbJ28JKqgShTmTCVL7evEmQ2wYPABeplyZcic96yC0zAPh9T1PO1s9tqockmXFCykSU8tT1LlnVpJyYTdbeSkcimLW6Ued+omI40NMXPOibMLDuCngGQAcBq9+1ipNgPVa3yLqrdIJwvoTFPSpmoxkCJ/UtZwiUfMeyAVj3mHgYCEAmuR90CkqsIJXMp+QzTPqVHGlUZ+BIU8hWK3Kk6WWtF9lsWtnqGgYEmJjwuVFZyoiBADIFyrWbwPWS2YFeDtQtRYnggrk2Xchk2kq9joBApFovOUapn58mD2ZIxUnZJk+TfUapgx0FyHjQUbLUskdRClWGLRjwTIEnejAR5xOv1vKNgIn9tt4NnnNP8fv70nViQQuMrUYW2PkjCwgQICD7ww4EvBeEC3YP6Koc1wl2q0YZx64fHCMCJWQHRiBc8vpBwKTXDzko2BaCDWdrmnyxk3VZgrOMAIJscD7wb2zWWsko/RPV4Awx1rJkciBwfERAENgfXLEtWfIhINBVPfgCDAjaUjYbTYVvNqWq3fUiO+AYuOOhBwRYVVoLGiYV3KDxe9s1Mh1DdhgrJWudcxJjMrFzDsHQjJDkj81KmWl9Prw1UJ85L1ArYfcllBPl+iwVzVbB0kRkoJhnfeq8oYNMuBoQeMCxaJSYBuLZGusWZJbXCAjQ2lp00uYkRzLINQhALd84aykgGIIf78DUiV7FIgupzV2yrSBog9S+9v+7mRL4AofZWihyZCEaEJheAgKCzW5BbgKCC5Lj+IWqrKhZARHEQAgG1upONkAirFuq7q1NFmyfq9fBlxApkQbHm70+z5SDHhTaPyk7jGOpLejCAfPPnYxACqWEgsoie5kHZ8OZ9b4eZuDGoAUZCyVeVnmLJvQSlro1BqfI5JWB6wPnFLWQUaXcDwQD6DJwkgEuPJphtWakpNcUhgfZGKUcqLAwS2AMbLRM4SUDZIaQPUFQWIJbgmvIgxDwH8wHRAWwFK5aSDJhZ14JKMdZQEDhKO+Ewb+rTgMCcCsCgb0iAoLA/rEksTekM53kpGlMrWsiLY3MACY49LR76psTGOTmsYopEAyose/USG4wHEJXAr9hvuzNkwySSIRTXkJeV06WwEmbPiNuORks6z7kijVJMVswwWwAe/XShAO75xrcARevSUGGkcySZ3M+WKtsNnvqV4RsbPWOaj/GRB/Dzx4Q+GdTFt3jDjL+lWSYf949D1KGYOlZt4nSgKeW1S1AH/ppq00PrsqWJdBVKOR3OcmV0OzQiY4kQr7R2vjS7LuqYpldUk6cc6OmXZQcffiWOKapi8AVEode/LyLxQmQXs/X7I9mkdTm2D0zcmOozOzK1QAHz2mdvPlA4GjSxO65wMAJhkfOLbAME4JUz0b4w1mZ/r0ZYXe45k0xMzM48uujyYyyeB61lsR/i9Pr9A88cKYiAoLA/pHfqb2+3RaJ6AQVPqSkMbFD7e5wgwBBZItKa7iB6QSEe+C41DR0h2DAsg54WuuMfFW10mHFStfCQZwI5D8lWGkt1XZFp4LE5HaGuykJopaNlRhWgFypWrsYVmQgYSGVjwkNGQrwGGy1zv53tLhBQKbqZbLWSr2G1T7UCbU1jStJZ6P74KySHTwV7J0RVvLwmzsCKA+iVAcfjP9B8W6Qq7Uafv67aQ8tWIIu+ExZB9SfKRzkAYB/j2oYeCai6XU1u+g7aaQV0Dv99oB0PVPyJVoakRkQ+hccRFagbuXAaCHTUStra42M11v1dcDYuDYDiXJ+hrI0Rx4YrFgeayugZQWSeFU+lBrU+LypLP9hzvZSD1bpVFKklLX+rmJJbdYJ0aljJ6UWdbXuHAKztVy+9m3iZiusaxYwUOxkVKs6Y2UMf8osW6kJrZhTWIePO6mnHcdJy01GJnQBJMoU27HBqMq0POhjYFkBZgaMO4CAG1IauZX23KSc6ygZBPaBCAgC1w0Zwc1Xubk9q7dCYeJp7MFsMAV4bILLbvSYpLCC08mqlLrteQOEJBCIilitK1PcpG5XyH++oaQgaO9dnmzyVR48AiyAcLfGZH+rjoaclLhBbYdjZwG1EizF7CvK1axAkt7LAgH7WfcvCwqyyT6t2tMKf/g5n0OdMZ91YS6tmvOWResUXNIyWOrgPGrRrunulbk69dN7lkAzBRmvwp4ZhHlJKSefpvNjfBCb2VPFZrfKTU5ctT5RV/9b3v+MdZjFqy4vnfQBlh7ux+F+GXkbaSaheawLP2UM7Fx4B4Nll8ghYLeBlQxMYXHgtmQZq3QNDYYeuXZCnhnLr5n8Z9etcOLpkLk7xmEEArsgAoLA/sCeOO2ld4Kf9+yjRq0tUL560VY2rF7Y3w4m/0qGwCe8bayCqoIlgwn0fJAlmI9kXqnyoLviueQtdQ7AtDZnOV/No8URwkQlVnWNmv3wM2xXdKOgvGMCE3shJQwK8A9i0ksHeWHUnk3oxy2PIfBD0hgkZpFxYLHaBgUGQiQOZndhmCWBELe5I3J4R/qtRrojsBzuKTEMFcTZomZWRR/IqqDEopkBSgZz5TdMfr5ATXMR5pM8KFia5AdjqeUUOiargvLDOAR9KGmwYn8CqvGd/awPvsf9CuBRABVCKBLiedSQIImVtgZJQ7cErxXmu3Xm4nkwYyI3V6L2AzX7B7EiilnhYUx6L0UNpZRhNSzZmLCl0NLzKgKkEzFKGnw2q+FR3ek+u7um8QAyIkcyRuK59UFMusTujKjXAZw2cfyjcSeTRUNCoV+r3uJI1cY1cE88u6R8BecOJDUl9vLqBaAmWyr3za6CNA55aWkIKoeAYNCwCAT2iggIAvuDpzGN4Je3+Xl2gDctT0vjmWpzatc73MRUxx8bxOdmlv8GQQqTIvIFUAjszCEwLfZ5k0XGoTLynTKvyfcS/ZkTSQkVQJuAvLU7XwqnHi1jv9uKTclt0C9opSA/QVditH1GapllCOtYyHP2nDioYTsMFAIEvA7r3Z05Hfe6nY4SyQ10G6wzI+dbcKyMc6GpfLN4NjD0sSBApXyGYCC/++cTgQcSzsPwRTDbCdEmZ3oGGjBYK54RCpWp7+9D2cC7Q4b0O1PvmPQsc7IkE2jpDTLn/XzMERCY4RDMr6gpYdoSK5kfJw96AJDXzt0Ayg/SS/5aLtCWSOwjAgEoKLJ7hfuKQMD2mRkN5w/kWQmfZWm+Mazg8Xu6mLK6P3QaKpG67tlFQLKk7SM5A9gXdBeQY5GZJ41yzkKWxjHrZg+6KUCUiWU552Ro4809FOxaiWggsE9EQBDYH3Bzh3Us5YoHVb9kfbvy9iHVrJOJL3e1R95sdJ2T51/hGvap7KASv/5X/N3VD0moyjIEUOBj0EAxxULqnZYmR6TQI0MArgDyDxnRjZMVd9YmeSwWqaqHm7/V4LF/ZkubDJm01qFTw85Ct4PMRI0BkhQQdJsL6Q83DAQWmyUFkOZzKAXWzGg4d2BXImGeVucxaZaDfAKbQHwxq11xlhExQmHeVenZBZ8soVuA1T6+c0LXwl4mJVbkaNLDOKmaAchxXibIuW+DqqAnubOahWkNqAsmbIaHrBJEoDQgKLn6pR8F7JcxDotahaEg1mRjM0tZJ9TOB76FceeSJgJNtVL2xFpGTfgKgUvqPDFiKJ0NGcCsLqt9hQ63LHskF6NMPtIGFAElxhLXDFoJ63mRuidSQICAcmyES7a/qjPmUmnCgwiPBE1BM/0boxrloK/hSojacrkS9IX9ceA6IAKCwL7A7O8MvvJQKKzUbRA3dFoDZ2JAhrQaxTzZ2SrOVje+2nQlWOfjeRlB5Xh1oqIhTQoWJCkIakCgLXt4PrSASY8KI03ahkkAsN9FFjQxqqZYyRtfAGUC7y0X2zdIC1tkggCAkzGdGe1GzolkSCvTGMmX83QRGqIF/g1lks1W2sMtvRJm19Sc/La2RrI5H9FHAKUCnfSMc7GaCs4GdBgFNRLgsJgBDiZDNQbSboNMlTebuM2q2ISGpiD+mR8CDmujqi3bYyI76ABh4KDqhFpesLR8LqiU1/vpLgiXPnNXxMvIBCBOwpDMECCYwqVLXNOBsKTPAgWtIJ5ETYsiPauAEuyeBwVHMvvdbMnm1KQfkbgNKBGoeRZKBQgKSpdV9g4Tt0tm0KhlAgYXEMLw2ZVdJ5Y18FYPSlWrdXI9FqmnmMibVGbidcTsifDaq6ZwYzS9A5IWfdzUptnNk/pFxwwKFEBRTtHyiQfdWeeHlXwQKIJMaqKGGrBlhkiBwF4QAUFgf3CBoG5FJTBje/MpW0UiCwDw/pdNcnlA4CRr9XZxhTmXGHbSopYFWDLIyhMwv1H3ReUw+CRVoOMBJktIEMAaFzdN7IC54TmxLCdu6c7761kuPpHQ7D3ujwCLZVc+VE9g+3ufauXtds9JsMFjYWqOCKJgUsPJ2+ScV4Y6X9nbXmSnwVoCU8uhaxIMTpROVHTiZy7X7Kp6GO/G5qZBeEjHVkvq2l2QZwdWJxnfD702VLQKK1tviWRQkAICs/I1l8oUEMDsyQilCC61lOK/Dx0YGiwNJlBU8aMoZC+taQ0spdSPCqaGnxlSZDSQdBEneUgEeiZ6kR90HvXashyTcQounBJApcrs9UzV8KieyqyFwssrrqzpTqLDvmtAyO8wLo4qHqMM5+fXFbOjbhDYOyIgCOwLvEHNV5zqklmR3pAxIU9sdTRYBqO7atlkRnuz9YYGkRvUpddqKOB1/BmkNfcPcAdAf2AFqfwEl0QGT6GQK+c1097jsibhDQJJqCOf3YxkOmqoIb+2tuDqHwSvvIbsEwL3mDdt4y74Sttv5JjsMakhGHDCmbQ6MWZ+Cy0JcwgESloOYwKEyyC4A8gOQMXRj8NZ4p7+5qqP+6Gr9cQ6z55BzvSx5QRukxuDKm4LqWwLujDWptxHrwh2UAj1H5iBoR6EyFljBAUV50GfA/EeZBLQIYf2PTfk80CDJED4KMzRjaHEQsg0c6jawZWSq11M9HNsH0GAEwdRAqpSyQdBAMZlE/LXPbI+VdKzcC0LBAR6DeljXiJzYAp9RSUNyH6WwUDABZVAvp+z6zAhezCg5Q0rAeF1sDkx7iXsqu2AEbmSKGlBAuWFtfUQJYOyhiojMmFmpMU6hneueGbAiIhmwJS2h2vcUkLILJFvMrPsgFk36+Wgx4irY61C1qaQkREN9eLQ//FaoFjSt+EmELjJIgKCwL6h7oHZjTStQ/qsTo2Usq44x/SvR11VP+9tczTLsWwAAoLaAgnUtT0dzVa2bIGUvODt4T37zrAGIbHrMamAxKgqe0kNETMehOZghQw+AGXw4DWgK2buVqLjr7os5gNgdV5nnXugZHRNsAwAAIN6SURBVOOCYImT4AziSb0sZqXMYZqEHvKFGtPMu8E4KZ/sh24A/T1N7CkrkAUG+cJWF6PSWApax8f4BvQDGDoOuF2b0MkloGkRHCIx/tp9wNKDgaq6Nh8mYR/b26QJgONwp8q8JO9jsbCyAFb/iyEgYFDQqxQvyaVmKDXLyijesaISva5loePArJNN7GNbHiMwhHsmCaZmjkR6h7cv5jC+iQYGujoHz6SH3DMvKuMSeB3J3rdMTlXtB/ISKDSk1wavdyM74ss1EMjJi64qlTyvh4NzAibKZjiulfIPuTdeBrLMWzokl2/GeQxvo8A+EAFBYN/I+5uHG5RK+4LFDbMdrF60zqyEtYyXnbTdyf5mj3ZP2WL3i8fKHjd5/Iy/eZYBE0VOXHTi4Twj4202Iju2oIMGPyYT7BfY+2tVJesdhJMqrhg3urm2nzWqLU+VQusyWKqJr/TKI7BIE7GVFcCjcJY8Jj6WNUCaw+oXMsELdabbXtSZl/1gaUwGPA2RdPL29L+p2A6Sz1nnATPaVnrGTiRlYM4zOklzxUyfA5gf6cSexzcqDtULOJuIlzbQPmcO0X7I4A+sQXuJ58elgQeBIEzqPAZ0DdgEqK2HyAxoSQnZEYwDxgP8DpXgHcYBpR43XkIQAF7FJlvt1G+BGYK2twyBtrH6/uO4Z6W+hsCm70t6LTQ9Wlax/9oCCJXJDlwSlvw1lY80eznSrADLHJiIMXk3RhatOumRXVD15eXWwwza8WHGTxbBDuqL2bVkQSOyS4P25FB+4vMc/AEj7npQYY6M4EQgc4Z/K3TxTFoEmhFxYiE0EJAhuJZRTSCwN0RAENgf8hVzlsYEcUt7v1uy07uqoCQxV5y8WQ1+8Zp2tgDCygJQd6PEq23H1eYAEhZpi1vJosSKb9gNZFvnrMfrJLZpkzVujZj8tmg2g3bGkha9B5pGFk1NFUTMpLAGnmImbBtlnENjwFK86YZux+orNWaLrVSiK2ANApgWtxUwVf8w8eGZ9XBdFSMYca6DZge0FoyKBSZvrOjV/dDa7KjimCkKeiYCnRaUJe6XugywTfVV0u4BTOYsQfgEv9LlppkYzR5sg0A4Qkp6sKgGMH7I3Kj3hH4G55L6EL3a8abSEHUfjMiQCUihTRSBgGcBVDNCg4ImGw/q8/O54LlEIHdkoZkBBAN40OMBE/cgGsjjRPCH/QM5EYqKmkZH+ahL5kIccc7nqlSIwcQ5pPyw9f2Ta7JQMyQOONiwyRQpX9XbtcHxM46GZZc8+j0qY884QE+kmjMZZ8ADgtZsofFAWcpae71rAuUvqnfadWJ7qf8OMwEmiiFVvexYqSQQ2AsiIAjsD/nqOQmsDa6ArE1LRxY7SWvOL3DXN+8Fp657L2OwvfEa5F7dmtbMhHizxIS5UClhWia36nwHBUOVts2U66yuztWxTX7YR+wDVt+6ei5lQlEjTC7wUSykbDqpmlJK+M+36MO3DeY8CE/Ls1xQLNXGGRCY3TP2E+1yzAxYGtyJct5WOAjGDO58ACYzfCUfKxkC/I4JDu/3+nlONlR3wuF16gpYOnxiaXau7BEgQLzHTyHr2BoUaLCmx514bP0gSLTcWTBcElylWo883Al9H7hfFsypqI61ihpbfhDYGUSHOCdapwUfps2An1XXQoOguRE5vbVOV8japaGkSBVbGhUF+QTglSCTMoJwlVkdj6kvICpkxQxPRihckprWiZ5WzByuFTnqVJIwfY7kxml22048LC0LYRbQfuEW8MvwFlZ+XreTZ6fKlc4J/FvQ86sjnTJ1pr7I4AdcDq/TBQJ7QAQEgX3DmdJcSUP/H4p+VSFjEOssVc1VDEmGeoPCjWpSN5zsqdhmKnFwxsN2KhCuuCq3WxxujNamNtuupJlVUs+Rbi+k6ioZt0o4c9KUd4OhfACBQIggMQPfaFoZ9WeQGuH0h9Uo0q6416JUQWOYtqBoDNoT2a/OlrThmPNsAEl0xo5nNgArf/TP24pXOxtMJCkX1rGWSe/M4P4xpa2pdvIc7D3agWYCPALlQp3soGCI92DhOnMxwK6Xbde/N44j3r8DcmWlK2YEG9gWVs5YTU+tY0KDNDNvKkQO1BoMuPxzn5M/pZc1BnPKybBYQgMfKB+iXk+C3FDW8SCAxEH7mc9WAvJgAJkBKlZad8E29Jxa98DoeU63mk620LXRdzLrsEo2TgXVCUsZL6CoiMxCxczUkTGsnSuZQlvBzjk7GOpKpsgImWEVM0PMGIj0E+s8wIQNkyI4LiJDgAueJkZZmwxaE0EqRYsgJn48Y2W/o46c7dzSO97dCg0MXJf0zBrkr73Wo6RCkW7HlBut3AKgVTLPxqmMs4JSyGbUhKwHAwKUwKpe/m7kpNdA4MSIgCCwf2SiJ1zJZxkC3KyQ9ubKna2F9reqI8uf5kBTBAQwlIHJi94UycCuhmUphWtw4zQ5W2gHVBU8DdSEKEnOWxmCE0Oqt6tfAu7dIMdhszNj6WEFPKNCEoIEFDfgTlxJW0HQCN+FmU/7xvVePGQJmL7Fd1iGgKtiTIb2TJJcthL2CVAXne5GN9zIffx42Oa14OI6fM19DNIaUGvG2nc+ZAiSY6GvXjk2UBrUDApW1Swx4LOuEmlZB+5HZgyEwEHb+XICogYL6Rzb+c7zHN7uyDPjRFOu7C0gWFEd9Mz5speDkUNX/5bpMrQgi/bghGAscBz4byidMCuAjgPwJ1qRCVbqomRT7JsbA1WmaIlrl9keruhtZW71EpxvelnkDxfKyLIDrswMMiJ2nqqLFjjmpQOWcpqhNVE/C2GjTJDIylHecpj+ydn4g9+AvFbOBEn+CKYaiQAb/76gj+BcjkBgL4iAIHDdYSl5V4DTQCHPZ+tKhY5y417GGyrbWh8opZrW1HEv1yttwfJeNqRxURbAauvIQvqFrsoKadnaNoHYDyeuTkYwQUoytbY7rh2TlXk9ndpYUID0+KICp0AJbLiRspQBxUMzoKFkcpMdEyayjCDnfIEZMwSltcuBOIgMhGofMDDIWi+zIVsyXhr8BpZT8QAnT5Q3jHmPOj8m2aotZAvcCFMmwiTJQIjtj6Z932sWpS4qrf1bnz6AEoDq6uhkrxN9KRtYMWfBgJfNlQjqbX2WuqaD4JAPoMlUZoXNs8YOkEF2eGksMg8kZ8zj3ByliJh1XSgVDwGBejIuZCFN0SSZZYR4i2Yq46Km4mLbVdpaCTdNtJiKnhtcReC74JwjW8W9HXVSzXtN/WPizrMBOJOunGXaBJRghtYESIAIBOBRsaUtpggGkD1y6gEAXQJkoXCN1nNL6Ztioh6ctfCarwPLDXZNYKJHFgbBcGf1BAYWCCjZOqsyzPh3RpntCf6RwF/hhvrHHjgTEAFB4DpjsKvt2doFRjb70C1IwA11PG1lNG3Znz0+R9UBy7NLKdYqKSa1yMZEHQOxaqdkXis9rI5nrRRIjeJma+5Iow5pXaSKdVWkk5invb3nW/fNZX+9OxArREyamHCYRhcYKin5cQKSoTG2MUl0UJ+ThoY1zpEAyBdgYKCrSxXQUbIgggGQ5JKsrqXCWdvOJvo0OWSMcNeey6WAfVLWDEORSh+YHrcYE+mx+wSPNDqOb85pEiUIJfrhAZY9xmNu9XV1fdY2Q9eN8G4PlARU+8F0GHKlQ2OvL8sW23ttlY898mBIuQ2DpLU/L2dIjAzHyEuDDm+19L9nJoCp+RJHiZBgVsxlIVCIVFQ4bkzyrtiElsYapSEtRaBU4nwJBD/YEjJEkDeuEHwyAFU+ASfqXCqSzy5rbGqGc1yv2vEhM6H4FIyrECSisyQPgBA0dw0UE5VLwFV9DUXM5X9X2m6oGamUXSDR1so4WdcBs3Nm0MSAYKIBRrWmUTJVFAOBPSICgsC+sUp40pW5TQ4UXOmHldBGL/V6IeVaKeW5mhUozp5KsT4GxV9kfcIbMIMCYDaXAkZAsqALHGutTonP2Izpp2wFSVmB1Cuv73NjIO/fd6Y+PgM2u8YcaE+suGykWyL79rWezxuu1fhRGnD3Q2QHkgWzKw765OekRh+wLL2fT/j5z2T8W6ZC91+Lz25gw/+DzQ+5YYoELMsJU2Z4OdM/qBlmLZ/cB69Fm0ARdRr43WDnt6kkkIKVrEPEVSBV4CifbAZ+BEMgEBMTIc6yNbZzg+rkoGGg4kiF4DQgUwGg7EP+h0kz0/ypRFDWS23GU27BxOIBxgychgL9eiJzZAv6mk0CICFijFA2UaMtK2MY6RETOLJCXhZyZ0avVahgpoY8PQgNdGvskmMjcgxUo4SIUlOzDRXPXR4QdJrVwvXEbhCs5JGJYjQxCEF5qWDQUFJzAiXZDkESpZFxHswrQTkJ/cDxyc23AoE9IAKCwP6ACY9tepkLrIkH+eSJG9F4vaUvQH1OJdXZlRRrIynPPyCCrMA5BxgIyGgksjbVzRqFvziyLXJkE1rDIltzreFaOSKfTMS/j4QycAV0lQknWdSRfZXrAjsuFY96OgiG+CtIa6w1Y4VIApx+jiRJ1qBV7tg16VWG1xjzZs2rxLhVW9pdxIZyhUBZrsWr+JIyw7lS9RJM0nwAIbJmWWLU1CwdjIpSDtc6wWGiBKmOTWicgMzciTV2J97JUfr32BcQ7ZAdWIMtcFHJRt0kZ8AUtPgjyxTwTNjYus8ESZTGm2AN3DIRqmLpZZFhkvLx0ayK1f1LqBIiY4EgAWUYPefggOhxoFyCCX4kZd/KQipBwQAZA/yGtPoM56OoGTSMmxGzBCAr4vM45+g4QACEQJAeGMj2lKXUUN80nwus+nl82AFkEpLTISITkAl76bZa6TY7KlK200KazUp2tmvZno15PewsNCDwI6ftspen2FVjTpE1rjPLAqTg2jI0qZMnCxps/DQgyEy3PNtglsxJMCIQ2CMiIAjsC5yguIKiPNvS31yQhlLAtHi1EgGo7dNaZG3EMkE/HYtMpyKjWmQCNiHvytxwX8+l8GV++lITc7HJMRm8+Pf7fW/JAtc6B1X4eGmllKTqTcVvyVaXegf6TGIel4a+ZLPU95IFrdV9MxvoXIQpregsKEgufBZoaGCgk4Q68imLHwGBf95lm0lU7HUCx37ryh4TDQIC1zRASUCfk32x9+tnffsekKiipH53YUEJmfd8jzLWndDm5RMPDnwHIdvrfDtqIZjxUCoTZKI5/Jh3KFiAR8NBtu6BKaJ/h3IAAh3s/9i2D94DflZiJUoepdRkBSBzwka8rNBgWawVIaahOzM7Vylicg6E605ouYBkQQweWz+M/Aeei6sJWmDJ7hOSFfVZOSSD4RcEkwAGWvhsFtgqT0VJjnwXx0jLKHlWwA9tyVDKywgeoCcDiyXuYSBwQkRAENgfrPceN0eS7Gz1xxtZ5RavIA6KlJNSqnPHUtxsKrI+FTnvHOkRAJxzlvTra7AhFBmP9S62syNFA+7AXF1ZcLeDeMu8o13wYqei/C9WXXPa4yIdjAlE74pcvaIUgOxENbTmaTiQ16OHOixS0nBehEQu3ZFNHAhpXKBBOtc7J3KtA1sJU343a53T1sKhf99T7vnk66tvTMCsx2NSNyLfGK2Y4EbUfVo1+k1/PGtIUhvPR7r6hBtgO9Lj6bVjgjbRDaR7tQ2PfImykPWRth1ChRBthRtVJwdqBBadHIS/AzpA6kbqaiQHJnOuXp1cqXVqc3nESCLYywMCbxE10qWm3tUB04M3DdQ802Ar2/ySwmdtUt2Z1+RlIBtyoB4xKBhXmhUBOVBbRykzJHMSP9dk1I1ALZTtfpR4BCglINug2SIzArKsiGspeNkDl5trX6Tgk20qrFMk0SePMjvUMJpO2i2R5gjMmkpmCGY7I9mej2SzsXOEkkHGnWDw1er3gtRa2blHhiq/DpA10K4BlHVwEWu3iLVv6Jhjb83F262wXSdDibXqwJgkJwOBPSACgsC+wEUH+8J8RaxiN3rTsnpmXUiJzMC0kALdBGtjkfWx9AgKpnheE1lfB8tKywYmIkAuAV7zNCdXYL1aLC80EGmySfgo1no/GLqQgEfVOrUCTu/JFk55S1tjq1ESArHyRDoZ79ulbQuBAB9ZK10izGX75IS7VHNfyQaoMqPV721CQGagGhkb3V0XeWyYHHQVvYYJWyDFXMtOZ+ZDdtwgN2K1rWz9gWfAZxhI4WdqEWimAcHApGzJHfBU9ngEQx9nr9tEzmdlxafOC5+jeC0IyZhdiw4NN70asiepnGTXyJKwkb0fz7ghLSAUZStmelW0mNjRWaAlEnx0u9ZOi1k7khZnDjwOK49QQtg6DtTCeehmyLMlKR2/5HBgrZ+YhykRaXoEvkRnyQD6BOAQwHxIfRpIIkVQhkCVHR7a3rgaEKC0ReMhCmZZlgBdEOA4YP9TSUZDS3UszMPR7B+iP/GaVZ4H4y+XT/Y2ykBgj4iAILAvcCWI/m0j1NmrqeWPK0iw80EeRI4XnIHpSEsD04k+j+0Bghj6/91fHs8oHcyRKWik225Zp0V2YGbZge2mZnYAN1u3w3XyGkmFiDGUXJ7p8Q95Y7dYdmfAdEwm9YvAALMFgg5dfe0eELh1cf6gwJGJCS2x41OqfmjZY9ukBQBoe8NkiY6MCi2aI2OLczwtuJj2UsHCeQcZgJlMF6VsGecBE19LQycEBhgXJdBhTsDkf3Ck4kfnjJAZ6GWjbuXs8YL7wIxAhSBABXqmawvN8hhJjeUf7Id5PPDccjbFsjqdfp38weVjKlyDOM2U6HNylGRQsazpyz5+sPu7XurtOSfY8byV0XbLyRVB0axBxqPmY9vksJULgqyI8SisxO8BwXpVy0ZV0lcD2RG0Ha5bhgRB1Rr5Eq2MUM+34/e6vWYJ/OC8jKA/dzO1cm52ChpXoQ0VQREDgSxYVVmBrKxE/Qg4Q7K4w2fVYNDziO/GM4PVSks/DAcQRBnR1TUe/LpNY2jcAwYQeP9csznI2gQCe0UEBIF9gal2yvzmNyS7keKG5NyBSSnFtGKGgIHA2sQCAjxPpUdAYEs0rZH2GhgwIJhLv9NItwnSVivzrZHsIB27qGWrQUoZ9ri6esQE7jVaesNnfvOUk002vbqnzB6Y5XIixRmxTQWNmFaQRapzZ2IGhiE7oKRCl+NlQGBse97KmWr21j0nECpHACtxTESo148nOhmRiDlGMCBSgmsJZvnIVpPsd+9ltAWZ3V7mcxAbK5lSx7+mZDDGYwMmQsbBpBRx2ctBGBOVvZw76mS9amVj1Mg54zn5AgemMz6PxhqcTDcWUnswgiCAE7nuB/cHrWzaq6jktXztahkdFdcZrC35LgaKGkQwyMlSBBQEQk8kVAg3Vcd/sb2Q9bqiVfS46KgEqa6VhWwhEyGwjsY2VGOBRMvG+v7NHGq9RiCAUoMGRXyuOwZEIE+u1w3PAYIhamXU2hnD+NEUoZgpaAZJYnYdQokQPguwtaaLpWoboNSRAgK7RtTvQa8J8jnMeVKvReNNkBOho8iAAL93XeJmMJiE+6J1a2gWI+t68UxdGlbjoKC9dhF2h4G9IwKCwL6gNyCdNNNrrno3zIKD9F2+TB42kqkGgbQFrWGQEvCMIrj+TiY3/OChIWAkrYHNb0S7jL8ODoGWDEwCmCl/b3nTr87msmEXM8LW0Ng4HFv+gxPhcpc5TgB24/eygWaXdQWY5xhYXXFCIUoFNWSSISoDzoUpNjKYslbMEVbIWP3BZEdX/qMd6Bz3srZoNDNR9LJDLQQlQuLZjwGT6AYkogusjjEJgi/QymTcKut95MJRph+BAAQPBgTFEBCMdcAK7o8NoGcvPJUOAh4md1ftSweMbaT+SP05uyZoNzxqOQmjc4AOgyAN0sCglzGuB3gyIABqVGcBnQJ8rXLnQ71GcgIe+Abks/LRyxQJK5RIKpRIOg3I6lbPAYMfN7UaukrYyehlEXMfRDDgapXOJRnaLrPj0kqalSSy9k93JzSeIpU9LdBU8yk9Nh4WeALMEChXx7tsmImy42VgkF2xhQcQlPCODEFg74iAILAv4EYEchtWOmSee429WCkZ+KSRVoIu8qKTPgmEqUzQSLG9LbIzE9nckf7IDlUKmyNYMQpbuTbnY2rUQ5seNzkQAdlLnk3aniHg3ENxHpGx88Q8dZ1U9+Dgp2l8EgkzeV5vtcsDBMAZ4zTcsZUg9kNFf9S1z47U9AC0jj+yWYJ9/ObmyJUpVuWTTsYHQMTspT6rlHKKYKCWAjlu2PZiRsMkilmv6aTcaaXaWFCsqZpuyrlHCjl3ayznHplwhXoIpDxOFLqvtbUUokxxcLwgeRDBwPraXM2l1nRCxPfjvI0O9uR/SAoITOAG5R8GBoi4SpvgbWJXybyjGe16wJbigPey8UNgGpC7BradFCgTwWTo8Ez6nYWUW63UGwtpZxo0Ndsq8YvzutlAhVCzRC68BJ4fAgBfUWuGQImUa1UvNx+3DApuPpmzXDIdL+TAgRkJfMjMICijcmCyhbRL1kyKqEQIW2sYLM2rpEQ4M38NbbF0SSWXezZfiKzt0vkriXtijoUN5ZdVj2EBsqR1oOBakVWhqmSDXS4JYK0YMPIcoswWCOwVcbUE9gVPVeYrIP85tf+t9kjxg14stiAA2QAPCDxDwOyAZQjg/LZQkxdl8w+rMb0BJsl5/X6zteVN3VLGOZ8KN17cPJPwj4vzJIncQXVveBjzfGWyW80SeHeBZwO0QmyruSRM7PtpZQTTnidxD0ZK1qJJ7gUyBOBeYOcmI0vVqzpeyeCgkX7Uy3SzI2sdaZBuAUKbro/BIdBMjkoTT01saB0dBaibjzQYUalblbwtR1oK8AwBzl+B17w0QCtGPGtAoGQMm+wpRpUv+bPzzzKBBQFoMz1GQMD3UbZaOxyoSTHTTaCcARfK8axll0bTgwipWhEIAmBoxa4StVFIAQFiqQm8M1KGANmBTjkTtQZlyAygVIBAQDMxg+iWt9im1kJmCNzcyjojTNQordyXrh9f3SNDtdz/6FkrZgZs/5EFYPMksxK9BgsrSpd5QJDKVVlA4Bkzvp08msgQBPaOCAgC+wL97JtKDVZq63si7KaVZwR4s8fkDt3dhcj2Did+Kq7NTXQIAQH+fviIFDsz6ZEh2JxLt9VJs1PKYi6yWGit3kmETtbKS/uaJlVSIQh03Nd8kmaGwFvNdNJQuV7RicJq+z55Iq2syoFmKmMpXXVw1OPTsoQRChOHYCC2QVsI9+MWvfM2YWjHgSh5cNyRL1Cta0q+PDhWSWeoOB7AH8DBQECAEg1U9HqupAuoOy46GU9nUm+2Uh7pZXTtTNpG5OAmfBYG1v6gbwAeZ8sSAVbDI5pKaTaA6pJ03bNyBcl/Jm5DkRtd3WsJYwgIGBzkWQALDqy3UH9GFwn+PqqlH9ux5AEBIyqQJaH72yr7cAItCvyOibqT6giumY4BAQIaujaWI57TaYlAQFUX/WpQPZ6eBEo8IMd8DrICVScH12ZycDqX0aTVzAwCApRq8CG/clO06ZkBBAO4Fo08uIBctXYTICvjaoR63s2CODkxYvWPVkhM8Hqt6L+jQVejtQDWOyhc/8IzDbKiR+EBAP49MDBI3S4rXYZlIWO2aAYCe0MEBIH9lwxa3NBVcpU9z3kckIkEpd4+WsQ2Usxm0ltmoFjA23gICIotlAygTjiTfruRfqeXdl5Ig4fZCjuzfxADWqYrUOCGfvHDoj7drO0G7WY8HhCojr+24IF1jxUoXqNAj4n1ODGRhAQXhTH43JG6DPg+1W1CWxkF7o6qLZvuPDIDaLYAXwAT8UYtxfqIKo7FwTWNbiDiRPF7qxIjeJqOpEBghdT+zlzqwwuZrs9IOmwOqZQu69yNCQIZ0RLGNywNjCAW5WUdbxu1FS0CAA/s8LPVYJQQaCt+/E5JSC1ncD89MEglAnsNRNK6kh6BwcSOhZkCDXK8ZNRjexYs8juoTTGXskRpBBkCNcrC6h5cAZR5QALFeUMVI1+A42/YLXAnoLeAkgn0FhDsHZgsZG1tTpfN0bo6AjI7Au0KdzoE0XXhDoQaDDAj4JbXcMdEAGgkwoES45bWRkil5LXWMJRrMlwzno9avjYG7keecHGZZ7yN5Sr7NwAepj971mxwx9QN3SI4BIF9IAKCwL7gqxS0RGmfecbYS2/yu5ilg1ECKNFKuJACCm+8szVD+QA/IxiAh8EMhjEd27qcRT2kYYfJmW1adgNOf3MdAuyDM7K9VSvrZhg4ce6UaLoAlJbVDAEmHtZvPUPg2gLWcghfe5oD4e/eTeAM8MwDwPVsmJkwBUKSCb1UwBJBZW2aKOLX6Vl7KJVLkOCiTUyvg1xYS1HOuarEuFUgycFsh0Y9shTAMBiw9j/vXkiKkFmNRScoEARxLEoUVPceI5NiPFD39/3C9svsnKdtWhcJ3sdgAQEEnq10QD9g2wb+liK2rNzkqoFG7Ms1HxxO2vNgz9tKYVjFgMFaPLW9UNs6NTCyjofkEjXMvIP65CC8pOUB2wdL13sWYHlftGylzhPLTSosAbh+Q+bnkHfC+LFlnY4pA4A4xTMDcLp00yoYW6mp1EBmxTGdE8JEgX0gAoLAvoA1M4RicFcbeSvUbm80eVdoCvSY7JEWxutcXWKys8mF/IFO+kNbIvOF9Idn2m64jRVZxTotZlhPtbtNLn5REyIz3sHiGdOCie+kBIVN0ClDkHEHJpYhQCoZq0dkBVBnx4Q9YUug2czy83Ac1JWhy97iJ7aLYY5j6ldvxqlVLCMxuoEQhX/QcjjtpF7rpYTx0wEoNlbq/LiGDIEpO1aVtmdy1W0rdG/NxPP6lHwCBFLFppZjyiOaekdgBS2HlKUBrCUtIZ9xsjT5cmuFit3IAgdiRlOJuIFAz4vb9roJF6mwfiG9BwJQpbTyQT9CpsBSJ8wyQZUSJgKWbdBm+iEYYA3fBaFyI6nhsHA+McbKHVBCHzoqDtQNNQc2xgue08m0YWYAGRI6AqJc4ikmJK08+2MmR8wQOG/AVBjdx4IlJAsa0vDa+cb1hqCA10KSnUYQMVyryyt+s4dOfkpOHNRhAqcU/4Iw4WuHJjw59L1ztKFS+lm9OnQbKqZ0iwgIAvtABASBfWEwrMn6+3e55yRtdbY/dZlfgb0ZtU0SCm2CMzJhj+CA/exukDOkUSkza/X8vGXQ5ySovSGrn9ZrthLLKxg5Vm2Hc4lhrOThMe/EMAYE9DmA5KybEKkdMMVx+LlBgCb5FSTpYmWOU5KWao7G4leXISXtMR1vNXqINnkQsFqb56SLz+o/3yIFVqWNp05yVFl0OcZ0soYWQU727crgZH2SOvQajC1ZANv57BkcGKHQ9w+MuG7IJKQaSjbqSycnXTB5gGKlBNM1SKQ+7+23lbEWdFazBbkaYSZRzAyNcikoo2z763bZ+X54CWA5U7DiVeECQZ6bXzo61RpgEMrL2LgBJi6kBlTDYfuxmIQDgwRP/3uwYDINDAww+ePnHah4UrYaRk3qbwGvCzyDeInUFQKDQGCviIAgsC/gJkjNfBrsDHa/nLhttUlSFm7kDdrJsIpckIDo9dREOHN+AYKAI2APttJvNtLtiNbBrWRAR0OsriHXyxveQKJy6Vn8f4abqkn45iQrdTr0yRoENGVuK0FQgwL3LFCxoI4EvHpkLnSVrvrrRceVYjnX8gIzJTTEU918KCg6bwETEMhsWKlidXpgPOc21w4syJofnVVIdVYtxYGRFCAQjmspwBdAV4HX35nG1zxHIkw4MNxWw2fqniz9TrMvzBAstJUPEyvOAfslkVnQdD9nFpIfLABDiQET0tzEhYxPkNoPG51EoQ2hrYit8ggQePj+svOgkgJkU2YLKpWi5sRoq3/LFCGYYKDI/QPhdFuDQmQ6QCxFpujQXNrtXuZHSllsFbK9XcvWfCTbbcUHWj0pTmXn2uMdzwC5bwEyM9BaoEeA2wNbtiSfL6l7AREiqCxi6Kg1ADnmrFyQlw2OVb7wTIyVtXCMmqnSwHH4t6TXiutqDCUAzQQgO4AsAHZxBtEm/o7MgPIntruWE/9Ov5CZLKSVRmYyk44ukHOmVbbl/G/7PSFw00EEBIF9Ie+hzp39/G9piTwUPzUwGO7Ww2qShELLEswWZM7zgZtybq9saVje3NGKZUItmra3lD5Wg0jJ0jZXe7olW335QpkCRtYf7rvkREhXElSDIZ1EVL5XMwQMIiqdELBixWoPQQEmHw1cvB1RV6QUvym0HIF0NcsFk1bqSScVVBzXTGdgUutEXg/ZgTT5583lqykOFbo3Uqfb81pfv7cGYsJHQObyifibTX5pQqSZg5Y+OP6eNSBL0wI3W3pzrEE2ZGuj/p0iRAxeII2nr5OEyIAPHSbIDmkwQCAooLZ0O+hSMEO00LIRroUZSk0dyaXNrJYGqoANgi590Ncg6zrJ6+9DNsk0J0gydKOmTF9iZVx1LIwz4CUDr/Xb9eZOm56ZWOUQ6LYtoLIvSRks63DxGITby5w3EQTgukU2wGQn6FWBv+80XiboZadF62UvW13D522Zy6yYSSML2Sk21Qi635a+6GSBOkggsEdEQHCK45d+6ZfkHe94h3zyk5+U8Xgs11xzzVHvufzyy+UZz3iGfOADH5ADBw7Ik570JHnZy14mtaWUgRe/+MXyX//rf5Xb3va28rrXvU7ucIc7XOd92u1WmKdYtVQABUJMnJ0UWHExtUzZtWH1y2BBC6EgxDmZkCs0mzs0GFAfeXxm2kOpbihbuIwrfq4xSWAVayqFWHlhtaW1WH2NcxNW+4XKxeK1iekcwNAokRhNK4C6BkhNYKu1TRpVw3a1EVL0nHNLGTdqbDOwzb11sZe1tYWsry1kNOmlPqeQelJJedZYioNq/MTMAIIBDwhYXDbOBSbKfIyH37KOTy8LWHDlgcFRqXh9H8syCxt3SCJjZbwj0k9Fmu1SFfmMoOliUyUzBHhuVagIfftjKwWZJDG2V9A2EqUb8Dk6JUVyPNW3QrkjWQkJQQEcLje3lW9y2LMDjSwOwy+glO2dEZ0ut+Y1hakgSAQfAwQEDApsc8fk0zvZE+fWFAdJBYGAAeAthoibYFgEZUwYFlFvAHbG5VFZgTwzhuqWV0ecR5C3DLo+FwJF9yoYtC+GlkW/bj2zpTQczQxg4m86cAU6mXWdNNLKjsylgctjsSkz2abHxU53WPDXRYeAAB0Z8+v87zxw5iECglMc8/lcfviHf1ge8IAHyGtf+9qj/t62rTzqUY+SCy+8UD7ykY/I17/+dfmX//Jfymg0kl/+5V/mez784Q8zqHj7298ul156qTzrWc+S97znPdd5nxKzf6XF0Nu20koLE6q5xeGumVbkuhWrd2vKutuBhwEmKG2Z4wrc2PtIz3dg55vjn988XYiFJQQ65VkK2wIATBaQ9NXaq+nJq/CelusLENRUBhcP6sd7+YNyu8rMh9GQk8WoPjhDT3zDyQLOgJhA5ouav+vcqwGB2xmPN1qZHmzYXjg6r2aLYXnuREsFKBFsTId2PDL3scM2K2fdGEyxZ8O3lEnwE4H3eICwWhR3oidmUA8EttUjAUY9XS2yOOxOhXZ+sbpGr/5Mg6MKpjngP0DZz8SMepNXFgQI4ELgbzhPKBkwU6D75KTSHseG+j0yAvgZAcG1R6RHQHDVlnSHZ9Jc08v86oKeDUeOjGRnPpJDs7Ecgv11V9ICeeGraWRnUKEw4ulu0A4FXFt6ffFUWtCk2Sh1LqTmAAICqBEi2FhU9O5wh0vtMMhcLnH9eUBg13cSJLKAAGOYVC6hLgi9DGa6NFvl/yi87OHBAJWbjTuAzAACgp2uk21kBqSRzWJbmmIhm3Kt7Mhhafod2W6uka5fyKLdlB5hQ7d9nf+dB848REBwigMre+ANb3jDrn/HxP7Zz35W3ve+98kFF1wg97znPeWlL32pPPe5z5Vf/MVfZFbh6quvlosuukjufve7S9M0x9zWXpCT+3a793qGIGevM4Xs7KlMyEjr2X4HNKc8T9Wacx2/01ZTACZYzVFYzZs+AiDgqUUwvQuyVZbWYhEc6O9YreFGjM+75j/+3rjOAcR8PFPgrHu3k7V+fVOTZUodssTIekvVSotSBw8NE2VPC2MoEdZwel6HJHEpxVptZQJYEIJ5n5UJ0rj4Sh8FZU33ayYlGxSAXIw0QJYG91KNvp98AQwChI3wzLKMtSUiIEgWviaDu9AVMasBTLErWRNBnZYGevWMYIXBSZwgsCEIylyV8F1iz2XmVWGBAf8PjgOCAisR4PcOgcpOJ+0MAkAlRYCge6GWwu4qaeJU3s/v5+hYwYBPtry2TJ8hXVzqasiAgFoDNuE7iTEFAtpmmGcKPO6CoSDVBTP6qgcF2s2pXBUnmuJa1YAAJQTIW2v2gNUZyxnk1Mv8eTgmNhfaf8iatdL2DYMBfwgEkYNUGNgHIiA4zfHRj35U7na3uzEYcDzsYQ9jCeGyyy6Te93rXvz9N3/zN2V9fZ0lhbe85S3X+fuo/W9kuUH3P7/zarqfKX/OGpolYLYg3xBu0MgOzD1DoBMVJgJMTlileYcASgZY/GMLo5U6OgWL2op9+NAGwM0WvdpwwttuCznSaEoZWvdYYaETgMJ51hEwhs1sUSWjmfV6JG3fymTRKAkNKXCrn5cT7VmHEyF3oxUZYYLFfDtvGRh4ypitiBMVvCkPVFIdGFOOuDh3jS2GBdoKKTqEdIX9M3QJ59mCvg6cwDezNsI5iJlW8wdMd5kkvxGCIvs5yQLT+Ub6uQUHOy05Ahjr7nDHCRCEPQhAzeeVNGeXcvjwNInt+LlFx8V4Ry2aofDnFs2ua8AMCs2ZIDjVSQEDCVolt2w7ZGYj9eZ58KKiSsgO9NsL6a/a5DE232qkPdzL9uFaDh8ey3xRyeHZWLabSjZhf20ul1Tns5gpG/IUHy1dkiYixPfMlDeRyKL4u5W0EAQwy4MAEs6JLEfg+tJgwKWC+Wyqla4NgJgouQ6aRwaCV16/ti9e5KpLDW4QFGgmQDs1UMEANwNlL2YzTOsJ28Z1y99pa63v14Cgla5HAWEubT+TptuRrptL227DppHvCQT2iggITnNcccUVS8EA4L/jbwDKB+9+97vlm9/8ppxzzjnMGhwPHWqUTcNyBR5XXnklX8fPXd9JO8JNS2QHSrQg2Y0qqfEzJgq2dKmDG1PvmFxoEKOrKq4nveUdK1Qwptljjbf2spiU0jCVX8hiTWVh2f+dVc29a0vnxkHB8Jq6kiMHCtn+Li0V4EbdIutgq3pc7O5lgJXtDpzywAGoSjlcFbxRXzFS2djxZEonPLbTjzObRGYgTNsAnIKRrQmdgJZK1ujB92JyKcUMqfJCilml7Xpc3Vuw4Tdtr/1z2VkraQ9kPGdEWkuguyNwUj2q93KXZbK3EmIsPE2+bt19U7fSLeVb6yN5/8XnLolBOSmOq10j6Ln6YfKvMO0B2g7jRM6QGbDA5JB5IJDhZ1kD30We9Fr6tpJ+PuJk2NW99Ad7addKac7V84/uDbcUXlLk87Hwdj3b9IyiQCJXlbWMjdk/LscDaTSTBdZUv7dimnBQlk1YFijS96Wykqf4q0I2N0r5yneO2G2iWhngvRj9MJEWzZERASrKEDBoQlDGcgDiPg1yMA5IqqBZY2y8S5Q68HuJ7Ab5EwhcRuglkKqdyKhdk0XbST1bYwDTtK103YKnYGdnZ7+3lcAZiggIbgQ873nPk5e//OXHfc/nPvc5udOd7nSDfu8tbnGLPb3vJ3/yJ+U1r3nNUa+jLHGoPSxX32HCen5djJIjm/bum1GM68tYzzVuburpbvOXpY2xcmQ7GzIEWF3z5pex+ButDVNfwFasWqUftoH09gI6810pO1Ul2+jauxLpcL2J7iAdjkU3yFnYD1eRo6oQMgUiazWJ/uqKN4I1bivnru3I+mRBN8C1AyARitQbhQYHVUnte5+LfU5HIoNMfD6QSai1ZW99rP4EaC08qG2FxWQsPVQG3QESM8HWjhLrjuxIf+02V8zd1Qvp5p00WyItiH8UydHzQdIfLYt7qS1ogS7/sA+2MFf5OrbwIQvTIB2PzEBTyNbWiGl5uOL98Z3Okrt/ascmGzeCwvnt6SFAo6RxY7bJLdsnscpG1wQsCKo1yxKMS6k2oLJYSoHMCESXkB1BmcSX75hMt6FOuaBUdbs9I8Fx6+8LaY4Usrk9lmsPT2XWVXL1bCw7bSWbTSmbkAtGBsh9srwhglLUeo0cgFcDpYsb2Rg1VCrcmCyY6RghaKW9spIkMK97BgCBJSZsdxKkCyEdNTUgZf2fegEaZHrwt5j2Mj5YyMamkl/xHaWpI2qLowZMLTMDJTtVMAQNyZX4h1LxumZgnAUb/lFeVkaKnUop630tXVHJ2cwadLIoxtKU5ypnoJ+xdNNjr0loncqHPvShG/Q+ErjpIgKCGwHPfvaz5clPfvJx33P7299+T9sCmfBjH/vY0mvf+MY30t+uC17ykpfI0572NGYSkF2YzWZyj3vcQx75yEfKx17/u3LbL/6djKQjoQ6TxHii6XWY9dRT6MOL1GsmjwviGe7OecHAVqzseUf6uilIZmsXhSxmlSzmddKMT9w4VxhEH3lWSJ81tcwWNSeM7aqXQxsi1bcK1sbnTQ9rBPIHIOKCZ1eqJTF+VMioLCixj+z9uLI6Pwj/XSmTRSHIhq9D8haNAGvqSEe9f1oEu7HPkKfWlbDpLMBzAJ0D2Pg6NP3hx7vGvn0y7iE+hBY81DMA1NTJuJ9Lf2hH+u2OKfRup5fZZiXzbU1jIwjieNhqvR5pKh+Tcwf1Q4yR2VD7KpYBAYiD4PHNSm4PaXRMvPOmkm1YCnelXDufJGEcrUhoHz/eg9U1vpuKi03D84bzgcgL32lLbClRpsB3I+ADg9NcLqlPkefyt+a0OsZxUp1y3ku7PZIFTa2UO0BVQNMCwLGTpoB980qOd5jgnJpscY3VtBkeoVAAh0jW6stSg1ZmUTzNpFksOnhy9V6qcBA5A5rpcqVBz3phu3nL63y9kMk5vZx7ZSdrVEbUfw9rCEIoV23nxo4FmY6t2UjHf1HLkcWIRMlrcf13IkdaLXmxQ6axcwe6BWLGppcj6M7sO7mmW8i8b+Sa4io5IlfLotuUzcW3WDJYtIfBkpHb3vZ2LBkGAntBBAQ3As4//3w+bgig+wCtiSgHeAbgve99r5x11llyl7vc5TptE9vJswmHDh1KP+MmSC1+sb5uS4suF22t0wA3M00JDEtpStHqsgcdUe0ObvbqMY+AAGx91I25YjO/eydnUVefy/AhuMiJX0phMMW3jK0NwpZm3F3zfrAHHtq8NB0NoiEyCCCxod+9XHQk2rFVjG1qmjZnjz7b8lxfIQsGGG2oQ6Da/tozAwHXGbDByuyfwbJHw3m33Ui32UmLQGCrYmYArXc7O1ZCMQEkKh8iIOhamfQl92vcq/gObH3RHeDnhKntmRLnMNbzpuYxzqyvHwGVqt+pq6SvuvGTmzZBnpkaD5WurNl5gf3npGcRhJhXBZUY0d8JDQrN/qwqSKL1kYJISZ1yWfky+UGsKEniL2z1y6QE3MY6db4kTQglIiI9z04NtD+aeIN/FSZmd6xcdBqEMlNgDpcqaqXXh5cnrGCj3ZY4nRbTeVkFWQjoWEDtEgEbnjuWAhAwFTKRQuoWDAC99kBkhTAROl+QRfB/UhhrckHtkmngYIjW2r6UUac9N2P+t8axH5Vr0hY4BvAHailpXRkI7A0REJzigMbAVVddxWe0GEKPALj44otJEHzoQx/Kif+JT3yivOIVryBv4AUveIE885nPlMkE+eMbFqWnjzERYeVjUrBeKHVSM1Z7XKViJcdW+kFDGIEAtemRut5G6rqU7e0Rn7Hi3wGhy1ZleL9PfAhEtCVwyBBgMuOk1lVKMLQgYRB36dMzUr0ATHuwz7jBo4wxh6VzqwqGUMDDDfrIfKTpedy4C9zUMZk0dAys2lYqHCgkh7FBphzMnwGTP0oDCArWJvo7zgN+5t/NAthJBxRlmmt24PA27Z/bKxey+EbDlfK1V07Zgw9i3ea8NuEazRA4sXOSeTCgzMGUPtQQwYHIEjPeQYCMyubOiAHBtfMxx3ATOgpdKVfBXZLHPQjpoBY+LZEhgDBOxQwByirTRc3vWm90JQwi5njckHA4ho4ChmSxIBmT5k1TtBtmEzY6CkBynPXSod0UGhQICmzCTj4QCOB4vkCRUyKeu0i6wJQbVuXdL64/gZU/9puTbac8F+cG4PziuJ2fwJ/dWtisrQcKhm7Zt+9iWbB5sAoEMxMoFaDldLK2YGAGZ0WUdTwwQ7ZjstWQPItzhJIGeBKYuvH9dVnLNv4toJUWZQY2cWjGQCkilYzIR5jIvMc1cRZv5bNywqC57edSFSPpioWUKqIRCOwJERCc4njhC18ob3zjG9Pv6BoAIEL04Ac/WKqqkt///d9nVwGyBRsbGxQmQtr/2wHlyGkt31dveSehSxiTgLWqVe8aOuikg/LaAv3eZeIBNFSiU495bynUjyovAesx5yU4vDfcO/K4ENzNp2f1IPI8g7Wv+WTjREZnmKMPnTVgkALx/QtVYyalzWV+89qGL1NzmWas6ljYz8YDGQtvMUSWYGGdBHOdIBEwgf0/Y41f0/oaEBRZQIDNtNRnqEuUQKBMqOls1c63DA3Gyux7yabHcdkxYhKiZj4nJCVjKodgWIWzGQLBk1okaoBGkiJKO/hO1ObxutLi0bmAYKsk6dLSRiQiwgPBhsAyA8uevT6ERl7MulmGDIFnLzSlj+FQNeLlThbXhEB7n19LXNdbi6B3BZAnYK2nHgioEdEggZ3LcPn3aNbKvCsgxOWtheZZgWBALa7V5tqPEeNCCWgIbrUov2j6ZAxFTzx3nbQU2FKzImSeEJThG3COEXRgH0fIdsDwsqhl1LOIJ3WB3EMhbTmVTgsme/2nHQhEQHCqA5oBJ9INuM1tbiPvfOc7T84OFXlAYFkBu8mmtn2QnaBaN3gT865JsiAmFZQHmpKlge0drV1Dox4TEwKCGVbAWTsZboZOXBxD7MZvzQUEWypmFLBqnoEUBqZ7cqDD6n5I60PJUPkDeL1gy2HyFLLAhqtDS52zKm0zTD3vGCQgDTyetTLe7nijrw80rJNDyU+mnYB0ANlg3r4x0aPYbZM+h4HBhVo+8+87M9Xuny2ku3Ym/eGFzK8tZPPQWHZmtVy9PZHteS3XLmo5vKiWAgKMC45nWpXcXwQDWOWO4d7IVW/Dc+STqLv0MQuD3n4K/CDDUsqWMfm3EJfYubTmQPIstGUTbHidnCa26qanA8YFEs1tJeO6JqluumhYRhjPzXIYpo1TZXWCu6EN+q6caFcR1CMRdYzN7KddyMha/cYtvqOSGox8BiveAjh0YabmBVeLBB8A06JFINx/igENcsEaBOmxuzcCOxvcYMhUMbPLn9eUK3DzuoEehfQyrVuZThZUpqzXOhmfq8eKttNyYm0ZCCAwDOBMLHqpDjcyPtxSc6E61DEwrsuxbFV6jnDMFF4S/LvQFkacFWTAoI3Aa6GZSt1VMuvHUvcjehpslwelKxsZFdOTclsI3DQQAUFgX9AaaUcyV7KtdwVYugFaDGC93loT1gmaK1Sk56FN3+hEvjkfc5LZbFSBjkGBTXjO1Zv0HUl+mHyUUzD0dOtNXD/DbEGuGpe68HRVqmp2HhDojd1JhsleIfWWl9oVATKdmStVqNFigsfKu8UkZytYkCfZ02g8And3TJLCg2wwgwPskQv1OJFwpyHbvttqpNkayWy7lp15LZvzkWyhFx8BAVvVdDIAGMxQilmXqWS4w+EOtXImlnX/6HqIyRDlELPvTZkBlleGCVB/Ng2pQWHaxlIHd2GcDLRV4rzgu93sqgUREOUCTF7ow0e2CK2E0CagMRLEH0zoybAkAAX+A+ru0D6oW9bcUZ7IFSoZY/Xg0dsK3RskXXqBs67+XfkP9hkXA7KAwBn9KBl5oIVg1MchZQiybhIvd4DAaFcWj8WvEQRDI3RigEO6ri2rxYFKiqkbUaGDRvkdKJeAqYDy02hWSge/hlKDNgS1mPypwNnjPA3CRYg9oUcwr9BSiQzHWPqukpp7VVHWuChqacuFVEWUDAJ7RwQEgX2BKVjWsFWxjq/ZRAG4jb0jmcKkroGCK16w1rGq3VyMLCDAinUg9jHjbnVs3CQx0bFuCmGgTAXOAwKmeiEwY1l5luvRpuVt/KZoh2wAJlLcSNdR30XbIcr82D6CA5tevP6MVWbZ1iTPUX0QxjIgLiJAgShR0bI+TMHBvtUuhLHKDYM0xyxJrtLnqQ1I9kKWmGY+DR/oJgCBcDHXOj8CJgjx7KClsi34cBlmVd/rSWhjfdmsiDHRUwXPOBjk+UFlMKXhs2c/SVmePReZdOKdttwpjxK9/jjfWLEi5Y3fcaYgCtWxnt3yPDnpESTPuq5k1OJ1sO3RT++mUZq9cd8EXEMMsniOWu0eQIcBJkEcKBWARBYk3qlegD+rWvYgSYzv5aHZMZTeHZB1Jng5YCgZDAZDWjoY5B/UU0M/61UgBADTqoNkhJRFK2vjhUzWWxmfBWXKQspzRpSpLg5OpFizlksEBdjgZC4FSJXVQuoKQlQik7ZlJgo6HCw9oETk4lt9LRXHwsQf0d0AjkbrQQ+kt2vajSN8wnUM5ULKeQcCe0QEBIH9gTw4m+SNKJjK4hkR0FdfmDi5KsWkZjXwI2wT1NLAkUb7yrfAIUga7jrpe+vYBKlnWtkiK6+Tm9a3NX3MG7mlj1k/t9U/S/a1Tk5eD8fraIvHpIlAAHV4bBtBgtose0Cgk4JODnqDBgMdqolri0bW0Idft9I1M01z9y1V+sBqZJvluKMyoRaN1RY4OTwCUCNcICsw1/a77VbazU6aIyKzrVKOzJAZQEtaJVtNJUcajFWmjGerX3w1AOVFREOLGqthzSSooI7X4jGZqQ2x6zm4SNNKU2iaCHOAiElmv7Vueq8+Jya084Hc2HUytjLCDEFUoe2KI3N7nM7QntjJZE3bFNGmilKCGyipmZKSQVBmwLhCK4GdDY1abvP7LMOBSR4reTIm7NrhvhopkZ2EyA7oFZDOrxV0kvQxVQ8tU8BME7JYJlI0kBYHMSZuB8cLQmXdyGKEoKeRg+szWT+7lcl5nZQHRlLdYl0EWhRnrSup1DklCIigOYFMyvqW9OvbUm23UhVzaWeagZuWtUwWNf8d4PrDIexAr0A1tFNpY8HLqiSfAFmEUYOyUi/TbiwIqUY0DQ8E9oYICAL7Am+kvEGZU5uXBbKAQMnzw8pOV14l5Wdxs+Wql61uKi9Mm1eudIZVGxe8bC/TNi1diKr/AO+rnOiMBW4ucT6puahgvgp2d7lRFhBMLchQjoIy6p2l7pUQBjU2KSwoZGPpdnIkdKJiANEgOFCRJTo9LqkL2jP5dqm+YmRC8xvgM+KKZb38/PjSIyNoutO0nps8tT0oC6r9L96n63324yPY6pfJemzJZKCwrHaY/+rcP90X/XK3ldaMip6BBdPzWpZwVUCs9pkG17QCzyszKR68eU5eFa+TbgE6PIAKSnzQQnDRJAsc076tjAOCHxxzcuP2sUoHZL6drkToZlnZMebu07koJMZPOwogb12St1FPeqmgVQG/CmQE1iBwAcUr6zIhobJUIikvqEZkrZFivlC9gzVEk7qddt6p1gdkpzGxVwimIbik5S6UPlD6QrkFwSyoKb3xPUoP1lZIloHAiRABQWBfoKjKfKQcArtVutStyssqTwBpfK662iGlj7IAJg2sdBEMoK1qkz7vIAf6Ck+3iZvupETKu5AFlARJ/oO9sU5ulIdNkv2D1C5+mlbo1fYSxtA6p2p2CASUoIh2PSeGDatG3ZankRmU2CpUTWpMswDCRcZrQDq83sFEq6yvEtENxgclBfThe8kAE2C7nCGgsQ88BnZaCgc1qCMvVAMB46YZEAuWjOzn+j6e3nf4uKS2QLQAYkU+VXLhiC6GhZTwjwA7HUEZSgxgR1hdet0TGRaY6Rg6HyFvkjDFPiO4aV0egQC6EfpMq1+5DRgrjBk5GBQPUhW/0ksHtYv2aVodJE10cpCNXzdsVSVHA8FC07GcopMzSheWuUqW2AYy9HkEms3C3xlvWNuhd71YcKMB2MAvWBbFspZCKiC2slZ1cvZ4TkXLrbWRbBxYyMZZjYwuXJPyfDhZTkUuOFegetUf3BCZTu0ChfhRK7K1red/imBhJOUWWlcKKbcbmVaN1OO51FuaLQHREPs3LurEc0GGAG2YSEphw9i/EZsV9LzgXFKJICdrBAInQAQEgX2BAi1tuRQQdNnE6QYwKAcw9WqlgSEgENlEQAACF+6LFhBAz937y/O2MpL+OIeoQyG6A7h6NJJgjkT4Mkc5/7wGF5oNwEpuLXUsgNRlK2mbFLQH39LtRqjTIoWS3zg5moAMCG8YC80UKIcBMs1LmYGcUJhy85mjYW4BjQl/KUOw3GufBwC+Ul9evWYtegiASiXnqZx0Lx1XlIWMOiVH4hhJQmTJRCd8cCygJ4QJlNL9mTBU/tBrQWMcT9nnq1GMEfkDJiREbf7U/qgcBHhm+EFo2aBQZUOkERAMgl8AAyK0YVqnB44HREa1OnbXTf2ONCaehLEskwYAynPJxy2/fJYChOy0eUnMRYiY6WCZqdNujlFD2+rJuJcR2gs3SikPjEU2JtJvrKmr5fqa9Ckg0KAQZEvBZ9Ft0qCHtZByvaKOQIWswayTDi2J0JLoNchrSRpFlkCvb31GGyIdp1kuw3lE5oT/lixQCAT2iggIAvsCV/gLZAiGdKSvpDGZYlWLGyo4AiwPsD1N6/F0HmRAoP7uWFluYyIksUtv1khXK39A6/24yXmrut7ozKwov1l7EAGOdVHQk8BT4cgIKF+gVcndWuVl3bUx3TBtVYiaNybk7UK7HnBMIBYqdCm6m82uk/WSBkGaOVd9eQdbaBOvH2QVjZvhjL6BWDl0Q3BTFphgtYpxwjH6g7X6upHJpJHJugopjTeU3a9KgL0UOw03PIYHBFaec6w8RzIqKjkLWv9mLuXqjkuTYvazHpYGU4NCoAWJVk5QYSA9r2ghxJWCLBICBDcPGiI/oSEB/R+odqmdCcgIYP9B4hzNYPOrvfi4Fpb2J7W9DmdL6XZuaqWZIHYsoD2VChdOUh2kI5xzwmvKeBYYW1xXCAQOjhZyYNTKwY2FrJ+zkGpjKpOzKinP2pDivLOkP++gyNpU5JyzREZj6dfhcAmyhG0U0s74ebFgtwqIgFLVdH8sxgs6MiIIwLmdbDdSzkuZgoCKwBktmEipCIi2JtuMllB0zhiZ1tyoTZshENg7IiAI7Au4maNFkC15lrJXaVitWzopi9wAe0Z5gBrtlg2AHjtKo/Oulx3cELky04kEGQDc3Ci8QkE/TCBKaKNsvq+Q7cbtLYipjCAICNSeWW/iLdP6anKjCnJro4V2DCCdbzLG7hGAVj+ktjlHIW1vUrc+h/v8dSyobs/Qx7gcPGQCPAiAbDKgbK/JPXsJJJ90U93ab/LWSaEdE7q6ZzCAFWvVWD+8BQQQSzxb0/GceCCwCP0E0d53qOVN0IXA4GIsB0eqbuhSzkeRC49z/HnN2gl7CKgw+WFiBekNrzLDhIyFuQdyLUsbZ1FFQ5x4E3uicBHss9ERMlP/DAYEFXQhnPOwEnNl58K5I4NugE/6RipwroWbCdmqGp+hdoV1pKBkhesKY3xg1MjB8UIObMxl/dyFFBu9jM8ZSXneWOT8gyI3P4cBQX/22VSm7KFUCYVKByWU0X3SDKkIGF6h/XQ8lxItqH1DDkG/ic6MTiYoK0HhsKu4DwCFiRgYFizVuD0yuzWgBbK7LFcgcExEQBDYF3ArwsoZN2tfkWlAoBMIsgH4GSWB1soCYGwjIEAAgEUxJgZaE2O1n9n5En4TT5Og36DzG3wmDMOsgJvwmJQvUuWcJDuulimri4AAMrGjVsYT1K9VSY5tbyaYhLo1WeldRx0CroyZwRg4ElyRcfv6oJ1uaYZCXKJZ6ttnHmo7Z1mDxJPIcv8ZVlP/mukYMgR5iUDJgK6toKlsptTRtz8Cix/ug2KGTWbr666RC7xPZDRRZ7wJWgLJq2hT+6eb+qRd3qUjYXnfB56Bd4GkzMlRx7q0jB8+5LO2LdO5DXSKYPK3TgQlSQ5ZIF35K9EwKUl5it+vI2YKhs+lXTEC6/DQbWjwpeOrvAwrE+ABWeIRtAZ6KddKtf+Gm+O0kh5OWeORBgAwsDITq3Tyj6pJ+HEj8tBuFAZEYzyjYwVaDNiMXW+FZrVSh8hqQiodVsaGDAT2iAgIAvsCVnxQzFP5V3vNVpKYSEAUxKJOMwTaPYCgACUBZAZIIATpjH3rxhtIE4iSCMGUrtOzsqj5YP1WJ8KxTYZK9NKJASsnfO4sTP4Qtqla2Rirtv/6+pw3crgxjtaRgjbRGGQhsFAD528hMj7SsI5fbXYyn9cyQ9ucie5wtcvMhdVy0U6Hbdat1GihA8scuv0T+BmYqRGNjexmn08Cq4xArvxN5Ib1f5gW6XF2nIxEGmoqeH3YiZZKkkQmZA1kt3Gj/fAbrdRni5RrlVQ3g1WjTRmYTLYaKccLtrgd7Oe0VsYqdFRuyDnjOTP3ruvPlH+2q0v6BSvIAwe+N6Xc9bH8QRVLSuJWFkRhMqRdsr0FHIJijmBFrZXRcVCTA9EqH8LOP8YI+gdg3zs8e8JAyUpHOG94ziWNmx4aE2Z7TOMgzRjoNvS6W69aOTjS7MtZ6zM5uDaX6TmF1OeNIVcl9TlrIjdfEzn7gPQHDmiJYDJJrpaEGVkVJJjiYQRTBgMQw7CyAuyy21bKZiH1gQXLJRNYILbQKqhkvGil66Fi2DNzhmBoNUPiZMlAYD+IgCCwL5CB721a9gJ+p2COqehp774y4xeWEcDPrjPQWjCQT4fk8adVmq7QchVBbyX0VbF3B+QP7zxIEzaJXy1XV9AMqDF5j3qmzJmexuSNeRqqcej4QoAxVjtmKM7BmlhdFzu1v7VOA88M4JmqjZjIzXLYCXFULFy133M6fD6YKSjQmTTVsjOdAG8FdEEmp1jmKfA0DhZMlBDL4QpTZzWaLflsDub+pNExBRsNC1ojWOIZ4wbeBAhuaVdXFvTHujayBXpqN/T18TE/60OUaiTZl1HhSA9UA6Zlf4OhHODk0JUMgWswJAKivs5jM+apt7HqGCu/wEWMGExYQOHtqSg14VoqR5WUY3hxFFIjCBzVg8mVBwEAW05VwjoFA2wZ6XbJFJhjJrMFVkbBuaRt89BC6seL0sNRwcCqwFQgsEdEQBDYF1gOoDf9UCemnjwFVFTylRmC1E6o5EEEAMwKeG3X6+RWD4evALIDk6qguiAIc+u4v7J2qytk3JDXbKVHoSKu/pDG1dem4AsUtWyMFiwPIAhYm8JxrpPxRicjpHjXRaoDSOUiIKg0IDDWYgF7YwQCsOQtGg0g5jr5o97dmDUuV5sICOqWLX3qaCdSTgvVrB9bytcsj3lzH3Scl7sPAM6BBeVs8eB2a1XqgxKejjtWy0r2Q7sZx8xWv9pSabbUeFSdpptRj8cxoicemQqbbLEaxgQI8aR6C454aAtErbpndsFNnaqusqzIAPd8WFY7XG4/ddEfD1wAnVBb7XrwiY1SzyZjnCI/L7P40Ji8JEpU8AWAL0KrgQva95gJIg+lZCcJRyut7m0ytweDRhurbOi1+wFfgf9gauRdCRTF6rjd9bqVA6M5M0JUIzwAH4tS5MBYmiOVVBChwrnmyWJhTWRLz2s61zSwaqSgoQccvvR3kAvJJzCHLnphjCpmSpDhwVHVKO00vYwXNcsWuB4oW+2lGj8TK+2UgcB+EAFBYF9wnXfc09ykzoMADQj0PSgL4P6mNsTaSeDv977pYR4oVHOAk78GBAwEcI+lgNCQ/qV2gN2ovedeAwLtvcfKCcEAUrsj8AXQi1/3Mpq2UsGGdq2Scl2ZYkztYzVPhj8mUbSDWUCwaNMKE9EOAwLLFHhLHwINpLCxymb5YYyUN1Z1tsLzR1LdGZZuebVARXRMEhdsejNzQskEx0ddBxw/5YMHt0ed6IbsAFfBPtli/se+sB5dS4GAgF9guYgG1tWtVGsLCuWAvU8OQd3KDEFF2rdhpcvMPpUch/o9X3fyvLkkqkZBlkWyrIrzHJwDoLbZu3AIEu3fvthSIa5myNUyAguszCHkw9S5btuzFOTpZRyLxDkgL0ADB584GSAYoRUtmDwGOzYEA+CkINjENYWAYDzppFrrGAAW01rarYryzBAdYnBnK/8elpU4FGYF3NESgYCaWyXTK2YLVNraSQ0MJpHZQRCEEtZIiZW85nDtUaDLxpEdE3559VmrauQHAvtDBASBfcNV3FQkxzsMrBzg3XSpo26Y/LyVa2DNaycBAgKd/LEixkpfa7fIDOA1+gxYRgA3Z9UVGAICrBYRECAQgAERV/YoFaD/3lbdbGWD+I05GjGFXpdqNmPCBtAkLCYqk1dOYTqjqWUID4FXUPAeXqQyAbefNPm1/KCzj4ndp1xulhlIZK9l1RuWHGxfsV3KIlvggxkOXgWodXOitaVfnl3PPSOgJIkedqwoWR7AyUj9laY7nCG5Umbtk5qWH5QblX7gegWWIbHggGn8tA+DfTSvE+Nd4Px4ZkUzGfY5HHcqr2QHlTPlrASTSxwnngWvDaztVbgqrYzzMkFWtsj5DWoW5IGCnmv6anmphNdjy2sNgRI4KAgytRRjxFHzFoBPQwEparhX2vhqF6YpEiIYgEAVfvZswSDxObzGThA/wUO5pOS1DKqBj71qMaTOk3QtGBEzWg4D1wEREAT2BW+/c1MYtY8d+AIgECIIcFtaFfZRIADwdjm0FiKzDlVBzNEbtQYBDAjsZr9aHtCfMfkjXd6mlTR5ApYZIMVr0sqkalQPf2JBwbjgg6t4fHFl5DU8+4GNIJcDkiGIa5icIUurIjLM7lIsBgGBKSC63z0CDtQ46I5kAgqurJQGzssEy8VdZpT9po96/6SX0aKjyiAmqvVFw8BHV7RqQ6yVbp0IdNcHmWO0TtJVEmqEaO+A2cEc5QfWHFgu0ElH98ezE3kgQEEgGgR1KrWbWvv6NNYIuBC0cC5HiQLHwYWx7kvTlCpiheDEzaqKwckQQQ+7PBikeUC1C/eid/MEWy2je6LROj7+hP2ZsPleaIKFay8ZWWX8kmURo4GngeMHaZDZIAabVsqy1+BVgMwASilrkzm7MmpmmnR/AKbvWxgU9VIgAwCCIMYYkz+ed+YiMDJKAUF2XaQskosIWIQBYDyQJcAQjGGt3cloR693dPAgOFNb6kE4KW9VZaAXCOwDERAE9oX8hrOEfL4bqsrpM5IbDGXdA5ibKcACT3k8g1HPzIAqCVZZLdiJg1SLszKBt2KlND5zwEPq3Jn7XL2vEtfyJTYFXYzIhV88o2AZAL7FbPLyyZOrydW2r1UpvCV5vNU+Q3PA8z78uhhS4lASrLRk4HVwvHeROfBx8+72x5W52UBD8RBquCx/6IRN6V5aFqp/guofqAaCR2277mIS+Bm4Clip1lzd674OpXLNUohnDEjW1KDCyYBODHQy4TKhMH+2SZEeAJalILlQOzKOaj00wmWSGDhOR4Qelw6iT/6yypXgdZa1lyKw9IyQ7x+C3xZBCoQ1aNCAeoxqPsDaurWAAMIbGPOFZQZ831Bq0DSZlgmYaoGKpIteGGkwVZ6GzE3eRpm35SZ9rKgYBPaJCAgC+wJuNFixa2eB3nmXyOErgUFeGqboEOyG4U0ArkDZywGw/oteDqLOjxY6iOu4tDDY7u41kJHCVHOgZRBAVjy4A/jZxIeKaUfhHfbijwadfGWqr8juJRckI9zBQhY3/akLJnVSzZF2V2EfTLSe+deJzfmCqmdAUyNP0bs8MQcuzxJo3RcqjCxbIFMBHfuNTgoQICltvFAr3LaUyUL9+gCVhB609rEaVqKnvmdrNpYOwj+HMa6NVDvYlx1yHEh0rAoGCEjldIte2s1eOhjvzXQib2BAZb4DXgLAZMQSCcYd3RoVuBmtjKem5zAyPQdTi8IYtXPb3qLSMcPO41qxAAIBBSbXJBSwmhlIv0PiV7M4xbhlhgd9+UjdY+dG85aeDNT6h/Vv1h7qGQBvVhjyA1bqsNQQiaVZ10uRXWfro4USCV3oCRkhSkTa+d1Bm2ovxTVHNNNjfBRkmXpj1vZbDcec7a1IpYldkzg82CPjQR9uaBdk5RMEGRadoVwAEgm6ZHC94xhHlao1IsOBBzyjEGzjw4gx/BIPBPaKCAgC+4KXNQeVwOVuuqVmQueMGXEQmQCVgdVyATh9zhOAChyNh6i2Zy1wDAhcnnbIDNCoh7wB/K7MdaR7kUYekZWOPnJvBTSDG7NF1oPQVedSIMD6s6b8qfHGDIE/MN1onV9d+GxiWb3Zrrob5t0EecnAP+sTHwfUCIkQBIKSILgMmMOpZQ+ZYUgva5cD7Iicx8EJ2IWhOjVFwtjBJAlmSfhwvd3oSh2TFE4CnlFSgHnQopcOmW00tDsHwYKN3CvPV6Pqj2DkNqgaouqCNk7LnvAQGxwHTHx0Pm/pOqgPd2DMg6klYmFGdeA54ZdbFmWVWGilpSFg1AGBhwLL+KvnZ+U1Dw9yeoVfZ7j2SFBF8FM1DISYIUDwg/3wi4mEwF5VBgGWBlSJC4EAAoJuq5MOHSz42dpbU5kE7oiwKrQZnLwEEEAZXGTBpEkpMqDyjEUqiewi2KWK0cEjCOwLERAE9gXeJE2ZDzx8rFBUnhY3fucJWF2TSnNmCAQioPEF1mslDq5XyAyATY9nExOiU58GBMpoH5Tu8t5zrJJIKjMCHtn5Y+2h7yfGxrcUvE4i2d0SSJFMtkJFXtr69UE67MEfsKDAJYNJ8PcedgYHShCnMx9cgTARzME7wGTbajtYLtrggQG+A+1l2E+2rHXMNuM7KzZxdlLMRKZNS8neeV+RH1AUlWy1qFGX1H3AgpOyy7AcBrltUdNQqtjWMRvNO+mKhvwEKhdSX6FnOQET9/xILe2ikO2dkWYaFjUdKrVLQMdHraYtXe3lDGRfJjrGFXx7kHlwESP0wkHbAYeBiRXGT7hGcIHYNhhAWNKEpzcFUH6lZTl/CvewHUB5BCiFgL/RItNgqpHGumfQkU32Q+VGo1bNHQwGUHoZqH2VdmloIAAdCvwMCWhkQ8BFqdYQENi1xBU8sgALTtzd1TONA3d66Wc68TebWrppZpWON3YEY2KWzrie6p1eamwXwlZdo0Eh+AIIENznQg0iBz0FK4cta3Bo0sL1p3AZezdPILBXREAQ2Bdwn0GqX+vYKji0YCubdhuQH4WaN0lpAwMa5QK2ExqBEJmBjbqTs8HcNsMYd5DDZJ8HAg6dG/SGziAAAYEzvzExgXSFWXVsdr3Yl1HOTl9JS9tdlqs9kudAVCuHNDUmVqwITYbea9c+8XF+58paV9o9CQ9YHSqJr0ANme+DkUC2XPOfjdDIo8QqE/uC1SVXwmpyszZfSFtjk5hUTLseq3qMb2/2yGzzLGRm9Wa3fu4XBdPdOFkUZ8KkVqumAsSX8DzbqUlC3F6MWCrQgEBT8D6pwmg4TaIkBJoy41S7N6p1i/gcMCSygKAoWunmxmlATptDnfEIuKNu+LR6tenxsLSCsfLOEJaClFSI7JCn0Nk+mKSSh1a8pS1m3Qd18nDQTFQuRY12VezneA3BQEsJ6GrNVva4a2Lj4ATAorjppN2ccQJHENBuoauwlNlmTdGi+QLPWfumEWDpUbDWsrTA4AqKiQja1molvuIqcqtL+weQK1mSO1PAgtukq8k10X+kI2SajjkKgcDuiIAgcB1KBpqW1f7tZVXBZFvs3vXGdqYRj9vrMiWr7O5cVRBlAL8pp9tYVo5Iq9Slfntj+SONDFEf9KRj0mCK3zIEqR0wE8LZjVyY291ldWxOSit9XMojwESnq1E6CWL1hzoxSHxiK0j6IWu2JB2EH1i++sUk3pkugvEQOAlPWmYRKH7E3nvdNvfJBYuMwIcATF0me0rcjhowKQoZzUecyFvwKmioZBM0AgKbrOjyyASHBhkIejx2OmrRbhOTEyG1jXMYHA4fsiVMgevP3GeSDTMJYwsCOOmh1o7MwZLO/9KJz9yJNNhL4kYpvht68o+eBp3INygXUiDJ/B9SB4RlBhDwMBsCMasJVB+dZDpck3RjJLdEWJ5BZmS+Xcpip2RAsD2r2QKKsaVNtgUDNNQyi2hmOqhs2Eu10PJYT8GJQRuc39OvSD5nvhF5m6HTD1SNMUoGgf0hAoLAvkCjIGPA91yh6jzmgYCS3JQzwHq3ZQkQAKjyYC8HamjDd7IB9be6Ua8B+g+ozDBu0IM3iwnceP3ZFPKQGSDTHVmBaZdS1/Ckp/SsT+aYqEpT7cONl/VZFw2yXvLU+mUGQDgKlAwafMbKBl1OINRefxwgW+rQ649SBVrAerQ5NtIjtY3vh+/DpNbSAGsnNoO5Ih8mGfRS4GDBG8DBThsppnMpYATR7ki13cpk3kq7s6D9LVfYJgeNzACSCnjGOG+3qnEPNcnNRp3xtptaNRzqRksq2ZjCqwFdCXOoEvalHEamwDIgeC8+h2DDUWRGTljNMoXvqR+v+zNbglp6T6MolpdQYmdf4nAt8VcGUdYJwawGeAn2fZr3tovLswMlCZIllPsYKPmq3jwKrEUyl1oY6AmeXtfgEwZFWGWP/FqCfoUFAmgtRCBTQX0SAkRWrvAZlt0ZKA1sa4lq+1ultPNSNrdHLL+g7HJkjqyLekJgTDUu1UBk3a77pluoVPYC182CfAwMCsSI0j8etnNm7ZIWECep6kzSGyU766BNl1kgsFdEQBC4ThkC8u/MRhY3oTxDAGAxmHcYuGuc1jnV6111BAZlvuQcaC1puQ+QSh7bpJykb42gZkQzTFKYxFojoKWAIN+R3Rjt6c6ZOy1lhvKrhLekOgzihC7HUDrABOhM8iFDgH1RPQD+7NtdqpEPJQhdACJVXGv7GFn1BTMEPj6eyk96EOYdwbWxjfWoLZUI3xcysXQ4+Q4MCKyaTmnpyrwnwGdwoyrdn5rvyRtIfYXtD8t8WLYgTWDYb5QHjE2PMXKxxlVNJucQcBWMoGuJjJlddR5spO+zklDS9fdWu7y/Zbhm887G1K5o44msAAPRUZ4ZMPIigo9xdi1h65aWSVyMEbo0SmnmpcxnlezMajqCbiP7YmRPDZJNG6GHqFalOg1ty5INvtMJh0gqYdta+cj+IeQHlAU5KUPgl621HfplFgjsFREQBPYF1u9hwUoRGM0UoJ7tFVJXL9TJaAgG6EOA1kLrKFizbgIKDLlYDYMBVbFLE67pyg+LalMJZKkAksEgZKmJD8RiRnUhXVUrUY/EvSR+YKltcyBkTdqyBa4syP46yvzo5I0JKEvxq/COqu/hJg6QT8CJrpWqgXWyKR0i7Vs2ShDjzV0JFj1WgOAr+B0b3w1TnNREXpjUcC39qKEzYVctWL8ejTXln7rSLEOA7rZNa2erGh3vRYtWxJJETrhQcvwhJmREOu47RaXU5c8trLc8te1CUqX7EtgElJVdNLvi4jqezjcuBlsRIQetdHe0baJLA5EiyytWbpGFbhh8CbbrQesaHBKsdNG9kDpALFOALEFSnrSSkV83nOh1Ja6aBAovD7Btkl0DKqo0gaw1fDLWVdUSGSYSJOtSyjXLClCO2q5upsAQNbXMaKBMsDhSSDcu5PDmmO6Y187Gcmg+YkCADI3yAnUM8W9CRbZUAAuBa13BTRORhzDDgIusnNtYmSwBjz1pLZ+cf+eBMxMREAT2BSVhKQGKxCUSC23lZOUCBghZyYA3YsjA8maoIkSQgwWJkMGATfLJOdAFZrJgwJeSaXVqfeyqQmhcgYkGIuQQmE9BajfkxI+dN8Oh3FUuFcVNP2CQ7stq/l43HuSBPTjQGRYrPC2atBVKBtgnpH5ddU5Na3Smxezgake2T3hGYMAyggUs+Hm91o6LcZNWsk7Gw6YpKdCJoMPN1Quxy1z1IztAZUPtS8ck5YRDzTL4+VLFSXwGHQqu/Y/zqqWh5WUmv5/5b+cReHrIpKDxjciYQJCI2RErMXBeheqjGiowwMJ+41ewVAHUP5AuT3Vz0/anboP266PfP2WFkvthtlrG9ZGXOVJWQK+1kQUELBWYzwUzAygPrBtXYE01GzyQNB1m7htMlRCNgSy52CqlP7uQrZ2x7MxrBgPXLEYMwjatW8PLX1QWhG4AtQNUbRJcDxBGy7ZntwePE5kl8lFtnCMQCJwkREAQ2BeG1aNO9ABNZegWJzJ2FT17dmI/CITUnfe0aSYla/Op9aq7lHuRnhOHwLMGeYo407fHyq42CVs188lW3cknGC6EnhXICq15G+Iq+uX9Y5sfBYpUFdDzsh0m2znIjaUK1mHVC+4AAp26tYnRJ0OVRB4IjHQ20gAladuj2wEZDfAYUFvP2vWMUMiW97anq6SyA/wc6f9xDmAcNbLGfHxGqxQaErghkS9AEUSwDm+fXW7b22VcjnehZBdM+rQHAuA8UObaiJjIcOA6QrkFpRdkVZAxYMbBNuTRTiob5CWD7JrIMgS8Vl1hMbOHpicAuhVqKw/ACntaSjHF9WHGV84zQZBDJ0IN+Fh6gcTAopAFhJfo7lmRv4GW0K0GLaF4Tcc1Hy5mXcwi3B8MyJA5MZ8KFXjCl1gg4hUUy1D5tejZOLAvXK7ZjY0Gg6O9/ssOBCIgCFxnDoF2CrBkIOq+hptdWWgKGitXrlhNM57uhcYXYHuhScL6zVxVATHBDq1SrGWbpS6/e8ki0M1xkNJFyUCzAnVfyg5k3dY8PWFkwdxa17MCvjLn1+nN/mho+UInMeUKgDHONkAQxkwhsIY6IFbVrQryYKLBTIe0d9VCXAhpdLxHGV8MWDjheOCiroR9XUuB1/DAPk7HPO5yspAa20KQYbMrJh3wDrfaXg4vWpsEdIyQDZhZyQCTxago6EDJxImdQ46xjbtmFXR7tHqAtW45TFi7DMvREs35VWIzM1e8Gf+CIaB1OCAowHmEZkS50zNAKGcduzQZOJkdsI6FlVeQ/UGWhFkClxIeHBT90blSIQNQdLGo9wWFhtCqCqXFdRgV9VIfLKVEMICswMZIMwMoOeH7bHkPd0iu3PHrHOqOPbsJtrZHPOcoFWw2tVw1r+SaBZQeQfDUoMrFMOHayW5F/FuANwNKO5SaLvlwrQaVlM5KFCYt7YGUikdpdsrNxVy90oNET7REQBDYDyIgCOwbntJXLpz5y7NUrJr7nGRsoTvIFg8GRWlFl687s4nfn10TP71lhSi2xBYzNUJK9aeMgHUW+GSyJImbZQaWlrArWCLADYp7buKzJOCDY0Pqlz3nWkJA1gAuiSVWvpTtsxZDEtMSO1F5CLbEVSKiZTD8OJJI/bBbg4eBpqLV2KdPltRssChgNKUraqz+SzPD8bH07Xh3p849qjuwOt+nZx7voCHA5lNLjad3rk5E2UaU0GizFY43TXYDuXCpZKAX3fC86nmQZIiHa2NoxfM2w1zUR4mDDCjMAdOtoskX8LKNtyvYfq52R6B1E4EXVvwYY33o2JtYYRo/cgYYPOf2xFnWKckxLBNMjx58e4/ZTHtAl86db9uzP8e4rAOB3RABQWBf8NY/vW91uvozL3mtjeqK1LX2vbaLQICSxCQYaosYVnDq1KfOiZ4ZSG1xytbLUsK6QvMG62T6QoKZrh7Ba2jg6gft/ixDsGRJ7K5y5l+/NDEfx62JWVyWC9BbjvpwKTsNWgqxaV39g1GOGzRr/WCOL1qOC0cFBEOk/jFbjBs1UKIz3krpgGI82tZYjEearkZ2gTVz2zuznMam5l0n291CIIe0QFYCk0+L9sGRLPpSRigZcLMFiWzsvrQMgfcs4FxgNzCZsbpNDogFP0vBQJa+Nuo8Uvy6hLVgIesUcJOePMtCDQT6G9jEBiJdpUZLINTBYTLZNlMe0r58pUvE5Y+dd5JnCErqKLiksakZQsTIsgNoK6w3IBMtUmxUmh2Al8A6VK3caAj1fLMtBrByb3ppZ4U026Xs7FRyqBlL15Ry7ULkSFPJtYtCDi/0vKCMg12HVDfjO3MGxSG5D8XQ8WHclWycmAVjJiULQvwa5HWuvg0I9HDewMfE9tWqokclhkFiILBXREAQ2De0n14XuloX1RYpto95ZsDnOPsMOQfUK8jc4vBe642CWLG3GnqK2lfeuKGTbc5MBFbduprmijq1oulEX7n1brVLQOCZAjOAGRR+fCmXlSjyFVhq8bNgB48CGgylLKQc0tOcAKEpo62YI+tEKBatTnT8GUGR+glgo5gEOTf7ZKr9dZbxqKRnSUGFHih4iMnEjpljQcnoXtqik0bwaLkKbYpKFujThxuf7gWfra09afH7fAGhKUxfODZsE5kNnksb6y57HBUkmGOi+hkMJDrJJrs0hlbv5nZYN9d0UgvBJCREuPKG4rF1miytcocMCs8/x8GUDDle9jZvF/UkAjkm5mtRDw8oWgpaCseV9DCY4sM6PqiBgH20i9lIsi5V3TbaqrktEB8qZNaXMgMpkw9NAJm7QdotciXtnPm54ziYajZ/d2qkXfve4eHeEhZa6nWYzon6RTBbxG3qM/msx+LFBAK7IAKCwJ5R17Xc/B4XyzdY2x0kfH2V6Sls57DnEQGedpIngbfOKTscb0yt+KsTQJb2TcY4WPXhpo5ABMI4kBbW1INsLjr55nwhxXxjxX3JN5ntkP/ud93MlKgHCRC5YEjwHoD+v0j7nVrjRc0YNV/l/Q2mPXpsw/HBFZCxCDohXLkPqWkEK1yBllJA9/kam4SuqTQzYGNXdFOR2VStim++kH7aUkjoyJ3GXBme3xRysMXE1MlOB0VD5RDgvxoZC6kYiGGFSnOpvFqyy/m9srpazv5n56rsMzkEvWwVIrOikyOm5ue+EeyUA4OUvg+Zg6SLDbh+wUEdU65usWRFUNVk10eatG21z44RzfqQUIk4DiUYy7HTvnmtl/4CbFCkPR/GkEruJJ8jlXG8GqTXVuXnxPafEsAT23+SJkxKmkGczagAl+T2vWfbd25ASAnuxqUcnmOVPpPqwrNkAzFGV8jNLL7E6jwRCb391koXCLjmhcjVZSdHTA+BY4trGvQFfJ/Fhp41wHcj2AWZUbNTqiFRtqVgmDf6Qs7C7nK3NXi+4/1vL6ORaW8HAidA0bvySCBwDBw6dEjOPvtsufbaa2VtbU2axjT6T0FcffXV8md/9mdyySWX3Ni7ctrh//yf/yOPfexjb+zdOK1w5ZVXyqc//Wl58IMfLKdqEL+9vZ3+/Z511lk39i4FTmFEhiBwQnjMiMDgdNjXzc1NWSw0UR7YO2azWYzbPoFrreu6U3bcsF/+7zbWfoETITIEgRPia1/7mtzqVre6sXcjEAhcD3z1q1+V7/zO77yxdyNwCiMCgsAJgRXQ3/3d38nBgwcTGe1UxZEjR+Q7vuM75KMf/ajc5S53ubF357TB3/7t33K8PvvZz3L8AnvDZz7zGfmH//Afyte//nVZX1+XUxG4xR8+fFguuugiSo4HAsdClAwCJwRuIqfLyuLAgQN8bts26qX7gKeVEfTFuO0vWAZucYtbnNKTLTgEgcCJcOpewYHAdYDflEGgCgS+3bjmmmv4fCoHA4HAXhFXceAmB5Q1IiAInAzgOjvVy2iBwF4RAUHgJod/+2//rdz3vve9sXfjtALKBA960IOiXLBP3O9+95NnP/vZN/ZuBAI3CIJUGAgEAoFAIDIEgUAgEAgEIiAIBAKBQCAQAUEgEAgEAgEgAoJAIBAIBAIREAROD/zRH/2RPPrRj6baGtq83va2ty39HdzYF77whXLLW96SBkwPechD5Atf+MLSe6BeeM973lNue9vbymtf+1o5k/GqV72K4zCdTuX+97+/fOxjH0t/+/znP0/1PYhR/ft//+/lTMCrX/1qufvd784uCzwe8IAHyLve9a70d5gXqQX38Hj605++tI3LL79cHvWoR1GxEEJFz3nOc44yAnvxi1/Mcf3+7/9++au/+quTdnyBwF4QAUHgtDGRucc97sGJbDe84hWvkN/4jd+Q//yf/7NceumlsrGxIQ972MNkZ2cnveepT32q/MIv/IL8z//5P+VlL3sZtd3PRPyv//W/5Gd+5mfkRS96EZ0hMa4Yq29+85v8+7Oe9Sx5whOeIG9/+9v5+MhHPiI3dWCS/pVf+RX5xCc+IR//+MflB37gB+Qxj3mMXHbZZek9P/7jP06JYn/gmnNAGRPBwHw+53i98Y1vlDe84Q0MUh0f/vCH5R3veAfH9Md+7Mc4zoHAKQW0HQYCpxNw2b71rW9Nv3dd11944YX9r/7qr6bXrrnmmn4ymfRvfvOb02u3vvWt+7/+67/ujxw50t/3vvftL7vssv5MxP3ud7/+mc98Zvq9bdv+oosu6l/2spfx9/vc5z79pZde2s/n8/4Hf/AH+3e84x39mYhzzz23/2//7b/x5wc96EH9T/3UTx3zve985zv7siz7K664Ir326le/uj/rrLP62WzG3//v//2//WMe8xiO65/8yZ/03/M933MSjiIQ2DsiQxA47fHlL39ZrrjiCpYJcu12pMJRJnBgtXbnO9+Zf/ve7/3eM9L8CCtYrILzsYLsLn73sXrJS17C35H6xt+QPTiTgNX+7/zO7zArhdKB401vepOcd955cte73lWe//zny9bWVvobxu5ud7ubXHDBBek1jBs8IjzL4BkrjOvDH/5wZqkCgVMJYW4UOO2BYADIb8b+u//NSwaPe9zjOCmee+65cibiW9/6Fie83cbqL//yL/nzIx/5SPn7v/97Tmbnn3++nCn49Kc/zQAAkzZMst761remoBEp/tvc5jbksHzqU5+S5z73ueRa/N7v/R7/jutstzH1vwGj0Uje/e53szRzzjnnyHg8PunHGAgcDxEQBM4ogFuAR+D4mEwmZ1QwANzxjneUT37yk/QneMtb3iJPetKT5EMf+hCDgqc97WnpfcgEgLx6ySWXyJe+9CX5ru/6rn19DwiHgcCpiCgZBE57XHjhhXz+xje+sfQ6fve/BRRIeVdVFWO1C7Biv/jii+U+97kP0/kgW/6n//Sfdn0vylHAF7/4RT5j7HYbU/9bIHA6IAKCwGmP293udrzpvv/970+vId2NboO8BhzQSQ8TXj5WXdfx9xirZWBcZrPZrn9DJgFApgDA2KHk4J0awHvf+162MJ6JXJXA6YkoGQROCxw5ciStxpxIiJvyzW52M7n1rW8tP/3TP82e+e/+7u9mgID2QtR7f+iHfuhG3e9TEWg5RDocjpBw6/uP//E/kkD3lKc8Rc5UgCT4iEc8gtfS4cOH2Zr6wQ9+UP7gD/6AZQH8Dm7FzW9+c3II4Kj5wAc+kNoFwEMf+lBO/E984hPZjgjewAte8AJ55jOfyfJLIHBaYB8dCYHAjYYPfOADbDdcfTzpSU9KrYe/8Au/0F9wwQVsN7zkkkv6z3/+8zf2bp+yeOUrX8k2zPF4zDZEtMGdyfhX/+pf9be5zW04Hueffz6vn/e85z382+WXX94/8IEP7G92s5vx2rr44ov75zznOf211167tI2vfOUr/SMe8Yh+bW2tP++88/pnP/vZ/WKxuJGOKBDYP8L+OBAIBAKBQHAIAoFAIBAIREAQCAQCgUAgAoJAIBAIBAJABASBQCAQCAQiIAgEAoFAIBABQSAQCAQCgQgIAoFAIBAIABEQBAKBQCAQiIAgEAgEAoFABASBwBmJN7zhDVIUBR/wgTgebnvb29Lv4IbEL/7iL6bvv6G3HQgErhsiIAgEThE8+clPTpPkaDSiSdPP/dzPyc7Ozp4+/7CHPYzWxn/6p3+6p/fDie/rX/+6vPSlL5WTjZ/92Z/ld3/nd37nSf/uQCCwO8LtMBA4hfDwhz9cXv/618tisZBPfOITdCVEgPDyl7/8uJ+7/PLL5SMf+Yg861nPkte97nXyPd/zPSf8LmwXttE3Bg4cOMAHAphAIHBqIDIEgcApBFjlYpK+1a1uRevmhzzkIfLe9773hJ9DEPFP/sk/kWc84xny5je/Wba3t6/T93/zm9+URz/60bK2tsYMxZve9Kaj3nPNNdfIv/7X/1rOP/98Zhl+4Ad+QP7iL/5i6T2wor7FLW4hBw8e5Huf97znyT3vec/rtE+BQODkIAKCQOAUxWc+8xmu+sfj8XHfB8NSBARPeMIT5E53upNcfPHF8pa3vOU6fSfKFl/96lflAx/4ALfxW7/1WwwScvzwD/8wX3vXu97FLMa9731vueSSS+Sqq67i3xFE/NIv/RKzGvj7rW99a3n1q199nfYnEAicPETJIBA4hfD7v//7TKU3TSOz2UzKspTf/M3fPO5n3ve+98nW1hY5BAACg9e+9rXyxCc+cV/f/Vd/9Vec5D/2sY+lkgO2c+c73zm954//+I/5dwQEyGYAv/ZrvyZve9vbGEA87WlPk1e+8pXy1Kc+VZ7ylKfw7y984QvlPe95jxw5cmTf4xEIBE4eIkMQCJxC+Ef/6B/JJz/5Sbn00kvJH8Ck+tjHPva4nwFn4Ed+5EekrjW+/9Ef/VH58Ic/LF/60pf29d2f+9znuI373Oc+6TVkHM4555z0O0oDmNhvfvObJx4AHl/+8pfT933+85+X+93vfkvbXv09EAiceogMQSBwCmFjY4Mpf5/o73GPe3CVjhX3bkCa/q1vfStJiHlavm1bfh6p+xsSCAZuectbygc/+MGj/pYHDoFA4PRDZAgCgVMUKBf8u3/37+QFL3jBMUmCqNejdQ8rd2QW/PEf/sN/oNYAAoO9AtkAlCpQ93dgtQ8SoQN8gSuuuIKZBAQu+eO8887je+54xzse1fq411bIQCBw4yECgkDgFAYIfGjNe9WrXsXfkQ3AxO1A9uCf//N/Lne9612XHsgofOtb35J3v/vde/4uTORoe/yJn/gJliwQGKBDAB0HDnQ9POABD2AHBHgBX/nKV0h8/Pmf/3n5+Mc/zvf8m3/zb7hfb3zjG+ULX/gCOw4+9alPsc0xEAicuoiAIBA4hYGVOLQFXvGKV8jm5qZce+21XLUDmLCRGdiNY3D22WeT+Y+JeT9At8JFF10kD3rQg+Sf/bN/RpIg2gcdmNTf+c53ygMf+EDyG+5whzvI4x73OPmbv/kbueCCC/iexz/+8fL85z+f4kPIKIBfgO6F6XR6vccjEAh8+1D06FkKBAJnFFBOgGRxXg74duIf/+N/TH2F3/7t3z5KFhn7cSL55EAg8O1HZAgCgTMUyDagQ+C5z33uDbpdtED++q//ulx22WXyl3/5l/KiF72IrZHomnD88i//Mr8bCouBQODUQGQIAoEzEIcPH5ZvfOMbqTvACYE3BECAhNrhn//5n9OHAdwEECNRgsi7I1zICIqHKHEEAoEbFxEQBAKBQCAQiJJBIBAIBAKBCAgCgUAgEAhEQBAIBAKBQACIgCAQCAQCgUAEBIFAIBAIBCIgCAQCgUAgEAFBIBAIBAIBIAKCQCAQCAQCERAEAoFAIBCIgCAQCAQCgUAEBIFAIBAIBIAICAKBQCAQCERAEAgEAoFAIAKCQCAQCAQCERAEAoFAIBAAIiAIBAKBQCAQAUEgEAgEAoEICAKBQCAQCERAEAgEAoFAAIiAIBAIBAKBQAQEgUAgEAgEIiAIBAKBQCAQAUEgEAgEAgEgAoJAIBAIBAIREAQCgUAgEIiAIBAIBAKBgIjUe33jzs6OzOfzb+/eBAKBQCAQuEExHo9lOp3eMAEBgoG1tbUbYr8CgUAgEAicRFx44YXy5S9/+YRBwZ4CgiEzUIlIYT8XS1WHwn8vyuXX0++VFIW+pzjqb8u/p+djvm7bKaql18tjvF+/e/fPHvUZWX29Wvpcet3e5/tY2vv8WErfTl9mn135zOpzv3zcw3fZPvfL+4At58/FLq/7mA/v8bNnr6/+3d6w+v60TT/N6XP++/J28Xt6r2/Dt32M14+1zVTXWvn8Ue/Ltjv8XBz/O9Om++O+73jftfq+YSz6XY/jRPty9Hf2u+7D6j7j+ejj6Pe2Td/XtA/H387w+/D66mtH7+fqePjvK9s+1u8r+54/D9uy95Sr37n6bPtQ7v56cYzXZZfX/TaTXksnenWb/vry72nbJ3jf8Ht+oa+8tnKRDJ9dvnCLY13Qq+873t+HE7SyD8e64Mtj3AjSyTjGd+32+rHee4zPHPXd/vvKSShXf99le8f4bJ9+X/n76jaOOt7d39enCyR737E+c8xtlnLo0Jbc9jb/gvP4DRIQ5Bgm/uWr+JivZ78fa6Lff0CwMlmf8P3VMT+794Cg3FNAMLxv2M7qa8cMCNK2V19fnfCve0BQ7jcgWPn9xJP3bgFBcYMEBEf9G70BAoJjT3h7/67V9x094S1v4+jP9if4zuUJsfw2BARH78MNFxCU1zkgWPn76r7nAUFxcgKCo14vb8CA4JgBwHUICMobKCAor09AsJeJ/ToGBMec4K9jQLCfSbs8QUBwwm2X+wsI8vcd6zuOExDsB/t7dyAQCAQCgZskIiAIBAKBQCAQAUEgEAgEAoEICAKBQCAQCERAEAgEAoFAAIiAIBAIBAKBQAQEgUAgEAgEIiAIBAKBQCAQAUEgEAgEAgEgAoJAIBAIBAIREAQCgUAgEIiAIBAIBAKBQAQEgUAgEAgEgAgIAoFAIBAIREAQCAQCgUAgAoJAIBAIBAIiUu/3A730/kN6ZfUdx37urtte7rIXu/2e9m3lGf8v7OfC9sF/95ioSM+rr/vnipXXfTseU/mx6e+9/d73ZfpsL9XSZ/rV5355X/z1zj5f9Ppc2uvYcv5c7PJ6cdR7FKuvr/49/W7Dkd5nbygK/5z/vrxd/J7e69u0H471+rG2maLWlc8f9b5su8PPxfG/M21aD/SY+3yc71p93zAWdu2sbONE+3L0d/a77sPqPuP56OPo97bNdJ37to6/neH34fXV147ez9Xx8N9Xtn2s31f2PX8etmXvKVe/c/XZ9qHc/fXiGK/LLq8XtmPptXSiV7fpry//nrZ9gvcNv+cX+sprKxfJ8NnlC7c41gW9+r7j/X04QSv7cKwLvjzGjSCdjGN8126vH+u9x/jMUd/tv6+chHL19122d4zP9un3lb+vbuOo4939fX26QLL3Heszx9xmKYcObckNGhCMx2O58MIL5Yorrjjme44VH/Src3cgEAgEAoGTBszfmMdPhKLv9zZl7+zsyHw+l9MBhw4dklvd6lby1a9+Vc4666wbe3dOS8QYXn/EGF5/xBhef8QYXj8cugmMH4KB6XR6w5UMsLG9bPBUAk7e6XoCTxXEGF5/xBhef8QYXn/EGF4/nHUGjF+QCgOBQCAQCERAEAgEAoFA4CYaEEwmE3nRi17E58B1Q4zh9UeM4fVHjOH1R4zh9cPkDBq/PZMKA4FAIBAI3HRxk8wQBAKBQCAQ2B8iIAgEAoFAIBABQSAQCAQCgQgIAoFAIBAIREAQCAQCgUDglAkIrrrqKnn84x9PFahzzjlHnvrUp8qRI0dOKKX8zGc+U25+85vLgQMH5LGPfax84xvfWHrP5ZdfLo961KNkfX1dbnGLW8hznvMcaZpm6T0f/OAH5d73vjdbSi6++GJ5wxvesPT3P/qjP5JHP/rRctFFF9Ho421ve9tR+/LkJz+Zf8sfD3/4w+Vk4XQfPzS6vPCFL5Rb3vKWsra2Jg95yEPkC1/4gpxMnMpjCLzqVa+S2972tlQLvf/97y8f+9jHlv7+4Ac/+Khr8OlPf7p8O3GifVrF7/7u78qd7nQnvv9ud7ubvPOd79z3dbCX8/SpT31K/r//7//j90By9hWveMW+9+Vk4XQdQ1yjq9fbjaVkeyqO4c7ODucFbL+ua/mhH/qhXfdlL//2Tyr6UwAPf/jD+3vc4x79n/zJn/T/7//9v/7iiy/uf/RHf/S4n3n605/e3+pWt+rf//739x//+Mf77/3e7+2/7/u+L/29aZr+rne9a/+Qhzyk//M///P+ne98Z3/eeef1z3/+89N7/vqv/7pfX1/vf+Znfqb/7Gc/27/yla/sq6rq3/3ud6f34HM///M/3//e7/0e2jP7t771rUfty5Oe9CQew9e//vX0uOqqq/qThdN9/H7lV36lP/vss/u3ve1t/V/8xV/0P/iDP9jf7na367e3t/uThVN5DH/nd36nH4/H/ete97r+sssu63/8x3+8P+ecc/pvfOMb6T0PetCD+Hp+DV577bU3+DjtZ59yfPjDH+ZxveIVr+BxvuAFL+hHo1H/6U9/el/XwYnOE475ggsu6B//+Mf3n/nMZ/o3v/nN/draWv+a17xmX/tyMnA6j+HrX//6/qyzzlq63q644or+ZONUHcMjR47w/vBf/st/6R/2sIf1j3nMY47al7382z/ZuNEDAgwEJoo//dM/Ta+9613v6oui6P/2b/92189cc801PIm/+7u/m1773Oc+x+189KMf5e+4+ZZluXSRvvrVr+ZFPJvN+PvP/dzP9f/gH/yDpW3/yI/8CE/gbjheQLDbCT8ZON3Hr+u6/sILL+x/9Vd/dWn/JpMJb0QnA6f6GN7vfvfrn/nMZ6bf27btL7roov5lL3vZUkDwUz/1U/3Jwl72Kce/+Bf/on/Uox619Nr973///id+4if2fB3s5Tz91m/9Vn/uueem8QWe+9zn9ne84x33vC8nC6fzGCIgwKR5Y+NUHcO9zA/7vX+eDNzoJYOPfvSjTLnc9773Ta8hRVOWpVx66aW7fuYTn/iELBYLvs+BFNCtb31rbs+3i3TNBRdckN7zsIc9jM5Vl112WXpPvg1/j29jP0DqBynhO97xjvKMZzxDrrzySjkZON3H78tf/jJttfPtnH322Uz9XZfzcFMbQziM4rvy92C/8Pvq+LzpTW+S8847T+5617vK85//fNna2rsP+n6wn31ynOg493Id7OU84T0PfOADl6xe8T2f//zn5eqrr97TvpwMnO5jCCBFfpvb3IYlhcc85jHpmj5ZOJXHcC84Fa7DVdzoAQEGHxNpDtRcbnazm/Fvx/oMLlaclBy48fpn8JzfiP3v/rfjvQc37O3t7T0fA/gC//2//3d5//vfLy9/+cvlQx/6kDziEY+Qtm3l243Tffx8W7tt51j7fyaN4be+9S1eRycanx/7sR+T//E//od84AMfYDDw27/92/KEJzxBvh3Y6z7lONZx5uPgrx3vPSc6T9dnzE/W9XZTGEMsfF73utfJ29/+dl53XdfJ933f98nXvvY1OVk4lcdwL7ih5p8bEnu2P94vnve853FyPB4+97nPyU0Bj3vc49LPWBHe/e53l+/6ru9i1uCSSy65Tts8k8bv24UzaQyf9rSnLV2DIETh2vvSl77EazEQuCHxgAc8gA8HgoE73/nO8prXvEZe+tKX3qj7FjgFA4JnP/vZZFkeD7e//e3lwgsvlG9+85tLr4OFDRYn/rYb8DrSRddcc83SCg0Mb/8MnlfZps4Az9+zygrH72COgl16XYHjQur2i1/84nUOCM6U8fNt4XOYxPLt3POe95Trg5vCGFZVxcdu7znWvgFIcQK4Bm/ogADX9n736VjHmY/Dia6DvZynY31P/h0n2peTgdN9DFcxGo3kXve6F6+3k4VTeQz3gm/X/HNKlgzOP/981lSP90DKFVEmbqqoBTn+8A//kCkov6mt4j73uQ8vQKToHahvocXLo1Y8f/rTn146ce9973s52He5y13Se/Jt+HvyyPe6AGkzcAjyC2q/OFPG73a3ux3/YeTbQcoMtbjrex5uCmOI/cN35e/BfuH3443PJz/5ST5fn2vwWLgu+3Si49zLdbCX84T3oNUV/I78e5DiPvfcc/e0LycDp/sYrgKpe1zr347r7XQcw73gVLgOj0J/CgAtHPe61736Sy+9tP/jP/7j/ru/+7uXWji+9rWvkeGKvzvQ0nHrW9+6/8M//EO2fD3gAQ/gY7Xl66EPfWj/yU9+kq0c559//q4tX895znPIEH/Vq151VNvH4cOH2TKGB4br13/91/nz3/zN36S//+zP/iyZ5V/+8pf7973vff29731vHsPOzs5JGL3Te/y8zQetQm9/+9v7T33qU2Tk3hhth6fqGKK1CiznN7zhDWQ4P+1pT+N4effCF7/4xf4lL3kJ9wHXIMbx9re/ff/ABz7w2zZeJ9qnJz7xif3znve8pXavuq77X/u1X+NxvuhFL9q13etE18GJzhMY4WiZw/ejZQ77ifFdbTs80b6cDJzOY/jiF7+4/4M/+IP+S1/6Uv+JT3yif9zjHtdPp1O2/p1MnKpjCGAscK979KMf3T/4wQ9O98H9/Ns/2TglAoIrr7ySg3ngwAG2ZD3lKU/hROLATQ6TyQc+8IH0Gk7OT/7kT7I9BoP6T//pP2UvbI6vfOUr/SMe8Qj20KL/+9nPfna/WCyW3oNt3vOe92QvK26iaKdZ/Tu+e/WBVhJga2uLN3zc6HFh3eY2t2Ev7MnsyT2dx89bfX7hF36BNyH8477kkkv6z3/+8/3JxKk8hgB6lBF84D1otUL/s+Pyyy/n5H+zm92M44eeaNxkvp06BCfaJ7RB5ucY+N//+3/3d7jDHfh+tFu94x3vWPr7Xq6DE50nAL3j3//9389tfMd3fAdv8Ks40b6cLJyuY/jTP/3Tab/xXY985CP7P/uzP+tvDJyqY4i5YLd7337/7Z9MFPjfjZefCAQCgUAgcCrgRm87DAQCgUAgcOMjAoJAIBAIBAIREAQCgUAgEIiAIBAIBAKBQAQEgUAgEAgEgAgIAoFAIBAIREAQCAQCgUAgAoJAIBAIBAIREAQCgUAgEAAiIAgEAoFAIBABQSAQCAQCEpD/H83Ba61YQUMeAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "mock = MockSimulation(\n", " seed=1234,\n", " nu=nu,\n", " wproj=wcs,\n", " sigma_beam_ch=sigma_beam_ch,\n", " num_pix_x=num_pix_x,\n", " num_pix_y=num_pix_y,\n", " omega_hi=5e-4,\n", " tracer_bias_1=1.5,\n", " mean_amp_1='average_hi_temp',\n", " density='gaussian',\n", " kmax=15.0,\n", " downres_factor_radial = 1/4.0,\n", " downres_factor_transverse = 1/4.0,\n", ")\n", "mock.data = mock.propagate_mock_field_to_data(mock.mock_tracer_field_1)\n", "plot_map(mock.data[:,:,0],mock.wproj, W=mock.W_HI[:,:,0])\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "cd6745d9", "metadata": {}, "outputs": [], "source": [ "mock.downres_factor_radial = 2.0\n", "mock.downres_factor_transverse = 2.0\n", "mock.get_enclosing_box()\n", "mock.grid_scheme = 'tsc'\n", "himap_lowres,_,_ = mock.grid_data_to_field()\n", "\n", "mock.field_1 = himap_lowres\n", "mock.weights_grid_1 = (mock.counts_in_box).astype('float')\n", "mock.weights_field_1 = None\n", "mock.k1dbins = np.linspace(8e-3, 2e-1, 21)\n", "pmock_beam_1d,keff,nmodes = mock.get_1d_power(mock.auto_power_3d_1)\n", "pmodel_beam_1d,_,_ = mock.get_1d_power(mock.auto_power_tracer_1_model)" ] }, { "cell_type": "code", "execution_count": 17, "id": "b2edb06a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Gridding sanity-check\n", "fig, axes = plt.subplots(2,3)\n", "for i in range(3):\n", " # first row is the gridded HI field\n", " axes[0,i].imshow(\n", " himap_lowres.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )\n", " # second row is the sampling of pixels in the box grids\n", " axes[1,i].imshow(\n", " (mock.counts_in_box>0).mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )" ] }, { "cell_type": "code", "execution_count": 18, "id": "a4cbdc41", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k^3 P(k) [K^2]')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lQO9lQPF6MCvhD5UpKht7YMDf6beQk8kllBOBycMwJVAxFG83Rxz5pGWORm4SEhJkcCGIY/He16NHDxm8CCKNihihEbniNm7ciL/++guXLl2SC4OFWbNm4aOPPpLvl2LERwQpv/76K4YOHZru+UQgI/6dxPOJYEgEOCLhrnhONZL4GUnCCCKyWGdXAwemK8dLugFjzgD5vGA2XL2BgZuVhdIMbMyCGEXJDTFik5gEWFsBXq6Oen/OatWqaY9tbGxQsGBBWZMxWXLeOLFERAQ1YnNOcmAjNGrUCBEREbh7964MhETAIpaQZEWM2IjSSrt27YKTkxPUwuCGiNRz9wSwYVRKu+Uk8wpskjl7pD8XEazUySrdQo0eUR7kdHroxREfEdjkZBQmt+zs7NK0ReCS+lxyICPW0rxMdgMVMbW1dOlSORok6kWqxei2ghORhQi9q5RWSNCsXag1UClrYAlE7pul3YFlPYHzf6ndGyJUrFhRBiSpV6ocPHhQLjwWIzFly5aVAc6L6VheJNb1iILYXbp0kQuU1cLghogMT2TuFRl8Ix8p7ZJNlJ1RpryAOCeOzVG2iCfGA2uGAAEL1e4RWbh33nlHZvAXO6zEIuENGzZg0qRJGD9+PKytreX6F7H+RixQFmt2rl+/jiNHjmS4MUg8xtdff41OnTrhwIEDqvw8nJYiIsMSQ+Drhitv7kKBksBriwGbtEPoZq3JeCD0DnBS7JxKAjaOAWLCgYaj1e4ZWaiiRYvin3/+wQcffCBTrXh4eGDIkCH47LPPtNd8/vnnsLW1xcSJE3H//n25GHn48OEZPp7Ygi6mu8Q01datW2UqF0PibikiMqxd3wD7vleORSbfIdsBrwqwOOKld/vnwKFfUs41/RBo8YnpjmBFhSj/p9Y2MAdZ7dzJy5qbnO58siTR3C1FRCYn6EJKYGNlDfScb5mBjSACmNZfAQ7uwO6vlXPi3yYmDGg7RUlkaOwjcC/2ccvHylRjv7+Mv/8qGNrET1sVnPSL/8JEZDiFKwM95ig7pFpNAsoq2cgtlghwmn0AOLgCWz9Szh2drUxRdf4ZsDGil+j4WOD+KeD2QSDwMHD3ODDmLODolhLslGwE/D0aOLsKqN5H7R4bnaFNSqndBYthRH85RGQRqr0GFK0FePCFXqv+cMAhnxIYJCUCp5cBvnWVHWRqiX2uBDC3DykBjdi2Hx+V9po7x4CyrZRjce25Ncrxrq+Byt0AO/XynJBlY3BDRIZXsLTaPTA+Nd4A7PMBfw0FKnUFarypTj8S4oGFHYF7J5TdXJlx8QKinqa0RWZpW02iubC7wJHflIXTRCpgcENE+l00u34EUKo54P+62r0xfmK0w90XKFJNf4ty46KAZ3eAZ4HAs1vKAmAxmpZMTIXFRaYPbNyLAyUaam6NlAD1xYXPrb8Eru1QRp8OzABq9gdcPGHqLGzfjVn8WzO4ISL92fs9cGaFcgu5BTT/WO0eGb9itdKfC7oI5CsMuBTM/uOIf+8be4CQ25pARvM1IijtdQX80gY3gghe4qJTApkSDYD8xV/+nF4VlRGok4uVhdHi/7+DZgG5CUrO5vv8+XNVSwlYktjYWG25iLxgcENE+nFhHbDnW03DCihSXeUOmajHV4FFnQHngkD/9YBLISDsXqqgRXNr9mHa6b57AUr+nJcRFcvD7gNuPinn2n4LtM/lm0uLT5W1N3HPgRPzlKzTJjoNKd5g8+fPL2svCc7OzmlqL5Fuibw4wcHB8t9Z5NPJCwY3RKR7908D60aktFtPBsq3U7NHpkkM0YuEh88fK7efayrlKsS0z4sqdUkbROQvmf6afN7KCEyBEsrX/JqvTgXSXpeXKTFRKFQkI9w7VZna2vEF0HsJTJW3t7f8mhzgkH6JbMjFixfPcxDJ4IaIdCv8oVIzKnlnjX8foOG7avfKNIkX+J7zgMVdlWmmF3crpSZGb1LzLAN0nK4JZEooa3ns8p6ILlvE//eJBUrOm0t/A4FHlQXHJki8yYpMvF5eXoiLi1O7O2bP3t5eBjh5xeCGiHS7WHVlXyD8vtIuVhfo/JPpZtw1BqI8xaCtwJrBwOMrSpAiR13ECEzJtCMwqTm6A3WGqNNnsa29xQRg0zilfWu/yQY3qaeo8roOhAyHwQ0R6c7Wj5W1HoJ4E359Wcr2YMo9tyLA4C0wKTX6K78LtYcARWuq3RuyMAxuiEg3Hl0GAhZptpk4A31WAPm81O4VqUVsKe86U+1ekIVi8Q8i0o0n11JS8YudO95V1e4REVkoBjdEpBsVOym1hl75HKj7ltq9IWOTmACcWgZEh6rdE7IAnJYiIt1xyg80fV/tXpAxpgYQmaofXVRG+ETRVCI94sgNERHpl8ijI4Ia4cgsIPSu2j0iM8fghojy5vhcIIIJzigLItdO8lRlfLRSNZxIjxjcEFHu3T4MbH4P+MkfODxL7d6QMRPTlY75leMzK4EHZ9XuEZkxBjdElPvSAMmfwEUdIZE0jiirqammH2gaScD2z5XfISI9YHBDRLlzcy9w+4ByXLAMUK232j0iY1d3mJJNWRAVy6/tVLtHZKYY3BBR3kZthOYTlKRtRFkR2apbTkxpi9EbsUWcSMcY3BBRzl3dDtw9rhx7VQIq91C7R2QqqrwK+GjKMYit4aeXq90jMkMMbogo56M2u18YtdFBFV+yEKKIahvN74+VNfDstto9IjPEcWQiypnLm4AHZ5Rj72pAxc5q94hMTclGyvRU+Y6AVwW1e0NmiMENEWWfWB+x65uUtii1ID6JE+VUk/fU7gGZMY4lE1H2hdwCnj9RjovVAcq2VrtHRETpcOSGiLKvYGlgzBng+BygaC2O2pBuxMcCJ+YBpVsChcqp3RsyAwxuiChn7J2BRmPU7gWZi0eXgBV9gJCbyhqcPtw9RXnHaSkiIlJP/uJAXJRyfGUzcPuQ2j0iM8Dghohe7tYB4NkdtXtB5sjeBXjl05T2ts9YloHyjMENEWUtLhpY+xbwS03gnw+YUZZ0r3o/JRmkcC8AuLBW7R6RiWNwQ0RZC1gIhN0DEmKB0LuAtY3aPSJzI36nWn+V0t4xGYiPUbNHZOIY3BBR5mKfA/unpbRbfKJmb8iclWkJlGquHIusxcfmqN0jMmEMbogoc2LLd+Qj5bhSN8C7qto9InMl0grI0RtNeoF93wPPn6rdKzJRDG6IKGMx4cCBHzUNK6WGFJE+FakGVO+rHEeHAvt+gNkQf0sbxwJ/j1a7JxZB1eBmypQpqFOnDlxdXeHl5YVu3brhypUrWd5n4cKFsLKySnNzdHQ0WJ+JLMaR2UCU5pNztddYA4gMo8WngK0TYGMP2JrRa7tYJB2wQKmCzt1g5p3Eb+/evRg5cqQMcOLj4/HJJ5+gTZs2uHjxIlxcXDK9n5ubW5ogSAQ4RKRDUSHAoV+UYysboNlHaveILIV7UaD7b4BPDaBASZg8sXbo7nEgRFP9PDEeiI8G7JzU7plZUzW42bp1a7pRGTGCExAQgKZNm2Z6PxHMeHt7G6CHRBbq0K9ATKhyLKYJRNkFIkOp3B1mISEeOPgzEBqY9nxMBIMbS1pzExqqvJh6eHhkeV1ERARKlCgBX19fdO3aFRcuXMj02piYGISFhaW5EVEWEhOBK/8ox9Z2QLMP1e4RkWm6uD59YCPE8H3IYoKbxMREjB07Fo0aNUKVKlUyva58+fKYP38+NmzYgKVLl8r7NWzYEHfv3s10XY+7u7v2JgIiIsqCtTXw1h6gw/+Apu8r6fGJ1ExHsPcH4NJGmBSxrubQzyltz3JpF+uTXlklJRnHyqYRI0Zgy5YtOHDgAIoVK5bt+8XFxaFixYro06cPvvoqVRKoVCM34pZMjNyIAEeMEom1O0REZKTCg4A/mgPh94H8JYBRxwFbB5iEm/uARZ2V4yLVgVLNgIM/Ke0BmwC/Jqp2zxSJ928xSJGd92+jGLkZNWoUNm3ahN27d+cosBHs7OxQo0YNXLt2LcPvOzg4yH+E1DciIjIB+byAQuVSJfb7AyYjeUG+0HA04JDqvYcjN3qnanAjBo1EYLNu3Trs2rULfn5+OX6MhIQEnDt3DkWKFNFLH4ksRtgD4PFVtXtBlEVivx9MI7Hfo0vA1W3KsbuvkgDTwTXl+wxuzDu4EdvAxbqZ5cuXy1w3Dx8+lLeoqCjtNf3798eECSnJw7788kts27YNN27cwMmTJ/HGG2/g9u3bGDp0qEo/BZGZ2PMtMLMusP4dIEKTlZhIbaaY2E/sNkxW/x3AxjZtcBPL4Masg5vffvtNzp01b95cjrwk31atWqW9JjAwEA8ePNC2Q0JCMGzYMLnOpkOHDnIO7tChQ6hUSVNRlohy7sl14NQyIClRWbhprWqWCJ2Yu/8GZmz/T34lE/fKZ0piv+S8MeL31ZhHQM9q3sMc3YGabyrHImdPuXZA1V7mkb/HyBnNgmJjXJBEZDHWvg2cXakcizILzT+Gqav/7U48DIuGt5sjjnzSUu3uUF7t+kapNyVU7AL0XgKjdC8AWDcCeHwFaDwOaPWF2j0yGya3oJiIVBR8BTi3Wjl2zA/UH6F2j4jSa/Qu4OKlHF/6Gwg8AqNUtBbwzhGg759AveFq98ZiMbghsnR7pijTUUKjMcpQOpGxEWtWXvk0pf3vp8Zbo0nkiirXBnBlJn21MLghsmQPzwEX1inHLoWAem+r3SOizFV/AyhUEbBzBsq2Vuo0EWXA9FcNElHu7Z6ScizWB9hnXrA2u8QC3vDoeLg62mJok1J5fjwiLbHrqMcfSiDuZmTpPwKPAnaOQBH/jL8fFwX81kjZBi6KgvbTTAWTXjC4IbJUYuHjlc3KsWsRoPZgnTzs3P03tQt51QpunkTEIC5BM9VG5rc13NiI6bEtHwIPTgN+TYHXlgBO+dNeY+sIPBU795KAyGC1emoxGNwQWaqARSnHooaUCVYpTkxMQuDT57j4IAwX74dpv4rgKpmFbQglNdw6oAQ2ybl4Mlq3JhISiizFMaFM4mcADG6ILFXH6UDxBsDpZUCN/jB20XEJuPIwXAYwlzRBjPgaGZuQ5f1e9n0yYSKQ2D9dOW492UhKLbyrBDIZccjH4MZAGNwQWfL6hep9lJuREdNKL47GXA+OQGI2BmHEWp8K3q44fitEtiNi4nHhfigq+3AXmFmJj1XWsITeUZJO1uwPFCxt+H48ugxc/TdtqYXMJGcpjo0wTN8sGIMbIlJ1Wum2mFaSQUyoNpgJCovJ1v2L5ndCJR83VCripv1arIATrKysUHniVu2ozbhVp/H3qMZwtLPR809EBmNrD/j3URL7iV1TO75QJ7Hf4V/Sl1rITnCTmABY8/dRXxjcEFkSsf5EFMdMrrSs0rRSchAjppWeZ2PayM7GCmW9XNMEMhW93eDubJfpffI52GqDm/+CIjBt2xV82pFlWsyKyMsUsBCIfKQk9rt9GCjRwHDPH/4QOKvZ9eSQqtRCZtLUl4pgTik9YnBDZEmu7QCW9VSGzkW9Hs+yenuqmPgEzN57Xbs2JrvTSm6Otpogxl0bzJTxygd725yl5RKjN6nNPXATLSsWRv1SBXP6o5CxEmtYRGK/jWOU9rZPgaE7M1/zomvH/gASYpXj2oPSBi8ZebEyOIMbvWFwQ2RJoza7vlKOL64HKnfXeXCz/tQ9PApXdiqFPI/Dd1suZ3m9mEJKPaUkvoqpphcDk7xwdbBFeEy8/PHfW30GW8c2gatj5iM+ZIKJ/Y7MBoIvKekNLqwFqryq/+eNiQCOz1OOre2yV2rhxeCG9IbBDZGluLwJeHBGOfauqhQf1KFNZ+9j3OrTGWbEF9NK5Qq7pglkKhRxg7uT/oMMZ3sbVPRxw7GbT3HvWRQmb7yI//XKJNEamR6xxqXN18AyTUAj1t5U6ATYOuj3eS9uAKKfKcfVXsteUkF7BjeGwuCGyBIkJgK7v01pt/hUqX+jI4euP8b4VWfSBDYiqPiqaxUZzJQulPNpJV0Ro0DTevmj/U/75c6pNQF30bpSYbStzLo/ZqNMS6BUC+DGbuBZoJJQr8P/ABs9Bs/V+wL5CgOHfgIajMrefcRoaeFKygiOhwo7uywIgxsiSyCG6h9dTKlaXK6d7h76fijeWhyAWE1GYCc7G0TFJcDN0Q6v1ioGtQxt4qctA+Hr4YyJnSvhwzVn5fcmrD2HmsULoJCrnj/dk2GIacw2XwGzmygZgM+sBOqNALwq6Pc5y7ZSbtlVvJ5yI71j4Uwic5cQD+z5Lu2ojY7WtNx5+hwDFxyXIyLCKxW85IJgYyBKP4xrXU5bAqJXrWJyxEZ4GhmLCWvPMnuxORFTrV1+Vta/dPhBP4GNmIqKS8l+TcaLwQ2RuTu3GnhyVTku3hAo/YrOEu31n38MweFKTpoaxfNjZt+aOl0MrEuiX1N6VIVnPnvZ3nHpEVafuKN2t0iXRCK/UceAGi9syU6IU4L83BI5abZOAFb3B/4erSzOJ6PG4IbInIkX9dSjNmL7tw6Cj8iYeAxeeBw3H0fKdulCLpg/oA6c7I07KZlnPgdM6ZFSePHLjRcR+OS5qn0iHfMolf53XCwyXtJNyUuTU9FhwIo+wJFZKR8WbuzJXd9EZfDgK8DdE8DTm7l7DMoWBjdE5kwMoz+7rRyXag6UbJTnhxTVtkcsO4kzd0Nlu7CbAxYPqYcCLsqIiLETU1Ov1VbWAokkf+/9eRoJ2UnAQ6bp0kbg8K/Arf3Kmpyb+7J/35DbwPy2KeUVRJmHzj8BpVvkri/3TwEz6wJzWwInNNvISS8Y3BCZs8o9gNeWAIUqAi0+00m5hI/WnMW+/4JlWyzWXTS4rsxNY0o+71RJ5tgRRA2qOftvqN0l0heXQoCrj3IsMhkv7grs/UHZQZiVO8eUICR5Ib5jfuDNdUCtgbnvC/PcGAyDGyJzJrZ7V+oCjDgE+NbJ88NN3XoZa0/dk8dia/fc/rVRwdsNpkYk8Zv+WnXt7MX0bf/JLMpkhorXB4bvT1lrliTSIoi8OD2ByMcZ3+fsn8DCTkCkEsTLbdsi87Ff07z1hcGNwTC4IbIEOshpM3f/Dfy+TxnhsLYCfn69BuqZcCmDun4eeKupspNKbGMXxTVFyQgyQy6eQL+/lNFLK83fwvWdyjRV4JGU68Rozq5vgLVDgQRN8daSTYChOwDPMnnvB5P4GQyDGyJzFKH5xKkjG07fw9ebL2nbX3WrgnZVvDPNLzOmZVn51diNb10OFbyVN5zLD8Mxfft/aneJ9BngN/sAeHM94OKlnAu/DyzoABz6RdkBJUZ17h5LuU/NAcpUlLOH7mphJWNwo1cMbojMjXjRFIsWl/YE7p3M88PtvxqM9//UlG0AZODSr16JbOeXMWYOtjaY0bs67G2Ul8I/9t2QZRrIjJVqpkxTlWistJMSlIX3ifFKKYdeC4FCFYC23yqLh3WZ5ViUhLBxSKlNRXrD4IbI3IgiglFPgWvbU7av5tK5u6EYviQAcQnKbqI+dYtjbCv9VRJXQ8Uibhjfppw8lsU1/zytTUpIZsrVG+i/AWjyHuBcEOi5ICWIcSoAvL0PaDBSP9XFk9fdxHCNlz4xuCEyJ1EhyhC7YGUDNPs41w9163EkBi44JrdLJ2+h/qprZaNN0pcXw5qUQt2SytTDnadR+GqjZocMmS8xStNyIjDqBJDfN+339Fl0UxvccFpKnxjcEJmTwzOBGCX/DPz75HoR5KPwaJl9+ElkrGzXKVkAv/SpAVvN9I25sbG2wrTX/OGiSUK46sQdbL8YpHa3yBB0tZ4mN8ENMx3rjXm+UhFZosgnwJHflGNRX6fZh7l6mPDoOAxacByBT5XMveUK58Pc/nXgaGfc2YfzKrm4ZjJRe0qUmCDSKQdN6oTEOCCev1/6wuCGyFwc/BGIjUipsVMg80W/mRFboYcvDcCF+8p6AB93R5mkz91Zh4sqjdhrtX3RqqKyk+ZxhCiueY7FNUm3es4HPrgBfPYIsHNUuzdmi8ENkTkIDwKOzVGOxW6Mpu/nKvvwe6vP4OC1J7Lt7mSHxUPqooi7aWUfzntxzWooqCklse1iENYE3FW7W2ROXAsDLgX1u66HGNwQmYUD04H4KOW4zhDATZNuPpvE6MRXmy9i09kHsu1oZ435A2ujjFeqpGMWopCrA77tUVXbnrzxIu5opuiIyDQwuCEyh1GbE/OVYztnoPG4HD+EyDy84OAt7eLaX/vURK0SBl5oaUTaVvZGz1pKcU2xLVzk+REjW0RkGhjcEJm6fF5AnxWAT02g7ltKOwf+CriL77Zc1ra/7V4FrSoVhqWb1LmStiDo0ZtPMe/ATbW7ROZAJNbcPw3Y8QUQdEHt3pgtBjdEpk7knSnTChi2C2jxSY7uuvvKI3z411lt+/025dC7TnE9dBImWVxTbA9PTuvzw79XcOUhc5NQHt09Duz8Ejgwg8GNHjG4ITIX4l04B4sUTwWG4J2lJ5GgmW7p36AERrbQQXFAM1K/VEEMbeynLa45dtVpxMYnqt0tMmVpKoMzS7G+MLghMlVxUblOAnY9OAKDFx5HVJySfbhDVW9M6mye2Yfz6r025VG+sPKGdOlBGH7cweKalAf2LJ5pCAxuiEzVhpHAwo7ArYM5ultQWDT6zzuGkOdxsl2/lAemv1ZdLiSm9ETywum9/WFno/z7zN57HQG3WVyTdDFyw+BGXxjcEJkiMVd/fi1w+yCwur8yipMNYdFxGDD/GO49i9IWjfyjf22zzz6cV5V93DG2lVJcU8zijVt1BpEsrkl5yVAssDK43jC4ITJFu78V2WmUY7H12+7lifai4xIwbNEJXNYsihU7gRYNqgM3R8vIPpxXw5uVRq0SBeSxKE3x9eZLaneJTBFHbgyCwQ2Rqbl/Cri8STnO560k7XsJsWh43KrTckuzUMBZyT7s5cb079klpu2mv+YPZ01xzRXHArHrMotrUg45pF5zwwXF+sLghsgkR200RJmFl4zaiOzDX/x9AVvOP5RtJzsbzB9YB6ULpXqRpWwpUdAFn3VMKa754ZpzeKqpnE6U45Gb5FpwpHMMbohMyZ1jwNVtyrG7r1Ig8yV+3XUNS47clse21laY9UZN1CiuTK9QzvWp64tXKiQX14zBp+tYXJNywM5F5G1QjjktpTe22bmoZs2aOXpQsZ3077//RtGiRXPbLyLKyK6vU46bffjSvDYrjwVi2vaUrctTX62GFuVzlsGY0r++ffdqVbSdsU/uOBMjYutO3ZMjOOHR8XB1tMXQJqXU7iYZK2troFhtwMoG8Kqgdm8sO7g5ffo03nvvPeTL9/JhbPEJ5rvvvkNMTMxLr50yZQrWrl2Ly5cvw8nJCQ0bNsTUqVNRvnz5LO/3559/4vPPP8etW7dQtmxZeZ8OHTpk50chMl039wM39yrHBfwA/z5ZXr7jYhA+WXdO2/64fQW8qqmXRHnj5eqIb7tXxYhlJ2V70oYLcsdZcEQMvN0cGdxQ1obuULsHZi9bwY3wwQcfwMsre5/4pk2blq3r9u7di5EjR6JOnTqIj4/HJ598gjZt2uDixYtwcRFDd+kdOnQIffr0kYFRp06dsHz5cnTr1g0nT55ElSpVsvvjEJkWMe2x+5uUdvMJgE3mu5xEHpaRy0/KbcvC4EZ+eLsp33B1qX3VIuhRsyjWnryH8Jh4xDBzMZHRsErKxmTx7du3Ubx48WxnL71z5w58fHxgY5Oz3BnBwcEygBJBT9OmTTO8pnfv3oiMjMSmTZrdIiIJWf36qF69OmbPnv3S5wgLC4O7uztCQ0Ph5pYq3wCRsbt9WJmWigwG3jkMWGf893U1KBw9Zx9GaJSSpK+Lvw9+7F0d1kzSp3Mib1D7H/dr8wYJYuTmyCctVe0XkTnKyft3thYUlyhRIkdp2X19fXMc2Aiiw4KHh0em1xw+fBitWrVKc65t27byfEbE9Jj4B0l9IzJJJRoAAzcBg7dmGtg8CI1C//nHtIFN4zKe+F8vfwY2eiJyBP3Qq1qac/GJHMEhMrndUomZ/OGK84GBgbnuiLj/2LFj0ahRoyynlx4+fIjChQunOSfa4nxGxPSViPSSbyLwIjJZ4kOGc8bBf+hzJfvwg9Bo2a5S1A2z36wFe1tuitSnhqU9MURTXFOIjFHqdRFlau/3wJyWwK91gbAHavfGLGX7VU+MeLz22mtyLYwIJiZOnIiEhIQ0U0p+fil/4Dkl1t6cP38eK1euhC5NmDBBjggl38SUGZHJiHqWrRTtIvvw0MXH8V+Qcm2Jgs5YMLAu8jlke1kd5cGYVmWTN/fKYqQhzH1DWQm5Ddw7ATy+AkQrMxakUnAjdiedOXMGS5YswTfffIPFixeja9euiI1N+SPOba6HUaNGyTU0u3fvRrFiWe/m8Pb2RlBQ2qygoi3OZ8TBwUHOzaW+EZmMzeOB2Y2AwCOZXhKfkIjRK07h+K0Q2fbMZ4/Fg+uikGvW28RJt9NTTprMxcLyY7kfxSYLwBIMxhPcrF+/Hr///jt69uyJoUOH4sSJE3K0pnPnztpt3zlZl5McDInAZt26ddi1a1e2Rn4aNGiAnTt3pjm3fft2eZ7IrJxbA5z/Cwi5haglvfHL1jOYu/9Gur+hzzecx/aLSsDvYm+DhYPqyky6ZFjJZRmEhYduISae01OUneCG60BVDW5EICMWFifz9PTEjh07EB4eLnPMPH/+PFdTUUuXLpXbuV1dXeW6GXGLikrZedC/f385tZRszJgx2Lp1q9xuLvLjfPHFFzLQEkESkdkQ8/Cb39M2v0kcjGl77mLu/ptpLpux4ypWHFOmWu1srPD7m7VRpai7wbtLIvtzystpcHgMNp3hWgrKTn0pjtyoGtyIreCXLqWtgisCkm3btslgpHv37jl+8t9++02ug2nevDmKFCmiva1atUp7jVik/OBByouESPQngqE//vgD/v7+WLNmjRxVYo4bMhtievfvUUD0M6VduQd22DROd9nSI7fx886r2rbYFdW4rKche0pZmHvgJssyUMY4LaV32V5tKJLrLViwIF0mYJG1+N9//0Xr1q1z/OTZ+cPfs2dPunO9evWSNyKzFLAQuLYjpep3x2nAj6fSXLL1/AM5HZXss44V0bU6y52oaWgTP4RFxWHNybu4/ywalx6E4fCNJ3I3FVEaDqnWfjK4UTe4mTx5Mu7fv5/h98QIjlj3IrIEE1EePL0B/PtpSrvrr+m2fh+58QTvrjwtB3gEkXmY6f7Vl/x/ULawq1zgLczbf5PBDaXHyuDGMy1VoEABVK5cOdPviwCnWbNmuuoXkeVJTADWjQDiIpV2rYFA2bQjonEJiRi2+ARiNan+e9Qoio/asfieMWlfxRtF8zvJ452XH+F6MN+86AX2qdfccEGxPuQ4u1d0tJIgjIh07NAvwB3Nlu8CJYE2qWpJaYQ8VypPC83KFcLUntWYfdjI2NpYY2DDktr2/ANpF4ETcc2NkQU3ISEhaNmSNVOI9MLOGbARuWmsgG6/pdlRkaipgJlcCNO/mDtm9asJOxtmHzZGvev6ym35wl8n7zKpH6Xl5gM0/QBo/SVQqZvavTFL2X5lFDuWRDFLsUOJiPSg3lvA2/uADj8AJRpqTz+PjUdIVMqbo5+nC+YPrAMXZh826qR+r9VRSr1ExyUyqR+l5eIJvPIZ0GgMULqF2r2x3ODm6tWrcgt2zZo1MWvWLP33ishSeVUA6g5LU1ZBrLGJS1CGbMQMlMg+XDAfsw8bu0EN/eT/l8CkfkRGGNw0adIEtWvXllvBiUiH4lISVr4oObA5eO2J9lwBZ3v4ejgbqHOUF8ULOqNtZaUsDJP6ERlhcBMZGYmiRYvCOlUGTiLKo9hIYHYTYNtnQFzahfriU/7wpQHYf/WxbCcvGeYaG9OSulo4k/pRGrHPgfAgWV6FdC9br5Qih40omCmKZxKRjmyfBDy5quyS2jRWe1ps835n6UnsuRKsrVkkRmzI9NQqUQD+vvnlcXJSPyLpt4bAtHLAH1xzo1pwU79+fezbt09OS02dOlUvHSGyKNd3AcfnKMe2TkCT97R5bEYuPynzowhOdjZYMLAO7G05YmOKRDHhoalGb0RSPyIpeTckt4LrRbZfMUUCvwMHDmD+/Pn66QmRpYgKAdaPTGmL7aCeZWVg8+6KU9oK34521nJXVL1SBdXrK+UZk/pRliUYEuOA+Bi1e2N2cvRxsGTJkjLAIaI82PIREK4pZeLXDKgzFPEJiRi78jS2nH8oTzvYWmPegDpoUJqBjTkk9RvQsIS2zaR+JDGRn17leKy7UKFCmX4vdfVuIsrAxQ3AWU3Vewd3oNssxCcB41afweZzyt+PmIKa0782GpVhTSJz0btOcSb1oyyCG5ZgUC24GT9+fJbfF4FN8+bNddEnIvMU8QjYmLJwGB2+R4JrUXyw5iw2nlFGcuxtrPH7G7XQtFzmHyLI9Lg7MakfvYAjN8YR3IjFxN98k77WTerAJqtRHSKLJrYA//0uEPVUaVfsjMQqr+HDNWex7tQ9ecrOxkqWVGhRwUvdvpJeMKkfpcHgRq+ynb/977//Rrt27eDh4YERI0Zozz98+BAtWrSQ57du3aqvfhKZtuhQIEJZTwOXQkjsOAMT1p2XUxSCrbUVfu1bE60qFc7w7kOb+MmCma6OLLlgykn92lTyxtYLD7VJ/V6tVUztbpFa7Bnc6FO2XylFluLVq1fj1VdfRYECBfD6669rAxt3d3ds27YN+fKlKuNORCmc8gNDtgP7pyOxcBV8uu0hVp24I79lY22FX/rU0GazzcjQJqUM2FnSFxGkiuBGmHfgJnrULCq3i5Olj9xwB52qC4o7duwot4IPGjQICxcuxCuvvCIDGhHYuLqm+o8iovRs7JDU7ENMulICKzRrLsQ0xU+vV0f7qkXU7h0ZOKnfRSb1s2xcUKxXOR7j7tu3L549e4YhQ4bIQpo7duyQIzdElMlaG80nc5F6f/LGi1hy5LY2sJnRuzo6VfNRuZNk6KR+o1ec0ib1a1iau+IsUrm2wFt7lOkp14yno8kAwU2NGjXSDJ/a2dnJIEdMS6V28uTJPHSHyIwEXwHWvgV0/hFJRarj682X5EJSQfwpTXvNH12rF1W7l6RCUj8fd0fcD43WJvUrXYhT+hbHxVO5kbrBTbdu3dK0u3btqo/+EJmHhDhg3dvAg9NImtMK35VZhnnnErSBzQ89/dG9BheTWmpSv4GNSuLbfy7L9oKDN/F1t6pqd4vIrFglWViZ2rCwMDmNFhoaCjc3TfprIl3b8x2wZ4qclfrBfgRmhTfRfmvqq1VlUjeyXKFRcWg4ZSciYxNkmY3DH7dEARcWRyXS1fs3q/ER6dq9k8De7+XhjIReaQKbb7szsCEm9SNRJTcaOPsncGI+cGmT2r0xO9kKbsTC4ZCQkGw/aOPGjXHvnpKYjMiixEUp01FJCfgpvjt+ju+u/dZXXSujbz0GNpSS1C95GeOiQ7cQG5+odpfIkETBzLVDgU3jgONz1O6NZa65OX36NM6cOSMT9WX3+pgYVjklC7TzK+Dxf5gZ3xUz4ntpT0/qXAlvNiipatfI+JL6tdUk9XskkvqdvY8eNbkOy2LYuYiVIWIfJZP4qbmguGXLlnIra3YwKRVZpJv7gCMzMTu+E36I7609/VnHihjUyE/VrpHxJ/Wbu/8mutdgUj+LYW0N2OcDYsMZ3KgV3Ny8eTPHD1ysGD+BkAWJDgPWv4O58R3wXXxf7ekJ7SswuzC9NKnfmTvPtEn9mPfGwhL5yeCGGYpVCW5KlCih8ycmMiu3D2HB0yr4Ov4N7akP2pbH281Kq9otMm5ilGZIYz+8y6R+lhvciEEbjtzoHHdLEenA4qcVMDnuTW17fOtyGNmijKp9ItNK6ickJ/UjCyvBIEZvErmgXJcY3BDl0bKjtzFxwwVt+92WZeWNKDvsNEn9komkfmSB9aViGdTqEoMbojxYeSwQn647r22PbFEa41oxsKGcEbmPXOxt5PGagLsIiYxVu0tk8OKZnJrSJQY3RLm0et1aTFh7Vtt+u1kpvN+mPHe7UK6S+vWqzaR+FofBjXEGN8xlQ5Zq7YGz+OioHZJkngpgaINi+LhdBQY2lGuDGzGpn8VxKQS4+gCe5YEk/n+rFtxs2bIFAwYMQKlSpWRVcGdnZ1nfoVmzZvjmm29w//59nXaOyBhtOHkX72+6jSTNn89Ar+v4tEs1Bjakk6R+QnJSPzJzrScD710CRh0DCldSuzeWF9ysW7cO5cqVw+DBg2Fra4uPPvoIa9euxb///ou5c+fK4GbHjh0y6Bk+fDiCg4P133MiFWw8cx/jVp9GouZP503Hg5g0/A0GNqSzpH7JRFI/C6trTGTYquANGjTAZ599hvbt28NaZFXMhKgn9csvv6Bw4cIYN24cjBGrglNubTn3AKOWn0SC5i+mr80OfD2oE6zLtFS7a2QmxMtxt5kHceZuqGwvH1aPeW+IcvH+na3gxpwwuKHc+PfCQ4xcdhLxicqfy+s2u/BtA8C60zS1u0Zm5u8z97VJ/VpW8MK8gXXU7hKRyb1/53hB8fnzKdteX7R+/fqcPhyR0dtxMUiO2CQHNj1t9uJbr92wbvOl2l0jC0jqd4NJ/czXw/PAnwOBpT2B08vV7o1ZyXFw07Zt2wxrTf3111/o16+frvpFZBR2X36Ed5adRJxmLqqH9X5MtZsL6x6zAXtR1ZdIv0n95jOpn/mKDgUurAOubQceXVK7N5Yd3AwdOhStWrXCw4dKJVth1apV6N+/PxYuXKjr/hGpZu9/wXh7aQBiE5Qtml2tD+IHu9mwaTIW8K2rdvfIzJP6OTOpn/ljnhvjCW4mT56MDh06yADn6dOnWL58OQYNGoTFixejV69e+uklkYEduPoYby0+oc010rGKF6Y1tYGNTzWg2cdqd48sIKnfa0zqZ/4Y3KhbFfxFYkeUmIKqX7++3CG1YsUKdO3aVfe9I1LBoeuPMXTxccRoAhuxBuLHPjVga1MHiI8BbO3V7iJZSFK/RYdvQWz5EEn9hjUpBXtbJpU3Kwxu9CZbfyl///13uluPHj0QHR2NPn36yBwfyedzYt++fejcuTN8fHzkY7xsQfKePXvkdS/eUk+REeXF0RtPMGThCflpWWhTqTB+7lNDroOQbB3U7SBZDCb1swAsnKnuyE23bt0y/d78+fPlTRCBRkJCQrafPDIyEv7+/jI5oAiWsuvKlStptoF5eXll+75EmTlx6ykGLTyOqDjld7hV4Uj82tolJbAhMrAhTfyw9cJDbVK/7jWKMmGkOREflmzsgYRYICZM7d5YXnCTmKifmhciKaC45ZQIZvLnz6+XPpFlCrgdggHzj+F5rBLYtChmhZnBI2A/1wZo+w1Qd5jaXSQLVLtEAfgXc5dJ/S4+CMN7q8+gko8bhjYppXbXSJejN8+fcFpKx0zyI2n16tVRpEgRtG7dGgcPHnxpcU+R+Cf1jSi103eeYeD8Y4jUBDZNSrnjt6gP4GAVDyTEAFYm+WdCZkCM0gxJFcisPXVPjuCQGU5NMbjRqWy9aq9cuTLbD3jnzp2XBhy5JQKa2bNny5w64ubr64vmzZvj5MmTmd5nypQpMqNh8k3chyjZubuheHPeUYTHxMt2ozIFMSf/QjhG3lUuKN0SqD1Y3U6SRUud1E+I16QmIDPB4Ea94Oa3335DxYoV8f333+PSpfSJhkQq5H/++Qd9+/ZFzZo18eTJE330FeXLl8fbb7+NWrVqoWHDhnKtj/g6Y8aMTO8zYcIE2b/kmwi+iITz90LxhghsopXApn4pD8ytfQ+OF/9ULnDMD3T9VXx8VrejZNHEmq8BDVOS+j2LikOEJhgnM1CpK1BnKNBgpFgDonZvLGvNzd69e+VOKLEFXAQLLi4usjimo6MjQkJC5G4lT09PDBw4UJZnEN8zlLp16+LAgQOZft/BwUHeiFK7eD9MBjahUXGyXbekB+b38IXTvD4pF3WcBrj5qNdJIo2+9Yrj+61XkJCUJMuAjF5+EnP614YtF7ubvqYfqN0Dy85z06VLF3kLDg6WwURgYCCioqJkUFOjRg15y6piuL6cPn1aTlcRZdflh2HoN/cInj2P0y7anD+wNpzX9AGiQpSLKncHqryqbkeJNFwd7VDA2Q6PNZmKd18JxpebLmJyl8rcPUWkiyR+hQoVQvfu3aELERERuHbtmrYtalaJYMXDwwPFixeXo0QiSaDIfiz8+OOP8PPzQ+XKlWWOnblz52LXrl3Ytm2bTvpD5u9qUDj6zTmKEE1gU6N4fiwYVAf5zi9V6rsI+QoDHadzOoqMyoujNIsP30bJgi4Y3NhPtT4RmUVwI2pIiemp2NhYtGzZEsOHD8/Tk584cQItWrTQtsePHy+/DhgwQNapevDggRwhSiae97333pMBj7OzM6pVq4YdO3akeQyizFx7FIE+c47iiebTr9hiu2hwXbjiObB9YsqFXX4BnD3U6yhRBoY28ZPrw248jsDGMw/kua82X0SxAk5oU1lJ9kcmLD5W2Zlpk6vCAfQCq6Qkkdw7e4uKR44cibJly8LJyQnnzp2TwcgPP/wAUyK2gotdU2JxcepEgGTebgRH4PU/jshMr0LVou5YOrSerOEj3T4MrB8O+DUDuvysbmeJXmL6tiv4eZcy6u1kZ4PVbzdA1WLuaneLcuPgz8Cur5W0E31XA+Xaqt0js3j/zvYimV9//RWTJk2S2YHF1NGiRYswa9YsXfSXSK9uPY5EnzkpgU2lIm5YMqRuSmAjlGgADD8ItP1WvY4SZdO41uXQtbqy2F1k1B686DjuPYtSu1uUGzZ2SmAjcDu4zmQ7uLlx44acLkomtn3Hx8fLqSMiYxX45LkMbILClBePCt6uWDa0HvI7Z1D80iGfciMycmIR8dRXq6FOyQKyHRweg8ELjiM8WllLRqZaPJNJZg0e3IhMv2ILuPaO1tawt7eXO6aIjNGdp0pg8yA0WrbLF1YCmwIu9sr89sklQGL2a6ERGRNHOxv8/mZtlCzoLNtXgsLxzrKTiGOSP9PCyuB6kaOVS59//rlcyJt6ge8333wj58CSTZ8+Xbc9JMoFMUTfd+4R7VB9Wa98WDasHgrm0+Q82vc9sO8H4PRyoPtvQIGUJGlEpsLDxR4LBtVF91kHZWqD/VcfY9LfF/BNtyrcIm4q7FONFjO4MXxw07RpU7neJjWRHVhMVyXjHxMZytz9N+TOEVdH23RFBB+ERqHvnCO481QJbEoVcpGBjWdyYHP3BLB/mub4GBAdavD+E+mKn6cL/nizNt6YexSxCYlYfjQQJTyc8Xaz0mp3jbLDIdXCWAY3hg9u9uzZo7tnJcojUTzwYVg0vN0c0wQ3QWHR6DvnKG4/ea594V8xrD68XDW1eWKfA+veBpI0Q/fNPgaK+KvyMxDpSl0/D/zQqxrGrDwt21O2XIavhzM6VGWCU9OalopQsydmhbm7yWw8Co+Wa2xuPo6U7RIFnWVgU9gtpeggdnwBPNEkjixaC2g8TqXeEulW1+pFMb51OW173KrTOBWoybhNxosLivWCwQ2ZhccRMXLE5kawEtj4ejjJwMY7VTVlXN8NHPtdObZ1Arr/zoRZZFZGv1IGr9YsJo9j4hMxbPEJubCejBgXFOsFgxsyeU8iYmRJBZGBWCiaXwlsfPI7pVwU9QzYMDKl3Xoy4FlWhd4S6Y9Y9zilR1VZ4V54HBGLQQuPawvEkhHigmK9YHBDJi0xMQn95h6V22AFH3dHGdgUK5Cyq0/a+jEQdk85FlmI6wxTobdE+mdva43f36gtF9ILIugfsTQAsfHcIm6URMHp3suAN9cBnX9Uuzdmg8ENmbSnz2Nx+aES2IjFxcuH1UdxTd4PrStbgTMrUnYmdJulvKAQmSl3ZzssHFgXBUVOJwCHrj/Bp+vOIZvVdsjQKnYCSr8CeFdVuydmI0ev8OIPQ1TuFpmJk/PciGKaomr348eP9dVHonQSNS/S8YnKVy9XBywfVg8lPVMSTWr5NQHqDFWO238PuCtrEojMmQjy/+hfW47kCH8G3MWsPdfV7haRcQU3IseNn58fypQpg4oVK8ogR+S5GTJkCEaMGCHPXb16Vb+9JQJkivkQTWVvQeSvESM2pQplUjrB3gXoOA14aw/g/7rhOkqkslolCmDGa9W17R/+vYK/z9xXtU9ERhXcfPTRR/D395dFMzt16oSOHTuiWLFiCAkJwdOnT9GgQQN8+eWX+u0tWbzImHgMXHAccZoRG2srYMWweijjlY2aUD41xIpL/XeSyIh0rFYEH7WroG2//+cZnLj1VNU+0QseXQKu7gDOrwXiNUU0KU+skrI5Cevl5YVt27ahevXqiIyMhKurK/bt24fGjRvL7x86dAh9+vTB7du3YS4l08m4RMUmYOCCYzh6M+WFWawpCPi8dfqLn90BEuMAj7TZi4kskXiZn7D2HFYevyPbBZztsO6dRhlP45LhrewHXN6kHI+/BLgpFd8p9+/f2R65iYiIgIeHsr1QFNAUtyJFUrJf+vr6IigoKLsPR5Qj0XEJMmdHcmCTPP5iZ5PBr3BiIrB+BPBbY+DEAvHKbtjOEhnhFvGvulVBk7Kesh3yPE5uEU89vUvGUoKBWYp1IdvBjY+PDwIDA7Xt77//Xo7mJAsODkaBAgV00imi1GLiEzB8aQAOXFMWrbs62MqCgZk6Ohu4tR+Ii1RqSMXyxYJIfBCY2a8myhVWpnBFJu+3lwbIvy9SGRP5qRfctGrVCpcvX9a2xSJiMTWVTExZ1axZU/c9JIsWl5CIUctPYc+VYNl2trfBwsF1Mh6xEYKvADsnp7TFtu/ULxxEFszN0Q7zB9bRFpE9dvMpuv56EHP2cReVqliCQb3gZvbs2Rg6VLOdNgO9e/fG3LlzddUvIsQnJGLMylPYflGZ7nS0s8aCgXVQq4QyPZpOQpxSFDM+WmnXGwH4NTVgj4mMn0hwOW9Abfn3JIg8UT/t1NRbI3Vw5EbndJbJTGwTT70GhygvEhKT8N6fZ/DPuYeyLXJ1zO1fB/VKFcz8TmIK6v4p5dizHNBqkoF6S2Ra/H3z48feNbTtiJh41qBSkwNLMKge3ERHaz4VE+mxpMJHf53FhtNKPg57G2v88WYtNNYshszQvZPAvh+UYysboPtswC5VbSkiSqNdFW+42Nto29O3/6dqfyxamgXFDG4MHtyInDYtW7bUyRMTZbZl9bMN57Em4K5s21pbYVa/mmhePmXxejpxUcC64UCikjkbTd8HitYyUI+JTJeLg632eN2pezh/L1TV/lis1NNSsQxuDBrcPHjwAE2bNpWJ/Ij0FdhM3ngRy48qu/JsrK3wS58aaFWpcLprhzbxw5iWZeVX7PwKeHxF+UYRf6DpB4buOpFJeqtpKTRNNSI6dWvKphEyIK65USe4EWUVRKkFsRtq1qxZuu8FWTwR2EzZchkLD93SZh6e/po/2lfNeB3X0CalMK51OfkVZVsBrj6AjQPQ/XfAxs7AvScyTeLvZ86A2ihWQJnC3X/1MfZfVXYmkgrBja0TkMTq7QbLUOzt7Y0mTZrIIpnWJl5NmRmKjY/4FfzftiuYuVvZjioqJPzQ0x89a+WgwGXUM+DucaBsBtmKiShLG07fw5iVp+VxZR83bBzVGNbiEwYZhkg8KoIam5RpQjJAhmJRbqFo0aImH9iQcfp55zVtYCN8271qzgIbwSk/AxuiXOpczQdViipvFhfuh7G4pqGJ91YGNjqVrWhl+/btWLJkCT7//HPdPjtZvN/2XMeMHSm7NL7sWhl96hZ/+R1DbrOsApGOiFGaCe0rpqkeLkqeEJl1cFO/fn1ZJHPBggWYOnWq/ntFFmHu/htpFjB+1rEi+jco+fI73g0Afm8CLH0VCOMnTCJdaFTGE03LFZLH955FYekR4y6CTJSVbM8zVa5cGQcOHMD8+fOzexeiTC05fAtfb76kbX/QtryyOPhlbh8GFncFokOB6zuB7UzUR6QrH7erINe8Cb/uvobQqDi1u2Q59n4PbBoHbJ2gdk/MQo4W0ZQsWVIGOER5sfJYID7fcEHbFlu6R7Yo8/I73tgLLO2RkgeiZBOg0ww99pTIslTycUP36kXl8bPncXLamAzk1BLgxHzg7Gq1e2IWcrxCuFAhZdiSKDf+CriLCevOadvvNC+Nsa3KvvyO13YAy18D4jQp4ku/AvRdnTZtORHl2fg25WRWcGHBwZu4/yxK7S5ZVpbi2Ai1e2KZwc2KFSsy/d4HHzB5GmVu45n7+GDNGe064KGN/eR0lFXyOHhmLv8DrOiTUhCzXHvg9RWAvbP+O01kgYU1BzZS1r7FxCdiBssyGDbXjXidi49VuzeWF9yMGDECW7ZsSXd+3LhxWLp0qa76RWZm6/kHGLvqNBI1gc2ABiXwaceKLw9sLqwHVr8JJGj+2Ct2AV5bDNg56r/TRBZKjKi6OSpbk9ecvIvLD8PU7pKFlWDg6I3Bg5tly5ahT58+adbejB49GqtXr8bu3bvz3CEyPzsuBmH0ilOy0rfQp64vJnWu/PLA5uZ+YM2glJpRVXsBPRcAtvYG6DWR5crvbK9dBydGWqduYVkGw5ZgYDBp8OCmY8eOsgRDly5dEBAQgHfeeQdr166VgU2FChXy3CEyL3uuPMI7y04iLkEJbF6tWQzfdKuaveynvvWAsm2U4xpvaEorMNEVkSEMaFgSPu7KCOnuK8E4fP2J2l0yb6wvpVO5eqfo27cvnj17hkaNGskFxnv37kWZMtnY7UIW5eC1x3h7SQBiE5RaKV38ffB9z2rZT+suRmh6LVJ2EdQeomTxJCKDcLSzwfg25fH+n2dk+7stl7B+ZKOXj7hS7tin2hzB4MYwwc348eMzPC8CmxeLaU6fPj3vvSKTd+zmUwxddEIuSBTaV/GWhTBFpe8sifw1ju4pbbG2pu4wPfeWiDLSvUZRmWzz8sNwnLkbis3nHqBTNR+1u2Xeu6UEBjeGCW5OnTqV4XkxWiMKWSV/nxE9CQG3QzBowTFEadK3t6rohZ9erwFbzfbSTO37HxCwEBj0D5A/GyUYiEivxIeRj9pXwKAFx2X7+61X0KaSN+xtOYqqc5yWMnxww4XClF1n7z7DwPnHEBmrBDbNyhXCzH41s34xFCsWd38L7PteaS/qDAw/kPaPnYhU0bxcITQsXRCHrj9B4NPnWH70NgY28lO7W+anYBmgbFvldc+No2N5xfCbdObC/VC8Oe8YwmOU3U2NyhTE72/WgoOtTdaBzfaJKYGNUGsQAxsiIyFG5FMX1fx51zWER7Msg86VawP0Ww30nAeUaKh2b0wegxvSiSsPw2Vgk1yLpq6fB+b2ryMXJWYZ2Gz5CDj0c8q5dlOBxmMN0GMiyq6qxdzR2V8ZTXgaGYs/9t1Qu0tEWWJwQ3l2PTgC/eYelS96Qs3i+TF/YB042WcR2CQmApvGAsd+15ywAjr9CNQfbphOE1GOfNCmPOxslHWVc/ffxKMwTcZwIiPE4Iby5NbjSPSdcwSPI2Jk27+YOxYOrot8Dlks50pMADaMVBYPC1bWQLdZQO1BBuo1EeVU8YLO6FevhDwWmwVm7LiqdpeIjDO42bdvHzp37gwfHx85r7t+/fqX3mfPnj1y+7mDg4PcrbVwoeYNkgzuztPnMrAJClMCm0pF3LB4cD24OdplHdisHQacWa60rWyAHnOA6n0N1Gsiyq3Rr5TRfnBZdTwQ1x5xV4/ORDwCfqkF/K8csPYttXtj8lQNbiIjI+Hv74+ZM2dm6/qbN2/KDMktWrTA6dOnMXbsWAwdOhT//vuv3vtKaYlKwX3mHMH9UGVounxhVywdWg/uzlkENsmjNO6+yrG1HfDaIqBqTwP0mIjyqmA+B4xoXloei2oqU7deUbtL5sPWAXhyDYgIAiKD1e6NyVM1l3379u3lLbtmz54NPz8/TJs2TbYrVqwoa1zNmDEDbdu2zfA+MTEx8pZM5OWhvAkKi5YjNndDomS7dCEXGdh4uGSj5pPIhdTqCyApESjZGCiX8f8bERmnwY38sPjwLTliu/1iEE7ceoraJT3U7pbpY4Ziy11zc/jwYbRq1SrNORHUiPOZmTJlCtzd3bU3X1/NqAHlSnB4jAxsbj15LtslCzpj+bD6KOTqkP0HEQFOm68Y2BCZILFRYFyrctr2t/9cQpLY+Uh5Y20D2LkoxzGsCm5Rwc3Dhw9RuHDhNOdEW4zGREUpowgvmjBhAkJDQ7W3O3fuGKi35kfshnpj7lFcD46U7WIFnGRgU9hNKa6XIfEJZGlP4PYhw3WUiPSqZ61iKOOljDScDHyGfy8Eqd0l85Cc34sjN5YV3OSGWHjs5uaW5kY5F/o8TgY2V4KUPzpRLXjFsPrwye+U+Z2ingFLugPXtgPLegF3lBTuRGTaRCmVj9pV0La/33oZcZoCuZQHDG4sM7jx9vZGUFDaTwiiLQIWJ6cs3mQpT8Ki49B//lFcfKCsV/JydZAjNr4ezpnf6flTYHEX4K4moLG2VYZdicgsiJpxdUoWkMc3Hkdi1XGOiusuuAlTkpySZQQ3DRo0wM6dO9Oc2759uzxP+hEREy+L5omKwIJnPiWwKenpksWdgoGFnYAHZ5S2sycwcDNQtKaBek1E+ibSd3ycqizDjzuuIlJTeoVySVt2JgmIVab/yQSDm4iICLmlW9ySt3qL48DAQO16mf79+2uvHz58OG7cuIEPP/wQly9fxqxZs7B69WqMGzdOtZ/BnEXFJmDIwuOyyrdQwNkOy4bW0861ZyjsAbCwA/DogtLO561U+fauYqBeE5Gh1CpRAO2reMtjkchTZC6mPGBlcPMIbk6cOIEaNWrImzB+/Hh5PHHiRNl+8OCBNtARxDbwzZs3y9EakR9HbAmfO3duptvAKfei4xIwbPEJHL35VLbdnezkdu/y3lkUtHx2RwlsHv+ntN2KKYFNofIG6jURGdoHbcvDxlopy/DHvuvabOWUCwxudMYqycL28ImdVWJLuNg5xcXFGYuJT8DbSwKw54qSSMrVwRbLhtVDtWL5M79TyC1gUWfgmSYYzV8CGLARKKCkayci8/XZ+nNYekT5269W1B1dqvtgaJNSanfL9NzYq7yWiiCnTEvA0V3tHpns+7eqSfzI+MTGJ2LkslPawMbF3kbWisoysBHE+hoxciN4lFYCG/eiBugxEaltTMtyWHvyHp7HJuDsvVDcexbF4CY3SjUDIG5kUQuKSb/iExIxZuUp7Lik7EhzsrOR1b3FvPpLVeoKdP0V8KqkTEUxsCGyGCKJ5/BmSlkGITw6non9SFUMbkhKSEzC+NVnsOX8Q9l2sLXG3AG1Ua9Uwew/SI03gLf2Aq7KAkMishxvNS2F/E5KbbnYhET8c055LSFSA4MbQmJiEj766yz+PnNftu1trPH7m7XQqIxn5ne6FwCcXpH+vG026ksRkdlxtLPB9z2radtfb76I57HcGp4jYvt38H/A3QAg9K7avTFpDG4snBg6/nT9eawJUP6QbK2tMKtfTTQv75X5nQKPAou7AetHAGdXG66zRGTUWlcqjGblCsnjB6HRmLX7utpdMr0FxTPrAHNfAc5k8OGRso3BjYUHNl/8fQErjim7HMR2zl/61ECrSmnrd6Vxc79SUkFk0BSJpk4tEUM/hus0ERl1Yr9JnSvBziZ5a/gN3HrMZHTZxq3gOsPgxoIDG1HNd9Hh27It0lTM6F0d7asWyfxO13YCy3oCcZoXq1ItgD6rAGv+GhGRolShfBjSuJR27c2Xmy6q3SXTweBGZ/iuZKGBzf+2XcEcTTZRKyvgh57+6OLvk/mdrmwFVrwOxEcr7bJtgT4rAfss6ksRkUUa/UoZFHZzkMe7Lj/CTs0OTMpJcBOhZk9MHoMbC/TzzmuYmWoufEr3qni1VrHM73Dxb2DVG0BCrNKu2BnovRSwczRAb4nI1Lg42OLTjpW0bTF6I7Ke00tw5EZnGNxYmFl7rmHGjv9SXnS6VsbrdYtnfodza4A/BwKJcUq7Sk+g50LuiiKiLHWuVgT1/Dzk8e0nzzF3/w21u2T8GNzoDIMbCyJeXL7fekXb/qxjRfRvUDLzO0SFAJvHA0maT1zV+wE9/gBsmNiaiLImFhd/0aWytu7Ur7uvyczFlAVbR8Ba8/oay+AmLxjcWIjFh2/h682XtO0P25V/eXp0pwJA39WAnQtQaxDQ5VfA2kb/nSUis1CxiBverK/Ul4uOS8S3qV6DKANiAWTy6A1HbvKEwY0FEFu9J264oG2PbVUW7zQvk707F68PvL0X6DSDu6KIKMfGtS6Hgi7KNPbmcw9w6Npjtbtk3Bjc6ATfrcycSM73ybpz2vY7zUtjTMuymd/h+m6xnSrtOc+yyicKIqIccneyw0ftKmjbk/6+gLgE5sbKlD2DG11gcGPGRDmFD9ec0cYqQxv74YO25eVceDriot1TgCXdgO0T0wc4RES51LNWMfj75pfHVx9FYNGhW2p3yXi9sQb44DrwkZKDjHKHwY2Z2nLuAcatOo1ETYwyoEEJfNqxYuaBzY4vgL3fKe1DPwOBhw3bYSIyW9bWVviyS2XtAPBPO67iUbgmZxal5eYDuHgy1UYeMbgxQzsuBmH0ilOy0rfQp25xuWsh08Bm6wTg4I8p59pOAUo0NGCPicjciZGb3rV95XF4TDymbknZuUmkawxuzMyeK4/wzrKTiNcENmI4+JtuVTIObERNKLHV++hvKec6TgMavGPAHhORpRDT4m6Oylbnv07eRcDtp2p3icwUgxszcvDaY7y9JEDWcxG6VvfB1FerySHhdBITgL9HASfma05YAV1nAnWGGrbTRGQxCuZzwHttyqdZXJw8wkwagUeB/dOBHZOBJ6yqnlsMbszE0RtPMHTRCcTEK4FNh6remNbLX5tAK42EeGDtW8DpZUrbygboMQeo8YaBe01ElqZfveKo4K3sCDp/Lwwrjweq3SXjcmMPsHMycGA6g5s8YHBjBgJuh2DwwuOI0tRuaVWxMH56vQZsbTL5793+OXB+jXJsbQf0WgBU62XAHhORpRKvS5O7VNa2f/j3CkIiNXXr6IUSDGFq9sSkMbgxcWfuPMPA+ccQGasENs3LF8LMfjVgl1lgI9R/B3AvDtjYKwUwK3U1XIeJyOLVK1VQTpsLz57HYdp2Li7WcsiXcsxcN7nG4MaEXbgfijfnHZU7D4TGZTwx+41acLB9SYmE/L7AgA1KaYXy7QzTWSKiVCa0rwhne+W1atnRQJy/F6p2l4xv5CY2Qs2emDQGNybqysNwvDH3KMKilcCmrp8H5vSvDUe7DAKbmAgg7oWcEh6lgNItDNRbIqK0vN0d8a4mW7rISCEWFycxeSgrg+sIgxsTdO1RBPrNPYKQ53GyXbN4fswfWAdOmk9BaUSHAku6A6vfBOI5r01ExmNwIz+U8nTRrh1cd+qe2l1Sn4NbyjGDm1xjcGNibj2ORN85R/A4QglU/Iu5Y+HgusjnoOSOSOP5U2BxV+DuMeDqNmDTWMN3mIgoE/a21piUanHxt/9cRni08qHNYtmnXnPDBcW5xeDGhNx5+lwGNo/CY2S7so8bFg+uBzdHu/QXRz4GFnUG7p9S2s4FgXrDDdxjIqKsNStXCG0qFZbHjyNi8PPOq7BoaaaluOYmtxjcmIj7z6LQZ84R3A9V1s6IPBFLhtSDu3MGgU34Q2BhRyDovNLOVxgYuBkoUs3AvSYiernPO1WCg63ydrTg4C1ce2TB0zFcc6MTDG5MQFBYtByxuRsSJdulC7lg6dB68HCxT39x6F1gQQcg+LLSdvUBBv4DeFU0cK+JiLLH18MZw5uVlseidMygBccxZ991yw1uClUEitUFCqVkc6acsUqysOXpYWFhcHd3R2hoKNzcUi3cMlLB4TF4/Y/DuB4cKdslCzpj1dsNUNgtg4qxIbeUqahnmoyf+YsD/f8GPPwM3GsiopyJjktAq+l7tR/iRA2qs1+0VbtbZKLv3xy5MWJPI2Pldu/kwMbXwwnLh9XPJLC5DSzomBLYiK3eg7YwsCEikyDSWHzVtYq2LdJcWPT0FOUJgxsj9ey5EthcCVL+uH3cHbF8aH345HfK+A4unkpyPsGzvBLYuBczYI+JiPKmRQUv1C5RQNt+d8VpxMQr2deJcoLBjREKi45D//nHcPGBsg2wsJuDHLER89KZsndRMg5Xf0NZPOzqbbgOExHpiFhPWNZL2Q4tXgP/9y9LM1DOMbgxMhEx8bJW1Nm7Sipyz3wOWDa0PkpqEl2l8eJyKUc3oNtMIF8hA/WWiEj301Oi8K+9pj7enP03ceDqY1iU7ZOAua2AmfWAWGVZAuUMgxsj8jw2Xlb3Phn4TLbFbqhlQ+uhjOZTTBp3jgHzWgMRwYbvKBGRHlXyccOH7VJ2Co1ffdqyKoc/uQbcPa7sehVZ5inHGNwY0U6BYYtP4NjNp7Lt7mSHpUPqobx3qpwHyW4dABZ3U375RQZikYmYiMjMSjM0Kespj0Xi0o/XnrWc2lNuRVOOgzktlxsMboyAWDD39pIAHLz2RLZdHWyxZEhd+eklneu7gKU9gTjNUKWYgrLNYPcUEZEJs7a2wv96+aOAJlHpvxeCsPL4HVgEn+opx8lZ5ilHGNyoLDY+ESOXncLe/5TpJRd7GywaUhfViuVPf/F//wLLXwfilTwQKNsG6LMKsM9ioTERkYkSaS+mvpqSWf3LjRdxPdgCShIUSRXcPDitZk9MFoMbFcUnJGLMylPYcSlItp3sbLBgUF3ULJ6yFVLr0kZgZT8gQakrhQqdgN7LADuO2hCR+WpT2Rt96xWXx1FxCRi78rT8UGjWPMsBdpoPrfcZ3OQGgxuVJCQmYdzqM9hy/qFsi7oq8wbURl0/j/QXn1sDrB4AJGqq5VZ5Fei1ELDNoPwCEZGZ+axjRZQqpOwYPXcvFDN2/AezZmMLeFdVjp/d5rrKXGBwo4LExCR8uOYsNp65L9tiy+Mf/WujYRll8Vwap5cDa4cBSZpEVv59gR5zAJsMCmYSEZkhZ3tb/Px6DdjZWMn27L3Xcei6mW8P59RUnjC4USGw+XT9Ofx18q5s21pbYVa/mmhWLpPcNHeOAkmaIdhaA4GuMwFrGwP2mIhIfVWKuuP9Nsr2cLFpavyqMzKTu9nyqZFyzKkp0wxuZs6ciZIlS8LR0RH16tXDsWPHMr124cKFsLKySnMT9zMFYhvjFxsvYMUxZcW/jbUVfu1bA60qFc78Th2nA9V6A/WGA51+FFsIDNdhIiIjMqxJKTQsXVAePwyLxifrzpnv9nDumMoT1d8pV61ahfHjx2PSpEk4efIk/P390bZtWzx69CjT+4hqoA8ePNDebt++DWMn/gC/2XwJiw8rfbW2Amb0ro52VYpkfUcxStPtN6Ddd4CVMiRLRGSp28OnveYv84AJ/5x7iDUByii4WS4qbvYx8PpyoP33avfG5Kge3EyfPh3Dhg3DoEGDUKlSJcyePRvOzs6YP39+pvcRozXe3t7aW+HCWYx8GElg88O/VzD3wE3ZFjHKDz390cXf58ULgYM/AQ/PpQ9wGNgQEaGIuxO+66FZbAtg0t8XcOuxGZYoEK/7LSYAFToCbi/5EEzGFdzExsYiICAArVq1SumQtbVsHz58ONP7RUREoESJEvD19UXXrl1x4cKFTK+NiYlBWFhYmpuh/bTzKmbtua5tiz/MV2sVSx/Y7PwS2D5RyT786LLB+0lEZAraVy2C3rV95fHz2ASMWXUacQlmvj2cTCe4efz4MRISEtKNvIj2w4fKFukXlS9fXo7qbNiwAUuXLkViYiIaNmyIu3czHpqcMmUK3N3dtTcREBnSrD3X8OOOq9r2V10ro3cdJWdDmsDm30+BA9OV9vPHwO2DBu0nEZEpmdi5EkoWVHLBnLnzDD/vTHmdJVJ9WiqnGjRogP79+6N69epo1qwZ1q5di0KFCuH333/P8PoJEyYgNDRUe7tzx3Dpu+fuv4Hvt6bUBfm8UyW82aBk2osSE4HN7wFHZqac6/A/oM4Qg/WTiMjUuDjYyurhYsepMHP3NW1tPrMhPviK2lJnVgKnlqrdG5Niq+aTe3p6wsbGBkFBSobeZKIt1tJkh52dHWrUqIFr165l+H0HBwd5M1QwEx4dD1dHW9jbWuPrzZe03/uoXQUMaeyX9g6JCcDGd1P90loBXX4GavY3SH+JiEyZv29+jGtdTq5pTEwCxq06jX/GNNEuODZ5Ig3IHy2UWoL5iwM13lC7RyZD1ZEbe3t71KpVCzt37tSeE9NMoi1GaLJDTGudO3cORYqov+Bq7v6bcn2NGB6duCFlHdC4VuUwonnptBcnxAPrhqcENlbWQPffGdgQEeXA8GaltZnd7z2Lwmfrz5vP9nCxqFibqTiQmYpNaVpKbAOfM2cOFi1ahEuXLmHEiBGIjIyUu6cEMQUlppaSffnll9i2bRtu3Lght46/8cYbciv40KFDYSzCouO1xyNblMa7LcukvSA+FvhrMHButdK2tgV6zgf8exu4p0REpk3kCxNpNcSIuSAyv68yp+rhaZL5Md+NSUxLCb1790ZwcDAmTpwoFxGLtTRbt27VLjIODAyUO6iShYSEyK3j4toCBQrIkZ9Dhw7JbeRqE0XdUhvWxE9m1BRb19O4vhO4uEE5trEHei0CKnQwYE+JiMxH0fxO+LZ7VYxeobz5T1h7Dvmd7V6eR8zUkvmJMgxlWqrZG5NhlWQ243fZI7aCi11TYnGxSAaoK1vOPcCIZSe17YENS2JS50rpA5tkIp/N7m+B15cBZVK2whMRUe70mn0Ix2+FyGNRh2rugDqZl7YxFSItyKx6ynHFLkDvJbBUYTl4/1Z9WsocxMYn4vt/U3ZFOdnZZB3YCI3GAKOOM7AhItKRVW81QI+aReVxXEIS3l5yAsdvmfg6Fc+ygJ1SEZ01prKPwY0OiJ1RS4fWg40mmHFztE0b2ESHAjf2pL+jWP1OREQ6K8/w/avV0K6ysts2Oi4Rgxccx/l7oTDpRcVFqinHoYFA5BO1e2QSGNzocM63oIu9PE4T2IjV7SLj8NKewH//qtdBIiILYGtjjZ/6VEdTzXRUeEw83px3FFeDwmGyiqRed8NFxdnB4EbHnxrSiHwMLO4C3D8JJMYBG8cCcdFqdY+IyCI42Nrg9zdqoW5JZYt4yPM4vDHvKAKfPIfp75ji1FR2MLjRl/AgYGHHlCKYLl7AG38Bdo5q94yIyOw52dtg7sDaqFrUXbaDwmLQb94RPAyNNs0dU04eQOlXgPwl1O6NSWBwoweFkh4DCzsAwZril65FgEH/AIXV365ORGQp3BztsGhwXZT1yifbd55GyRGcJxExMCme5YAPbwBvrgOq9VK7NyaBwY0ODW3ih88buWCZzWTgiaYchLuvEtiIFe9ERGRQHi72csNHcQ+lyOa1RxHoP/8YwqLjYDLEOs6sdt9SOgxudGhopSQMuToSbtH3lBMF/JTAxqOU2l0jIrJYhd0csWxoPRR2U+oMXrgfJndRPY9NySZP5oXBja6IkgpLewBhd1OGEUVgw+3eRESq8/VwlgGOGMkRTtwOwdtLAhATnzazvNFLTFTSi1CWGNzoiq090P57wNoO8KoEDNwMuPmo3SsiItIo4+WKxYPrautQ7b/6GKOXn0J8QiKMnkgrsqAj8F1xYP07avfG6DG40aVybYF+q4EBm4B8Xmr3hoiIXlClqDsWDKwjM8kL2y4G4cM1Z5GYaOSViBzzK7WlYsOBB2fU7o3RY3Cja2KrnktBtXtBRESZqF3SA3/0rwV7G+UtcO2pe5j09wUYdalFUUDaOzlT8R1mKn4JBjdERGRxmpQthF/61oCNJvnqkiO3MWrFKdx6HAmTSObHTMVZYnBDREQWqW1lb/yvl2Y0BMDmsw/QcvpefLTmLO6GPDfOZH7J7jO4yQqDGyIisljdaxRDV38fONoqb4cJiUlYdeIOWvxvDz5ff964MhqnrjHFMgxZskoy6klG3QsLC4O7uztCQ0Ph5uamdneIiMgIhEfHYcHBW5iz74YstpnM3tYab9YvgRHNS8Mzn5InR9Vt4N/5ArERSoLYcedhScJy8P7NkRsiIrJ4ro52eLdlWRz46BWMalEGzvbKbqrY+ETMO3ATTabuxtStlxESGavuouIi/qkWFT9Wry9GjsENERGRhruzHd5vWx77P2yBt5qWgqOd8jYZFZeA3/ZcR5Pvd2P69v/UK9/Aqals4bQUERFRJh6FRWPWnutYfjQQsamS/bk72WFQo5IoV9hVJgXM52ArR3/cxLGjrcyjY6WPelBnVwNrhynHrb4AGo+DpQjLwfs3gxsiIqKXuP8sCr/suoY/T9xBfDYS/okt5qmDHnHs4WwvCyyLPDu5Fh4E3D6o7JwS9QstqKBmGIObzDG4ISKi3Ap88hw/77qKtSfvIjdJjcWIzt4Pm8PL1VEf3TNrYQxuMsfghoiI8kok+zt844ncZRUeHS9vYh1OhOY4PEY5n9xOPaXVtnJhzH6jln6mrcxYWA7ev5XqYURERJRtJT1d5C27HoVHo/2P+/EkMhb/XgjCprMP0NmfxZX1hbuliIiI9ExMQ33ZtYq2LWpZPYmIyd2DRYcB59cC2ycCZ//UXSfNCIMbIiIiA+hYrQjaV/GWx08jYzHx7wu5e6CIR8CaQcDBn4CL63XbSTPB4IaIiMhAxOhNAWc7bS2rLece5PxBPEoB9q7KMWtMZYjBDRERkYEUcnXAF10qa9ufbzgvR3Fynak47B4QEazjXpo+BjdEREQG1MXfB60rFZbHjyNiMXnjhbxVCH/ATMUvYnBDRERkQGIL+Dfdqsgsx8KG0/ex7cLDnD2IT42UY05NpcPghoiIyMC83BwxqXMlbfvT9efx7HkOpqdYYypLDG6IiIhU0L1GUbxSwUseB4fH4MtNF3O2qNhBk8iO01LpMLghIiJSaXrq2+5VZd0pYe3Je9h1OSiXi4of6bGnpofBDRERkUq83R3xeaeU6akJa88hNCoue3dODm4ETk2lweCGiIhIRb1qFUPTcoXkcVBYDL7ZnM3pqeINgBKNgQajAPdi+u2kiWHhTCIiIpXdfxaFNjP2ISImXrYXDa6LZpqAh3L+/s2RGyIiIpX55HfCpx0ratsf/3VWVhzPsfgYwLLGLDLE4IaIiMgIvF7HF43LeMrjB6HRsrhmXEJi9h8gPhZY3hv45wMgMQGWjMENERGRkeyemtKjKpztbbS7pzr/cgABt5++/M5itObvUcCN3cDxOcCfA4G4aFgqBjdERERGwtfDGV91rQIrK6V9+WE4Xv3tMCasPZt1kj9xh1LNASslMMKlv4GlPYCoEFgiBjdERERG5NVaxbDunUao7JOyaHbFsTt4Zdpe/BVwF5nuA6reF+i7GrBzUdq3DwLz2wOh92BpuFuKiIjICMUnJGLx4duYvv0/7S4qoZ6fB77pXgVlvFwzvuO9AGDZa8Dzx0rbrSjwxl+AV8qCZVPE3VJEREQmztbGGoMb+2HH+GboWLWI9vzRm0/R/qf9+OHfy4iKzWDhcNFawJBtQAG/lAzG89sCtw/BUhhFcDNz5kyULFkSjo6OqFevHo4dO5bl9X/++ScqVKggr69atSr++ecfg/WViIjI0FmMZ/ariQWD6sDXw0mei0tIwszd19Hmx73YeSkIsfEv7KoqWBoYsj2lenh0KLD2LSDxhevCg4CElFEhc6H6tNSqVavQv39/zJ49WwY2P/74owxerly5Ai8vpaBYaocOHULTpk0xZcoUdOrUCcuXL8fUqVNx8uRJVKlS5aXPx2kpIiIyVdFxCZi5+xpm770uA5xkttZWKF7QGWUK5UMZr3woWzgfyhRyRWl3wHn9IOD6TqB8B6DPirQP+FtjIPiyEgx5lgMKlVeKcuYvrtzElJa1ZpGyynLy/q16cCMCmjp16uDXX3+V7cTERPj6+mL06NH4+OOP013fu3dvREZGYtOmTdpz9evXR/Xq1WWA9DIMboiIyNRdexSBz9afw5EbL98mXjS/I0rbBKG4K+BcvAYcba3hYGcDBxsrOO78BI6JkXBAHBwRK2+2SICdVQJsxFdrwMbFE7ZNx8G2dFMZRNlYW8H6+RNYBZ2Dla0DrOwcYWVrDytbR1jbOcDKwRVWzgVlQVBra822Lx3Iyfu3UopUJbGxsQgICMCECRO056ytrdGqVSscPnw4w/uI8+PHj09zrm3btli/fn2G18fExMhb6n8cIiIiUyZGZ1YMq49NZx9g28UgGexcD45IPz0F4N6zaNyDO/AEwK0bL3y3/8ufTKTLWSced08G34zS3NLb/2ELubVdDaoGN48fP0ZCQgIKFy6c5rxoX758OcP7PHz4MMPrxfmMiOmryZMn67DXRERExpH0r7O/j7wJCYlJuBvyXAY62luw8jU82vDrapJz9VhccGMIYlQo9UiPGLkR015ERETmREwXlSjoIm8tK6YMAojVJ8HhMbKkQ0x8oly3I2/xiYhJ9TX5e2ItT0JiouZrEuITExGfIL4qN/G9pKgwJIY/RJI4TkrQfE2UXxPtXZFUwA+OdjaWGdx4enrCxsYGQUFBac6Ltre3d4b3Eedzcr2Dg4O8ERERWeoIj5ebo7xZClW3gtvb26NWrVrYuXOn9pxYUCzaDRo0yPA+4nzq64Xt27dnej0RERFZFtWnpcSU0YABA1C7dm3UrVtXbgUXu6EGDRokvy+2iRctWlSunRHGjBmDZs2aYdq0aejYsSNWrlyJEydO4I8//lD5JyEiIiJjoHpwI7Z2BwcHY+LEiXJRsNjSvXXrVu2i4cDAQLmDKlnDhg1lbpvPPvsMn3zyCcqWLSt3SmUnxw0RERGZP9Xz3Bga89wQERGZHtaWIiIiIovF4IaIiIjMCoMbIiIiMisMboiIiMisMLghIiIis8LghoiIiMwKgxsiIiIyKwxuiIiIyKwwuCEiIiKzonr5BUNLTsgsMh0SERGRaUh+385OYQWLC27Cw8PlV19fX7W7QkRERLl4HxdlGLJicbWlEhMTcf/+fbi6usLKykrt7pi9OnXq4Pjx42p3w2iYw7+HMf4MavbJUM+tr+fR9ePq4vHEJ3TxAfTOnTusAWgm6ujg90KEKyKw8fHxSVNQOyMWN3Ij/kGKFSumdjcsho2NDV+czOzfwxh/BjX7ZKjn1tfz6Ppxdfl44nGM7XeN1P29eNmITTIuKCa9GjlypNpdMCrm8O9hjD+Dmn0y1HPr63l0/bjG+PtB6jP074XFTUsREZFxE9NS4hN6aGgoR24oVzhyQ0RERsXBwQGTJk2SX4lygyM3REREZFY4ckNERERmhcENERERmRUGN0RERGRWGNwQERGRWWFwQ0RERGaFwQ0REZms7t27o0CBAujZs6faXSEjwuCGiIhM1pgxY7B48WK1u0FGhsENERGZrObNm8tCyESpMbghIiK92LdvHzp37iyrOFtZWWH9+vXprpk5cyZKliwJR0dH1KtXD8eOHVOlr2ReGNwQEZFeREZGwt/fXwYwGVm1ahXGjx8vSy2cPHlSXtu2bVs8evRIe0316tVRpUqVdLf79+8b8CchU8PyC0REpHdi5GbdunXo1q2b9pwYqalTpw5+/fVX2U5MTISvry9Gjx6Njz/+ONuPvWfPHvkYa9as0UvfyfRw5IaIiAwuNjYWAQEBaNWqlfactbW1bB8+fFjVvpHpY3BDREQG9/jxYyQkJKBw4cJpzov2w4cPs/04Ihjq1asX/vnnHxQrVoyBEUm2yhciIiLTs2PHDrW7QEaIIzdERGRwnp6esLGxQVBQUJrzou3t7a1av8g8MLghIiKDs7e3R61atbBz507tObGgWLQbNGigat/I9HFaioiI9CIiIgLXrl3Ttm/evInTp0/Dw8MDxYsXl9vABwwYgNq1a6Nu3br48ccf5fbxQYMGqdpvMn3cCk5ERHohtmi3aNEi3XkR0CxcuFAeiy3cP/zwg1xELHLa/Pzzz3KLOFFeMLghIiIis8I1N0RERGRWGNwQERGRWWFwQ0RERGaFwQ0RERGZFQY3REREZFYY3BAREZFZYXBDREREZoXBDREREZkVBjdERERkVhjcEJFONW/eHGPHjs1Rin4rKyt569atG0yNKCOQ3P+c/NxEpD8MbojIKFy5ckVbb0gYOHCgDBiGDx+e7tqRI0fK74lr9Ck6Olo+R9WqVWFra5th8NW7d288ePCAlayJjAiDGyIyCl5eXsifP3+ac76+vli5ciWioqLSBBzLly+XVaX1LSEhAU5OTnj33XfRqlWrDK8R3/f29oa9vb3e+0NE2cPghoj0avPmzXB3d8eyZctyfN+aNWvKAGft2rXac+JYBDY1atRINx02atQoeRPP5+npic8//xypawPHxMTgo48+ko/p4OCAMmXKYN68eZk+v4uLC3777TcMGzZMBjBEZBoY3BCR3ogRlj59+sjApl+/frl6jMGDB2PBggXa9vz58zFo0KAMr120aJGcPjp27Bh++uknTJ8+HXPnztV+v3///lixYgV+/vlnXLp0Cb///jvy5cuXq34RkfGyVbsDRGSeZs6ciU8//RQbN25Es2bNcv04b7zxBiZMmIDbt2/L9sGDB+VUlViI/CIxIjNjxgy5Hqd8+fI4d+6cbIuRl//++w+rV6/G9u3btVNMpUqVysNPSETGisENEencmjVr8OjRIxmI1KlTJ0+PVahQIXTs2FEuNhZTTOJYTDllpH79+jKwSSYW+U6bNk2unTl9+jRsbGwyDbQqV66sDaCaNGmCLVu25KnfRKQeBjdEpHNiPczJkyflFFLt2rXTBBy5nZoSa2mSR4RyQyz8zco///yDuLi4bF1LRMaNa26ISOdKly6N3bt3Y8OGDRg9enSeH69du3aIjY2VwUfbtm0zve7o0aNp2keOHEHZsmXliI3Yzp2YmIi9e/dmeN8SJUrIBcbiVrRo0Tz3mYjUw5EbItKLcuXKyQBH7GISi3x//PHHXD+WCE7EAuDk48wEBgZi/PjxePvtt+XI0S+//CKnpYSSJUtiwIABchRILCj29/eX01Bi+uy1117L9DEvXrwoA6unT58iPDxcTm8J1atXz/XPQ0T6xeCGiPRGLOrdtWuXDHBEUJIcaOSGm5vbS68Ru6FETpy6devK5xszZgzeeust7ffFtu5PPvkE77zzDp48eSK3lIt2Vjp06KBdiyMkb0FPvcWciIyLVRL/QolIRWLXU4sWLRASEpIuiV9OiABKjKbkZYQoL9R+fiJKwTU3RGQUihUrJnPimBqRw0fkytm/f7/aXSEiDU5LEZGq6tWrh6tXr8pjU0yo16VLF/kzCHkZeSIi3eG0FBEREZkVTksRERGRWWFwQ0RERGaFwQ0RERGZFQY3REREZFYY3BAREZFZYXBDREREZoXBDREREZkVBjdEREQEc/J/pYhPyYUJTjMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff**3\n", "plt.errorbar(keff,pmock_beam_1d * k_factor,yerr= pmock_beam_1d/np.sqrt(nmodes-1) * k_factor,label='mock',ls='-',lw=2)\n", "plt.plot(keff,pmodel_beam_1d * k_factor,label='model',ls='--',lw=2)\n", "plt.legend()\n", "plt.xscale('log')\n", "plt.xlabel('k [Mpc-1]')\n", "plt.ylabel('k^3 P(k) [K^2]')" ] }, { "cell_type": "markdown", "id": "a752782f", "metadata": {}, "source": [ "You can see that the accuracy falls off quite a lot. Of course, from the mock PS, one can see that towards high-k, the beam attenuation is too severe and is not of interest. We should therefore cut off the high k-modes near the Nyquist frequency:" ] }, { "cell_type": "code", "execution_count": 19, "id": "f026030c", "metadata": {}, "outputs": [], "source": [ "k_xyz_max = [mock.k_nyquist[0]*0.5,mock.k_nyquist[1]*0.5,mock.k_nyquist[2]*0.5]" ] }, { "cell_type": "code", "execution_count": 20, "id": "910abd17", "metadata": {}, "outputs": [], "source": [ "# smaller k-range due to cuts\n", "mock.k1dbins = np.linspace(8e-3, 1e-1, 11)\n", "pmock_cutoff_1d,keff_cutoff,nmodes_cutoff = mock.get_1d_power(mock.auto_power_3d_1, k_xyz_max=k_xyz_max)\n", "pmodel_cutoff_1d,_,_ = mock.get_1d_power(mock.auto_power_tracer_1_model)" ] }, { "cell_type": "code", "execution_count": 21, "id": "7846a439", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k^3 P(k) [K^2]')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff_cutoff**3\n", "plt.errorbar(keff_cutoff,pmock_cutoff_1d * k_factor,yerr= pmock_cutoff_1d/np.sqrt(nmodes_cutoff-1) * k_factor,label='mock',ls='-',lw=2)\n", "plt.plot(keff_cutoff,pmodel_cutoff_1d * k_factor,label='model',ls='--',lw=2)\n", "plt.legend()\n", "plt.xscale('log')\n", "plt.xlabel('k [Mpc-1]')\n", "plt.ylabel('k^3 P(k) [K^2]')" ] }, { "cell_type": "markdown", "id": "19c8df13", "metadata": {}, "source": [ "You can see the amplitude matches a bit more, but are still quite inaccurate.\n", "\n", "There are several reasons for this\n", "\n", "First, primary beam is frequency-dependent, and convolves with the signal on the sky. On the modelling side, it is modelled by an effective $\\sigma_{\\rm beam}$ term that acts only on $k_\\perp$ in the flat-sky limit. This is not accurate and the formalism for modelling it beyond this limit is not clear. It compounds with the mass assignment scheme used for gridding, which further causes inaccuracy. Using lower-order mass assignment scheme helps in this case. Let us check a lower order gridding scheme:" ] }, { "cell_type": "code", "execution_count": 22, "id": "533e6da9", "metadata": {}, "outputs": [], "source": [ "mock.downres_factor_radial = 2.0\n", "mock.downres_factor_transverse = 2.0\n", "mock.get_enclosing_box()\n", "mock.grid_scheme = 'nnb'\n", "himap_lowres,_,_ = mock.grid_data_to_field()\n", "\n", "mock.field_1 = himap_lowres\n", "mock.weights_grid_1 = (mock.counts_in_box).astype('float')\n", "mock.weights_field_1 = None\n", "# smaller k-range due to cuts\n", "mock.k1dbins = np.linspace(8e-3, 1e-1, 11)\n", "pmock_cutoff_1d,keff_cutoff,nmodes_cutoff = mock.get_1d_power(mock.auto_power_3d_1, k_xyz_max=k_xyz_max)\n", "pmodel_cutoff_1d,_,_ = mock.get_1d_power(mock.auto_power_tracer_1_model)" ] }, { "cell_type": "code", "execution_count": 23, "id": "86b50c3c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k^3 P(k) [K^2]')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff_cutoff**3\n", "plt.errorbar(keff_cutoff,pmock_cutoff_1d * k_factor,yerr= pmock_cutoff_1d/np.sqrt(nmodes_cutoff-1) * k_factor,label='mock',ls='-',lw=2)\n", "plt.plot(keff_cutoff,pmodel_cutoff_1d * k_factor,label='model',ls='--',lw=2)\n", "plt.legend()\n", "plt.xscale('log')\n", "plt.xlabel('k [Mpc-1]')\n", "plt.ylabel('k^3 P(k) [K^2]')" ] }, { "cell_type": "markdown", "id": "8f42a1be", "metadata": {}, "source": [ "Second, the convolution itself is inaccurate. `meer21cm` uses `astropy.wcs` projection to create the mock HI map and also the primary beam image, and convolves them by treating the two images as cartesian grid images (i.e. they are convolved by multiplication in Fourier space). Proper convolution on the sky based on `healpix` maps will be supported in future releases.\n", "\n", "Third, the beam convolution is inaccurate around the edge of the map. A way to resolve this is to have a bigger simulation and then cut off the edges.\n", "\n", "Finally, while we have set the simulation resolution to be high enough, the convolution of the beam and the mock signal still happens at the orignal resolution. Suppose you change the angular resolution of the map:" ] }, { "cell_type": "code", "execution_count": 24, "id": "879ec520", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wcs_highres = create_wcs(\n", " 0,0,\n", " [num_pix_x*2+100,num_pix_x*2+100], # some buffer to avoid edge effects\n", " 0.15, # 2x resolution\n", ")\n", "mock_highres = MockSimulation(\n", " seed=1234,\n", " nu=nu,\n", " wproj=wcs_highres,\n", " sigma_beam_ch=sigma_beam_ch,\n", " num_pix_x=num_pix_x*2+100,\n", " num_pix_y=num_pix_y*2+100,\n", " omega_hi=5e-4,\n", " tracer_bias_1=1.5,\n", " mean_amp_1='average_hi_temp',\n", " density='gaussian',\n", " kmax=15.0,\n", " downres_factor_radial = 1/4.0,\n", " downres_factor_transverse = 1/2.0,\n", ")\n", "mock_highres.data = mock_highres.propagate_mock_field_to_data(mock_highres.mock_tracer_field_1)\n", "plot_map(mock_highres.data[:,:,0],mock_highres.wproj, W=mock_highres.W_HI[:,:,0])\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "d3d59795", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cut off the edges of the map\n", "mock_highres.W_HI = np.zeros_like(mock_highres.W_HI)\n", "mock_highres.W_HI[50:-50,50:-50,:] = 1\n", "mock_highres.w_HI = mock_highres.W_HI.astype('float')\n", "plot_map(mock_highres.data[:,:,0],mock_highres.wproj, W=mock_highres.W_HI[:,:,0])" ] }, { "cell_type": "markdown", "id": "cd24b2ee", "metadata": {}, "source": [ "Then, you should avoid scales too close to the resolution as well as the size of the box:" ] }, { "cell_type": "code", "execution_count": 26, "id": "26535a02", "metadata": {}, "outputs": [], "source": [ "mock_highres.downres_factor_radial = 2.0\n", "mock_highres.downres_factor_transverse = 4.0\n", "mock_highres.get_enclosing_box()\n", "mock_highres.grid_scheme = 'nnb'\n", "himap_lowres,_,_ = mock_highres.grid_data_to_field()" ] }, { "cell_type": "code", "execution_count": 27, "id": "0b9da8b0", "metadata": {}, "outputs": [], "source": [ "mock_highres.field_1 = himap_lowres\n", "mock_highres.weights_grid_1 = (mock_highres.counts_in_box).astype('float')\n", "mock_highres.weights_field_1 = None\n", "mock_highres.k1dbins = np.linspace(8e-3, 1e-1, 11)" ] }, { "cell_type": "code", "execution_count": 28, "id": "db818d10", "metadata": {}, "outputs": [], "source": [ "k_xyz_max = mock_highres.k_nyquist * 0.5\n", "pmock_highres_1d,keff_higres,nmodes_highres = mock_highres.get_1d_power(mock_highres.auto_power_3d_1,k_xyz_max=k_xyz_max)\n", "pmodel_highres_1d,_,_ = mock_highres.get_1d_power(mock.auto_power_tracer_1_model)" ] }, { "cell_type": "code", "execution_count": 29, "id": "0cbceacd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k^3 P(k) [K^2]')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff_higres**3\n", "plt.errorbar(keff_higres,pmock_highres_1d * k_factor,yerr= pmock_highres_1d/np.sqrt(nmodes_highres-1) * k_factor,label='mock',ls='-',lw=2)\n", "plt.plot(keff_higres,pmodel_highres_1d * k_factor,label='model',ls='--',lw=2)\n", "plt.legend()\n", "plt.xscale('log')\n", "plt.xlabel('k [Mpc-1]')\n", "plt.ylabel('k^3 P(k) [K^2]')" ] }, { "cell_type": "markdown", "id": "70af9a88", "metadata": {}, "source": [ "You can see that it is accurate on large scales again." ] } ], "metadata": { "kernelspec": { "display_name": "meer21cm", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }