{ "cells": [ { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Passive Dynamics" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tau = 30 # time constant. ms\n", "E_m = -70 # membrane potential. mV\n", "g_m = 1 # membrane conductance. mS\n", "I_ext = 20 # external current. uA\n", "\n", "N_t = 10000 # number of time steps\n", "delta_t = 0.1 # time step. ms" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def passive_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_ext=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", "\n", " for i in range(1, N_t + 1):\n", " dV = (-(V - E_m) + I_ext / g_m) * delta_t / tau\n", " V += dV\n", " V_hist[i] = V\n", "\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')\n", "\n", "plt.figure()\n", "passive_dynamics()\n", "plt.xlim(0, 100) # show only the first 100 ms\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying I_ext\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_ext_arr = [0, 10, 20, 30]\n", "for i, I_ext_temp in enumerate(I_ext_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(I_ext=I_ext_temp)\n", " plt.title(f'I_ext = {I_ext_temp} uA')\n", " plt.xlim(0, 100)\n", " plt.ylim(-75, -35)\n", " plt.axhline(y=E_m + I_ext_temp / g_m, color='grey', linestyle='--')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying tau\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "tau_arr = [7.5, 15, 30, 60]\n", "for i, tau_temp in enumerate(tau_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(tau=tau_temp)\n", " plt.title(f'tau = {tau_temp} ms')\n", " plt.xlim(0, 100)\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying V_0\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "V_0_arr = [-90, -70, -50, -30]\n", "for i, V_0_temp in enumerate(V_0_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(V_0=V_0_temp)\n", " plt.title(f'V_0 = {V_0_temp} mV')\n", " plt.xlim(0, 100)\n", " plt.ylim(-90, -20)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we vary...\n", "\n", "input current? V will converge to E_m + I_ext / g_m \n", "\n", "time constant? Increasing tau stretches the time scale by the same factor.\n", "\n", "initial condition? V will converge to E_m + I_ext / g_m in a deccelerating fashion in any case. Choosing V(0) larger than the equilibrium potential qualitatively changes the curve (which then slopes downwards), but the equilibrium potential remains the same." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Incorporating Spiking Into the Model" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "V_thresh = -50 # threshold potential. mV\n", "V_reset = -75 # reset potential. mV\n", "\n", "def spiking_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_ext=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m, V_thresh=V_thresh, V_reset=V_reset):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", "\n", " for i in range(1, N_t + 1):\n", " dV = (-(V - E_m) + I_ext / g_m) * delta_t / tau\n", " V += dV\n", "\n", " if V > V_thresh:\n", " V = V_reset\n", " \n", " V_hist[i] = V\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary I_ext\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_ext_arr = [10, 20, 30, 40]\n", "for i, I_ext_temp in enumerate(I_ext_arr):\n", " plt.sca(axes[i])\n", " spiking_dynamics(I_ext=I_ext_temp)\n", " plt.title(f'I_ext = {I_ext_temp} uA')\n", " plt.xlim(0, 100) # show only the first 100 ms\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "image/png": 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72/P7PlFnw/EHuBCfrXptYWYaN41cQbAw/I5qIgEAAtMI1RWLZZi19xbyS6WqbaYSZUzNL8UctTHGVO4XAIhMysOHByu9TIHNTGeMORiVih8uJKheeztZG1Ea3dh8Kg6n7lfOudYWZkaUxrAYVXHy8PCAh4eHXp+9c+cOhEIhPD09AQChoaFYsWIFpFKpauHhU6dOoX379nBxcWFNZkNDCMGHB+8hOqVAtc3O0qhfm9Yk55Zi7r5IyBQE9lbmKBbLTGYiuZ6Qi48rwoq2lmYolchNZPoGDtxKwU+XEwEANhZmKJPKTea6f/7fQ5x9mAUrcyGkcgUUxDSUD7mC4N3w24jLLIKngxWyipSecFNQ+krEMsz8+RZySyRws7NErgl5+NIKyjD7l0hI5IrKMcbYQmlJVHI+llUofHaWZigxoTHm0J00fHtOmbqgGh9NRXgW0GoGXrx4sdYH3LJli97C1EZERASuX7+OgQMHwsHBAREREVi0aBEmTpyoUorefPNNrFmzBjNmzMAHH3yAmJgYbNu2DVu3bmVdHkOy41ICDt5Og5lQgHUvdcaHf98ziYerWCzDjJ9voqBUiq4tnTB7QGu8vS/KJBJ9U/JKMXdfFKRygpFBzdC5uRM+++8hFCYge2RSHlZU5Hi8M7gtnhWU4c/IVCj4L7rS+r6otL6/eLUrdl5OxJ2UApOQffPJOJx+kAVLcyF+nNwDE3+6jmKxjPeyKxQEiw/cwcOMIrjbW+HHySF45burvJcbUBZtzPr5FnKKJejYzBGLhrTFW79EmsQYk1FYrlT4ZAoMDfRCaIAb1h69bxJjzN3UAiz98y4AYPaAABSXy7DverJJyM4WWilOt2/frn8ncNczwcrKCuHh4Vi9ejXEYjH8/f2xaNEiDYXOyckJJ0+exLx58xASEgJ3d3esXLnSpFsRXH2Sg43/KnO8Vo4KRL827gDA+xuUEILlB+/hUVYxvByt8OPkHqoqHX5LDkhkCszfH4W8Egk6t3DEF//rir0RT5Vv8lz43GIx3q5Q+F7o7I13B7fFB38pBzi+ez4eZoiwvML6XjCoDUZ3bY5dV5ReM75PhKfvZ+K780rr+/NxQejm4wxmJOS77DsuJeBEbCYszYT4YVIIWjjbAOC/3ACw8lAM7qeL4GZniR2TQ5CUq6ym47voUrlyjMkuEqODtwO2ju+GvyIrEqt5LntBqQRzf42CWKbA4A6eWDq8A1YdVnrmeS46q2ilOJ07d45rOeqke/fuuHbtWr37BQUF4dKlSwaQiHuyi8RYGH4HCgL8L6QlJof6qpKU+T4w7L+RjCPRz2AuFOC7Cd3h5WitSnrku+wb/n2A6NRCONlYYPvEENhYmoGxB/gsukJBsOhANDJFYrT2sMMXr3aFUCiolJ3HwpeIZZi3TzkYD2jngUVD2gFApfJhPNHqJTW/FEv+iAYATAvzw9jgFso3TOCeiUzKw+cn4gAAq8YEIsTXBVkVSeF8lhtQJoP/EZkKoQD4+s1gtHSxRTKjOPFc+s0n43ErKR8OVub4YVII7K3M1cYY/spOCMF7f9xFWkEZfN1ssfX1bjATCiCACQwyLGMy7QiaEoz7PLtIjHZe9lj3UmcNbx6fH66YtEKsqajMWTqiPUJ8XZVvmMDA8F9MOnZfeQoA2PxqV7R0sQUACCuuPZ+t8O8vPMHF+GxYWwjx3YQQ2FkpbSIhzxeqJoTgo39i8CS7BN6O1tjymlLhAyo92Hy97Erv5G0UlinD0ctfqFzDU8hz2fNKJJi//zbkCoIxXZvjzV6tAPD/mgPAo8wifPyP0svx7pB26Nta6Yk3BdnPPszE9oq2Jp/9Lwi+bnYA1IwEHsu+83IiTj9Qeie/fbM7HK2VucRCEzAS2EavLONbt27hwIEDSE5OhkSimUh48OBBVgRrynx3/jEuPcqBjYUZvn2zO2wsldUKfPceFJVLMX9/FCQVbtyZ/SorIpmJRMHT3p3JuaV4vyJu/1b/AAwJrL7eIl/zPq4n5GLzSaXnYO2YzmjvXbkUEXPPKHgq/IFbKfi7Iofv6zeD4aZWuagakHl6w3/+30PcSSmAo7U5vnmzOyzNK+1QAY9lVygIlhy4g/TCcgS422H9K11USoe6nk0I4Sz9Ql9KJTK8vS8KZVI5+rVxx7yBbVTvqe51Hl5zQFmuv/iA0js5JdQXL3ZppnqPuc58lT0qOV+VNvLxqI7o3KJy/Te+y84FOnucwsPD0bdvXzx48AB///03pFIpYmNjcfbsWU4W02tq3EjMw5ZT8QCAtS91QluvyklQZcUaRbL6WfF3DJ7mlqKFsw02q3kOAH6HXaRyBRb8FoWichm6t3LG+8Pba7wv4PF1zy+R4J3w21AQ4JXuLfBqj6orgfNX9keZRVh5SNmqYsmwdujp56rxvoDHsp95kKmqXPzi1a7wcbXVeJ/P9/tPlxNwLi4bVuZCfDuhO+ytKu1ndTWJj/Pg6sOxeJRVDE8HK3xZESpi4PM1Z/qqFZRK0aWFEz4c2VHjfT4bxYVlUizYfxsyhbJYZmIf3xr346PsXKGz4rR+/Xps3boVR44cgaWlJbZt24aHDx/itddeQ6tWrbiQsclQVC7Fot/vqE2Cml3M+WzFHo5+hsPRz2AmFOCrN4LhbGup8T6fZf/m7GNVXtPXb3aHhZnmY8HXRF8mzMXkNX0ytnM1DwFfB2SJTIF3f78DsUyB/u08MKd/6+o78VT23GKxKul+WpgfhnWq3ieOr2GjhxkifHFCaZitHB2IjlV6HmmmBPCLk7EZOHArFQIBsO314Gp91QQ8Tkb84eIT3ErKh72VOb59szuszDV7HvHZSFhzJBZpBWVo5WqLjWreSQYeX3bO0FlxevLkCUaOHAkAsLS0RElJCQQCARYtWoQff/yRdQGbEuuO3kdaQRl8XG2w9qXO1d5XPVw8u0MzCstVOQfzB7ZBiG/1vlkC8Mvlz3AnpQDfnHsMAPhkbGdVVZE6fB0YDkc/w7F76TAXCvDl+GDY1tDfq9IK55f0X599hNhnIjjbWuCL/wVpeCcZ+Cg7IQQr/o5BTrEE7bzs8cGIDjXux0fZxTI5Fv0eDYlcgSEdPVV5Tepoepz4I3tOsVhVdflW/wCEtnartg9fn9PYZ4XYWhFFWD2mE1q52Vbbh68Gzn8x6TgYlQahANg6viscKvKa1OHrvMQlOitOLi4uKCpSLj3RokULxMQoJ8yCggKUlpre4op84fT9TJU1tfnVbhrucwY+DgyEECz96y4Ky5Qu6PmD2tS4Hx8HhjKJHIsP3IFcQTC6a3OM7tq8xv2EPLzw6YVlKmV1waC26NKy5jA5H5OUo5Lz8W2Fsvrp2C7wdKy5WzIf75m/b6fhv9gMmAsF2PJat1q7JfPR47Tt9CM8SBfB1c4SG14JqjF/SchDjxPT3iS3RIIO3g5YPLRdjfvxMSdOLJNj8e/RkMoJhgV6YVz3FjXux7+rDmQVlauU1TkDWlcW+lShMjmcP7LfTS3g9Pg6J4f3798fp06dQpcuXfDqq69i4cKFOHv2LE6dOoXBgwdzIWOjJ69EouogO7OfP3r513yD8jFktO96Mi7GK/Mlto7vWi3MxcDHxM3P/nuIhOwSeDlaYd1LnWrdj2+yE0Kw9M+7EJXL0NXHGfMG1hDmqoBvIdIyiRxLDkRDQYCx3ZpjZFCzWvcV8izp9FlBGVZV5GS9O6StRoJsVfh2z0Qm5auquda/3BkeDrUsH6SRHG4AwbTgz8hUnLqfCQszpbJaNcxVCXO/GE62+thyKh5xmUVwt7fUSMKvSuW9bkjpaodZsSK/VIqOzRzx7pCalVWAfwZOuVSOj/7hdjF5nRWnb775BuXlyl4fK1asgIWFBa5evYpx48bho48+Yl3ApsCaI7HIKRajrac9lgxrX+t+fEtSflZQhg3HHwAAlo7ogDaeDrXuy7cYfmRSHn6uaGz5+f+6VsvJUodvpcJ/RKbi0qMcWFsIseW1rjCvRVkF+Jcwu/V0PBJzlK0H1oypHo5Wh08FXUw+WZFYhuBWzpgzoHZlFeDXPSOWybH0T6Wy+kpwC4zoXLuyqn7N+aD0ZRWVY91RZXuTRUPbIbB57evQ8a0X0t3UAuyo6IS//uUuda91yTMD53D0M2UnfDOlQaxeMVqVSu8qP2T/9txjJGSXcHoOnRUnV9dKb4hQKMSyZctYFaipcT4uC4fuPINQAGx+rWudCyXySbMnhGDloRiUSOQI8XXBtL5+de7PJ8+HWCbHsr/ugRDg1ZCWGNCunvUSVQqr8WXPLhLj02NKZXXx0HZo7WFf5/58ChnFpBXip0sVE8krneFkWz1fQh0+5U4cvZuOsw+VE8mm/wXVqawC/FL6vjv3BE+yS+Bub4VVo2v3rALgXSbimiP3ISqXoUsLJ7z1XM0LvjPwSVmVyRVY9tc9KAgwpmvzGgsI1OGTgZNfIsHail588we1QQfvuhdN5tN1j8sowvcVXfy5RCvFSSQSwdHRUfV3XTD7UeqnVCJTuRSnhfkjqKVznftXTdw0Zo+Vf2MycPpBFizMBNjwSpcak3vV4dPAsP18Ah5lFcPd3hIrqpQF1wSfBoa1R++jsEyKTs0dMT3MX+vPGVvpk8kVWHbwLhQEGBXUDIM6VO+TVRW+eBAKSiVYc0QZont7YOs6PasMfFH6HmUW4bvzynyy1WMC61dW1XOcjCz7mQeZOHY3HWZC5RhTv7LKj2sOKJtF3k8XwcnGAitHB9a7P59k//T4A+SWSNDW075ezyoA3nTJVygIlh+8C5mC4Pn2HviFw3NppTi5uLggPT0dnp6ecHZ2rnHCZiZyuVzOupCNlS9PP0JqfhlaONvUmvCoTtVBzVh6U2GpFKsOKyeSuQNao51X/ROJkCftZR9nFakSk1eO7lRniI6BL/2zzj3MwpFopXdy4yv1ez0A/iSH777yFDFpIjham2s1kQD8mUzWH3+AnGIJ2njaY+7zWkwk4EfCrEJBsOzgPUjlBIM7eGJkl9pDdAzq9o8xZS8WVxqVM/v515lPxlCP7WYwknNLsfW0sopuxciOdYfoKuDJ8Igrj3PwZ6SySGnjuC51hugY+DLG/Ho9CVHJBbC3MsdHIzsaX3E6e/asKkRn7HXrGgsxaYXYWdFAb93YTqolMupCw+PEkVza8NmJh8guEiPAww5vD6y5iq4qjOzGzJsghODDv2MgkSswsL0HRteRmKwOH8KM6t7JGf38a62iq0plkjJXktVPan6pqqnripEd4elQcxVdVSrvGY4E04JrCbk4cEu5AOuGV7rUkZisiYAHyb6/3UxGZFI+7CzNsK6GHl81od42xJgT4eaTcUgvLEcrV9s6E5PVEaiSw407xqz45x7KpQr0be2GV0OqNqStGT6MMeVSOT78W1mkNLG3b61VdFXhw9ieKSrH5/8pV09YOqI9vJ2qt5VhE60UpwEDBqj+9vf3h4+PT7WHkBCClJQUdqVrpDD5QfKKTqzahC0AzVJhBSEwM0JGwr3UQvx2IxkAsOHlLnXmZKnDh4r+w9HPcCMxDzYW2k8kAD9CddvPP0FagdI7uUgL7yQDH/oJrT/+AGVSOXr7u+K1Kk1d68LYk4lMrsDqCs/qm71bVetsrg3Gkr2gVIJNFQv4LhnWHs1r6E9WE3xIDo/LKMLeiCQAyt5qzJJT9cGHHNATsZm49CgHluZCfPpy7VV0VeFDaHfn5UQk5ZbC08EKS0fUXqRUFT7k82389yGKxTJ083HGxN6+KC4u4vR8Ovdx8vf3R3Z2drXteXl58PfXPueiKfPPnTREJRfA1tIMH4/ULmwBwOilwoQQrDocA1JRSt47oHoTutox7sBQIpZhw3HlWkvzBrZWLeCrDcZW+lLySrG9ojrn41Eda2x0WRuCSs3JKFx9nIPj9zJgJhRgzUuddMrLM3Ze3P4byXiYUQRnWwu8X0e1a00Y+57ZcioeBaVStPdywOTQmpfIqA9jyE4IwZojsZArCF7o7I3+9RVu1HQMI131cqkcnxxTJlXP7h8Af3c7rT9r7Hy+9MIyfHNWmcKwYmTHGhtd1kal0mcc2W89zcPft9MgECiXKasv35YNdFacaktKLi4uhrW1di74pkyJWKZaLHHewDbwdtL+mmkswGmEB0xd4Vv2Qv1J1eoYe2D47vxjZIjK4eNqg5n1VOdUxdjltp8cuw+JTIGwNm4YXk91TlWMmZ8lkyuwuiKpelIf33qrc6pizCU08kok2HxSGV5cMqw9XOzqz4VTx5h5Hw/SRfj1mtJjs2pMoFa5cAwaDTCNIPt/MRm4+iQXVuZCfPiibmOMsXNtfryYgNT8MjRzstY6F64qxpJ9w/GHKJPK0cPXBWNqaQRcG8bMz5IriGqMGd/Dp94CK7bQ2nRdvHgxAOVg9vHHH8PWttJil8vluH79Orp168a6gI2Nb889RqZIjFautpjRTzcPnWZVHbty1Uexmsdm/iDdFD7AuINaUm4JdlxU5pN9PDJQ6/AigzE9H5ceZeNEbCbMhAKsGq2bxwaAUfvD/HotCfGZxXCxtcAiLfNU1DFmgvXmk3EoLFM2/6tpaZL6qPyaDCs7IQSrD8dCQYCRXZqhb2t3nT6vcXsZ+LKXSeT4pKLVxpwBrastnFwfxvTypRWUqaoXP3xRN68wYNzx8UZiHg5HP4NAoFwSRvcxxniyH7iVgpg0ERyszfHecN28wg1B62/39u3bAJQP5r1792BpWWmBWVpaomvXrnjvvffYl7ARkZRbgp8uKSfwj0Z21H0CN2Iw+Zuzj5FVJIavm+4KH2DcPKF1Rx9AIlfgubbuGBqoXT6ZOsZK9JXKFVhT0U9lcqivVtWLValMmGVVtHrJK5GoEsLfH96h3jL4mjGO7LHPCrG/Io9v9ehAmOnh+jdWYvuxe+m4npgHawshlr9Y8zp6daGpNxlW+B8uVubxaVUGXwVj5sStP/4A5VIFevm7YpSWRSfqGKvTvFxBVBXSb/RqpVX1YlWMlRxeWCZV5fEtGtJOq+pFttBacWKq6aZNm4Zt27bRfk16sPHfhw2awNXHb0PepGkFZdh1pdJjo21lkTrGGtSuJeTi9APGYxOol/JZqfQZVvYDt1LwOKsYrnaWWlcWVcVYCbNfn30EUbkMgc0cMb6n9gnh6hhL9o3/PgSp6DelWx5fJcZopSCRKfDZf0qv8JwBuuXxMag/H4ZU+rKKyvHDBWUe34cvdtQ6IVwdYyVYRyXn49jddKXHRh+vMIy3ssLft9PwIL3CY6NjHh+DsTx9359/grwSZZuQSXrm8emLzp3Dd+/ezYUcjZ7byfn4NyYDAgHw0Uh9J3Dj5B9sPRUPiUyB3v6uGNzRU69jGGNgIISo8sle7+mjVePCmjCGo69UIsOXpx8BABYMagMnG308NsapqkvOLVXl2Hz4Yke9PDaAcWS/9Cgblx7lwMJMgA9G6O6xYTCGsr3vehJS8srg4WCFt/rrlsfHULXJrqHYdvoRyqRyBLdyxotddMvjYzDGBK4+xozr3rLOJWHqwhhFHOVSObacVHps5g1sA1cd8/gYjKGwPisow+4KY37ZiA61rpHKFTorTiUlJdi4cSPOnDmDrKwsKBQKjfcTEhJYE66xQAhRWYLjurdEe++GT+CGukcfZojwV5Syj83yFzvqHS40hvfgv5gM3EkpgI2FGRYOaav3cYyRf7DzUiKyi5S5cBN6629NGUP2zafiIJUTPNfWHf3a6pZjo46h7xmFonISnNjHV+ccG3UMPYkXlUvxdUVV1LtD2uqcY8NgjDEmIbsY4TeVrWyWjeig9xijyokz4M1+Li4LNxLzYGku1KqJcW0Yw0jYG/EUzwrL0czJGlPrWTKrLirtIsPJ/uXpeIhlCvTy09+Ybwg6P10zZ87EhQsXMGnSJDRr1syoeTemwoX4bFxLUD5cuvTgqQtDDQ6f/xcHQoAXu3ijm4+z3scxdAxfKlfg84r496zn/LVuulgThpY9t1iMHyraD7w3vL1W3Xtrw9Ah0pi0Qhy68wwAGuSxAdSVPsPIfuTuM8Q+E8HeyhzztWzsWhuVeXGGkf3HiwnIK5EgwN1Op15ZVTHGkiubTsRBrlB2N9c3NKrEsDlxcgXBZ/8qx5hpff207pVVE4bOoywsleLbc8o13RYNbadzvq06qvFRUfd+bBGfWYQ/I5XG/Acv6K9oNwSdFad///0Xx44dQ1hYGBfyNDoUCoLPKjqaTgn1RYsGPFxCA+cfXEvIxdmHWTAXCvD+8IZNgoYO1YXfTEFiTgnc7Czxlh6JpjVhqInk67OPUSxWLmw6SotlMurC0BEAxmMztltzvRJN1TGk10Ysk+OLirDFnAEBcGtgoqkhjfAsUbmq6GTpiPYNDlsIBMp73RAKa1RFCoNQoJwEG4KhjYSDUamIyyyCk40F3n6+oYq28rehZP/uwmMUlin7fI3rrl1389pQ5fMZaJT57N+HUBBgRCdvhPi6GOScVdH5CXNxcVEtv0Kpn8PRz5TJd1bmrD1cADgfkAkh+LwivPhGr1Y6NXOrCUOGXcqlcnx1Rpkf9M7gtrDXYjmbujDkwJCaX4p915X5Qcte6NDwZm4GDNVdfZyDy49zYGkmxBI9E03VMWTuxO83U5CSVwZPBytM16NqtCqGVPq+PvtYlR+ka5+vmjCksr2pwqj8X0hLvapG1TGk3BKZQpWDOG9gaz2rRisxpOxZonLsufIUAPDBC+31zkGsiiGe08ikPJx5mAUzoQDv69DdnG10VpzWrVuHlStXorS0lAt5GhUyuQLbKibw2QMCdG6iVxVDlgpfepSDqOQCWJkLsWBQwxQ+wLB9bfZdT0Z2kRgtnG3whh49eKoiNKDS9+25J5DKCcLauCGsjf75QQyG6oVECFFNJG/08mlQfpAKA1nh5VI5vqsIWywY1Ebv/CB1DJVb9qygDL9X5Ae9P7w9K2ELQ8l+LSEXEQm5sDATYKGeVaPqCA2orf4RmYK0AqWiPTnUr8HHM2QV5vcXnkAsUyDE1wUD2zc8P8iQTXaZMeZ/3VuitYe9Ac5YMzqPEJs3b8aTJ0/g5eUFPz8/WFhoatpRUVGsCWfqHL2bjsScEjjbWmBqGBtWrGHyD5SToLIHz8Q+vvB0bHhHeEN5D8qlcmy/oJwE5w9q06D8IAZDhRlT80vxxy3lJKhv+4GqGOq6RzzJxY2nebA0E2JuAz2rDIaywg/cSkGGSJkk+5qerRNqg2uF9fvzTyCRKytedW12WRuG6vK/rWISfK2HT4NSGBgMpTdJZAqVoj33+dYNyg9iMNS9niUqx/7ryh5li4a0Y0XRNlQ0ITIpD5ce5cBcKMB8Foz5hqCz4jR27FgOxGh8yBUEX51VDgyzngtocLgIqOpx4o7Ljyu9TbMH6FfWXBXG88F1sux+NW9TQ2P3DIbKP/ju/BPIFEpvkz4LytZEZWI7K4erEUIIvjxT6W3Stat8bQgNkDCr7m16e2AbvXqU1YQhkn3TCyu9TWwp2gCjbBNOJ8Lrat6mtxuYiM9Q2eyV2+f0z8hUlbeJDY82AAgr7DuuxxjG29TD1wVhbRqSiF+JoVpvqLxNIS3Z8Wg3AJ1n81WrVnEhR6Pj6N1nSMgugZONhd6LbFbFECuXq4dcJvT2bVA1mjqGsAbLpXJ8X+FtmjeQHW8TYJiu5+repoWD2ZwEGbgTPiIhV1mSzaK3CTCMwqrhberBjqINGGYyYbxNvfxdEdqanUkQgEp4LhUQJoWBLW8TYBjPh0SmwLfnlG0f2PI2AYbxDKt7mxYOactaNZohxnZ1b9M8lhTthqDXzFJQUICffvoJy5cvR15eHgBliC4tLY1V4UwVuYKoeqrM7Oev00rTdWGIUN3lxzmITMqHlbkQc1jyNinhfmBQ9zb9L4TFSdAAA8N355W5TX1bu6GXP3vFF1xPJuqK9ussepsATQ8rF2h4m55vzZq3CeD+nkkvLEP4DcbbpH+Psprg2lC4npCLq0/Y9Tapw2WIkfE2ebDobQJQmc/HoezquU39WMifZKhU+riTnRljxnU3vrcJ0MPjdPfuXQwZMgROTk54+vQpZs2aBVdXVxw8eBDJycnYu3cvF3KaFP/GpONxVjEcrc0xJcyP1WOrSoU5esC+PqNU+Cb0Zie3iYFr74FYVpnbxKa3CVBP3ORG9vTCMjVvE8uTIMdJpzcS89S8Tey0fWDgWvY/I1ORISqHtyP7uU1cJyr/cCGh0tvUoN5H1RGy5ImojW8qPDavsuhtAqCqQOXqfpHJFaqFfOcOYM/bBHCvrOYUi1XepndZ9DYB3BsJd1IKeOVtAvTwOC1evBhTp07Fo0ePYG1dObG++OKLuHjxIqvCmSKEEJUVO72fPxxZ8jYxcFmcFpmUjxtP82BhJmAtt4mB6+THQ7efIatIDC9HK1a9TQD3su++8hRSOUEvP9cGNgCsDteJvkyjznEhLdHMib1JEOC2m7JcQbDjklL2t/oHsOptAri97vklElVu0/yBbVhvAMillzImrRCXHuXATCjAXJb6qzFw/Zweu5eO1PwyuNpZsuttAvdGws9Xn0IsU6BrSydWvU0A97L/UGEQj+nWHK3cjO9tAvRQnG7evInZs2dX296iRQtkZGSwIpQpc+VxLu6ni2BjYYYpLJSpVqWypxD7/HhReYO+HNwCXix6mwBuS5wVCoIfKybBGf38WfU2Adwm+haWSVWW4Jzn2VVWAfWEWdYPjbiMIpx9mAWBAHqvjVYXXF73k7EZSMothbOtBV7vxa63CVBbMZ6Dbsq/XEtCmVSOwGaOeK4BS9rUBpcK648VivbILs1YD7lw6dUmhKgWIZ7a10+vRYjrgsvimRKxDHsjlL3h5gxozb6iXfGbC9kTc0rwX6xSr5jdn11FuyHoPMNYWVlBJBJV2x4fHw8PDw9WhKqNY8eOoXfv3rCxsYGLi0u1Cr/k5GSMHDkStra28PT0xPvvvw+ZTMapTFX5oUL5GN/Tp8F9m2qCqwcsIbsYJ+9nAuBqElT+5mJQO/swC4+ziuFgZc66JQioe/nYl33/9WQUi2Vo52WP59uxv+YSl94DZhIc0cm7wQ1Sa4Ir2QkhqrDu5D6+rPRtqgZHBk65VI6frz4FoOwNx8VyE1wprCl5pTh2Lx0AR2MMh3mUlx/nqAziSX3YKfZRR8BhRt+BWykoLJPCz80Ww1hokFoVLkN1Oy4lgBBgUAdPvdd45QKdR4wxY8Zg7dq1OHDgAADlQ5acnIwPPvgA48aNY11Ahr/++guzZs3C+vXrMWjQIMhkMsTExKjel8vlGDlyJLy9vXH16lWkp6dj8uTJsLCwwPr16zmTS537z0S49CgHQoHS88EFXJUK77iUCEKAIR090caT/RuUy15IjLI6oY8va4n46nA1MIhlctUK32/1b93wLuE1wJX3IL2wDIejlcUgXEyCAHeyX0/MQ3RqIazMhZjcgMVN64Krqro/I1ORWyJBC2cbjGzgcjy1wZXsOy8nQq5QLv7c0OV4aoLLCZwxErgyiLkyEqRyhWo5nln9A1jrEq4OV+kj2UVi1Zp0szkaY/RFZ4/T5s2bUVxcDE9PT5SVlWHAgAFo06YNHBwc8Omnn3IhI2QyGRYuXIhNmzZhzpw5aNeuHQIDA/Haa6+p9jl58iTu37+PX3/9Fd26dcMLL7yAdevW4dtvv4VEIuFErqowORMvcuCGVsHB4JBVVI6/oipuUJbzDhi4Ghgik/Jx82k+LM2EmMZyIj4DV2FGJi/L29EaY7o2Z/fgFXCVpMzkZfX2d0VwKxd2D14BV/cMkzPxao+WcG/gmnS1IeTgsqvnZc16zh/mDVyTrja4uGXU87K4Crlw5dVWz8viziBWwraRcPxeOtIKyuBub8laX7uqqJLyWZZ9b8RTSGQKdPNxZrXSmA10fvKcnJxw6tQpHD16FF999RXmz5+P48eP48KFC7CzY99dD1S2OhAKhQgODkazZs3wwgsvaHicIiIi0KVLF3h5eam2DR8+HCKRCLGxsZzIpc6zgjIciVauCs9lLJYLa/Dnq8obtHsrZ/TgaNHEykaM7D5cXOZlqeBAdoWCqDxlXORlMXBx3UXlanlZHCnagLrCyp7s8ZlFOBeXDaEAmNmPOyuWi0rME2p5WWxXAarDRbIvk5fVqbkja40Xq8JVPh/jbRoVxJ1BzEV4tGpeFptVgOpwkc+nmZfFTUi6Iegcqtu7dy/Gjx+PsLAwhIWFqbZLJBKEh4dj8uTJrAoIAAkJyi9/9erV2LJlC/z8/LB582Y8//zziI+Ph6urKzIyMjSUJgCq13UlrYvFYojFYtXrmvK3tGHP1aeQKQhCA9zQpSX7bmgGtr0f5VI59lVMgm/15+4G5SKpPSWvVJWXNas/N5YgwE2p8MVH2XiSXQIHK3NOkpOrwuZ1P3AzBcViGdp62uP59tzlNXLhcWJCo8M7ecOPg7wsBi7umV2XlbJP4iovqwK215WUyBT45ZpyEuR2jGH/mBmF5aq8rFnPcaloK3+zqWhfT8xT5WVN5CAvSwUHi6AfvJ2myssaGsh+XlZD0dnMnTZtGgoLC6ttLyoqwrRp03Q61rJlyyAQCOr8efjwIRQVquyKFSswbtw4hISEYPfu3RAIBPjjjz90/Rc02LBhA5ycnFQ/Pj66T2JlErnKDT3zOe4mcID9yeTwnWcoKJWihbMNpzcoF3HwX64lgRDgubbunORlMXCh9DHW1P96tOQkL4uBbe+BQkFUk+DUMD+OLUF2r3tBqQR/31bmZU1jYe3IumA73BWTVohbSfkwFwq4nQShXiXFzvH+jUlHdpEYng5WeJGjvCygypJULN3w+64nQa5QtgrhIi+LgYtWCkwRwcvdW8DZlv28LAa2jQRCCPZWyD451I+TvKyGorPZQgipcbBMTU2Fk5NuN9aSJUswderUOvcJCAhAerpS4w8MDFRtt7KyQkBAAJKTld4Sb29v3LhxQ+OzmZmZqvdqY/ny5Vi8eLHqtUgk0ll5OnRHqR23crXF8yysNl0XbMbCCSHYU3GDTgr15fQGZbuvjbqyOpWjBF8GIcvWYFJuCc7FZQEAKyur1wXbuTYX4rORlFsKR2tzvBzcgqWj1gzbRsKBWykolyrQsZkjevpxE5JmYFth3RvxFADwQpdm3IWkK2Dbq81M4BN6+8KCo7wsQLNxJyEN90CJZXL8dkM5v0zheIwRsKxpPysoU3njuWiLo46QZcMy4kkuHmUVw9bSDP9jcRkkNtFacQoODlZ5gQYPHgxz88qPyuVyJCYmYsSIETqd3MPDQ6sWBiEhIbCyskJcXBz69esHAJBKpXj69Cl8fZXWV2hoKD799FNkZWXB01OpvJw6dQqOjo4aCldVrKysYGWlf4IoIQQ/V3gPJvXhVvkA2B2QI5PycT9dBCtzIcb34DZcxHapMKOs+rjaGEBZZfc73Ruh9JQNaOfBSRm/OmznxDGK9ms9fDgNFwHsGglyNU/ZlFBfznMm2JQ9v0SCQ3eU+ZNTWFr3si7YNHLupRYiKrkAFmYCvNGb4zFG7Stl424/fi8dOcUSeDtaY1gnr/o/0ADY9lAynrI+Aa6cl/GzbeAwY8wr3Vuw3kCaLbQe+ZieSXfu3MHw4cNhb2+ves/S0hJ+fn6ctSNwdHTEnDlzsGrVKvj4+MDX1xebNm0CALz66qsAgGHDhiEwMBCTJk3C559/joyMDHz00UeYN29egxSj+riVlI8H6SJYWwjxqgG0YzZduswNOrZbC05KbNVhs/+Uuqdsch/uXblsJliXiGU4cMswnjKAXUU7IbsYF+KzIRAoPZRcw1iybISMzj3MQkpeGZxsLPBSN249ZYD6PdPwY4XfTIFYpkCn5o4I4ah4QxP27hnmOX2xSzPWFgyvDXUDR0EIzBpo8Oy5qlS0J/ZpxamnDGB3fCyXyvHbDQOOMRW/2TDOUvNLcfqBYTxlDUFrxWnVqlUAAD8/P4wfP15juRVDsGnTJpibm2PSpEkoKytD7969cfbsWbi4KAcSMzMzHD16FHPnzkVoaCjs7OwwZcoUrF27llO5flZTPriMIzOwNYlnisrxX4wyaX5yX+4nQTbbKNxIzMPDjCLYWJjhNY49ZQC7Mfx/7qShqFwGPzdbDGjHbcNYgF3vAeOxGdjeE75u3HrKADUPAgsX/ueKUNfrPX1Y7/pcE2wtfCpXEPzKeMr6cp1TpoQtD0JusRhH7lZ4ygwwgavrSQ2V/U5KAaJTCmBpJsTrHDTVrQ57yurRu+nIK5GguZM1hnTk1lMGsOst+/VaMhQECGvjhrZe/Gl4WRWdfe1TpkwBAERGRuLBgwcAgE6dOiE4OJhdyapgYWGBL774Al988UWt+/j6+uL48eOcyqGOuvJhCAscYM+DsO9aEmQKgp5+LujUnLukRwY2Q3XMJDg2uAWcbA3gymVpYFAmPVaEdUP9OGl4WRW2dI8SsQx/3lL2+jLIJAj2vKuPs4px6VEOBAJwnljNwJZ+c/pBJtIKyuBia8FZr6+qVCaHN+zKh99MgUSmQFBLJwT7ODdYrvrQDNU1THbGIB4V1IyzXl/qsGXgEEJUsk8M9eWs15c6bBkJ5VI5wm9W5JTx2NsE6KE4ZWVl4fXXX8f58+fh7OwMACgoKMDAgQMRHh7O+bIrfOK3G8kGVT4AdkqFZXIFwisSq7lOTmZgayLJKirHyVilK3eygZRVtvoJRSblIy5T6SljeyHi2mBL0T4S/QxFYhn83e3wHMuLhNYGW7IzCb6DO3hy15i2CmwlWDP9sl7r6cNZH56qCFl4WBUKorruk/pwn1MGVE8O15f8EgmO3VUWJHHVWb4qbBk4MWki3EsrhKUZ93mrDGx5nP6NSVdVeA82gKesIeisji5YsABFRUWIjY1FXl4e8vLyEBMTA5FIhHfeeYcLGXmJXEFwoEL5mNDbMBM4wM4Ddj4uG1lFYrjaWWI4B2sX1QRbpcIHo9IgUxAEt3JGx2aODRdMC9jyfDDK6qigZnCyMUzSI1uWLCP7G718DOIpU6chsotlchys6Ir/Zm9DhFyUsHHd0wrKcPFRNgDgjZ5GkL0Bt8zVJ7lIzS+Dg7U5RgUZ1lPWUP65kwaJXIHAZo7oymFPPnXYMhIYj82Izt5wM4CnDGBR9oq8rPE9fXjZgkAdnT1O//33H06fPo2OHTuqtgUGBuLbb7/FsGHDWBWOz1x+nINnheVwsrHAiM6Ga9DFRodZZhIc170FZx2rq6JuDSoIYKbHc0EIUbUgeJ3DzslVYWNgEJVLVVasIRpeMrDRTflhhgh3UgpgLhTgFY6WbagJNpLDT93PRH6pFN6O1ujf1vDe8IZ0U/7jVgoIAUID3Dht1lkVNioCmQl8bLcWBskpAzS92vqGGQkhqgn89V4+ButYzUbLk1KJDIcrqi8NOj5W/G5IaDchuxjXE/MgFMBg3viGoPOsqVAoYGFR3Vq2sLBQNapsCvxeMTC8HNzCYC50QL0vj343aaaoXNVDaLxBlY/Kv/UdHK4n5iExpwR2lmYGs2IBdrr6Hr7zDGVSOdp42qM7R2u71QQb3gNmIhka6GWQfA8GNmV/tUdLg+R7MDS0aaq6R9uQijbQcEMhr0SiCqcbdIxR8znpK/udlALEZRbBylyIl7pyX33JwMYi6MfupqNILEMrV1v0CeBmWZuaYEO3/L2i0nhAOw80d7Zp+AE5RueRZNCgQVi4cCGePXum2paWloZFixZh8ODBrArHV3KLxThV0VzMEFVdmjRsUPszMhXyirwsLrttV0VjUNPzGIy3aUy35rCz4raHkDpsNJFU95QZct2lSo+3ftKXS+WqbtuGnASBhns+UvJKcfmxMinc0M9pQz0Ilx5lqzzahgqnMzS0cvdgVCokcgW6tHDitNt2Vdjo48Q8py92aWaYwpMK2DASGNnH9zRsOL2h+XxSuQJ/RSrD6YapYGw4OitO33zzDUQiEfz8/NC6dWu0bt0a/v7+EIlE+Prrr7mQkXf8fTsNUjlBUEsnBDY3TJ4NQ0MeMIWCqD1cBr5BG1gqXFgqxfGKNaMMLnsDldWYtEJVwqYhQ11Aw6sZT8RmoLBMmbD5nIFDXZXtCPT7PNMvq18bd4MlhTM0NC+OeU4N7dEGGpbsqx5ON7ii3UCvdrFYhsPRhg91qaOvkfA4qwi3kvJhJhTgVQOHuhqaz3fmQRZyiiVwt7fCoA7cNjNmC53Ndh8fH0RFReH06dN4+PAhAKBjx44YMmQI68LxEUKIKkfI0AMD0DArPCIhF8l5pXCwMsdIDteMqomG5h/8cycNYpkCHbwdDJawydBQC5yZSIZ18oIrx41Gq9FA2dVDXYZO2KzM59NddplcoVKcXje4oq0e7tJd9uyiSo+2ocN0QMOU7ajkfDzKKoaNhRle6ma4cDpQtQGm7p8/Gv0MpRI5/N3t0MvflUXJ6qehDVOZ53RQB094crwkT23om6nD5MO92qMl541G2UKveIdAIMDQoUMxdOhQtuXhPVHJ+XicVQxrCyFGG6ivijoN8TgxE/hLwc0NlrDJ0NASZ2OFuoCGVTKWS+X4544y1GWUCbzitz7jcXJuKSISciEQAK8aPCTdsHv94qNsZIqUlaNDAg1vxTbknvn7dipkCoJuPs7o4G1YjzbQsJYnzHM6MqgZp4tX14TGsKDP+Hir0iA29BjTkHCXRKbAwdvMGGOM55TJz9Jd+PTCMlyIV1aOGj7tRX/0Uu/OnDmDUaNGqUJ1o0aNwunTp9mWjZf8WRGLfbFLM6Oso6PvA1ZULsWJWGWzzldDjOcpA3SX/WGGCPfTRbAwE2AsxwvL1kRDBtHTDzJRVC5DC2cb9G1tuIRNhoYk+h68rbzX+7VxRwsjJGw2JGH2YJRyInmpW3NYmRvWSAAaFu5iZDfEEk41oa/SVyaR4/g9ZowxvOyaepNuwifmlOB2cgGEAuUaaYamIcrqhfhs5JVI4OFgZZDVCKrSECPhn9vPQAjQy8+V83U72URnxem7777DiBEj4ODggIULF2LhwoVwdHTEiy++iG+//ZYLGXlDuVSOoxUl5cYqmdQ3VPdfTAbEMgVae9ghyMChLqBhXX2Z5ORBHTwNsqxNVRqS6PtPhexjg5sbvP8RoH9iOyFEJbsxJhJAf4+TqFyqCnWNM3BOGYO+CuuDdBEeZhTB0kyIUV0M79EG9G8DcfpBJorFMrR0sUFPP8OGuoCGNcBkxpjn2npwvqZeTTQkPMo8py91bW7QylEGlTGv4+cIIfi7wjgz1hijLzqH6tavX4+tW7di/vz5qm3vvPMOwsLCsH79esybN49VAfnE+bgsFJXL0MzJGn38De89APQfkJlw0cvBLQzuhgb0LxWWKwgO3VYmbL5sBG8ToL/nI7dYjPNxSje00WTXU+m7nVKAp7mlsLEww7BAw1Z1MTTUSGjjaY9OBi7eYNBXdnUjwZBVXRroec8wso/t1sIoRoK+VXXqRoLRn1MdP1dYJsWpikVxjeGNB/Qv4rifLkJ8ZjEszYV4wcA5tw1FZ/W0oKAAI0aMqLZ92LBhKCwsZEUovsIMDGO6Gcd7oI4u92h6YRmuPskFAIOsDF8T+iaHX0/IRYaoHI7W5hhopIoLfZPDj91Lh0xB0KWFk0FbP6ijryXLTCQjOnsbtPWDOvp6nP6OMq6RAOiX7CtXEBxiDBwjWuD6zIO5xWJVrorxJnD15HDtpY9KzkdyXilsLc0wrJNxlvrQt4nkfzHpkMgUaOdlfCNBV9mZMWZIR0+DraTAFjorTmPGjMHff/9dbfuhQ4cwatQoVoTiIwWlEpx7aFzvAQAIK74xXW7Sw3cq48iGLstm0NcaZJIeRwYZJ1dFHV0ncCZXxVgTCaBfqbBEpsCRirJsY8quzxqBzwrKcC2RMRKME+oC1DysOsge8SQXmSIxnGws8Hx74635qY9X+0j0M8gVyhYtbTztOZJMe3SRnTGIR3Tyhq2lsYwE/Qwc9THG2EaCLqIrjYSKMcZIxnxD0PkuCQwMxKefforz588jNDQUAHDt2jVcuXIFS5YswVdffaXatzGtXXf8XgYkcmU5vDEqXRj08SAwA4NxrVjdQ3VlEjn+rejdZMwYuD4DQ0J2Me6kFMBMKDDYqvZ1ocv9ciE+G/mlUng4WCHMCAntDPp4Pg5VGAm9/V3R0sU4RgKg3z3DJOOPCmpmVCNBnzDj30YOdTEIBMp7XVvZJTKFKm/VqOOjHuHR1PxSXE/MA2Bs5UN3A+fK4xxkFYnhbGuB59ubRu8mdXRWnHbu3AkXFxfcv38f9+/fV213dnbGzp07Va8FAkGjUpyMHQNn0LX6Qj3Z9MXOxosj61MqfOpBJkokcrR0sUGIAZcpqYo+lYz/VFhT/dq4w8PBcMuUVEUv2ZmQtJGSTVXoKLt6sqmxn1Ndr3upRIYTMcqKNFOT/Ul2MaJTC2EmFBilRYs6QoEAcqXmpBXn47JQUCqFp4MV+rZ251a4OtDXSACAPgGuRl2mRJ8CFGaMGRXUzGDrpbKJzopTYmIiF3LwmtT8Utx4mgeBQJnfZEx0Lf1kbtDBHY2YbAr9SoXVlVVj5pTpqqzyoSKNQddQnai8MtnU2BO4rp6PB+lF/Ek21dGDcOq+0kho5WqLEF/jGQmA7rllhyru9f5t3Q26lmFN6KqAMEUzL3VrbvAGr+oIdHRRaowxwcZdFFfXMGOpRIb/Yhkjgf8L+taE6al6RoDR7EMD3NDMybgLEFZ2U65/X0KIKlfFWEnhDEKNxM369y8oleBiRbKpsWVnwozaJvreTS1Ecp6yIm1ooHGSTRl0lf1UbCYkRq5IY9C1LP7IXeW9PriD8ZNNKxNmtdv/SLQyXPRSt+ZGy1WpijYKKyEERypCXcbMh2PQpZCjWCzDmQfKBc+NPcYIdZAbAOIyi/AoS2kkjOhinKpXhkpjXjvZzz7MQmmFkdC9lTNncnEJVZy04FjFwMCHXBVdYuG3UwrwrLAcdpZmRk02BXRfR+pkbCZkCoIO3g5GTzbVNf/gWEVe1uCOnkZLNmXQtVSYkX1UUDOjT+C6eD4IIarndFQQH55T7VtYiMqlKiOBV7JrIfz9dBESc0pgZS7E4I7GNRIA3XJAzzzIhFimgL+7ndGNBF1bnjD3+oB2HkZpxKyOrvl8jOwjeTDG6AtVnOrhaU4J7qeLYCYUYJiBVymvCV3mweMVN+iQQC+DLxRaFfUHRBvZmQnc0Gvq1YQuMXz1CZxfstcvfWGZFJceKSdwPsiuyx0T+0yE5LxSWFsIMbCDcY0EQLemqWceZEIiVzanbedl/Io0Xe53ZuHt59t7wN5IbSvU0WUSZ2R/sYu30SdwnY0EXo2P2iurpRIZzsUpvXx8kF1fqOJUD8wN2re1m+EXaK0Bba1BhYKoDQz8ukHrk72gVIIrj3MAAC8G8UF27QeGu6mFSCsog42FGU+qRbSX/dT9TEjlBO287NHWyzh9p9TRZTJhKqMGdTC+lw/QzOmrj2N3lfkeI7vwwwLXNtxFCFEtsTKSB54yQHvvcLFYhnNxjJHAD9kB7QycuMwiJGSXwNJciMEdeTDG6GCcnX2YhXKpAq1cbY3u5WsIVHGqB74pH9omzN5JrQzTGWP9oprQdlBTD9O19jC+Ba5L3oR6mM7QCynXhC6y8+5eV+U4aTOBMxY4PyZBbWVXD9PxRvmAdm4bjTCdkZrTVkXbUN2ZB8pcPn93O3Rsxh8jQZucOPUwnaEXUq4JVT6fov59G0OYDtBTcbp06RImTpyI0NBQpKUpM/t/+eUXXL58mVXhjE1Sbglin1WE6Yyc5MugrRV+jEdhOgZt1zTikxsaUPMe1CM438J0gPahXb6F6QDt7/WYNH6F6QDtq1/5FqYDtK/EZJTVge09jdZdviq6jo988fIJtYwx8i1MB2ifz1cibhxhOkAPxemvv/7C8OHDYWNjg9u3b0MsFgMACgsLsX79etYFNCaMG7pPgCvcjFxmy6BNPFmhIKrGkXy6QbWZTPgXptN+YIiuCNPZWvIlTKd9aJdvYTpA+4RZlZevgxcvwnQAoKXTRs0C5081nTbPqbqRwJfnFNDOI18sluF8hZePP95V5e/6lNWHGTwL00H7qjomTOfrZtphOkAPxemTTz7B9u3bsWPHDlhYVLoJw8LCEBUVxapwxoZvoQt16nrAmGo6eytz9OdJmA7QbnDgW5gO0D7Rl7lfBnXgR5gO0D7R91hFKT9fQl2Adt4DpQWulJ1Pz6k2Bo4yTKc0Enhl4Ggh+/10EZ7mlvIqTAdod92ZMF0AT8J0gPYhRmaM4UuYDtBsNVMX6vMpX4wEfdFZcYqLi0P//v2rbXdyckJBQQEbMvGClLxS3EsrhFAADOdBNR2DNoPacbU8G76E6QDtBge+uaEB7Twfmnk2PJJdC/dBYZkUlyu8fCODeHSvV/yuS9GOSRMhJa+MV2E6QDvZ+RimA7TLi+NjmA6AVp4+laeMRxO4NpE6PobpAO0MnMZSTcegs+Lk7e2Nx48fV9t++fJlBAQEsCIUHzh1Xxmm6+3vZvRuuOpUNtar+S4lhOBERVfWF4y4xEqN1DMgi8qluPpEOYEbvfOzGtpMJLHPREjN51M1nRJtGmCee5gFqZygrac92njywwIHtBuQmXt9YHt+VNMxaCV7jLJDO58mcEC7vLgTsUrZXzBy88Wq1Dc+lknkuFiRy8cn2euTG1AubZOQXQJLM/6E6QDtZL8Yn41yqQI+rjYmH6YD9FCcZs2ahYULF+L69esQCAR49uwZ9u3bh/feew9z587lQkajcO4h/x4uoH7L5GFGEVLzy2BlLkT/dsZbe6kmhPVMJhfisiGVEwR42Bm96WVN1DUJnrqvnEiea+vOmzAdAK1KhRnZh3XiRwEEQ2XYxfRkr/Su1ix7ubRyAh8WyLcxpm7PcGJOCR5nFcPCTICBPArTAfXLfumRcgJv4WyDwGb8mcC1iSScrLjXQ1u78SZMB0ArLx8j+7BA4/fMYgOdTbRly5ZBoVBg8ODBKC0tRf/+/WFlZYX33nsPCxYs4EJGo3AntQACS1sM4UE3XHXqq75Qn8D5ZIEDamXOtcDIbuxlSqrCrJNX18DAW9nrGZDFMjnOV7jQh/JsAmeo7bon55YiLrMIZkIBBvLIywcAwgqTtLbrfvVJDkolcjRzskbnFvyZwIFKA6e2K8944/sEuBm9a3VV6pe98jnl0wSujSj8H2NqvuYyuQJnHzJjDL9k1xedZ1aBQIAVK1bg/fffx+PHj1FcXIzAwEDY2/PPQ9AQCAE6N3c06qrTNVFfgvXpigVa+abwAXWHL6RyhSoGzpfWDwz1tSNIKyjD/XQRhAJlYjifqC/F6VpCHkokcng6WCGohZPB5NKG+qxwZjHiXn6ucLY1fnNaTepWtk/dV97rQzryawIH6s9FZCZwfo4xtcsuVxDeTuDqdwAhpNo9kVVUjjspBQD4d93rC+1GJuWjoFQKZ1sL9DDyAtZsobdLwtLSEoGBgWzKwjv49nABdU+EGYXluJtaCIEAvFg3qip1JczeSMxDUbkMbnaW6ObDr4erXmW1YiIJ8XXhTdsKhvpCu4z3YHBHL5VnjS/UNyAzsg/h43Nah5GgUJBKA4eHslfmIlZ/K7dYjMikfAD8lL2ue+Z2cj5ySyRwtDZHL39XQ4pVLxpLUpHqHqizD7JACBDU0gneTtYGlq5uBFpGQQa194S5WePoua2z4lRSUoKNGzfizJkzyMrKgqJKu9CEhATWhDM2fNPsAaieqJoGNcYCD/ZxhocDvyZwQL2bcvX3mIdrcEdPmPFuAq87wZqvLnSg7lwbQghO3+enlw+oOym/oFSCm0+VEzgvZa/4XZPs0akFyC4Sw97KHH0C+DWBA3UbOGceZkFBgE7NHdGCZ954oO57hnlOB3bwhAXPJnD1EU9BCIRV0hpUYwwP56S6rjkhRDUv8XF81BedFaeZM2fiwoULmDRpEpo1M0w1yPnz5zFw4MAa37tx4wZ69uwJALh79y7mzZuHmzdvwsPDAwsWLMDSpUv1Oqe3oxUvs//r6imkcqHz9AatbckVQoia8sG/PJu6loopLJPiWkIuAL7LXv29e2mFyBCVw9bSDKGt3QwrmBbUlc939mEW5BX9vnxcbQ0rmBbUZYQz9/qA9h6wMudRIUEFdd0zp3kcplNSe6iOzyFG9V5IVUUvlchU7UKG8qwIAqjby/coqxhJuaWwNBfyqqdgQ9FZcfr3339x7NgxhIWFcSFPjfTt2xfp6eka2z7++GOcOXMGPXr0AACIRCIMGzYMQ4YMwfbt23Hv3j1Mnz4dzs7OeOutt3Q+58AOnrzLPQBqv0mLyqWIqCjl56MFDtQu+/10EdIKlL14+rXhVyUgUPckeD4uCzIFQRtPe/i72xlULm2oK8zITCT923rwqt8Xgzay89WKFdahfagqAXkue1XJy6VyXHpUMYHzVnbl76qX/XFWMRJySmBhJsDz7Xk4gatNNVVlvxifA7FMWcrfnidd/dWpK6+MudfDWrvxq99XA9H5P3FxcYGrq2Hdy5aWlvD2rrTmpVIpDh06hAULFqi+tH379kEikWDXrl2wtLREp06dcOfOHWzZskUvxYlPvXjUqe0mvRifA6mcwN/djjcdt6tSm+xMuOi5th78KuWvoK5k2dMP+JlsylCX7HxXPmrL5yuXynGhYskM3steZfvTnBI8yiqGuVDA4zFG+buqh/XyoxyUSeVo4czfXjy1KdtMTlmfAJ6V8legbqPXJvvQjvws5dfOwOGfN74h6BzoXbduHVauXInS0lIu5NGKw4cPIzc3F9OmTVNti4iIQP/+/WFpWVldM3z4cMTFxSE/P1/nc/Tw41eCMkPlZFLLw8WzMlt1ahuQT/M8Bq4xqKnJLpUrcJ6nVToMteUfpOSV4mFGES8rAVWocuI0Zb+WkItSiRxejlbowrNKQAZBLbIz93rvAFc42fBvAgdqV7YrK3b56Y0H6pCd514+zaq6yr/5XAnIoMrn00x3rlIJyNMxRk909jht3rwZT548gZeXF/z8/DTWqwNgkPXqdu7cieHDh6Nly5aqbRkZGfD399fYz8vLS/Wei0vNipBYLFYtVAwoQ34AeJl7ANQcNlIoiMoC5+0kiJqt8KyictxLKwQA3vXiYag6qDHfQWRSPorEFZWALZ2NIVq91Ob5YBY5DfF1gYsd30r5ldTmcTofV3mv83UCZ6hddn5OgkDNHgRCSKXsPMwRYqgpQlpQKkFUstJ45lvDToaqVXUMd1MLkFcigYOVOX+N+VqewQsV90tQSyd4OvKrErCh6Kw4jR07lrWTL1u2DJ999lmd+zx48AAdOnRQvU5NTcWJEydw4MABVmTYsGED1qxZw8qxDEFN4a57aYXIK5HA3socITzuk1FTM8ZLFYucdmnhxMtKQKDKoKa2nVFW+7fz4F0pP0NtpcLMoMbXcBFQe64Nc90HtOOv7DVd9lKJDDcS8wCAn3k2VVB/TuMyi5AhKoe1hRC9eVbKr05NFYGXH+dAQYC2nvZo6cK/QgJAvXGnpuzMvd6vrTvvKgEZaouCMLI/34iSwhl0VpxWrVrF2smXLFmCqVOn1rlP1fXvdu/eDTc3N4wZM0Zju7e3NzIzMzW2Ma/V86Oqsnz5cixevFj1WiQSwcfHRxvxjUJNAwNjCYa1cePtwwXUbMmeV02C/H24NAY1QsB8C8x1NwXZ1Yc0sUyuWhOQz7LX5D1Iyi1BYk4JzIUChLXhXyUgQ01GQsSTXEjkCrR0sUEADwsJGGqSnbnX+wS48bKQgKEmw9IUnlP1VRVqkp3PinZNBo5MrlAVEgzgsez6YtQ0dw8PD3h4aH9RCSHYvXs3Jk+eXC1EGBoaihUrVkAqlareO3XqFNq3b19rmA4ArKysYGXFT09HTdQ0mZyPV8bA+ew9UKI5qMkVBJce8X9g0BjUKn5nisrxIF0EgQC8LrOtKa/s1tN8lErkcLe34tV6XVWpyc/HTCQ9/Fx4meTLUJeB83x7D16HGGvKi1N5KHl8rwPVPX3qaQx8Hh81k8OV5JVIEJ1aAMBEvKtqc1J0agEKy6RwsrHgXUNjNtDZPSGXy/HFF1+gV69e8Pb2hqurq8YPl5w9exaJiYmYOXNmtffefPNNWFpaYsaMGYiNjcXvv/+Obdu2aXiTGgOVzRiVd2l+iUSVgMdniwqoPiDfSSlAQakUjtbm6ObjbDzB6kNtUGNkr4zfO8OVpzlCSqo372TWphvA4xAjoH6/VG6rlJ2/EwlQfTIhhFQaOHyXveI3c9mLxTLcSmJCjDyXvcoYcz9dhOwiMWwszNDT3zQmcEb2S4+yQQjQwduBd93Ca0Jd0WaMhOfauvOuoTEb6Kw4rVmzBlu2bMH48eNRWFiIxYsX45VXXoFQKMTq1as5ELGSnTt3om/fvho5TwxOTk44efIkEhMTERISgiVLlmDlypV6tSLgM1UN1UuPc0AI0M7Lnnfr6lWlao8VxhJ8rq0Hr1vxa1bVKX9fMIEQI1BzeFQlO4+9fIB62EUpe7lUjoiKZqN89lAC1WVPzClBSl4ZLM2EvGw2qk7VvLgrj5WtTnzdbOHH4xAjUL2qjrnX+7Z2423BD1ClASYje5ypPKfK3zXlf/J9fNQXnUN1+/btw44dOzBy5EisXr0ab7zxBlq3bo2goCBcu3YN77zzDhdyAgD2799f5/tBQUG4dOkSZ+fnA1XzDxgLnO+WIKAZ8gKAC4z3gOcDg7CKtqqM3/M/xAhUv1+eFZQhPrMYQgHQvy3/mo2qU9XzcSMxD+VSBbwcrdDBm3+NANWp6nFiLPCe/i68bwQorKJsm1KSb6VzQ9MzzPfnVGOIIVVCjDz3UFYdY3KKxbibqqyU5vvYri86m/kZGRno0qULAMDe3h6FhcoLNGrUKBw7doxd6SjVUPcgKBQEF01oUFOfTHKLxbhb0YaA77JXbUdwO6UAonIZXGwt0JWnbQgYqpb0MxN4Nx9nONvyOcRYPdFXPcmXzzlCgJrno+L1eROZBJVUXndCiElUYDKo3zOFZVJEVrQh4LvsmnoTQcyzQuSWSGBnacbrSmlAXelT3u3MnNSpuSM8HfgfYtQHnRWnli1bqpY/ad26NU6ePAkAuHnzpkklWZs6hACxz0TIKZbA1tIMPfz4WyLMoJ4we7Eifh/YzJH3PT6qdvVlvHzPtfXgffy+qn5hWh5KJZXKhwnJrmYklEnkqvUM+e75ADRzyx5nFSOtoAyW5kL0CeB3iBHQvGeuPM6BXEEQ4GHHy/UM1anax6myUtodlub8TWMAqodHTaESsKHo/I28/PLLOHPmDABgwYIF+Pjjj9G2bVtMnjwZ06dPZ11AiiaVHYmBCxUTSd/W/H+4gCqym0j8HtAMMSqvu+nE79WLCSQyBa4+UU7gJiG7WkVgSl4pErJLYCYUIIyH6xlWRdVNmRBcS8yFRKZAcydrtPHk53JI6qgbOMy93tvflZfLIVWDUfoUlZ4yk7jX1f5WENOoBGRQT8hXr5TmewFHQ9A52L5x40bV3+PHj4evry+uXr2Ktm3bYvTo0awKR6mOUG0yuWhifTLUHzBmtW+TGNTURrW8Ygli0pTd5fnchoBB3fNxJ6UAxWIZXO0sebtUiTrquRNMT5hgH2feLlWijvo9wzR5HcDzNgQM6veMaowxgXsd0PQ4VU7g/Jdd/bYoKpfhdkWIsX870zESCIDYZ4XIL5XCwcoc3Vs5G1EqbtFJcZJKpZg9ezY+/vhj1fImffr0QZ8+fTgRjlId5iYtk8pVD9dzJmCBA5WDQ1xGEXKKJbCxMEP3VvyO3wOag9qVisaRHbwdeNvpXB31nLgrFcpq39ZuvG5DwKAhe8V178fzhHaGSqWP4GpFmK5fG/5P4ECl7BKZAjcSlbI/19a0ZE/MKcGzwnJYmgnR298EQoxqg0xEQi4UBPB3t+Ntp3N11PPKrjxW3i99WrvxulK6oej0n1lYWOCvv/7iShaKFjA36fXEPEjlBC2cbeDrxv+HC6gMG12usGJ7+buaRohRzZHOyG4K4SJAM/+AUZxMRXYGuYLgqonJztwx2cViPMwoAgDetyFgUK3FmJyPcqkC7vZWaOfF/xAjUCk785wGt3I2jRAjqsve18TuF0IqjbMwE5FdX3SetcaOHYt//vmHA1Eo2sAMyFfVvAem4P4HKh8wZrkPPi+ZoY765TVV2UslclWj1LDWJqJ8VAgfl1GE/FIpbC3NeF/FqKJC9oiKnLLAZo48b5RaCaNsm+QYw8j+xLQUbUBtbDcx2Rm5JXIFbj5VNko1Fdn1Reccp7Zt22Lt2rW4cuUKQkJCYGen2RCNyz5OlMqJML9UCsC0blDmAWNk72sqE7ja3/mlUpgLBehlAu5/oPJ+KRbLAAAtXWzQymQ8lEqY+8VUPJRAddlNRdEGoBLeFGWvPj6akuwCgBDkl0ohEAChJlDFCFQaOOVSBQDA08HKJIogGoLOitPOnTvh7OyMyMhIREZGarwnEAio4sQxVS0/U3HnApqNJF1sLXi9Tpo6VRtgdvVxhj3PmxgyVJXdVLxNQOOSva8JGTjVZDeh664+PtpZmiHIVDyUUBb+yCv+DmzmCBcT8VBWTZc0JQ+lvug8+icmJnIhB0VL1G/Htp72vO+BpIGa8KEmkqAMVO+FZErx+6pXuK9JWeCar01VdnOhAL1MoM8ag/plb+Vqy/seSOqoy947wA0WJpSgrAwzKpshmVYkwXSNBH1p0F1FCNFYdZ3CPeoDsik9XIDmoGaqVixgWgNDNeXDlK672t+udpbo6G0aHkpAU/bgVs68X2ZFHc0xxnSUVUBTdlPyxgPQuGlMSfZqhqUJjY/6opfitHPnTnTu3BnW1tawtrZG586d8dNPP7EtG6UG1LV7U3q4AE0FxFQfLmsLIYJNqj9J5TVv72UaLRQY1Afk0ADT8VACVSdw07rXTdXAARqHYWlhJkAvf9PxUKrj52aLFjxfbJ4NdDaDVq5ciS1btmDBggUIDQ0FAERERGDRokVITk7G2rVrWReSUgkzMAgFyl4ZpgQzMDR3soafiSQoM1TkbaKnnyuvV1mviilPJOpTuKnJbspGgrrsJmecVdwz7vaWaO/F74Wgq8Jc9uBWLrC1NE0PpSl54xuCzt/O999/jx07duCNN95QbRszZgyCgoKwYMECqjhxDJO4GdTSGY7W/O+grA4je9827iaXPCgUCCAnxOQmQaHGBG5ak6CwEYSMbCzM0M3H2aiy6Aoje8dmjnCzNx0PJVB5z4S2djcpDyVQ+ayaUhEEUGWMMTHZ9UXnUJ1UKkWPHj2qbQ8JCYFMJmNFKErtmJtVPFwmNpEAJi670DQHNUZuM6Hpuf+ZxN4WzjZoZUIJygBgIVTKbkotFBgY2U2pCIKB6VZtkrILTXN8ZMZ1wHSavDYUnT1OkyZNwvfff48tW7ZobP/xxx8xYcIE1gSj1MzEPr6QyhWYHOpnbFF0Zs6A1jgXl4UXOjcztig6s3hoO+SWSNC5hekkKAPKvk1T+/rB180WDibmoezp74pXgltgWCcvk/NQjujsjTupBZjRz9/YoujM6718UCSWYmqYn7FF0ZlZzwXAxyUdo7s2N7YoOvPukHZIyS81iWWo1PF0sMbMfv7wdLQymSavDUVAtCiLW7x4sepvmUyGPXv2oFWrVqo16q5fv47k5GRMnjwZX3/9NXfSGgCRSAQnJycUFhbC0dG0JkkKhUKhUJo6XM/jWnmcbt++rfE6JCQEAPDkyRMAgLu7O9zd3REbG8uyeBQKhUKhUCj8QSvF6dy5c1zLQaFQKBQKhcJ7TKfm0UAwkUuRSGRkSSgUCoVCoegKM39z1aBbZ8WpvLwcX3/9Nc6dO4esrCwoFAqN96OiolgTzhjk5ipXM/fx8TGyJBQKhUKhUPQlNzcXTk5OrB9XZ8VpxowZOHnyJP73v/+hV69eJlftUh+ursqS7eTkZE4uOEV7RCIRfHx8kJKSQhP1eQD9PvgD/S74Bf0++EVhYSFatWqlms/ZRmfF6ejRozh+/DjCwsK4kMfoCCt6mDg5OdEHgCc4OjrS74JH0O+DP9Dvgl/Q74NfMPM568fV9QMtWrSAg4NptbKnUCgUCoVCYQOdFafNmzfjgw8+QFJSEhfyUCgUCoVCofAWnUN1PXr0QHl5OQICAmBrawsLC81uxHl5eawJZwysrKywatUqWFmZ1hpNjRH6XfAL+n3wB/pd8Av6ffALrr8PrTqHqzNkyBAkJydjxowZ8PKqvhTClClTWBWQQqFQKBQKhS/orDjZ2toiIiICXbt25UomCoVCoVAoFF6ic45Thw4dUFZWxoUsFAqFQqFQKLxGZ8Vp48aNWLJkCc6fP4/c3FyIRCKNHwqFQqFQKJTGis6hOqYvQtXcJkIIBAIB5HI5e9JRKBQKhUKh8AidPU7nzp3DuXPncPbsWY0fZpsp8+2338LPzw/W1tbo3bs3bty4YWyRGj0bNmxAz5494eDgAE9PT4wdOxZxcXEa+5SXl2PevHlwc3ODvb09xo0bh8zMTCNJ3LTYuHEjBAIB3n33XdU2+n0YlrS0NEycOBFubm6wsbFBly5dcOvWLdX7hBCsXLkSzZo1g42NDYYMGYJHjx4ZUeLGiVwux8cffwx/f3/Y2NigdevWWLduncZ6aPS74I6LFy9i9OjRaN68OQQCAf755x+N97W59nl5eZgwYQIcHR3h7OyMGTNmoLi4WHdhCIUQQkh4eDixtLQku3btIrGxsWTWrFnE2dmZZGZmGlu0Rs3w4cPJ7t27SUxMDLlz5w558cUXSatWrUhxcbFqnzlz5hAfHx9y5swZcuvWLdKnTx/St29fI0rdNLhx4wbx8/MjQUFBZOHChart9PswHHl5ecTX15dMnTqVXL9+nSQkJJATJ06Qx48fq/bZuHEjcXJyIv/88w+Jjo4mY8aMIf7+/qSsrMyIkjc+Pv30U+Lm5kaOHj1KEhMTyR9//EHs7e3Jtm3bVPvQ74I7jh8/TlasWEEOHjxIAJC///5b431trv2IESNI165dybVr18ilS5dImzZtyBtvvKGzLHopThcvXiQTJkwgoaGhJDU1lRBCyN69e8mlS5f0ORwv6NWrF5k3b57qtVwuJ82bNycbNmwwolRNj6ysLAKAXLhwgRBCSEFBAbGwsCB//PGHap8HDx4QACQiIsJYYjZ6ioqKSNu2bcmpU6fIgAEDVIoT/T4MywcffED69etX6/sKhYJ4e3uTTZs2qbYVFBQQKysr8ttvvxlCxCbDyJEjyfTp0zW2vfLKK2TChAmEEPpdGJKqipM21/7+/fsEALl586Zqn3///ZcIBAKSlpam0/l1DtX99ddfGD58OGxsbBAVFQWxWAxAuaje+vXrdXd58QCJRILIyEgMGTJEtU0oFGLIkCGIiIgwomRNj8LCQgCViy1HRkZCKpVqfDcdOnRAq1at6HfDIfPmzcPIkSM1rjtAvw9Dc/jwYfTo0QOvvvoqPD09ERwcjB07dqjeT0xMREZGhsb34eTkhN69e9Pvg2X69u2LM2fOID4+HgAQHR2Ny5cv44UXXgBAvwtjos21j4iIgLOzM3r06KHaZ8iQIRAKhbh+/bpO59NZcfrkk0+wfft27NixQ6NreFhYGKKionQ9HC/IycmBXC6Hl5eXxnYvLy9kZGQYSaqmh0KhwLvvvouwsDB07twZAJCRkQFLS0s4Oztr7Eu/G+4IDw9HVFQUNmzYUO09+n0YloSEBHz//fdo27YtTpw4gblz5+Kdd97Bzz//DACqa07HLu5ZtmwZXn/9dXTo0AEWFhYIDg7Gu+++iwkTJgCg34Ux0ebaZ2RkwNPTU+N9c3NzuLq66vz96LzkSlxcHPr3719tu5OTEwoKCnQ9HIWiYt68eYiJicHly5eNLUqTJSUlBQsXLsSpU6dgbW1tbHGaPAqFAj169FB584ODgxETE4Pt27fTVRoMzIEDB7Bv3z7s378fnTp1wp07d/Duu++iefPm9LtoYujscfL29sbjx4+rbb98+TICAgJYEcrQuLu7w8zMrFplUGZmJry9vY0kVdNi/vz5OHr0KM6dO4eWLVuqtnt7e0MikVRTyul3ww2RkZHIyspC9+7dYW5uDnNzc1y4cAFfffUVzM3N4eXlRb8PA9KsWTMEBgZqbOvYsSOSk5MBQHXN6djFPe+//77K69SlSxdMmjQJixYtUnlm6XdhPLS59t7e3sjKytJ4XyaTIS8vT+fvR2fFadasWVi4cCGuX78OgUCAZ8+eYd++fXjvvfcwd+5cXQ/HCywtLRESEoIzZ86otikUCpw5cwahoaFGlKzxQwjB/Pnz8ffff+Ps2bPw9/fXeD8kJAQWFhYa301cXBySk5Ppd8MBgwcPxr1793Dnzh3VT48ePTBhwgTV3/T7MBxhYWHV2nPEx8fD19cXAODv7w9vb2+N70MkEuH69ev0+2CZ0tJSVR9DBjMzMygUCgD0uzAm2lz70NBQFBQUIDIyUrXP2bNnoVAo0Lt3b91OqGs2u0KhIJ988gmxs7MjAoGACAQCYm1tTT766CNdD8UrwsPDiZWVFdmzZw+5f/8+eeutt4izszPJyMgwtmiNmrlz5xInJydy/vx5kp6ervopLS1V7TNnzhzSqlUrcvbsWXLr1i0SGhpKQkNDjSh100K9qo4Q+n0Ykhs3bhBzc3Py6aefkkePHpF9+/YRW1tb8uuvv6r22bhxI3F2diaHDh0id+/eJS+99BItgeeAKVOmkBYtWqjaERw8eJC4u7uTpUuXqvah3wV3FBUVkdu3b5Pbt28TAGTLli3k9u3bJCkpiRCi3bUfMWIECQ4OJtevXyeXL18mbdu2NVw7AkIIEYvFJDY2lly/fp0UFRXpexhe8fXXX5NWrVoRS0tL0qtXL3Lt2jVji9ToAVDjz+7du1X7lJWVkbfffpu4uLgQW1tb8vLLL5P09HTjCd3EqKo40e/DsBw5coR07tyZWFlZkQ4dOpAff/xR432FQkE+/vhj4uXlRaysrMjgwYNJXFyckaRtvIhEIrJw4ULSqlUrYm1tTQICAsiKFSuIWCxW7UO/C+44d+5cjXPFlClTCCHaXfvc3FzyxhtvEHt7e+Lo6EimTZuml/6i85IrFAqFQqFQKE0Vravqpk+frtV+u3bt0lsYCoVCoVAoFD6jtcdJKBTC19cXwcHBqOsjf//9N2vCUSgUCoVCofAJrT1Oc+fOxW+//YbExERMmzYNEydOVHV3plAoFAqFQmkK6JTjJBaLcfDgQezatQtXr17FyJEjMWPGDAwbNgwCgYBLOSkUCoVCoVCMjt7J4UlJSdizZw/27t0LmUyG2NhY2Nvbsy0fhUKhUCgUCm/QuQGm6oNCIQQCAQghkMvlbMpEoVAoFAqFwkt0UpzEYjF+++03DB06FO3atcO9e/fwzTffIDk5mXqbKBQKhUKhNHq0Tg5/++23ER4eDh8fH0yfPh2//fYb3N3duZSNQqFQKBQKhVfo1I6gVatWCA4OrjMR/ODBg6wJR6FQmhZTp05FQUEB/vnnH6Ocf9KkSejYsSM+/PBDTo5///59DBs2DHFxcbCzs+PkHBQKhVu0VpymTp2qVeXc7t27GywUhUJpfNQ3fqxatQqLFi0CIQTOzs6GEUqN6OhoDBo0CElJSZymHvzvf/9D165d8fHHH3N2DgqFwh10yRUKhWIQMjIyVH///vvvWLlyJeLi4lTb7O3tjZorOXPmTJibm2P79u2cnufYsWOYNWsWkpOTYW6udbYEhULhCXpX1VEoFIoueHt7q36cnJwgEAg0ttnb22Pq1KkYO3as6jPPP/88FixYgHfffRcuLi7w8vLCjh07UFJSgmnTpsHBwQFt2rTBv//+q3GumJgYvPDCC7C3t4eXlxcmTZqEnJycWmWTy+X4888/MXr0aI3tfn5++OSTTzB58mTY29vD19cXhw8fRnZ2Nl566SXY29sjKCgIt27dUn0mKSkJo0ePhouLC+zs7NCpUyccP35c9f7QoUORl5eHCxcuNPCKUigUY0AVJwqFwmt+/vlnuLu748aNG1iwYAHmzp2LV199FX379kVUVBSGDRuGSZMmobS0FABQUFCAQYMGITg4GLdu3cJ///2HzMxMvPbaa7We4+7duygsLESPHj2qvbd161aEhYXh9u3bGDlyJCZNmoTJkydj4sSJiIqKQuvWrTF58mTVUlTz5s2DWCzGxYsXce/ePXz22WcanjRLS0t069YNly5dYvlKUSgUQ0AVJwqFwmu6du2Kjz76CG3btsXy5cthbW0Nd3d3zJo1C23btsXKlSuRm5uLu3fvAgC++eYbBAcHY/369ejQoQOCg4Oxa9cunDt3DvHx8TWeIykpCWZmZvD09Kz23osvvojZs2erziUSidCzZ0+8+uqraNeuHT744AM8ePAAmZmZAIDk5GSEhYWhS5cuCAgIwKhRo9C/f3+NYzZv3hxJSUksXykKhWIIqOJEoVB4TVBQkOpvMzMzuLm5oUuXLqptXl5eAICsrCwAyiTvc+fOqXKm7O3t0aFDBwDAkydPajxHWVkZrKysakxgVz8/c666zv/OO+/gk08+QVhYGFatWqVS6NSxsbFRecgoFIppQRUnCoXCaywsLDReCwQCjW2MsqNQKAAAxcXFGD16NO7cuaPx8+jRo2qeHwZ3d3eUlpZCIpHUeX7mXHWdf+bMmUhISMCkSZNw79499OjRA19//bXGMfPy8uDh4aHdBaBQKLyCKk4UCqVR0b17d8TGxsLPzw9t2rTR+Kmtd1K3bt0AKPsssYGPjw/mzJmDgwcPYsmSJdixY4fG+zExMQgODmblXBQKxbBQxYlCoTQq5s2bh7y8PLzxxhu4efMmnjx5ghMnTmDatGm1rqvp4eGB7t274/Llyw0+/7vvvosTJ04gMTERUVFROHfuHDp27Kh6/+nTp0hLS8OQIUMafC4KhWJ4qOJEoVAaFc2bN8eVK1cgl8sxbNgwdOnSBe+++y6cnZ0hFNY+5M2cORP79u1r8PnlcjnmzZuHjh07YsSIEWjXrh2+++471fu//fYbhg0bBl9f3wafi0KhGB7aAJNCoVCgTBBv3749fv/9d4SGhnJyDolEgrZt22L//v0ICwvj5BwUCoVbqMeJQqFQoKx027t3b52NMhtKcnIyPvzwQ6o0USgmDPU4USgUCoVCoWgJ9ThRKBQKhUKhaAlVnCgUCoVCoVC0hCpOFAqFQqFQKFpCFScKhUKhUCgULaGKE4VCoVAoFIqWUMWJQqFQKBQKRUuo4kShUCgUCoWiJea67PzgwQOEh4fj0qVLSEpKQmlpKTw8PBAcHIzhw4dj3LhxsLKy4kpWCoVCoVAoFKOiVQPMqKgoLF26FJcvX0ZYWBh69eqF5s2bw8bGBnl5eYiJicGlS5cgEomwdOlSvPvuu1SBolAoFAqF0ujQSnHy9/fHe++9hwkTJsDZ2bnW/SIiIrBt2zYEBQXhww8/ZFNOCoVCoVAoFKOjleIklUphYWGh9UF13Z9CoVAoFArFFNAqOdzCwgLffPMNCgoKtDooVZooFAqFQqE0RrRe5NfJyQlSqRRjx47FzJkzMWjQIK5lo1AoFAqFQuEVWrcjyMjIwPbt25Geno6hQ4fC398f69atQ0pKCpfyUSgUCoVCofAGrT1O6iQkJGDPnj3Yu3cvUlNTMWTIEMyYMQNjx46lYToKhUKhUCiNFr0aYAYEBGDt2rVITEzEv//+Czc3N0ydOhUtWrRgWz4KhcITrl69itWrV2ud68h3Tp48iRkzZqBz584wMzODn59fjfs9ffoUAoGgxp/w8HDDCk2hUIyOTg0wqyIQCGBubg6BQABCCKRSKVtyUSgUnnH16lWsWbMGU6dOrbMtiamwf/9+/P777+jevTuaN29e7/5vvPEGXnzxRY1toaGhXIlHoVB4il6KU0pKCnbv3o09e/YgOTkZ/fv3x44dOzBu3Di25aNQKBROWL9+PXbs2AELCwuMGjUKMTExde7fvXt3TJw40UDSUSgUvqJ1qE4ikSA8PBzDhg2Dv78/duzYgTfffBPx8fE4e/YsJkyYAGtray5lpVAoRmL16tV4//33ASgb4jKhqqdPnwIAdu/ejUGDBsHT0xNWVlYIDAzE999/X+04AoEAq1evrrbdz88PU6dO5fA/qE7z5s11zsksKSmBRCLR6TNTp06Fvb09kpOTMWrUKNjb26NFixb49ttvAQD37t3DoEGDYGdnB19fX+zfv1/j81KpFGvWrEHbtm1hbW0NNzc39OvXD6dOndJJDgqFwg5ae5y8vb1RWlqKUaNG4ciRIxg+fDiEQrpGMIXSFHjllVcQHx+P3377DVu3boW7uzsAwMPDAwDw/fffo1OnThgzZgzMzc1x5MgRvP3221AoFJg3bx5rcuTn50Mul9e7n62tLWxtbVk7LwCsWbMG77//PgQCAUJCQvDpp59i2LBhWn1WLpfjhRdeQP/+/fH5559j3759mD9/Puzs7LBixQpMmDABr7zyCrZv347JkycjNDQU/v7+AJRK64YNGzBz5kz06tULIpEIt27dQlRUFIYOHcrq/0ihULSAaMnmzZtJVlaWtrtTKJRGxqZNmwgAkpiYWO290tLSatuGDx9OAgICNLYBIKtWraq2r6+vL5kyZUq9Mvj6+hIA9f7UdI66GDlyJPH19a3xvaSkJDJs2DDy/fffk8OHD5Mvv/yStGrVigiFQnL06NF6jz1lyhQCgKxfv161LT8/n9jY2BCBQEDCw8NV2x8+fFhN/q5du5KRI0fq9P9QKBTu0NrjtHjx4mrbiouLoVAoNLY5OjrqpcBRKBTTxcbGRvV3YWEhpFIpBgwYgBMnTqCwsBBOTk6snGffvn0oKyurd7+AgABWzgcArVq1wokTJzS2TZo0CYGBgViyZAlGjhyp1XFmzpyp+tvZ2Rnt27fH48eP8dprr6m2t2/fHs7OzkhISNDYNzY2Fo8ePULbtm0b+N9QKJSGonNyeGJiIubPn4/z58+jvLxctZ0QAoFAoJUbnUKhNC6uXLmCVatWISIiAqWlpRrvsak4hYWFsXKchuLq6opp06Zh48aNSE1NRcuWLevc39raWhXWZHByckLLli0hEAiqbc/Pz1e9Xrt2LV566SW0a9cOnTt3xogRIzBp0iQEBQWx9w9RKBSt0VlxmjhxIggh2LVrF7y8vKo99BQKpWnx5MkTDB48GB06dMCWLVvg4+MDS0tLHD9+HFu3bq3mla4JbQ2u7Oxsrfa1t7eHvb29VsfUFx8fHwBAXl5evYqTmZmZTtuJWl/i/v3748mTJzh06BBOnjyJn376CVu3bsX27ds1vFgUCsUw6Kw4RUdHIzIyEu3bt+dCHgqFwlNqM5KOHDkCsViMw4cPo1WrVqrt586dq7avi4tLtQaaEokE6enpWsnQs2dPJCUl1bvfqlWraqzeYxMmnFbVk8QFjIdr2rRpKC4uRv/+/bF69WqqOFEoRkBnxalnz55ISUmhihOF0sSws7MDgGqKD+M1UfeSFBYWYvfu3dWO0bp1a1y8eFFj248//qi1x8kYOU7Z2dnVlKO0tDTs2rULQUFBaNasGWvnqonc3Fy4ubmpXtvb26NNmzZ0nVAKxUjorDj99NNPmDNnDtLS0tC5c+dqfVBo3J1CaZyEhIQAAFasWIHXX38dFhYWGD16NIYNGwZLS0uMHj0as2fPRnFxMXbs2AFPT89qnqSZM2dizpw5GDduHIYOHYro6GicOHFC1d6gPtjMcbp79y4OHz4MAHj8+DEKCwvxySefAAC6du2K0aNHAwCWLl2qCkc2b94cT58+xQ8//ICSkhJs27aNNXlqIzAwEM8//zxCQkLg6uqKW7du4c8//8T8+fM5PzeFQqkBXcvwIiIiiL+/PxEIBKofoVCo+k2hUBov69atIy1atCBCoVCjNcHhw4dJUFAQsba2Jn5+fuSzzz4ju3btqta+QC6Xkw8++IC4u7sTW1tbMnz4cPL48WOt2xGwye7du2ttZ6Auy/79+0n//v2Jh4cHMTc3J+7u7uTll18mkZGRWp1nypQpxM7Ortr2AQMGkE6dOlXb7uvrq9F+4JNPPiG9evUizs7OxMbGhnTo0IF8+umnRCKR6P5PUyiUBiMgRM2/rgWBgYHo2LEjli5dWmNyuK+vLysKHYVCoVAoFArf0FlxsrOzQ3R0NNq0acOVTBQKhUKhUCi8ROc1UwYNGoTo6GguZKFQKBQKhULhNTonh48ePRqLFi3CvXv30KVLl2rJ4WPGjGFNOAqFQqFQKBQ+oXOorq6FfWnncAqFQqFQKI0ZnRUnCoVCoVAolKaKzjlOFAqFQqFQKE0VrRSn8PBwrQ+YkpKCK1eu6C0QhUKhUCgUCl/RKlQ3YMAAZGVlYdq0aRg9ejQ6duyo8X5hYSGuXLmCX3/9FadOncLOnTtNNklcoVDg2bNncHBwoAsYUygUCoViYhBCUFRUhObNm9eZl92QE2jFoUOHyJAhQ4hQKCQODg6kTZs2pHPnzqRFixbEzMyMeHl5kQ8++IBkZGSw3qWTEGU3XVTp7rthwwaNfaKjo0m/fv2IlZUVadmyJfnss890Pk9KSkqt3YTpD/2hP/SH/tAf+mMaPykpKWypIBronByek5ODy5cvIykpCWVlZXB3d0dwcDCCg4O50ewq8PPzw4wZMzBr1izVNgcHB9XCoyKRCO3atcOQIUOwfPly3Lt3D9OnT8eXX36Jt956S+vzFBYWwtnZGSkpKXB0dGT9/6BQKBQKhcIdIpEIPj4+KCgogJOTE+vH17mPk7u7O8aOHcu6INrg4OAAb2/vGt/bt28fJBIJdu3aBUtLS3Tq1Al37tzBli1bdFKcmPCco6MjVZwoFAqFQjFRuEq3Mamquo0bN8LNzQ3BwcHYtGkTZDKZ6r2IiAj0798flpaWqm3Dhw9HXFwc8vPzjSFuk6VcKkeWqNzYYjQ5CkulKJXI6t+RwhqEEGQUlkNHxz2lgUjlCmQXiY0tRpNDVC5FsZiOMTp7nIzFO++8g+7du8PV1RVXr17F8uXLkZ6eji1btgAAMjIy4O/vr/EZLy8v1XsuLi41HlcsFkMsrnwARSIRR/9B44cQgkN3nmHDvw+QUyzBiXefQxtPB2OL1egpFsvw5al4/BzxFG08HfDvwueMLVKT4HFWEVYeisXVJ7lYPLQd3hnc1tgiNXoIIfg3JgNrj9xHdrEYR+b3Q2BzGhngmlKJDF+ffYyfLiXAx9UWZ5c8b2yRjIpRFadly5bhs88+q3OfBw8eoEOHDli8eLFqW1BQECwtLTF79mxs2LABVlZWesuwYcMGrFmzRu/PU5TcTS3A6sOxiEouUG1LziulihOHEEJwOPoZPj32AFkV1veDdKr4c02xWIavzjzCrsuJkCmUnqb4zCIjS9X4eZxVhFWHY3Hlca5qW1JuCVWcOIQQguP3MvDJsftIL1RGERKyS0AIadJV50ZVnJYsWYKpU6fWuU9AQECN23v37g2ZTIanT5+iffv28Pb2RmZmpsY+zOva8qIAYPny5RpKGZNURtGOglIJPvvvIcJvpoAQwMbCDOZmAhSVy0CjF9zxMEOElYdicSMxDwBgaS6ERKaApZlJRd9NipoUVYamPIlwTVVFlbnXAWXpFIUbHmUWYfWRSkXV1tIMpRLlkmqEAE35ljeq4uTh4QEPDw+9Pnvnzh0IhUJ4enoCAEJDQ7FixQpIpVLVwsOnTp1C+/btaw3TAYCVlVWDPFZNFUII/r6dhk+PPUBuiQQAMLZbcyx7oSNm/xqJ6JQCqjhxgKhcii0n4/HLtSTIFQTWFkLMH9gGo7s2x4BN50HoVMIJcRlF+PhQjEpR9XWzxerRnZCYU4K1R+/THCcOqElRHdLRCytHBeK9P6NxIzGPjjEcUCyWYdvpeOy+8lSlqM4d0Brje/qg78azAKjCqpXipO6RqQ8m54hNIiIicP36dQwcOBAODg6IiIjAokWLMHHiRJVS9Oabb2LNmjWYMWMGPvjgA8TExGDbtm3YunUr6/I0dZ5kF+Ojv2MQkaC0RNp62uOTsZ3RO8ANAMAYIk394WKbE7EZWHkoBpki5STyQmdvfDQqEC2cbZBZkYxPJxJ2KZfK8c3Zx9h+4QlkaorqzOcCYG1hhqQriQDovc42KXml+PDve7j0KAdApaI6sIPSUBZWDDLUUGCXsw8z8dHfMXhWEZZjFNVWbrYoKJWo9lMaCk3X5aSV4nT79m2tDsaVu9rKygrh4eFYvXo1xGIx/P39sWjRIg2FzsnJCSdPnsS8efMQEhICd3d3rFy5UqdWBJS6Ecvk+PbcE2w//wQSuQLWFkK8M7gtZvYLgKV5ZYiIGdQUdBZnhSxROVYficXxexkAAD83W6wb2xnPta301jJPHr3m7HE9IRfLD95DQk4JAGBYoBdWjemEFs42qn2YMY96nNhBriDYfSURm0/Go0wqh6W5EAsGtsGs/kpFlUFQcccr6GVnhZxiMdYeuY/D0c8AAD6uNlg7prNKUQUqrzlAr7tWitO5c+e4lqNOunfvjmvXrtW7X1BQEC5dumQAiZoed1ML8P4fdxFXkQT7fHsPrHupM3xcbavtWzmZGFTERgchBAdupeDTYw8gKpfBTCjA7P4BeGdwW41JBIBKc6KXvOGIyqXY+O9D7L+eDADwdLDC2pc6YUTnZtX2ZWxFeq83nAfpIiz76y6iUwsBAL39XbHhlS4I8LCvtm/ldacXviEQQnAwKg3rjt1HQakUQgEwo58/Fg1tB1vLKuqBml+kqXv6TKYdAcU4iGVyfHXmEbZfSIBcQeBub4k1YzrjxS7etXoYK7c27YerIaTml2Lpn3dx9YkyHNqlhRM+GxdUawURYw3SeaRhnHuYhWUH76rCoW/0aoVlL3SAk41FjfurwtL0uuuNVK7A12ce4bvzynCog7U5VrzYEa/18IFQWMsY03SjRKyRXliGD/66h4vx2QCAjs0c8dm4Lghq6Vzj/urXvKnf73opTrdu3cKBAweQnJwMiUSi8d7BgwdZEYxifKp6mUZ3bY41YzrB1c6yzs9RK1x/CCH4MzIVa47cR7FYBmsLId4b1h5T+/rBvI6KOTqRNIwSsQyfHHuA324ovUz+7nbY8EoX9KnI26sVxrtKjQS9eJRZhEUH7iAmTdlG44XO3lgzphM8Ha3r/Bw1FPSHSbr/+J8YiMplsDIX4t0h7TDzOX9Y1DXGGFBGvqOz4hQeHo7Jkydj+PDhOHnyJIYNG4b4+HhkZmbi5Zdf5kJGioGRyRX46uxjfHvuscrL9MnYzjWGKmpCNahxKWQjJKdYjA8P3sPJ+8o2GiG+Ltj8alf4udvV+1mhmubU1Hus6Mqtp3lYfCAayXmlAJShiveHt68eDq0BITUS9EKhINh1JRGfn4iDRKaAs60F1r3UGaO7Ntfq8wKaHK4X+SUSfPRPDI7dSwcAdG3phC3ju6F1DeHQqmiOMZyJaBLorDitX78eW7duxbx58+Dg4IBt27bB398fs2fPRrNm2k2sFP6SkleKheG3VY0stfUyqSOgyeE6czI2A8sP3kNuiQQWZgIsGtoOs/u3hlktoYqqqO+lIIAZ1ZvqRSyT48vTj/DDhSdQEKCFsw02vRqEvq3dtT4GTVLWndT8Urz3RzSuJShbOzzf3gOfjQuCVz1eJnUYw0Ch4ETERsm5h1lY+tddZBeJYS4U4J3BbfH2863r9GSro26LNfWxXWfF6cmTJxg5ciQAwNLSEiUlJRAIBFi0aBEGDRpEu3CbMP/cTsNH/8SgWCyDg7U5Pn25C8ZoaQGqQ0N12lMulWPNkfuqEFEHbwdsea2bzt2QNfMPmnapsDYkZBdj/v7buF/RaX1c95ZYNSYQjtY15zLVRuV1pze7Nhy9+wzL/7qHIrEMNhZm+GhUR7zZq5XOHlLa8kR7yqVybDj+AD9HJAEA2njaY8trXWvNZaoNAc1eVaGz4uTi4oKiImXOS4sWLRATE4MuXbqgoKAApaWlrAtI4Z6icilWHorF37fTAAA9fF3w5evd0NKlesWcNtBQnXY8zirC/P238TCjCAIB8NZzAVg8rB2szOsPEVWFDmrac+hOGj48eA8lEjlcbC2w4ZUgjOhc++oCdUGTw7WjXCrHuqP3sa+iUrF7K2dsea2bVmHomqBVddqRmFOC+fujEPtMaSBMD/PH0hHahaGrUt04a7rorDj1798fp06dQpcuXfDqq69i4cKFOHv2LE6dOoXBgwdzISOFQ+6lFuLt/ZFIySuDmVCAdwa1xbyB2rtva4IOavXzZ2QqPv4nBmVSOdztLbF1fDeNvkw6Qyte6qVMIsfqw7H4/VYKAKCXvyu+ej0Y3k7ah4iqIhRQI6E+HmcVY/7+KJWB8PbzrbFoSLuGjTEVv+l1rx11A8HVzhKbX+uKge096/9gLWgoTizIZ8rorDh98803KC9XdhVdsWIFLCwscPXqVYwbNw4fffQR6wJSuIEQgt9upGD14VhI5Aq0dLHBtte7IcTXtcHHpnnJtVMiluHjQzE4GKX07oW1ccPW8d3g6aD/5A1UJikDNP+gJuIzizBvXxQeZRVDIAAWDGqLdwa1adDkDaCyfxa95jVyMCoVH/0Tg1KJ0kDY8lo39G/XAAOhAiFtPForZRI51hyJRfhN9gwEoIpXu4lfdp0VJ1fXyolVKBRi2bJlrApE4Z4yiRwr/rmnmryHdPTC5te61tqrRleYQY1O4Jo8zirG7F9u4Ul2CYQCYPHQdpj7fButE8DrglbR1c4/t9Ow7OBdlEsV8HCwwrbx3dC3jfYJ4HVR2bGdlcM1Gsqlcqw6VOnd69vaDV+O71ZvmwFtoXmUNfM0pwRzfo1UefdYMxBAQ3XqaKU4iUQiODo6qv6uC2Y/Cj9JzCnB3IoHSygA3h/eAbP7B9TaaK4hNPFnS4OTsRlYfCAaxWIZvByt8NXrwaq1/dhA/duj112JVK7AhuMPsatiPbnn2rpjy2vd4OHA3qLeAhqqq0Z6YRnm/BKJ6NRCCAXAu0PaYd5AdgyESuh1r8q5uCws/O02ROUyuNtbYdvr3RDGkoEA0DFGHa0UJxcXF6Snp8PT0xPOzs41WrdM7xi5XM66kBR2OPswEwt/u4MisfLB+vqNYIS2Zm/yZqBLrlSiUBB8eToeX519DEDpNv/2ze6sTt5A1fwDeuFzisWYvz9KVfI+f2AbLBrajuXJWz05nF5zQLm+37z9UcgplsDZ1gJfvxHcsNy9WqAep0oIIfj23GNsPhUPQpSJ999PDNGpvYM2qM/7Tf2ya6U4nT17VhWiM/a6dRTdIYTgh4sJ+Oy/hyAE6Onngm/e7M76g8VAEzeVFJZJsej3Ozj7MAsAMLWvH1aM7Fhnd159ofkHldxNLcCcXyLxrLAcdpZm2PxaN72r5upDyP5XaZIQQvDz1af45NgDyBQEHZs54sdJITWuZckGlWNM077Zi8UyLDlwBydilU1z3+zdCqtGB+pVmVsfQhqqU6GV4jRgwADV3/7+/vDx8anmdSKEICUlhV3pKA2mXCrHhwfv4WBFq4E3erXCmjGdYGnO3YhPq+qUIdEZe24iIacEVuZCrH+5C8aFtOTsfLQ5nZJDd9Lw/p93IZEpEOBuhx8nh6CNpwNn56NLfwASmQIf/XMPB26lAgDGdG2Oz8YFwcaS/cmboTKPkrNT8J6UvFJM33MTj7KKYWkmxNqXOuH1Xq04Ox/1OFWic3K4v7+/KmynTl5eHvz9/Wmojkdkicox65dIRKcUwEwowMpRgZgc6st5IrGwiYfqriXkYs6vkSgolaK5kzV+mNQDXVo6cXrOpl4qTAjBtjOP8OXpRwCAIR09sWV8N50bWupKU++SX1AqwZxfI3EtIQ9CAfDhix0xo58/52OMoDJGyul5+EpkUh7e2huJ3BIJvBytsH1iCIJbuRjs/E31fmfQWXGqbR2s4uJiWFtzE/qh6M79ZyJM33MTGaJyONlY4LsJ3VlNFKyLpuxG/zMyFcsP3oVUTtDVxxk7Joc0uNWANjTlUJ1YJscHf97FP3eeAQBm9w/AByM6cFLwUBtN7ZoDml5VeytzfP1mcIP6BOlC5Vp1TY/D0c/w3h/RkMgU6NTcETun9GxwqwFtEQgq7vWmeOHV0FpxWrx4MQClu+7jjz+GrW1l7Foul+P69evo1q0b6wJSdOfSo2zM/TUKxWIZ2nja46fJPfTu0KsPTTFxU6Eg2HIqHt+cUyaBj+zSDJtf66pXh1590LBlmtB1zyuRYPYvt3DzaT7MhAJ8MrYz3uAwXFGVyqq6JnTRoUwCn13hVW3hbIOdU3ugg7fhKqqbYoiUEIKvzz7GllPxAJRtZL56oxtsLXX2f+iNAMrhpQld9hrR+orfvn0bgPLLu3fvHiwtKxd9tbS0RNeuXfHee++xLyFFJ/64lYLlB+9BpiDoE+CKHyb1YK0/k/Y0rVJhsUyOJQeicfSucsXxeQNbY8nQ9gb1eGgu8ts0rnxiTgmm7r6BpNxSOFib4/sJIejX1jBeVQZhEzQS/rmdhvf/jFZ6VVs6YceUHgbxqmrQxEKkUrkCH/x1V9V7b9Zz/lj2QkfWq0TrQygQQEFIk7rfa0JrxYmppps2bRq2bdtG+zXxjKrWyEvdmuPz/wVxUl1RH8ImNKgVlUsx+5dIXH2SCwszAda/3AWv9vAxuBzCJpa4eS+1EFN330BuiQQ+rjbYPbUnp0ngtdHU1mX86VICPjn2AADwYhdvbH61G6dJ4LXRlPIoSyUyzP01Chfis2EmFGDdS53xZm/DeVXVqQyRNoELXwc6+/h2797NhRyUBiCTK/DRPzGqFvtzn2+N94cZ1uOhTlMJ1WUXiTFtzw3EpIlgZ2mGHyf3MFgeWVWaUlffK49z8NbeWyiRyNG5hSN2T+3Fel8sbWkqFaSEEHz2Xxy2X3gCAJgW5oePRwYab4xh5DLK2Q1HfokE0/bcxJ2UAthYmOG7id0NlkdWE4KKYF1TrmYE9FCcSkpKsHHjRpw5cwZZWVlQKBQa7yckJLAmHKV+xDI53g2/g39jMiAUAGvGdMKkUD+jytQUrPDk3FJM3nUdT3NL4WZniT3TenFeOVcXTaVU+OjdZ1j8ezQkcgX6tnbDD5NC4MBx5VxdNIXiLplcgeUH7+GPSGW7gaUj2mPugNZGXeanKSisaQVlmLzzOp5kl8DZ1gK7pvZEdwNWztVIE7ju2qCz4jRz5kxcuHABkyZNQrNmzegaWUakVCLD7F8icelRDizNhPjqjWDOGv3pQmMvFb7/TIQpu28gu0iMli42+GVGb/gbMPm+PhrpZcfeiKdYdTgWhCiT77eM72qUULQ6jX3JlTKJHAt+i8LpB1kQCoCNrwThtZ6GD0VXpbHPOvGZRZiy6wbSC8vR3Mkae2f0MkoouipNMaevJnRWnP79918cO3YMYWFhXMhD0RJRuRTTd9/EraR82FiYYcfkHgZPjK2NxlwqfDs5H5N33UBRuQwdvB2wd3ov1hYubShCgbIhYGO0Br899xibTsQBACaH+mLV6E4GT4yticbs+SgRyzDj55u4lpAHK3MhvnmzO4YGehlbLACNeyHxmLRCTNx5HQWlUrTxtMfe6b3Q3NnG2GIB0Gx70pTRWXFycXFRLb9CMQ65xWJM3nUDsc9EcLQ2x+5pvRDia2QXrhqMFa5oZIHwm0/zMG33TRSLZejh64KdU3saoWKxdgQVTVYa01UnhODL04+w7YyyseXCwW3x7pC2vPF0M1I0slsdonIppu2+icikfDhYmWPn1J7o5c+jcb+Rej5uJ+djyq4bEJXL0NXHGXum9oSLnWX9HzQQTb3hK4PO626sW7cOK1euRGlpKRfyUOohS1SO136IQOwzEdztLRH+ViivlCagcSZuXn2Sg8k7b6BYLENogBv2zujFK6UJaHz5NoQQfH4iTqU0LXuhAxYNbccbpQlonKG6wlIpJv10HZFJ+XC0NsevM3vzS2lC48yjvPk0D5N2KpWmnn4u+HVGL14pTUDjG2P0RWeP0+bNm/HkyRN4eXnBz88PFhaak0dUVBRrwlE0ySoqx+s7riEhuwTNnazx68zeCPCwN7ZY1RA0slLhi/HZmLX3FsQyBZ5r644fJ/UwSgl2fTSmUmFCCD459gA7LycCAD4eFYgZ/fyNLFV1VCpcI7nZ80okmLTzOmKfieBia4FfZvRG5xbGK3qojcZWuRvxJBczfr6JUokcoQFu+GlKD9hZGa6xpbY0RkNBH3T+ZsaOHcuBGJT6yCoqxxs/VipN4W+FopUbNyuPN5TG5HE6+zATc36JgkSuwOAOnvh2QneDdQPXFaZU2NQnE0IIVh2Oxd6IJADAurGdMamPr5Glqhlhhc/exC85ACCnWIyJP13Hw4wiuNtb4teZvQ3aDVwXGtOyTpceKQ2zcim/DTOgcef06YLOitOqVau4kINSB9lFYry5Q1mWynelCWg8D9eF+GyV0jSikze+eiMYluY6R7cNRmPIPyCEYM2R+9gbkQSBANj4SheM72mcZn/a0FiW/sgvkaiUJk8HK+yf1QdtPPnnzWZoLA0wrz7Jwcyfld7sQR088R2PDTOgcRnFDUGvWaCgoAA//fQTli9fjry8PADKEF1aWhqrwlEYpekaHmcVo5mTNX57qw+vlSagcQxqEU9y8dbeW5DIFXihsze+fpPfShNg+uELQgg2/vcQe64+BQB8Pi6I10oTgEax9EdhmRSTdlUqTb/PDuW10gQ0DuMsMilPpTQN7uCJ7RNDeK00AeppGKZ73dlAZ4/T3bt3MWTIEDg5OeHp06eYNWsWXF1dcfDgQSQnJ2Pv3r1cyNkkySuRYMJP1/Aoqxjejtb4bVYf+Lrxp19QbZi6Gz0yKR8zfr6pGtC2vR4MCzN+K02A6ZcKf3XmMX64oGyg++nLnY2ydI2umHqybIlYhmm7ld3v3ewssX8Wv3qS1YapGwn3UgsxdZcyp+m5tu74dkJ33htmgOlfd7bQ+ZtavHgxpk6dikePHsHaurJ/zYsvvoiLFy+yKlxTprhiQIvPLIaXoxXC3+oDPxMY0ACYdKmwckC7gVKJHP3amM6ABpj2oPbDhSfYelq5zuLHowIxoTc/c5qqIjThZNlyqRwzfr6JqOQCOFqb45cZvXnRZFE7TPe6P8wQYdKu6ygSy9DL3xU/TurBe08Tgynf72yi84xw8+ZNzJ49u9r2Fi1aICMjgxWhmjrlUjlm/XwL0amFcLG1wL6ZvU1HaYLplgrHZRRVDmh+rvhxMv9d5+pU9hQyrSu/N+IpNvz7EADw/vD2vKyeqw1TDRmJZXLM/iUS1xLyYG9ljr0zeiOwOT8TwWvCVPP5nmQXY+JPyuaW3XycsWtqT94mgteEqXtY2UJnxcnKygoikaja9vj4eHh4eLAiVG0cO3YMvXv3ho2NDVxcXKpV+CUnJ2PkyJGwtbWFp6cn3n//fchkMk5lYhuZXIEFv91GREIu7CzN8PN0frTa1wVT9Hyk5JWquvV29XHGzqk9YGvJv3LgujBFa/Cf22lYeSgWALBgUBvMG9jGyBLphimGR+UKgsW/R+NCfDZsLMywe1pPdPNxNrZYOmGKS388KyjDxJ+uI6dYgk7NHfHz9F6w52HLgbpoTC1PGoLO39qYMWOwdu1aHDhwAIAyWSw5ORkffPABxo0bx7qADH/99RdmzZqF9evXY9CgQZDJZIiJiVG9L5fLMXLkSHh7e+Pq1atIT0/H5MmTYWFhgfXr13MmF5soFAQf/HUPp+5nwtJciB1TeiCopbOxxdIZoYlZg0wn9uwisXIZlWm9jLpwrN6YmPfjYnw23vsjGgAwLcwPi4e2M7JEumNqng9CCNYeicWxe+mwMBNgx+Qe6OnHr+aW2mBqXu3CUqlq7bnWHnb4ZUZv3jXQ1Q5mVQgji2FkdPY4bd68GcXFxfD09ERZWRkGDBiANm3awMHBAZ9++ikXMkImk2HhwoXYtGkT5syZg3bt2iEwMBCvvfaaap+TJ0/i/v37+PXXX9GtWze88MILWLduHb799ltIJBJO5GITpuHfX1GpMBMK8M0bwejbmh9rz+mKKVnhJWIZpu+5icScErRwtsHP03vBydYUBzTTKhW+m1qAOb9GQqYgGNO1OT4eGcirjuDaYmqhi+/OP8HPFf2xtrzWjTfrW+qKKS0kXi6VY+bem3iUpcxX3TujN1x51hFcW6jHSYnOipOTkxNOnTqFo0eP4quvvsL8+fNx/PhxXLhwAXZ23OThMK0OhEIhgoOD0axZM7zwwgsaHqeIiAh06dIFXl6Vi1AOHz4cIpEIsbGxnMjFJjsuJWDXFWWX5M/HBWFYJ28jS6Q/ppL3IZUrMG9/FKJTC+Fsa4Gfp/eCF08W7NUHU+nY/jSnBNN231Ql4H/xalcIebBgrz6YUiflP26lqBZKXjkqEKO7NjeyRPpjKkaCTK7AO7/dxs2n+XCwNsfP03uhBU8W7NUHUwmRPs0t4fT4Oofq9u7di/HjxyMsLAxhYWGq7RKJBOHh4Zg8eTKrAgJAQoKyRHn16tXYsmUL/Pz8sHnzZjz//POIj4+Hq6srMjIyNJQmAKrXdSWti8ViiMVi1eua8re45tjddKw/rkyOXfFiR4wLaWlwGdjEFHKcCCFY9tc9nI/LhrWFELum9uR975r6MAWFNbtIGRbNLVHmeXw/0XSqFmvCFK45AJx7mIVlB+8BAGYPCMB0E0rArwnVQuI8vu6EEHx8KBYnmdSLyT1424ldW0whmpBbLMbcXyM5PYfOI9a0adNQWFhYbXtRURGmTZum07GWLVsGgUBQ58/Dhw+hqAiorlixAuPGjUNISAh2794NgUCAP/74Q9d/QYMNGzbAyclJ9ePjY9jeMbee5mHRgTsAgCmhvpj5nGkPaIBpWOGbTsSpwqLfvtkd3Vvxa6FkfeB7cniJWIZpe24gOa8UPq422D2tp2nmkqlhCp6POykFeHtfFOQKgle6t8CyER2MLVKDMQXj7Kszj/HbjWQIBMC28d3QJ8DN2CI1GL5fd2VY9BZS8so4PY/OHidCSI25CKmpqXBy0m0xyCVLlmDq1Kl17hMQEID09HQAQGBgoGq7lZUVAgICkJycDADw9vbGjRs3ND6bmZmpeq82li9fjsWLF6tei0QigylPCdnFmLX3FiQyBYZ09MLK0Z1MMs+jKnwviz9wKwXfnX8CANjwchcM7uhVzydMAz6nfcgVBAvDbyMmTQRXO0vsnd4bng6mGxZl4Ht4NK2gDDN/voUyqRz923ngs3FBjWSM4beRcOhOmqov2doxnfBCl2ZGlogd+Dy2KxQESw5E43ZyAZxszJHC4bm0VpyCg4NVXqDBgwfD3Lzyo3K5HImJiRgxYoROJ/fw8NCqhUFISAisrKwQFxeHfv36AQCkUimePn0KX19lo7zQ0FB8+umnyMrKgqenJwDg1KlTcHR01FC4qmJlZQUrKyud5GaD3GIxpu25ifxSKbq2dMLXbwTDzETzPKrCZ6vkWkIuVvytDFksGNQGr/Xkf3dqbeFz4uZn/z3E6QdZqpCFKXSn1gY+h+qKxTLM2HMTOcXKatHvJnQ3iQ742sDnMSYyKR/v/3kXADDrOX9MCvUzrkAswudowpen41XVotteC8bgDdydS2vFiemZdOfOHQwfPhz29pX5IJaWlvDz8+OsHYGjoyPmzJmDVatWwcfHB76+vti0aRMA4NVXXwUADBs2DIGBgZg0aRI+//xzZGRk4KOPPsK8efOMohjVhUSmwOxfIpGUqwxZ/DTFtJqg1QdfrcGnOSWY82skpHKCkUHNsGiI6ZW/1w0/S4XDbyTjx4vKPMVN/wtCiK/ph0UZVMmyxhWjGnIFwcLfbuNhRhHc7a2wc2pPk+sZVBeV3lV+XfmUvFLM/qUyirDshY7GFolV+Goo/H07FV+dfQwAWP9yF/Tw1y36pStaP0mrVq0CAPj5+WH8+PEay60Ygk2bNsHc3ByTJk1CWVkZevfujbNnz8LFRTkIm5mZ4ejRo5g7dy5CQ0NhZ2eHKVOmYO3atQaVsz4IIfj4nxjcSlJWWeye2hMeDvxS7BoKH0uFC0ulmP7zTVWDy80mXMlVG3z0OF19koOP/lFWv747pC1e6tbCyBKxDT9DdRuOP8CZh1mwMhfipyk9TLqSqyYEPFRYi8qlmPnzLeQUSxDYzBHbXu/WaKIIDHy87ree5uGDP5VRhLnPt8arPXw4L/LS2QSZMmUKACAyMhIPHjwAAHTq1AnBwcHsSlYFCwsLfPHFF/jiiy9q3cfX1xfHjx/nVI6GsufqU/x+KwVCAfDVG8Em1xVcG4SqihcjC1KBVK7A2/sjkZBdguZO1thhYkupaAvfSoUTsosx99coVa+mhYPbGlsk1uFjA8z915Px02Vla5PNr3U1ua7g2qAqhODJdWdWfIjLLIKngxV2Tu0Bu0bk4WNQRRN4ct2Tc0vx1i+RkMgVGN7JC+8Pa2+Q8+r8zWZlZeH111/H+fPn4ezsDAAoKCjAwIEDER4ezvmyK6bMpUfZWHf0PgBg+QsdMbC9p5El4ha+eD4+PfYAVx4rl7DZObVno0hKrgk+lQoXlUsxc+8tFJZJEdzKGZ//r3EkJVeFb87VG4l5WHlI6eFbMrQdRgWZbq+mOuGZkbDpRJyqtclPU3qgmVPj8vAx8Cm3rFQiw1u/3EJeiQSdWzhi6/huBosi6JwpuGDBAhQVFSE2NhZ5eXnIy8tDTEwMRCIR/s/efYc1dbZ/AP8mQNh776EooKAIDsRXW0WwrjpbreK2Dty7tc46a6s/q62+tWrbt87WUbW2TrQOnAwVEZQtMhRk7+T5/RGJpAgmmJCQ3J/r4hLOOeTc5oTkPs+4n1mzZskjRpWQ/KIEYfsiIWDA0A4OKlF2oD7K9Md15O5T/HQ9BQDwfyN84WnbvOuoNERZnneBgGHe4RgkPS+BrbFOs1r9XVpcJUoGswrKMX2fsBr7gHZ2mNGzea37Jw1lGkd5MuYZ/vtqDN/Xw9s1y2WyJKUsJU8YY1j0+z08yiqCpaE2fhzTsUnXFpX6TH///TfOnz8PT8/Xg968vLzw3XffITg4WKbBqYriimpM+vk2Csur4etkgrWD26rk3XcNZXlTe5BRgM9fzaCb3csdvb1Uo+xAfZRlqvB34U+E6y1qcLFjtJ/KjeGrTVkGy1ZU8zH117t4UVwJDxtDfKUiZQfqoyxdpI+yCrHo1Qy6KT3cVLeF7xVlaWHddSUJp+5lQpPLwfejOsDGuGl7EaRucRIIBNDSqlu0TktLS1SokrzGGMPi3+8h8XkJbIx08N/Rqjm+pjZlaPnIK6nElP/dRUW1AL08rFRyfM2/KcNU4fD4HGx+Vb/my0FtVHJ8TW3KcpOw8sRDRKfnw1hXCz+E+qvULN03UYYP8ILSKkz5312UVQmXDmqq8TUKpQQ3CteevMCGv4QrbSwf4KWQRaqlTpx69uyJ2bNn49mzZ6JtGRkZmDt3Lnr16iXT4FTBnmspotoS34/uAKtmvBaapLgK/uMSDtSMREZ+GVwt9LG5Cfu+FUnRrR8pL0ow+0AUGANGdXbCxx2dFBJHU1KGlo8Dt9JEFaq/HekLJ3M9hcXSVBTdRcoXMMw+FIXU3FI4mOpi20hfaKpIjayGvG7VVsz5n74sxYz9wiEvw/wcENrFWSFxSH2lt2/fjsLCQri4uKBFixZo0aIFXF1dUVhYiG3btskjxmbrdkoe1p8Wzjz8op+XSizrIQlFt3xsOhOPa09yocfTwH9D/WCs27yX9ZCUIqcKl1ZWY8r/7qKwvBodnEywYkAbBUShOIrKm6LT87HiD+Ei5guCW6NHK/WYnKPom4St5xNwKf45tDW52DnaD6b6PIXE0dRev7c3/fNeXsXHtF8j8bK0Ct72xlgzSHFDXqQe4+To6IjIyEicP38ejx4Jm8s8PT0RFBQk8+Cas+dFFQjb93oq9pgAxWTGiqDI4nTnHmaLDdRsZa165R7qo8ipwsv/iEV8tnCg5o7Rfs164V5pKHKwbH5pJcL2RaKSL0CfNjaY/l4LBUShGIps+bic8BzbwoXFFjcM9UZbe/kWW1QmooZ7BTzva/58iPsZBTDT52FnqGKHvDRqGDqHw0Hv3r3Ru3dvWcejEmq6inKKKuBuZYD1Q7xVeqBmHQoa4/T0ZSkW/BYDAJjYzRV9VWR9KEkpamzZ73ef4ve7T8HlANtG+sJaDbqjayjqOWeMYcFv95CRXwYXcz1sGq7ag8HrUFDLR3ZhOeYdihZ1Rw/2dWjS8yuaosb0nbr3DL/eEHZH/9/H7RVe0LVRt4UXLlxA//79RV11/fv3x/nz52UdW7O1+VwCbiTlQZ+ngR2j/VSyEFpDFPHHVfWqAF1BmbAy+GIVWAFeWopo/XicXYRlryqDzw1qpRIrwEvjda7StB8le66l4HyccObi9k86wFBHPbqjayii2Gs1X4BZB6KQW1IJT1sjLOtf/xqoqkoRNwopL0qw5IhwdvT091qguxJ0R0udOH3//ffo06cPDA0NMXv2bMyePRtGRkbo27cvvvvuO3nE2Kxce/ICOy4nAgA2DvNBSyuDt/yG6uEqYMDspjPxiErLh5GOJraP9FWbrqLamnqmUVklH2H7I0Wziqa/r7p1g+pTc5PQlF1G0en52PCXcOzksv6eatVVVEMRN2dbLzzGzWThDfH3ozqo/OzohjTVe3t5lfA9priiGp1czJRmfVGpm0LWrVuHLVu2YMaMGaJts2bNQmBgINatW4ewsDCZBtic5BZXYM6rZtyRnRxVvqZHfZr6ruRCXPbrRWSHt4OjmerPKnqjJh4wu+LEAyRkF8PSUBtbPla9dbkk0dQzSAtKqxC2LxJVfIa+3jYYraBZRYrW1O8xVx4/x/ZX45rWDfGGq4V+05xYyTR1q/baP+MQ+6wQZvo8fKtEMxeljiI/Px99+vSpsz04OBgFBQUyCao5EggYFvwWg+evxjUt769es4pqa8qlP57ll2H+q3FN4wNdENLGpsnOrWyacsDssainOHxHOK5p64j2Kl3ksiFNOZORMYZFR2KQkV8GJzM9bFDxIpcNacoJKDmF5ZgruiF2UsGFqiXXlLMZT9/PxP9upAIANn/UrsmLXDZE6sRp4MCBOHbsWJ3tf/zxB/r37y+ToJqjvddTEB7/HDxNLrZ94qvyBega0lR/XHwBw7zD0cgvrYKPgzE++8Dz7b+kwppqqnB6XimWHRdOgZ/Vyx1dW1jI9XzKrWYmo/zPdOBWOs7EZkNLg4PvPukAIzUb11RbU7U4CQQMC36/J6rIvmKA+o1rqq2pbhSe5ZdhyRFhRfZp77XAe0q2rqvUXXVeXl5Yu3YtLl26hICAAADAjRs3cO3aNcyfPx/ffvut6Fh1WbvuQUbB6zEH/TzhYaO666FJoqnqOP14JQk3kvKgx9PAtyPUc1xTbU0xVbiaL8DcQ9EorqhGRxdTzOyp+hXZG9JUNwlJz4tFC4QvCvGAt4P6jWuqraluEn6JSME/CcJ6Tds/8VXrcU1Ard4EOT7tAgHD/MMxKCyvRjtHE8zrrRzjmmqTOnHavXs3TE1N8fDhQzx8+FC03cTEBLt37xb9zOFw1CJxKq2sxswDUajiMwR7WavtmIPammLNtNhnBfj6bDwAYMUAL7io6ZiD2ppiwOyOS4m4k/oShtqa2PyReo5rqq0pBuRXvUpWy6r46NrCHBO7qe4C4ZJqihanhOwirH+1tMfSfp5oaaU+NeHq0xSV8ndfTUZEUi50tTTwfx+3h5aSjGuqTerEKTk5WR5xNFvrTz9C8gvhOnRfDVPfMQe1yftNrbyKjzkHo0XJ6kf+jvI5UTMj7+c9Oj0f/3fhMQBg9aA26jsIv5amGCy77cJjxDwtgJGOJr75qJ1aLB/0NvK+SaioFr7HVFQL0KOVpcKW9lA2opY+OT3xD58VYtMZ4Q3x8gFeSjsIX/lSuWbkn4TnosFrm4b7wERPPcruv42839Q2/PUIj3OEs7nUeYBsfeRxN1haWY25h6LBFzD097HFIDUeIFubvLvq7qTkic3msjVWbOE/ZSHvlo/NZxPwMFM4m0vtios2QJ6jAcqr+JhzKAqVfAF6e1ljREflvSGmxKmRCkqrsOh34eC1sQHO+I+74otyKQt5tnxcis/BT9dTAAiXVDFTkzWiJCHPsWVfnopD8osS2BrrYO0gNauE3wB53iQUlVdh7uFoCBgwpIO92pY3eRN51h29nvgCP1wRljfZMMQbVobKM5tL0eR5o7Dx70dIyC6GhYE2Nij5ahuUODXSypOxyCosh6uFPpao+Wyuf+PK6V2tdrI6rquL2ixoKil51RQKf5SDA7fSAADfDG8HYz31nc31b/K8SVj7ZxzS88rgYKqLVQPVt7zJm8iri7SovAoLf7snqsUXrMblTd5EXi1O15+8wN5rKQCEvTfmBspd3oQSp0b4634mjkVlgMsBvvmonVqXHniTmjsFgUC2j7v61EPkFFXAzVIfSz5QvyVV3kYeU4ULy6vw2VHhcgcTAl3RtaU6lx6on6y7jP5JeI6Dt9MBCJNVdVtS5W3k1fKx/q9HyMgvg6OZLr7op96lB97k9Rgn2T3vJRXVWPSq9MCozk54X8lKD7wJJU5Syikqx+fHatbNaYkOTqYKjkh5yXKqcPijHByJfAoOB9g0rJ3aTwt+E1G3kQzf1NaeikNWYTlczPWwMKS1zB5XVdQM1Jblx3dReZWohs24ri7orGbr/0lDlsVerz15gf03hS2rXw1tp3ZrjEpCHmsEbvz7EZ6+LIO9iS4+69s8em8alThduXIFo0ePRkBAADIyMgAA//vf/3D16lWZBqeMlh+PxcvSKnjZGmFWL/WuYVMfWXdfFJS9bvWYGOgKP2dKVt9E1s/75YTnOHQnHRwO8NUwall9E3n0Sq//6xGeFZTDyUwPi/pQsvomsh7PV1xRLRoGENrFGQEtKFl9E1mP6buRlItfIoQTrDYO9YFBM0lWpU6cjhw5gpCQEOjq6iIqKgoVFRUAgIKCAqxbt07mASqTv+5n4u/YLGhyOfjmo3ZqX3CxPrL+41r750PReLL5wfRBUh9Z1hSq3eoxNsAFnVzN3v1BVdDr7lHZvNqvPn7d6rFxqA/0eM3jg6SpyXrJlY2vuugcTHVpGEBDZHhzVlr5Olkd2ckJ3dybzzAAqT/516xZg507d2LXrl3Q0nrd7x4YGIjIyEiZBqdMCkqrsPyEcJmJae+1gKetelcHb0hNc64sxn1cTniOw3eevmr18KFWjwbI8i583elHyKRWj7equUmQRZdRcUU1Fr9KVscEUKtHQ7gyHM8XkZgrKivz1VAf6qJrgCyLG3/1dzzS8kphZ6yDz/s2r2RV6sQpPj4e3bt3r7Pd2NgY+fn5sohJKa09/RDPiyrQwlIfM3q2VHQ4So0jo6kXtVs9xnd1RUcXavVoiKwGzF59/EI0i+6rYdTq0RBZzmTc8FecqNVjcZ/m9UHS1DgymglRWlmNRUeEi4SP6uxEkx/eQlazGW8l54nKymwY6tPsJj9InTjZ2NjgyZMndbZfvXoVbm5uMglK2Vx9/ELU6rFxqA+0NanVoyGy6qrbdCYemQXlcKaByRJ5fTfY+Mcoq+Tjs2Ov65N1oYHJDZNRy8ftlDz8eqNmYDK1eryNrApgbjmXgPS85jUwWZFkcXNWUc0X3RCP6OiI7s2wrIzUidPkyZMxe/Zs3Lx5ExwOB8+ePcO+ffuwYMECTJs2TR4xKlRpZbXog2RMF2f4U6vHW8nijys6PV/UfL5+sDd10UmAI4Omvm8vPkZ6XhlsjXWwkFo93ur1TMbGP0ZltQBLX83U/djfkVo9JCCL8Xyxzwqw51XtoDWD2zabgcmKJIualDsvJSHpRQksDLSbbbIq9StlyZIlEAgE6NWrF0pLS9G9e3doa2tjwYIFmDlzpjxiVKjNZ4V3JHb0QSK1xr6nVfMF+OzofbBXFZPpg0Qy7/phEp9VhF3/CCsmrxrYhj5IJFD7g4Qx1qhqx7uuJCEhuxjm+jx81szGeiiMqMuocS92voDh82MPwBcw9POxbRa1g5TBu94oJD0vxnevlhBaMcALxrrNq4uuhtTvjBwOB0uXLsXChQvx5MkTFBcXw8vLCwYGBvKIT6EeZBRgzzXhosZrh3jTB4mEavrBG9tltPdaCuIyC2Gip4WlzfSORBHeZfyBQMDw+bH7qBYIF06mismSqZ0mMSb9HXlqbgm+fbVw8hf9PWm9Swm9az2hfTdTEZOeD0NtTazoT4UuJfUuXaSMMSw99gCVfOHCyf19bGUcXdNpdCbA4/Hg5aW6LziBgOGL4w8gYEB/uiORyrt01T19WYrN5xIAAJ/39VT60vtK5R3e1A7eTsfd1JfQ52lgJS3vITFurUxJ2medMeF7TEW1AIEtzWnhZCm8y2zG7MJyfPV3PABg0QcesDKitegk9bpyuPS/ezQyAxFJudDR4mLNoLZKvRbd20idOJWUlGDDhg24cOECcnJyIPjXuhpJSUkyC06RjkQ+RXR6Pgy0NbGM7kik0tiRNowxLP8jFmVVfHRyNcNwPwdZh6bSGttVl1NUjg1/xQEA5ge3hp2JrmwDU2H/7qoTb4Nq2ImYZ7jy+AV4mlysoYWTpfL6qZL+E3zVyVgUV1SjvaMJRnVykmlcqq6x7+0vSyqx9rTwPWZWL3c4munJNK6mJnXiNGnSJFy+fBmhoaGwtbVtkj/2S5cu4f3333/jvlu3bqFjx44AgHv37iEsLAy3b9+GpaUlZs6ciUWLFjXqnP93PgEAD3N7t4I13ZFIpbFThf9+kIWLj3KgpcHBusHN+45EERo7Q3vNqTgUllfD294YY7u6yDoslcZB41qcCkqr8OUp4QfJjPdbwtVCX8aRqbbG3iRciMvG6ftZ0OBysG6wt2jJHCKZxvYmrP8rDnkllWhtbYjJ/2n+s++lTpz++usv/PnnnwgMDJRHPG/UtWtXZGZmim1btmwZLly4AH9/fwBAYWEhgoODERQUhJ07d+L+/fuYMGECTExM8Omnn0p9zoKyang5m2NsgLNM/g/qpDHVlEsqqrHq5EMAwLQeLdDSylAeoak00RgnKd7Urj15gRMxz8DlAOsGe0ODPkikI9biJPmvfX02Hi+KhXXhpvRo/h8kTa0x4/nKq/hY8aqI8aRurvCyoyLG0mpMi9OdlDwcvvMUALBuSFtoaTT/FTekTpxMTU1hZta0U/J5PB5sbF4PVq2qqsIff/yBmTNnilol9u3bh8rKSuzZswc8Hg9t2rRBdHQ0Nm/e3KjECQDWDm4LTRW4yE2t5pr8qxe3Qd+FP0FWYTkczXQx/X0qMNoY0jbQVfEFWPnqgyS0izO8HYzlEJVqq51nSjq27OGzQuy7KSy18eWgtlQXrjEa0fLx38tJePpSWGpjdhCtM9oY0t6c8QVMlKx+7O8IP2fVKOcjdVbw5ZdfYvny5SgtLZVHPBI5ceIEcnNzMX78eNG2iIgIdO/eHTze61kpISEhiI+Px8uXL6U+x2BfO5W5yE3t9V2JZH9cKS9K8OMV4ezFZf28oKNFHySN8XrArGTP+/8iUvE4pximelqY15sKjDaGtN3JjDGsPBELAQP6eduiawsqtdEY0hZ7ffqyFN9fEk6D/7yvJ1XDbyRpFxI/eDsNsc8KYaijiYUqtHST1K+eb775BomJibC2toaLi4vYenUAmmS9ut27dyMkJAQODq8HD2dlZcHV1VXsOGtra9E+U1PTNz5WRUWFaKFiQNjlBwBz6YOk0aT94/ry1ENU8gXo3soSvb2s5ReYipPmeX9RXIEt54WzFxeGeMBYr3nWU1G0f5cjeJuT9zJxKyUPOlpcfN6PSm00lrTrMq47HYeKagE6u5o162nwiif5855fWomvzwhnL87r3QoWKjRDWurEadCgQTI7+ZIlS7Bx48YGj4mLi4OHx+uicE+fPsWZM2dw+PBhmcSwfv16rFq1qs52M32qp9JY0iy5Ev4oBxce5UCTy8Hy/l40IFwGJPkA3/R3PIrKq9HW3ggfd3SUf1AqSmxW3Vte8SUV1Vj3p3BA+PT3WsKeZi822uvB4W9/sV978gKn72eBywFWDmxD7zHvQJqbs83nEvCytAqtrA0wuotqjRWWOnFasWKFzE4+f/58jBs3rsFj/r3+3d69e2Fubo6BAweKbbexsUF2drbYtpqfa4+P+rfPPvsM8+bNE/1cWFgIR0f6IHkXkhanq6jmY/Up4YDwCd1c0dJK9YqoNiVJB8zGpOfj8N10AMIK4TQgvPHEZtW95Yn//tLrcXyfdqcB4e+CK+Egkyq+AKtOCsfYjO7iDE9bGhD+LiQdhhGXWYhfXy2ZtXJAG5UYEF6bQjt6LS0tYWkp+QJ/jDHs3bsXY8aMqdNFGBAQgKVLl6Kqqkq079y5c2jdunW93XQAoK2tDW1t1WlCVAaSTlndczUFyS9KYGmojZk9aUD4u5Kkqq/g1WBNxoAhvvY0ju8d1W68aOh5T3lRgl3/CMfxfUHj+N6ZpOP5/heRioTsmnF8rZoiNJUmyaoQjAnfYwQM6Otto5JLZkmdBvL5fHz99dfo1KkTbGxsYGZmJvYlTxcvXkRycjImTZpUZ98nn3wCHo+HiRMnIjY2FocOHcLWrVvFWpNI05Ckqy67sBzbLgqXmljSxwOGOjTG5l1JUhPwaFQGotPzoc/TwJIPaF20dyXeVVe/NX8Kx/H9x90CwTSO751J0mVUexzfgpDWtJyNDLxeR7z+J/7UvUzcSn41jk9Fl8ySOnFatWoVNm/ejI8//hgFBQWYN28ehgwZAi6Xi5UrV8ohxNd2796Nrl27io15qmFsbIyzZ88iOTkZfn5+mD9/PpYvX97oUgTkHUjQ4vTN2XiUVvLh62SCwb601IQsvB4w++bnvbSyGpvOPAIAzOzlTktNyIAkXXXXnrzA+TjhOL4VA2gcnyw1lDhtPf8YReXV8LI1woiOVCFcFt5WZLe8io8NfwnfY6b1aAkH0+ZdIbw+UnfV7du3D7t27UK/fv2wcuVKjBw5Ei1atICPjw9u3LiBWbNmySNOAMD+/fsb3O/j44MrV67I7fxEMm8rkhaXWYjf7goLoi3r70XVe2XkbTeDP15JRnZhBRxMdTE+0KWpwlJpYjnQG553gYBh3aulJkZ3cabCrjLytpuEJznF2H8rDYBw8WQaxycbot6Eet5jfr6egoz8MtgY6aj0OD6pW5yysrLg7e0NADAwMEBBQQEAoH///vjzzz9lGx1plt7WD77+r0dgr+rYdHCqf/wZkU5DU7Rzisqx83IiAGBxHw8quigjtT+O3zTe5nh0hrCOjbYmZvWioouy8rYJKBv/fgS+gCHI04pqZclSA+MoX5ZUYnu4sFbWgpDW0OWp7nuM1ImTg4ODaPmTFi1a4OzZswCA27dv0yBrAqDhweGXE57jn4Tn0NLgYJEKFURTBg0NDv+/849RWslHO0cTqmMjQ9xaTU7/ftbLq/jY9KqOzfT3W1KJExlqqOXjRlIuzj3MhgaXQ+P4ZOx15fC6+769KOwa9bQ1UvnhF1InToMHD8aFCxcAADNnzsSyZcvg7u6OMWPGYMKECTIPkDQ/9Q3h4AsY1r/qtgjt4gJnc1rYVJbq66p7nF2Eg6+6LZb29aQxNjIkNjj8X0/87qvJyCwoh52xDnWNylh962HW7hod0dGRukZlrL5hGCkvSvC/CGH5gaV9Vb9rVOoxThs2bBB9//HHH8PZ2RnXr1+Hu7s7BgwYINPgSPNU393gkcineJRVBCMdTSo/IAf1Ddxc/9cjCBgQ0sYanVyp/IAsceppccotrsCOS8Ku0YV9WlP5ARmr7ybh5L1nuPe0APo8DcwJovIDslZfb8JXZx6hWsDwXmtLdHNX/a5RqRKnqqoqTJkyBcuWLRMtb9KlSxd06dJFLsGR5ulNd4OlldX45qyw22JmT3eYUreFzHFQd+DHtScvcPFVZfbFfajbQp5qf5ZsvfAYxRXCyuwftlPtbgtFeNNNQnkVH1/9LXyPmfZeC1ga0tARWXtTO9Ld1DxRZfbPPlDN8gP/JlVXnZaWFo4cOSKvWIiKqLkLFwheb6s9o2tMV9Uqv68saqop13yY1O62GNXZCW6WVJldHrj/ugtPfF6MfTeFXaOf9/WkWaNyIJoIUStbrT2ja2I31Z3RpUivJ/4In3fGGNa+WkboI39HtLZRj65Rqcc4DRo0CMePH5dDKERV/Lssf15JJX74JwkAsDCkNc3okhNRNeVX0xlP3c+kGV1N4N+zGTefTQBfwNDTg2Z0yUvNe0zNzN2Csip8/6prdF5wK5We0aVQ/2rUPvcwG5Fp+dDV0lCryuxSj3Fyd3fH6tWrce3aNfj5+UFfX3yArzzrOJHm4d9VfXdeTkRxhbAQ3QAfO8UFpupqdV9U8wXYck5YNXlydzeYq9DK5Mqm9nibBxkF+PN+Jjgc0KxROfp3svrjlSQUlFXB3coAQzs4KC4wFVd7VQi+gOGbs8L3mAndXNSqoK7UidPu3bthYmKCu3fv4u7du2L7OBwOJU5E7I8ru7AcP19PASBsbaJuC/mp/QF+JPIpkl+UwEyfhwndXBUal6qrPaavZhzfwHZ28LChBWXl5fXyQgy5xRXYc1W4DuD84FYqP6NLkWrfFJ+69wzx2UUw1NHEp/9podjAmpjUiVNycrI84iAq5PV6RsC2i49RUS2An7Mp3mst+YLORHo1d+EV1QL8eEXYNTr9vRYw0FboWt4qT3ijwHA75SXC459Dg8vBXJrRJVe1B4fvuJSIkko+vO2NEdLGRqFxqbqat/YqvgCbX7VoT+3RAsZ66rXW6Du9o9YMzKO6MKS2mhu+jPwyRKa9BCBsbaLXiXzVPO+HbqfhWUE5rI20MboLDcSXt5qX9eZXrU0f+TvAxYJqlMlTzSDlnMIK/HJDWD9oAb3HyF3N83408ilSc0thYcDDuK4uig1KAaQeHA4Iu+vatm0LHR0d6OjooG3btvjxxx9lHRtptoR/XBn5ZagWMPzH3QJd3MwVHJPqq/nISMktBQDM6uVO9YOaQM1ndUpuKXgaXMzsSQPx5e7Vc55VWI7KagE6uZihuxrUD1K02q91AJj+Xkvoq2GLttT/4+XLl2Pz5s2YOXMmAgICAAARERGYO3cu0tLSsHr1apkHSZqXf9/0LQimQbJNofbdtpOZHj7yd1RgNOqDU6u6zeguzrAz0VVgNOrh3+1K1NrUNGo/xbbGOviks5PiglEgqROnHTt2YNeuXRg5cqRo28CBA+Hj44OZM2dS4kTE3tSCvazRztFEUaGoldrP+5wgd2hpNKpBmUip5sNEj6eB6e+r1yBZRamdJPVoZUkV8ZvM6+ddnVu0pX5nraqqgr+/f53tfn5+qK6ulklQpHmr6QfncID51NrUZGo+TNytDPBhe6pW3VRqXu8TAl1hQWUfmkTtiXPUot10ap53F3M9DPNT37IPUidOoaGh2LFjR53tP/zwA0aNGiWToEjz1t7JBI5mupj+Xgu1qSSrDN73sIStsQ5WfdiGpmQ3ob7eNvC2N8bk7lStuql42xvDxVwPk7q5wtvBWNHhqI0erSxhY6SDVR+2VesWbQ7792p9bzBv3jzR99XV1fjpp5/g5OQkWqPu5s2bSEtLw5gxY7Bt2zb5RdsECgsLYWxsjIKCAhgZUR0WQgghpDmR9+e4RGOcoqKixH728/MDACQmCkvcW1hYwMLCArGxsTIOjxBCCCFEeUiUOIWHh8s7DkIIIYQQpad+BRjeoqbnsrCwUMGREEIIIURaNZ/fEoxEahSpE6fy8nJs27YN4eHhyMnJgUAgENsfGRkps+AUITc3FwDg6Eg1cAghhJDmKjc3F8bGsp88IHXiNHHiRJw9exbDhg1Dp06dVK7omJmZsB5IWlqaXJ5wIrnCwkI4OjoiPT2dBuorAboeyoOuhXKh66FcCgoK4OTkJPo8lzWpE6dTp07h9OnTCAwMlEc8CsflCqdYGhsb0x+AkjAyMqJroUToeigPuhbKha6Hcqn5PJf540r7C/b29jA0pNo8hBBCCFE/UidO33zzDRYvXozU1FR5xEMIIYQQorSk7qrz9/dHeXk53NzcoKenBy0tLbH9eXl5MgtOEbS1tbFixQpoa9PSCYpG10K50PVQHnQtlAtdD+Ui7+shUeXw2oKCgpCWloaJEyfC2tq6zuDwsWPHyjRAQgghhBBlIXXipKenh4iICLRr105eMRFCCCGEKCWpxzh5eHigrKxMHrEQQgghhCg1qROnDRs2YP78+bh06RJyc3NRWFgo9kUIIYQQoqqk7qqrqYvw77FNjDFwOBzw+XzZRUcIIYQQokSkbnEKDw9HeHg4Ll68KPZVs605++677+Di4gIdHR107twZt27dUnRIKm/9+vXo2LEjDA0NYWVlhUGDBiE+Pl7smPLycoSFhcHc3BwGBgYYOnQosrOzFRSxetmwYQM4HA7mzJkj2kbXo2llZGRg9OjRMDc3h66uLry9vXHnzh3RfsYYli9fDltbW+jq6iIoKAiPHz9WYMSqic/nY9myZXB1dYWuri5atGiBL7/8Umw9NLoW8vPPP/9gwIABsLOzA4fDwfHjx8X2S/Lc5+XlYdSoUTAyMoKJiQkmTpyI4uJi6YNhhDHG2MGDBxmPx2N79uxhsbGxbPLkyczExIRlZ2crOjSVFhISwvbu3csePHjAoqOjWd++fZmTkxMrLi4WHTN16lTm6OjILly4wO7cucO6dOnCunbtqsCo1cOtW7eYi4sL8/HxYbNnzxZtp+vRdPLy8pizszMbN24cu3nzJktKSmJnzpxhT548ER2zYcMGZmxszI4fP85iYmLYwIEDmaurKysrK1Ng5Kpn7dq1zNzcnJ06dYolJyez3377jRkYGLCtW7eKjqFrIT+nT59mS5cuZUePHmUA2LFjx8T2S/Lc9+nTh7Vr147duHGDXblyhbVs2ZKNHDlS6lgalTj9888/bNSoUSwgIIA9ffqUMcbYL7/8wq5cudKYh1MKnTp1YmFhYaKf+Xw+s7OzY+vXr1dgVOonJyeHAWCXL19mjDGWn5/PtLS02G+//SY6Ji4ujgFgERERigpT5RUVFTF3d3d27tw51qNHD1HiRNejaS1evJh169at3v0CgYDZ2NiwTZs2ibbl5+czbW1tduDAgaYIUW3069ePTZgwQWzbkCFD2KhRoxhjdC2a0r8TJ0me+4cPHzIA7Pbt26Jj/vrrL8bhcFhGRoZU55e6q+7IkSMICQmBrq4uIiMjUVFRAUC4qN66deukb/JSApWVlbh79y6CgoJE27hcLoKCghAREaHAyNRPQUEBgNeLLd+9exdVVVVi18bDwwNOTk50beQoLCwM/fr1E3veAboeTe3EiRPw9/fH8OHDYWVlBV9fX+zatUu0Pzk5GVlZWWLXw9jYGJ07d6brIWNdu3bFhQsXkJCQAACIiYnB1atX8cEHHwCga6FIkjz3ERERMDExgb+/v+iYoKAgcLlc3Lx5U6rzSZ04rVmzBjt37sSuXbvEqoYHBgYiMjJS2odTCi9evACfz4e1tbXYdmtra2RlZSkoKvUjEAgwZ84cBAYGom3btgCArKws8Hg8mJiYiB1L10Z+Dh48iMjISKxfv77OProeTSspKQk7duyAu7s7zpw5g2nTpmHWrFn4+eefAUD0nNN7l/wtWbIEI0aMgIeHB7S0tODr64s5c+Zg1KhRAOhaKJIkz31WVhasrKzE9mtqasLMzEzq6yP1kivx8fHo3r17ne3GxsbIz8+X9uEIEQkLC8ODBw9w9epVRYeittLT0zF79mycO3cOOjo6ig5H7QkEAvj7+4ta8319ffHgwQPs3LmTVmloYocPH8a+ffuwf/9+tGnTBtHR0ZgzZw7s7OzoWqgZqVucbGxs8OTJkzrbr169Cjc3N5kE1dQsLCygoaFRZ2ZQdnY2bGxsFBSVepkxYwZOnTqF8PBwODg4iLbb2NigsrKyTlJO10Y+7t69i5ycHHTo0AGamprQ1NTE5cuX8e2330JTUxPW1tZ0PZqQra0tvLy8xLZ5enoiLS0NAETPOb13yd/ChQtFrU7e3t4IDQ3F3LlzRS2zdC0UR5Ln3sbGBjk5OWL7q6urkZeXJ/X1kTpxmjx5MmbPno2bN2+Cw+Hg2bNn2LdvHxYsWIBp06ZJ+3BKgcfjwc/PDxcuXBBtEwgEuHDhAgICAhQYmepjjGHGjBk4duwYLl68CFdXV7H9fn5+0NLSErs28fHxSEtLo2sjB7169cL9+/cRHR0t+vL398eoUaNE39P1aDqBgYF1ynMkJCTA2dkZAODq6gobGxux61FYWIibN2/S9ZCx0tJSUR3DGhoaGhAIBADoWiiSJM99QEAA8vPzcffuXdExFy9ehEAgQOfOnaU7obSj2QUCAVuzZg3T19dnHA6HcTgcpqOjw7744gtpH0qpHDx4kGlra7OffvqJPXz4kH366afMxMSEZWVlKTo0lTZt2jRmbGzMLl26xDIzM0VfpaWlomOmTp3KnJyc2MWLF9mdO3dYQEAACwgIUGDU6qX2rDrG6Ho0pVu3bjFNTU22du1a9vjxY7Zv3z6mp6fHfv31V9ExGzZsYCYmJuyPP/5g9+7dYx9++CFNgZeDsWPHMnt7e1E5gqNHjzILCwu2aNEi0TF0LeSnqKiIRUVFsaioKAaAbd68mUVFRbHU1FTGmGTPfZ8+fZivry+7efMmu3r1KnN3d2+6cgSMMVZRUcFiY2PZzZs3WVFRUWMfRqls27aNOTk5MR6Pxzp16sRu3Lih6JBUHoA3fu3du1d0TFlZGZs+fTozNTVlenp6bPDgwSwzM1NxQauZfydOdD2a1smTJ1nbtm2ZtrY28/DwYD/88IPYfoFAwJYtW8asra2ZtrY269WrF4uPj1dQtKqrsLCQzZ49mzk5OTEdHR3m5ubGli5dyioqKkTH0LWQn/Dw8Dd+VowdO5YxJtlzn5uby0aOHMkMDAyYkZERGz9+fKPyF6mXXCGEEEIIUVcSz6qbMGGCRMft2bOn0cEQQgghhCgziVucuFwunJ2d4evri4Z+5dixYzILjhBCCCFEmUjc4jRt2jQcOHAAycnJGD9+PEaPHi2q7kwIIYQQog6kGuNUUVGBo0ePYs+ePbh+/Tr69euHiRMnIjg4GBwOR55xEkIIIYQoXKMHh6empuKnn37CL7/8gurqasTGxsLAwEDW8RFCCCGEKA2pC2CKfpHLBYfDAWMMfD5fljERQgghhCglqRKniooKHDhwAL1790arVq1w//59bN++HWlpadTaRAghhBCVJ/Hg8OnTp+PgwYNwdHTEhAkTcODAAVhYWMgzNkIIIYQQpSJVOQInJyf4+vo2OBD86NGjMguOEKJexo0bh/z8fBw/flwh5w8NDYWnpyc+//xzuTz+w4cPERwcjPj4eOjr68vlHIQQ+ZI4cRo3bpxEM+f27t37zkERQlTP294/VqxYgblz54IxBhMTk6YJqpaYmBj07NkTqampch16MGzYMLRr1w7Lli2T2zkIIfJDS64QQppEVlaW6PtDhw5h+fLliI+PF20zMDBQ6FjJSZMmQVNTEzt37pTref78809MnjwZaWlp0NSUeLQEIURJNHpWHSGESMPGxkb0ZWxsDA6HI7bNwMAA48aNw6BBg0S/895772HmzJmYM2cOTE1NYW1tjV27dqGkpATjx4+HoaEhWrZsib/++kvsXA8ePMAHH3wAAwMDWFtbIzQ0FC9evKg3Nj6fj99//x0DBgwQ2+7i4oI1a9ZgzJgxMDAwgLOzM06cOIHnz5/jww8/hIGBAXx8fHDnzh3R76SmpmLAgAEwNTWFvr4+2rRpg9OnT4v29+7dG3l5ebh8+fI7PqOEEEWgxIkQotR+/vlnWFhY4NatW5g5cyamTZuG4cOHo2vXroiMjERwcDBCQ0NRWloKAMjPz0fPnj3h6+uLO3fu4O+//0Z2djY++uijes9x7949FBQUwN/fv86+LVu2IDAwEFFRUejXrx9CQ0MxZswYjB49GpGRkWjRogXGjBkjWooqLCwMFRUV+Oeff3D//n1s3LhRrCWNx+Ohffv2uHLlioyfKUJIU6DEiRCi1Nq1a4cvvvgC7u7u+Oyzz6CjowMLCwtMnjwZ7u7uWL58OXJzc3Hv3j0AwPbt2+Hr64t169bBw8MDvr6+2LNnD8LDw5GQkPDGc6SmpkJDQwNWVlZ19vXt2xdTpkwRnauwsBAdO3bE8OHD0apVKyxevBhxcXHIzs4GAKSlpSEwMBDe3t5wc3ND//790b17d7HHtLOzQ2pqqoyfKUJIU6DEiRCi1Hx8fETfa2howNzcHN7e3qJt1tbWAICcnBwAwkHe4eHhojFTBgYG8PDwAAAkJia+8RxlZWXQ1tZ+4wD22uevOVdD5581axbWrFmDwMBArFixQpTQ1aarqytqISOENC+UOBFClJqWlpbYzxwOR2xbTbIjEAgAAMXFxRgwYACio6PFvh4/flyn5aeGhYUFSktLUVlZ2eD5a87V0PknTZqEpKQkhIaG4v79+/D398e2bdvEHjMvLw+WlpaSPQGEEKVCiRMhRKV06NABsbGxcHFxQcuWLcW+6qud1L59ewDCOkuy4OjoiKlTp+Lo0aOYP38+du3aJbb/wYMH8PX1lcm5CCFNixInQohKCQsLQ15eHkaOHInbt28jMTERZ86cwfjx4+tdV9PS0hIdOnTA1atX3/n8c+bMwZkzZ5CcnIzIyEiEh4fD09NTtD8lJQUZGRkICgp653MRQpoeJU6EEJViZ2eHa9eugc/nIzg4GN7e3pgzZw5MTEzA5db/ljdp0iTs27fvnc/P5/MRFhYGT09P9OnTB61atcL3338v2n/gwAEEBwfD2dn5nc9FCGl6VACTEEIgHCDeunVrHDp0CAEBAXI5R2VlJdzd3bF//34EBgbK5RyEEPmiFidCCIFwptsvv/zSYKHMd5WWlobPP/+ckiZCmjFqcSKEEEIIkRC1OBFCCCGESIgSJ0IIIYQQCVHiRAghhBAiIUqcCCGEEEIkRIkTIYQQQoiEKHEihBBCCJEQJU6EEEIIIRLSlObguLg4HDx4EFeuXEFqaipKS0thaWkJX19fhISEYOjQodDW1pZXrIQQQgghCiVRAczIyEgsWrQIV69eRWBgIDp16gQ7Ozvo6uoiLy8PDx48wJUrV1BYWIhFixZhzpw5lEARQgghROVIlDi5urpiwYIFGDVqFExMTOo9LiIiAlu3boWPjw8+//xzWcZJCCGEEKJwEiVOVVVV0NLSkvhBpT2eEEIIIaQ5kGhwuJaWFrZv3478/HyJHpSSJkIIIYSoIokX+TU2NkZVVRUGDRqESZMmoWfPnvKOjRBCCCFEqUhcjiArKws7d+5EZmYmevfuDVdXV3z55ZdIT0+XZ3yEEEIIIUpD4han2pKSkvDTTz/hl19+wdOnTxEUFISJEydi0KBB1E1HCCGEEJXVqMSpBmMM58+fx08//YTjx49DX18fOTk5soyPEEIIIURpvFPlcA6HA01NTXA4HDDGUFVVJau4CCFK5vr161i5cqXEk0SU3bp169ClSxdYWlpCR0cH7u7umDNnDp4/f17nWIFAgK+++gqurq7Q0dGBj48PDhw4oICoCSGK1qjEKT09HatXr4abmxt69+6NZ8+eYdeuXcjMzJR1fIQQJXH9+nWsWrVKZRKnu3fvon379li6dCm+++47fPjhh9i7dy+6du2KkpISsWOXLl2KxYsXo3fv3ti2bRucnJzwySef4ODBgwqKnhCiKBJ31VVWVuLo0aPYs2cPLl68CFtbW4wdOxYTJkyAm5ubvOMkhCjY119/jYULFyI5ORkuLi6KDkcujhw5gmHDhuHAgQMYMWIEACAjIwOurq749NNPsX37dgDCYQo9evRAcnIyUlJSoKGhociwCSFNSOIWJxsbG4wbNw5GRkY4efIkUlNTsWbNGkqaCFEDK1euxMKFCwEIVxLgcDjgcDhISUkBAOzduxc9e/aElZUVtLW14eXlhR07dtR5HA6Hg5UrV9bZ7uLignHjxsnxfyCZmoSwdqvaH3/8gaqqKkyfPl20jcPhYNq0aXj69CkiIiIafMxx48bBwMAAaWlp6N+/PwwMDGBvb4/vvvsOAHD//n307NkT+vr6cHZ2xv79+8V+v6qqCqtWrYK7uzt0dHRgbm6Obt264dy5c7L5TxNCpCLxIr9ffPEFQkNDYWlpKc94CCFKaMiQIUhISMCBAwewZcsWWFhYAIDo/WDHjh1o06YNBg4cCE1NTZw8eRLTp0+HQCBAWFiYzOJ4+fIl+Hz+W4/T09ODnp7eW49jjCE3NxfV1dV4/PgxlixZAg0NDbz33nuiY6KioqCvrw9PT0+x3+3UqZNof7du3Ro8D5/PxwcffIDu3bvjq6++wr59+zBjxgzo6+tj6dKlGDVqFIYMGYKdO3dizJgxCAgIgKurKwBh0rp+/XpMmjQJnTp1QmFhIe7cuYPIyEj07t37rf9HQoiMsXdQVFTECgoKxL4IIapp06ZNDABLTk6us6+0tLTOtpCQEObm5ia2DQBbsWJFnWOdnZ3Z2LFj3xqDs7MzA/DWrzed400yMzPFfs/BwYEdOnRI7Jh+/frV+X8wxlhJSQkDwJYsWdLgOcaOHcsAsHXr1om2vXz5kunq6jIOh8MOHjwo2v7o0aM68bdr147169dPov8PIUT+JG5xqpGcnIwZM2bg0qVLKC8vr52AgcPhSHQ3SAhRLbq6uqLvCwoKUFVVhR49euDMmTMoKCiAsbGxTM6zb98+lJWVvfU4SYcQmJmZ4dy5cygvL0dUVBSOHj2K4uJisWPKysqgra1d53d1dHRE+yUxadIk0fcmJiZo3bo1njx5go8++ki0vXXr1jAxMUFSUpLYsbGxsXj8+DHc3d0lOhchRH6kTpxGjx4Nxhj27NkDa2trcDgcecRFCGlGrl27hhUrViAiIgKlpaVi+2SZOAUGBsrkcWrweDwEBQUBAPr3749evXohMDAQVlZW6N+/PwBhUlhRUVHnd2tuHGsnjfXR0dGpM8zB2NgYDg4Odd5DjY2N8fLlS9HPq1evxocffohWrVqhbdu26NOnD0JDQ+Hj4yPdf5YQIhNSJ04xMTG4e/cuWrduLY94CCHNTGJiInr16gUPDw9s3rwZjo6O4PF4OH36NLZs2QKBQPDWx5C0pfr58+cSHWtgYAADAwOJHrO2rl27wtbWFvv27RMlTra2tggPDxe1qteoKb9iZ2f31setb9ZdfdtZrcnO3bt3R2JiIv744w+cPXsWP/74I7Zs2YKdO3eKtWIRQpqG1HWcOnbsSOvTEaKG6mtdPnnyJCoqKnDixAlMmTIFffv2RVBQ0BtbYkxNTevUgaqsrJS4BlzHjh1ha2v71q+vv/5a6v9fjfLychQUFIh+bt++PUpLSxEXFyd23M2bN0X75c3MzAzjx4/HgQMHkJ6eDh8fnzfOTiSEyJ/ULU4//vgjpk6dioyMDLRt27bO2nTUfEyIatLX1weAOolPTatJ7VaSgoIC7N27t85jtGjRAv/884/Yth9++EHiFidZjXEqKSkBh8OpM/PuyJEjePnyJfz9/UXbPvzwQ8ydOxfff/+9WB2nnTt3wt7eHl27dpUo9sbKzc2Fubm56GcDAwO0bNmSbmAJURCpE6fnz58jMTER48ePF22rWXKFBocTorr8/PwACKtojxgxAlpaWhgwYACCg4PB4/EwYMAATJkyBcXFxdi1axesrKzqtCRNmjQJU6dOxdChQ9G7d2/ExMTgzJkzovIGbyOrMU6PHz9GUFAQPv74Y3h4eIDL5eLOnTv49ddf4eLigtmzZ4uOdXBwwJw5c7Bp0yZUVVWhY8eOOH78OK5cuYJ9+/bJvfill5cX3nvvPfj5+cHMzAx37tzB77//jhkzZsj1vISQekg7Dc/T05MNGTKE3bhxgyUnJ7OUlBSxL0KI6vryyy+Zvb0943K5YqUJTpw4wXx8fJiOjg5zcXFhGzduZHv27KlTvoDP57PFixczCwsLpqenx0JCQtiTJ08kLkcgK8+fP2effvop8/DwYPr6+ozH4zF3d3c2Z84c9vz58zrH8/l8tm7dOubs7Mx4PB5r06YN+/XXXyU619ixY5m+vn6d7T169GBt2rSps93Z2Vms/MCaNWtYp06dmImJCdPV1WUeHh5s7dq1rLKyUor/MSFEViRecqWGvr4+YmJi0LJlS/lkcoQQQgghSkrqweE9e/ZETEyMPGIhhBBCCFFqUo9xGjBgAObOnYv79+/D29u7zuDwgQMHyiw4QgghhBBlInVXHZdbfyMVDQ4nhBBCiCqTOnEihBBCCFFXUo9xIoQQQghRVxIlTgcPHpT4AdPT03Ht2rVGB0QIIYQQoqwk6qrr0aMHcnJyMH78eAwYMACenp5i+wsKCnDt2jX8+uuvOHfuHHbv3t1sB4kLBAI8e/YMhoaGtIAxIYQQ0swwxlBUVAQ7O7sGx2U3lsRjnE6cOIFt27bh4sWL0NfXh7W1NXR0dPDy5UtkZWXBwsIC48aNw9y5c2FtbS3zQJvK06dP4ejoqOgwCCGEEPIO0tPT4eDgIPPHlXpw+IsXL3D16lWkpqairKwMFhYW8PX1ha+vr1wyuxouLi5ITU0V27Z+/XosWbJE9PO9e/cQFhaG27dvw9LSEjNnzsSiRYukOk9BQQFMTEyQnp4OIyMjmcROCCGEkKZRWFgIR0dH5Ofnw9jYWOaPL3UdJwsLCwwaNEjmgUhi9erVmDx5suhnQ0ND0feFhYUIDg5GUFAQdu7cifv372PChAkwMTHBp59+KvE5arrnjIyMKHEihBBCmil5DbeROnFSJENDQ9jY2Lxx3759+1BZWYk9e/aAx+OhTZs2iI6OxubNm6VKnAghhBBC6tOsyhFs2LAB5ubm8PX1xaZNm1BdXS3aFxERge7du4PH44m2hYSEID4+Hi9fvqz3MSsqKlBYWCj2RYgipeaW4KdryRiz5xZ6fn0JMen5ig6JELkoqajG2dgsfHb0HnpvvozvLz1RdEiEvFWzaXGaNWsWOnToADMzM1y/fh2fffYZMjMzsXnzZgBAVlYWXF1dxX6nZpB6VlYWTE1N3/i469evx6pVq+QbPCENqKwW4HZKHsIf5eBifA6SnpeI7b/wKAftHE0UExwhMpaeV4qLj3Jw4VEObiTmopIvEO07dDsd09+jBeSJclNo4rRkyRJs3LixwWPi4uLg4eGBefPmibb5+PiAx+NhypQpWL9+PbS1tRsdw2effSb22DWDygiRp+zCclyKz8HFRzm4+vgFSipfL1WkyeXA38UUReXViH1WCCruT5qzar4Ad1Nf4mJ8Di7G5eBxTrHYfkczXZjp8RDztAB8Ab3WifJTaOI0f/58jBs3rsFj3Nzc3ri9c+fOqK6uRkpKClq3bg0bGxtkZ2eLHVPzc33jogBAW1v7nRIvQiTBGMOTnGKcfZiNs7FZiHlaILbfwkAb77W2RE8PK3Rzt4CRjhZWnoh9lTgpKGhCGqmgtAqXEnJwIS4HlxOeo6CsSrRPg8uBn7MpenlYoZenFVpYGiA6PR+Dv7+uwIgJkZxEiVPtFpm3qek6k4SlpSUsLS0lPr626OhocLlcWFlZAQACAgKwdOlSVFVVQUtLCwBw7tw5tG7dut5uOkLkiS9giE5/ibOx2Tj7MBvJL153wXE4gI+DCd5/lSy1tTMGlys+A6RmQggDZU5E+WUXluPsw2yceZCFG0m5qK7VemSip4X3Wlmip6c1erhbwlhPS+x3a2Y/0U0CaQ4kSpyioqIkejB5Tf2LiIjAzZs38f7778PQ0BARERGYO3cuRo8eLUqKPvnkE6xatQoTJ07E4sWL8eDBA2zduhVbtmyRS0yEvEl5FR/XE1/g3MNsnHuYgxfFFaJ9PA0uAluaI7iNDXp5WsHKUKfBx+KAPkyIckt+UYIzsVk4E5uFqLR8sX2trA3Qy9MavTys4OtkCg1u/Z8PtEYDaU4kSpzCw8PlHUeDtLW1cfDgQaxcuRIVFRVwdXXF3LlzxVrCjI2NcfbsWYSFhcHPzw8WFhZYvnw5lSIgcldWyUd4fA7+vJ+JS49yxMYrGepooqeHFYK9bNCjtSUMtCXvHX/d4kSIcmCM4WFmIc48yMKZ2GzEZxeJ7fd1MkFIGxuEtLGBq4W+xI/LFbU40audKL9mMauuQ4cOuHHjxluP8/HxwZUrV5ogIqLuaidLF+NyUFb1OlmyMdJBcBtrBHvZoJOrGXiajav6UXMXLqAPE6JAjDHEPivEqXuZ+PP+M6TnlYn2aXI56OJmjpA21ujtZQMb44ZbUetTc5NAY8NJc9CoxOnOnTs4fPgw0tLSUFlZKbbv6NGjMgmMEGVTVsnHpVfJ0oV/JUuOZrro622Lvm1t4eNgLJNua9FD0IcJUYD4rCKcuvcMp+5lio3P09Hioru7JUJedTmb6PEaeBTp0Hg+0hxInTgdPHgQY8aMQUhICM6ePYvg4GAkJCQgOzsbgwcPlkeMhChMRTUf4Y+e49S9Z7j4KAeltbrhHEx10c/HFv28beFtL5tkqTZR94VMH5WQ+iU+L8apmEycuvdMrGyAtiYX77e2Qv92tujpYQU9nmw7K0Td0vRiJ82A1K/+devWYcuWLQgLC4OhoSG2bt0KV1dXTJkyBba2tvKIkZAmJRAw3ErJwx/RGfjzXiYKy19XqLc30UV/H1v09ZZdy1K9RB8m9GlC5OdZfhn+iH6GEzHPEJf5euUEngYX3VtZoL+PHYK8rKUanyct0UQIuZ2BENmR+i8hMTER/fr1AwDweDyUlJSAw+Fg7ty56NmzJ1XhJs3Wo6xCHI96hhPRGXhWUC7abmOkgwHtbNHfx07+yVItNR8mNO6DyFpReRX+epCFY5EZuJGcK2rp0eRyENjSAv19bBHcxgbGuloNP5CMcF8NA6SbBNIcSJ04mZqaoqhIOJPC3t4eDx48gLe3N/Lz81FaWirzAAmRp8wC4d328agMPMp6PUPIUFsTH3jbYJCvPTq7mjc4lVpeqPuCyFI1X4ArT17gWGQGzj7MQnnV66VOOruaYZCvPfq0sYGpvuzGLEmKSm+Q5kTqxKl79+44d+4cvL29MXz4cMyePRsXL17EuXPn0KtXL3nESIhMlVXycSY2C4fvpCMi6fXdtpYGB++3tsIgX3v09LCCjpaGQuN8PTacPk1I49TMiDsamYETMc/E6oq5WepjiK89PmxvD0czPQVGSaU3iGw8L6rAH9EZOHQ9Qa7nkTpx2r59O8rLhd0YS5cuhZaWFq5fv46hQ4fiiy++kHmAhMgCYwwxTwtw+E46TkY/Q1HF63FLnVyEd9t9vW1kOkPoXXGpmjJppLySShyNfIrf7jwVq7Vkps/DwHZ2GOxr36Tdzm8jukmgFzuRUjVfgPD45zh0Ox3h8TngCxgEFfLt/ZI6cTIzMxN9z+VysWTJEpkGRIgsPS+qwPGoDBy+ky42S8jBVBfD/BwwtIODwu+266Mkn2mkmeALGK4+eYHDt9Nx9mEWqvjCJISnyUVvL2sM8bVH91aW0NJoXF0xeaIWJyKt5BclOHwnHb/ffYrnRa9bUts7mqCvhzOm/J/8zi1R4lRYWAgjIyPR9w2pOY4QRam5Azl8Jx3hj3JEa2Zpa3LR19sWw/0c0MXNvM7acMqGCmASSTx9WYrf7jzFb3fSxSY1eNsb4+OOjhjQzq7JBnk3Vk3Ll4BmQpAGlFXycfp+Jg7dScet5DzRdnN9Hob6OeAjfwe0tDJEYWEhpsgxDokSJ1NTU2RmZsLKygomJiZvbN5ljIHD4YDP57/hEQiRv8yCMhy8lY5Dt9ORVfj6A6S9owmG+ztgQDs7GOko9weIGOqqI/WoqObjbGw2Dt9Jx9UnL0SvEWNdLQz2tcdH/o7wsms+N7FU65U05P7TAhy8nYYTtYZZcDlAj1aW+LijI3p6WDd6hYbGkChxunjxoqiLTtHr1hFSm0DA8M/j59h3Mw0X4rJFU/fN9XkY0kH4AeJubajYIBuJK+q+oI8TIvT0ZSn230zD4TvpeFH8etWGwJbm+MjfESFtbBQ+qaExONRXR/6lvIqPkzHP8OuNVMQ8LRBtdzTTxUd+jhjm7wBbY12FxCZR4tSjRw/R966urnB0dKzT6sQYQ3p6umyjI6Qez4sq8NvddBy4lSa2dlZnVzOM6uKMkDbW0NZsfh8gtdEUbQK8vjn49UYqLj7KEd0cWBtp4yN/Rwz3c4STuXKO05MUtTiRGikvSrDvZioO33mKgrIqAMJirCFtbTCioyMClGCYhdSDw11dXUXddrXl5eXB1dWVuuqI3DDGcCs5D/+7kYozsa8HvxrpaGKonwNGdXZCS6vm2br0JrTwqXp7WVKJ3+6m49cbaUjLez1LKLClOUK7OKOXp7VSDvRujNczSOnFro6q+QJcfJSD/91IxZXHL0Tb7U10MaqLEz7yd4SFgbYCIxQndeJUM5bp34qLi6Gj07iVsQlpSHkVHydinmHvtRSxJSHaO5pgVGcn9Pexgy6vebcuvcnrvzL6MFEn0en5+CUiBafuZaKyWlik0lBHE8P8HDCqszNaWhkoOELZo5sE9fSiuAIHb6Vh/8000cQGDgd4r5UlQgOc0aOVlUKKD7+NxInTvHnzAAj7opctWwY9vddNw3w+Hzdv3kT79u1lHiBRX1kF5fj1Rir230pDXolwPIeOFheDfe0xqrMz2tobKzhC+aLK4eqjmi/Amdhs7L6ahMi0fNH2NnZGCO3ijIHt7WS+sK4yovF86iEusxB7ribjj+hnqOQLbw5M9bTwUUdHjOrkrPRdzxL/JUZFRQEQtjjdv38fPN7rQoE8Hg/t2rXDggULZB8hUTuRaS+x91oK/rqfKSolYG+ii9AAZ4zo6KhURSrliUOz6lReQVkVDt1Ow8/XU5GRLxyrp6XBQX8fO4wJcEZ7xzfPYlY1dJOg+gQChvD4HOy+mozribmi7e0cTTA2wBl9vW2bzcQGiROnmtl048ePx9atW6leE5Gpar4Af97PxJ5rKYhJzxdt7+RihvGBLujtZQ1NFRnPISkOzapTWSkvSrD3WjJ+u/sUpZXCcaFm+jyM7uyE0QHOsDJUr2EPopsEBcdBZK+kohpHIp9i77UUJL8oASCcMfxBW1tM6OYKP2dTBUcoPanbfvfu3SuPOIiaKq2sxqHb6dh9NRlPXwrvuHkaXAxsb4dxXV1UvjuuITWz6mjch2pgjOFmch5+vJKEC49yRK0rra0NMaGbCz5sb99s7rhlTVR6g5qcVEZmQRl+upaCA7fSUFgurL1kqKOJkZ2cMCbAGQ6myt0d1xCpE6eSkhJs2LABFy5cQE5ODgQCgdj+pKQkmQVHVNeL4gr8fD0Fv0SkiqacmuvzMCbABaO6OCnVDApFoe4L1SAQMJx9mI0dlxPFWlPfb22Jid3cENjSXC264xpCpTdUx5OcIvz3chKOR2eIZj67mOthfKArhvk5QF+7+Y/Vk/p/MGnSJFy+fBmhoaGwtbVV+z94Ip3kFyXYdSUJv999Kpox5Gyuh8n/ccMwPwe1veN+k9e1bejTpDmqrBbgeFQGdv6TiKTnwi4KbU0uhvk5YEI3V7SwVL3ZcY1F9S+bv8i0l9h5KRFnH2aLtnVyNcOn/3FDTw8rhddekiWpE6e//voLf/75JwIDA+URD1FRMen52HEpEWceZonuKts5mmBqdzcEt7FRyimnisalT5NmqbiiGgdupmH31WTR0j9GOpoYE+CCcYEu1Jr6BqKbBGpyalYYY7ic8Bw7LiXiZq2144K9rDH1vRbo4NT8xi9JQurEydTUVLT8CiFvczslD99eeCxW1KynhxWmdHdDJ1czarFsAOVNzUtucQV+up6Cn6+niMZ0WBtpY1I3N4zs7AQDFeiikBt6rTcrNZN5dl5OEtXW09LgYFB7e0zp4aZShYjfROq/5C+//BLLly/Hzz//LFbLiZAajDFcT8zFtxcei+5CNLgcfNjeDlN7tECrZrp2nKII6C5cqeUUleOHy0n49WYqyquE3c9ulvqY2r0FPvS1a/ZL/zQFLpXeaBaq+QIcj36G7RcfIyVXWM1ej6eBTzo5YeJ/XBW2dlxTkzpx+uabb5CYmAhra2u4uLhAS0t8tfnIyEiZBUeaF8YYLsU/x7aLj0VF/LQ0OBjm54BpPVoqfVEzZUN1nJRbTmE5dl5Owr6bqah4NV6vnYMxpr3XEsFe1io1pkPeaj9T9a1OQRSnii/AscgMbA9/Ilr+x0yfh/FdXRAa4Kw2tfVqSJ04DRo0SA5hkOaMMeGsoW0XH+NBhrDZVluTi5GdnPBpdzfYmajHXYiscan7QillFZRj5+VE7L+VJprg4Otkgtm93NGjlSV96DdC7eeMsdfd1ESxKqsFOBL5FN+FPxGVizHX5+HT7m4Y3cVZJWbINYbU/+sVK1bIIw7SDNW0MH1zLl6UMOlqaSA0wBmT/uOqdkX8ZI0GzCqXZ/ll2Hk5EQdvpYuWifB3NsXsIHd0a2lBCdM7EGtxUlgUpEZFNR+/332K78MTRRXtLQy0MbWHGz7p7KQWy/80pFH/+/z8fPz+++9ITEzEwoULYWZmhsjISFhbW8Pe3l7WMRIldP3JC3x9Nl7UJafP08C4QBdM7OYGM331araVF+qqUw7PiyrwXfgT7L+ZJkqYOrmYYXaQO7q2oBpMslD7KRQwBg3Qc6oI1XwBjkZmYOuFx6KEydJQG1N7tMAnnZxUcjH1xpA6cbp37x6CgoJgbGyMlJQUTJ48GWZmZjh69CjS0tLwyy+/yCNOoiTupOTh67PxuJEkHPSto8XF2AAXTOnRghImGaMlVxSroLQKP1xJxJ6rKSirEi6L0sXNDLN7tUJAC3MFR6da/t1VR5qWQMBw+kEmNp9NQNKrZVGsjYQJ08hOTlRf71+kTpzmzZuHcePG4auvvoKh4evZUX379sUnn3wi0+CI8rj3NB/fnE3A5YTnAITLonzS2QnT32sBKyPqkpOH1111Cg1D7ZRWVmPvtRT893KiqKxAe0cTLAxpjcCWFgqOTjXVbnGiG4WmUzPcYtOZeDx8VVbAVE8LYe+3xOguzpQw1UPqxOn27dv473//W2e7vb09srKyZBIUUR5Jz4vx1d/x+DtWeG01uRwM93fAjJ7usKdB33JFXXVNq6KajwM307A9/AleFFcCEK4jtyCkNYI8rahLTo7EZ9UpLAy1cis5D5vOPMLtlJcAAANtTUz+jxsmdHOBoY7WW35bvUmdOGlra6OwsLDO9oSEBFhaWsokKKJ4z4sqsPVCAg7cSgdfwMDlAIN87TG7lzuczfUVHZ5aoK66psEXMByLysCWcwmicR3O5nqY17sV+vvYUVX7JkBJadOJfVaAr/6OF/UeaGtyMa6rC6b2aAFTGm4hEakTp4EDB2L16tU4fPgwAOELPi0tDYsXL8bQoUNlHmBtf/75J1avXo179+5BR0cHPXr0wPHjx0X709LSMG3aNISHh8PAwABjx47F+vXroamp3jMApFFSUY0f/knCritJKK0Ujuvo5WGFxR94UOHKJlaz8KmA8ia5ufr4BdaejhNVP7Y20sasXu74yN8RWhpcBUenPmqnTVTwVT4yC8rwzdkEHIl8CsaEvQcjOjliZk93WNNwC6k0qgDmsGHDYGVlhbKyMvTo0QNZWVkICAjA2rVr5REjAODIkSOYPHky1q1bh549e6K6uhoPHjwQ7efz+ejXrx9sbGxw/fp1ZGZmYsyYMdDS0sK6devkFpeqqOILcPB2Oraef4wXxRUAhMX8PuvriS5uNBBWEUQtTvQ5InPxWUVY/1ccLsUL77oNdTQx4/2WGNvVhcZ1KACXBofLTXFFNf57ORG7riSJKtsPaGeHBcGtqPegkaROnIyNjXHu3Dlcu3YNMTExKC4uRocOHRAUFCSP+AAA1dXVmD17NjZt2oSJEyeKtnt5eYm+P3v2LB4+fIjz58/D2toa7du3x5dffonFixdj5cqV4PGoCfJNGGM4E5uNr/5+JJpN4Wyuh0UhHujrbUNN6Ar0uoeIPklkJaewHFvOJ+DQ7XQIXt11hwY4Y1ZPd+qmUCDxweFEFqpf3Qz/3/kE0Zi9ji6mWNrPC+0dTRQbXDMndeL0yy+/4OOPP0ZgYCACAwNF2ysrK3Hw4EGMGTNGpgECwmVcMjIywOVy4evri6ysLLRv3x6bNm1C27ZtAQARERHw9vaGtbW16PdCQkIwbdo0xMbGwtfX942PXVFRgYqKCtHPbxq/papinxVg9cmHovXkzPR5mN3LHSM7OYGnSd0UilbTVUd34O+utLIau/5Jxn//SRR1QX/Q1gaL+njA1YLuupUJFXx9N4wxXHyUg/V/PcKTnGIAgKuFPpZ84IFgL2u6GZYBqROn8ePHo0+fPrCyshLbXlRUhPHjx8slcUpKSgIArFy5Eps3b4aLiwu++eYbvPfee0hISICZmRmysrLEkiYAop8bmu23fv16rFq1SuYxK7Pc4gp8fTYBB2+ngTHh4MDJ/3HDlB5uNJtCmbx6f6MxH40nEDAcj87Ahr8eIadIeIPU3tEEX/TzhL+LmYKjIzXEC2AqLo7mLj6rCKtOxuJ6Yi4AYWmBOUGt8ElnJxqzJ0NSJ071LcD49OlTGBsbS/VYS5YswcaNGxs8Ji4uDgKBsF926dKlogHoe/fuhYODA3777TdMmTJFqvPW9tlnn2HevHminwsLC+Ho6Njox1NmldUC/BKRgq0XHqPoVX2a/j62WPKBBxxMaQFeZSOq46TQKJqve0/zsfJErKi6vaOZLhb38UA/b1u661YyXOqreycFpVXYcj4B/7uRCr6AgafJxYRAV0x7rwWMdelmWNYkTpx8fX3B4XDA4XDQq1cvsZlqfD4fycnJ6NOnj1Qnnz9/PsaNG9fgMW5ubsjMzAQgPqZJW1sbbm5uSEtLAwDY2Njg1q1bYr+bnZ0t2lcfbW1taGtrSxV3c8MYQ3h8DtacihONY2pjZ4QVA9qgkyvddSsrquPUOC+KK/D1mXgcupMOxgA9ngZm9GyJid1coa1JA7+VkfhadfSClxRfwHDodjo2nXmEl6VVAIA+bWywtJ8nHM3oZlheJE6cBg0aBACIjo5GSEgIDAwMRPt4PB5cXFykLkdgaWkpUe0nPz8/aGtrIz4+Ht26dQMAVFVVISUlBc7OzgAgmtWXk5Mj6kY8d+4cjIyMxBIudZP8ogQrT8SKanZYGPCwMKQ1hvk5Un0aJccV1XEikqjiC/C/iFRsOZ8galEd1N4OSz7whI0xTbdWZrTkivTupORhxYlYxD4Tjst1tzLAigFt0M2dqtvLm8SJ04oVKwAALi4u+Pjjj6Gj03RvREZGRpg6dSpWrFgBR0dHODs7Y9OmTQCA4cOHAwCCg4Ph5eWF0NBQfPXVV8jKysIXX3yBsLAwlW9RepPyKj6+D3+CnZeTUMkXQEuDgwmBrpjRsyWNY2omXpcjoE+St7n25AVWnojF41eDYdvYGWHVwDY0jqmZEG9xIg3JLizH+tNxOB79DICwlMbcoFYIDXCmcUxNROoxTmPHjgUA3L17F3FxcQCANm3a1DtrTVY2bdoETU1NhIaGoqysDJ07d8bFixdhamoKANDQ0MCpU6cwbdo0BAQEQF9fH2PHjsXq1avlGpcyuvgoGytOxCI9T1gFuXsrS6wa2IZmDzUzNKvu7XIKy7H61EOcuifszjfTF7aofuRPLarNifjgcHrBv0k1X4BfIlLxzdl4lFTyweEAH/s7YkFIa1gYqF/jgCJJnTjl5ORgxIgRuHTpEkxMTAAA+fn5eP/993Hw4EG5LbuipaWFr7/+Gl9//XW9xzg7O+P06dNyOX9z8PRlKVadfIhzD1+N7TLSwYoBXujTluoxNUe05Er9+AKGfTdTsenveBRVVIPLAcYEuGBuUCsY61GLanNDXXUNi07Px9Jj90Xdcr5OJlg1sA18HEwUG5iakjpxmjlzJoqKihAbGwtPT08AwMOHDzF27FjMmjULBw4ckHmQpGGV1QL8eDUJ3154jPIqATS5HEzs5opZvdyhr03LzTR39EEi7kFGAT4/dh/3nhYAEFa4XzvYG23tpZvVS5QLhyN8rdONwmsFZVX4+kw8fr2ZCsYAIx1NLPnAEyM6OoJLLaoKI/Wn6t9//43z58+LkiZAONvtu+++Q3BwsEyDI293OyUPS47cQ+Jz4Wy5Tq5mWDOoLa0rpwK4NKtOTFF5Fb45m4BfIlIgYIChtiYW9WmNTzo7U7ecCuDg1fgmer2DMYaT9zLx5amHeP6q/tgQX3t83s+TuuWUgNSJk0AggJZW3aZwLS0tUb0lIn+F5VX46u9H+PWGsByDhQEPn/f1xGBfe+qWUxHUVSfEGMNfD7Kw6mQssguFHyID29nhi/6esDKk2XKqgvOqyUm9X+1AyosSLPvjAa48fgEAcLPUx5pBbdG1Bc2WUxZSJ049e/bE7NmzceDAAdjZ2QEAMjIyMHfuXPTq1UvmAZK6zj3MxrLjD5BVWA5AOEDw876eNLZDxdQMDlfnSsrZheVYeuwBzscJx+25mOvhy0Ft8R93+YylJIpTc7unroPDq/kC7L6ajM3nElBRLQBPk4sZ77fElB5uVH9MyUidOG3fvh0DBw6Ei4uLqMJ2eno62rZti19//VXmAZLXcorKserEQ/x5XziDyMVcD+uGeNOdiIriqHHpcMYYDt9Jx5o/41BUXg0tDQ6m9WiB6e+3hI4WfYioImHXNFPLrulHWYVY9Ps90bi9bi0tsGZQW7jQTGilJHXi5OjoiMjISJw/fx6PHj0CAHh6eiIoKEjmwREhxhh+u/MUa/58iMLyamhwOZj8HzfMCXKnDxEVxlXTrrr0vFJ8dvQ+rj4RdlW0czDGV8PaobUNjdtTaWpY8LWyWoDvwp/g+0tPUMVnMNLRxBf9vTDcz4GGXCixRk254nA46N27N3r37i3reMi/pOeVYvGRe6JFG9vaG2HDEB+aQaQW1GtwuEDA8HNECjadiUdpJR/amlzMD26FCYGu0KTCfipP1MCqJi/4mPR8LPr9HuKziwAAwV7WWDOoLayMaNyesmtU4nThwgVs2bJFVADT09MTc+bMoVYnGWKM4cCtdKz98yFKKvnQ0eJiXm/6EFEnNTec6jDm40lOMRYfuYe7qS8BCGeHbhzqQ0Vb1cjrSvmKjUPeyir52HwuHruvJkPAAHN9HlZ92IYWn25GpE6cvv/+e8yePRvDhg3D7NmzAQA3btxA3759sWXLFoSFhck8SHXzLL8Mi4/cE82q6Ohiik3D2lF/t5pRhyFOfAHDnqvJ2HQ2HpXVAujzNLCkrydGdXKiOjVqRh0q5UemvcT8wzFIfrXY+mBfeyzr7wUzfZ6CIyPSkDpxWrduHbZs2YIZM2aIts2aNQuBgYFYt24dJU7vgDGG3+8+xeqTD1FUUQ1tTS4WhrTG+EBXqlOjhjgqXscpPa8U83+Lwa3kPABAj1aWWDfEG/YmugqOjCiCKo/pq6wW4NsLj/H9pScQMOGqDuuGtEVPD2tFh0YaQerEKT8/H3369KmzPTg4GIsXL5ZJUOoop7Acnx29jwuPcgAA7R1N8PXwdmhpZaDgyIiicFV0sGzNjLnVJ4Xd0Po8DXzR3wsjOjpSV4UaU9UbhUdZhZh3KAYPM4XLpQz2tcfKgW1grEvlY5orqROngQMH4tixY1i4cKHY9j/++AP9+/eXWWDq5NS9Z1h67AEKyqrA0+BiTm93fPofNxrLpOZelyNQnU+SnMJyLDl6Hxdf3SB0dDHFN8Pbw8lcT8GREUVTta5pvoBh15UkbD6bgEq+AKZ6Wlg32BsfeNsqOjTyjqROnLy8vLB27VpcunQJAQEBAIRjnK5du4b58+fj22+/FR07a9Ys2UWqgorKq7DiRCyORmYAEM6Y+2Z4e5p2TQCoXgHMP+9lYunx+8gvFd4gLAhphYnd3Kgbmgip0GSI1NwSzD8cgzuvJjsEeVph3RBvqnSvIqROnHbv3g1TU1M8fPgQDx8+FG03MTHB7t27RT9zOBxKnBpwNzUPcw5FIz2vDFwOEPZ+S8zq5Q4tamUiNVRkzEdReRWW/xGLY1HCGwQvWyNs+ZhuEIg4VWhgram5t/JkLEpfdUOvGNAGw/2pLpMqkTpxSk5OlkccaqOaL8C2i0+w7eJjCBhgb6KL/xvRHh1dzBQdGlEyqvBBEpX2ErMPRiMtrxRcDjD9PeENAk+TbhCIuNezKJvnC76grAqfH7uPP+8JV3bo5GqGb4a3g6MZdUOrmkbVcSKNk5pbgjmHohGVlg8AGNTeDqsHtYWRDg0SJHVxm/FgWb6AYeflRGw5l4BqAYO9iS62jmgPf7pBIPVozjcKd1LyMPtgNDLyy6DB5WBe71aY2qMFdUOrKEqcmgBjDEciM7DijwcoqeTDUFsTawa3xYft7RUdGlFizbUAZlZBOeYeikZEkrDafT8fW6wb7E2ziEiDarqymtOYvmq+AN+FJ2LrhQQIGOBkpoetI9rD18lU0aEROaLESc5KKqrxxfEHovEdnVzMsPnjdnAwpeZb0jAOmt/d6tnYLCw6cg/5pVXQ42lg5cA2tO4WkcjrjrrmkTll5JdhzsEo3E4RDgAf7GuP1R+2gSH1IKg8SpzkKC6zEGH7I5H0vARcDjA3qBWmv9+Smm+JRJrTEhTlVXys/TMO/7uRCkA4Q/TbEb5ws6Q6ZEQyzamO01/3M7H4yD0UllfDQFsTXw5qg8G+DooOizQRSpzkoGaduVUnY1FRLYC1kTa+HeGLzm7mig6NNCOcZjKrLjW3BNN+jRQV+Jv8H1csDPGgAeBEKs3hRqGyWoB1p+Pw0/UUAEA7RxN8O6I9nM1pOSx10qjE6cqVK/jvf/+LxMRE/P7777C3t8f//vc/uLq6olu3brKOsVkpKq/C58ce4GTMMwDCZSQ2f9QO5gbaCo6MNDfNYe2uvx9kYuFv91BUUQ0zfR42f9QO77W2UnRYpBlS9q66py9LEbY/CjHp+QCAKd3dsCCkNZWQUUNSX/EjR44gJCQEurq6iIqKQkVFBQCgoKAA69atk3mAzcmDjAIM2HYVJ2OeQYPLwZIPPLB3XEdKmkijKPPg8MpqAVadjMXUXyNRVFENf2dT/DmrGyVNpNGUucXpQlw2+n17FTHp+TDW1cKPY/zxWV9PSprUlNQtTmvWrMHOnTsxZswYHDx4ULQ9MDAQa9askWlwzUVN19zKk7GorBbAzlgH2z7xhZ8zTb0mjaesVW0y8ssQti8S0XTnTWRIGVtYq/kCfH02ATsvJwIA2jkYY/snHag2k5qTOnGKj49H9+7d62w3NjZGfn6+LGJqVsqr+Fj+xwMcvvMUANDLwwpfD28HU32egiMjzR3n9SAnpRH+KAdzD0cjv7QKRjqa+Oaj9ujtRSu8k3fHVbIxfdmF5Zi5Pwq3UvIAAOO6uuDzvp40do9InzjZ2NjgyZMncHFxEdt+9epVuLm5ySquZiE9rxTT9t3Fg4xCcDnAgpDWmNajBU29JjLBVaK8iS9g2HIuAdvDnwAAfByM8R3deRMZUqZZdRGJuZixPxK5JZUw0NbExqE+6OdDi/MSIakTp8mTJ2P27NnYs2cPOBwOnj17hoiICCxYsADLli2TR4xK6Z+E55h1MAr5pVUw1dPCtpEd0M3dQtFhERXyesyHYj9JCkqrMPtQFC7FPwcAjAlwxtJ+ntDW1FBoXEQ1KfLVzhjD3mspWHs6DnwBg4eNIXaM9oOrBc2aI69JnTgtWbIEAoEAvXr1QmlpKbp37w5tbW0sWLAAM2fOlEeMSkUgYPj+0hN8cy4BjAnvvHeM9oO9ia6iQyMqR/GVlOOzivDp/+4gNbcU2ppcbBzqg0G+VPGeyJ6iJ0OUV/Hx2dH7omLFg9rbYf0QH+jy6AaBiJM6ceJwOFi6dCkWLlyIJ0+eoLi4GF5eXjAwUP1Cd4XlVZh/OAbnHmYDAEZ0dMTKgW2go0V/WET2FF3H6fT9TCz4LQallXzYm+jiv6F+aGtvrJBYiOpT5Ky6py9LMeV/dxH7rBAaXA6W9vXE+EAXGnZB3qjRBTB5PB68vLxkGYtSS3xejMk/30HSixLwNLhY9WEbjOzkpOiwiApT1KKnfAHD12fjseOScCZRYEtzbBvZAWY04YHIEZejmHmk15+8QNj+SLwsrYKZPg/ffdIBAS2oWDGpn9SJU0lJCTZs2IALFy4gJycHAoFAbH9SUpLMglMWlxOeY8b+SBSVV8POWAc7RvuhnaOJosMiKo6rgMGy+aWVmHUwGv8kCMczfdrdDYtCWkOTSg0QOWvqGwXGGHZfTca603EQMMDb3hg7Q2nYBXk7qROnSZMm4fLlywgNDYWtra1KN2X++w/Lz9kUO0f7wdKQCloS+WvqweGPs4sw6RfheCYdLS6+GtYOA9vZNcm5Can5LGmKMX3/Hs80pIM91g32pmEXRCJSJ05//fUX/vzzTwQGBsojnje6dOkS3n///Tfuu3XrFjp27AgAuHfvHsLCwnD79m1YWlpi5syZWLRoUaPOWVHNx5e/38Nvd4X1mYb7OWDN4LY0mvHPbQAAXYdJREFUk4g0GVFBwCY416X4HMzcH4Wiimo4mOrih1B/eNkZNcGZCRF63eIk31f886IKfPq/O4hKy4cGl4Nl/TwxtiuNZyKSkzpxMjU1hZlZ01bE7tq1KzIzM8W2LVu2DBcuXIC/vz8AoLCwEMHBwQgKCsLOnTtx//59TJgwASYmJvj000+lPufEn+7gXk4luBzg876emNjNlf6wSJNqisGyjDH8dD0FX556CAEDOrmYYWeoH41nIk2vCeqWxWUWYuJPt/GsoBzGulrYMaoDurakMjJEOlInTl9++SWWL1+On3/+GXp6TVP8jsfjwcbGRvRzVVUV/vjjD8ycOVOUzOzbtw+VlZXYs2cPeDwe2rRpg+joaGzevLlRiVN0ej6MjY2w/ZMO6NHKUmb/F0IkJe9ZdVV8AVaeiMW+m2kAhK2qawd7U2VkohDyHtN37mE2Zh+MQmklH24W+vhxrD/cLFV/NjiRPakTp2+++QaJiYmwtraGi4sLtLS0xPZHRkbKLLj6nDhxArm5uRg/frxoW0REBLp37w4e7/WdckhICDZu3IiXL1/C1NT0jY9VUVEhWqgYELZcAYCzuR5+mhKIFvSHRRREnmt3FZRWYfr+u7j2JBccDvDZBx6Y/B83alUlCvN6Tp1sX/CMMfzwTxI2/P0IjAlniX7/iR+M9bTe/suEvIHUidOgQYPkEIZ0du/ejZCQEDg4OIi2ZWVlwdXVVew4a2tr0b76Eqf169dj1apVdbbvn9QFjpQ0EQV6XRBQto+b9LwYk16V1tDnaWDrCF8E0XpzRMHk0TVdWS3A0mP3RWNVR3V2wsqBbWhBavJOpE6cVqxYIbOTL1myBBs3bmzwmLi4OHh4eIh+fvr0Kc6cOYPDhw/LJIbPPvsM8+bNE/1cWFgIR0dHuhshCve68Ud2nyQ3k3Lx6f/uoqCsCvYmuvhxrD88bWkQOFE8WbewFpRW4dP/3cHN5DxwOcDy/l40CJzIRKMLYMrC/PnzMW7cuAaP+ffCwXv37oW5uTkGDhwott3GxgbZ2dli22p+rj0+6t+0tbWhrU3lBYjykfUHyYmYZ1hwOAaVfAF8nUzwQ6g/ldYgSkOWY/qevizFuL238SSnGAbamtj+iS/ea231zo9LCNCIxInP52PLli04fPgw0tLSUFlZKbY/Ly9P4seytLSEpaXkA68ZY9i7dy/GjBlTZ2xVQEAAli5diqqqKtG+c+fOoXXr1vV20xGizLgymmVUM8Zj/V+PAAAhbayxdYQv1awhSoUjo8HhDzIKMP6n23heVAEbIx3sHd+RWlWJTEnd0btq1Sps3rwZH3/8MQoKCjBv3jwMGTIEXC4XK1eulEOIr128eBHJycmYNGlSnX2ffPIJeDweJk6ciNjYWBw6dAhbt24V64YjpDmRxaKnfAHD8j9iRUnT+EAXfD/Kj5ImonRqOtDe5fUeHp+Dj/4bgedFFfCwMcSxsK6UNBGZk7rFad++fdi1axf69euHlStXYuTIkWjRogV8fHxw48YNzJo1Sx5xAhAOCu/atavYmKcaxsbGOHv2LMLCwuDn5wcLCwssX768UaUICFEO73YHXlbJx8wDUTgflw0OB/iinxcmdnN9+y8SogCcd2xhPXgrDUuPPwBfwNCtpQW+H90BRjo0VpXIntSJU1ZWFry9vQEABgYGKCgoAAD0798fy5Ytk210/7J///4G9/v4+ODKlStyjYGQpvIuS668KK7AxJ/vICY9HzxNLrZ+3B4feNvKOEJCZKexa/wyxrD5XAK2XXwCQLh8yoYhPlSPjMiN1K8sBwcHURXvFi1a4OzZswCA27dv0yBrQmSosWvFp+aWYOiO64hJz4eJnhb2T+pMSRNReqICmFK84qv4Aiz47Z4oaZrVyx3fDG9HSRORK6lbnAYPHowLFy6gc+fOmDlzJkaPHo3du3cjLS0Nc+fOlUeMhKglbiP6Lh4+K8SYPbfworgCjma6+Gl8JyriSpqF12vVSXZ8eRUfYfsiceFRDjS4HKwb3BYfd3SSW3yE1JA6cdqwYYPo+48//hjOzs64fv063N3dMWDAAJkGR4g6k3Zw+K3kPEz8+TaKyqvhaWuEnyd0hJWhjhwjJESGXr3gJSn4WlBWhck/38GtlDxoa3Lx3ScdqIgraTJSJU5VVVWYMmUKli1bJqrS3aVLF3Tp0kUuwRGizkR1nCQ49vzDbITtj0RFtQAdXUzx49iOMNalgbGk+Xjd4tTwKz6nqBxj99xGXGYhDLU1sXtcR3RybdqF54l6k6ojWEtLC0eOHJFXLISQWiRdguLI3aeY8utdVFQL0MvDCr9M6ExJE2l2JOmZTsstxbAdEYjLLISFgTYOTQmgpIk0OalH0A0aNAjHjx+XQyiEkNokqaT845UkzP8tBnwBw5AO9tgZ6gddHtVoIs0P9y0FMOMyCzF053Wk5ZXC0UwXR6YFwMuOajSRpif1GCd3d3esXr0a165dg5+fH/T19cX2y7OOEyHqpKFKyowxbDoTj+8vJQIAJnZzxdK+nuByaR0u0jy9fuXWfcHfTsnDhJ+E4/c8bAzxy4ROsDKi8XtEMaROnHbv3g0TExPcvXsXd+/eFdvH4XAocSJERuqbZSQQMKw6GYufI1IBAAtDWmP6ey1o8VLSrL2eDCG+/erjF5j8yx2UVfHh72yK3WM70iLsRKGkTpySk5PlEQch5F/e1FXHFzAsPXYfB2+nAwDWDGqL0V2cFREeITL1pkWtLz7KxtRfI1FZLUCPVpbYOZq6ooniSZ041VYz+4HudAmRvX9/kFTzBVj4+z0ci8oAlwN8Nawdhvk5KDBCQmToXzcKfz/IxMwDUajiM/T2ssb2T3yhrUlJE1G8RpVX3b17N9q2bQsdHR3o6Oigbdu2+PHHH2UdGyFqjVtrllFltQCzDkbhWFQGNLkcfDvSl5ImolK4tWaR/hGdgbD9wqSpv48tvh/VgZImojSkbnFavnw5Nm/ejJkzZyIgIAAAEBERgblz5yItLQ2rV6+WeZCEqKVXHyR8AcP0fXdxPi4HPA0utn/ii+A2NoqNjRAZq2lhPR6VgYvxOWAMGNrBAV8N84EGTXogSkTqxGnHjh3YtWsXRo4cKdo2cOBA+Pj4YObMmZQ4ESIjnFrzjM7H5UBbk4v/hvrhvdZWCoyKEPmoGfFx4VEOAGBUZyd8+WFbmilKlI7UiVNVVRX8/f3rbPfz80N1dbVMgiKE1FotHoAeTwM/jvVH1xYWiguIEDmq/XqfEOiKZf09afwsUUpSj3EKDQ3Fjh076mz/4YcfMGrUKJkERQgBDHU0YaKnBUNtTfxvYidKmohKczLTAwCEvd+Ckiai1DjsbQsDAZg3b57o++rqavz0009wcnISrVF38+ZNpKWlYcyYMdi2bZv8om0ChYWFMDY2RkFBAYyMqCotUayconLwNLgw0eMpOhRC5KqyWoCM/DK4Wui//WBCGiDvz3GJEqf3339fsgfjcHDx4sV3DkqRKHEihBBCmi95f45LNMYpPDxc5icmhBBCCGlu3qkApiqqaYArLCxUcCSEEEIIkVbN57cEHWqNInXiVF5ejm3btiE8PBw5OTkQCARi+yMjI2UWnCLk5uYCABwdHRUcCSGEEEIaKzc3F8bGxjJ/XKkTp4kTJ+Ls2bMYNmwYOnXqpHIzH8zMzAAAaWlpcnnCieQKCwvh6OiI9PR0Gm+mBOh6KA+6FsqFrodyKSgogJOTk+jzXNakTpxOnTqF06dPIzAwUB7xKByXK6zQYGxsTH8ASsLIyIiuhRKh66E86FooF7oeyqXm81zmjyvtL9jb28PQ0FAesRBCCCGEKDWpE6dvvvkGixcvRmpqqjziIYQQQghRWlJ31fn7+6O8vBxubm7Q09ODlpaW2P68vDyZBacI2traWLFiBbS1tRUditqja6Fc6HooD7oWyoWuh3KR9/WQqABmbUFBQUhLS8PEiRNhbW1dZ3D42LFjZRogIYQQQoiykDpx0tPTQ0REBNq1ayevmAghhBBClJLUY5w8PDxQVlYmj1gIIYQQQpSa1InThg0bMH/+fFy6dAm5ubkoLCwU+yKEEEIIUVVSd9XV1EX499gmxhg4HA74fL7soiOEEEIIUSJStziFh4cjPDwcFy9eFPuq2dacfffdd3BxcYGOjg46d+6MW7duKToklbd+/Xp07NgRhoaGsLKywqBBgxAfHy92THl5OcLCwmBubg4DAwMMHToU2dnZCopYvWzYsAEcDgdz5swRbaPr0bQyMjIwevRomJubQ1dXF97e3rhz545oP2MMy5cvh62tLXR1dREUFITHjx8rMGLVxOfzsWzZMri6ukJXVxctWrTAl19+KbYeGl0L+fnnn38wYMAA2NnZgcPh4Pjx42L7JXnu8/LyMGrUKBgZGcHExAQTJ05EcXGx9MEwwhhj7ODBg4zH47E9e/aw2NhYNnnyZGZiYsKys7MVHZpKCwkJYXv37mUPHjxg0dHRrG/fvszJyYkVFxeLjpk6dSpzdHRkFy5cYHfu3GFdunRhXbt2VWDU6uHWrVvMxcWF+fj4sNmzZ4u20/VoOnl5eczZ2ZmNGzeO3bx5kyUlJbEzZ86wJ0+eiI7ZsGEDMzY2ZsePH2cxMTFs4MCBzNXVlZWVlSkwctWzdu1aZm5uzk6dOsWSk5PZb7/9xgwMDNjWrVtFx9C1kJ/Tp0+zpUuXsqNHjzIA7NixY2L7JXnu+/Tpw9q1a8du3LjBrly5wlq2bMlGjhwpdSyNSpz++ecfNmrUKBYQEMCePn3KGGPsl19+YVeuXGnMwymFTp06sbCwMNHPfD6f2dnZsfXr1yswKvWTk5PDALDLly8zxhjLz89nWlpa7LfffhMdExcXxwCwiIgIRYWp8oqKipi7uzs7d+4c69GjhyhxouvRtBYvXsy6detW736BQMBsbGzYpk2bRNvy8/OZtrY2O3DgQFOEqDb69evHJkyYILZtyJAhbNSoUYwxuhZN6d+JkyTP/cOHDxkAdvv2bdExf/31F+NwOCwjI0Oq80vdVXfkyBGEhIRAV1cXkZGRqKioACBcVG/dunXSN3kpgcrKSty9exdBQUGibVwuF0FBQYiIiFBgZOqnoKAAwOvFlu/evYuqqiqxa+Ph4QEnJye6NnIUFhaGfv36iT3vAF2PpnbixAn4+/tj+PDhsLKygq+vL3bt2iXan5ycjKysLLHrYWxsjM6dO9P1kLGuXbviwoULSEhIAADExMTg6tWr+OCDDwDQtVAkSZ77iIgImJiYwN/fX3RMUFAQuFwubt68KdX5pE6c1qxZg507d2LXrl1iVcMDAwMRGRkp7cMphRcvXoDP58Pa2lpsu7W1NbKyshQUlfoRCASYM2cOAgMD0bZtWwBAVlYWeDweTExMxI6layM/Bw8eRGRkJNavX19nH12PppWUlIQdO3bA3d0dZ86cwbRp0zBr1iz8/PPPACB6zum9S/6WLFmCESNGwMPDA1paWvD19cWcOXMwatQoAHQtFEmS5z4rKwtWVlZi+zU1NWFmZib19ZF6yZX4+Hh07969znZjY2Pk5+dL+3CEiISFheHBgwe4evWqokNRW+np6Zg9ezbOnTsHHR0dRYej9gQCAfz9/UWt+b6+vnjw4AF27txJqzQ0scOHD2Pfvn3Yv38/2rRpg+joaMyZMwd2dnZ0LdSM1C1ONjY2ePLkSZ3tV69ehZubm0yCamoWFhbQ0NCoMzMoOzsbNjY2CopKvcyYMQOnTp1CeHg4HBwcRNttbGxQWVlZJymnayMfd+/eRU5ODjp06ABNTU1oamri8uXL+Pbbb6GpqQlra2u6Hk3I1tYWXl5eYts8PT2RlpYGAKLnnN675G/hwoWiVidvb2+EhoZi7ty5opZZuhaKI8lzb2Njg5ycHLH91dXVyMvLk/r6SJ04TZ48GbNnz8bNmzfB4XDw7Nkz7Nu3DwsWLMC0adOkfTilwOPx4OfnhwsXLoi2CQQCXLhwAQEBAQqMTPUxxjBjxgwcO3YMFy9ehKurq9h+Pz8/aGlpiV2b+Ph4pKWl0bWRg169euH+/fuIjo4Wffn7+2PUqFGi7+l6NJ3AwMA65TkSEhLg7OwMAHB1dYWNjY3Y9SgsLMTNmzfpeshYaWmpqI5hDQ0NDQgEAgB0LRRJkuc+ICAA+fn5uHv3ruiYixcvQiAQoHPnztKdUNrR7AKBgK1Zs4bp6+szDofDOBwO09HRYV988YW0D6VUDh48yLS1tdlPP/3EHj58yD799FNmYmLCsrKyFB2aSps2bRozNjZmly5dYpmZmaKv0tJS0TFTp05lTk5O7OLFi+zOnTssICCABQQEKDBq9VJ7Vh1jdD2a0q1bt5impiZbu3Yte/z4Mdu3bx/T09Njv/76q+iYDRs2MBMTE/bHH3+we/fusQ8//JCmwMvB2LFjmb29vagcwdGjR5mFhQVbtGiR6Bi6FvJTVFTEoqKiWFRUFAPANm/ezKKiolhqaipjTLLnvk+fPszX15fdvHmTXb16lbm7uzddOQLGGKuoqGCxsbHs5s2brKioqLEPo1S2bdvGnJycGI/HY506dWI3btxQdEgqD8Abv/bu3Ss6pqysjE2fPp2ZmpoyPT09NnjwYJaZmam4oNXMvxMnuh5N6+TJk6xt27ZMW1ubeXh4sB9++EFsv0AgYMuWLWPW1tZMW1ub9erVi8XHxysoWtVVWFjIZs+ezZycnJiOjg5zc3NjS5cuZRUVFaJj6FrIT3h4+Bs/K8aOHcsYk+y5z83NZSNHjmQGBgbMyMiIjR8/vlH5i9RLrhBCCCGEqCuJZ9VNmDBBouP27NnT6GAIIYQQQpSZxC1OXC4Xzs7O8PX1RUO/cuzYMZkFRwghhBCiTCRucZo2bRoOHDiA5ORkjB8/HqNHjxZVdyaEEEIIUQdSjXGqqKjA0aNHsWfPHly/fh39+vXDxIkTERwcDA6HI884CSGEEEIUrtGDw1NTU/HTTz/hl19+QXV1NWJjY2FgYCDr+AghhBBClIbUBTBFv8jlgsPhgDEGPp8vy5gIIYQQQpSSVIlTRUUFDhw4gN69e6NVq1a4f/8+tm/fjrS0NGptIoQQQojKk3hw+PTp03Hw4EE4OjpiwoQJOHDgACwsLOQZGyGEEEKIUpGqHIGTkxN8fX0bHAh+9OhRmQVHCFEv48aNQ35+Po4fP66Q84eGhsLT0xOff/65XB7/4cOHCA4ORnx8PPT19eVyDkKIfEmcOI0bN06imXN79+5956AIIarnbe8fK1aswNy5c8EYg4mJSdMEVUtMTAx69uyJ1NRUuQ49GDZsGNq1a4dly5bJ7RyEEPmhJVcIIU0iKytL9P2hQ4ewfPlyxMfHi7YZGBgodKzkpEmToKmpiZ07d8r1PH/++ScmT56MtLQ0aGpKPFqCEKIkGj2rjhBCpGFjYyP6MjY2BofDEdtmYGCAcePGYdCgQaLfee+99zBz5kzMmTMHpqamsLa2xq5du1BSUoLx48fD0NAQLVu2xF9//SV2rgcPHuCDDz6AgYEBrK2tERoaihcvXtQbG5/Px++//44BAwaIbXdxccGaNWswZswYGBgYwNnZGSdOnMDz58/x4YcfwsDAAD4+Prhz547od1JTUzFgwACYmppCX18fbdq0wenTp0X7e/fujby8PFy+fPkdn1FCiCJQ4kQIUWo///wzLCwscOvWLcycORPTpk3D8OHD0bVrV0RGRiI4OBihoaEoLS0FAOTn56Nnz57w9fXFnTt38PfffyM7OxsfffRRvee4d+8eCgoK4O/vX2ffli1bEBgYiKioKPTr1w+hoaEYM2YMRo8ejcjISLRo0QJjxowRLUUVFhaGiooK/PPPP7h//z42btwo1pLG4/HQvn17XLlyRcbPFCGkKVDiRAhRau3atcMXX3wBd3d3fPbZZ9DR0YGFhQUmT54Md3d3LF++HLm5ubh37x4AYPv27fD19cW6devg4eEBX19f7NmzB+Hh4UhISHjjOVJTU6GhoQErK6s6+/r27YspU6aIzlVYWIiOHTti+PDhaNWqFRYvXoy4uDhkZ2cDANLS0hAYGAhvb2+4ubmhf//+6N69u9hj2tnZITU1VcbPFCGkKVDiRAhRaj4+PqLvNTQ0YG5uDm9vb9E2a2trAEBOTg4A4SDv8PBw0ZgpAwMDeHh4AAASExPfeI6ysjJoa2u/cQB77fPXnKuh88+aNQtr1qxBYGAgVqxYIUroatPV1RW1kBFCmhdKnAghSk1LS0vsZw6HI7atJtkRCAQAgOLiYgwYMADR0dFiX48fP67T8lPDwsICpaWlqKysbPD8Nedq6PyTJk1CUlISQkNDcf/+ffj7+2Pbtm1ij5mXlwdLS0vJngBCiFKhxIkQolI6dOiA2NhYuLi4oGXLlmJf9dVOat++PQBhnSVZcHR0xNSpU3H06FHMnz8fu3btEtv/4MED+Pr6yuRchJCmRYkTIUSlhIWFIS8vDyNHjsTt27eRmJiIM2fOYPz48fWuq2lpaYkOHTrg6tWr73z+OXPm4MyZM0hOTkZkZCTCw8Ph6ekp2p+SkoKMjAwEBQW987kIIU2PEidCiEqxs7PDtWvXwOfzERwcDG9vb8yZMwcmJibgcut/y5s0aRL27dv3zufn8/kICwuDp6cn+vTpg1atWuH7778X7T9w4ACCg4Ph7Oz8zucihDQ9KoBJCCEQDhBv3bo1Dh06hICAALmco7KyEu7u7ti/fz8CAwPlcg5CiHxRixMhhEA40+2XX35psFDmu0pLS8Pnn39OSRMhzRi1OBFCCCGESIhanAghhBBCJESJEyGEEEKIhChxIoQQQgiRECVOhBBCCCESosSJEEIIIURClDgRQgghhEiIEidCCCGEEAlpSnNwXFwcDh48iCtXriA1NRWlpaWwtLSEr68vQkJCMHToUGhra8srVkIIIYQQhZKoAGZkZCQWLVqEq1evIjAwEJ06dYKdnR10dXWRl5eHBw8e4MqVKygsLMSiRYswZ84cSqAIIYQQonIkSpxcXV2xYMECjBo1CiYmJvUeFxERga1bt8LHxweff/65LOMkhBBCCFE4iRKnqqoqaGlpSfyg0h5PCCGEENIcSDQ4XEtLC9u3b0d+fr5ED0pJEyGEEEJUkcSL/BobG6OqqgqDBg3CpEmT0LNnT3nHRgghhBCiVCQuR5CVlYWdO3ciMzMTvXv3hqurK7788kukp6fLMz5CCCGEEKUhcYtTbUlJSfjpp5/wyy+/4OnTpwgKCsLEiRMxaNAg6qYjhBBCiMpqVOJUgzGG8+fP46effsLx48ehr6+PnJwcWcZHCCGEEKI03qlyOIfDgaamJjgcDhhjqKqqklVchBAlc/36daxcuVLiSSLNQWVlJdatWwcPDw/o6OjA2toa/fr1w9OnT8WOq6iowOLFi0X16zp37oxz584pKGpCiCI1KnFKT0/H6tWr4ebmht69e+PZs2fYtWsXMjMzZR0fIURJXL9+HatWrVKZxKmqqgr9+vXD2rVr0adPH3z//fdYtGgR9PX1UVBQIHbsuHHjsHnzZowaNQpbt26FhoYG+vbti6tXryooekKIoki85EplZSWOHj2KPXv24OLFi7C1tcXYsWMxYcIEuLm5yTNGQgiRuS1btuDy5cu4evUqOnXqVO9xt27dwsGDB7Fp0yYsWLAAADBmzBi0bdsWixYtwvXr15sqZEKIEpC4xcnGxgbjxo2DkZERTp48idTUVKxZs4aSJkLUwMqVK7Fw4UIAwpUEOBwOOBwOUlJSAAB79+5Fz549YWVlBW1tbXh5eWHHjh11HofD4WDlypV1tru4uGDcuHFy/B+IEwgE2Lp1KwYPHoxOnTqhuroapaWlbzz2999/h4aGBj799FPRNh0dHUycOBERERFvnVn83nvvoW3btrh37x569OgBPT09tGzZEr///jsA4PLly+jcuTN0dXXRunVrnD9/Xuz3i4qKMGfOHLi4uEBbWxtWVlbo3bs3IiMj3/FZIIQ0hsQtTl988QVCQ0NhaWkpz3gIIUpoyJAhSEhIwIEDB7BlyxZYWFgAgOj9YMeOHWjTpg0GDhwITU1NnDx5EtOnT4dAIEBYWJjM4nj58iX4fP5bj9PT04Oenl69+x8+fIhnz57Bx8cHn376KX7++WdUVlbC29sbW7duxfvvvy86NioqCq1atYKRkZHYY9S0UkVHR8PR0fGtcffv3x8jRozA8OHDsWPHDowYMQL79u3DnDlzMHXqVHzyySfYtGkThg0bhvT0dBgaGgIApk6dit9//x0zZsyAl5cXcnNzcfXqVcTFxaFDhw5vfS4IITLG3kFRURErKCgQ+yKEqKZNmzYxACw5ObnOvtLS0jrbQkJCmJubm9g2AGzFihV1jnV2dmZjx459awzOzs4MwFu/3nSO2o4ePcoAMHNzc+bu7s727t3L9u7dy9zd3RmPx2MxMTGiY9u0acN69uxZ5zFiY2MZALZz584Gz9WjRw8GgO3fv1+07dGjRwwA43K57MaNG6LtZ86cYQDY3r17RduMjY1ZWFjYW54ZQkhTkbjFqUZycjJmzJiBS5cuoby8vHYCBg6HI9HdICFEtejq6oq+LygoQFVVFXr06IEzZ86goKAAxsbGMjnPvn37UFZW9tbj3jaEoLi4GICwGywqKkrUYtSzZ0+0bNkSX331FX799VcAQFlZGbS1tes8ho6Ojmj/2xgYGGDEiBGin1u3bg0TExPY29ujc+fOou013yclJYm2mZiY4ObNm3j27Bns7Ozeei5CiHxJnTiNHj0ajDHs2bMH1tbW4HA48oiLENKMXLt2DStWrEBERESdsUKyTJwCAwNl8jg1iV5gYKBYN5uTkxO6desmNuBbV1cXFRUVdR6j5saxdtJYHwcHhzrvlcbGxnW6+Gqep5cvX4q2ffXVVxg7diwcHR3h5+eHvn37YsyYMTS+lBAFkTpxiomJwd27d9G6dWt5xEMIaWYSExPRq1cveHh4YPPmzXB0dASPx8Pp06exZcsWCASCtz6GpC3Vz58/l+hYAwMDGBgY1Lu/puXG2tq6zj4rKytERUWJfra1tUVGRkad42rKr0jSCqShoSHVdlarLvFHH32E//znPzh27BjOnj2LTZs2YePGjTh69Cg++OCDt56bECJbUidOHTt2RHp6OiVOhKiZ+lqXT548iYqKCpw4cQJOTk6i7eHh4XWONTU1rVMHqrKyUuIacB07dkRqaupbj1uxYsUbZ+/V8Pb2hpaW1hsTomfPnolNgmnfvj3Cw8NRWFgoNkD85s2bov3yZmtri+nTp2P69OnIyclBhw4dsHbtWkqcCFEAqROnH3/8EVOnTkVGRgbatm1bZ206Hx8fmQVHCFEe+vr6AFAn8alpNandSlJQUIC9e/fWeYwWLVrgn3/+Edv2ww8/SNziJKsxToaGhujbty9OnTqFR48ewcPDAwAQFxeH69evY8qUKaJjhw0bhq+//ho//PCDqI5TRUUF9u7di86dO791Rt274PP5KC4uFuvqtLKygp2d3Ru7Dwkh8id14vT8+XMkJiZi/Pjxom01S67Q4HBCVJefnx8AYOnSpRgxYgS0tLQwYMAABAcHg8fjYcCAAZgyZQqKi4uxa9cuWFlZ1WlJmjRpEqZOnYqhQ4eid+/eiImJwZkzZ0TlDd5GVmOcAGDdunW4cOECevbsiVmzZgEAvv32W5iZmeHzzz8XHde5c2cMHz4cn332GXJyctCyZUv8/PPPSElJwe7du2UWz5sUFRXBwcEBw4YNQ7t27WBgYIDz58/j9u3b+Oabb+R6bkJIPaSdhufp6cmGDBnCbty4wZKTk1lKSorYFyFEdX355ZfM3t6ecblcsdIEJ06cYD4+PkxHR4e5uLiwjRs3sj179tQpX8Dn89nixYuZhYUF09PTYyEhIezJkycSlyOQtbt377KgoCCmr6/PDA0N2YcffsgSEhLqHFdWVsYWLFjAbGxsmLa2NuvYsSP7+++/JTpHjx49WJs2bepsd3Z2Zv369auzHYCo/EBFRQVbuHAha9euHTM0NGT6+vqsXbt27Pvvv5fyf0oIkRUOY7Xa1yWgr6+PmJgYtGzZUi6JHCGEEEKIspJ6kd+ePXsiJiZGHrEQQgghhCg1qcc4DRgwAHPnzsX9+/dFM1NqGzhwoMyCI4QQQghRJlJ31XG59TdS0eBwQgghhKgyqRMnQgghhBB1JfUYJ0IIIYQQdSVR4nTw4EGJHzA9PR3Xrl1rdECEEEIIIcpKoq66Hj16ICcnB+PHj8eAAQPg6ekptr+goADXrl3Dr7/+inPnzmH37t3NdpC4QCDAs2fPYGhoSAsYE0IIIc0MYwxFRUWws7NrcFx2Y0k8xunEiRPYtm0bLl68CH19fVhbW0NHRwcvX75EVlYWLCwsMG7cOMydO/eNC2c2F0+fPpXrEgqEEEIIkb/09HQ4ODjI/HGlHhz+4sULXL16FampqSgrK4OFhQV8fX3h6+srl8yuhouLS53FPdevX48lS5aIfr537x7CwsJw+/ZtWFpaYubMmVi0aJFU5ykoKICJiQnS09PFFvQkhBBCiPIrLCyEo6Mj8vPzxdZ5lBWp6zhZWFhg0KBBMg9EEqtXr8bkyZNFPxsaGoq+LywsRHBwMIKCgrBz507cv38fEyZMgImJCT799FOJz1HTPWdkZESJEyGEENJMyWu4jdSJkyIZGhrCxsbmjfv27duHyspK7NmzBzweD23atEF0dDQ2b94sVeJECCGEEFKfZlWOYMOGDTA3N4evry82bdqE6upq0b6IiAh0794dPB5PtC0kJATx8fF4+fJlvY9ZUVGBwsJCsS9CCFF3AgFDZkEZrie+wP6baVh3Og4rT8TiZUmlokMjRKGaTYvTrFmz0KFDB5iZmeH69ev47LPPkJmZic2bNwMAsrKy4OrqKvY7NYPUs7KyYGpq+sbHXb9+PVatWiXf4AkhRAkxxvC8uAIpL0qR8qIEybklwn9flCAltwTlVYI6v9PCygChXZwVEC0hykGhidOSJUuwcePGBo+Ji4uDh4cH5s2bJ9rm4+MDHo+HKVOmYP369dDW1m50DJ999pnYY9cMKiOEEFWRX1qJxOfCpCgltwRJL4Tfp+aWoriiut7f0+Ry4GimBxdzPSS9Or6iipbVIupNoYnT/PnzMW7cuAaPcXNze+P2zp07o7q6GikpKWjdujVsbGyQnZ0tdkzNz/WNiwIAbW3td0q8CCFEGVTzBUh/WYak58VIfF6MpOclon9zG+he43IAe1NduJjrw9VCX/Svq4U+7E11oaUhHNEx91A0UnNLQYt0EXUnUeJUu0XmbWq6ziRhaWkJS0tLiY+vLTo6GlwuF1ZWVgCAgIAALF26FFVVVdDS0gIAnDt3Dq1bt663m44QQpqbgrKqfyVGxUh8XoLU3BJU8evPamyNdYSJkYU+XM1f/WuhD0czXWhrarz1vDXzkwSUORE1J1HiFBUVJdGDyWvqX0REBG7evIn3338fhoaGiIiIwNy5czF69GhRUvTJJ59g1apVmDhxIhYvXowHDx5g69at2LJli1xiIoQQeeELGJ6+LBUlR4m1Wo9eFFfU+3s6Wly4WRjAzVIfLSzF/9XjvVsHQ837O6VNRN1J9JcUHh4u7zgapK2tjYMHD2LlypWoqKiAq6sr5s6dK9YSZmxsjLNnzyIsLAx+fn6wsLDA8uXLqRQBIURpVfEFSM0txZOcIjzOLkZCTjEeZxch6UUJKqvrDsyuYWOkUyc5amFlAFsjHXC58rmBrbkvpgYnou6axay6Dh064MaNG289zsfHB1euXGmCiAghRHKV1QKk5pbgcU4xErKL8DinGE+yi5H0orje7jVtTS5cLV4lRZb6cLM0QAtLA7ha6sNAu+nfumvSMUZtTkTNNeqv786dOzh8+DDS0tJQWSk+6PDo0aMyCYwQQpqbimo+Ul6U4nFOERKyi0UtSckvSlAteHPCocfTgLuVAVpaGcLd2gCtrA3Q0tIQDqa6cms9agxqcSJESOrE6eDBgxgzZgxCQkJw9uxZBAcHIyEhAdnZ2Rg8eLA8YiSEEKXCFzCk5pYgPqsIj7KKEJ9VhMc5RUjJLQW/ngRJn6eBltaGaGVlAHdrA7hbG8LdygB2xsqVINWH86rNScrlTQlROVInTuvWrcOWLVsQFhYGQ0NDbN26Fa6urpgyZQpsbW3lESMhhCjMi+IKPMoswqOsQsRnFSE+uwgJ2UVvLA4JAIbammhpbYBWr1qQWloZoJW1IWyNdeQ2gaYp1KzhTnkTUXdSJ06JiYno168fAIDH46GkpAQcDgdz585Fz549qQo3IaRZKqvk43HO6xakmkTpRfGbayBpa3LRytoQHjaGaG1jiFbWwkTJxqh5J0j1o1l1hACNSJxMTU1RVFQEALC3t8eDBw/g7e2N/Px8lJaWyjxAQgiRJYGAIf1lKeIyC0VJUnxWEZJzS97YmsLhAM5memhtYwgPGyNRouRsrg+NZtDFJis0xokQIakTp+7du+PcuXPw9vbG8OHDMXv2bFy8eBHnzp1Dr1695BEjIYQ0SkU1H4+zi/HwWSEeZhbi4bNCxGUWoqieZUbM9Xlo/Sox8rQxQmsbYSvSu9ZAUgVUAJMQIanfDbZv347y8nIAwNKlS6GlpYXr169j6NCh+OKLL2QeICGESCK/tFKUHNX8+ySn+I2z2XiaXLSyNhC1IHm8SpIsDWn5pfpwqQAmIQAakTiZmZmJvudyuViyZIlMAyKEkIYwxvD0ZVmdJCkjv+yNx5voacHL1ght7IzgZWcEL1tjuFnqi9ZgI5IRDduiFiei5iRKnAoLC2FkZCT6viE1xxFCyLsSCBiSc0vwIKMA954WIPZZAR4+K0Rh+Zu72hzNdOFlK0yOahKl5j6bTVm8LoBJiHqTKHEyNTVFZmYmrKysYGJi8sY3IcYYOBwO+Hy+zIMkhKg+gYAhJbcE9zMKcP9pAe5nFCD2WSGK3zAeSUuDA3crw1ctSMIEydPWCMa6WgqIXD2I1qqjzImoOYkSp4sXL4q66BS9bh0hpPkTCBhS80pfJUn5wiQp482DtrU1ufCyM4K3vTHa2gtbktytDMHTpK42RaDB4UTdSZQ49ejRQ/S9q6srHB0d67Q6McaQnp4u2+gIIc0eYwypua+SpFetSQ8yCupNkjxtjeDjIEySvO2N4W5lAE0aj6RwNDicECGpB4e7urqKuu1qy8vLg6urK3XVEaLmXhRXIDotHzFP8xGdno+Y9Pw3jkniaf5/e3ce1dSZ/gH8mwAJe8Ia9k1RQNlxQRytimjdams7rVXcndahLtV2bKdVu1i17VRPp5sdf2rr1Gpt61aXqgW0YhGURRAUZZEgEPZVkSV5f39ELka0QzQhAZ7POZwD7w25j7kCT977vM/Lh5+jcibJ31kEfxcR+tubU9G2nqI+ToQoqZ04tdcy3a+xsRHGxsYaCYoQ0jM0tchxuaQO6dJapN+sRbq09oGr2wR3Z5L8nS0R4CzGYGcRvCWUJPUkHcXhlDmRvq3LidPKlSsBKAsE16xZA1NTU+6YXC5HUlISgoKCNB4gIUQ/yBUMeRWNKklSTllDp01teTygv505glzFCHQVI8hVjIEOFpQk9XA8WlZHCAA1Eqe0tDQAyhmnzMxMCAQC7phAIEBgYCBee+01zUdICNGJsvo7SJN23G7LLK574Ao3ewshlyQFu4rh7yKChTGtbutt2u80UHE46eu6nDi1r6abP38+Pv30U+rXREgv0iZX4KqsASmFNdzHg265mQoM4O8sQpCbGEEuYgS5iXvxprbkXlTjRIiS2jVOO3fu1EYchJBuVHu7BanSGqQW1iKlsAbpRbVoalVd2MHnAQMkFgh2EyPwbpLkbW/Rpza2JR14oFV1hACPkDjdunULmzZtQmxsLMrLy6FQKFSO5+fnayw4QsjjUygY8isbVWaT8ipudXqchbEhQtysEOqu/Ah0FcNcSJvbEiWacSJESe3fiosWLcKZM2cQHR0NR0dHmqInRM/cbmlDelEtUu8mSanSWtQ1tXZ6nJedGULvJkoh7lbob2cOPs0mkYegVXWEKKmdOB0/fhxHjx5FRESENuIhhKip9nYLLt6oQfKNaiQXVONycR3a7lvpZmzER6CLmJtNCnazgrWZ4CHPSEhnfNpyhRAAj5A4WVlZcduvEEK6n6zuzt0kqQoXCmqQU9bQ6TGOImOEeVgjxE2ZLPk6WlI7APJYOm7VUeZE+ja1E6f3338fa9euxbfffqvSy4kQonmMMRRU3sKFG9VIKqjGhRvVKKruvNqtn50ZhnpaY4iHNYZ6WsPFin42iWZRGydClNROnD755BPk5eVBIpHAw8MDRkaq/VpSU1M1FhwhfY1cwXCltB4XbiiTpOSCGlQ2Nqs8hs8D/JwsMdTDBkM9rRDmYQ1bc6GOIiZ9Bt2qIwTAIyRO06dP10IYhPRNCgVDTlkDEvOqkJhfhaT8qk77ugkM+QhyEWOIpxWGetogxE1MDSZJt2ufcaIGmKSvUztxWrdunTbiIKRPYIzhenmjMlHKq0JSQRVqbquueDMXGiLU3QpDPZW33fydRTA2MtBRxIQoccXhOo6DEF17pCYttbW1+Omnn5CXl4fXX38d1tbWSE1NhUQigbOzs6ZjJKTHYowhv/KWyoxSZWOLymNMBQYI87BGuJcNwvvZYLCTJQypkJvoGerjRIiS2olTRkYGIiMjIRKJcOPGDSxevBjW1tbYv38/pFIpdu3apY04CekRGGOQVt/mEqXEvCqUN6jWKAkN+QjzsOISpQAXMa14I3qvo8MXZU6kb1M7cVq5ciXmzZuHjz76CBYWFtz4pEmT8OKLL2o0OEJ6gsrGZpzLrbz7UdVpjzeBIR8hbmKEe9kivJ8NAl1FEBrSrTfSs9CMEyFKaidOFy5cwNdff91p3NnZGTKZTCNBEaLPmlrkSL5RjXO5lTh7vRJXSutVjhsZ8BDkKka4lw2G97NBiJsV1SiRHq99lwgqDid9ndqJk1AoRH19fafxa9euwc7OTiNBEaJP5AqGy8V1SMitRML1SqQU1qBFrrpHo6+jJf7ibYuI/rYY4mEFUwHt8UZ6F5pxIkRJ7d/u06ZNw3vvvYd9+/YBUL4LkUqlWL16NWbMmKHxAO919OhRvPfee8jIyICxsTFGjx6NgwcPcselUimWLFmC+Ph4mJubY+7cudi4cSMMDemPGOk6xhgKq24j4e7ttz/yqjrt9eYkMsZIb1uM9LbDiH421EeJ9Ho80Ko6QoBHbID57LPPwt7eHk1NTRg9ejRkMhnCw8PxwQcfaCNGAMDPP/+MxYsXY8OGDRg7diza2tpw+fJl7rhcLsfkyZPh4OCAP/74A6WlpZgzZw6MjIywYcMGrcVFeoeGO604l1uFM9cqcPZ6BW7WqNYpWRgbYkQ/G4zsr5xV8rQ1ow2uSZ9CM06EKKmdOIlEIpw6dQrnzp3DpUuX0NjYiJCQEERGRmojPgBAW1sbli9fjo8//hgLFy7kxv38/LjPT548iezsbPz222+QSCQICgrC+++/j9WrV+Odd96BQEAbmpIOjDFkldTjzLUKnLlWgdTCGpWNcY0MeAhxs8LI/rYY6W0Lf2cRtQggfVrHliuUORH9VVZ/B8dTb2r1HGonTrt27cLzzz+PiIgIREREcOMtLS3Yu3cv5syZo9EAAeU2LsXFxeDz+QgODoZMJkNQUBA+/vhjDB48GACQmJgIf39/SCQS7vsmTJiAJUuWICsrC8HBwQ987ubmZjQ3dywXf1D9Fukdam614GxuJc7kVOD36xWouK9NgJetGUYNsMPoAXYY6mkNMyHd4iWkHZ+2XCF6qKVNgYuF1co3wTkVuCprgKL5tlbPqfZfhvnz52PixImwt7dXGW9oaMD8+fO1kjjl5+cDAN555x1s3rwZHh4e+OSTT/DEE0/g2rVrsLa2hkwmU0maAHBf/9lqv40bN+Ldd9/VeMxE9+QKhoybtThzrQKncypw6Watyi99U4EBRvSzxeiBdhjtbQc3G9oYl5CH6bhVR5kT0a2y+juIv1qO+JxyJFyvxK0WOXeMxwMGO1miSIvnVztxYow9sLbj5s2bEIlEaj3XG2+8gQ8//PBPH3PlyhUoFMoVTG+99RZXgL5z5064uLjgxx9/xEsvvaTWee/15ptvYuXKldzX9fX1cHV1feTnI7pV2diM0zkVXK1S7X3bmfg4WGD03VmlUA8r6qdEiJoobSLdTa5gSC+qQfzVCsRdLUf2fS1gbM0FGOVth9ED7TCyvy2MFM0Q/UN78XQ5cQoODgaPxwOPx8O4ceNUVqrJ5XIUFBRg4sSJap181apVmDdv3p8+xsvLC6WlpQBUa5qEQiG8vLwglUoBAA4ODkhOTlb53rKyMu7YwwiFQgiFtCKqp2KM4UppA+KuliH2ajnSi1RnlSyMDfEXb1uMHmCHUQPs4Cgy0V2whPRgPLpVR7pRza0W/H69AvFXy3HmWoXKnp48HhDoIsaYgfYY42OHwU4i8PkdEzr19c0PekqN6XLiNH36dABAeno6JkyYAHNzc+6YQCCAh4eH2u0I7OzsutT7KTQ0FEKhEDk5ORg5ciQAoLW1FTdu3IC7uzsAcKv6ysvLuduIp06dgqWlpUrCRXq+phY5/sirROzVcsRfLUdp3R2V44OcLDHWxx6jB9ghyFVMRd2EaEBHcTghmscYQ3ZpPU7nKGeV0qQ1uGe9DiyNDTFqgB3GDLTH6IF2Om0B0+XEad26dQAADw8PPP/88zA2NtZaUPeztLTEyy+/jHXr1sHV1RXu7u74+OOPAQDPPfccACAqKgp+fn6Ijo7GRx99BJlMhrfffhsxMTE0o9QLlNQ2Ie5qOeKuluNcbiWa2zoaUBob8TGyvx3G+dpjzEB7OIi67/8mIX1F+xt66hxONKWpRY6E3ErEXilDfE45yu6bKfJxsMATA+0x1sceIW768yZY7RqnuXPnAgBSUlJw5coVAMCgQYMeumpNUz7++GMYGhoiOjoaTU1NGDZsGOLi4mBlZQUAMDAwwJEjR7BkyRKEh4fDzMwMc+fOxXvvvafVuIh2yBUMl27WIu5KOWKvlnfa1sRZbIKxPvYY62uPcC8b2tKEEC3jalspbyKPoaKhGXFXy3AquxwJuRW409rxJtjEyAAR/W0xxscOTwy0h7NYP0sr1E6cysvL8cILL+D06dMQi8UAgNraWowZMwZ79+7V2rYrRkZG+Ne//oV//etfD32Mu7s7jh07ppXzE+1rapHj7PUKnMwuQ/zVclTdauGO8XlAiJsVxvjYY5yvPQZKLKgBJSHdqCNvosyJdB1jDHkVjTiZXYbfssuQdl8dqrPYBJG+9hjrK8EwT+se8SZY7cRp6dKlaGhoQFZWFnx9fQEA2dnZmDt3LpYtW4Y9e/ZoPEjSe9XcakHs1XKczJLh9+uq7z4sjA0xeoDyFtzoAfawNqMmpoToClfjRHkT+R/a5AqkFNbgtytlOJVdhhtVqn2VAlxEiPSVINJXAl/HnvcmWO3E6ddff8Vvv/3GJU2AcrXbF198gaioKI0GR3qnourbOJVdhpPZMiQXVKsUADqLTRA1SILxfhIM8bCGkZ7c0yakz6NVdeRPNDa34ey1Cpy6orxjcO8qOIEBH+H9bDDeT4JxvvY9fnWz2omTQqGAkZFRp3EjIyOu3xIh92pvGXAyW4aTWWWdenD4Oloiyk+CqEES+Dla9rh3H4T0BVQcTu5Xc6sFp66U4dfLMiRcr0SLvCMHEJsaYexAe4z3k+AvA+xg3ot2YlD7XzJ27FgsX74ce/bsgZOTEwCguLgYr776KsaNG6fxAEnP1CZX4GJhDU5mKWeW7t00l88DhnhYI2qQA6L8JHC1po7dhOg73t2bdZQ29W1l9XdwMkuGX7NkOJ9fDfk9twzcbUwx3leCSD8Jwtyt9GYVnKapnTh9/vnnmDZtGjw8PLgO20VFRRg8eDC+++47jQdIeo5WuQKJeVU4frkUJ7LKUH1PcbexER9/8bZDlJ8E43wlVK9ESA/TseWKbuMg3a+o+jZ+vaxMllKlNSr/B/wcLTFxsAMmDHLAAIl5n7hjoHbi5OrqitTUVPz222+4evUqAMDX1xeRkZEaD47ov5Y2Bc7lVuJYZilOZpehrqnjvrbY1AjjfJS34EZ528FEoP+rJQghD9bx55Ayp74gt7wBxzOVyVJWiWp5RYibmEuW3G3MdBSh7jzSTUcej4fx48dj/Pjxmo6H9AB3WuU4e70SxzNLcepKGRrutHHHbMwEmDDYAZMGO2KYFxV3E9Jb8LgaJ93GQbSDMYasknr8elmG45dLkVdxizvG5wHDPG3wpL8Dovwc+nyT4UdKnGJjY7FlyxauAaavry9WrFhBs069WFOLHGeuleNYpgyxV8pUdqO2sxDiycEOeHKwI4Z6WsOA3/unagnpazr2qqPMqbdgjOGqrAFHMkpwNKNUpW2AkQEPI/vb4snBjoj0o/KKe6mdOH355ZdYvnw5nn32WSxfvhwAcP78eUyaNAlbtmxBTEyMxoMkutHUIkfs1TIcz5Qh7mo5mlo7kiVHkTEmDnbAJH9HhLpZqWywSAjpfWivut7jWlkDjmSU4khGCfLvmVkyNuLjiQH2eNLfAWN87GFp3HkFPXmExGnDhg3YsmULXnnlFW5s2bJliIiIwIYNGyhx6uGa2+T4/VolfrlUgt+ulOH2PTNLzmITTPJ3wJP+jghyEVOyREgfwqM+Tj1abnkjjmaU4mhmCa6VNXLjAkM+xgy0w+QAJ4zzsYdZL2oboC1qv0K1tbWYOHFip/GoqCisXr1aI0GR7tUmVyAxvwq/XCrBr5dlqL+nZsnFygSTAxwx2d8R/s6iPrFighDSGc049TwFlbdwNKMERzJKcVXWwI0LDPgYNcAWUwKcMM7XHhY0s6QWtROnadOm4cCBA3j99ddVxg8dOoQpU6ZoLDCiXQoFw8XCGvxyqQTHMktV9oWztxBiSoATpgY6IshVTMkSIQT8u+s8qMZJv92suY1fLilvw927Gs6Qz8NfvG0xOcAJ4/0kEJlQsvSo1E6c/Pz88MEHH+D06dMIDw8HoKxxOnfuHFatWoV///vf3GOXLVumuUjJY2OMIbO4DofTle9AZPV3uGNWpkaY5O+IqYFOGOJBBd6EEFVcA0zKm/RO9a0WHM0sxaG0YlwsrOHGDfg8RPS3xRR/R0QNkkBsSgXemqB24rR9+3ZYWVkhOzsb2dnZ3LhYLMb27du5r3k8HiVOeuJ6WQMOpZfgl4wSFN6zasJCaIgJgx0wNdAJI/rZUOsAQshDcQ0w6WadXrjd0oZT2WU4nF6CM9cq0Ha3TwSPBwz3tMHUQCdMHOxAq+G0QO3EqaCgQBtxEA0rb7iDw+klOJhejMvFHdO1JkYGiPSTYGqAI0YNsIOxETWlJIR0Hc046U6bXIGzuZU4nF6CE1kylcU7g5wsMT3IGVMDnfp8nyVto/L5XuR2SxtOZMlwIK0ECdcruEZ1hnwenhhoh2lBzoj0tYepgC47IUQ9tKpONxhjSCuqxaG0YhzJUK1HdbM2xVNBTngqyAn97S10GGXfQn9Be7g2uQJ/5FXhQFpxp3cgIW5iPB3sjMkBTjRdSwh5LHyuczhlTt0hv6IRB9KKcSi9BNLqjhILGzMBpgQ44qlgZwTT4h2doMSpB2pvjX8grRiHL5WgoqGZO+ZhY4rpwc54Oti5T+4hRAjRDq44XMdx9GZ1Ta04klGCn1NuIlVay42bCgwwYZADpgU5YWR/W6pH1TFKnHqQ0romHEgrxoHUYlwv72hgZmVqhKmBTphO70AIIVrCo0ZOWtEmV+Ds9Ur8lHoTp7LL0NKmAKCc4Rs1wA5PBztjvJ+ESiz0CF0JPXenVY6T2WX48WIREnIrufoCgSEf4/0keDrIGaMG2EFgSO9ACCHa05E3UeakCVdK67E/9SYOpqveNfBxsMCMEBc8FewEewsq8tZHj5Q4nT17Fl9//TXy8vLw008/wdnZGf/973/h6emJkSNHajrGPocxhks36/DjxSL8cqlEpZP3ME9rzAhxwUR/B9pHiBDSbbh2BJQ3PbLKxmYcSlfeissu7VjtbG0mwFNBTpgR4oJBTpZ010DPqZ04/fzzz4iOjsasWbOQlpaG5mZlplxXV4cNGzbg2LFjGg+yryhvuIODacX48eJNlVtxzmITzAhxxoxQF6pbIoToRPsfcyoOV09LmwJxV8vwU8pNnM7p6LdkZMDDOB8JZoS64ImBdlS31IOonTitX78eW7duxZw5c7B3715uPCIiAuvXr9docH1B+w/Vjxdv4vS1Csjv/lAJDfl4crADngtzRbiXDW2oSwjRKSpxUs/1sgb8cKEIB9KKVVoIBLqIMCPUBVMDnGBFq517JLUTp5ycHIwaNarTuEgkQm1trSZi6hOyS+qx72IRDqUXo+Z2Kzce4ibGs6GumBLoSLfiCCF6g/o4/W+3mttwNKMUey9IVVbF2VsI8UyIC2aEOMNbQv2Wejq1EycHBwfk5ubCw8NDZTwhIQFeXl6aiqtXamxuwy+XSrA3WYpLN+u48fYfqmdDXdDf3lyHERJCyIPRjNODtTeo3HdBWZN6624vPQM+D2N97PF8mCueGGgHQ7oV12uonTgtXrwYy5cvx44dO8Dj8VBSUoLExES89tprWLNmjTZi7NEYY8i4WYc9yVIcvlTCNag0MuBhvJ8Ez4W64i/etvRDRQjRa/z2X1E05QRAubHu/tSb2HexCNfKOmpSPWxM8fwQN8wIcYa9Ja2K643UTpzeeOMNKBQKjBs3Drdv38aoUaMgFArx2muvYenSpdqIsUeqa2rFofRi7EkuwpV7Vk942ZrhhaGueCbEBbbmQh1GSAghXdfeAFPRh/MmhYIhIbcSP1wowslsGVrlyhfD2IiPSYMd8fwQVwz1tKZVcb2c2okTj8fDW2+9hddffx25ublobGyEn58fzM3pFhNjDCmFNdiTXISjmSW406psZCYw5GPSYAe8MNQNw+iHihDSE7W3I+iDN+sqGpqx72IR9iRLcbOmiRv3dxbhr0NcMS3QCSITqkntKx65AaZAIICfn58mY+mxam61YH9aMfYmS1XaCAyUWOCFoa54OtgZYlNaPUEI6bm4Gqc+kjcxxpCYX4XdSVKcuCzj2ghYGhvi6WBn/HWIKwY5iXQcJdEFtROnW7duYdOmTYiNjUV5eTkUCoXK8fz8fI0Fp88YY0iV1uK784U4mlnKtck3MTLAlABHzBzmRtufEEJ6jb6yqq72dgt+SrmJ75OkyK+8xY0Hu4kxa5g7pgQ4wtjIQIcREl1TO3FatGgRzpw5g+joaDg6Ova5xOBWcxsOpZfgv+cLVWqXBjtb4oUhbpgW5ERtBAghvU57K7ne2ACz/Y3w7qRCHMnoeCNsJjDA9GBnvDjMjWaXCEftxOn48eM4evQoIiIitBHPA50+fRpjxox54LHk5GQMGTIEAJCRkYGYmBhcuHABdnZ2WLp0Kf7xj39oJIbc8gZ8d16Kn1NuoqFZuQWK0JCPaYFOmD3cHYGuYo2chxBC9BEPve9NcsOdVhxML8Hu84W4Kmvgxn0dLTF7uBueCnKGuZC2dCWq1P4fYWVlBWtra23E8lAjRoxAaWmpytiaNWsQGxuLsLAwAEB9fT2ioqIQGRmJrVu3IjMzEwsWLIBYLMbf/va3Rzpvq1yBk1ll+O/5GzifX82Ne9iYYvZwdzwb6kK1S4SQPqE37VV3pbQeuxILcSi9mGsRIzTkY2qgE2YNc0MQlVmQP6F24vT+++9j7dq1+Pbbb2FqaqqNmDoRCARwcHDgvm5tbcWhQ4ewdOlS7j/37t270dLSgh07dkAgEGDQoEFIT0/H5s2bHylx+jwuFwezqlF+d9dqPg+I9JUgOtwdEf1saQsUQkif0tEAs2dmTm1yBU5ml+GbP24guaDjjXA/OzPMGuaOGSEuEJlSmQX539ROnD755BPk5eVBIpHAw8MDRkaq/9FSU1M1FtzDHD58GFVVVZg/fz43lpiYiFGjRkEg6JgBmjBhAj788EPU1NTAysrqgc/V3NzMbVQMKGeuAGDrmTzwhaawNRfixaGueGGoG5zEJlr6FxFCiJ7roTNOlY3N2Jssxe4kKUrr7gBQdvWeOMgBs4e7Y7gXtYgh6lE7cZo+fboWwlDP9u3bMWHCBLi4uHBjMpkMnp6eKo+TSCTcsYclThs3bsS7777baTzM3QoLxvohys8BAkPq6k0I6dv4vPYGmD0jc7pUVItvE2/gyKVStMiVxd42ZgLMHOqGWcPd4CiiN8Lk0aidOK1bt05jJ3/jjTfw4Ycf/uljrly5Ah8fH+7rmzdv4sSJE9i3b59GYnjzzTexcuVK7uv6+nq4urrimwVDYWlpqZFzEEJIT9cT9qprbpPjeKYM3/xxA+lFtdx4oIsIc0d4YJI/tRIgj0+nywVWrVqFefPm/elj7t84eOfOnbCxscG0adNUxh0cHFBWVqYy1v71vfVR9xMKhRAKaesTQgj5M9ztLD3MnMrq72D3+UJ8n1yEykZl6YWRAQ+T/R0xd4QHgt0efMeBkEehduIkl8uxZcsW7Nu3D1KpFC0tLSrHq6urH/KdndnZ2cHOzq7Lj2eMYefOnZgzZ06n2qrw8HC89dZbaG1t5Y6dOnUKAwcOfOhtOkIIIV2jj3lT5s06bE/Ix5GMUq6zt8RSiFnD3DFzqBvsLOhNMdE8tYt33n33XWzevBnPP/886urqsHLlSjzzzDPg8/l45513tBBih7i4OBQUFGDRokWdjr344osQCARYuHAhsrKy8MMPP+DTTz9VuQ1HCCHk0fC54nDdpk5yBcOJLBn++nUipn6egIPpJWhTMIS5W+GzmcFIWD0Wy8Z5U9JEtEbtGafdu3dj27ZtmDx5Mt555x3MnDkT/fr1Q0BAAM6fP49ly5ZpI04AyqLwESNGqNQ8tROJRDh58iRiYmIQGhoKW1tbrF279pF7OBFCCLlXe3G4bs5+q7kNP14sws4/bqCw6jYAwJDPw+QARywc6YkAF7FuAiN9jtqJk0wmg7+/PwDA3NwcdXV1AIApU6ZgzZo1mo3uPt9///2fHg8ICMDZs2e1GgMhhPRFHbfqujdzKqltwreJN7AnSYr6O8pdGyyNDfHiMHfMHeFOq+NIt1M7cXJxcUFpaSnc3NzQr18/nDx5EiEhIbhw4QIVWRNCSC/FrarrprzpUlEtticU4GhmKeR3p7k8bEyxYKQnZoS4wIy2QiE6ovb/vKeffhqxsbEYNmwYli5ditmzZ2P79u2QSqV49dVXtREjIYQQHWtfVafNxEmuYDiVXYbtCfm4cKOGGx/uZY2FI70wzseedm0gOqd24rRp0ybu8+effx7u7u74448/4O3tjalTp2o0OEIIIfpBm/nKnVY5DqQVY9vv+civvAVAWb80LdAJC0Z6YrCzSHsnJ0RNaiVOra2teOmll7BmzRquS/fw4cMxfPhwrQRHCCFEP/Cg+c7hdU2t2J1UiJ3nbqDi7r6glsaGmD3cHXNHeEBiaayxcxGiKWolTkZGRvj555+1XgROCCFEv/A0uFedrO4OdpwrwPdJUjQ2Kwu+HUXGWDjSEy8MdYM51S8RPfZIe9UdPHiQ6pkIIaQPepxVdbnlDfj6TD4OphejVa58ngESc7w0qh+mBTnByID2BSX6T+3EydvbG++99x7OnTuH0NBQmJmZqRzXZh8nQgghuvE4M04phdX46nQ+frvSsS3WUE9rvDzaC2MG2nds50JID6B24rR9+3aIxWKkpKQgJSVF5RiPx6PEiRBCeiF++6q6Lj6eMYb4nHJ8GZ+Hi4XKFXI8HhDlJ8FLo/shhPaPIz2U2olTQUGBNuIghBCix3hd3HJFoWD4NUuGz+NykV1aDwAQGPDxTIgzFo/yQj87c22HSohWPVYFXvsPEE2zEkJI79a+qu5heVObXIHDl0rwRXwu8iqULQXMBAaYPdwdC0Z60go50ms8UuK0fft2bNmyBdevXwegrHtasWLFAzffJYQQ0vN1bLmiqrlNjp9SbmLrmTwUVTcBULYUmBfhifkjPGBlJujeQAnRMrUTp7Vr12Lz5s1YunQpwsPDAQCJiYl49dVXIZVK8d5772k8SEIIIbrFv+9WXVOLHHuSpfjP7/mQ1d8BANiYCbDwL56IHu4OC2MjXYVKiFapnTh99dVX2LZtG2bOnMmNTZs2DQEBAVi6dCklToQQ0ispM6dWOcOXp3Ox/WwBqm61AAAcLI3xt1FemDnUDSYCA10GSYjWqZ04tba2IiwsrNN4aGgo2traNBIUIYQQ/dJ+q66xuQ0f/ZoDAHC1NsGS0f0xI9QZQkNKmEjfoHa3sejoaHz11Vedxv/zn/9g1qxZGgmKEEKIfrm3m3c/OzNs/msg4lc9gReHuVHSRPqULs04rVy5kvucx+Ph//7v/3Dy5Eluj7qkpCRIpVLMmTNHO1ESQgjRKYmlMb54MQRGBjyM85XAQJu7/hKix3jsfzXlADBmzJiuPRmPh7i4uMcOSpfq6+shEolQV1cHS0tLXYdDCCGEEDVo++94l2ac4uPjNX5iQgghhJCehnZUJIQQQgjpIrVX1d25cwefffYZ4uPjUV5eDoVCoXI8NTVVY8HpQvudy/r6eh1HQgghhBB1tf/97kIl0iNRO3FauHAhTp48iWeffRZDhw7tddutVFVVAQBcXV11HAkhhBBCHlVVVRVEIpHGn7dLxeH3EolEOHbsGCIiIjQejD6ora2FlZUVpFKpVl5w0nX19fVwdXVFUVERFerrAboe+oOuhX6h66Ff6urq4ObmhpqaGojFYo0/v9ozTs7OzrCwsNB4IPqCz1eWfYlEIvoB0BOWlpZ0LfQIXQ/9QddCv9D10C/tf881/rzqfsMnn3yC1atXo7CwUBvxEEIIIYToLbVnnMLCwnDnzh14eXnB1NQURkaqGzlWV1drLDhCCCGEEH2iduI0c+ZMFBcXY8OGDZBIJL2uOFwoFGLdunUQCoW6DqXPo2uhX+h66A+6FvqFrod+0fb1ULs43NTUFImJiQgMDNRKQIQQQggh+krtGicfHx80NTVpIxZCCCGEEL2mduK0adMmrFq1CqdPn0ZVVRXq6+tVPgghhBBCeiu1b9W1L++7v7aJMQYejwe5XK656AghhBBC9IjaM07x8fGIj49HXFycykf7WE/2xRdfwMPDA8bGxhg2bBiSk5N1HVKvt3HjRgwZMgQWFhawt7fH9OnTkZOTo/KYO3fuICYmBjY2NjA3N8eMGTNQVlamo4j7lk2bNoHH42HFihXcGF2P7lVcXIzZs2fDxsYGJiYm8Pf3x8WLF7njjDGsXbsWjo6OMDExQWRkJK5fv67DiHsnuVyONWvWwNPTEyYmJujXrx/ef/99lW096Fpoz++//46pU6fCyckJPB4PBw8eVDnelde+uroas2bNgqWlJcRiMRYuXIjGxkb1g2GEMcbY3r17mUAgYDt27GBZWVls8eLFTCwWs7KyMl2H1qtNmDCB7dy5k12+fJmlp6ezSZMmMTc3N9bY2Mg95uWXX2aurq4sNjaWXbx4kQ0fPpyNGDFCh1H3DcnJyczDw4MFBASw5cuXc+N0PbpPdXU1c3d3Z/PmzWNJSUksPz+fnThxguXm5nKP2bRpExOJROzgwYPs0qVLbNq0aczT05M1NTXpMPLe54MPPmA2NjbsyJEjrKCggP3444/M3Nycffrpp9xj6Fpoz7Fjx9hbb73F9u/fzwCwAwcOqBzvyms/ceJEFhgYyM6fP8/Onj3L+vfvz2bOnKl2LI+UOP3+++9s1qxZLDw8nN28eZMxxtiuXbvY2bNnH+Xp9MLQoUNZTEwM97VcLmdOTk5s48aNOoyq7ykvL2cA2JkzZxhjjNXW1jIjIyP2448/co+5cuUKA8ASExN1FWav19DQwLy9vdmpU6fY6NGjucSJrkf3Wr16NRs5cuRDjysUCubg4MA+/vhjbqy2tpYJhUK2Z8+e7gixz5g8eTJbsGCBytgzzzzDZs2axRija9Gd7k+cuvLaZ2dnMwDswoUL3GOOHz/OeDweKy4uVuv8at+q+/nnnzFhwgSYmJggNTUVzc3NAJR7w2zYsEH9KS890NLSgpSUFERGRnJjfD4fkZGRSExM1GFkfU9dXR0AwNraGgCQkpKC1tZWlWvj4+MDNzc3ujZaFBMTg8mTJ6u87gBdj+52+PBhhIWF4bnnnoO9vT2Cg4Oxbds27nhBQQFkMpnK9RCJRBg2bBhdDw0bMWIEYmNjce3aNQDApUuXkJCQgCeffBIAXQtd6sprn5iYCLFYjLCwMO4xkZGR4PP5SEpKUut8aidO69evx9atW7Ft2zaVruERERFITU1V9+n0QmVlJeRyOSQSicq4RCKBTCbTUVR9j0KhwIoVKxAREYHBgwcDAGQyGQQCQaeNGunaaM/evXuRmpqKjRs3djpG16N75efn46uvvoK3tzdOnDiBJUuWYNmyZfj2228BgHvN6XeX9r3xxht44YUX4OPjAyMjIwQHB2PFihWYNWsWALoWutSV114mk8He3l7luKGhIaytrdW+Pmp3Ds/JycGoUaM6jYtEItTW1qr7dIRwYmJicPnyZSQkJOg6lD6rqKgIy5cvx6lTp2BsbKzrcPo8hUKBsLAwbjY/ODgYly9fxtatWzF37lwdR9e37Nu3D7t378b333+PQYMGIT09HStWrICTkxNdiz5G7RknBwcH5ObmdhpPSEiAl5eXRoLqbra2tjAwMOi0MqisrAwODg46iqpveeWVV3DkyBHEx8fDxcWFG3dwcEBLS0unpJyujXakpKSgvLwcISEhMDQ0hKGhIc6cOYN///vfMDQ0hEQioevRjRwdHeHn56cy5uvrC6lUCgDca06/u7Tv9ddf52ad/P39ER0djVdffZWbmaVroTtdee0dHBxQXl6ucrytrQ3V1dVqXx+1E6fFixdj+fLlSEpKAo/HQ0lJCXbv3o3XXnsNS5YsUffp9IJAIEBoaChiY2O5MYVCgdjYWISHh+swst6PMYZXXnkFBw4cQFxcHDw9PVWOh4aGwsjISOXa5OTkQCqV0rXRgnHjxiEzMxPp6encR1hYGGbNmsV9Ttej+0RERHRqz3Ht2jW4u7sDADw9PeHg4KByPerr65GUlETXQ8Nu377N9TFsZ2BgAIVCAYCuhS515bUPDw9HbW0tUlJSuMfExcVBoVBg2LBh6p1Q3Wp2hULB1q9fz8zMzBiPx2M8Ho8ZGxuzt99+W92n0it79+5lQqGQffPNNyw7O5v97W9/Y2KxmMlkMl2H1qstWbKEiUQidvr0aVZaWsp93L59m3vMyy+/zNzc3FhcXBy7ePEiCw8PZ+Hh4TqMum+5d1UdY3Q9ulNycjIzNDRkH3zwAbt+/TrbvXs3MzU1Zd999x33mE2bNjGxWMwOHTrEMjIy2FNPPUVL4LVg7ty5zNnZmWtHsH//fmZra8v+8Y9/cI+ha6E9DQ0NLC0tjaWlpTEAbPPmzSwtLY0VFhYyxrr22k+cOJEFBwezpKQklpCQwLy9vbuvHQFjjDU3N7OsrCyWlJTEGhoaHvVp9Mpnn33G3NzcmEAgYEOHDmXnz5/XdUi9HoAHfuzcuZN7TFNTE/v73//OrKysmKmpKXv66adZaWmp7oLuY+5PnOh6dK9ffvmFDR48mAmFQubj48P+85//qBxXKBRszZo1TCKRMKFQyMaNG8dycnJ0FG3vVV9fz5YvX87c3NyYsbEx8/LyYm+99RZrbm7mHkPXQnvi4+Mf+Ldi7ty5jLGuvfZVVVVs5syZzNzcnFlaWrL58+c/Uv6i9pYrhBBCCCF9VZdX1S1YsKBLj9uxY8cjB0MIIYQQos+6POPE5/Ph7u6O4OBg/Nm3HDhwQGPBEUIIIYToky7POC1ZsgR79uxBQUEB5s+fj9mzZ3PdnQkhhBBC+gK1apyam5uxf/9+7NixA3/88QcmT56MhQsXIioqCjweT5txEkIIIYTo3CMXhxcWFuKbb77Brl270NbWhqysLJibm2s6PkIIIYQQvaF2A0zuG/l88Hg8MMYgl8s1GRMhhBBCiF5SK3Fqbm7Gnj17MH78eAwYMACZmZn4/PPPIZVKabaJEEIIIb1el4vD//73v2Pv3r1wdXXFggULsGfPHtja2mozNkIIIYQQvaJWOwI3NzcEBwf/aSH4/v37NRYcIaRvmTdvHmpra3Hw4EGdnD86Ohq+vr745z//qZXnz87ORlRUFHJycmBmZqaVcxBCtKvLidO8efO6tHJu586djx0UIaT3+V+/P9atW4dXX30VjDGIxeLuCeoely5dwtixY1FYWKjV0oNnn30WgYGBWLNmjdbOQQjRHtpyhRDSLWQyGff5Dz/8gLVr1yInJ4cbMzc312mt5KJFi2BoaIitW7dq9TxHjx7F4sWLIZVKYWjY5WoJQoieeORVdYQQog4HBwfuQyQSgcfjqYyZm5tj3rx5mD59Ovc9TzzxBJYuXYoVK1bAysoKEokE27Ztw61btzB//nxYWFigf//+OH78uMq5Ll++jCeffBLm5uaQSCSIjo5GZWXlQ2OTy+X46aefMHXqVJVxDw8PrF+/HnPmzIG5uTnc3d1x+PBhVFRU4KmnnoK5uTkCAgJw8eJF7nsKCwsxdepUWFlZwczMDIMGDcKxY8e44+PHj0d1dTXOnDnzmK8oIUQXKHEihOi1b7/9Fra2tkhOTsbSpUuxZMkSPPfccxgxYgRSU1MRFRWF6Oho3L59GwBQW1uLsWPHIjg4GBcvXsSvv/6KsrIy/PWvf33oOTIyMlBXV4ewsLBOx7Zs2YKIiAikpaVh8uTJiI6Oxpw5czB79mykpqaiX79+mDNnDrcVVUxMDJqbm/H7778jMzMTH374ocpMmkAgQFBQEM6ePavhV4oQ0h0ocSKE6LXAwEC8/fbb8Pb2xptvvgljY2PY2tpi8eLF8Pb2xtq1a1FVVYWMjAwAwOeff47g4GBs2LABPj4+CA4Oxo4dOxAfH49r16498ByFhYUwMDCAvb19p2OTJk3CSy+9xJ2rvr4eQ4YMwXPPPYcBAwZg9erVuHLlCsrKygAAUqkUERER8Pf3h5eXF6ZMmYJRo0apPKeTkxMKCws1/EoRQroDJU6EEL0WEBDAfW5gYAAbGxv4+/tzYxKJBABQXl4OQFnkHR8fz9VMmZubw8fHBwCQl5f3wHM0NTVBKBQ+sID93vO3n+vPzr9s2TKsX78eERERWLduHZfQ3cvExISbISOE9CyUOBFC9JqRkZHK1zweT2WsPdlRKBQAgMbGRkydOhXp6ekqH9evX+8089PO1tYWt2/fRktLy5+ev/1cf3b+RYsWIT8/H9HR0cjMzERYWBg+++wzleesrq6GnZ1d114AQoheocSJENKrhISEICsrCx4eHujfv7/Kx8N6JwUFBQFQ9lnSBFdXV7z88svYv38/Vq1ahW3btqkcv3z5MoKDgzVyLkJI96LEiRDSq8TExKC6uhozZ87EhQsXkJeXhxMnTmD+/PkP3VfTzs4OISEhSEhIeOzzr1ixAidOnEBBQQFSU1MRHx8PX19f7viNGzdQXFyMyMjIxz4XIaT7UeJECOlVnJyccO7cOcjlckRFRcHf3x8rVqyAWCwGn//wX3mLFi3C7t27H/v8crkcMTEx8PX1xcSJEzFgwAB8+eWX3PE9e/YgKioK7u7uj30uQkj3owaYhBACZYH4wIED8cMPPyA8PFwr52hpaYG3tze+//57REREaOUchBDtohknQgiBcqXbrl27/rRR5uOSSqX45z//SUkTIT0YzTgRQgghhHQRzTgRQgghhHQRJU6EEEIIIV1EiRMhhBBCSBdR4kQIIYQQ0kWUOBFCCCGEdBElToQQQgghXUSJEyGEEEJIF1HiRAghhBDSRZQ4EUIIIYR0ESVOhBBCCCFd9P+Vyk6Ehgz9yQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary tau\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "tau_arr = [7.5, 15, 30, 60]\n", "for i, tau_temp in enumerate(tau_arr):\n", " plt.sca(axes[i])\n", " spiking_dynamics(tau=tau_temp, I_ext=30)\n", " plt.title(f'tau = {tau_temp} ms')\n", " plt.xlim(0, 100)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Adding Noise to the Input" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spiking_dynamics(V_thresh=float('inf')) # no spike. np.inf also works." ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "sigma = 50 # noise level. mV\n", "\n", "def noisy_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_0=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m, V_thresh=V_thresh, V_reset=V_reset, sigma=sigma):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", "\n", " time_since_last_spike = 0 # time since the last spike. ms\n", " num_spikes = 0 # number of spikes\n", " inter_spike_hist = [] # inter-spike intervals. ms\n", "\n", " for i in range(1, N_t + 1):\n", "\n", " noise_term = sigma * np.random.randn() # add noise to external current\n", "\n", " dV = (-(V - E_m) + (I_0 + (1 / np.sqrt(delta_t)) * noise_term) / g_m) * delta_t / tau\n", " V += dV\n", "\n", " if V > V_thresh:\n", " V = V_reset\n", " num_spikes += 1\n", " inter_spike_hist.append(time_since_last_spike)\n", " time_since_last_spike = 0\n", " else:\n", " time_since_last_spike += delta_t\n", " \n", " V_hist[i] = V\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')\n", "\n", " return inter_spike_hist" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary I_0\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " inter_spike_hist = noisy_dynamics(I_0=I_0_temp, V_thresh=float('inf'))\n", " plt.title(f'I_0 = {I_0_temp} uA')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -25)\n", " plt.axhline(y=E_m + I_0_temp / g_m, color='grey', linestyle='--')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How will the noise affect spiking?\n", "\n", "You would expect larger values of $\\sigma$ to do 2 things: Increase the spike rate (as large deviations from $I_0$ may quickly result in a spike) and increase the variability of inter-spike intervals (as the time taken to reach the threshold potential will be less predictable)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-introduce spiking" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inter_spike_hists = []\n", "\n", "# Vary I_0 with spiking dynamics\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " inter_spike_hist = noisy_dynamics(I_0=I_0_temp, N_t=1000000)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = {sigma} mV')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = {sigma} mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "data": { "image/png": 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t2ya23YdDDjBWPNzC8OHDma6uLhMIBCwgIIBdvXqVARAbRsDf359pa2tLnNvLy4s5OTlJlNvY2IiNpJ2Xl8dmzZrFLCwsmJaWFvP09GShoaHMy8uLeXl5lfveFKGiYS3KiqWy93LJkAPJycli5bJeS8YYi4iIYAAYn8+v8F4gRFF4jH1QV/wRzZo1Q9OmTfHNN9+U2RG85BcrIYTIi5mZGUaNGoUNGzZU2zmPHz+Ozz//HFeuXKHBEwkhAACZkyZtbW3cu3dPqvZ3QgipqoiICHh4eCAqKkqqztKVkZubK9bpXCgUwtfXF2FhYUhMTJTbUAuEkNpN5j5N3t7elDSRT5Y0QwEIBAL6kpUjJycnZGRkKPQcU6ZMQW5uLjw8PJCfn4+jR4/i2rVrWL16Nf2/JIRwZE6a+vTpgxkzZuDBgwdwdnaW6AheXudOQuoCaYYC2LdvHzcAH6kdvL29sXHjRvzzzz/Iy8tDo0aNsHXrVkyePLmmQyOEKBGZm+dUVMqf45dGBCd13bt373D79u0Kt3FycoKFhUU1RUQIIaS6yJw0EUIIIYR8isqvNiKEEEIIIRyp+jQFBQXhiy++kOqAcXFxiI2NrbWP6IpEIrx+/Rq6uro0rx4hhBBSyzDGkJmZCUtLywq7FFWGVM1zXl5eSEpKwujRo9GnTx80bdpUbH16ejquXr2KgwcP4uzZs9izZ0+t7RAeHx8Pa2vrmg6DEEIIIVUQFxcn96l2pO7TdOLECWzduhXBwcHQ1taGmZkZNDU18e7dOyQmJsLY2BgBAQGYMWMGzMzM5BpkdUpPT4e+vj7i4uKgp6dX0+EQQgghRAYZGRmwtrZGWlqa2FyU8iBzR/C3b9/iypUriImJQW5uLoyNjeHq6gpXV1e5V4PVhIyMDAgEAqSnp1PSRAghhNQyivwel3mcJmNjY/Tv31+uQRBCCCGEKLvaXzVECCGEEFINKGkihBBCCJECJU2EEEIIIVKgpIkQQgghRAqUNBFCCCGESEGqp+dmzpwp9QE3bdpU6WAIIYQQQpSVVEnTnTt3pDoYTTtCCCGEkLpKqqQpJCRE0XEQQgghhCg16tNECCGEECIFmUcEB4CwsDD8/vvviI2NRUFBgdi6o0ePyiUwQgghhBBlInNNU1BQENq3b4/Hjx/j2LFjKCwsREREBIKDg+U+MR4hhBBCiLKQOWlavXo1Nm/ejL///hsaGhrYsmULnjx5giFDhqBBgwaKiBEAYGtrCx6PJ/Zau3at2Db3799Hx44doampCWtra6xfv15h8RBCCCHk0yJz0hQZGYlevXoBADQ0NJCdnQ0ej4cZM2bg559/lnuApS1fvhwJCQnca8qUKdy6jIwM+Pr6wsbGBrdv38aGDRuwdOlShcdECCGEkE+DzH2aDAwMkJmZCQCoX78+Hj58CGdnZ6SlpSEnJ0fuAZamq6sLc3PzMtcFBgaioKAAe/fuhYaGBpycnHD37l1s2rQJ48ePV2hchBBCCKn7ZK5p6tSpE86ePQsAGDx4MKZNm4Zx48Zh2LBh6NKli9wDLG3t2rUwMjKCq6srNmzYgKKiIm5daGgoOnXqBA0NDa6sW7duePr0Kd69e6fQuAghhBBS98lc0/Tjjz8iLy8PALBgwQKoq6vj2rVrGDhwIBYuXCj3AEtMnToVrVq1gqGhIa5du4b58+cjISGBG4E8MTERdnZ2YvuYmZlx6wwMDMo8bn5+PvLz87nljIwMBb0DQgghhNRmMidNhoaG3N8qKiqYN29epU8+b948rFu3rsJtHj9+jCZNmohN5dKiRQtoaGjgq6++wpo1a8Dn8ysdw5o1a7Bs2bJK708IIYSQTwOPMcY+tlFGRgb09PS4vytSsp00kpOTkZKSUuE29vb2Yk1uJSIiItC8eXM8efIEjo6OGDVqFDIyMnD8+HFum5CQEHh7eyM1NVWmmiZra2ukp6fL9F4IIYQQUvMyMjIgEAgU8j0uVU2TgYEBEhISYGpqCn19/TLnmGOMgcfjQSgUSn1yExMTmJiYSB9tKXfv3oWKigpMTU0BAB4eHliwYAEKCwuhrq4OADh79iwcHR3LTZgAgM/nV6mmihBCCCGfBqmSpuDgYK5ZribmoQsNDcWNGzfQuXNn6OrqIjQ0FDNmzMDIkSO5hGj48OFYtmwZxowZg7lz5+Lhw4fYsmULNm/eXO3xEkIIIaTukSpp8vLy4v62s7ODtbW1RG0TYwxxcXHyje7/+Hw+goKCsHTpUuTn58POzg4zZswQ6+ckEAhw5swZTJo0CW5ubjA2NsbixYtpuAFCCCGEyIVUfZpKU1VV5ZrqSktJSYGpqalMzXPKSJFtoYQQQghRLEV+j8s8TlNJ36UPZWVlQVNTUy5BEUIIIYQoG6mHHChpCuPxeFi0aBHq1avHrRMKhbhx4wZatmwp9wAJIYQQQpSB1EnTnTt3ABTXND148EBsGAANDQ24uLhg9uzZ8o+QEEIIIUQJSJ00lTw1N3r0aGzZsoX6+xBCCCHkkyLziOD79u1TRByEEEIIIUpN5qQpOzsba9euxfnz55GUlASRSCS2PioqSm7BEUIIIYQoC5mTprFjx+LixYvw8/ODhYVFmU/SEUIIIYTUNTInTadPn8bJkyfh6empiHgIIYQQQpSSzOM0GRgYcFOqEEIIIYR8KmROmlasWIHFixcjJydHEfEQQgghhCglmZvnNm7ciMjISJiZmcHW1hbq6upi68PDw+UWHCGEEEKIspA5aerfv78CwiCEEEIIUW4yT9hb19GEvYQQQkjtpVQT9gJAWloadu/ejfnz5yM1NRVAcbPcq1ev5BocIYQQQoiykLl57v79+/Dx8YFAIMDLly8xbtw4GBoa4ujRo4iNjcWBAwcUESchhBBCSI2SuaZp5syZCAgIwPPnz6GpqcmV9+zZE5cuXZJrcIQQQgghykLmpOnWrVv46quvJMrr16+PxMREuQRFCCGEEKJsZE6a+Hw+MjIyJMqfPXsGExMTuQRFCCGEEKJsZE6a+vbti+XLl6OwsBAAwOPxEBsbi7lz52LgwIFyD5AQQgghRBnInDRt3LgRWVlZMDU1RW5uLry8vNCoUSPo6upi1apVioiREEIIIaTGyfz0nEAgwNmzZ3H16lXcu3cPWVlZaNWqFXx8fBQRHyGEEEKIUpA5aTpw4ACGDh0KT09PeHp6cuUFBQUICgrCqFGj5BogIYQQQogykLl5bvTo0UhPT5coz8zMxOjRo+USFCGEEKJsEtPzUCgU1XQYpAbJnDQxxsDj8STK4+PjIRAI5BIUIYQQokzuxaWh3ZrzcFhwGnfj0mo6HFJDpG6ec3V1BY/HA4/HQ5cuXaCm9n5XoVCI6OhodO/eXSFBEkIIIdVJKGIQihg01FRw+XkyVv7zmFs3KTAc/07vCF1N9RqMkNQEqZOm/v37AwDu3r2Lbt26QUdHh1unoaEBW1tbGnKAEEJIrbfvajSW/f2o3PWv0nKx42Ik5nRrgvScQrgsPwMAWDvAGV+0bVBdYZIawGOMMVl2+OWXXzB06FCxKVTqEkXOjkxql7ScAmw5/xwj3BugkaluTYdDCKkG8e9y0GFdSLnrA9rbYv+1lwCAJua6eJKYKbbew94II9vZoIODMQRaVBNVExT5PS5z0lTi9u3bePy4uLrSyckJrq6ucg2splDSRAAgp6AIzRb/xy3P69EEw9o0gKAefQgSUhtdj0rB8r8f4VFC8YwWGmoquPJNZ5jqFVcAiEQMN1+m4oufr5d7jL4ulhjb0Q59f7wq1TlHe9piSR+nqgdPZKJUSVNSUhK++OILXLhwAfr6+gCAtLQ0dO7cGUFBQQqdSuXkyZNYvnw57t+/D01NTXh5eeH48ePc+tjYWHz99dcICQmBjo4O/P39sWbNGrH+Vx9DSROJSs7CTyGR+DM8Xqx8YCsrbBziUkNREVI3nbyfgEcJ6ZjZ1RGqKpIPGVWkSCjCw9cZaGahBw214ueaIl6nY1tIJMZ2tIOjuS4O34zDkNZWcF56psxjTPysIbZdiJQoXz+oBdrZGSG3UIjGZjrIzC+CtoYaVFV4CI99hwHbrolt/6WnHfZejZY4TkB7WyztS4lTdVKqpGno0KGIiorCgQMH0LRpUwDAo0eP4O/vj0aNGuHw4cNyDbDEn3/+iXHjxmH16tXw9vZGUVERHj58iCFDhgAo7ozesmVLmJubY8OGDUhISMCoUaO4faRFSdOn7Y+wOMw5cr/c9UNaW2H9oKonTowxxL/LxYukLHg0NIKmumqVj1mbFAlF+CH4BX44/xxG2hoInv0ZNWV8YoqEIkw4GI5zj98AANYPbIEhbaw/ul+hUIRvjz6AloYqbkanijWPmerykZSZX+XYOjoY48CXbct8UrzE5efJGPtLGFZ/7oyBblYAijuPd1wXjNfpeWLb6mmq4eYCn0/u33lNUaqkSSAQ4Ny5c2jTpo1Y+c2bN+Hr64u0tDR5xgcAKCoqgq2tLZYtW4YxY8aUuc3p06fRu3dvvH79GmZmZgCAHTt2YO7cuUhOToaGhoZU56Kk6dOVkpUPt5XnuGVjHT7OzeyEH86/wMEbMSgoKh6fpa+LJSZ4NUQzS9nuj2dvMvH3vde4+CwZ9+PFxzq7/E1nWBvW++gxkjPzse9qNEZ52MJcUPv6FT5JzMDTxExMC7orse7czE4w0dVEboGw3Pd2O+YdLj5NQisbA1x+/hbudobwdTJXcNQ1o6BIhEcJGfDbcwMNDOthyxeuaGSqg4IiEe7GpaFIKIJHQ6MKv9jlJaegCPU0imvsRSKGkw8SkJieh88cTeBgVnF/v4ev0nHpeTLa2Rshr1CI4btuYLqPAy49S0Z4bJrE9kNbW2PV583x4FU6tPlqaGSiAxUVHjLyCvHzxSj8GPKiyu/n8jedcTT8FTafeyaxrp6GKu4u9uVqrmSVllOA12l5aGaph6E7Q3EjOpVbd22eNyz1tSodN5GOUiVNurq6uHz5Mlq2bClWfufOHXh5eSEjI0Oe8QEoTsjc3d2xd+9e/PDDD0hMTETLli2xYcMGNG/eHACwePFinDhxAnfv3uX2i46Ohr29PcLDw8vtc5Wfn4/8/Pe/TDIyMmBtbU1J0ycmNDIFw3aJ92WY2bUxpnZxACDZxwkAbn7bhesPUZHbMakQaKnDb89NJHzwC7S05vX1ML5TQ/RpYQEej4eXb7Nhoa8JDVUV8Hg8vEjKhM+mS+/Pv6ALTHWVN3ESihgik7PgYKoDoYjBYeFpyPJp88+UDmhmoYfMvCII6qnj8M1YzD/6QGI7aRPO2kAoYlh6IgK/Xo8pc72ZHh9vMsRrUm4v9IGRDl9hMe25Eo0V/zyCawN9+DQ1w4b/noqt/2dKBzSvLzlGH2MMw3Zdx/WoVIl1NaWNrQH+mNAeAJBXKMSB0Jd4k5EPF2t9dGliiudJWWhgWA+G2tL9yP6YxwkZ6LHlslhZ9JqeUiW6r9JyYarLh7pq5ZK3T5lSJU39+vVDWloaDh8+DEtLSwDAq1evMGLECBgYGODYsWNyDRAAgoKCMGzYMDRo0ACbNm2Cra0tNm7ciDNnzuDZs2cwNDTE+PHjERMTg//+e//FlpOTA21tbZw6dQo9evQo89hLly7FsmXLJMopafp0vEjKgs+mi9zywFZWGOhWH+3sjKBSqo9FWR+AANCjuTm2j3Qr89inHyTg68Dwcs9dX18Lr9JyKx3705XdwVeTrsr/1IMEOFnqwcZIu9LnK09cag7uxachNDIFgTdi8ZWXPS4/e8t1ui3LTj83GOvwMXD7tXK3kdaqz5tjhLtNlY9TU47diceM3+5BW0MV2QVCmfa1EGgidH4XuceUXyTE1vMvpK7ZGdraGk8SM3AvPh2bhrjAUl+rwk7VJS5/0xmL/nqIC0+TpY6teX09dG1qjqsv3uKHYa649CwZelpqeJORD792NmAAzj5KhJ2xzv/7NcXiWPgrrB7QvEaehN105il+CC6+jm1tDdGrhQUamhQP23M0PB7fdG8iVrv6Y/BzfHemuBYsfFFXHLweA11NNYz2tKv22GsjpUqa4uLi0LdvX0RERMDa2pora968OU6cOAErKyupjzVv3jysW7euwm0eP36M8PBwjBgxAjt37sT48eMBFNcQWVlZYeXKlfjqq68qnTRRTdOn7cMOnSa6fNyY30UsWSotKTMP/ntv4fEHycAfEzzQxtaQW959OQprTj+BUCT+z6uNrQEsBFoY0Ko+6utrwcFMF7/disXcPyVrUKSxbqAzhraRHBeGMQYRK+7/8S6nAB5rgrl1HRoZI7dQCL92NujvWr9S580tECI2NQeO5rq49CwZo/belHrfWV0bY1BrK1gIipsp3mUXICkzH1MOh+PZmyypjtHRwRgvkrLEau6erOgOjf//KldR4SEpIw+j999Cv5aWGN+poQzvTlxcag5G7b2J6LfZ+HtyBzhblT/zQXZ+EZyWvP8M8m1mhgvPkvH90JYw0taAnYm2RO1gQZEIjReeLvN4X3rawc/DBvfj08SaNKd2cUBBkQg7LhZ3YF7apxkCPO1QJBQhPDYNTpZ60ObLPLUo/rr7CrsuR2HN5y3Q58cr5W7Xzt5QphokNxsD3I55xy13amyCS8+SMbJdA6zs7wyg+NqFxbyD/wf3kkBLHem5hdzyvcW+te4p1kKhCM0W/4tCYflft12bmSGnoAhXX6RUeKwPP2uIJKVKmoDiD+Rz587hyZMnAICmTZvCx8dH5pMnJycjJaXiG8Te3h5Xr16Ft7c3Ll++jA4dOnDr3N3d4ePjg1WrVlW6ee5D1Kep9rgRlYL8IhE6NTZBXGoObse8Q18Xy3ITng9dfJYs9gE93L0BFvVqBi2NimtuGGP46tfbOPPojVh5yRdBebybmGKPf+syq+bTcwpx4t4rrD71BLmFZdc0GNRTx9zuTfBF2wZYc/oxdl6MAgBsGNQCg1sX/4C58DQJf919jTMRiVLVWEQs6yb25frsTSZEjKGJefn3/sHrMVh4/OFHj/2hxb2bYXBrK6lGUV56IoIbC0fs3GPc0cHBGAAkmitLGNRTh52xtlh/mb0BreHdxEzqWLdfiMTW4OewEGjiZUqOWPK7a1Rr5BUK0aO5OdRKNZ2k5xTCY+155Ehx3Xk8QE2FB18nc5y8nyCxPmh8O7S01hfrOJyeU4isgiLoaqpBT1MdjDHYzT/FrW9rZ4ibpfrPHBrrjvaNjMuNITYlB6Z6fPDVVCAUMaz/7yl+vhRV5rYTP2uIX0NjkFckxNV53lzi9/utOHzzZ/kPTgDAV53sMb9nU0S8Tsex8FcY72VfYbNySlY+9l97CVM9TYx0b1Atfbaqw+2Yd3KpVfWwN8Lh8e3kEJHiHbsTj6Phr7BxsItUXRnkRemSpuqWkZEBU1NT/PTTT1xH8MLCQlhZWWHFihUYP3481xE8ISEBpqamAICff/4Zc+bMQVJSEvh86dr8KWlSHiIRKzcBOvfoDcYeCJMoX97PCRYCLSw49gCrP3eGT7OyvyjPPnqDcaX23zzUBZ+7Sl9LWigU4UlCJtJyC+C3p+JaFt9mZvh5VGupjssYw4VnyWhlbYCY1GxsPPMM03wc0KqBgdh2r9Ny0X5tcDlHkZ5fOxus6F/cL3DM/ls4/yQJQHFn97UDnbnOvyUCb8RgwbGyEyZ7E23sGOmGnAIhLjxNgoOpLhzNdWAh0EJ2QZHM/a9OP0jAnbg0zOzaGIVCEUQiSNQw5BQU4atfb+Py87cfPd6YDnaY271JhR18kzLzcCv6HSYdKr9JtbQrczvDyqC4P5XDglMV1iR8jI1RPRhpa2BOtybwaGgk1T7Jmflos+pcuev/muQJVRUe4t/lwtpQC9tCInHygWSSVp4m5rr4Z0oHseTwQ1n5RTgWHo8VJx+jYyNjOFnqcU1RQPl9nj5FSRl5aLv6PLfcqoE+ejpbYOXJx2Vu/5mjSZnNlicme6KFlb6iwpSLD2tQjbQ14G5viFX9nWEgpz5jZSkUijB29yUcmNBZeZKm8+fPY/Pmzdzglk2bNsX06dMrVdskrenTp+PIkSPYu3cvbGxssGHDBvz999948uQJDAwMuCEHLC0tsX79eiQmJsLPzw9jx46lIQdqkfwiITb8+xTXIlMQ9y4H6we2QA9nC7FtSn+5f8yWL1qiX8v3TVBZ+UXY8O8T/BL6vqPtT8NboVcLi7J2l0p5CcyOka3QxtZQYZ10V/zzCHuuSI4LU5q5niYSM/K45OjfhwlYeDwCb7PeN0l/2PxRwqCeOm4t8AGPx8P5x29w6GZsuf1OSnewrW4pWfno99NVxL+Trm+Yc30BHrx6//SiuZ4mLPQ1sbh3M3y+reyaADM9Pvza2XD9TEo7PK4d1px+LPZE5P2lvigSMuy8GIn/IhLxMiWnwpj6t7TE5qEtK1Wr8su1l1hyIkLm/crzpacd8ouEmNujCfSqMLfaxWfJSM8tRF8XS7nFVhfkFghRKBJBJGLQr1ecPKTnFuKrX8NgpMNHb2cLfB0Yjh0jW6F78/efS6VrFhsY1sPFOZ/JrRauSCgCj8eTaZysuNQc/HX3FYa2aQATXT7OP36DvVejsXloS3z331P8HhZf7r5TvBthlq+jzHE+e5OJ9f8+wXeDXbhrV1pJdwtRfg7ivh+iHEnTtm3bMG3aNAwaNAgeHh4AgOvXr+PIkSPYvHkzJk2aJNcASxQWFmL+/Pn49ddfkZubC3d3d3z//fdwcno/aFhMTAy+/vprXLhwAdra2vD398fatWtpcMta4sNH/kvc/LYLzj1OQm8XC9yMSi2zhqkip6d1RFMLPVx4moSAfbfE1i3v54RRHrZVCRtA8ZM4wU+S4GZjALNqrIb+83Y8Zv1xj1vWUleFR0Mj1NNQxXeDXcodF+ZpYia6fS/ZtAVINvOUZWX/5hjZrrjjdV6hEGoqvAprI6rD44QMrD71GGoqPEz2bgQ3m+J+H2UNRCiN+vpa+Ny1PtrZG6F5fT3oaqpj6YkIPH2TWeH1ebm2l9jyw1fp2HU5CpM7N+Iez8/KL8Kwn68jNbsAwbO9pO7MX54XSZkoEr1vVv3myL0Kv7RK01RXQV5h8XAay/o6wb+9bZViIYrzX0Qivvr1NgBgtm9jfOXVEAVFIlx8lgzvJqaVGgfqSWIGun9f/IBL+KKuUj05WFGN84fmdm+CzWefoUAoEisPGt8O7eylq1EFivu8uSw7gyIRQ4dGxeNo/RL6ErbG2ujsWNy6ZDvvJAAoV9JkZWWFefPmYfLkyWLlP/30E1avXo1Xr17JNcDqRklTzcjMK4TbynPcWEjSaGKuiz0BbfAsMRMtrfURGpWCb47cR1Z+kVT7/zjcFb1b1P5fwc/eZMLGqJ7MX7xlNe1c/qYzzPQ0y+2YDBQ/9datlo2NdPzOK0z/7a7U2+8LaIPOTUzLXZ+SlY+7cWkY84t4Av9gqa9UfbYUjTGGsb+EcTWyw9pa40liJkQM2DXKTamHqiAVG77rOq5FVtwXuKLmu9TsAmw59wwvkrOQVygS66Bf1lOo/9x/jR+DX2DrMFc4mOmW+xRxWb70tMPiPs3wOi0XXweGQ12Fh7BS5zs5tQNsjLSh85GHFi4/T66wG8TaAc5IzszHxrPFNcEmfCHClvdTjqRJR0cHd+/eRaNGjcTKnz9/DldXV2RlSff0i7KipEm+dlyMxNrTxQ8M3FviC4FWcQdWoYhBhcdDZn4R5vxxT6JT9cdG9j0+yRMtrfXLXV/Ro/57/FujS1PpOwXXZcfuxONGVCq+aNtA7Hq+SsvFouMPEVyqGbRrMzPM8m1cYSdxZRaVnAULgRaO3omHh70R7E108Ov1GPx2KxYPXxU/DSlrU+3YX8K4Ea1D53tzTwQqizcZedDhq1XqSTqinHILhPBcF4zU7IIKt3Mw1YFPMzPM9nXE/fg0OFkKcDcuDUN2hpa7j5OlHv6Z0gGJGXnYeOYZDLU1xB4OmOHTWGxA0EamOniRVPZ3fnlP9q46+Qi7Lot3K9jyRUs4muuioYkO1FVVuH9XGwe7IKegCIv+kq35+c68DjA00FeOpGn48OFwdXXFnDlzxMq/++47hIWFISgoSK4BVjdKmt5LysjDkfB4DG1tXal+Oek5hXBZXvZ8TyXKmiW8ZLDCsh7F11BVwdmZnaQea+h6VIrYWDFL+jSjsU5kcPl5MqKSszHKw6bOPMVUloev0mGkoyFz0lMkFGH7hUg4WwnwmWP5NVOEyNPms8+w5fxzbtnaUAtxqZUf701NhYcikWzdm9cOcMYXbRugUChCRm4hsvKLYGVQD2k5BSgUsnJH9c8vEuKbI/fx193XZa5f9XnzCpv+/p7codzhMCwEmrg61xtZWZnK8/TcypUr8d1338HT01OsT9PVq1cxa9YssQCnTp0q12CrAyVN78387S6O3nklNgDjuZleaGRaPChbkVBUYT+Wzt9dQPTbbJnOeXWeN+qXmmbgfnwajHT4YmWyepddANcVZ9HdyRzbR7aq01/+hJC6r0gowvOkLKTnFoKvpgLXBgYoEorAAPx19zVml+rnWJbGZjrwsDeChpoKot/m4Mfhrhi192a5ffW6O5nj34hEsbIP++7J6p/7rzHz93tSd8ko/RSmSMRw5HY8XKz1YW2ohflHH+D5myzsG90GZnqayjXkgJ2ddL/SeTweoqLKHvNDmVHSVNwfYtXJx9hdzpNZwbO88DarQKya19/DBgt6NcN/EYnQ01LH2UeJOHg9lltX+mm1svRobo7l/ZrDRFdx00EQQsin4EVSFracf46/70nW5ozvZI9vezaVKI9NyUGnDSHc8tZhrujU2ARhL1Ph3cQU8e9y8dl3FyAUMRyZ4IHWchpg8/SDBKz45xFEDEjMeD9Ybemmv++HtpRpIF6lSprqOkqaJJ/IqqrHy7vj7/uv8c2R+9g2ohU6NTaBppoKvvwlDJeeJWPNAGcMayvZ9k0IIaTyGGNczfrzN5mox1ersNa+pOZKQ1VF6kGC5SWvUIihP18HYwyrP3dGQxMd3ItPQ1tbQ5ljoaSpGtW1pIkxhj1XovEyJRuzujrCQFsDZyISkZSZj/8iEmEp0EK35mbcaMne311A1P+b1Do0MsbULg4YsjMUTS30JKYOkcbH5gQr/Y+aEEIIqSpKmqpRXUqaGGOY9fs9HL3zfhiIsjpeA8XVnz+cf84lTIDk7PExKdkYf+A2nr4p3n+QmxUW9W6GQzdi8cftOEQlF+/rbmeIrPwiTOviAN9a9mg6IYSQ2o2SpmqkzEnTi6RMfPffM7xOz4WNkTa+6eYIKwMtRL3Nhr2xtkSNTemB0GQ1rqMdFvRqVua6klvmw/Nl5BVCl69GNUeEEEJqjCK/x2nwjlriyvO3GLnnBrd8Pz5drJOfv4cNlvVrzi3/dfcVNyt6j+bmUFXh4Z8yJgY11uGLTakBAP9O71jhWDzlJUVVmXKBEEIIUXaUNNUCkclZYglTWX4JjcGCXs2goaYiljABwKTOjdC8vgCrBxQi+HES4lJzMNm7EZf8bDn3HFuDn6N9I2Ms6NkUjua6inw7hBBCSK1Uqea5y5cvY+fOnYiMjMSRI0dQv359/Prrr7Czs0OHDh0UEWe1UbbmuX8fJmDCwfcjW5eMZn0g9CUWfzBK6poBznAw1cGgHeJDAZSugSKEEELqMqVqnvvzzz/h5+eHESNG4M6dO8jPL27aSU9Px+rVq3Hq1Cm5BvipYoxh+T+PsO/qS66sl7MFN/3HKA9bNDTRwd24NIhEDBvPPsP8o+KjZ1+Z2xlWBvVACCGEkKqTeVrylStXYseOHdi1axfU1d/3YfH09ER4eNlzfRHZ/fswUSxhujjnM/w0opXYNp6NjDGpcyOMaCf5SH/wLC9KmAghhBA5kjlpevr0KTp16iRRLhAIkJaWJo+YCMDNK2Sqy8fTld0rnGvNUFsDe/xbw1KgCWMdPg6Nc4e9iU51hUoIIYR8EmRunjM3N8eLFy9ga2srVn7lyhXY29vLK65P1puMPOy4GMmNpfTXZE/w1VQ/ul+XpmZc0x0hhBBC5E/mpGncuHGYNm0a9u7dCx6Ph9evXyM0NBSzZ8/GokWLFBHjJ0MoYhi26zo3SGRbO0OZZ10nhBBCiGLInDTNmzcPIpEIXbp0QU5ODjp16gQ+n4/Zs2djypQpiojxk5CaXYBWK86KlfVsTqNpE0IIIcqi0iOCFxQU4MWLF8jKykKzZs2go1M3+tDI61HFIqEI03+7i5SsAvw8yg26FQz8mFcoRJNF/3LLtkb1MLd7E/g6FQ9KSQghhBDp0DQq1UgeFzu/SAjHhe+TIENtDdxe6FPmSNqJ6Xlot+Y8t9yjuTm+/6KlVP2YCCGEECJOqcZpys7Oxtq1a3H+/HkkJSVBJBKJrY+KipJbcLXVibuvxZZTswvw7bEHWDOghcS2X/z8fiBK5/oCbB/ppvD4CCGEECI7mZOmsWPH4uLFi/Dz84OFhQVNzlqGRwkZEmWHb8bh8M04rOjnhI4OJthw5ilOfjAX3KFx7tUVIiGEEEJkJHPznL6+Pk6ePAlPT09FxVSjqlKtxxjD9N/u4q//1zStHeAMz0bG6Lg+pML91FV5eLC0GzTVqUmOEEIIqQpFNs/JPLilgYEBDA0N5RpEXREalcIlTADQ0FQH1ob1cPPbLuXu07WZGUJmf0YJEyGEEKLkZE6aVqxYgcWLFyMnJ0cR8dRaBUUiTDl0h1vWUFNBc0sBAMBUTxMv1/ZCyOzPuPVjO9ghaHw77BrVmqY7IYQQQmoBmZvnXF1dERkZCcYYbG1txeafA1Dr55+TtVovPacQ6/97gsAbsVzZb+Pbwd5EBya6fEWGSgghhJAPKNXTc/3795drALVZRl4hXJafESvr0sQU7vZGNRQRIYQQQhSFxmn6gLQZapFQhEYLTouVedgb4dA4d3qikBBCCKkhStURvCZcuHABPB6vzNetW7e47e7fv4+OHTtCU1MT1tbWWL9+vULiuRmdKpYwtbAS4OKcz3B4fDtKmAghhJA6SubmOaFQiM2bN+P3339HbGwsCgoKxNanpqbKLbgS7du3R0KC+JhGixYtwvnz59G6dWsAxZmlr68vfHx8sGPHDjx48ABffvkl9PX1MX78eJnP+SIpEwNWXwYAHBzjDo+GRsjKK8KphwmYf/QBt90Mn8aY5uNQhXdHCCGEkNpA5qRp2bJl2L17N2bNmoWFCxdiwYIFePnyJY4fP47FixcrIkZoaGjA3Pz95LWFhYX466+/MGXKFK5mJzAwEAUFBdi7dy80NDTg5OSEu3fvYtOmTZVKmvr/dA0q/OKn2kbuuVHudpO9G8l8bEIIIYTUPjI3zwUGBmLXrl2YNWsW1NTUMGzYMOzevRuLFy/G9evXFRGjhBMnTiAlJQWjR4/mykJDQ9GpUydoaGhwZd26dcPTp0/x7t07ucew5YuWiF7TkybUJYQQQj4RMidNiYmJcHZ2BgDo6OggPT0dANC7d2+cPHlSvtGVY8+ePejWrRusrKzE4jIzMxPbrmQ5MTGx3GPl5+cjIyND7FXCp6kZVn3eXGKfEe4N0K9lfeq/RAghhHxCZE6arKysuP5FDRs2xJkzxY/c37p1C3y+bOMSzZs3r9wO3iWvJ0+eiO0THx+P//77D2PGjJE19DKtWbMGAoGAe1lbWwMA7i7uit3+rTG8bQNu2/+md8LLtb2w6nNnuZybEEIIIbWHzH2aPv/8c5w/fx7u7u6YMmUKRo4ciT179iA2NhYzZsyQ6VizZs1CQEBAhdvY29uLLe/btw9GRkbo27evWLm5uTnevHkjVlayXLo/1Ifmz5+PmTNncssZGRmwtraGmmpxPsnj8XB7oQ/e5RSgkanuR98TIYQQQuommZOmtWvXcn8PHToUNjY2uHbtGhwcHNCnTx+ZjmViYgITExOpt2eMYd++fRg1apTESOQeHh5YsGABCgsLuXVnz56Fo6MjDAwMyj0mn8//aA2ZkQ4fRjo0ujchhBDyKZOpea6wsBBffvkloqOjubJ27dph5syZMidMlREcHIzo6GiMHTtWYt3w4cOhoaGBMWPGICIiAr/99hu2bNkiVotECCGEEFJZMiVN6urq+PPPPxUVy0ft2bMH7du3R5MmTSTWCQQCnDlzBtHR0XBzc8OsWbOwePHiSg03QAghhBDyIZmnUfH390fLli1l7r9UWyhy+HVCCCGEKJZSTdjr4OCA5cuX4+rVq3Bzc4O2trbY+qlTp8otOEIIIYQQZSFzTZOdnV35B+PxEBUVVeWgahLVNBFCCCG1l1LVNJXuBE4IIYQQ8qmQeXDL0hhjkLGiihBCCCGkVqpU0rRnzx40b94cmpqa0NTURPPmzbF79255x0YIIYQQojRkbp5bvHgxNm3ahClTpsDDwwNA8WS5M2bMQGxsLJYvXy73IAkhhBBCaprMHcFNTEzwww8/YNiwYWLlhw8fxpQpU/D27Vu5BljdqCM4IYQQUnsp8ntc5ua5wsJCtG7dWqLczc0NRUVFcgmKEEIIIUTZyJw0+fn5Yfv27RLlP//8M0aMGCGXoAghhBBClI1UfZpKz9/G4/Gwe/dunDlzBu3atQMA3LhxA7GxsRg1apRioiSEEEIIqWFSJU137twRW3ZzcwMAREZGAgCMjY1hbGyMiIgIOYdHCCGEEKIcpEqaQkJCFB0HIYQQQohSk3nIgbqu5GHCjIyMGo6EEEIIIbIq+f5WxODbMidNeXl52Lp1K0JCQpCUlASRSCS2Pjw8XG7B1YSUlBQAgLW1dQ1HQgghhJDKSklJgUAgkOsxZU6axowZgzNnzmDQoEFo27YteDyeXAOqaYaGhgCA2NhYuV/sT01GRgasra0RFxdHY15VEV1L+aFrKT90LeWHrqX8pKeno0GDBtz3uTzJnDT9888/OHXqFDw9PeUejDJQUSkehUEgENCNKyd6enp0LeWErqX80LWUH7qW8kPXUn5Kvs/lekxZd6hfvz50dXXlHgghhBBCiDKTOWnauHEj5s6di5iYGEXEQwghhBCilGRunmvdujXy8vJgb2+PevXqQV1dXWx9amqq3IKrCXw+H0uWLAGfz6/pUGo9upbyQ9dSfuhayg9dS/mhayk/iryWMk/Y6+Pjg9jYWIwZMwZmZmYSHcH9/f3lGiAhhBBCiDKQOWmqV68eQkND4eLioqiYCCGEEEKUjsx9mpo0aYLc3FxFxEIIIYQQorRkTprWrl2LWbNm4cKFC0hJSUFGRobYixBCCCGkLpK5ea5k3IMP+zIxxsDj8SAUCuUXHSGEEEKIkpC5pikkJAQhISEIDg4We5WU1WY//fQTbG1toampCXd3d9y8ebOmQ1J6S5cuBY/HE3s1adKEW5+Xl4dJkybByMgIOjo6GDhwIN68eVODESuPS5cuoU+fPrC0tASPx8Px48fF1jPGsHjxYlhYWEBLSws+Pj54/vy52DapqakYMWIE9PT0oK+vjzFjxiArK6sa34Vy+Ni1DAgIkLhPu3fvLrYNXctia9asQZs2baCrqwtTU1P0798fT58+FdtGmn/XsbGx6NWrF+rVqwdTU1PMmTMHRUVF1flWapw01/Kzzz6TuDcnTJggtg1dS2D79u1o0aIFN/inh4cHTp8+za2vtnuSEcYYY0FBQUxDQ4Pt3buXRUREsHHjxjF9fX325s2bmg5NqS1ZsoQ5OTmxhIQE7pWcnMytnzBhArO2tmbnz59nYWFhrF27dqx9+/Y1GLHyOHXqFFuwYAE7evQoA8COHTsmtn7t2rVMIBCw48ePs3v37rG+ffsyOzs7lpuby23TvXt35uLiwq5fv84uX77MGjVqxIYNG1bN76Tmfexa+vv7s+7du4vdp6mpqWLb0LUs1q1bN7Zv3z728OFDdvfuXdazZ0/WoEEDlpWVxW3zsX/XRUVFrHnz5szHx4fduXOHnTp1ihkbG7P58+fXxFuqMdJcSy8vLzZu3DixezM9PZ1bT9ey2IkTJ9jJkyfZs2fP2NOnT9m3337L1NXV2cOHDxlj1XdPVippunTpEhsxYgTz8PBg8fHxjDHGDhw4wC5fvlyZwymFtm3bskmTJnHLQqGQWVpasjVr1tRgVMpvyZIlzMXFpcx1aWlpTF1dnf3xxx9c2ePHjxkAFhoaWk0R1g4fftGLRCJmbm7ONmzYwJWlpaUxPp/PDh8+zBhj7NGjRwwAu3XrFrfN6dOnGY/HY69evaq22JVNeUlTv379yt2HrmX5kpKSGAB28eJFxph0/65PnTrFVFRUWGJiIrfN9u3bmZ6eHsvPz6/eN6BEPryWjBUnTdOmTSt3H7qW5TMwMGC7d++u1ntS5ua5P//8E926dYOWlhbCw8ORn58PoHiCvNWrV8t6OKVQUFCA27dvw8fHhytTUVGBj48PQkNDazCy2uH58+ewtLSEvb09RowYgdjYWADA7du3UVhYKHZdmzRpggYNGtB1/Yjo6GgkJiaKXTuBQAB3d3fu2oWGhkJfXx+tW7fmtvHx8YGKigpu3LhR7TEruwsXLsDU1BSOjo74+uuvkZKSwq2ja1m+9PR0AO8nM5fm33VoaCicnZ1hZmbGbdOtWzdkZGQgIiKiGqNXLh9eyxKBgYEwNjZG8+bNMX/+fOTk5HDr6FpKEgqFCAoKQnZ2Njw8PKr1npQ5aVq5ciV27NiBXbt2iY0G7unpifDwcFkPpxTevn0LoVAodjEBwMzMDImJiTUUVe3g7u6O/fv3499//8X27dsRHR2Njh07IjMzE4mJidDQ0IC+vr7YPnRdP67k+lR0TyYmJsLU1FRsvZqaGgwNDen6fqB79+44cOAAzp8/j3Xr1uHixYvo0aMH9+AKXcuyiUQiTJ8+HZ6enmjevDkASPXvOjExscx7t2Tdp6isawkAw4cPx8GDBxESEoL58+fj119/xciRI7n1dC3fe/DgAXR0dMDn8zFhwgQcO3YMzZo1q9Z7UuZpVJ4+fYpOnTpJlAsEAqSlpcl6OFLL9ejRg/u7RYsWcHd3h42NDX7//XdoaWnVYGSEvPfFF19wfzs7O6NFixZo2LAhLly4gC5dutRgZMpt0qRJePjwIa5cuVLTodR65V3L8ePHc387OzvDwsICXbp0QWRkJBo2bFjdYSo1R0dH3L17F+np6Thy5Aj8/f1x8eLFao1B5pomc3NzvHjxQqL8ypUrsLe3l0tQ1c3Y2BiqqqoSPe3fvHkDc3PzGoqqdtLX10fjxo3x4sULmJubo6CgQCKZpuv6cSXXp6J70tzcHElJSWLri4qKkJqaStf3I+zt7WFsbMx9ltG1lDR58mT8888/CAkJgZWVFVcuzb9rc3PzMu/dknWfmvKuZVnc3d0BQOzepGtZTENDA40aNYKbmxvWrFkDFxcXbNmypVrvSZmTpnHjxmHatGm4ceMGeDweXr9+jcDAQMyePRtff/21rIdTChoaGnBzc8P58+e5MpFIhPPnz8PDw6MGI6t9srKyEBkZCQsLC7i5uUFdXV3suj59+hSxsbF0XT/Czs4O5ubmYtcuIyMDN27c4K6dh4cH0tLScPv2bW6b4OBgiEQi7oOXlC0+Ph4pKSmwsLAAQNeyNMYYJk+ejGPHjiE4OBh2dnZi66X5d+3h4YEHDx6IJaJnz56Fnp4emjVrVj1vRAl87FqW5e7duwAgdm/StSybSCRCfn5+9d6TsvZWF4lEbOXKlUxbW5vxeDzG4/GYpqYmW7hwoayHUipBQUGMz+ez/fv3s0ePHrHx48czfX19sZ72RNKsWbPYhQsXWHR0NLt69Srz8fFhxsbGLCkpiTFW/BhogwYNWHBwMAsLC2MeHh7Mw8OjhqNWDpmZmezOnTvszp07DADbtGkTu3PnDouJiWGMFQ85oK+vz/766y92//591q9fvzKHHHB1dWU3btxgV65cYQ4ODp/kY/IVXcvMzEw2e/ZsFhoayqKjo9m5c+dYq1atmIODA8vLy+OOQdey2Ndff80EAgG7cOGC2GPwOTk53DYf+3dd8ni3r68vu3v3Lvv333+ZiYnJJ/eY/Meu5YsXL9jy5ctZWFgYi46OZn/99Rezt7dnnTp14o5B17LYvHnz2MWLF1l0dDS7f/8+mzdvHuPxeOzMmTOMseq7Jys9TlN+fj6LiIhgN27cYJmZmZU9jFLZunUra9CgAdPQ0GBt27Zl169fr+mQlN7QoUOZhYUF09DQYPXr12dDhw5lL1684Nbn5uayiRMnMgMDA1avXj32+eefs4SEhBqMWHmEhIQwABIvf39/xljxD5RFixYxMzMzxufzWZcuXdjTp0/FjpGSksKGDRvGdHR0mJ6eHhs9enSd+fcoi4quZU5ODvP19WUmJiZMXV2d2djYsHHjxkn8IKJrWays6wiA7du3j9tGmn/XL1++ZD169GBaWlrM2NiYzZo1ixUWFlbzu6lZH7uWsbGxrFOnTszQ0JDx+XzWqFEjNmfOHLFxmhija8kYY19++SWzsbFhGhoazMTEhHXp0oVLmBirvntS5mlUCCGEEEI+RVI/Pffll19Ktd3evXsrHQwhhBBCiLKSuqZJRUUFNjY2cHV1RUW7HDt2TG7BEUIIIYQoC6lrmr7++mscPnwY0dHRGD16NEaOHCkxqikhhBBCSF0lU5+m/Px8HD16FHv37sW1a9fQq1cvjBkzBr6+vuDxeIqMkxBCCCGkRlW6I3hMTAz279+PAwcOoKioCBEREdDR0ZF3fIQQQgghSkHmwS25HVVUwOPxwBjj5m8ihBBCCKmrZEqa8vPzcfjwYXTt2hWNGzfGgwcP8OOPPyI2NpZqmQghhBBSp0ndEXzixIkICgqCtbU1vvzySxw+fBjGxsaKjI0QQgghRGnINORAgwYN4OrqWmGn76NHj8otOELIpyUgIABpaWk4fvx4jZzfz88PTZs2xbfffquQ4z969Ai+vr54+vQptLW1FXIOQojiSJ00BQQESPWE3L59+6ocFCGk7vnY58eSJUswY8YMMMagr69fPUGVcu/ePXh7eyMmJkah3Q0GDRoEFxcXLFq0SGHnIIQoBk2jQgipFomJidzfv/32GxYvXoynT59yZTo6OjXaN3Ls2LFQU1PDjh07FHqekydPYty4cYiNjYWamtQ9JAghSqDST88RQogszM3NuZdAIACPxxMr09HRQUBAAPr378/t89lnn2HKlCmYPn06DAwMYGZmhl27diE7OxujR4+Grq4uGjVqhNOnT4ud6+HDh+jRowd0dHRgZmYGPz8/vH37ttzYhEIhjhw5gj59+oiV29raYuXKlRg1ahR0dHRgY2ODEydOIDk5Gf369YOOjg5atGiBsLAwbp+YmBj06dMHBgYG0NbWhpOTE06dOsWt79q1K1JTU3Hx4sUqXlFCSHWjpIkQotR++eUXGBsb4+bNm5gyZQq+/vprDB48GO3bt0d4eDh8fX3h5+eHnJwcAEBaWhq8vb3h6uqKsLAw/Pvvv3jz5g2GDBlS7jnu37+P9PR0tG7dWmLd5s2b4enpiTt37qBXr17w8/PDqFGjMHLkSISHh6Nhw4YYNWoUN73UpEmTkJ+fj0uXLuHBgwdYt26dWA2ahoYGWrZsicuXL8v5ShFCFI2SJkKIUnNxccHChQvh4OCA+fPnQ1NTE8bGxhg3bhwcHBywePFipKSk4P79+wCAH3/8Ea6urli9ejWaNGkCV1dX7N27FyEhIXj27FmZ54iJiYGqqipMTU0l1vXs2RNfffUVd66MjAy0adMGgwcPRuPGjTF37lw8fvwYb968AQDExsbC09MTzs7OsLe3R+/evdGpUyexY1paWiImJkbOV4oQomiUNBFClFqLFi24v1VVVWFkZARnZ2euzMzMDACQlJQEoLhDd0hICNdHSkdHB02aNAEAREZGlnmO3Nxc8Pn8Mjurlz5/ybkqOv/UqVOxcuVKeHp6YsmSJVwyV5qWlhZXM0YIqT0oaSKEKDV1dXWxZR6PJ1ZWkuiIRCIAQFZWFvr06YO7d++KvZ4/fy5R41PC2NgYOTk5KCgoqPD8Jeeq6Pxjx45FVFQU/Pz88ODBA7Ru3Rpbt24VO2ZqaipMTEykuwCEEKVBSRMhpE5p1aoVIiIiYGtri0aNGom9yhsbqWXLlgCKx1GSB2tra0yYMAFHjx7FrFmzsGvXLrH1Dx8+hKurq1zORQipPpQ0EULqlEmTJiE1NRXDhg3DrVu3EBkZif/++w+jR48ud55MExMTtGrVCleuXKny+adPn47//vsP0dHRCA8PR0hICJo2bcqtf/nyJV69egUfH58qn4sQUr0oaSKE1CmWlpa4evUqhEIhfH194ezsjOnTp0NfXx8qKuV/5I0dOxaBgYFVPr9QKMSkSZPQtGlTdO/eHY0bN8a2bdu49YcPH4avry9sbGyqfC5CSPWiwS0JIQTFncEdHR3x22+/wcPDQyHnKCgogIODAw4dOgRPT0+FnIMQojhU00QIISh+ou3AgQMVDoJZVbGxsfj2228pYSKklqKaJkIIIYQQKVBNEyGEEEKIFChpIoQQQgiRAiVNhBBCCCFSoKSJEEIIIUQKlDQRQgghhEiBkiZCCCGEEClQ0kQIIYQQIgU1WTZ+/PgxgoKCcPnyZcTExCAnJwcmJiZwdXVFt27dMHDgQPD5fEXFSgghhBBSY6Qa3DI8PBzffPMNrly5Ak9PT7Rt2xaWlpbQ0tJCamoqHj58iMuXLyMjIwPffPMNpk+fTskTIYQQQuoUqZImOzs7zJ49GyNGjIC+vn6524WGhmLLli1o0aIFvv32W3nGSQghhBBSo6RKmgoLC6Guri71QWXdnhBCCCFE2UnVEVxdXR0//vgj0tLSpDooJUyEEEIIqWuknrBXIBCgsLAQ/fv3x9ixY+Ht7a3o2AghhBBClIbUQw4kJiZix44dSEhIQNeuXWFnZ4cVK1YgLi5OkfERQgghhCgFqWuaSouKisL+/ftx4MABxMfHw8fHB2PGjEH//v2paY4QQgghdVKlkqYSjDGcO3cO+/fvx/Hjx6GtrY2kpCR5xkcIIXIVEBCACxcu4OXLlzUdCiGklqnSiOA8Hg9qamrg8XhgjKGwsFBecRGiNPbv3w8ej4ewsDCZ992zZw+aNm0KTU1NODg4YOvWrQqIsGJPnjzBN998g5YtW0JXVxcWFhbo1atXue/n1atXGDJkCPT19aGnp4d+/fohKipKYfFt27YNPB4P7u7uCjsHkXTz5k1MnDgRbm5uUFdXB4/Hq3D7mriXN23aBB6Ph3PnzpW7za5du8Dj8XDixAmFx0MIWCXExsayZcuWMTs7O6aqqso6d+7MDh48yHJzcytzOEKU2r59+xgAduvWLZn227FjBwPABg4cyH7++Wfm5+fHALC1a9cqKNKyzZo1i+nr67MxY8awnTt3svXr17OGDRsyVVVVdvbsWbFtMzMzmYODAzM1NWXr1q1jmzZtYtbW1szKyoq9fftWIfG1b9+e2draMgDs+fPnCjlHaQUFBSwvL0/h51F2S5YsYerq6szNzY01btyYVfR1UFP38qtXr5iKigobPXp0udt89tlnzMjIiBUUFCg0FkIYY0zqpCk/P58dPnyYde3alamqqjIrKyu2YMECFhkZqcj4CKlxlUmacnJymJGREevVq5dY+YgRI5i2tjZLTU2Vd5jlCgsLY5mZmWJlb9++ZSYmJszT01OsfN26dQwAu3nzJlf2+PFjpqqqyubPny/32KKiohgAdvToUWZiYsKWLl0q93OQsiUmJrKcnBzGGGOTJk0qN2mq6Xu5S5cuTCAQlJnoxsfHMxUVFTZhwgSFxkBICamb58zNzREQEAA9PT38/fffiImJwcqVK2Fvby/32i9CaruQkBCkpKRg4sSJYuWTJk1CdnY2Tp48WW2xuLm5QUdHR6zMyMgIHTt2xOPHj8XKjxw5gjZt2qBNmzZcWZMmTdClSxf8/vvvFZ7n5cuX4PF42L9/v8Q6Ho+HpUuXSpQHBgbCwMAAvXr1wqBBgxAYGCj9GytDZmYmpk+fDltbW/D5fJiamqJr164IDw/ntgkICICtra3YfikpKfDz84Oenh709fXh7++Pe/fuSbyfgIAA6OjoIDY2Fr1794aOjg7q16+Pn376CQDw4MEDeHt7Q1tbGzY2Njh06JDYeVJTUzF79mw4OztDR0cHenp66NGjB+7du1el910ZZmZm0NLS+uh2Vb2Xly5dCh6Ph2fPnmHkyJEQCAQwMTHBokWLwBhDXFwc+vXrBz09PZibm2Pjxo1i+48cORLp6ellnicoKAgikQgjRoyQ4h0TUnVSJ00LFy5EXFwcjhw5gh49ekBFpUrdoQip0+7cuQMAaN26tVi5m5sbVFRUuPXlKSwsxNu3b6V6iUSiSsWYmJgIY2NjblkkEuH+/fsSMQNA27ZtERkZiczMzEqdqzyBgYEYMGAANDQ0MGzYMDx//hy3bt2q9PEmTJiA7du3Y+DAgdi2bRtmz54NLS0tieSwNJFIhD59+uDw4cPw9/fHqlWrkJCQAH9//zK3FwqF6NGjB6ytrbF+/XrY2tpi8uTJ2L9/P7p3747WrVtj3bp10NXVxahRoxAdHc3tGxUVhePHj6N3797YtGkT5syZgwcPHsDLywuvX7/+6PtLT0+X6p7IysqS/eKVo6r3comhQ4dCJBJh7dq1cHd3x8qVK/H999+ja9euqF+/PtatW4dGjRph9uzZuHTpErffgAEDoKmpKZGAAsChQ4dgY2MDT0/PKrxDQmRQlWqqzMxMlp6eLvYipK6pTPPcpEmTmKqqapnrTExM2BdffFHh/iEhIQyAVK/o6GhZ3g5jjLFLly4xHo/HFi1axJUlJyczAGz58uUS2//0008MAHvy5Em5x4yOjmYA2L59+yTWAWBLliwRKwsLC2MAuH5VIpGIWVlZsWnTpsn8fkoIBAI2adKkCrfx9/dnNjY23PKff/7JALDvv/+eKxMKhczb21vi/fj7+zMAbPXq1VzZu3fvmJaWFuPxeCwoKIgrf/LkicT7zsvLY0KhUCye6Ohoxufzy7zuH/Ly8pLqnvD39//osUqrqHmuqvfykiVLGAA2fvx4rqyoqIhZWVkxHo8n1i+q5Fp+GP/gwYOZpqam2HdMyfVVRLMxIeVRkzXJio6OxuTJk3HhwgXk5eWVTr7A4/EgFAplPSQhdU5ubi40NDTKXKepqYnc3NwK93dxccHZs2elOpe5ublMsSUlJWH48OGws7PDN998w5WXxMTn8yX20dTUFNtGHgIDA2FmZobOnTsDKG7CGzp0KA4ePIiNGzdCVVVV5mPq6+vjxo0beP36NSwtLaXa599//4W6ujrGjRvHlamoqGDSpEkIDg4uc5+xY8eKndPR0REvXrzAkCFDuHJHR0fo6+uLPXlY+toKhUKkpaVBR0cHjo6OYk2I5dm4cSPevXv30e2kfe/SqOq9XKL0NVNVVUXr1q0RHx+PMWPGcOUl1/LDpzVHjhyJP/74A0ePHkVAQAAAcDVP1DRHqpPMSdPIkSPBGMPevXthZmb20cdUCfkUaWlpoaCgoMx1eXl5H+1LYmBgAB8fH7nHlZ2djd69eyMzMxNXrlwR6+tUElN+fr7EfiU/kKTpAyMNoVCIoKAgdO7cWaz5yt3dHRs3bsT58+fh6+sr83HXr18Pf39/WFtbw83NDT179sSoUaMq7HsZExMDCwsL1KtXT6y8UaNGZW6vqakJExMTsTKBQAArKyuJz0OBQCCW5IhEImzZsgXbtm1DdHS02I9MIyOjj74/Nze3j24jb1W9l0s0aNBAbFkgEEBTU1OsibikPCUlRaysR48eMDQ0xKFDh7ik6fDhw3BxcYGTk5OU74SQqpM5abp37x5u374NR0dHRcRDSJ1gYWEBoVCIpKQkmJqacuUFBQVISUn5aE1AQUEBUlNTpTqXiYmJVLUyBQUFGDBgAO7fv4///vsPzZs3F1tvaGgIPp+PhIQEiX1LyiqKu7wfUGXVPgcHByMhIQFBQUEICgqSWB8YGFippGnIkCHo2LEjjh07hjNnzmDDhg1Yt24djh49ih49esh8vLKUd63LK2elxg9evXo1Fi1ahC+//BIrVqyAoaEhVFRUMH36dKn6pqWmppabwJSmpaUFgUDw0e2kUdV7uURZ10eaawYUTwI/ZMgQ7Nq1C2/evEFsbCyeP3+O9evXy/BOCKk6mZOmNm3aIC4ujpImQirQsmVLAEBYWBh69uzJlYeFhUEkEnHry3Pt2jWu2epjoqOjJZ4G+5BIJMKoUaNw/vx5/P777/Dy8pLYRkVFBc7OzmUOennjxg3Y29tDV1e33HMYGBgAANLS0sTKY2JiJLYNDAyEqakp99RZaUePHsWxY8ewY8eOStVsWVhYYOLEiZg4cSKSkpLQqlUrrFq1qtykycbGBiEhIcjJyRGrbXrx4oXM5/6YI0eOoHPnztizZ49YeVpamkSNS1kGDBiAixcvfnQ7f3//Mp9irIyq3svyMmLECOzYsQO//fYboqOjwePxMGzYsGo5NyElZE6adu/ejQkTJuDVq1do3ry5xFxzLVq0kFtwhNRW3t7eMDQ0xPbt28W+aLZv34569eqhV69eFe4v7z5NU6ZMwW+//YadO3diwIAB5W43aNAgzJs3D2FhYdzTUk+fPkVwcDBmz55d4Tn09PRgbGyMS5cuYfr06Vz5tm3bxLbLzc3F0aNHMXjwYAwaNEjiOJaWljh8+DBOnDiBoUOHfvS9lRAKhcjKyhKrYTE1NYWlpWWZTY4lunXrhl27dmHXrl2YNm0agOIks6yErqpUVVUlalH++OMPvHr1qtzmwNJqok9TVe9lefH09IStrS0OHjyI+Ph4eHl5wcrKqlrOTUgJmZOm5ORkREZGYvTo0VxZyTQq1BGckGJaWlpYsWIFJk2ahMGDB6Nbt264fPkyDh48iFWrVsHQ0LDC/eXZp+n777/Htm3b4OHhgXr16uHgwYNi6z///HNoa2sDACZOnIhdu3ahV69emD17NtTV1bFp0yaYmZlh1qxZHz3X2LFjsXbtWowdOxatW7fGpUuX8OzZM7FtTpw4gczMTPTt27fMY7Rr1w4mJiYIDAzkkqaAgAD88ssvFdaqZWZmwsrKCoMGDYKLiwt0dHRw7tw53Lp1S2Lsn9L69++Ptm3bYtasWXjx4gWaNGmCEydOcM2j8uy32bt3byxfvhyjR49G+/bt8eDBAwQGBko93p08+zTFxMTg119/BQCudnHlypUAimvf/Pz8AFT9XpYXHo+H4cOHY/Xq1QCA5cuXV8t5CREj6+N2TZs2ZQMGDGDXr19n0dHR7OXLl2IvQuqayk6jwhhjP//8M3N0dGQaGhqsYcOGbPPmzUwkEikgyvKVPCZf3uvDIQvi4uLYoEGDmJ6eHtPR0WG9e/eWenqTnJwcNmbMGCYQCJiuri4bMmQIS0pKEnv0vk+fPkxTU5NlZ2eXe5yAgACmrq7OTd0ycOBApqWlxd69e1fuPvn5+WzOnDnMxcWF6erqMm1tbebi4sK2bdsmcT1KDznAWPFwC8OHD2e6urpMIBCwgIAAdvXqVQZAbBgBf39/pq2tLXFuLy8v5uTkJFFuY2MjNpJ2Xl4emzVrFrOwsGBaWlrM09OThYaGMi8vL+bl5VXue1OEioa1KCuWyt7LJUMOJCcni5XLei0ZYywiIoIBYHw+v8J7gRBF4TH2QV3xR2hra+PevXtSVSUTQog8mJmZYdSoUdiwYUO1nfP48eP4/PPPceXKFRo8kRACQIYRwUt4e3vXyJD/hJBPU0REBHJzczF37lyFnePDsYaEQiG2bt0KPT09tGrVSmHnJYTULjL3aerTpw9mzJiBBw8ewNnZWaIjeHn9FAipC6QZCkAgEMhtPCMCODk5ISMjQ6HnmDJlCnJzc+Hh4YH8/HwcPXoU165dw+rVq+n/JSGEI3PzXEVzzlFHcFLXXbhw4aNDAezbt48bgI/UDocOHcLGjRvx4sUL5OXloVGjRvj6668xefLkmg6NEKJEZE6aCPmUvXv3Drdv365wGycnJ1hYWFRTRIQQQqoLJU2EEEIIIVKQqiN4WdMclCcuLg5Xr16tdECEEEIIIcpIqpomLy8vJCUlYfTo0ejTpw+aNm0qtj49PR1Xr17FwYMHcfbsWezZs6fWdggXiUR4/fo1dHV1aTJiQgghpJZhjCEzMxOWlpYV9sOuDKmb506cOIGtW7ciODgY2traMDMzg6amJt69e4fExEQYGxsjICAAM2bMgJmZmVyDrE7x8fGwtrau6TAIIYQQUgVxcXFyn2pH5j5Nb9++xZUrVxATE4Pc3FwYGxvD1dUVrq6ucs/oakJ6ejr09fURFxcHPT29mg6HEEIIITLIyMiAtbU10tLSxOailAfqCP6BjIwMCAQCpKenU9JECCGE1DKK/B6v/VVDhBBCCCHVgJImQgghhBApUNJECCGEECIFSpoIIYQQQqRASRMhhBBCiBTUpNlo5syZUh9w06ZNlQ6GEEIIIURZSZU03blzR6qD0QjahBBCCKmrpEqaQkJCFB0HIYQQQohSoz5NhBBCCCFSkKqm6UNhYWH4/fffERsbi4KCArF1R48elUtghBBCCCHKROaapqCgILRv3x6PHz/GsWPHUFhYiIiICAQHB8t9jhdCCCGEEGUhc9K0evVqbN68GX///Tc0NDSwZcsWPHnyBEOGDEGDBg0UESMAwNbWFjweT+y1du1asW3u37+Pjh07QlNTE9bW1li/fr3C4iGEEELIp0XmpCkyMhK9evUCAGhoaCA7Oxs8Hg8zZszAzz//LPcAS1u+fDkSEhK415QpU7h1GRkZ8PX1hY2NDW7fvo0NGzZg6dKlCo+JEEIIIZ8Gmfs0GRgYIDMzEwBQv359PHz4EM7OzkhLS0NOTo7cAyxNV1cX5ubmZa4LDAxEQUEB9u7dCw0NDTg5OeHu3bvYtGkTxo8fr9C4CCGEEFL3yVzT1KlTJ5w9exYAMHjwYEybNg3jxo3DsGHD0KVLF7kHWNratWthZGQEV1dXbNiwAUVFRdy60NBQdOrUCRoaGlxZt27d8PTpU7x7906hcRFCyKdOKGI1HQIhCidzTdOPP/6IvLw8AMCCBQugrq6Oa9euYeDAgVi4cKHcAywxdepUtGrVCoaGhrh27Rrmz5+PhIQEbgTyxMRE2NnZie1jZmbGrTMwMCjzuPn5+cjPz+eWMzIyFPQOCJH0JiMP7qvPw93OEDO6Nsba008wt3sTeDQ0qunQiAKk5xbCffU5eNgbYbd/GwTeiIG2hhoGullJfQyhiKFQKIKmuioA4K+7r7DnSjTsjbXR1EIP3k1MMf7X2xjkZoVJnRsp6q1wGGOYfOgOrrx4i9PTOsJSX0vh5ySkpvAYYzX282DevHlYt25dhds8fvwYTZo0kSjfu3cvvvrqK2RlZYHP58PX1xd2dnbYuXMnt82jR4/g5OSER48eoWnTpmUef+nSpVi2bJlEeXp6OvT09GR8R4RIryRh+pCpLh83F/jUQERE0X44/xybzj6TKJ/h0xgA8CghHS+SshCZnM2ta2NrAP16GmhmoYcvPe3gsvxMpc59dkYnOJjpVi7wchQKRZh8KBz/RbwBAOzxb40uTc3keg5CZJWRkQGBQKCQ73GpkqaMjAzuxB+riZElwOTkZKSkpFS4jb29vViTW4mIiAg0b94cT548gaOjI0aNGoWMjAwcP36c2yYkJATe3t5ITU2VqabJ2tqakiaicFMO38Hf915LlDcwrIdL33SugYiIoghFDM2X/IfcQmGNxaCqwsPVud4wF2hyZYVCEd5k5OFtVgGaW+pBTVX6Hht/33uNKYfFp9jaG9Aa3k0oaSI1S5FJk1TNcwYGBkhISICpqSn09fXLnGOOMQYejwehUPoPBRMTE5iYmEgfbSl3796FiooKTE1NAQAeHh5YsGABCgsLoa6uDgA4e/YsHB0dy02YAIDP54PP51cqBlJ3pWTl42VKNtxsDBVy/LxCIc4/flPmuoYm2go5J6k5f96OV2jC5GZjAFNdPk4/TOTKHM108fRNJrcsFDG0W3Mef03yhIu1PvIKhWiy6F9uvZa6Kk5M9kRYzDskpudBV1MNI9vZgK+mIvGZ/+/DBImECQBqrt2CkOohVdIUHBwMQ8PiL4+amIcuNDQUN27cQOfOnaGrq4vQ0FDMmDEDI0eO5BKi4cOHY9myZRgzZgzmzp2Lhw8fYsuWLdi8eXO1x/spS8spwPr/nuKfe6+xflALXHr+FoduxAIANg91weeuVigSigAAf9yOh5uNAd5m5WP4rhvo6WyOPi0skVsoxIBWVrj4LBlqKjx4NjKu1vcQl5qDjuuL7/MtX7RE+4bGMNGtOLFmjCEmJQcmunxoqavi+N1XcDTXRVNzPdyJS0PYy1SsOf0ENkb1cGRCexy6EYucAiEMtTUQtsAHKio8/BEWhzlH7lfHWyTVJL9IiL5br4olL9oaqrgwpzOSM/Nhqa8J/703cS8+HXqaaujmZA5VFR5m+TpCKGI4+/gNFh1/iM6OJgh5mswd4+AYd1x58Rb1NFTh2cgYbjbFn4NPEjNw7UUK/DxsoP7/WqPXablovzaY23diYDi6OZlj79VosVhzC4XouvmSWNnKk4/Ru4UFfJ3MsfX8c7SxM8SZiES8zXo/E4SRtgZSssVnhiCkrpK5T1NsbCysra0lfnkwxhAXF6eQAS7Dw8MxceJEPHnyBPn5+bCzs4Ofnx9mzpwpVkt0//59TJo0Cbdu3YKxsTGmTJmCuXPnynQuRVbr1XVHbsdj9h/3KtxmTjdHbPjvqUzHDRrfDu3sFdMx+mliJnZcjMRnjibo62KJM4/e4Ktfb0tsN6BVfVgb1IOaCg+PEjIQlZyNJX2bYfiuGwCAga2s8Gd4PADAWIePt1n5Escoywj3Blj1uTMAcEnTZ44m2D+6rZzeIakpmXmFcF4q3v/oxGRPONcXlFlbL42CIhHyioTQ01SXab/nbzIRsO8WXqXlVuq85flxuCt6t7BEv5+u4l5cGnaPag2fZtQ8R2pWjfdpKk1VVZVrqistJSUFpqamMjXPKSNKmiqWVyiE59pgpGQX4OAYd3RwMAZjDD8Gv8DGMjq4you9iTZ6t7DEVO9GMvW7+BiHBadQKKy5NoWbC7rAVLe4j0lJ0klJU+1UKBThn/uv0cJKH3qa6miz6pzY+jndHKvlabby5BcJ4bjwX7Gyns7mWDewBXQ11ZGQnotvjtyHuqoKHM11sf1CZIXHm+7jgOn/78De/6eruEtJE1ESNd6nqbSSvksfysrKgqamZhl7kNoqNbsAQ3eGop29EYa2sUZjM10sPP6Qq4ofuecGFvZqCqGIiSVMv45pi8y8Imw88xTD2jZA9Nts5BeJcOR2fLnn6uNiieTMPKTlFOJJYqbE+qjkbPxw/jl0+KoIaG8HDTUVCEUMKjzI/Kv9dkwqxh+4jbUDW5SbMB0e1w4Ljz8Qe4qpqkLne2Pk7hvcMbePaMUlTKVRv5Da58rztxi550aZ61pYCXBicodqjkgSX00V/03vhImBt9HZ0RSfOZqig8P7pm8LgRZ+HePOLc/t3gS5BUJceJqEkw8ScD0qBR4NjTHIzQpejcvui0q3LpFFTkERhu68DgaGIxPac8NolOVJYgYOhMZgtq8jDLWLHw67E/sOe65E45/7CXCy1MNOPzdYGdRTaMxS1zTNnDkTALBlyxaMGzcO9eq9D0woFOLGjRtQVVXF1atXFRNpNaGaJiC3QIimi//9+IZl2DHSDd2bS47aXiQUocWyM8gpEHJPhzHGsOdKNHILhJjs3Ugi+cnOL8Luy9HYfK7iGqyQ2Z/Bzlj6ztO2805KlNkY1UNMSvGI9s71Bfh7SvGXHGMMf4TFY+7R+2UmMwe+bIvLz5Ox63I0+rW0RMTrDLxJz8O2ka3Q0aH4iyUxPQ9FIhGsDOqhSCjCun+fwMFMF0NaW4sd68/b8Zj1xz14NTbBL19STZMyE4oYGGPYeSkK/9xPwOOE8p8qjlzdE6oqlWuOqy0+33YVd2LTsGtUa3SlmqY6o6BIhK8P3sb5J0kAAA01Fdz8tgv060k+0V6Wf+6/xuRDxQ8M1NfXwq5RrdHMsvh7NeJ1Onr9cIXbduNgF4nxyt5k5CE7vwi6ZdTcGtRTx7ucQolzvlzbSzma5zp3Ln4E+uLFi/Dw8BAbBkBDQwO2traYPXs2HBwc5BpgdfvUk6ZbL1MxeEfoR7f7dUxb+O25KVZ2YrInWljpl7tPRl4htp5/js5NTNG+ofSduxljuB3zDrP+uMclNh/y97DBgl7NcPXFW3RwMOY6wX7o5dtsfPbdBbGyfi0tseULVySk5+LSs2T0a1m/3F88oZEpyMovgkdDIwiFDIJ6svUtqQglTbXDhx2rKxI63xsWgro/2CMlTbUfYwzZBULo8NVw/M4r7LwUVe6Pgf4tLbGkjxMMtMtPnj58OhMAerWwwOYhLfEqLRedP/gctjLQwrmZXtxnb05BEZot/q9S78VArQh3V/Wv2ea5kqfmRo8ejS1btnySCUVdFpOSja3BLySa0Aa41sephwnIKxRxZX9M8EAbW0Ns+aIlpgXdBVD8K6GihAkA9DTVsaBXM5lj4/F4aG1riP+md8LPl6LKHBzwl9AY/BIaAwDgq6lgfo8mGOBmJdFh9uSDBLFlcz1NrB/UAkBx88TQNhU/yFAdI3VTE4dy23/tpURZI1MdHBrnDlNdTYhEDO9yCiDQUpdr/7vaoAbHSiYyEIkYXqZko4FhPUS/zYa9iQ4mHwoXG7KiIsfvvkZWfhF2+7cBAFx+nsz9iB7YygrjOtmh+/eXJfY7eT8BJ+8nSJQDQPy7XC7JmtW1MdrafXy4FzUVHqZ4O6CPiwW8N17kyhX5NGeNjgiujD7FmqaMvEK0+OApnzEd7LCod3GCU1AkQlZ+EXgAVHg8sdqVF0mZeJdTiDa2ihnPqCxFQhE35s3Kfx7jt7C4MrfTUlfFw2XduKaR0w8S8HVgOABgWV8nDG1jXWEbenU7Gh6Pmb/fQ6fGJjhANU1Kq9+PV3AvPp1bntS5IcZ3agiBlvxqHWubAduuIjw2DT/7ucHXqexJ1Yny8P7uAqLeStdfs6ODMX4d447s/CI4LRGv+Ylc3RMA0PDbU+Xu/013R3zuWh8eayRrZ7s7mWN5PyccvB6DH4JfiK1T4QGlpzO0M9bG90NbIjW7AGtPP0FKdgFOTe0AU73ifqExKdnw2nABACDKz0Hc90OUoyN4dnY21q5di/PnzyMpKQkikUhsfVRUlNyCI9Xj8rO3YsvrBjqL1bhoqKnAUK3sathGpvKdlkEaaqoq0P3/L/h1g1pgSd9maLXirFhtGFA87kzDb0/h+vwu6PzdBS7R4qupKF3CVBr9jlFer9JycS8+HTweEDqvC7TUVeXaRFvb0Z2rnAqKRHiSmAHn+gL8cz9BqoTJ38MGfh62aGSqAwDQ5qvh6jxvRCVncbVKX/wcilsv35V7jK7NzDDxs+InRoe0tsLvYe9bMno6m2PNgBYQaKnDv70t9l97iYy8Im59ScI0s2tj9HWxhLEuHzr84pTF3d4QRSIm1pJgY6SNl2t74W1WPq49jkO/76W7NrKSOWkaO3YsLl68CD8/P1hYWFR6vBGiHA5ej8HC4w+55WvzvGvdhJv1NNTwx1ftwcAgFDGM//U2kjPfj5PUbo34/G6DW1spZcJE/5SU34q/HwEA2tgYik1H8qmj7wHlxRhDrx8u43lS1ke3NdLWAF9NBV+0bYCpXST7J9fX10J9fS1oqKqgQCgSS5h0NdVwZa43/otIxKPXGTDR5eOrTvbc+nUDW8BIh4/E9Dws7eskVjNrpMPHv9M7ITOvCA9epYuN99fZ0RS2HzzoU0+j/NTFWIePzxxNy11fVTInTadPn8bJkyfh6empiHiIgpV0qlZTVUH/n8SfdKyNCVMJZysB9/etBT5lViVrqKpglm9jjPKwreboSG0nFDHM/uMe/o0o7vPh60SdnctClaTK505cWpkJ08bBLoh7l4NpXRzAGKAiwxOe/83oJNGR++AYdwi01CWeCi7B4/Ewt3uTco9Z8t3T2EwHt6JT8TgxA/N6NBH7bFcGMidNBgYG3JQqRPnlFwlRJGTgq6kg/l0uum+5JNGMBRR3+K6tCVNZtPlqeLKiO9ex0FBbA7cX+ij1L2IelDe2T925x29w7M4rbnm4u/xnPqjN6M6VryKhCKnZBVx/nfJk5BVi/IEwvEjKxoyuDhjhbiOxzc6LkoOUrujnJPZ4v6wfi3bG2ri32BdBt2LhZmOA1nLs08rj8bDu/w/nKCOZk6YVK1Zg8eLF+OWXX8TGaiLKJz23EO3XnEd2QcWjtP8zpQPXbl2XaKqr4vr8Lrgbl4ZuTmZKnTCVRr/WlcvJ+wmYdCicW778TecKmwc+bXTzVtVPIS+4qaYW9mqKsR3t8eh1BjTUeDDT08SFp8k4++gNTtx7LbbfgmMP8XtYPP6a5InrUSn44ufr3DoeDzgyoT1uvUyFc32BXObzFNRTx1deDat8nNpG5n/5GzduRGRkJMzMzGBrawt1dfFOkOHh4eXsSarb9guR5SZMxjoaWNm/Obo3t6jmqKqXuUAT3QW142meWpLTfVK2X4jEun+fcMv/TOkAa0P6sfghunfl48S912Jzc648+RjGOnxM/+2uVPvfi0src/DeLk3M4GZjwE3sTCpP5qSpf//+CgiDyNuwn68jNCpFrMzeRBuLezdTaCc5QuqKfVejxRKmNQOc0by+cvWvIHXHvbg0TD18R6JcmoRp/+g2CNh3q9z1031q96DTykTmpGnJkiWKiIPI0dcHb3MJU319LVyZ27nWNE0RgFETh9zlFghx5HYc2tkbwcHs48Nk5BUKsez/T8oBwHeDXTDogykeiCRqWq68X0oNmtq+oRG+/qyhxKwLJfq1tMTCXs1wLy4N7RsZoZ6GGiJX98Tn267i/v/HEPtrkicy8grRyFTnkxiVvrpUqmE+LS0NR44cQWRkJObMmQNDQ0OEh4fDzMwM9evXl3eMRAZXX7wVG9X1ly/bUMJEPnl7rkThuzPFI8m72xnit688yt027GUqFv0VwS3fXugDIx2+wmOszeghhspjjOHsozc4WupBgyV9nOBorotr87xxIDQGvVtY4F1OAWyNtMWah31KTVmjqsLDickdkJFXCF2+Gn3uK4jMSdP9+/fh4+MDgUCAly9fYty4cTA0NMTRo0cRGxuLAwcOKCJOIoVDN2Lx7bEH3PL9pb4S04gQ5Ue/1uVr4fEHOHg9llu+EZ2KmJRs2BiJj/2y6cxTnH+ShIjX7+fbGtLaihImGdCtK7v9115ytZpG2hq4vagrt85SXwvzepT/mH5Z6DNfsWSeGGnmzJkICAjA8+fPoan5/nHInj174tKlS3INjkjv19CXYgnTd4Nd6B9PLUO/DOUr4nU6Wq88K5YwlfDacAGiUnM0/BTyAj8EvxBLmADAr52tosOsG+jWldryvx/Bd/NFRCVn4eXbbLFm4GX9nGowMiINmWuabt26hZ07d0qU169fH4mJ0k32R+Qnt0CI7889w85L76evsTLQov4XtRjVNFXN5rPPsOX88zLX2ZtoIyq5eAoJ+29PoaGJNiKTy55SYlLnhko3sJ6yo3u3Ynfj0rD3ajQAiE0wCwD7RrdBZ3pIR+nJnDTx+XxkZGRIlD979gwmJiZyCYpIp6xRr7eNaAWfpjRacW1EP9ar5kliBkbvu4WE9Dyx8hZWAvR1sUQbW0MY6/Lhufb9xKFlJUwuVgIcm+gp0wjJnzq6UuUrFIpQUCTC8buvsODYwzK3WTPAmRKmWkLmpKlv375Yvnw5fv/9dwDFTQqxsbGYO3cuBg4cKPcASdnmHrmP38LixMomd26Ens51e9ylTwE9PSeOMQYRK+7oGv8uB3P+uI9Zvo3FRiFOycpH9+8vS+wbsawbtPniH3PPVvZA44WnJbbV01TDncW+UKVkiXwgr1CI/yIScfn5W7RqYICXKdno5WwBF2t9iW1TsvIR8ToD5gJNRCVnY8LB2xLbTOviwNWGXv6mM439VYtUanDLQYMGwdTUFLm5ufDy8kJiYiI8PDywatUqRcRIPhAamSKWMLW1M8TEzxqigxxGeSU1h7o0Sdrw3xP8FBIJI20NpOcWouj//ZAG7QjFpiEuGNCquBnabeU5sf1mdm2ML9pYSyRMAKChpoKXa3vhdsw75BQUwUibjzOPEtGjuQUlTFVUFxP+vEIhem+9ghf/n7/tyO14AMDPl6Lw3/ROcDR/P4RF2MtUDNoRWuHxnq3sAQ01Fczo2lhxQROFkTlpEggEOHv2LK5evYp79+4hKysLrVq1go+PjyLiI2U48+h93zHn+gIEjWtHTQmkzrny/C1+CimeNyslu0Bi/czf72Hm7/fEygLa22JpX+k605YeHbmZpV4VIiV1MeHPzCvEtcgULDsRgdcfNPmW6Pb9+4efBrSqj6Phr8rcrsTQ1tbQUJP5+SuiRGROmg4cOIChQ4fC09MTnp6eXHlBQQGCgoIwatQouQZIxOUWCLHv6ksAwPYRrdCDmuPqnE+9M21KVj6Ss/Ixcs+NMtdP9W6EH4JflLluSZ9migyNfERtv3dDniYhOTMfg92s0POHy4hLzRVbv35QCxQKRQi8HotHCeJ9e8tLmP6e3AFvs/ORmVeEPi3o87q2kzlpGj16NLp37w5TU/FOa5mZmRg9ejQlTQpWeuLQzk2o42Bd8ikPECgSMZx8kIDN555xT7eV+PNrD1jqa6GgSMSNrWSiyxcbgBIAVn/uTMM21JC6cO8+fJWO0f+fiuSbI/cl1keu7sk1337RpgG+PfpAol8pADS10MPhce7Qr6eh2IBJjZA5aWKMlfnBFB8fD4GAHs9VlNsx7zBw+zVuubuTOTTVVWswIqIotfzHeqV02hCC+He5EuXmeppwszGUKPfzsIWfhy0YY7CbfwpqKjx0c6KnRmtabb53zz56U+669YNaiPV3U1XhYd2gFpjSpRFiUnKQmVeICQfDMaBVfWwa0rIaoiU1ReqkydXVFTweDzweD126dIGa2vtdhUIhoqOj0b17d4UE+anLzi/C8F3Xxcq2jWhVQ9EQRfkUK0muPH9bbjOcproK/pzYvsL9eTwe7i32RYFQRCN316C6cO9Gv5UcfuKPCR5oaqEHnTIeKAAAK4N6sDIofvLtyYru4FN/pTpP6qSpf//+AIC7d++iW7du0NHR4dZpaGjA1taWhhxQEM91wcgvEnHLz1b2oI7fdVlt/rkuo41nn4otf9uzCUZ72kFdVfovH0E9GvleWbBa3Knp+f+fjtvj3xpdKjHWHdX8fxqkTpqWLFkCALC1tcXQoUPFplAhinEvLg39frrKLQ9r2wCr+jenhKmO+tT+rz5/k4k7sWkAgHb2htjj36bMIQKI8qvtNU0/nH+Ox//v2O1gqvuRrcmnTOZPKH9/fwDA7du38fjxYwCAk5MTXF1d5RvZJy4jr1AsYQKApX2bUcL0CaiLY918iDGGrpvfP659eFw76sRNasSrtFxsOvuMW7Y21KrBaIiyk7kBNikpCd7e3mjTpg2mTp2KqVOnws3NDV26dEFycrIiYuScPHkS7u7u0NLSgoGBAddkWCI2Nha9evVCvXr1YGpqijlz5qCoqEihMSnKouPiw+2P7WAHvhpV/9Zln1LOULr/yGA3K0qYSLVLSM+F7byTYtPq/PJlW7oXSYVkTpqmTJmCzMxMREREIDU1FampqXj48CEyMjIwdepURcQIAPjzzz/h5+eH0aNH4969e7h69SqGDx/OrRcKhejVqxcKCgpw7do1/PLLL9i/fz8WL16ssJgUZf/VaPx19zW3vNPPDd/2bFqDEZHqVIu7hUjlXXYBPt9W/CSorqYa1g9qUcMRkaqqjUMOBF6PFVveONgFXo1p/lRSMZmb5/7991+cO3cOTZu+/xJv1qwZfvrpJ/j6+so1uBJFRUWYNm0aNmzYgDFjxoidt8SZM2fw6NEjnDt3DmZmZmjZsiVWrFiBuXPnYunSpdDQUP4xM5Iy8vBn+Cus+/cJV/ZgqS90Namj66eh9n3xSONddgFUVXnQ1lDD/fg0LmECgD4ulvTLvg6pLQl/Wk4Bfgx5P0DqwFZW6NvSsgYjIrWFzEmTSCSCurrkl7i6ujpEIlEZe1RdeHg4Xr16BRUVFbi6uiIxMREtW7bEhg0b0Lx5cwBAaGgonJ2dYWb2/qmHbt264euvv0ZERES5fa7y8/ORn5/PLWdkZJS5naKl5RSg7erzYmXrB7aghInUarEpOei0IaTc9aPb21ZfMERhakvem1coxMn7CZj1x/vpd/aNboPOjjRQMJGOzM1z3t7emDZtGl6/ft989OrVK8yYMQNdunSRa3AloqKiAABLly7FwoUL8c8//8DAwACfffYZUlNTAQCJiYliCRMAbjkxMRHlWbNmDQQCAfeytrZWyHv4mFsv34ktP1nRHUPa1EwspGbVkh/rUvnuzNNy191c0AUOZvSkUl2i7A8xrPjnkVjCpKbCQ0ea6JzIQOak6ccff0RGRgZsbW3RsGFDNGzYEHZ2dsjIyMDWrVtlOta8efO4ATPLez158oSrwVqwYAEGDhwINzc37Nu3DzweD3/88Yesb0HM/PnzkZ6ezr3i4iSHxa8Ox+7Ec39fmtOZxvz4BNWWX+vSyMovgu28kzhx7/2PKxdrfdTTUIVfOxucn+UFU10atoRUn7WnnyDwxvt+TNoaqni+qgfUZBgTjBCZm+esra0RHh6Oc+fO4cmT4r43TZs2hY+Pj8wnnzVrFgICAircxt7eHgkJCQDE+zDx+XzY29sjNrb4H4G5uTlu3rwptu+bN2+4deXh8/ng82t2JOHs/CKce5wEAAgc644GRvVqNB5Ss2rzAIEl5v0pPnfXw2Xdyh1VmRBFW/zXQxwIjeGWp3ZxwMTPGlJ/OiKzSn2K8Xg8dO3aFV27dq3SyU1MTGBi8vGnFdzc3MDn8/H06VN06NABAFBYWIiXL1/CxsYGAODh4YFVq1YhKSmJm0z47Nmz0NPTE0u2lNGeK9EoKBLBVJePdvZGNR0OqSG1+eO7oEiEH84/x5PETIRGvkV2gZBbd3hcO0qYPhHKmO8fvB4jljD9M6UDmteneVJJ5VTqk+z8+fPYvHkzN7hl06ZNMX369ErVNklDT08PEyZMwJIlS2BtbQ0bGxts2LABADB48GAAgK+vL5o1awY/Pz+sX78eiYmJWLhwISZNmlTjNUkVORoezw2sNr6TvdikkOTTpITfOx/1Z3i82NNIJR4v7w4tDWpqruuUtcaGMYaF/x/zrlUDffz5dXuljZXUDjI35m7btg3du3eHrq4upk2bhmnTpkFPTw89e/bETz/9pIgYAQAbNmzAF198AT8/P7Rp0wYxMTEIDg6GgYEBAEBVVRX//PMPVFVV4eHhgZEjR2LUqFFYvny5wmKqqvwiIeYced+MMaCVVQ1GQ2pabfwwLxKKMOzn65h/9IFYub2xNp6soITpU6NMNU35RULYzT/FLW8c0rJW/hsjykXmmqbVq1dj8+bNmDx5Mlc2depUeHp6YvXq1Zg0aZJcAyyhrq6O7777Dt99912529jY2ODUqVPlrlc2IU+SIRQVf8rM79EEhtrKP5YUUTxl+uKpyIP4dPT58YpY2TfdHTHYzRomuspbu0vkTxlTkVbLz4ot2xlr11AkpC6ROWlKS0tD9+7dJcp9fX0xd+5cuQRV1118lowbUSnYdiESAPCVlz2+8mpYw1GRmqaMXzzlmfn7XRwNfyVWtuWLlujXsn4NRUSUgbLk+xl5hWL96p6skPzOIqQyZE6a+vbti2PHjmHOnDli5X/99Rd69+4tt8DqqsT0PPjvFX/KbyA1y5Fa5H58mljCpMIDIlf3pKaPT5gy/a9njMFl2Rlu+fgkTxrChciNzElTs2bNsGrVKly4cAEeHh4AgOvXr+Pq1auYNWsWfvjhB25bRc5FVxsVFInQbo34qN/t7A3RmAb4I6Uoy6/18qz/9/2AlYt6N8OYDnY1GA1RJjU5XEZmXiGWnIgQS+h7t7BAS2v9GouJ1D0yJ0179uyBgYEBHj16hEePHnHl+vr62LNnD7fM4/EoaSrlj7A4sU7fAPDn1+3hZmNQQxERZaNMv9bLIxIxhMUUj8L/7/SOaGKuV8MREWVQ07cuYwz+e28iPDaNK+vpbI4fh7equaBInSRz0hQdHa2IOOq038Pi8E2phKm1jQH+mOBBzRmkbErcE/z43VfIKyweod/BlGpISc0rFIrwJCFTLGECgE1DWtZIPKRuoxHnFCwpIw8Ljz3kloe2tsa6QS1qMCKirJQ5hy4SivDr9Rgs+/t97TKNKUY+VN3p/t24NPT/6Sq3bKzDx69j2qKJuS79KCUKQUmTAjHG0POHyygQiuBgqoNT0zpCneY5Ih+hjPVM+66+xKpTj7nlDZT4k1JqKkFZdfKR2PK3PZugqQU1GRPFoaRJgUKjUvA2qwAA0MPZghImUiFejfcMKVtBkUgsYQKAjg4fn/6IfIKqMeO//DwZt16+A1BcSzu8bQP0bmFZfQGQTxIlTQq07+pL7u8uTUxrLhBSqyhLl6aniZno9v0lsbJ/pnSAg5kO+Gr0CDd5rybS/Y1nnnF/R67qCRVqLibVgJImBYlJycbZR28AAIfGusOFHnslH6MEn/mMMfB4POQUFEkkTKM9bWmiU1IhVg1VTbsvR2Hlyfc1n8cmtqeEiVSbSiVNly9fxs6dOxEZGYkjR46gfv36+PXXX2FnZ4cOHTrIO8ZaRyRi8NpwgVtu38i45oIhtU51fPF8KC2nAC3/P+3EdB8HhP2/2aM0v3Y21R0WqSWqq0vTtci3YglTNyczuDagYVtI9ZG5k82ff/6Jbt26QUtLC3fu3EF+fj4AID09HatXr5Z7gLWNSMSw/J/3nRPtTWi+IyKdmvqtzBjjEiYA+P7cc1x58RYAENDeFhdmf4aHy7rB3kSnhiIkBPjr7isM33VDrGztAHoggVQvmWuaVq5ciR07dmDUqFEICgriyj09PbFy5Uq5BlcbffnLLVx4mgwAUFflIXjWZzUbECGlJGXmIWDvLbSy0UeL+vpobK4r9sh2aR0djLGkTzN6dJtITRH98XILhNh3LVpsJPrvh7ZE7xYWUKOHa0g1kzlpevr0KTp16iRRLhAIkJaWJo+Yaq3DN2O5hAkADo5xr8FoSG2liC+evEIhdl6MwuZzxZ1nHyVkAIiV2O6fKR0Q/y4XHg2NINBSl38gpI5SXGL9/bln2Hkpils+NM4d7RtSlwdSM2ROmszNzfHixQvY2tqKlV+5cgX29vbyiqvWCXuZivlHH3DLs30bw93eqAYjIrWNImt01px6jF9CYyrc5tzMTmhkqkudvUmlKaI33q/X39+3qz5vTgkTqVEyJ03jxo3DtGnTsHfvXvB4PLx+/RqhoaGYPXs2Fi1apIgYlVqRUIQhO0PFhvC/OOcz2BhRXyZSOfKuacorFJabMKmp8DCvRxOM7fjp/uAhVaeofP+PsDjkFAgBAGM72OGLNg0UcyJCpCRz0jRv3jyIRCJ06dIFOTk56NSpE/h8PmbPno0pU6YoIkallVsgxMHrMWIJE48HSphIpSiqnuny87fc36emdkQzSxoxmSiGPBP++Hc53CTnzvUFWNi7mfwOTkglyZw08Xg8LFiwAHPmzMGLFy+QlZWFZs2aQUfn03qyJuxlKgbtCBUr82lqhuk+DjUUEakr5FnRxBjDmtPFj2iP9rSlhIkohLwT/rxCITqsC+GWf/myrZzPQEjlVHpwSw0NDTRr9ulm/v57b4otX5j9GWyNqYaJVJ4imjiG7bqOqORsAEBbW0P5n4CQUuQ1xtieK9Hc36oqPBhqa8jluIRUlcxJU3Z2NtauXYvz588jKSkJIpFIbH1UVFQ5e9Ydt2PeIfv/7ewA8HRld5pWgsgNk1MbR36RENejUrllR3NduRyXkA/JM+EXiRg2/Pd+eIG/JnnK7+CEVJHMSdPYsWNx8eJF+Pn5wcLC4pMbw2X/1Wgs/bt48MoOjYzx65i2n9w1IIoh7wl7b8e8H9V7VtfGNDglqRUO33o/FMaDpb7Q1aShL4jykDlpOn36NE6ePAlPz08v+0/LKRD7BTSjqwMlTERpjdz9fvTkKV2orx1RvKpWkjLGsODYQwCAlroqJUxE6cicNBkYGMDQ8NPrG/EiKQs+my5yyxM/awg3m0/vOpDaIaegCKL/f4FNo4SJKFhVa0kT0nOx82IU9l97yZWdm+VVxagIkT+Zk6YVK1Zg8eLF+OWXX1CvXj1FxKR0XiRlwmeT+Izv33RvUkPRkLpKHpWW5x+/wdE7r6BWatb3Kd6Nqn5gQqRQmYqmp4mZ6Pa9+OdrA8N6qK+vJZ+gCJEjmZOmjRs3IjIyEmZmZrC1tYW6unj1aXh4uNyCUwa5BUKJhGnzUJcaioZ8CqrSxLH4rwi8Ssvllge2sqL5uYjCVTbhzysUSiRMAPDfdMmpughRBjInTf3791dAGMrrzKNE7m9jHQ3cWuBD/ZiIQlT1rnqdliuWMAHAtz2pRpRUIxkz/tDIFO5va0Mt6GmqY5SHDbQ06GlkopxkTpqWLFmiiDiUkkjEMC3oLgBgZLsGWNnfuWYDIp+Eyox1k5SZh/Zrg8XKlvRpBiMdvrzCIqRclfkd+exNJkbvvwUAGO7eAKs/p89XovxqRb39hQsXwOPxynzdunWL2+7+/fvo2LEjNDU1YW1tjfXr11fpvDN+v8v9/VWnhlU6FiEfVcmqpsy8QrRddZ5b3unnhpdre2G0p52cAiNEvkQiBt/N75vlRre3rblgCJGBzDVNQqEQmzdvxu+//47Y2FgUFBSIrU9NTS1nz8pr3749EhISxMoWLVqE8+fPo3Xr1gCAjIwM+Pr6wsfHBzt27MCDBw/w5ZdfQl9fH+PHj5f5nDciU/DX3dcAgBZWAlgbfhqd3knNk7aFI69QiOdvstDnxytcWb+Wluja1ExBkRFSMWnrSP++/5r727eZGRzMaOBVUjvInDQtW7YMu3fvxqxZs7Bw4UIsWLAAL1++xPHjx7F48WJFxAgNDQ2Ym5tzy4WFhfjrr78wZcoUrn9RYGAgCgoKsHfvXmhoaMDJyQl3797Fpk2bKpU0jTkQBhV+PW4AS0IUTZbHtrPzi+C05D+xsomfNaSnOkmNkOXeFZbq9mBrVA8/j2qtoKgIkT+Zm+cCAwOxa9cuzJo1C2pqahg2bBh2796NxYsX4/r164qIUcKJEyeQkpKC0aNHc2WhoaHo1KkTNDTez1HUrVs3PH36FO/evSvrMFKZ0bUxdfwm1UqaX+u9t14RW+7f0pISJlLjpKkl/T0sjvt7Xo+mCoyGEPmTOWlKTEyEs3Nxhz0dHR2kp6cDAHr37o2TJ0/KN7py7NmzB926dYOVlZVYXGZm4s0SJcuJiYkoT35+PjIyMsReJcZ0sIObjYGcoyekbNLm5vHvchD9NlusbMNgGgaD1CAp793I5CzMP/oAAKCmwkP35uYf2YMQ5SJz0mRlZcX1L2rYsCHOnDkDALh16xb4fNme1Jk3b165HbxLXk+ePBHbJz4+Hv/99x/GjBkja+hlWrNmDQQCAfeytrYGAATP8sKi3s3kcg5C5Gn2H/e4v8MW+uDl2l5Qp7GYiBKoaLJpkYihy8biWRXUVHi4t8S3usIiRG5k7tP0+eef4/z583B3d8eUKVMwcuRI7NmzB7GxsZgxY4ZMx5o1axYCAgIq3Mbe3l5sed++fTAyMkLfvn3Fys3NzfHmzRuxspLl0v2hPjR//nzMnDmTW87IyIC1tTVM9TSleQuEyF1FXzwXnibhelTxwxbTfRxgTEMKECUgTUXTH7ffN8utG9gC2nyZv34IqXEy37Vr167l/h46dChsbGxw7do1ODg4oE+fPjIdy8TEBCYmJlJvzxjDvn37MGrUKImRyD08PLBgwQIUFhZy686ePQtHR0cYGJTfxMbn82WuISNEEaT54pn35wPu7y870JACRLmUle7nFQox7kAYLj9/y5UNdLMqY0tClJ9MdfqFhYX48ssvER0dzZW1a9cOM2fOlDlhqozg4GBER0dj7NixEuuGDx8ODQ0NjBkzBhEREfjtt9+wZcsWsVokQmqDsr548ouEOP0gAYkZeQCAIxM8oEczwBMlUdHDMiFPksQSpp1+btUREiEKIVPSpK6ujj///FNRsXzUnj170L59ezRpIvmUkEAgwJkzZxAdHQ03NzfMmjULixcvrtRwA4TUhIq+eFqvPIevA9/P69ja1rA6QiKkyk49FH8Qx4fGESO1WKXmnjt+/LjM/Zfk4dChQxWub9GiBS5fvlxN0RCiIB9UNd2ISkFmXhG3vGFQi2oOiBDpfNgdLy2nAOcfF/ctndS5IcZ1tIeqCg3hQmovmZMmBwcHLF++HFevXoWbmxu0tbXF1k+dOlVuwRHyKSmvomnf1Zfc309WdIemOk1mSpRLWbcuYwwtl58FADQy1cFsX0ca847UejInTXv27IG+vj5u376N27dvi63j8XiUNBFSRaV/rOcVCvFvRHHzxoZBLShhIkqt9L1bMg0VAIzvZE8JE6kTZE6aSncCJ4TIT1lfKaP23uT+drczqr5gCJHBh/nQ44QMTP/tLrc8qBU9LUfqhiqNiMcYq3BMGUJI1dyMfj8BdgMjmjSaKLeS74OLz5K5sktzOkOF+jGROqJSSdOePXvQvHlzaGpqQlNTE82bN8fu3bvlHRshn6SSL54XSZlc2dV53jUVDiEfVTolyi0QYu3p4pkcvupkT8k+qVNkbp5bvHgxNm3ahClTpsDDwwNA8WS5M2bMQGxsLJYvXy73IAn5FJRu4mCMYejO4gmwP3M0QX19rRqKihDZbA1+zv3dr2X9GoyEEPmTOWnavn07du3ahWHDhnFlffv2RYsWLTBlyhRKmgipIgbgcUImUrILAADD2jao2YAIkcHOS1EAAA97IzSz1KvhaAiRL5mTpsLCQrRu3Vqi3M3NDUVFRWXsQQiRTnFV07vsAvT8oXi8sU6NTdDNiWaCJ8qt5Mm4lScfc2ULejWtqXAIURiZ+zT5+flh+/btEuU///wzRowYIZegCPmUZZQayHJal0Y1GAkhldPSWh/N6wtqOgxC5E6qmqbS87fxeDzs3r0bZ86cwf/Yu++wKI43DuDfo/cmHZEmYgNEVERiRyzYEnts2BIVuyZqjCX28lNjNGpijRE1iS3GXsCOKIKKDQWpCqIivd/N74/jFg4OuIMrezCf5/Hxbnfv9t1h7252duadjh07AgDCwsKQmJiIcePGySZKimoAKg7bHtneFp52dLoUiv0qjo3bPspDIXFQlKyJVWmKjIwUeu7pyZ9wMTY2FgBgamoKU1NTPHv2TMrhUVTDpK+php8GtVJ0GBRVK7YmdMQcVT+JVWkKCQmRdRwU1eCVv1r3bWkBTTWa/ZtSDtxy+frGdKQDF6j6S+KO4PWdIEdOVlaWgiOhGpqc7CzwCvMAAJ3tdek5SCmNi5FvwCviAQA8LDXpuUsplOD8k0XybQ6R8F0LCgqwfft2hISEIC0tDTweT2h9RESEVAOUtzdv3sDJyUnRYVAURVEUVQexsbFwdHSU6ntK3NI0adIkXL58GUOHDkWHDh3q3SSMJib8jreJiYkwNKSjP+oiKysLtra2SEpKgoEBzddSF7QspYeWpfTQspQeWpbSk5mZiSZNmjC/59IkcaXp7NmzOH/+PHx8fKQeDBuoqPCzMBgaGtITV0oMDAxoWUoJLUvpoWUpPbQspYeWpfQIfs+l+p6SvsDGxgb6+vpSD4SiKIqiKIrNJK40bd68GQsXLkRCQoIs4qEoiqIoimIliW/PtWvXDgUFBXB0dISOjg7U1dWF1qenp0stOEXQ1NTE8uXLoampqehQlB4tS+mhZSk9tCylh5al9NCylB5ZlqXEo+d8fX2RmJiISZMmwcLColJH8PHjx0s1QIqiKIqiKDaQuNKko6OD0NBQuLu7yyomiqIoiqIo1pG4T1Pz5s2Rn58vi1goiqIoiqJYS+JK0/r16zF//nxcv34dnz59QlZWltA/iqIoiqKo+kji23OCvAcV+zIRQsDhcMDlcqUXHUVRFEVRFEtI3NIUEhKCkJAQBAcHC/0TLFNmv/76K+zt7aGlpQUvLy/cv39f0SGx3ooVK8DhcIT+NW/enFlfUFCAwMBANGrUCHp6ehgyZAjev3+vwIjZ4+bNmxgwYACsra3B4XBw+vRpofWEECxbtgxWVlbQ1taGr68vXr9+LbRNeno6Ro8eDQMDAxgZGWHSpEnIycmR41GwQ01lGRAQUOk87dOnj9A2tCz51q1bh/bt20NfXx/m5uYYPHgwoqOjhbYR53OdmJgIf39/6OjowNzcHN999x1KSkrkeSgKJ05ZduvWrdK5OXXqVKFtaFkCu3btgpubG5P809vbGxcuXGDWy+2cJBQhhJBjx44RDQ0Nsn//fvLs2TMyZcoUYmRkRN6/f6/o0Fht+fLlpFWrViQlJYX59+HDB2b91KlTia2tLbl27RoJDw8nHTt2JJ06dVJgxOxx/vx5smTJEnLy5EkCgJw6dUpo/fr164mhoSE5ffo0efz4MRk4cCBxcHAg+fn5zDZ9+vQh7u7u5N69e+TWrVukadOmZNSoUXI+EsWrqSzHjx9P+vTpI3SepqenC21Dy5Kvd+/e5MCBA+Tp06fk0aNHpF+/fqRJkyYkJyeH2aamz3VJSQlp3bo18fX1JZGRkeT8+fPE1NSULF68WBGHpDDilGXXrl3JlClThM7NzMxMZj0tS74zZ86Qc+fOkVevXpHo6Gjyww8/EHV1dfL06VNCiPzOyVpVmm7evElGjx5NvL29SXJyMiGEkEOHDpFbt27V5u1YoUOHDiQwMJB5zuVyibW1NVm3bp0Co2K/5cuXE3d3d5HrMjIyiLq6Ovnnn3+YZS9evCAASGhoqJwiVA4Vf+h5PB6xtLQkmzZtYpZlZGQQTU1NcvToUUIIIc+fPycAyIMHD5htLly4QDgcDnn79q3cYmebqipNgwYNqvI1tCyrlpaWRgCQGzduEELE+1yfP3+eqKiokNTUVGabXbt2EQMDA1JYWCjfA2CRimVJCL/SNHv27CpfQ8uyasbGxmTv3r1yPSclvj134sQJ9O7dG9ra2oiIiEBhYSEA/gR5a9eulfTtWKGoqAgPHz6Er68vs0xFRQW+vr4IDQ1VYGTK4fXr17C2toajoyNGjx6NxMREAMDDhw9RXFwsVK7NmzdHkyZNaLnWIC4uDqmpqUJlZ2hoCC8vL6bsQkNDYWRkhHbt2jHb+Pr6QkVFBWFhYXKPme2uX78Oc3NzuLi4YNq0afj06ROzjpZl1TIzMwGUTWYuzuc6NDQUrq6usLCwYLbp3bs3srKy8OzZMzlGzy4Vy1IgKCgIpqamaN26NRYvXoy8vDxmHS3LyrhcLo4dO4bc3Fx4e3vL9ZyUuNK0evVq7N69G3v27BHKBu7j44OIiAhJ344VPn78CC6XK1SYAGBhYYHU1FQFRaUcvLy8cPDgQVy8eBG7du1CXFwcOnfujOzsbKSmpkJDQwNGRkZCr6HlWjNB+VR3TqampsLc3FxovZqaGkxMTGj5VtCnTx8cOnQI165dw4YNG3Djxg307duXGbhCy1I0Ho+HOXPmwMfHB61btwYAsT7XqampIs9dwbqGSFRZAsDXX3+Nw4cPIyQkBIsXL8aff/6JMWPGMOtpWZaJioqCnp4eNDU1MXXqVJw6dQotW7aU6zkp8TQq0dHR6NKlS6XlhoaGyMjIkPTtKCXXt29f5rGbmxu8vLxgZ2eHv//+G9ra2gqMjKLKjBw5knns6uoKNzc3ODk54fr16+jZs6cCI2O3wMBAPH36FLdv31Z0KEqvqrL85ptvmMeurq6wsrJCz549ERsbCycnJ3mHyWouLi549OgRMjMzcfz4cYwfPx43btyQawwStzRZWloiJiam0vLbt2/D0dFRKkHJm6mpKVRVVSv1tH///j0sLS0VFJVyMjIyQrNmzRATEwNLS0sUFRVVqkzTcq2ZoHyqOyctLS2RlpYmtL6kpATp6em0fGvg6OgIU1NT5ruMlmVlM2bMwNmzZxESEoLGjRszy8X5XFtaWoo8dwXrGpqqylIULy8vABA6N2lZ8mloaKBp06bw9PTEunXr4O7ujm3btsn1nJS40jRlyhTMnj0bYWFh4HA4ePfuHYKCgrBgwQJMmzZN0rdjBQ0NDXh6euLatWvMMh6Ph2vXrsHb21uBkSmfnJwcxMbGwsrKCp6enlBXVxcq1+joaCQmJtJyrYGDgwMsLS2Fyi4rKwthYWFM2Xl7eyMjIwMPHz5ktgkODgaPx2O+eCnRkpOT8enTJ1hZWQGgZVkeIQQzZszAqVOnEBwcDAcHB6H14nyuvb29ERUVJVQRvXLlCgwMDNCyZUv5HAgL1FSWojx69AgAhM5NWpai8Xg8FBYWyveclLS3Oo/HI6tXrya6urqEw+EQDodDtLS0yI8//ijpW7HKsWPHiKamJjl48CB5/vw5+eabb4iRkZFQT3uqsvnz55Pr16+TuLg4cufOHeLr60tMTU1JWloaIYQ/DLRJkyYkODiYhIeHE29vb+Lt7a3gqNkhOzubREZGksjISAKAbNmyhURGRpKEhARCCD/lgJGREfn333/JkydPyKBBg0SmHPDw8CBhYWHk9u3bxNnZuUEOk6+uLLOzs8mCBQtIaGgoiYuLI1evXiVt27Ylzs7OpKCggHkPWpZ806ZNI4aGhuT69etCw+Dz8vKYbWr6XAuGd/v5+ZFHjx6RixcvEjMzswY3TL6msoyJiSErV64k4eHhJC4ujvz777/E0dGRdOnShXkPWpZ8ixYtIjdu3CBxcXHkyZMnZNGiRYTD4ZDLly8TQuR3TtY6T1NhYSF59uwZCQsLI9nZ2bV9G1bZvn07adKkCdHQ0CAdOnQg9+7dU3RIrDdixAhiZWVFNDQ0iI2NDRkxYgSJiYlh1ufn55Pp06cTY2NjoqOjQ7788kuSkpKiwIjZIyQkhACo9G/8+PGEEP4FytKlS4mFhQXR1NQkPXv2JNHR0ULv8enTJzJq1Ciip6dHDAwMyIQJE+rN51ES1ZVlXl4e8fPzI2ZmZkRdXZ3Y2dmRKVOmVLogomXJJ6ocAZADBw4w24jzuY6Pjyd9+/Yl2traxNTUlMyfP58UFxfL+WgUq6ayTExMJF26dCEmJiZEU1OTNG3alHz33XdCeZoIoWVJCCETJ04kdnZ2RENDg5iZmZGePXsyFSZC5HdOSjyNCkVRFEVRVEMk9ui5iRMnirXd/v37ax0MRVEURVEUW4nd0qSiogI7Ozt4eHigupecOnVKasFRFEVRFEWxhdgtTdOmTcPRo0cRFxeHCRMmYMyYMZWymlIURVEURdVXEvVpKiwsxMmTJ7F//37cvXsX/v7+mDRpEvz8/MDhcGQZJ0VRFEVRlELVuiN4QkICDh48iEOHDqGkpATPnj2Dnp6etOOjKIqiKIpiBYmTWzIvVFEBh8MBIYSZv4miKIqiKKq+kqjSVFhYiKNHj6JXr15o1qwZoqKisGPHDiQmJtJWJoqiKIqi6jWxO4JPnz4dx44dg62tLSZOnIijR4/C1NRUlrFRFEVRFEWxhkQpB5o0aQIPD49qO32fPHlSasFRFNWwBAQEICMjA6dPn1bI/seOHYsWLVrghx9+kMn7P3/+HH5+foiOjoaurq5M9kFRlOyIXWkKCAgQa4TcgQMH6hwURVH1T03fH8uXL8fcuXNBCIGRkZF8girn8ePH6NGjBxISEmTa3WDo0KFwd3fH0qVLZbYPiqJkg06jQlGUXKSmpjKP//rrLyxbtgzR0dHMMj09PYX2jZw8eTLU1NSwe/dume7n3LlzmDJlChITE6GmJnYPCYqiWKDWo+coiqIkYWlpyfwzNDQEh8MRWqanp4eAgAAMHjyYeU23bt0wc+ZMzJkzB8bGxrCwsMCePXuQm5uLCRMmQF9fH02bNsWFCxeE9vX06VP07dsXenp6sLCwwNixY/Hx48cqY+NyuTh+/DgGDBggtNze3h6rV6/GuHHjoKenBzs7O5w5cwYfPnzAoEGDoKenBzc3N4SHhzOvSUhIwIABA2BsbAxdXV20atUK58+fZ9b36tUL6enpuHHjRh1LlKIoeaOVJoqiWO2PP/6Aqakp7t+/j5kzZ2LatGkYNmwYOnXqhIiICPj5+WHs2LHIy8sDAGRkZKBHjx7w8PBAeHg4Ll68iPfv32P48OFV7uPJkyfIzMxEu3btKq3bunUrfHx8EBkZCX9/f4wdOxbjxo3DmDFjEBERAScnJ4wbN46ZXiowMBCFhYW4efMmoqKisGHDBqEWNA0NDbRp0wa3bt2ScklRFCVrtNJEURSrubu748cff4SzszMWL14MLS0tmJqaYsqUKXB2dsayZcvw6dMnPHnyBACwY8cOeHh4YO3atWjevDk8PDywf/9+hISE4NWrVyL3kZCQAFVVVZibm1da169fP3z77bfMvrKystC+fXsMGzYMzZo1w8KFC/HixQu8f/8eAJCYmAgfHx+4urrC0dER/fv3R5cuXYTe09raGgkJCVIuKYqiZI1WmiiKYjU3NzfmsaqqKho1agRXV1dmmYWFBQAgLS0NAL9Dd0hICNNHSk9PD82bNwcAxMbGitxHfn4+NDU1RXZWL79/wb6q2/+sWbOwevVq+Pj4YPny5UxlrjxtbW2mZYyiKOVBK00URbGaurq60HMOhyO0TFDR4fF4AICcnBwMGDAAjx49Evr3+vXrSi0+AqampsjLy0NRUVG1+xfsq7r9T548GW/evMHYsWMRFRWFdu3aYfv27ULvmZ6eDjMzM/EKgKIo1qCVJoqi6pW2bdvi2bNnsLe3R9OmTYX+VZUbqU2bNgD4eZSkwdbWFlOnTsXJkycxf/587NmzR2j906dP4eHhIZV9URQlP7TSRFFUvRIYGIj09HSMGjUKDx48QGxsLC5duoQJEyZUOU+mmZkZ2rZti9u3b9d5/3PmzMGlS5cQFxeHiIgIhISEoEWLFsz6+Ph4vH37Fr6+vnXeF0VR8kUrTRRF1SvW1ta4c+cOuFwu/Pz84Orqijlz5sDIyAgqKlV/5U2ePBlBQUF13j+Xy0VgYCBatGiBPn36oFmzZti5cyez/ujRo/Dz84OdnV2d90VRlHzR5JYURVHgdwZ3cXHBX3/9BW9vb5nso6ioCM7Ozjhy5Ah8fHxksg+KomSHtjRRFEWBP6Lt0KFD1SbBrKvExET88MMPtMJEUUqKtjRRFEVRFEWJgbY0URRFURRFiYFWmiiKoiiKosRAK00URVEURVFioJUmiqIoiqIoMdBKE0VRFEVRlBhopYmiKIqiKEoMtNJEURRFURQlBjVJNn7x4gWOHTuGW7duISEhAXl5eTAzM4OHhwd69+6NIUOGQFNTU1axUhRFURRFKYxYyS0jIiLw/fff4/bt2/Dx8UGHDh1gbW0NbW1tpKen4+nTp7h16xaysrLw/fffY86cObTyRFEURVFUvSJWpcnBwQELFizA6NGjYWRkVOV2oaGh2LZtG9zc3PDDDz9IM06KoiiKoiiFEqvSVFxcDHV1dbHfVNLtKYqiKIqi2E6sjuDq6urYsWMHMjIyxHpTWmGiKIqiKKq+EXvCXkNDQxQXF2Pw4MGYPHkyevToIevYKIqiKIqiWEPslAOpqanYvXs3UlJS0KtXLzg4OGDVqlVISkqSZXwURVEURVGsIHZLU3lv3rzBwYMHcejQISQnJ8PX1xeTJk3C4MGD6a05iqIoiqLqpVpVmgQIIbh69SoOHjyI06dPQ1dXF2lpadKMj6IoSqoCAgJw/fp1xMfHKzoUiqKUTJ0ygnM4HKipqYHD4YAQguLiYmnFRVGscfDgQXA4HISHh0v82n379qFFixbQ0tKCs7Mztm/fLoMIq/fu3TuMGTMGLi4u0NfXh5GRETp06IA//vgDoq6Z3r59i+HDh8PIyAgGBgYYNGgQ3rx5I7P4du7cCQ6HAy8vL5ntg6rs/v37mD59Ojw9PaGurg4Oh1Pt9oo4l7ds2QIOh4OrV69Wuc2ePXvA4XBw5swZmcdDUbWqNCUlJWHlypVwdHREr1698O7dO+zZswcpKSnSjo+ilNZvv/2GyZMno1WrVti+fTu8vb0xa9YsbNiwQa5xfPz4EcnJyRg6dCj+97//YfXq1bCyskJAQACWLFkitG1OTg66d++OGzdu4IcffsBPP/2EyMhIdO3aFZ8+fZJJfEFBQbC3t8f9+/cRExMjk32Ut2fPHkRHR8t8P2x3/vx57N27FxwOB46OjtVuq6hzeeTIkVBRUcGRI0eq3ObIkSNo1KgR+vbtK9NYKAoAQMRUWFhIjh49Snr16kVUVVVJ48aNyZIlS0hsbKy4b0FRSunAgQMEAHnw4IHYr8nLyyONGjUi/v7+QstHjx5NdHV1SXp6urTDlFj//v2Jrq4uKSkpYZZt2LCBACD3799nlr148YKoqqqSxYsXSz2GN2/eEADk5MmTxMzMjKxYsULq+6BES01NJXl5eYQQQgIDA0lVPweKPpd79uxJDA0NSUFBQaV1ycnJREVFhUydOlWmMVCUgNgtTZaWlggICICBgQH+++8/JCQkYPXq1TVeoVBUQxQSEoJPnz5h+vTpQssDAwORm5uLc+fOKSiyMvb29sjLy0NRURGz7Pjx42jfvj3at2/PLGvevDl69uyJv//+u9r3i4+PB4fDwcGDByut43A4WLFiRaXlQUFBMDY2hr+/P4YOHYqgoKBaHw8AZGdnY86cObC3t4empibMzc3Rq1cvREREMNsEBATA3t5e6HWfPn3C2LFjYWBgACMjI4wfPx6PHz+udDwBAQHQ09NDYmIi+vfvDz09PdjY2ODXX38FAERFRaFHjx7Q1dWFnZ1dpRaS9PR0LFiwAK6urtDT04OBgQH69u2Lx48f1+m4a8PCwgLa2to1blfXc3nFihXgcDh49eoVxowZA0NDQ5iZmWHp0qUghCApKQmDBg2CgYEBLC0tsXnzZqHXjxkzBpmZmSL3c+zYMfB4PIwePVqMI6aouhO70vTjjz8iKSkJx48fR9++faGiUqfuUBRVr0VGRgIA2rVrJ7Tc09MTKioqzPqqFBcX4+PHj2L94/F4YsWUn5+Pjx8/Ij4+Hn/88QcOHDgAb29v5oeTx+PhyZMnlWIGgA4dOiA2NhbZ2dli7UtcQUFB+Oqrr6ChoYFRo0bh9evXePDgQa3fb+rUqdi1axeGDBmCnTt3YsGCBdDW1saLFy+qfA2Px8OAAQNw9OhRjB8/HmvWrEFKSgrGjx8vcnsul4u+ffvC1tYWGzduhL29PWbMmIGDBw+iT58+aNeuHTZs2AB9fX2MGzcOcXFxzGvfvHmD06dPo3///tiyZQu+++47REVFoWvXrnj37l2Nx5eZmSnWOZGTkyN54VWhrueywIgRI8Dj8bB+/Xp4eXlh9erV+Pnnn9GrVy/Y2Nhgw4YNaNq0KRYsWICbN28yr/vqq6+gpaUl8hbdkSNHYGdnBx8fnzocIUVJoC7NVNnZ2SQzM1PoH0XVN7W5PRcYGEhUVVVFrjMzMyMjR46s9vUhISEEgFj/4uLixIpp3bp1Qq/r2bMnSUxMZNZ/+PCBACArV66s9Npff/2VACAvX76s8v3j4uIIAHLgwIFK6wCQ5cuXCy0LDw8nAMiVK1cIIYTweDzSuHFjMnv2bLGORxRDQ0MSGBhY7Tbjx48ndnZ2zPMTJ04QAOTnn39mlnG5XNKjR49KxzN+/HgCgKxdu5ZZ9vnzZ6KtrU04HA45duwYs/zly5eVjrugoIBwuVyheOLi4oimpqbIcq+oa9euYp0T48ePr/G9yqvu9lxdz+Xly5cTAOSbb75hlpWUlJDGjRsTDodD1q9fzywXlGXF+IcNG0a0tLSEfmME5SuL28YUVRU1SStZcXFxmDFjBq5fv46CgoLylS9wOBxwuVxJ35Ki6p38/HxoaGiIXKelpYX8/PxqX+/u7o4rV66ItS9LS0uxths1ahTatWuHDx8+4OzZs3j//r1QHILHmpqaImMuv400BAUFwcLCAt27dwfAv4U3YsQIHD58GJs3b4aqqqrE72lkZISwsDC8e/cO1tbWYr3m4sWLUFdXx5QpU5hlKioqCAwMRHBwsMjXTJ48WWifLi4uiImJwfDhw5nlLi4uMDIyEhp5WL5suVwuMjIyoKenBxcXF6FbiFXZvHkzPn/+XON24h67OOp6LguULzNVVVW0a9cOycnJmDRpErNcUJYVR2uOGTMG//zzD06ePImAgAAAYFqe6K05Sp4krjSNGTMGhBDs378fFhYWNQ5TpaiGSFtbW6ivUHkFBQU19iUxNjaGr6+vVGOys7ODnZ0dAH4F6ptvvoGvry+io6Ohra3NxFRYWCgyZgBi9YERB5fLxbFjx9C9e3eh21deXl7YvHkzrl27Bj8/P4nfd+PGjRg/fjxsbW3h6emJfv36Ydy4cdX2vUxISICVlRV0dHSEljdt2lTk9lpaWjAzMxNaZmhoiMaNG1f6PjQ0NBSq5PB4PGzbtg07d+5EXFyc0EVmo0aNajw+T0/PGreRtrqeywJNmjQRem5oaAgtLS2YmppWWl5xpGbfvn1hYmKCI0eOMJWmo0ePwt3dHa1atRLzSCiq7iSuND1+/BgPHz6Ei4uLLOKhqHrBysoKXC4XaWlpMDc3Z5YXFRXh06dPNbYEFBUVIT09Xax9mZmZ1apVZujQodizZw9u3ryJ3r17w8TEBJqamiJThwiWVRd3VRdQolqfg4ODkZKSgmPHjuHYsWOV1gcFBdWq0jR8+HB07twZp06dwuXLl7Fp0yZs2LABJ0+elNqQ9KrKuqrlpFwurLVr12Lp0qWYOHEiVq1aBRMTE6ioqGDOnDli9U1LT0+vsgJTnra2NgwNDWvcThx1PZcFRJWPOGUG8CeBHz58OPbs2YP3798jMTERr1+/xsaNGyU4EoqqO4krTe3bt0dSUhKtNFFUNdq0aQMACA8PR79+/Zjl4eHh4PF4zPqq3L17l7ltVZO4uLhKo8HEIbitkpmZCYB/S8rV1VVkEs+wsDA4OjpCX1+/yvczNjYGAGRkZAgtT0hIqLRtUFAQzM3NmVFn5Z08eRKnTp3C7t27a9WyZWVlhenTp2P69OlIS0tD27ZtsWbNmiorTXZ2dggJCUFeXp5Qa5MsckYdP34c3bt3x759+4SWZ2RkVGpxEeWrr77CjRs3atxu/PjxIkcx1kZdz2VpGT16NHbv3o2//voLcXFx4HA4GDVqlFz2TVECElea9u7di6lTp+Lt27do3bp1pbnm3NzcpBYcRSmrHj16wMTEBLt27RL6odm1axd0dHTg7+9f7eul2afpw4cPlW4nAfwMzxwOB23btmWWDR06FIsWLUJ4eDgzWio6OhrBwcFYsGBBtfsxMDCAqakpbt68iTlz5jDLd+7cKbRdfn4+Tp48iWHDhmHo0KGV3sfa2hpHjx7FmTNnMGLEiGr3WR6Xy0VOTo5QC4u5uTmsra1F3nIU6N27N/bs2YM9e/Zg9uzZAPi30URV6OpKVVW1UivKP//8g7dv31Z5O7A8RfRpquu5LC0+Pj6wt7fH4cOHkZycjK5du6Jx48Zy2TdFCUhcafrw4QNiY2MxYcIEZplgGhXaEZyi+LS1tbFq1SoEBgZi2LBh6N27N27duoXDhw9jzZo1MDExqfb10uzTtGbNGty5cwd9+vRBkyZNkJ6ejhMnTuDBgweYOXOm0I/19OnTsWfPHvj7+2PBggVQV1fHli1bYGFhgfnz59e4r8mTJ2P9+vWYPHky2rVrh5s3b+LVq1dC25w5cwbZ2dkYOHCgyPfo2LEjzMzMEBQUxFSaAgIC8Mcff1TbqpadnY3GjRtj6NChcHd3h56eHq5evYoHDx5Uyv1T3uDBg9GhQwfMnz8fMTExaN68Oc6cOcPcHpVmv83+/ftj5cqVmDBhAjp16oSoqCgEBQWJne9Omn2aEhIS8OeffwIA07q4evVqAPzWt7FjxwKo+7ksLRwOB19//TXWrl0LAFi5cqVc9ktRQiQdbteiRQvy1VdfkXv37pG4uDgSHx8v9I+i6pvapBwQ+P3334mLiwvR0NAgTk5OZOvWrYTH48kgyqpdvnyZ9O/fn1hbWxN1dXWir69PfHx8yIEDB0TGkpSURIYOHUoMDAyInp4e6d+/P3n9+rVY+8rLyyOTJk0ihoaGRF9fnwwfPpykpaUJDb0fMGAA0dLSIrm5uVW+T0BAAFFXVycfP34khBAyZMgQoq2tTT5//lzlawoLC8l3331H3N3dib6+PtHV1SXu7u5k586dQttVTDlACD/dwtdff0309fWJoaEhCQgIIHfu3CEAhNIIjB8/nujq6lbad9euXUmrVq0qLbezsxPKpF1QUEDmz59PrKysiLa2NvHx8SGhoaGka9eupGvXrlUemyxUl9ZCVCy1PZcFKQc+fPggtFzSsiSEkGfPnhEARFNTs9pzgaJkhUOIiBk7q6Grq4vHjx+L1ZRMURQlDRYWFhg3bhw2bdokt32ePn0aX375JW7fvk2TJ1IUBaAWE/b26NFDISn/KYpqmJ49e4b8/HwsXLhQZvuomGuIy+Vi+/btMDAwEOrzRVFUwyZxn6YBAwZg7ty5iIqKgqura6WO4FX1U6Co+kCcVACGhoZSy2dEAa1atUJWVpZM9zFz5kzk5+fD29sbhYWFOHnyJO7evYu1a9fSvyVFUQyJb89VN+cc7QhO1XfXr1+vMRXAgQMHmAR8lHI4cuQINm/ejJiYGBQUFKBp06aYNm0aZsyYoejQKIpiEYkrTRTVkH3+/BkPHz6sdptWrVrByspKThFRFEVR8kIrTRRFURRFUWIQqyO4qGkOqpKUlIQ7d+7UOiCKoiiKoig2EqulqWvXrkhLS8OECRMwYMAAtGjRQmh9ZmYm7ty5g8OHD+PKlSvYt2+f0nYI5/F4ePfuHfT19elkxBRFURSlZAghyM7OhrW1dbX9sGtD7NtzZ86cwfbt2xEcHAxdXV1YWFhAS0sLnz9/RmpqKkxNTREQEIC5c+fCwsJCqkHKU3JyMmxtbRUdBkVRFEVRdZCUlCT1qXYk7tP08eNH3L59GwkJCcjPz4epqSk8PDzg4eEh9RqdImRmZsLIyAhJSUkwMDBQdDgURVEURUkgKysLtra2yMjIEJqLUhpoR/AKsrKyYGhoiMzMTFppoiiKoiglI8vfceVvGqIoiqIoipIDWmmiKIqiKIoSA600URRFURRFiYFWmiiKoiiKosRAK00URVEURVFiUBNno3nz5on9hlu2bKl1MBRFURRFUWwlVqUpMjJSrDejGbQpiqIoiqqvxKo0hYSEyDoOiqIoiqIoVqN9miiKoiiKosQgVktTReHh4fj777+RmJiIoqIioXUnT56USmAURVEURVFsInFL07Fjx9CpUye8ePECp06dQnFxMZ49e4bg4GCpz/FCURRFURTFFhJXmtauXYutW7fiv//+g4aGBrZt24aXL19i+PDhaNKkiSxipCiKoiiKUjiJK02xsbHw9/cHAGhoaCA3NxccDgdz587F77//LvUABezt7cHhcIT+rV+/XmibJ0+eoHPnztDS0oKtrS02btwos3goiqIoimpYJO7TZGxsjOzsbACAjY0Nnj59CldXV2RkZCAvL0/qAZa3cuVKTJkyhXmur6/PPM7KyoKfnx98fX2xe/duREVFYeLEiTAyMsI333wj07goiqIoiqr/JK40denSBVeuXIGrqyuGDRuG2bNnIzg4GFeuXEHPnj1lESNDX18flpaWItcFBQWhqKgI+/fvh4aGBlq1aoVHjx5hy5YttNJEURRFUVSdSXx7bseOHRg5ciQAYMmSJZg3bx7ev3+PIUOGYN++fVIPsLz169ejUaNG8PDwwKZNm1BSUsKsCw0NRZcuXaChocEs6927N6Kjo/H58+cq37OwsBBZWVlC/+qbgmIurkenISLxM9KyCxQdjsIQQjD1z4dwXnIe1168V3Q4rPY+qwCLT0YhJi1H0aEoXMjLNMR+UO5yKCrhYdrhhxi66y5ORSaDyyOKDqnOnr/LQmEJV9FhyFXipzz02nIDK/97ruhQFIrHI0jJzEdaVgH+DI1Hem5RzS+SEolbmkxMTJjHKioqWLRokVQDqsqsWbPQtm1bmJiY4O7du1i8eDFSUlKYaVtSU1Ph4OAg9BoLCwtmnbGxscj3XbduHX766SfZBq8ghSVcnHuSgnl/P2aW6Wio4vqCbjA30FJgZIrRZVMIktLzAQAH7sSjZwsLBUfEHm8+5ODem3QMbGMNTTUVeK29BgCI/5iLo990VHB0ikEIwR9347Gi9Acqfr2/giOqvc2Xo3HhaSoAIDzhM4x0NNDdxVzBUdXe3+FJ+P74E4zq0ATrvnJVdDgyVcLlISIxA3tuvcGV5/yLvddpOVg2oKWCI1OcsfvDcCfmE/M84VMefuwvn/IQq9KUlZUFAwMD5nF1BNuJY9GiRdiwYUO127x48QLNmzcXmv/Ozc0NGhoa+Pbbb7Fu3TpoamqKvc+KFi9eLPTeWVlZsLW1rfX7scmvwTH4JThGaFleERfJGfkNotJ0Py4da8+/gI2xNs49SRFap62hqqCo2CcpPQ89Nt8AADxM+IwTEcnMuoz8YkWFpTA/nIrCkbBERYchVZFJGULPkz/nKyYQKfn++BMAwNH7ifW60kQIQdMlFxQdBqtsuvRSqMIEAA8Sqr6bJG1iVZqMjY2RkpICc3NzGBkZiZxjjhACDocDLlf85tL58+cjICCg2m0cHR1FLvfy8kJJSQni4+Ph4uICS0tLvH8vfMtF8LyqflAAoKmpWadKF1sVc3mVKkwNzfIzz/AiJQuPKvxgAICaCp0nEQCikjMxYMdt5nn5ChMAeDQxknNEipVXVFLvKkwfcwrxsMKPira68l403I35yDzWVKvfk1rEfcxVdAisMutoJM48fldpeQtLfRFby4ZYlabg4GDmtpw056EzMzODmZlZrV776NEjqKiowNyc38Ts7e2NJUuWoLi4GOrq6gCAK1euwMXFpcpbc/XZsn+fMY//nNQBnZ3N0GVjCBLT80CUvztDjf4JT8KLlMqtojN7NMX2Bl6ZFIhOzcaI30MVHYZCFHN5UOFwoKrCQUExFzxCoKOhhhvRH0Rub2OkLecIpedu7CdweQTO5nqwMtLGzVeij1EZvHqfja/3hjHP29nX7+/2+3HpzOMjU7zgbK6P9muuKjAixXnzIUeowhS9ug/23orDpkvRco1DrEpT165dmccODg6wtbWt1NpECEFSUpJ0oysVGhqKsLAwdO/eHfr6+ggNDcXcuXMxZswYpkL09ddf46effsKkSZOwcOFCPH36FNu2bcPWrVtlEhNbEULgsvQiikp4AAB3WyN0duZXTEU0ENZbB+/GM49HtrdFG1sjjOzQBH/eSwCABlFxrE52QTF6/3yTee7W2BC/jfXE3w+S4dvSHNdepGHLlVf1rpwexKdjw4WXCBfRnD+je1PsCOFXqAe3scbPIz3wKCkDg3+9I+8wpea3G7FYd+ElAKCTUyPEf5JtWhhZ89t6U+i5pprytpjVJDOvGFuuvAIAfNfbBZ2cTPExp1DBUclfbmEJIhI/40lyJrMseH5Xhf3tJe4I7uDgwNyqKy89PR0ODg4S3Z4Tl6amJo4dO4YVK1agsLAQDg4OmDt3rlBfJENDQ1y+fBmBgYHw9PSEqakpli1b1uDSDWwPjmEqTACwcmArEVvVs1/CCu7GfsSzd/xWpoMT2qNbuQ6vDajeWK21518yj8/O/AKtbfhTIM32dQYABL9IU0hcsvQuIx/DdlfdsiaoMAHApC9EdwtQJmnZBUyFCQD83azxa+kxEiWsDb9MLWs5djLTReyHXKU8DnH9fisWadmFsDLUwqQv+IOcGtr31+v32ehVoaL808BWcDTTE1omz9NA4kqToO9SRTk5OdDSkk3n4rZt2+LevXs1bufm5oZbt27JJAY2qvi3CI39xFyZAMCBCe3hbmvEPK/vH7jUzAIcCUtg+nINdLcWqjBRfG8z8nH0Pr/fzqgOTZgKU3228r/n2H8nTqxtu7mYwbUxv0yU8TPD5RFsvPQSv914wyxzNNVFe3tjpW1tfpGShb7byr7bp3R2xKKTUQqMSLYuPk3BryGxAPjfY1oi+qBV9VtcX2TkFVWqMAFAX9eq+yjLg9iVJkGrDofDwdKlS6Gjo8Os43K5CAsLQ5s2baQeICXa4pNPcOX5exyf2gn2prr4mFOIUXvKKpZv1vaDShWdnevrxdm3hx/icblO371aVp1SgNTz1rbq+P9S9uOzYmBNw3SVv5wKirmVKkzbR3lggLs18zz+Yy6O3E/EV21t0Nyy8ghgZWrRuPbivVCF6Yd+zfFNFyehbZTnaPjK92X5rrcL892mbMchrp3XY5nHg9rYMI/rcyWpPEIIM6K3vN6tLGCuX7lxRp7f52JXmiIjIwHwDyYqKkooiaSGhgbc3d2xYMEC6UdICSGE4Lebb3D0Pr//WLf/XUf8en8M/63stsOBgPYiK0z19QNXWMLFuvMvhSpMAZ3s0c/VqtK29bQIxBaVnImMPH4agWX9W1bZL6A+ldOXO+8yjw9P8sIXzqaVtrE31cUP/VpUWq6M5fDXA+G+pV96NGYeK+HhAAAz+m+Cjz0CuzfFP+Gy6T+rKLmFJbj0LBVbrrwSSgexfZQHWlqLn8anvjgUmsAkrOzSzAxTOjvg2IMkrP1SOL2EIj6fYleaBKPmJkyYgG3btkmUj4mSjoJiLnptvcEkaBSwX3SOeTy/VzN0b179Lan6dnXm/8ttoczVC/s0x7RuTtW8ov62ttXk3puy/CYTv3CoZks+ZS+nvx4kCo2iFFVhEoeyFMOGiy9x7SW/P9rGoW7o29oS+lrqlTdUlgMCP5u5IG3IaK8mQuuU/fwU+HrPPTwu19FZoHxraEWEKGelviZ3Yj5i+Rn+6O/Gxto4NLEDADADmkRhdZ+mAwcOyCIOSgwjf79XqcJU3ldtbTCzp3OV6+vh5wvZBcVCFabHy/xgqCPiR6IUp16WgniyC4qx5vwLAMD3fVyq3ba+tEouPFHW7+XN2n4Sv16ZzpeCYi52lbutM7xd5SS9yvZ3zSoohtuKy8xzR1N+B2BlOw5RcgtLMC0oAum5hXj6tnJ6lLMzv6i0TPmPuno8HsHocikl/g30qXZ7RXw+Ja405ebmYv369bh27RrS0tLA4/GE1r9586aKV1J1QQgRStI40ccBYzo2EbrvO7NH1RWm+obLI4j7mCvUcvJ6TV+oq4qX7K6eXKBK5L/HZVnRRf2giqLMV/Lbrr5mHm8c4lZlHz9xsL0c7sR8FPqxufFdt2q3V4Y+fZn5xULpHnyaNqrT35Atirk8HLufiKXlcukBQCtrA4ztaIcv29qINZye/X9ByfB4BI4/nGeer//KFY30xEs8Lc+ykLjSNHnyZNy4cQNjx46FlZVVvajxK4OTEW+Zx7cXdkdjY35H/FPTO+HY/STM7NmUWVYTtv8AiKP/9ttCt12+6eIoVoWpoZ6u+27HYdVZ/hxqAZ3sYSrml5GyOh+Vgq1X+SNJVTjA8Pa1mxqJ7ecLl0ew/3Yc04II8G/p2DXSFbk9yw9HyIozz4QyYm8a6s48FhwHm7/KCCHg8gjUKnwvHX+YXKnC5NHECMendoJqDZVCtp+PdTHzaKTQc3Eu7Fjdp0ngwoULOHfuHHx8qm82o6RLMETco4mRUOXIo4kxPJqImRVXyT9whBAkf87HiYjkStm+R3VoUsWrqnovaUbGTtkFxYh6m4mv94QJLZ9VzS3cipShRaK8MXvDcLvcNBsAsGdcOwVFI3s7Q2KwuVyaEQD4ZWQbxQQjRbmFJTgVWXahGLG0F0x0Nap5BbvweAQDf72N+I95CJrsBbfGhvxpxngEi8ulSujuYoYpXRzRwd6kxgpTRfwRnUr+pV7qbUY+zkWVtYTfXdSDta2KEleajI2NmSlVKPnIL+IyGYy/7928zu+nTMOnBc5HpWB6UITIdQ6munAwFX1lXRE7P4bSk5ZdgE0Xo/HPw2SR6+f3aibWj48yXtF+yC6sVGGa9IUDeraoOvWEuNhYeSwq4QlVmNrZGePwZK9qW/8Fq9j8FfAxpxADtvPnQ1RT4eDWwu5VnrNs/S5LSM9j+ikNqiKjfH83K/xvmLvIHExVUaY+dpK4+DSVefxiZR+JJ1RndUfwVatWYdmyZfjjjz+EcjVRsrOidCSBub4mOjrWvsKqrB83Qgh+ufa60vKVg1qhmEswqkPtbr3UN1kFxfBae03kFwiHw/8ykuQLWtl8+2e40PNtI9sI5bipb/bcKus/+vtYT/i1UmzSP2mZfjgCKZkFAPgVCyvDyvP+sb1SP+OI6As8AffGhtjxdVs5RcNeKZn5WPDPY9yJ4fdNHdOxiUQVJkWcBhJXmjZv3ozY2FhYWFjA3t6emRxXICKi+pOFkkxIdBr+Ks1JYmGgJZU+ZOy8Nqva7htv8DI1W2jZ9G5OGOdtX4d3VbZSqB4hBO1XXxVZYdo7rh18q0n0Wf371jEwOYlKzkREYgYAYHHf5vimi6NU+1uysRyiSoeoWxhoSlxhYuHhIDOvGDdef8D9+LJJaism5VQGbz7kMNM4+bYwx52YT8gvLptebLy3HVaInN5KMmz8G0oi+OV7TDwofKEjSdeB8liZ3FJg8ODBMgiDEiUlMx8TDjxgnv9axysTZey0fz8uHRsu8ufP6trMDH9M7FCnJnklLAKxJHzKQ2HpnIOdnU2xqG9ztLI2BJdHJO4rASjfbYCVZ8s61k7wcZDauc7W84UQgldp/AuJlYNaS/BKdh5QSmY+hu4KxdsMfkoVB1NdBM/vWuXfka1/FwC4UHqryUhHHXvGtZPu9y6Lj1sShBBMPSzcwDKkbWOR2b6roxQdwZcvXy6LOCgR5v71iHn834wv0KRR/b4d+vvNWNgY6cCvlQW6bAxhmugFfiq9OpNKa5uyX6aV+phTiKz8Yrwul6vqz0lezOPaVJjKU4Zi+pRTyLQyXV/QDRpq4qWdkATbyuHnq6/x5kMudDRU0cFe8lv2bDv/R+8JYypMADCmo51Yn3O2Hcf9uHRsuhQNgD/diywvVNl27FXh8fgV/MCgCMR+yK20/tuujvjOz6Vu31Vs7tMEABkZGTh+/DhiY2Px3XffwcTEBBEREbCwsICNTf3tQyBP0anZuPeG30z9TRdHZgJRaWDjh+18VArWnue3KLW3N65UYVrUtznsxezsXR1la0Gpyv7bcVhZmkKgvK88pPP5Y/OVfHlcHoHn6qsAALfGhlI5R8pj4/ly8E4ctpX28fumiyOMJRhVxra/KyEEM49G4k251ALL+rfE117Vj4Zl29+FxyNYe/4F9t7mz3GowoFM+tOx7e8njn6/3KrUvULAUFsdi/tWnr5IXEqR3PLJkyfw9fWFoaEh4uPjMWXKFJiYmODkyZNITEzEoUOHZBFng7P036cA+PPuiJoTqzbY+nm7G/NRaGTcg/jPQutn93TG1K7S7dvAwnqj2LIKikVWmADAw07M9BNiYmMFu7z5fz9iHg8TM2GnshPMOwlA6p8LeeHxCFaefY6Dd+OFlu8a3RZ9RcwZyXbbg2OYChMArBjYCnqatWqTEBsbR3RWdPxhcpUVJk87Y2wf5SHniOpO4r/qvHnzEBAQgI0bN0JfX59Z3q9fP3z99ddSDa6huvfmE+7H8VuZfFtUP49cbbDpw5aaWYCv94aJXHdyeidYG2rD0lCy+9zVYmvNUQKC0ZQV+bW0wMhaJnGsSBmK6UJUCk4/esc8H1ND60RtsG2IfuyHHES/5/8IRSztJfFoyLKkkIo9oLuxn4QqTGoqHNxf4it2Libm78KS7zJBIlUA2D3GE31ay2YkozJ8LgUIIfi5XLlM9HFAMws9dG9uDgsDKX6ng+UZwR88eIDffvut0nIbGxukpqaKeAUlicz8YqHMqEM9G1eztWTY1LSblJ6HH05F4dbrsrw6rawNkF/MhaOpHmb0aIo2tkYy2z9b87tUp7CEC3UVFdwpzUX0RVNTTOrsgO4u0q9YK4PTj8qSH75e01cpBzpIIqewBD1Lp03q5NRIqZI9VrTlSjTzuJ+rJXaO9lRgNHWz7kJZNvYDAe1rnDBdWtj+FRae8BnJn/OhpsJB+I++MNKR/vmqFB3BNTU1kZVVeXLBV69ewcys6lmIKfHcev0BH7ILoaOhijsLe0BHQwZNvAr+sG2+HI3twTFCy7YMd8dXbaVXQayKMv6s5hWVoP3qq8gt4got3zu+nczzLrHlSr68327EQkNNBSHRHwDwJzYVd85BSZV9KSu+HFovv8Q8ntzZoVbvwYaWsz9D45mO+/cW96xTS7KiKw4fcwrx2w1+vixzfU2ZV5iU6cLgTGkr8GAPG5lUmMqT50WwxL/IAwcOxMqVK/H3338D4P8RExMTsXDhQgwZMkTqATY0YaWdv0e0t5Wog6c42NB58m1GfqUK09mZX6C1jfQ6utcX2QXFGLD9NuI/5VVaN+kLB5lWmNj63Xw35iPWXXjJPHc01UUrawMFRiQfe28JT4TuamOkmEDqqJjLE5p3Taq33uWMECKUYPTfGXRqMYHAIxE494Q/LUqfepJ0VaBWyS2HDh0Kc3Nz5Ofno2vXrkhNTYW3tzfWrFkjixgbDEIIM/+Ol0Mj2e1HZu9cvTXnnmPPrbLOkiPb2+IH/xYw0FKv5lWyofh2g5qtv/BSZIUJAMZ528knCJYVVMX+b/3d5DNpuCJbNAghOBSawDz/fawnzPTrNuGyog6nfCXj1PROdX4/Rfxdikp4GLb7Lh6XJhcFgLVfuorMXN4QxX3MZSpMAODT1FTm+2R1nyZDQ0NcuXIFd+7cwePHj5GTk4O2bdvC19dXFvE1KKvOvkB6bhEA1Gm6lKoosvUgKT1PqMIEAOuHuMk9DmVp3k7LLsC/5To5NzHRwY3vumH/nXhoqatUOYu9tLChVbKi1SJGDPq7Wct0n2woh7NPUpCYzq88h//oC1O92leYFH08Gy/y+zI1t9QXf6JxERT5OQ48EiFUYQKAYe1k37UAUI7uBWvOlfXx+mNiB4nnkZOEIs4DiStNhw4dwogRI+Dj4wMfn7LmyKKiIhw7dgzjxo2TaoANye0Yfh+NllYGMr8HLG/P3gl/yewbr9iZ5xXdF6ImO4JjkFNYAg01FWwf5QFXG/4s6ZO+qF1fltpiSzHN+/sRTkaUdfzePcYTmuoqcLHUr+ZV0qPIcgh9w5+Xq08ryzpVmIQo4AOQllWWe23jUOlcMMm7z13cx1xcef5eaNn2UR4y61NXHTZ+hxWV8HA3lj9QZdWgVujaTD79nFk9Ye+ECRPQp08fmJsLd3jLzs7GhAkTaKWplgqKucytmG0j28h0X/L+sBWV8JiU+ZO+cMDS/i3lG0A5ynCllpSeh+MPkwEA83s1Q28F9AlgU4Pc3ltvhCpMj5f5wVBHPrd02VAO0aV5bvq61v08UNTxEEKE8hi5NTaq0/sp6s9yJKzsNunRKR3haWcskwz0VWHD+VidiMTPyCviwlhHHaO9ZN+FQCkm7CWEiGwSS05OhqEh7cxbW4+SMlBUwoOZviaamuspOhypmnb4IfM4oJO94gIph4UXaYz1F14ir4iLDvYmmNLZUaGxKDo1QzGXh9Xlmvt3j2krtwoTG+QVleDpW34rrbxa1WSh//bbzCS2675yVXA0tSdIvPvziDbwdpJdv1NxsHFk64J/HgMAvJ0aQaWOUzixldiVJg8PD3A4HHA4HPTs2RNqamUv5XK5iIuLQ58+fWQSZH1HCGEyYnd0bCTz+7Ty/LC9zyrAtZdpAAD3xoawNVHs/Hlsv1J79i6TGQywtH/LevvFI64z5fp13fq+u9zPHyYZpIIqj4tORKGwhAdLAy04m9e90lSWFFJ+/glPYipMk75wkEoCVkWkTuDxCNPqp6jRvoruk1adn6++QvJn/vyBg2UwhUx1WNkRfPDgwQCAR48eoXfv3tDTK2sN0dDQgL29PU05UEsnIt4yHcD9ZTiFgLw7zb35kIMepcn4AODAhA5y3b+yuPfmE0b+fq/S8tY29X8ofU0eJvKv7Pu2tlR4hVvePuUU4sxjfqWxiYlOnSdfVgRCCDZfLssK/aN/C6UZjFFeWlYBzkelIL+YCw01FdjX88nTJRUen46fr/LnQ2xmoQc/OXUpYHVyy+XLlwMA7O3tMWLECGhpKW9+DTYpKOZiezD/ZPN3tZJZ+v3y5HV1Vn6ahMlfOLAqg7GibzsJ5BdxRVaYJn/hwIofF0WVUgmXh6ZLLjDP5dWhtCJFtMwA/H5tnTeGMM+XDZBOP0BBS4W8Tv/kz/lILe0AHjy/q9TOaeY4pPJuNZtxNJKZ2qqdnTHUFNDxuyKWfIUhLasAQ3eHMs+3jmgj9xhYndxy/PjxAICHDx/ixQt+X4NWrVrBw0P5Jt5jg3H77iOhtAP4qsGtZbovef4EP3+XxeSWWdKvBaZ0UWzfHAEW1EMYmfnF+HLnnUrLO9ib4EcFdpYHFDukOzOvGO4rLwst6yGnqSnYIDo1G71/vsk8X9inudImfxVMMdLSygCOZsrZV7OwhMtUmADIZeaCqrDp+ysmLQf+v9xCYQmPWXbzu+5oIsdWOEUUh8TV5bS0NPTo0QPt27fHrFmzMGvWLHh6eqJnz5748OGDLGJknDt3Dl5eXtDW1oaxsTFzy1AgMTER/v7+0NHRgbm5Ob777juUlJTINKa6SErPw/14/ofxSw8bubXEyLpOHhgUgX6/3GKej+kop0SMSmbV2ed48yEXADCojTWW9GuBszO/wN9TvRUcWRlFXM2ef5oi9Hx2T2eYS3mCT/HJt2UGADZdein0XKppJpi+QLI/oMy8YpyP4s9H6iXlvHNM5UEOf5eLT4XnVB3oLtvcYOJSdEPT1iuvhCpM83s1k2uFqTxW9mkSmDlzJrKzs/Hs2TO0aNECAPD8+XOMHz8es2bNwtGjR6UeJACcOHECU6ZMwdq1a9GjRw+UlJTg6dOnzHoulwt/f39YWlri7t27SElJwbhx46Curo61a9fKJKa6yC/iotfWsv4+q2XcygTI5yolKrmsIzMAzOjeVKbJzSTFlo6UhBAmrQAA/NCvhdRn/q4LRZXS3L8e4VQkP71AExMd3Py+u4IiUYy8ohJmTr1vujjih34tFBxR7Z2MLDu/5/u5KDCSuoksnSfP2lALdxf3VGwwLPFnaLzQ9/zO0W3RT4b9cauiFMktL168iKtXrzIVJgBo2bIlfv31V/j5+Uk1OIGSkhLMnj0bmzZtwqRJk4T2K3D58mU8f/4cV69ehYWFBdq0aYNVq1Zh4cKFWLFiBTQ02NOf5uLTFCZvEQBcmtMFupoymJhXzng8ggE7bjPPx3a0w4Le7PyyVPS0GD238CvMqioc3P+hJxpJK2mhlMmzmD5kFzIVJgA4Po1NLW7yKYl7bz6ByyOwNdHG4r7NZbYfeRzNjVf8yt8EH3voKeH3GyEEUw8/xKVn/GSWs32dFRyRMEX1y7zx6oPQ/IFPVvgpZCosIXIsColvz/F4PKirVy4gdXV18Hg8Ea+ou4iICLx9+xYqKirw8PCAlZUV+vbtK9TSFBoaCldXV1hYWDDLevfujaysLDx79kzU2ypEYQkXc/56xDw31lGXe/4VWX3Y7sV9Yh4fndJR5n20aoMNfQIeJ2cyt+WmdXViZYVJEeV0qlzLxOK+zWGur/iWN3mWA5dHMPFgOADAs4mxTK6i5XU4adkFuF7aYjZCCikGKiq7Oyeb77LTkW/hsPg8U2ECgLZ1mPZFWhT9/ZVVUIwZQWUX/H9M7KDQCpMiykPiSlOPHj0we/ZsvHtXlj/l7du3mDt3Lnr2lE3T5Zs3/EkeV6xYgR9//BFnz56FsbExunXrhvR0fp+g1NRUoQoTAOZ5aqrwPenyCgsLkZWVJfRPlv599A4FxfzK5ThvO9xZ1EOm+ytP1ifYz1deM48VnfitJopMDHfledn5OKNHU4XFwTZPSufzMtRWx7ddnRQcjfz9+6isle0LZ8WMFpQGLo+gw5prAAB9TTW4WChXUs5iLk/owhbgf1ezLemwvL/Bikp4cFtxGdmF/H7CJ6Z1UtioVkWSuNK0Y8cOZGVlwd7eHk5OTnBycoKDgwOysrKwfft2id5r0aJFTMLMqv69fPmSacFasmQJhgwZAk9PTxw4cAAcDgf//POPpIcgZN26dTA0NGT+2dpK/6pI4HNuEb4//gQAfzTJykGtoaMh/2ZrWXzYeDyCV2n8xG8zutOKQHUECfJ+GtgKWurs6e8lirxuAbzNyMfZJ2VJPdlCjv2N8cOpKObxVx6ySQ4oaL2S1Z81KjkTTj+cZ55P795UNi1mMkxuee/NJ6Hn52Z9gZWDWrMiBYgi+2Su+E/4jo2nneJb3gTkeREs8S+2ra0tIiIicPXqVbx8yR/l0aJFC/j6+kq88/nz5yMgIKDabRwdHZGSwv8yLd+HSVNTE46OjkhMTAQAWFpa4v79+0Kvff/+PbOuKosXL8a8efOY51lZWTKpOPF4BB6rrjDP5T3xKiDbD9zzlCxk5BVDV0MVM3vSSlNVXr3PxtUX/AzpzhbsunItT55fzeHx6UJ5Xhri1evHnEKmBXr7KA+lzAT/+n22UJ9Ga0MtTOumfC2G50s7OPu1tMAS/xawa6Sr4IjY4Xh42e3z2LX9FBhJGaWYew7gX6306tULvXr1qtPOzczMYGZW8xekp6cnNDU1ER0djS+++AIAUFxcjPj4eNjZ8Yeze3t7Y82aNUhLS2MmE75y5QoMDAyEKlsVaWpqQlNT9n1KjkeUnXCmepoYLKMrSbFIuVJezOWh/3b+l2V7BxNoqrG79QRQTEfwqORMoR8VZbhtIetiiv2QI1RhmtmjKcz02dPHiyOn7Jazj0Uyj2U5QbMsW84ELYUAf8qk04E+MtiLgGySW2bmFePo/SQAwOiOdqyuMMl7ChkVFQBc4Oq8rqzLTi/PsqhVWtNr166hf//+zO25/v374+rVq9KOjWFgYICpU6di+fLluHz5MqKjozFt2jQAwLBhwwAAfn5+aNmyJcaOHYvHjx/j0qVL+PHHHxEYGCiXSlF1Cku4zG05AAj/0VchJ50sWpc/5RTCuVzm5r5yyGheF4pqYq94FT7Q3ZqVHcAF5FVOv1wr6wfnaWeMeb2ayWW/bEIIwZ0Y/i2hFlYG0FBTfLZpSRUUc7Gt9G+5qG9z/DvjC1bczpJU+aSqXg7SzS0lDYoq0uTP+Sgo5kFDlWVTyCigQCT+dO7cuRN9+vSBvr4+Zs+ejdmzZ8PAwAD9+vXDr7/+KosYAQCbNm3CyJEjMXbsWLRv3x4JCQkIDg6GsTH/vqqqqirOnj0LVVVVeHt7Y8yYMRg3bhxWrlwps5jEkVVQDJcfLzLP941vp8Bo+KR5/3fGkUih58Pbya5PmDTJ88pkwT+P0WtrWYZnSwMt/KyAqQZqRYbldOPVB/xbOiFvYHcnHJ/qzbofWnn0abr5+iPz+B8ZJzYt6wskvSN6m5GP5kvLvuPkMVmrLI5j8h/hzGNTPQ3W9zeUZ0/ww2H82R1a2RiwYgqZiuT5fS7x7bm1a9di69atmDFjBrNs1qxZ8PHxwdq1axEYGCjVAAXU1dXxv//9D//73/+q3MbOzg7nz5+vcr28ZeQVoc3KK0LLFDkdhLR/jhI/5SG0tNOksiTik/dP8ry/H+FkRNmoqNFeTbDmS1c5RyE5WdddYtKyMX5/WR/EGd2dWVdhkoePOYVMOQxv11jp8hmVcHnwWR/MPO/uYgZLQ8WnipBUTmEJrr4oSy9w63v5jWqWhLw/IQXFXJyOfIvfb/JHsPdqaVHDK+RLKaZRycjIQJ8+fSot9/PzQ2ZmplSCqi9+Kz3RAMCukQ5i1/arVz8MgnnTWloZKEWFqTx5jLZ4lJQhVGEK7O6kFBWm8mRRTpn5xfDdUtbytmdcO1ZljS9P1h9XwW17FQ6wqK/sP0PSPpzNV14xj1VVONg52lPKe5C9jLwitF5+iXn+eJkfa8/H8mT9HbblcjSaL72IRSfLRnX6sazSpAgSX9YMHDgQp06dwnfffSe0/N9//0X//v2lFpiyuvbiPSb9EY42tkZ4lJQBgN8p8t8ZXyg2sHKk0ZSZU1iCT7lFAAAbY+26v6GcyLPO+v3xx8zjy3O7oJkSdPwWkGUxHbgTxzzePcaTdVevosgi9cLbjHwEv+SPpPxllIfc5p6Upr23yi4Mo1f1kdutG2neNl197gXzeFn/ljDUUXB262rI66I7I68IvwTHCC2b3s0JTc3Z+R3G6pQDLVu2xJo1a3D9+nV4e/Pvv9+7dw937tzB/Pnz8csvvzDbzpo1S3qRKgFCCCaV3hcXVJgAYOUglmTGluIH7ny5eYd2fO0htfetL/599Bav3ucAALaNbKNUFSZZiypNYjnBxx59WD5wQJbOPub352pnZ4z+buyYBFYSv4bEoJjL/7H6b8YXrOzrUpNiLg9nn/D/Dgv7NMdEBaSCYSPBwASByV84YC4LB2ko4saNxJWmffv2wdjYGM+fP8fz58+Z5UZGRti3bx/znMPhNKhKU0h0GiYceFBp+UB3a7jbGsk/oGpI46L5RukUCTO6N1WKFAMVybrj4Oxjj5jHg+TQMVZWpF1OxVwerpW2rgxgyWzx1eHIaGj7mw85WHeBn+euZwv5tbRJI7llCZeHpuVGzJrra6K1jUFdQ5OItJJ0vnqfjYJiHvQ11fBtF0cpRCY/svwO23qVf9t1oo8Dlg1gT7LZqrC6I3hcXFzNGzVAU8qNvPB3tcLIDrZobKwDB1P25PmQVqW8sISL69H8Hz5fJbi1Up48Mup+yC5kHi+S4aSrMiWjS7iem/kTFRtoqcG9sZFM9qEMBLflAKC/m/xnh6+LM4/fCT0/+k1Hpe2rGR7/GQDgYWesFAlF5RHhv4/eIiaN30rez5XdLcGKyJCuXEM1WGrvrTco4ZVVdef5NYOTGXuzPde1Up6Uno/cIi50NVThZmMolZjkTZYXJotLO0662hhiqpLPoSbNK7j/XYpGYnoeAH4CR7YlyBNFVtN1CCoeUzo7wNZEfnlv6jrRbUxaDub9XdZX7+GPvgrJNyatPk03XvFbzL0d2T1Xpiiy+A57mJDOtJK3szNGO3v25aoSRZ65immlqQ4IIXiUlMF0JHQy08W1+d0UG1Q1pHUxuO82v/OnjbG2UlydlSfrC+I5xyKZocvD2zWW7c5kSNrF9PRtJnaElHUsXfuVco0ilKa7sR+ZyYn9ZJj9WxaW/fuUeXx+VmdWJ2itSUExF3dj+Tmyurkox9Q9svz++pxbhCG7yrLzL1aCEdFK0aeJ4ivh8tBlYwjeZRYwy5Rlxvq6jATae+sNM80Am6cYqJEMLk1yC0tw+lHZrYtRHZpIfydyJq1RKeUz4j9Z4Qd1Jes0LM3ROUtP8yseFgaaaCfvSU/r0HJWwuXhcekAlxndm6KltXz7MZXH/FjW8rssM6+Yyf5taaCF5pbKN1BD2iM6y6fImdLZgVUT8taE1X2aKL69t+OEKkxrv3TFlx7sblmoa6X8Q3Yh1pwvG56rjJNxyvLCZP/tsv5+/d2slHI0kYA0r+Bev8/G85QsAPxzxkCLvUO6Ze1hwmfEfsgFAHzfu7lS9QW6H5+O3CIu9DXVWDmSShKCDNcA4NvSXGn+DrKM8/hD/sXw6sGtMaajncz2I01KM2FvQ5eeW4T1pSNfAH5uD2W+FSOu/x6/Y2r0F2Z3RgsrxV1p1pW083qEvfnEJPoz19fExqFuUn1/RanrFdyH7EJ8++dD5vmsHs51jEi+pP0bNemPshG2fRXQybYuHWevveB3Xvd2aqTw/mh1+bvkFpZg06VoAICephqW9mf/6DBRpPkNdubxO3zMKQKHAwxQwvQX8lSrS+Fbt25hzJgx8Pb2xtu3/IzHf/75J27fvl3DK+uHxSfLbjXcW9wTE79wUKpWhdp+2P4O51+JrBjQUmkrTLK6ULvwNJV5/OckL+hoKPf1iDRGpeQVlaD9mqt485HfshI02UspMi2LIo3m/7iPucjIKwYA/DGxg0LPEUkPh8cjzDyBiqjsVaU2f5YuG0OYx1fmdVHKlCnS9Dm3CLOO8ucQbWyszerknlWT3/05iX/pT5w4gd69e0NbWxuRkZEoLOQPr87MzMTatWulHiDbJHzKxaVn/I6+HRxMlGqepbo07d5+/REvU7OhrspRivw68nQ39iMO3o0HAPw8og1clLB/hLQVlnDRclnZ1BSdnU3h09RUgREpVgmXx8wxp6Gqgi7OylUWMR9y8DGnEOqqHPRtrVwpEsr77/E7ZiaDjo4msDJUntkMZKV8hv4NQ5SrhVwRd1UlrjStXr0au3fvxp49e6CuXlYj9fHxQUREhFSDY5v8Ii66brrOPD82paPigqmD2lw1/3kvHgAwpG1jpR4xIyCtjoMlXB6+3hPGPO/nqrw/KKLUtph2XY9lHg/zbIyDEzpIJyA5Y5Io1vF9dt+IZdIt7BnfTmF9aGqTQiE9twh+W/lzBXZ0bAQtdcW3zDBJRyX8w2y4WNatQtnmgaxIGt9h2QXFzAXfuq9c0clJuSrzAqzuCB4dHY0uXbpUWm5oaIiMjAxpxMRaq86VZUAP7O6kfMPta/m6FylZTOvaOG97qcWjGNL9m92PS2ce7xzdFhpqynObtjp1+U2P/ZCDn6++Zp6v+dJV4X1gFOnW6w/432V+f7f+blbo2kw5hrcLnHiYzDz2lWP2cmkjhCCz9Pbor1+3ZXUuvepwOHWvJKTnFiHkZRr+e/IOWQUlcDLTxYh2ttIJUI6UIrmlpaUlYmJiYG9vL7T89u3bcHRUrjT0kuDxCK4+51ccvB0b4bveSprpGYCk182nH/H7rRloqSl0mLE0SePC5GNOIb7ey29lGtHOtt61MgGSfzkXFHOZrN8AsD+gnVJXJJmv5FqeMA/i0zF2333m+S8jFTtPY22SW0a/z2Ye+7Mle7mgxUyC40j+nI/swhKoq3Lg29JcRoHJT20Hs3B5BG1XXRFaNqpDE6VrBChPnsktJf42mzJlCmbPno2wsDBwOBy8e/cOQUFBWLBgAaZNmyaLGFlhwT+PkZZdCE01FRyY0F7R4dRKbVoPCCE494Q/Oe9CZZ0SpBxp3hUZuL1s4EPv1sp7BS5KbYtpX7m0CwPdrdHdRfl/nOpiarmRgxuHuCndDxMhBKGx/MlbD05oD1MlvjW/tjRdSnNLA6Xu/F3XM+jC05RKy3orWZJVhjIkt1y0aBF4PB569uyJvLw8dOnSBZqamliwYAFmzpwpixgVLi2rACcj+a0tPVuYs+Kevry8SMlG8ud8aKmrYEjb+pNWoa6J4QqKuUJ5uupvJ2fxy4kQwgzl7uxsil9GKbZVRRo4tWjREPgnPInpdDzH1xnD2yv+9oekfZoSPuXhbUY+1FU5aM+iKTUkzW35NiOfGeHaWkmnfqqkll9hO0PK+ht2aWaG+b2ayXUqH1mQdqLP6khcaeJwOFiyZAm+++47xMTEICcnBy1btoSennLeHxbH/H/K5lr60V85c3qUJ8n5JUiv8EVTs3pRWZTWhcm9N/yrb2MddUQs7aU0yfHEVZvDufqibBLa+X4uUoxGOX1XmgXd3dYIc3yVMxmkoKLR3t4EuprKm0ZD0FoGAEM9lfvij1PLTk0lXB6Wn3nGJJo9Mc0bnnbsqQjXhlIlt9TQ0EDLlspfgajJ7dcfces1f36ieb2awdpIeYeoStpp7np0Gh6XzpHl26Jh32ap6Hhp59gB7tb1rsJUW8fuJzKP3RvXj6v52nY0FUwECwB7x7WTVjh1JsnxfMguZEabDWrDrjQjkn7mwkovcqZ2dVKq6UGkad7fj5mJotVUOEpfYVIUiStNubm5WL9+Pa5du4a0tDTweDyh9W/evKnilcqnhMvDyrPPAACtbQwwU0nmlquJONcouYUlCDhQlr14mBKOrKhOXRpzcwpLcLl0UMAwz/pVLhWJe0H7a0gMrr3ktzT9Ntaz3lUkJb2wv/yM30Kjr6UGM33l7Af0b+kAEACszc0mzt8l+XMe/im9yPFyrD8VBUlOyY85hUyFCQDOzeos/YAUSJ4dwSWuNE2ePBk3btzA2LFjYWVlVe++HMt7+i4Lr97nQF9TDUGTOir/sUoQviB3B8Dvj1FfhoxL4294PDwJRSU82DfSQWub+jGasCJJW1iOhJW1MnVWssSN1anN6fL8XRaCSstD0aPlKpLkeO694afTmOjjwLoM95L8WfbeKhuc4OWg/JWm2nyDhZX+LRsba+PW992V/7eslCKOQ+JPwoULF3Du3Dn4+PjIIh5WufKcf7XoYqmvpKnlRavp6iwtu4Dp0AsA07vVjxa28mrbb5DLIzhQWqGc+IVDvfnyqYo4xRSTloO3GfkAgNDFPVj3AysNkpwup8u10HzB0gpkTR1ncwtLcPUFvzV1IMtuzZVX09+FEIIrpa3C3/dxqVfnpiTfYb/f5Hf+7tFceSYnloQ8k1tKnHLA2NgYJibKX1uvCSGEyWrcyamRgqORDnE/Kj+eeso8vr+kp1Ln2amorl8X1168R8KnPBhqq9fvW3MSFFRE4mcAQAsrgwY/LQWPR/D7TX4XhVWDW0NdieakLE8wz6S2uipaK3Futhcp2XibwR/9O6GTg6LDkQpJ6zwlXB5i0nIA8HMM1ieKqP5J/IletWoVli1bhry8PFnEwxrnnqSAV1p7HdmhiWKDkbLqhk8TQvCktPO3rYk2zPWVZ249SdT2wuRQaAIAfjI4ZZ18VhI1tUjweATfl44S01ZXzgpCdcqGtot3xpwvlwOnMwvTUIibckAwOrRnC3NWTkZedhzVH0jwS34r0xdNzerd51XcNBhnHr9DbhEX+lpq8FPWfEw1YHWfps2bNyM2NhYWFhawt7cXmn8OQL2Zf27ZmWeAqhZ8W1go9Yi58sS5Qvn++BOkZvHzDx2ZrJxz61WnLi3TMWnZuB3DH0k52qt+VaQrEreYjpQbMcfWzsLytL80uaepngbsTXUVHE3tEELwMIHfehjQyV6xwdTB46QMZvqaLs3YV4GtLX5/Q/GrCf8+4ncA79LMrN70TRVQxJ1GiStNgwcPlkEY7FNUwoOKKjC3l7OiQ5GbgmIu/i0dYWFroq30Cc+qVYub4NuDYwAAzuZ69btsyqmulAgh+PE0/1auo6muUv/AVkmCL+XLz1IRkZgBADjC2sm8az6g+E95+JhTBA01FbiyNHVETQMVuDyCQb/e4W/LAXoq8Zx5VRHnK6yYy8ODeH4n8MB62DdVESSuNC1fvlwWcbBS12ZmaGXNzi+Nuqjqwxb1NhNFJTxwOMDlOV3lG5Sc1OXKRHDFVl/6uFVHnM6ih8uNmNs6ok297GAqIE6H423X+JMUD3S3RjMLfdkHVQfVHc+MI/y7BW42hko73ciJiLJJhveOawebenK3AIBEFfmot5nIK+LCSEcdzS3ZfU7WhTwzgrPvZjWLfOlho+gQpKqmqzNBk3zvlpb17v5/Xd2N/cg8HlTPzovault6q7K5pT7cbY0UG4yMiJt64dKz93j2LguqKhz86N9CxlHVXk312sdJGXj2jp8xugOLh+fXdByPkjIAAM0s9OplK5O4BJnQvRxMlG7eQ3Eo4jpN4koTl8vF//73P3To0AGWlpYwMTER+icL169fB4fDEfnvwYOyBIxPnjxB586doaWlBVtbW2zcuLHW+1RXVYFvy/r5YauqTn7gDr8/RkPImCvJdQmPR/D1njAAQDcXM7RtUv/LR6CqCzgejyC0tLPwqsGt5RiRYlR3IRv25hOmHuZPzDukrQ3MDdg/eKKq44ksHQkJAJO+YP9os6qOQ1Dxm9mj/navEOc7THCx18Gh/reOy4vElaaffvoJW7ZswYgRI5CZmYl58+bhq6++goqKClasWCGDEIFOnTohJSVF6N/kyZPh4OCAdu34UxRkZWXBz88PdnZ2ePjwITZt2oQVK1bg999/r9U+fZo2gp4Sz7UkSnW18jsxH/E+qxAA4GlffysFtZkWI/hl2Zxq07o6STMc1qqplC4/T0VGXjH0NNXgUU9bmYCar2QLirkY8fs95vmP/dk9tVRNf9fo99kAgBndm6KRHnszmVd3HDdefcDj0pYmN5b2yaoLcb/BsgqKcSeGf2HTxrb+lQNQ+2mO6kLiWkFQUBD27NkDf39/rFixAqNGjYKTkxPc3Nxw7949zJo1S+pBamhowNKybKhkcXEx/v33X8ycOZPpRxEUFISioiLs378fGhoaaNWqFR49eoQtW7bgm2++kXifE3zspRU+64i6/ztmXxjzuJUS52URl0SJ4W7x8+50djaFVz3Lc1KTqorpWunkvC2tDVg5JF1eTkaUJbL0adoIBlrKkQS3quHq0an8SlMzJen/UvE4Srg8zPvrEQB+n1S7Rso5glEc1fXjIYTgenTZ/IeuNkZyiEhxWJ3cMjU1Fa6urgAAPT09ZGbyc/r0798f586dk250VThz5gw+ffqECRMmMMtCQ0PRpUsXaGhoMMt69+6N6OhofP78WdTbAAAKCwuRlZUl9A9AvZzMsKqr5tzCEuak2zDEVWk7f4pFggsTQghWnX2O+3H80Sfrh7jJKCj2qamFRdAiMapDPU7wWQNCCI6WplzQUFPB/4a5KziiuiGEIPZDLgD+CFFl9PRdFj7lFgEAlg1gd6tfbdX02SSEwGHxecw6GgkA+KaLY71KUFyeUvRpaty4MVJS+AncnJyccPnyZQDAgwcPoKkpn+bcffv2oXfv3mjcuDGzLDU1FRYWwn2QBM9TU1OrfK9169bB0NCQ+Wdr2/B+BASJ7Mz1NTGiff3OPyRQXWI4Lo/g+MNkOCw+j32leXe8HEzq1wgcMYm6muXxCOJKf1xb18PRpeWV/06uWBb778Qj6m0mNFRVcHthd6XIhl5dcsuk9Hxk5hdDhQM4sD3HVBXHcbY0ZUqvlhZwMlPOip+4qmpd+etBktDzepkKpAJxE31Kg8SVpi+//BLXrl0DAMycORNLly6Fs7Mzxo0bh4kTJ0r0XosWLaqyg7fg38uXL4Vek5ycjEuXLmHSpEmShi7S4sWLkZmZyfxLSkqq+UVKqqr7v4I+O73qacf38sS5MNkZEoMF/zxmnts30sFR1ubdkY3qruBuvPqA7MIS6GuqoUmjhpGvqqKCYi52Xefn7Qrs3rReZM6/UjrXnJdDI2ipK2dr841X/FtSX9XjEa419eNZfe4F8/jW993rTXJmtpC4T9P69euZxyNGjICdnR3u3r0LZ2dnDBgwQKL3mj9/PgICAqrdxtHRUej5gQMH0KhRIwwcOFBouaWlJd6/fy+0TPC8fH+oijQ1NeXWQsZGJVwe/iu9OuvR3FzB0bDDoXsJQs93fN22Xg7Xra0JB/kjVr9sa1O/b+Wi6nxVobGf8DGnCBYGmpjeXXkGB1T1g1tYwsW2q/zs2d1czOQZUq2IOo6CYi7efOS3gHo0oBGu5eUVlSCnsAQAsHmYe4NJwlvRl6WJTWVBokpTcXExvv32WyxduhQODvzhqB07dkTHjrW7CjczM4OZmfgfUEIIDhw4gHHjxlWavsXb2xtLlixBcXExs+7KlStwcXGBsXHD/ABVpXyz7uPkTGQVlMBQWx3dXBpOpamqpu2POYX4mMMfRXjsm44w19eEYz1v5peEoGyAhlfJJqSsBU6QZbmLs5lSTspb8fT/JzwZWQX8H9v+SjQdTvnjePo2E1wegbGOOiwMGuaFsGBggq2JNr5qW39b2yoq/32eVVCM16UTFMuCRJ92dXV1nDhxQlax1Cg4OBhxcXGYPHlypXVff/01NDQ0MGnSJDx79gx//fUXtm3bhnnz5ikgUnYSddF86zW/ObuTU6N6Ny+RKDVlrd57Kw6E8DvCdnRs1GArTFW1SAj6jAD8CkN9J6oUuDyCnddjAQDt7ZVrwIio07+ohMdMh/NNF0el6Lsn6jgEfTO9nRrV6+z01R2a4Pt8RDvbel0GAqKO8Vi5+TBlQeJLpMGDB+P06dMyCKVm+/btQ6dOndC8efNK6wwNDXH58mXExcXB09MT8+fPx7Jly2qVbqC+E3Sa45V2eAbq59xM1RHV0vQgPh27b/B/DNsp2Y+hrFQspydv+aNl5/o2a3C3LAVF8bS0DADAx1lJJ4It94ctn4dM2ToNl++cL5ic172xkYKikS9R32G3X/OTWdbH6b+qIyiLvKISbLgYLdN9SdynydnZGStXrsSdO3fg6ekJXV3hURayyNMkcOTIkWrXu7m54datWzLbf31z+fl7JH/Oh4GWGvxdrRQdjlxU9TO/4swzHLwbzzz/vreLXOJhq6ouUqOS+RWGFlbKkcenrqpr0XA211OKVpnyRP1ZI0qzgI9oZ6s0nYYrHsezd2UVWbd6Xmmq6jvs+MNk5BZxAaDBDNCoWBYhLz+Ay5PtSDqJK0379u2DkZERHj58iIcPHwqt43A4Mq00UdIhqJWfecy//z3Es3GDm2uu/Mcq4VOuUIXpn6neMNbVqPSahqj8UN7PuUVMX4GGMNVORfxWDQ5TyRjWrnH1L2Cx8ue/YM5JNs81VxUC/u1F/19uM8u8lPA4aqP8Z5PHI0Ijfh3ZnjJCyggISrg8BJZONt3G1giyGgcvcaUpLi5OFnFQclD+/i+XR3DvDb8za78G0soEiG456LrpOvN41aBWStdPRV6uv+LfxnE212P1FBvSVLFvFyFlnxtlbNGo2AeksITLtB4qU0W4/HEcLdeHZdvINvX+trGofjyCbhYAcGSKV4PozwQIf5//96Ssv2UHexP8J6N91mnYByGk2lTuFDsRAjxOzkB6bhH0tdTQph7PHVYVwXlbVMJjls3xdcZYb3sFRcRO5T/eQff4P0793ZRndJU0EQDhCZ+RmV8MDVUVpe47I/i7Xo/+gCIuD410NWCnjLd0SNlIRgAY1KbhjRgrKuHh+xNPmOUetspT+ZUWLo9g7l/8ljYNVRXM8pXdRM21qjTt27cPrVu3hpaWFrS0tNC6dWvs3btX2rFRUlb+2kPQYbCzs6lSDpmurYotBwmfcpnH9XlGdElVvFJ9mZqF8ITPUFPhYJRXw8uaL3C3dALUjk6NlP6WNiEE6y/wkwd/1dZGaVsnXr/n3zI+ENBewZHIh+CvRABkFxSj2Y8XmHX/G+au9OelJATf50/fZjHLTk7vJNN9Snx7btmyZdiyZQtmzpwJb29vAPx53+bOnYvExESsXLlS6kFS0nc3ll9p8nZS0tE/UiIYOdTB3qRBpFyoLUECVN8WFvUi+7XYyp0SZx69w9bSBJCuNso/qfX5qFTElSaDDOzeVMHRSEZQv+MRgvjSCx9Hs4bVj+dQaDwO3IkXWjbUU3n72dVFfjG/A7yuhipa2xgyc8jKgsSVpl27dmHPnj0YNWoUs2zgwIFwc3PDzJkzaaVJCaTnFjH9MrwdGyk4GsX6O5zfXbAhJYKThOAWwOMkfr+XLs3qf26mqswv19G2b2vl7gdYWMJlOs162hnDSEc5Bz68yyxAUQkPaiocpRvJWFflK0ymehq4vbCH4oJhiWHtZN8KLnGlqbi4GO3atau03NPTEyUlJVIJipINwdXZmdJWAwsDTTg1sKuz8ncgMvOKmVndlf1HUNoqTlT7JDkDAODWuGHlfxF1x+qrtjZobaOc5SA4nj23ygb0rBrUWkHR1J7gzyLok+hgqgu1htLNoMI5+b9h7g22hani59PdVvafS4nPsrFjx2LXrl2Vlv/+++8YPXq0VIKiZCuqNDnfYA/l7cdQV4QA/5amXLAx0oahjnoNr2iYCAhuvf6IrIISaKipoJlFw8jPVJW2TYywZXgbRYchNYHdndDSWvlvNXo7NcwW8w4OJg22wiSKPAapiNXSVH4qEg6Hg7179+Ly5cvMnHNhYWFITEzEuHHjZBMlJRXlq0fqqhyMb4AjxZgrVC4PO4L5s9SP9bZTXEAsJahLv0jJxrj99wEAfVpZQkOtgVzNl6p4SaGMaQbKKz8QwtpQC/N7KWcS14rXet0b0DyI5Q+9uWXDvogpXxZzfJ3lMqhJrEpTZGSk0HNPT08AQGwsf8oJU1NTmJqa4tmzZ1IOj5IVv5aWSpP9VxYEHWDN9DUxwcdescGwWGZ+MfN4uBz6C7CdPJr/5cWvlWW9yGmkoabSoPpmlk8D0ki3YeRLE0dTc/nMEypWpSkkJETWcVBykJ5X9gM4t1czBUaiQBV+I/q2toSmWsMZoiuuiqkZbIy08YWyzrNWBxVvXyt737fyh6Pct7TKDsTLwQRa6g3nM5xdWNZ3eHTHJgqMhF2czeXT6iZxR/D6TpD0UJZDFhUlMqYsY6q5Fq9eHmNNMjKzwCvMY57P62rbIMuhJnk52Uw5eTs2wp7x7RpkOeUUljDlMLWrE4ryc1GUr+Cg6uDey2TmeEzUS5T2b5qRkckcx9i25kp7HLVR/vtLg1eIrKxCBUajWPEpH8rOZ42y81nwvyySb3OIhO9aUFCA7du3IyQkBGlpaeDxeELrIyIipBqgvL158wZOTk6KDoOiKIqiqDqIjY2Fo6OjVN9T4pamSZMm4fLlyxg6dCg6dOhQ70ZfmZjw5x1LTEyEoWH96b+gCFlZWbC1tUVSUhIMDJR/hI4i0bKUHlqW0kPLUnpoWUpPZmYmmjRpwvyeS5PElaazZ8/i/Pnz8PHxkXowbKCiwu99b2hoSE9cKTEwMKBlKSW0LKWHlqX00LKUHlqW0iP4PZfqe0r6AhsbG+jrN+xhjhRFURRFNTwSV5o2b96MhQsXIiEhQRbxUBRFURRFsZLEt+fatWuHgoICODo6QkdHB+rqwpmU09PTpRacImhqamL58uXQ1KT5L+qKlqX00LKUHlqW0kPLUnpoWUqPLMtS4tFzvr6+SExMxKRJk2BhYVGpI/j48eOlGiBFURRFURQbSFxp0tHRQWhoKNzd3WUVE0VRFEVRFOtI3KepefPmyM9X4uxuFEVRFEVRtSBxpWn9+vWYP38+rl+/jk+fPiErK0voH0VRFEVRVH0k8e05Qd6Din2ZCCHgcDjgcrnSi46iKIqiKIolJG5pCgkJQUhICIKDg4X+CZYps19//RX29vbQ0tKCl5cX7t+/r+iQWG/FihXgcDhC/5o3b86sLygoQGBgIBo1agQ9PT0MGTIE79+/V2DE7HHz5k0MGDAA1tbW4HA4OH36tNB6QgiWLVsGKysraGtrw9fXF69fvxbaJj09HaNHj4aBgQGMjIwwadIk5OTkyPEo2KGmsgwICKh0nvbp00doG1qWfOvWrUP79u2hr68Pc3NzDB48GNHR0ULbiPO5TkxMhL+/P3R0dGBubo7vvvsOJSUlaEjEKctu3bpVOjenTp0qtA0tS2DXrl1wc3Njkn96e3vjwoULzHq5nZOEIoQQcuzYMaKhoUH2799Pnj17RqZMmUKMjIzI+/fvFR0aqy1fvpy0atWKpKSkMP8+fPjArJ86dSqxtbUl165dI+Hh4aRjx46kU6dOCoyYPc6fP0+WLFlCTp48SQCQU6dOCa1fv349MTQ0JKdPnyaPHz8mAwcOJA4ODiQ/P5/Zpk+fPsTd3Z3cu3eP3Lp1izRt2pSMGjVKzkeieDWV5fjx40mfPn2EztP09HShbWhZ8vXu3ZscOHCAPH36lDx69Ij069ePNGnShOTk5DDb1PS5LikpIa1btya+vr4kMjKSnD9/npiampLFixcr4pAURpyy7Nq1K5kyZYrQuZmZmcmsp2XJd+bMGXLu3Dny6tUrEh0dTX744Qeirq5Onj59SgiR3zlZq0rTzZs3yejRo4m3tzdJTk4mhBBy6NAhcuvWrdq8HSt06NCBBAYGMs+5XC6xtrYm69atU2BU7Ld8+XLi7u4ucl1GRgZRV1cn//zzD7PsxYsXBAAJDQ2VU4TKoeIPPY/HI5aWlmTTpk3MsoyMDKKpqUmOHj1KCCHk+fPnBAB58OABs82FCxcIh8Mhb9++lVvsbFNVpWnQoEFVvoaWZdXS0tIIAHLjxg1CiHif6/PnzxMVFRWSmprKbLNr1y5iYGBACgsL5XsALFKxLAnhV5pmz55d5WtoWVbN2NiY7N27V67npMS3506cOIHevXtDW1sbERERKCwsBMCfIG/t2rWSvh0rFBUV4eHDh/D19WWWqaiowNfXF6GhoQqMTDm8fv0a1tbWcHR0xOjRo5GYmAgAePjwIYqLi4XKtXnz5mjSpAkt1xrExcUhNTVVqOwMDQ3h5eXFlF1oaCiMjIzQrl07ZhtfX1+oqKggLCxM7jGz3fXr12Fubg4XFxdMmzYNnz59YtbRsqxaZmYmgLLJzMX5XIeGhsLV1RUWFhbMNr1790ZWVhaePXsmx+jZpWJZCgQFBcHU1BStW7fG4sWLkZeXx6yjZVkZl8vFsWPHkJubC29vb7mekxJXmlavXo3du3djz549QtnAfXx8EBERIenbscLHjx/B5XKFChMALCwskJqaqqColIOXlxcOHjyIixcvYteuXYiLi0Pnzp2RnZ2N1NRUaGhowMjISOg1tFxrJiif6s7J1NRUmJubC61XU1ODiYkJLd8K+vTpg0OHDuHatWvYsGEDbty4gb59+zIDV2hZisbj8TBnzhz4+PigdevWACDW5zo1NVXkuStY1xCJKksA+Prrr3H48GGEhIRg8eLF+PPPPzFmzBhmPS3LMlFRUdDT04OmpiamTp2KU6dOoWXLlnI9JyWeRiU6OhpdunSptNzQ0BAZGRmSvh2l5Pr27cs8dnNzg5eXF+zs7PD3339DW1tbgZFRVJmRI0cyj11dXeHm5gYnJydcv34dPXv2VGBk7BYYGIinT5/i9u3big5F6VVVlt988w3z2NXVFVZWVujZsydiY2Ph5OQk7zBZzcXFBY8ePUJmZiaOHz+O8ePH48aNG3KNQeKWJktLS8TExFRafvv2bTg6OkolKHkzNTWFqqpqpZ7279+/h6WlpYKiUk5GRkZo1qwZYmJiYGlpiaKiokqVaVquNROUT3XnpKWlJdLS0oTWl5SUID09nZZvDRwdHWFqasp8l9GyrGzGjBk4e/YsQkJC0LhxY2a5OJ9rS0tLkeeuYF1DU1VZiuLl5QUAQucmLUs+DQ0NNG3aFJ6enli3bh3c3d2xbds2uZ6TEleapkyZgtmzZyMsLAwcDgfv3r1DUFAQFixYgGnTpkn6dqygoaEBT09PXLt2jVnG4/Fw7do1eHt7KzAy5ZOTk4PY2FhYWVnB09MT6urqQuUaHR2NxMREWq41cHBwgKWlpVDZZWVlISwsjCk7b29vZGRk4OHDh8w2wcHB4PF4zBcvJVpycjI+ffoEKysrALQsyyOEYMaMGTh16hSCg4Ph4OAgtF6cz7W3tzeioqKEKqJXrlyBgYEBWrZsKZ8DYYGaylKUR48eAYDQuUnLUjQej4fCwkL5npOS9lbn8Xhk9erVRFdXl3A4HMLhcIiWlhb58ccfJX0rVjl27BjR1NQkBw8eJM+fPyfffPMNMTIyEuppT1U2f/58cv36dRIXF0fu3LlDfH19iampKUlLSyOE8IeBNmnShAQHB5Pw8HDi7e1NvL29FRw1O2RnZ5PIyEgSGRlJAJAtW7aQyMhIkpCQQAjhpxwwMjIi//77L3ny5AkZNGiQyJQDHh4eJCwsjNy+fZs4Ozs3yGHy1ZVldnY2WbBgAQkNDSVxcXHk6tWrpG3btsTZ2ZkUFBQw70HLkm/atGnE0NCQXL9+XWgYfF5eHrNNTZ9rwfBuPz8/8ujRI3Lx4kViZmbW4IbJ11SWMTExZOXKlSQ8PJzExcWRf//9lzg6OpIuXbow70HLkm/RokXkxo0bJC4ujjx58oQsWrSIcDgccvnyZUKI/M7JWudpKiwsJM+ePSNhYWEkOzu7tm/DKtu3bydNmjQhGhoapEOHDuTevXuKDon1RowYQaysrIiGhgaxsbEhI0aMIDExMcz6/Px8Mn36dGJsbEx0dHTIl19+SVJSUhQYMXuEhIQQAJX+jR8/nhDCv0BZunQpsbCwIJqamqRnz54kOjpa6D0+ffpERo0aRfT09IiBgQGZMGFCvfk8SqK6sszLyyN+fn7EzMyMqKurEzs7OzJlypRKF0S0LPlElSMAcuDAAWYbcT7X8fHxpG/fvkRbW5uYmpqS+fPnk+LiYjkfjWLVVJaJiYmkS5cuxMTEhGhqapKmTZuS7777TihPEyG0LAkhZOLEicTOzo5oaGgQMzMz0rNnT6bCRIj8zkmJp1GhKIqiKIpqiMQePTdx4kSxttu/f3+tg6EoiqIoimIrsVuaVFRUYGdnBw8PD1T3klOnTkktOIqiKIqiKLYQu6Vp2rRpOHr0KOLi4jBhwgSMGTOmUlZTiqIoiqKo+kqiPk2FhYU4efIk9u/fj7t378Lf3x+TJk2Cn58fOByOLOOkKIqiKIpSqFp3BE9ISMDBgwdx6NAhlJSU4NmzZ9DT05N2jvO9/wAAel9JREFUfBRFURRFUawgcXJL5oUqKuBwOCCEMPM3URRFURRF1VcSVZoKCwtx9OhR9OrVC82aNUNUVBR27NiBxMRE2spEURRFUVS9JnZH8OnTp+PYsWOwtbXFxIkTcfToUZiamsoyNoqiKIqiKNaQKOVAkyZN4OHhUW2n75MnT0otOIqiGpaAgABkZGTg9OnTCtn/2LFj0aJFC/zwww8yef/nz5/Dz88P0dHR0NXVlck+KIqSHbErTQEBAWKNkDtw4ECdg6Ioqv6p6ftj+fLlmDt3LgghMDIykk9Q5Tx+/Bg9evRAQkKCTLsbDB06FO7u7li6dKnM9kFRlGzQaVQoipKL1NRU5vFff/2FZcuWITo6mlmmp6en0L6RkydPhpqaGnbv3i3T/Zw7dw5TpkxBYmIi1NTE7iFBURQL1Hr0HEVRlCQsLS2Zf4aGhuBwOELL9PT0EBAQgMGDBzOv6datG2bOnIk5c+bA2NgYFhYW2LNnD3JzczFhwgTo6+ujadOmuHDhgtC+nj59ir59+0JPTw8WFhYYO3YsPn78WGVsXC4Xx48fx4ABA4SW29vbY/Xq1Rg3bhz09PRgZ2eHM2fO4MOHDxg0aBD09PTg5uaG8PBw5jUJCQkYMGAAjI2Noauri1atWuH8+fPM+l69eiE9PR03btyoY4lSFCVvtNJEURSr/fHHHzA1NcX9+/cxc+ZMTJs2DcOGDUOnTp0QEREBPz8/jB07Fnl5eQCAjIwM9OjRAx4eHggPD8fFixfx/v17DB8+vMp9PHnyBJmZmWjXrl2ldVu3boWPjw8iIyPh7++PsWPHYty4cRgzZgwiIiLg5OSEcePGMdNLBQYGorCwEDdv3kRUVBQ2bNgg1IKmoaGBNm3a4NatW1IuKYqiZI1WmiiKYjV3d3f8+OOPcHZ2xuLFi6GlpQVTU1NMmTIFzs7OWLZsGT59+oQnT54AAHbs2AEPDw+sXbsWzZs3h4eHB/bv34+QkBC8evVK5D4SEhKgqqoKc3PzSuv69euHb7/9ltlXVlYW2rdvj2HDhqFZs2ZYuHAhXrx4gffv3wMAEhMT4ePjA1dXVzg6OqJ///7o0qWL0HtaW1sjISFByiVFUZSs0UoTRVGs5ubmxjxWVVVFo0aN4OrqyiyzsLAAAKSlpQHgd+gOCQlh+kjp6emhefPmAIDY2FiR+8jPz4empqbIzurl9y/YV3X7nzVrFlavXg0fHx8sX76cqcyVp62tzbSMURSlPGiliaIoVlNXVxd6zuFwhJYJKjo8Hg8AkJOTgwEDBuDRo0dC/16/fl2pxUfA1NQUeXl5KCoqqnb/gn1Vt//JkyfjzZs3GDt2LKKiotCuXTts375d6D3T09NhZmYmXgFQFMUatNJEUVS90rZtWzx79gz29vZo2rSp0L+qciO1adMGAD+PkjTY2tpi6tSpOHnyJObPn489e/YIrX/69Ck8PDyksi+KouSHVpooiqpXAgMDkZ6ejlGjRuHBgweIjY3FpUuXMGHChCrnyTQzM0Pbtm1x+/btOu9/zpw5uHTpEuLi4hAREYGQkBC0aNGCWR8fH4+3b9/C19e3zvuiKEq+aKWJoqh6xdraGnfu3AGXy4Wfnx9cXV0xZ84cGBkZQUWl6q+8yZMnIygoqM7753K5CAwMRIsWLdCnTx80a9YMO3fuZNYfPXoUfn5+sLOzq/O+KIqSL5rckqIoCvzO4C4uLvjrr7/g7e0tk30UFRXB2dkZR44cgY+Pj0z2QVGU7NCWJoqiKPBHtB06dKjaJJh1lZiYiB9++IFWmChKSdGWJoqiKIqiKDHQliaKoiiKoigx0EoTRVEURVGUGGiliaIoiqIoSgy00kRRFEVRFCUGWmmiKIqiKIoSA600URRFURRFiYFWmiiKoiiKosSgJsnGL168wLFjx3Dr1i0kJCQgLy8PZmZm8PDwQO/evTFkyBBoamrKKlaKoiiKoiiFESu5ZUREBL7//nvcvn0bPj4+6NChA6ytraGtrY309HQ8ffoUt27dQlZWFr7//nvMmTOHVp4oiqIoiqpXxKo0OTg4YMGCBRg9ejSMjIyq3C40NBTbtm2Dm5sbfvjhB2nGSVEURVEUpVBiVZqKi4uhrq4u9ptKuj1FURRFURTbidURXF1dHTt27EBGRoZYb0orTBRFURRF1TdiT9hraGiI4uJiDB48GJMnT0aPHj1kHRtFURRFURRriJ1yIDU1Fbt370ZKSgp69eoFBwcHrFq1CklJSbKMj6IoiqIoihXEbmkq782bNzh48CAOHTqE5ORk+Pr6YtKkSRg8eDC9NUdRFEVRVL1Uq0qTACEEV69excGDB3H69Gno6uoiLS1NmvFRFEVJVbdu3QAA169fV2gcFEUpnzplBOdwOFBTUwOHwwEhBMXFxdKKi6JY4+DBg+BwOAgPD5f4tfv27UOLFi2gpaUFZ2dnbN++XQYRSiYoKAgcDgd6enoi17948QJ9+vSBnp4eTExMMHbsWHz48EFm8Xz//ffgcDgYMWKEzPZBVXb58mVMmjQJrVu3hqqqKuzt7avclsfjYePGjXBwcICWlhbc3Nxw9OhRmcc4a9YscDgcxMTEVLnNkiVLwOFw8OTJE5nHQ1EgtZCYmEh++ukn4uDgQFRVVUn37t3J4cOHSX5+fm3ejqJY7cCBAwQAefDggUSv2717NwFAhgwZQn7//XcyduxYAoCsX79eRpHWLDs7m1hbWxNdXV2iq6tbaX1SUhIxNTUlTk5OZNu2bWTNmjXE2NiYuLu7k8LCQqnHw+PxSOPGjYm9vT3R1tYmWVlZUt9HRYWFhTI5FmUzfvx4oqWlRTp16kQaN25M7Ozsqtx20aJFBACZMmUK+f3334m/vz8BQI4ePSrTGO/du0cAkJ9++qnKbRwcHIirq6tM46AoAbErTYWFheTo0aOkV69eRFVVlTRu3JgsWbKExMbGyjI+ilK42lSa8vLySKNGjYi/v7/Q8tGjRxNdXV2Snp4u7TDFsnDhQuLi4sLEUdG0adOItrY2SUhIYJZduXKFACC//fab1OMJDg4mAEhwcDBRV1cnBw8elPo+KNHevn1LioqKCCGE+Pv7V1lpSk5OJurq6iQwMJBZxuPxSOfOnUnjxo1JSUmJTONs2rQpad68uch1d+/eVfiFCNWwiH17ztLSEgEBATAwMMB///2HhIQErF69Go6OjtJv/qIoJRcSEoJPnz5h+vTpQssDAwORm5uLc+fOyT2m169fY+vWrdiyZQvU1ERPO3nixAn0798fTZo0YZb5+vqiWbNm+Pvvv6t9/+vXr4PD4VTqKxQfHw8Oh4ODBw9Wek1QUBBatmyJ7t27w9fXF0FBQRIfV3mpqamYMGECGjduDE1NTVhZWWHQoEGIj49ntunWrRvTr0kgISEBAwcOhK6uLszNzTF37lxcunSp0vF069YNrVu3xpMnT9C1a1fo6OigadOmOH78OADgxo0b8PLygra2NlxcXHD16tVK+5k+fTpcXFygra2NRo0aYdiwYULxyYu1tbVYA3f+/fdfFBcXC53LHA4H06ZNQ3JyMkJDQ6t9fUBAAPT09JCYmIj+/ftDT08PNjY2+PXXXwEAUVFR6NGjB3R1dWFnZ4cjR44IvX706NF4+fIlIiIiKr33kSNHwOFwMGrUKHEOmaLqTOxK048//oikpCQcP34cffv2hYpKnbpDUVS9FhkZCQBo166d0HJPT0+oqKgw66tSXFyMjx8/ivWPx+OJFdOcOXPQvXt39OvXT+T6t2/fIi0trVLMANChQ4caY5ZUYWEhTpw4wfzgjRo1CsHBwUhNTa31ew4ZMgSnTp3ChAkTsHPnTsyaNQvZ2dlITEys8jW5ubno0aMHrl69ilmzZmHJkiW4e/cuFi5cKHL7z58/o3///vDy8sLGjRuhqamJkSNH4q+//sLIkSPRr18/rF+/Hrm5uRg6dCiys7OZ1z548AB3797FyJEj8csvv2Dq1Km4du0aunXrhry8vBqP7/Pnz2KdE+K8l7giIyOhq6uLFi1aCC3v0KEDs74mXC4Xffv2ha2tLTZu3Ah7e3vMmDEDBw8eRJ8+fdCuXTts2LAB+vr6GDduHOLi4pjXjh49GgAqVaa4XC7+/vtvdO7cWaiST1EyVZdmquzsbJKZmSn0j6Lqm9rcngsMDCSqqqoi15mZmZGRI0dW+/qQkBACQKx/cXFxNcZz9uxZoqamRp49e0YI4fdnqXh77sGDBwQAOXToUKXXf/fddwQAKSgoqDHmkJAQoeVxcXEEADlw4IDQ8uPHjxMA5PXr14QQQrKysoiWlhbZunVrjccjyufPnwkAsmnTpmq369q1K+natSvzfPPmzQQAOX36NLMsPz+fNG/evNLxdO3alQAgR44cYZa9fPmSACAqKirk3r17zPJLly5VOu68vLxK8YSGhlZZ7hXZ2dmJdU4sX768xvcqr7rbc/7+/sTR0bHS8tzcXAKALFq0qNr3Hj9+PAFA1q5dyyz7/Pkz0dbWJhwOhxw7doxZLijLivG3b9+eNG7cmHC5XGbZxYsXZXbbmKKqIrqNvhpxcXGYMWMGrl+/joKCgvKVL3A4HHC5XEnfkqLqnfz8fGhoaIhcp6Wlhfz8/Gpf7+7ujitXroi1L0tLy2rXFxUVYe7cuZg6dSpatmxZ5XaCmDQ1NSut09LSYrYRtb42goKC0K5dOzRt2hQAoK+vD39/fwQFBWHOnDkSv5+2tjY0NDRw/fp1TJo0CcbGxmK97uLFi7CxscHAgQOZZVpaWpgyZQrmz59faXs9PT2MHDmSee7i4gIjIyPY2NjAy8uLWS54/ObNG6EYBYqLi5GVlYWmTZvCyMgIERERGDt2bLWxBgUF1XjuAJBqt4mq/ublzwlxTJ48mXlsZGQEFxcXxMTEYPjw4cxyQVmWLzMAGDNmDGbPno2bN28yt1aPHDkCDQ0NDBs2TNJDoqhak7jSNGbMGBBCsH//flhYWIDD4cgiLopSatra2igqKhK5rqCgQOjHUxRjY2P4+vpKJZatW7fi48eP+Omnn6rdThBTYWFhpXWCC6Sa4hZXRkYGzp8/jxkzZggNJ/fx8cGJEyfw6tUrNGvWTKL31NTUxIYNGzB//nxYWFigY8eO6N+/P8aNG1dtxTIhIQFOTk6VvssElbmKGjduXGlbQ0ND2NraVloG8G+pCeTn52PdunU4cOAA3r59C1IuTV5mZmaNx+jj41PjNtKmra1d53NCS0sLZmZmQssMDQ2rLMvyZQYAI0eOxLx583DkyBF069YNBQUFOHXqFPr27St25ZiipEHiStPjx4/x8OFDuLi4yCIeiqoXrKyswOVykZaWBnNzc2Z5UVERPn36BGtr62pfX1RUhPT0dLH2ZWZmBlVVVZHrMjMzsXr1akyfPh1ZWVnIysoCAOTk5IAQgvj4eOjo6MDc3BxWVlYAgJSUlErvk5KSAhMTk2pbmaq6gBLV+vzPP/+gsLAQmzdvxubNmyutDwoKqrGSJ8qcOXMwYMAAnD59GpcuXcLSpUuxbt06BAcHw8PDQ+L3E6Wqsq5qefmK0cyZM3HgwAHMmTMH3t7eMDQ0BIfDwciRI8Xqm/bhwwexWvP19PSqzMMlKSsrK4SEhDB3EwQE50lN5zJQtzIDAHNzc/Tq1QsnTpzAr7/+iv/++w/Z2dlMfyeKkheJK03t27dHUlISrTRRVDXatGkDAAgPDxfqeB0eHg4ej8esr8rdu3fRvXt3sfYVFxdXZWLCz58/IycnBxs3bsTGjRsrrXdwcMCgQYNw+vRp2NjYwMzMTGQSz/v379cYs+CKPyMjQ2h5QkJCpW2DgoLQunVrLF++vNK63377DUeOHKlVpQkAnJycMH/+fMyfPx+vX79GmzZtsHnzZhw+fFjk9nZ2dnj+/HmlSkF1CRVr6/jx4xg/frxQRbGgoKBSmVWlffv2IsuzouXLl2PFihW1jFJYmzZtsHfvXrx48ULo9m5YWBizXh5Gjx6Nixcv4sKFCzhy5AgMDAwwYMAAueybogQkrjTt3bsXU6dOxdu3b9G6detKQ1bd3NykFhxFKasePXrAxMQEu3btEqo07dq1Czo6OvD396/29dLq02Rubo5Tp05VWv7LL78gNDQUR48eZVqYAP7osz/++ANJSUnM7aZr167h1atXmDt3brVx2NnZQVVVFTdv3sTgwYOZ5Tt37hTaLikpCTdv3sRPP/2EoUOHVnqfoqIijB49GmFhYUJ9hGqSl5cHFRUVpq8NwK9A6evri7y9JNC7d29cuXIFZ86cwaBBgwDwKzJ79uwRe9/iUlVVrdSKsn37drH7giqiT9OgQYMwd+5c7Ny5Ezt27ADAbwnavXs3bGxs0KlTJ6ntqzqDBw+Gjo4Odu7cievXr2PUqFFCf2uKkgeJK00fPnxAbGwsJkyYwCwTTKNCO4JTFJ+2tjZWrVqFwMBADBs2DL1798atW7dw+PBhrFmzBiYmJtW+Xlp9mnR0dIQqMAKnT5/G/fv3K6374Ycf8M8//6B79+6YPXs2cnJysGnTJri6ugp95kUxNDTEsGHDsH37dnA4HDg5OeHs2bOV5qM8cuQICCFCHa/L69evH9TU1BAUFMRUmrp164YbN25UqnCU9+rVK/Ts2RPDhw9Hy5YtoaamhlOnTuH9+/dCHbcr+vbbb7Fjxw6MGjUKs2fPhpWVFYKCgpgfZGn22+zfvz/+/PNPGBoaomXLlggNDcXVq1fRqFEjsV4vzT5NT548wZkzZwDwW9UEt3IBfqVd0IrTuHFjzJkzB5s2bUJxcTHat2+P06dP49atWwgKCqryFpu06enpYfDgwUzqAXprjlIISYfbtWjRgnz11Vfk3r17JC4ujsTHxwv9o6j6prbTqBBCyO+//05cXFyIhoYGcXJyIlu3biU8Hk8GUUpGVMoBgadPnxI/Pz+io6NDjIyMyOjRo0lqaqpY7/vhwwcyZMgQoqOjQ4yNjcm3335Lnj59KjT03tXVlTRp0qTa9+nWrRsxNzcnxcXFhBBCPD09iaWlZbWv+fjxIwkMDCTNmzcnurq6xNDQkHh5eZG///5baLuKKQcIIeTNmzfE39+faGtrEzMzMzJ//nxy4sQJAkAojUDXrl1Jq1atKu3bzs6uUvZ3QggBIJRJ+/Pnz2TChAnE1NSU6Onpkd69e5OXL18SOzs7Mn78+GqPT9oE57WofxVj4XK5ZO3atcTOzo5oaGiQVq1akcOHD4u1n6rONUnLkhBCzp07RwAQKysrofQDFCUvHEKquXQTQVdXF48fP65yZAlFUZQ0ZWdnw8TEBD///DMCAwPltt+ff/4Zc+fORXJyMmxsbOS2X4qi2EvitN49evTA48ePZRELRVFUJTdv3oSNjQ2mTJkis31U7CdUUFCA3377Dc7OzrTCRFEUQ+I+TQMGDMDcuXMRFRUFV1fXSh3Bq+qnQFH1gTipAAwNDaWWz4gC/P39a+w4X1dfffUVmjRpgjZt2iAzMxOHDx/Gy5cv6zwXHkVR9YvEt+eqm3OOdgSn6rvr16/XmArgwIEDCAgIkE9AlFT8/PPP2Lt3L+Lj48HlctGyZUt8//33GDFihKJDoyiKRSSuNFFUQ/b582c8fPiw2m1atWolNIyfoiiKqh9opYmiKIqiKEoMYnUEP3bsmNhvmJSUhDt37tQ6IIqiKIqiKDYSq6Wpa9euSEtLw4QJEzBgwAC0aNFCaH1mZibu3LmDw4cP48qVK9i3b5/Sdgjn8Xh49+4d9PX16WTEFEVRFKVkCCHIzs6GtbV1tf2wa0Ps23NnzpzB9u3bERwcDF1dXVhYWEBLSwufP39GamoqTE1NERAQgLlz58LCwkKqQcpTcnJypdnKKYqiKIpSLklJSWjcuLFU31PiPk0fP37E7du3kZCQgPz8fJiamsLDwwMeHh5Sr9EpQmZmJoyMjJCUlAQDAwNFh0NRFEVRlASysrJga2uLjIwMGBoaSvW9aUfwCrKysmBoaIjMzExaaaIoiqIoJSPL33HlbxqiKIqiKIqSA1ppoiiKoiiKEgOtNFEURVEURYmBVpooiqIoiqLEQCtNFEVRFEVRYlATZ6N58+aJ/YZbtmypdTAURVEURVFsJValKTIyUqw3oxm0KYqiKIqqr8SqNIWEhMg6DoqiKIqiKFajfZooiqIoiqLEIFZLU0Xh4eH4+++/kZiYiKKiIqF1J0+elEpgFEVRFEVRbCJxS9OxY8fQqVMnvHjxAqdOnUJxcTGePXuG4OBgqc/xQlEURVEUxRYSV5rWrl2LrVu34r///oOGhga2bduGly9fYvjw4WjSpIksYqQoiqIoilI4iStNsbGx8Pf3BwBoaGggNzcXHA4Hc+fOxe+//y71AAXs7e3B4XCE/q1fv15omydPnqBz587Q0tKCra0tNm7cKLN4KIqiKIpqWCTu02RsbIzs7GwAgI2NDZ4+fQpXV1dkZGQgLy9P6gGWt3LlSkyZMoV5rq+vzzzOysqCn58ffH19sXv3bkRFRWHixIkwMjLCN998I9O4KIqiKIqq/ySuNHXp0gVXrlyBq6srhg0bhtmzZyM4OBhXrlxBz549ZREjQ19fH5aWliLXBQUFoaioCPv374eGhgZatWqFR48eYcuWLbTSRFEURVFUnUl8e27Hjh0YOXIkAGDJkiWYN28e3r9/jyFDhmDfvn1SD7C89evXo1GjRvDw8MCmTZtQUlLCrAsNDUWXLl2goaHBLOvduzeio6Px+fPnKt+zsLAQWVlZQv8UJb+Ii8P3EpCWVaCwGETh8QjSc4tq3lCBMvKKkJQu25bO2iKEYOuVV7j8LFXRodToYUI6lv/7lPV/b4GnbzPxIbtQ0WFUKflzHq69eA8ejyg6lHrhSXIGq74fCSEo4fIUHYZEIhM/45drr5FdUKzoUCRSVMKOcpa4pcnExIR5rKKigkWLFkk1oKrMmjULbdu2hYmJCe7evYvFixcjJSWFmbYlNTUVDg4OQq+xsLBg1hkbG4t833Xr1uGnn36SbfA1OHwvAT+efso8/+/xO/z1rbcCIypTUMxF21VXkFfExYXZndHCykDRIVXC4xG0WXkFAHB/SU+Y62spOCJhF56mYtu11wCAl6v6QEtdVcERifY4KQNDdoUCAJqa62Gst71iA6pGQTEXzZdeBACY6WviwRJfBUdUGSEE3TZdRwmP4K9vOsLLsZGiQ6rW98cfIzz+Mw5P9oK1kbaiw6nkcVIGBv16B0Y66ni0zE/R4YAQgsG/3kF2QQkuz+0CNVX2pz0sKObiy513AQAGWmoI8HGo4RWKRwhBr603EZOWg7VfuuJrL8UOOBPrr1y+9aViq0xdWmkWLVpUqXN3xX8vX74EwJ//rlu3bnBzc8PUqVOxefNmbN++HYWFdbvKXLx4MTIzM5l/SUlJdXo/ST17lylUYQKAsLh0ucZQnS1XXiGviAsAeJGiuFa46vzzsOxvlvCJHa1N6blFWHzyCXYEv8a8vx8xywuKuYoLqgrvswrQdtUVDPr1DrMsp5B9cQqUcHlMhQkAa1uaBv96ByWlLUwfctgZo8DdmI/4OzwZbz7m4szjd4oOR6S/wvmf84w8drSQpGQW4HFyJt58zMUnJWiZzcwvFvrcZBeUVLM1e+y8HouYtBwAwKnIZAVHI2ZLk7GxMVJSUmBubg4jIyORc8wRQsDhcMDliv9lO3/+fAQEBFS7jaOjo8jlXl5eKCkpQXx8PFxcXGBpaYn3798LbSN4XlU/KADQ1NSEpqam2DFL28jf7lVa5tvCXAGRVJZTWIJj9xOZ5+osvZK69Kzs766pxo4Yl/37FGefpFRaTlh4l+bck5RKt+PYUo6ijD9wX9Eh1Cgi8TMeJ2cyz9VU2DsvZwmXh0l/hDPPrQzZ1VILAIUlXBwJS6x5Qzk6H1X2+VZl8d8X4P8+u/90WWiZtgY7W7zLI4QI/d1tTXQUGA2fWJWm4OBg5racNOehMzMzg5mZWa1e++jRI6ioqMDcnF/B8Pb2xpIlS1BcXAx1dXUAwJUrV+Di4lLlrTlFS0rPQ3Yhv7Y/qI01mprpYfOVVzDQUldwZHzz/36ErHJXIyz8vcfxh8kIfpnGPGdDpaSwhCuywsRW/z56q+gQxJZdUIw7MZ+Elmmz7HZnTmEJviq9BaIMrr5IQz4LW0DL++m/54oOQQiPR7D63AvmORu+d6rzIL7qfr1s9uxdFt5m5DPPOVB85VSsSlPXrl2Zxw4ODrC1ta3U2kQIkdmtrdDQUISFhaF79+7Q19dHaGgo5s6dizFjxjAVoq+//ho//fQTJk2ahIULF+Lp06fYtm0btm7dKpOYpGH03jDm8cpBrfH3A/neGqxOXlEJbrz6oOgwqvUuIx8L/nms6DAq+fcRO29viPIyNQuPkzOhpsLB7YU9sPb8C5x5/I6VFeT/Hr/DzKORzPM/J3XA2H3sa3VaeOKJokMQCyEEW668wvbgGEWHUq3t114LtTawoSVs0+VoRYcgNkIIVpx5xjzv3cpCqHWezS4/Z1+cErfBOzg44MOHyj+m6enplTpiS4umpiaOHTuGrl27olWrVlizZk2lZJqGhoa4fPky4uLi4Onpifnz52PZsmWsTTcQHp+OxNLRXv8b5g5D7bLWJTb8YAW/TENBMX+0gpcDv5WRsOxyak25Kz0TXf6oSTZE+P1x/o9mZ2dTxK3rhxcr+zDr2BBfeTtDYgEAPVuYw9JQCyLuvLNCbmGJUIXpmy6OsG+kCwAgLCrVZ+8yca60lXFKZwe0t+df1LHso4NiLg/j9t8XqjDpa9ZqKlKZuvr8PTZfeQUAENwBU/Qp+igpA7uuxwotY9M5WNHrtBw8L+2PemKaN+taZquSX8TFkbAEAICLBT8nIxvKWeJKk6DvUkU5OTnQ0pLNFUDbtm1x7949ZGRkID8/H8+fP8fixYsr9UVyc3PDrVu3UFBQgOTkZCxcuFAm8UjDqnI/+IPaWAMAq36wjt3nt3pN6+bEyvv1bzPyca60T8HmYe7QYcn9+fKtc+O9+VnstdTZ2T8o7mMuU4YTWD6K5nFSBvPYr6UFZvRoqrhgqvHTmbLbSN/3ac6K2wmiHLufiFuvPzLPD05oDzdbds0dmpZdgMmHyvpafd+nuQKj4cspLMHgcgMm2IwQgoJiLvy23gQAOJvrwdPOROTvNxstOR2FjzlF0NVQRU+W9PMFJEg5MG/ePAAAh8PB0qVLoaNT1iGLy+UiLCwMbdq0kXqA9dGr99nMj8CF2Z0rdbBWdItOeHw6bsfwv1AHtbEW+sFig8+5RfBZH8w8/6qtDbZe5V+NKrrsrr3gNyf7tbSAb0uLSusVHV9516PTwOURdHAwQccKw+HZFCePR5h+a31aWWL3WE8AQGbpKCoWhYrPefwO9aM6NBH6XLMoRABgKssAcDrQB21sjbDn1hsA7CnP/x6XxbhrdFs0Nub/5igqvIJiLlovv8Q893e1woWnKeARBQZVhbTsAnRYc01omb+bldBztvydRYlKzsTJCH5fy/Gd7GGkU3onhgUxi11piozkN40TQhAVFSWURFJDQwPu7u5YsGCB9COsh26Wa41obqlfzZaKIRhJ42yuBxcLfVa1gAHAopNlfUYGtbEuTU+hwIBKxaTl4FAovzm5fIWJjVd2uYUlTOfajg5ludfYFmny5zx8saFs8EmXZmUDR9hWrJn5xXhdOjT6my6lo35ZFiMAJHzKxb03/LQmF+d0RnNLfu41NrWKEUKw6iz//Bzgbo2+rlZ4+jazhlfJVotlZcP1AzrZY8XAVnD64Twrax8H7sRXWja7pzMAVp6SlQguggFgnLc9/mNRGgyxK02CUXMTJkzAtm3bYGDAviSHyuJhAn8kw3e9XUSnb5B3QOWkZRcgM59/Bb/9aw+h+Njw3ZBbWCLUiXHloNZC6xUZouBLHgBaWIr+fLCgCAFAqH9QcxYmLBVYe/6F0HO/ViJa7+QVTDUKS7josrGscmffSHhoNBs+OwBw4E4cU1l2NtdjKkxs8+xdWU64UR1shdYpoixDYz8J7Xf5gJZC61ny5wUhBB+yC/HH3Xih5VuGu1cevMWaqIVFJH5mWpb/m/EFLFnQ8b88iXv+HThwQBZxNBiZecW4Ujoi4IumpkLr2NAiEVZ6BdrSyoCVV6Bhcfzh5jZG2rizqAezXNExPohPZ/ozNbPQQ2sbdv4YAcCem2+E0jSU7y/AhnOwPEFSO4DfKmKqV9aPkS2xXn3+XqjvjY2RNhMbOyLki0rOFBq6v6C3i8jt2PBj+lfpSOJuLmbo5GRaw9ayN3pvWT69V6v7svLvW1TCQ7MfLzDPdTRUEbmsFzTVKvT3ZFPQFZSfHcPJTBeujYX72Sn+zKxFpSk3Nxfr16/HtWvXkJaWBh5PeD6YN2/eSC24+ujPe/Eo4RHYGGnD3dZI5DaKvCoVtIIJRv2wjWC0l09Tdk1JsbB0xJyhtjouz+1a5XaKbnFIyyrAmnKtN4+X+1X+UoXi4wT403q8es+vNN1e2J3p08IWJVwefjz9FMcqpAr5Z2rlKZDYUBHZ/f/2zjssqmtr4+/QRaRJVREEsQMiNiSWKGI3pho1GE000Rg1ifpFU9SbYpKbdlPNvUbN9V6jiYnRXHvDGjtWVFREUZQuHYYp+/vjzDkzAzMwZ+Y0k/17Hp9nmLrc55x91l57rXcdMFZ8xbT2QUq9nDuF+KD4I6sI/znGbHMPtZAXKDX55bVgWwcuGNYRbgoVfh36+QGzvx/r0dritc2ihGuchRCC2L/tMlMpf9dkF0Ep5yZgh9M0bdo0HDhwAKmpqQgNDVXMau9B4EZhJT7ZxezVWgo5yj2S5bUabu84IcIkz8VgmNwT/+2SapwyOHU9TewzRY6JoKxGgxtFVQCA9x/t1sS75eVHE4X3LyfEm0ldAPKfgywnskvw8ymmZUJsGx+LDhNnq0yn5c6M/AYO0/75g8z6tilletyZkcclf3/xdHcM7hRkde6W82Z6t7QGE1cY9euGdra0HSutgcP+wVSfxYX5YtbDlqs25XZA7pbWmLWQSukSjKVjulp8r9xR+fpUqbUY89VhM4fpn6kJ6Ne+YYRRCQUqvJ2m7du3Y+vWrUhKShLDnj81F0wSGZ/uFWb1fXKcFhqdHrN/PIPiqjq0C2iO4V2tt56Rg+JKNfobckZ8PV0xJraV2ety3px+MEm6HNkt1OJ7VCpmYpXb8WTLzAd0CMTYuFZW3yennYQQPPXPo9zfHz0eK5st1rhZVIVZP6Zzf7fwcMF3zyQgIqC5jFZZplajw4v/OQ0AeLhjIB7p3lpmi6zz+W5jAvCxRUMQ5G1cXMpxjb+y/gzX6+7FAQ1beinFKWardpXSzNhW1p/IwcKNF8yey1o2UpEyNyy8nSY/Pz+upQqFH2dySgEw3aWfSGgjrzEmEELw8Cf7cec+I1e/dGxXiyFoOZ38L/de4x6/MiS6kb5J0ht56haTB5YY2RJOCr7Yn/vhJLf9urReIquSME1i3T63Pzo3kaguh4P38ynzCNORhYMbbX8k57Uz8GNjgvrMQU3rW8lpK1t9OCo21GoCsFT2Xbpbjk0m6v4jYywviAD5F0Mf7WAUymcMjLL5M3JaXFOnQ6/396BSbd40eM9rAxt1mOSPM9khbvnuu+9i8eLFqK5WRjf5B4Wswkr8YLgZfD6+u8XQuFyrlm0X8jiH6d1x3TCwg339AMXkjywmAdzP0xXP9oto8LpcrkpZjYaL3iwaaV18T25XqqZOZ5b8HRnoZfmNMht6MbcMSw3Jym4uTo06THKu8k9kM45y7wh/XH9/hFWHSe6tkE1ncpFfrgYAjIwJQe921he8cqdalNVocNagCbfQgpCllGNJCMHMtae5vy3lqQHyH9+c4mpELNzKOR9jGokesyghOvbzqdtmDlNES09kLRuJ9kGW5yW5z01TeEeaPv30U2RlZSE4OBgRERFcc1yW9PR0K5/865KWWYCX1xrH5aHoxqtBpNy31er03DaDSgWk9g23+l65VqCnbpbgWkElXJxU2DdvUKMXkNQ2Tl5pzL+wqXxbpjE8cNXoMG2d81CT75fjWKu1OjxjMp7HFg2x6XNS21qn1eO8Yav9oydi4eLc9NpTrhXyPw8yhTkh3h74dlKCTFY0jV5PEPe3XdzfjXWzl2Isj90o4XKEdr4yAB2b0NOTa2589eez3ONH41ujtUk+XVPIZXN5rQZLTHrh7Z8/yOZtbQWkNPF3msaNGyeCGX9eajU6TF19kvt7fkoHqxUNcvjSH26/wj3+7hnLk6rcXj7b1X5YtxD4NXez+B6pbdTq9Phy33Wcu8PcPLu28m60qkbFJjXJgEanx9z1ZwEwonxdW1lvlyHnyvnX07lc/sjfn4jl+glaQy5bL98rR51WDz9P1wZ6TPWR69Ipr9VgyKcHUFjBRJl+falfk59hTZXjLGV7owHAS4MsbzFJOZZHDB0RhnYJbtxhknFqvF1SzW23s2KbtiB3zOabNKbfoaebMw4seBiBLdyb+IT8NpvC22lasmSJGHb8acm4a0z+dnN2wlM9rSeAs0g1aVWqtfj+cDYAYGpSBIYpLPmb5UJuKQAgoa1yZBDWnbxtlme1eZZthRFy3JBe/eks1FpGGqS7FZmL+kht55W8crzxG5MQOmdItE3XiVywVWhxYb42O+tSV/1sOXePc5gm9WnLKwIhB+fulAJgOiQ01WNOiqFknZFBHW1LVZDjut5iaAzdPczXZofJFDnysP79x0388wAT/Xymb7hNDpPSsEtworS0FN9//z0WLVqEkhJmbz89PR25ubmCGvdn4OBVY1PM7a/0N6sGqY/U0ZJJ3xu3QhZYEboD5F2BAsaqw/pCZ5aQwsbqOi3eNgiwAUCfdv5NbtHItVK6UVjJTa7eHi4WFbVNkSsyMvwfh7jHbAPrpjBKYUiHTk+w+giz0Gis+pBFjvEsrFBzDmjfSP8GqvnW4MZThojo+dvMNT64k/XGrFKN5dX8Chy9wUS3E8IbX6jJdV1rdHp8tIPZJejBczEp1zWu1enNtuVeG9qB93coYHeOf6Tp/PnzSE5Oho+PD27evInp06fD398fGzduRE5ODtasWSOGnQ8ktRodp4vzxdPdEWUt+bY+EpwZ96vquEa80x5qB0833qeCJFzNr0B+uRquzip0aSwpWCJ7ajU6s2bBADDDynaCJaS+H+29zOQyRQY2x97XBvKIjIhplTk5Jvoybf09bb9OZGDhr+eh0RF4e7hgdKxtzp3UmEohfDkhXtHl2wDjpJ00VKDGtvGV1xgAm88yi//+0QHoGGxbb1CpHc0NBg0zAJjYR7lRWVNYwVIAWP9CX3i4WhferI+C8sD5R5pee+01TJkyBdeuXYOHhzFqMnLkSBw8eFBQ4x50vj90A4UVagS2cMcIK/o9csGGwwHgtZTGPX45V6BbDGKbA6ID0dy9acdObBOX/p6B+4a8GwC4sWwkHu5ofXUsJ5l5FZz69/ieYbLnplnj2/1MjkP/6AAc/L+Hbf4cFwGV6LzMKqzEhtPMzSouzNcmZWg58q7Yyr5OIS0Q1IJ/3y6pr/KMu+W4UVgFdxcnJEbZovQvroXfGLoOJHcOVuw1w4oQdw/zRfsg+5q+SzmdXy+oNGvh08uKOHFTKEHckrfTdPLkSbz44osNnm/dujXy8vIEMerPAhvindIvwrYJVkLl7VM3mT37x+JbKzbKRAjBFkP+yOi4JpxOieY2VgG6hbsLrr43wmZdJqlV1QkhmLve2JT3cRt1wYxbsdLYmZZZwI3ppD5tJflNe2Fb+ADAW6P46VxJNdffKq7iHv9spUzeGnK5BxtOGfvM1VeoN0UKB3S7Yb4Bmt6aA+SJgOj1hEucb2q73RJyOPJzTBqE/zi9D+/op5JcV95Ok7u7O8rLyxs8f/XqVQQGKk/fRy4q1Vpj1ZfCEqyr1FpsTGdWzLat7Bik9vEv36vAjcIquLk4IdlCOwVLiLkS0eqMfRZXTe2l2B5UAHC7pAZX8ioAABtf6mfW6FYpEELMKkttPcYNvkcogxpBq9PjV8M18/OLiU2WoLNIfVOd+V9ma653O/9GxTYbRcIL/Vp+Bf59lNm2sXW7U0wHdNtFZuEf18YH3Vo3nUPJImUA5HTOfZTVaODm4oTnH2on3Q/byZHrRZyT16OtLxIj7e8bKn+cyQ6naezYsXjnnXeg0TBbFCqVCjk5OXj99dfx+OOPC27gg8obJtLw1gS76iPF/EoIwePL/8DdsloAQF8bTmC5vPwt55kQ9MMdA9GiiRuA2DYSQrhKw2auzrwr+aRe3bG6TL0j/Hklikp5kzfNcVgxuadNekdmSGgrWynp6qyyKQIhB9cLKribUxs//tVyUm9F1Wn1GPq5MaWjyaRrkc0rqzH23nzTxkii1Nc1IQTrDHmyw7qGNNqQ1xpSHuaMu2VcwdHImBBsfCnJrvNMSdukdolbPvHEEwgKCkJNTQ0GDhyIvLw8JCYm4v333xfDxgeSnRnMiiUykH8vKjFXLbmlxgiEn6crv8lVQjf/wp0yfLuf2Q7hk3ArlomDPtnPid09kdDG7nYpUq1IdxsSwId0ti/fSmw71VodFm9mKmkGdgh0qJu9FGN68S7jjEQFetmVWC32dichBNPXGBWs56VYr4ZVCq/8ZNyycXdxQqiVtin1EWMk9XqCsV8fBsD0EbRVmkNKNpy6jQW/nOf+Hmdjlak1pMgP+vG4sUH426OV27qJD7ydJh8fH+zevRtHjhzBuXPnUFlZiR49eiA5OVkM+x5IbhZVcbo4q57tZfsHJfCmL+Yat1a/f7anTR68lF6+VqfHuhM5eHuzsTS1sTJkFjFtvJJXbtZBfMFwO25IEi6UKmo1OJrFSF0k83RGpFo5jzCRGPhnqn1K1VLZWlatwVFDG5/3H7WtfF9q1h7PQXYRk8+0aEQnu3SZpMxnO3ajGNsuMAtLZycVfpnRr8lrWMyjveH0be4a/+CxGJu33qWaGosq1WYOEwD0DLcvmVrKoA272Ph8fBxCfQTQClPA/hxvp2nNmjUYP348kpKSkJRkFPSrq6vD+vXrMXnyZEENfBAZ/RWzYukY3MKurudiLgAOXC0EADzVsw0S7LzoxOS7A1n4ZJex0/myR2NsqpoTC0IIXv7RuCK+8u5wXqWyDb5PCKOa4ER2CTQ6goiWyizfL6xQ44bhBt8uoLlD4ykF3x++gRqNDtFBXrw1cVjEvKY1Oj2WmujfpCZab4WkFEybMqe/PbTRBHApYOfFmNY+dklJiB20MdWFA5jGvD6ejo2Z2DaXmMjaxDkoJaGg3Tn+OU1Tp05FWVlZg+crKiowdepUQYx6kKlUa7lGhMO7KSsB/EpeObcfzqdMXqoVqFanx3cGtVgAeHNkZ0zkWVEl9ERwvaAS1w2d19c811vRN3hCCP6+4wqe//cpAEC8HTd4KSantzYZ8/1+ndl0ew9rSGGrXm/MIXnp4SjeEU0porS7L+VDqydwdlLh8jvD7a6GNUqLCGhcPS7mluHS3XJsNyRcf/pkHG+HSehtJUIIV0381qjOvD4r1b2cHa/kzsG4+eEoLBzRuGp640hj9cQVx7jHES35Bw8sIYeKeX14X12EEIsTwZ07d+DjY3u1wZ+VyyY9lF7lqXgqtnPy3X5jyXQfByoYxOLEzRJUqrXwcHXC6beG8oowiTUN/MOQANwz3A8DOthfHSqFptDx7BIuDwxglMrtRSw7tTo916LiuaR2TfaXk5sDVwtRVFmHFu6OiVmK6YhcMcw53Vr7oJmbcp36z3ZfNWs95OHqhJExtuvXieV/ZtwtR0GFGs1cnRFnZy6TWHM2IQTtFm3j/lbq9nB9bpdUc7mzqX3D7c4BZVFQoMl2pyk+Ph4qlQoqlQpDhgyBi4vxozqdDtnZ2Rg+fLgoRj5IHDPkPjiS2CoGtRoddl/KBwC8OCCS181KihXo0t8z8IMhZD8qppXdW3JCTl6Vai22GlqQ2LPNKjVf77vOPe4Z7ocnFdi/7Yu911BUWQcAeHVotEPfZTqRWlvMOcoqQ8uUgR0D4cq3ug/iT/Y7M/LwpeG4j4oRJrItxmWedqXAzGECmNwhe5w8oe3bZSjaGdAhgHckWexI4k8GDTOW4EbacPFFzJjNmybbiW/yjN41hgK0LW13msaNGwcAOHv2LIYNGwYvL2OuhJubGyIiIqjkAICD15i9cXtW+WI6J4euFaGqTofWvs0cDO0Kz93SGs5hAoDJduRkiDF3Dfo4jXtsT0NMU8R2PHOKq3HY0Jl98egueM5O/RYx7bxfVYevDDf4SX3aNikjITd6PcFZQ07G1KQIh75LrLl+1lpjy5TBnRxdqInnALB90gCgc6g3lozpYpPciTni2Lczg1lMKk1PD4DZvHh28VBBvlOKbe10QzS5Tzt/YVIaFJTUZLPTtGTJEgBAREQExo8fb9ZChcJQXafFScPeeKcQ633S5OC8oW3KQ+0D7F4diTXx9zPp5fbGyE6ItaExr1UEMlKnJ1xExMvdBV4yJqPbwvAvGL0bdxcnh2/wYrEjw9gxwFEntD6ECD+vnrhZgopaLVq4u9jdE03Muf52STW0euaE//iJWJv14JpCaIf5+I1ibqvm64nxDvfsE9K+Mzn3kZlfARcnFYY44HSKscgoKK/lxu3km8nw9RR2K1usBVxJVR2q6pi83q8n9hD0ux+oSBPLs88+CwA4ffo0Ll9m+lp17doV8fHxwlr2AJJTYixL56O0zSJWCbVeT7hqlS6t7HHmxJv52eoKgBE/e2GA7c1vTRF67P5z9Cb3eMcr/R3+PjHL47U6ParrdACA/xveycEtA+azYsxN+zMZ7ag5g9vbtdVVH7G3Rn4x9JkbFRsqiL1CM+SzAwAYUUghtmLFGs7x/zImBDviMIlh36Pf/gEA8PJwsasaTcwzkJUYiGvjg8AWwin6ix2zWbDhHAgBooO8BLNbOXEmO6rnCgoKMHjwYPTq1Qtz5szBnDlzkJCQgCFDhqCwsFAMGzm2bt2KPn36oFmzZvDz8+O2DFlycnIwatQoeHp6IigoCAsWLIBWqxXVJpYbhZUYbtCe6Rvp71BncaFvWH9kFaO8lhmH/tEBAn+7Y+y5nM89/uTJOBktMWepobnk68M7oY2fp8zWNM6bvxnzB6b0i5DPkEY4fqOY2wYZYme7FCmpUmuxzdCH7Akb+/Y1htCJ9QUVtagzaMF1s2shJA23TRaSrybzK4yxhlBjWWbSeHt6/0iHvkvoOTt15XFOBmGgSA3BxUheX38iB3uvMIsjIa4bJcLbaZo9ezYqKiqQkZGBkpISlJSU4OLFiygvL8ecOXPEsBEA8OuvvyI1NRVTp07FuXPncOTIEUycOJF7XafTYdSoUairq8Mff/yBf//73/jhhx+wePFi0WwyhW2xAQAT+9inkyLGSkqvJ1hm6HTf1t8TkXbo9oiZ58LmuEzpFyFI42AhTDx41ej8P9lTmAtfrFU8IYTLowPgkLMOiGNnQUWtWbSBT0+vxjBLBBfkG41sv5iH6jodwlt6OtQ2RawV8onsEu4x3ypdawhdvavR6bHgl3MAmMKEucnCJf4LAdu1wdvDBbMebm/fl4hwgO+V1eDQtSLu76d7CVvQIWaAduOZXO7xWAcVyy3xQEoO7NixA3v27EHnzsaM+C5duuCbb75BSkqKoMaxaLVazJ07Fx9//DGef/55s99l2bVrFy5duoQ9e/YgODgY3bt3x7vvvovXX38dS5cuhZubuKXN+9i2FZ2CMCbW9jJaSwjpnJy8WcL1o/rwsRjhvlgAjt0o5h4ntXcsAibkRMAmVAMQvNGt0I7n/quFuGfoI3jyTeFU+YW0c8s5Y+f4z8fHOezYiU1RpRrzNzA3+9GxoYJsAwo91bOCq5MTwwXPdRGK/x67hWM3GOdOiVIIbO/Dp3vz04KzhJCRxPN3jDqIu18dgFZ2qLvLQX55LefMH1gwSBgFcAMKygPnH2nS6/VwdW249+vq6gq9Xm/hE46Tnp6O3NxcODk5IT4+HqGhoRgxYgQuXjRuSxw9ehQxMTEIDjaG/ocNG4by8nJkZGRY+lrBGPXlIeSVMzeuDx+PVUxzwTqtHqkrTwBgGrf2s9MxEUs/6m+GLbDRsaGCSTQIMXexyZfLHlWWk2mJDaeYkuQebX0FzXsQiiq1Fu9sYY7zI91b4dF44UL2ppeZkDetaQZxUAAY3tWxBZAYcwG7LQfAboVySwgdUU7LNEZAhYqGAcI4oIUValy8yzgnjmxpC310NTo9V2n4WI/WiA5uIfAvGBF6AceKwHZt5Y1wgcQs66OERHDeTtPgwYMxd+5c3L17l3suNzcXr776KoYMGSKocSw3bjAq0UuXLsVbb72FLVu2wM/PD4MGDUJJCePZ5uXlmTlMALi/8/LyYA21Wo3y8nKzf3yoVGuRcdf4GUduXMYLUJgz4+1NF1GnYybYUQ5Gv4TmbmkNJwT6+nDlSCAUVaq57blOocJNWGI4njnF1Vz/roUjhNFCEdrOT01a4kyyc9taSkxlBgAgOligNjQCTvYrDjHzoZuzE8bGCb8FIgQ6PcGJbCaSvPOVAYI4d0I6oBtO3wYhQFyYryCRHCEOr15PEP3mdtworIK3hwv+b5g486IYRSmEEPzvHOMTPCtCXqVUfSZtgbfT9PXXX6O8vBwRERGIiopCVFQU2rVrh/Lycnz11Ve8vmvhwoWcYKa1f1euXOEiWG+++SYef/xxJCQkYPXq1VCpVNiwYQPf/4IZH3zwAXx8fLh/YWH89o/ZiQEA9rw20CFbhKS0ug4/nTIKo/V2QB1a6BWoXk+wcCPTSiOipSfC/IVLtHb0Zr/fZHXcrZWyFe5f+tHY1b6jiCtSRzh1y5h70ytCuKgIYD6RCuWTXMg1bo0sHt3FYY0Zoad6nZ5g9ZGbAJiFkKNKy6aoBKycvFVchVqNHh6uTogWSAqBQwADN59hbvBPOZizKKQj9/ke4wLjqZ5hCPERV9ZHyKDN8ewSZBVWwcPVSdT2YQoINPHPaQoLC0N6ejr27NmDK1eYMGLnzp2RnMw/n2LevHmYMmVKo++JjIzEvXtMToRpDpO7uzsiIyORk8OEBENCQnDixAmzz+bn53OvWWPRokV47bXXuL/Ly8ttdpxqNTo89wMTyp+cGO6wToqQzskL/zHeUBeP7oLOocqpsNl4JpeL5rwxUqAIiUCT19V8ZmtufM8wmzud2wJrn1COZ61Gh4u5TKSurb+nw807WYQ8B28VV3FOyJbZDylm27oxWDHB5M7BdguEWkKoyF16zn0UVarh7eGCjx6PFeQ7xeBMTikAxpkXyrET6uw5fasEmYbrfEC0/a2RhIQQwhXFAMD8YR1F+y0xLsPvDdHP0bGt4C2CaK2Spg67ypVUKhWGDh2KoUMdUygNDAxEYGDTJ21CQgLc3d2RmZmJhx56CACg0Whw8+ZNhIczIf/ExES8//77KCgoQFAQU6K5e/dueHt7mzlb9XF3d4e7u31bauO+OcI9tkfFWiw0Oj2XkDdzUJTDk7+QK1AA+NkQAZs5KAopAqvwOnqzZ/uiJQgcFRGaH48zi4UAL3ekzR8krzFWWH3kJggBurX2RlcxyuLNcpoc/zpCCNIMWlLP9hPmehZ6st9+wdi4VUinXmjYCGNilPASJ44e6g+2MYv93hH+gkW5HT3/7tyv4R6vntJLmsbgAq3gCCHYc1kamYEHMqcJAPbu3YvRo0dz23OjR4/Gnj17hLaNw9vbGzNmzMCSJUuwa9cuZGZmYubMmQCAJ598EgCQkpKCLl26IDU1FefOncPOnTvx1ltvYdasWXY7RY1RWKHmEoYHdAhE+yDHt0eE2rf9z1GmKiTAyw3zU8RbsdjDxdwyzqEbIWAYV4iRq6jVcGKbiQI3NBby3qnV6fHprkwAwHMPRQhajSaUg1yr0eF3Q47DK0M6PBBRppKqOpRWa6BSAT3D7d/OFgtCCFcmP0yELRDuEDl4Z9LrCVeBGueIun89hDqFbhm0oyb1dbxqTiib/s8gZNkz3A8PdxJHl4lF6Ctx+QFjk/D4tr4CfzuDkmYP3k7Tt99+i+HDh6NFixaYO3cu5s6dC29vb4wcORLffPONGDYCAD7++GM8/fTTSE1NRa9evXDr1i3s27cPfn5MRMDZ2RlbtmyBs7MzEhMT8cwzz2Dy5Ml45513RLHntZ/PAgBa+zbDmud6C/rdjt6wPjHcUDuFeCuuvHv7RWardVDHQLtbU4jFpjO50OqJ4HlWpgixUPo67TqqDArgM+xUUBebrefvoaSqDm38mmFQR2VsgTTFjaIqAEArn2aCl8gLsULOKqxCbmkNPFydMLCDcsd0w+nbuF1SAy93FyQpTEz3ekElCivUAJhonXDYf4BPZJfgqEF+5aWHlXk9NwYrApvUviXcXZQnLSE0vLfnli1bhs8//xwvv/wy99ycOXOQlJSEZcuWYdasWYIayOLq6opPPvkEn3zyidX3hIeHY9u2baL8vimHrxVx4mMdQ5SVgFtSVce11Hh5sJ2CbfUQagUKAOm3SgEAI7uJU81nr4V5ZbX4cDsTtldqRRLARBv+scfYLV7IRGBAuJUzq/T+eI82cBGpBYmZ5ICD7ighBE9+dxQA0EGoijkAQq6RbxRWAgCig1qIsn3D5bM58B16PcH/DLpcI7qFiJLf4oi8xDzDYrd/dACaC9BP0tGjW6fV46l/HuX+HthB3CiTKUIs4DLzKnAxtxyuzip8+bQUrdTk35/jPZuVlpZi+PDhDZ5PSUlBWVmZhU/8+Ziz/gz3+K1RwiQyA+CuQEcmheX7jcmEfRyomBMDQgiu5DHJy0Inpjt6s0/LLEBVnQ7tg7wwe4hjysUWEeDYAsCrP53lHgsd4TTDATv1eoLjhi3YAQqOiJiy/qSx0nSCAGKH9RFiqmd7W4a3VG5bnz2X83H4ehGcVMA0B1uT1EeI9IWSaqYJd1+Bt9/tvVyeXWUsXvrH+O6S7AwIuVXO5q71adcSLQUWAjZFSbv7vJ2msWPH4rfffmvw/ObNmzF69GhBjFIyOj1BlZrp47ZgWEe72pKIyYpDTDuX+La+gl0cQqxAASYP7H61Bk4qAfVv6mGvU8LmioyKUWZzVpaDJu0VlOqQnM8tQ0lVHZq7OSNGoJYpljBro+LAyUkIweLNRqHcvnY027aGkJP95XtMDmWESMKBXD6bA2P5v/NMlGlSn3DRovD2mldeq8HtEibhelIfYRxjR+bYi7ll3LYcAIyLby2ESTYjxJYxmwMaFyaNPIsSEsF5xye7dOmC999/H/v370diYiIA4NixYzhy5AjmzZuHL7/8knuvmL3o5CKnpBpqrR7uLk6YMVDY/WejsKB9VKqNzYmFao4pJGzifERAc8G3Fxy5ORFCcNIQGRkmcDUfi6PHFmDkEEqqmJWyWBVzjtpZVq3hqkoHdQpSdIUXS3rOfWh0zP94wbCOIm0pOfb5Dadu49f0OwCE690nNHlltdhuyG8RwwFw1AFNN1TGtvLxELz1jD2Hd8t5Y3uhU28J1wJJKu7cr8bPp5hzsnc7YSN39VGSuCVvp2nlypXw8/PDpUuXcOnSJe55X19frFy5kvtbpVL9KZ2m83dKAQCdQpWXZM0qbIf6eAgahRBiBQow+98A0EnEPDB7TCysUKOqTgcnFRzW2hKT1UeMTaHbBYgTbXCUIZ/t5x73d7CfYFMIFUnddYnJvxoT18r+xq1WEMJCQgje2mSMhImWWO/gFvKuS3nQ6gk6h3qjh0hVVID98xDb5qO/gNpM9h5fQgi+M1SdvT68k+A9Lm2ywcG9g3cMbbDC/JuJfq2zKCDQxN9pys7ObvpNf2LYXA0xJgVHBRAPGQQjxSr7dJT3t10GwCSyCo0jK5GTN5kVaGu/ZqJFRhw9ttcLKrHuBJN3M6G3sF3PTXHEzlqNDkWVddzf/RW6fWiKXk+wMZ3pzJ7cWbwkXEduUNcLKqE29JvbNCtJGg0fnuj0BIs3Mz0+H41vpTiJCa1Oj50ZjHMshmI13+tlr0HXCBDHnsYQ4tDcKKzkFhsvDogSvCClAQo6nZQfO1cQ1/IrOFHBhHBliR/q9ARfGhRlY1r7CvvlApywrK4QwFSuKIXS6jrM+jEdACPRoFTYyj4AmKcw7S2WL/Yaq/oOLBiE1iJ3ZxdiHr2cV47CCjWauTqLcvMS4gbFNpbtGe6H7mG+jn+hCJj263O0yXFT2OOAHrth0s5HwAIZe45vlVqLaWuYThJdW3nLFjW2dwFXWl2HwZ8eAAC4uTiJUjihZKjTxIMDV419yR4SIRzpSD4J2/4BgGgTqyOVX6YtAnpGiFjVx9NEtuEtwLROEQtHb55ncpho2JzB7SUJ5dtzY9pnWD2PjWslWpdza9hzahJC8N4WJvqZGKVcjZkLd5htd1FU1U1wZP45dZNxSvybu6GtSNV9jlxDm84y0cQ+7fzhJYDUgCOkrjzOPZ6XIn3uqaP5QbsMETsA+H5yT0nTVBytPhYC6jTxgG2xMWdwe8ETCR1lr0EXx8/TFYkCVv8IwXGTCpG/PyFOvyx7J9RNZ5jJNDGyJZK7CCl2Zw3+F32tRof7hlLpZ/oqp12PKWlXCrh+XkpTobfGhlN3uOqliSKvlh2Z69nWLgliLjYchLXxpUHKE2dk2nww8+PcZBHkRMBvkZFu6MsHSKvLJBS37zPSF08ktJGsgldBu3PUabIVvZ5wE+wgkWXu+UIIwfk7TAh//QuJgn+/IytQQgjG/+sY9/dTIkZzAH6T1//O3cUJwwr506fixDLJYfZczoeeAC3cXRDYQvqEUVtgW6Y807etaJGG+jgqbrn+JLPV7uHqJJrD7OiqvrhSjWyDUvlAkZvL2pvP9uXea9z216CO4s+NfO0rqjS2x+nRVui0Cn7Ht7hSzZ23P7+YKGsxkT3zeWl1HbdrIMe2ovxxJuo02cytkmqUVmvg7uIkmvaMscM8v1OjsEKNSrUWTiogIkBZwndsdA4A3hjZSbTf4Tv1qLU6zF7HiJQGeLmjlUT5N3wnfNPKqW6tfURPsDWeg/w+d0JkyQahqdXouBX/ohECCtRawd7J/rPdVwEAbs5O8PEUXgpBCDYbtr4GdQwUtfrU3nOfVVJv49dMtCR6W6+XYzdKQAjQMbgFesskPuzIFGKaBhIVKJ3TpKTCArucpkOHDuGZZ55BYmIicnOZC+Y///kPDh8+LKhxSuJfB5ny0M6h3ooTP1x15CYAwEmlEiUvw5GKqou5TAQsLswXL0jQJ81WG3dcNOYyienMOcqha0UordYAACYKJMgnNHdLa5BbWgNnJ5UIK3nrmEZx+J6bps78+F7KzGXT6wnWGgpPpJDCsCeifO52KbIKmUjYZ091F9oki/CdhtiegpEBwo8h3+N7JIsRp+3XXv4UCnvmc9N8JrEbC1tCASlN/J2mX3/9FcOGDUOzZs1w5swZqNVM88OysjIsW7ZMcAOVAht+FrNqzt4Jlt2vF73s0w6WGrQ8+kaKvKriMXhVai3eNkRvRsaE4LEebcSyioNzPHl+jq06fLpXGMZI0BOP0+Ti8ZmThi3Orq28BennJQUHrzFFHY/3aCNNCb8ds/2Z20bHTtB2TQLCRsL6RwfAv7m4eZ72zm7HDGkVkSJGRmw5vFqdHrsNZfr9ouSrILZ3HK8XVOKSQQtwy+yHJC2cUNKdjbfT9N577+G7777DihUr4OpqDBcnJSUhPT1dUOOUQml1HZdX8LLA4neOUlGrwfUCJvz8r9QEUX7D3pwmtuILABIkikDYMnldza9Aea0Wbs5O+PsTys1lyi6qwsW7zCQ1KlbcMm5HYGU4eoZLu91gntPEj0NXmRX/gA5iC3Da/9m1x5hxTYxsiX4SiAfytfV6QQVXUTxHjH6N1uBxsAkhOGxoPTRQhKRlPkN29nYpCivU8PZwUYTsCt88wJWHb3CPhe4daisKCDTxd5oyMzMxYMCABs/7+PigtLRUCJsUByviFR3kBT8RV1P2KG+z2wx+nq4YIHKiKB+q1Fo8+u0f3N9DRa5M4zN5sWPWPzpAsvJje3Kavk27Dp2eoEdbX1EkLizBN6fpZlEVJ/g6UCylaoH5I6sIl+6Vw0kFJClUybhSrcW2i0ybDSkijKbYmlP5y2kmNaNfVEv0kqCyzx4H9NSt+yiuqoOrs0rUquKmHBC9nuCJ744CYLa15BQotWcctTo9/neOOR9/mNpL8gR2PjaX12qw9PcM0Wzh7TSFhITg+vXrDZ4/fPgwIiOF7WqtFFj9GSWu9hdtvAAAGNI5WLTtOXsusv/79Tz3+KVBUYpK5LtqKI1Xag8vgElUZpsILxjWSVHjZ8ohwzZXp5AWoqzkhaawQo2JKxidnEl9wkXXvLK3em73pTzUahgV8McTpGnkytdSNl8xubMUUh32seEUo6If3rK5SPmetr3vnKH9FgCkKlQ2pDHWn7yNSrXWECVT9nX+bVoWfjl9R7Tv5+00TZ8+HXPnzsXx48ehUqlw9+5drF27FvPnz8fMmTPFsFFWCCE4ZYhMSLXatzVseiK7BPfKagEAj0nQIZtPVd8lw7YSAMyQULulKQsJIVyll5g98Kz+vo3Hdt+VApTXatGyuRt6RUivPm+rnWcMStByhetZbD033zbp4bZguHR6UnxTmv64zuThzBwUpUjRTa1Oj1O3mOtI6iowW8/N3NIabDDcPOXWDmMLT1r5eIgr7ssHG8/J0uo6rs9cXJivvDIJTVxIej3htPfEgvfexMKFC6HX6zFkyBBUV1djwIABcHd3x/z58zF79mwxbJSVo1nFKKpk2iyIHZngG0z4Yu9V7rGSBC1vFFZyOWAn30wWpWt8fWwdu5M37+NmcTU83ZwlE2YD+B/bFYeY/IGk9gFwkbBak4+Zej3BGUPZ/giJ+2fZC3ujjwpsLsl5aW8GK5tcL4fDbAs3i6tQq9HD080ZXSRymPlG7X46kQNCmPYzYvd3a+xeTgjB/ww6Zm+O6iKqHbbAN2r9jz3XUKdjop5SyHNYwlaTX/v5LPLKa0W1hbfTpFKp8Oabb2LBggW4fv06Kisr0aVLF3h5Kbc7vCOwJb9DOsu7D12f+1V1OGJYjX49MV7U7Ru+3zzjv6cBMC0LpBZjbGol8tU+pj/aqJhQxVZ66UycEambefLh8PUiZBdVobmbsyQ5LfXhmwheXqtBcRWjrL5uel9xjBKAA1cLcbOYUV2OD5NQwoGHtMj+TGZbtmsrb8mrdm2xT63Vcb04+4m4oLTFkdtzuQB3y2rh7uKEQQrK+7M1+Mn2FXw1uQO6iNzKxxFqNTpsOss4p8O7BmOFSL9j913Dzc0NXbrI7zWLCSEEWy8wyW8PS6B0a/zdpt+z65JRZ0jsJGtbSbtSgKk/nOT+nj1YuooaW6btiloNDl9nKmmmD5A6/872GxIrFujp5iy5WCTniDRhp05PMHnVCQBA97a+ohZICMW526UgBAjzb4Ygbw9Jf5vP1vaCDecAMFs5Sh3XQ4aKtOHdpMvz5LMu/Pnkbe7xiBh5c1EPXGVyYh/p3koRCzU+Li4hBFkGcdCUrvLdZ2xxTlk5BwB4Y2Rn5ThNVVVV+PDDD7F3714UFBRAr9ebvX7jxg0rn3zwYEXbAGVtfxFCsHw/I7b5SPdWouc82LoCnbP+jNnfSTIIuDVm4oXcMhACtPZthg7B0ucz2cLpWyV47Wfmptm1lbes+QONsSvD6LRP6y9PAQhfcUs2l01aAU5+7Lh4DwUVjPbd15N6CG9QIxj95cYHU6vTc9GHniLq1lnDFveTjcIndw4WNd/OFkfuWj7jdCjpHgLY5sifu1OGilotmrk6y9I2pT6NmfybIZdpSr8I+ItY4MHbaZo2bRoOHDiA1NRUhIaGKraqRwgy7jLVIW38moneZgOw3Tn577FbXPh+Sr8Ika2yjfUnclBRqwXAOCWbX06S9Nyw5bdYvRax2uA0hq2l/DP+a9Q6k0ph2RRbRDhrNTrMXMvYOSo2VNIorCPsNVTBylH9Y8uNXq8n+HD7FQBAh2AvSZ07Ppy6dR9lNRr4erqiq4TbNbbOJoQQrqfkjIHSOPTWrmtCCCfJER2kkIUaj2l5nSE9ZWCHQEXLJJTXavCHQW19nMhFUbydpu3bt2Pr1q1ISkoSwx5FcTTL0KBXQfvQAPD2ZqMGRbwEE6st19j3h7MBMGP1w9Te4hpkB4QQfGuIzompDOwI5+8w4ncAo1Qe5q+sPoIsaVcKuMdLRsu3Rc/HJ79bWsNpMz0s4fXMZ+Hw25lcbjH0r9SeYplkHRtNXXGQ2U0Y0ilY0iIFlqYiJDsu5qGkqg4erk6IbeMrqi1NDdnIL42txZQ27zS1gLteUIGfTt2GSgWkJipbJmH5/izUavRoH+SFuDY+qKioEO23eJ/xfn5+8PdXSMmkiBBCOFHLkRLt29sSHq9Ua7nHq6ZIO7Fas+t+VR2nSj41qZ2UJjXA2kSQmW+8iORoKtvUsS2sUGPs10cAMNty304SR929KYwinNbPwe2G8um+kf6S5wZZpYkbwCZDnliPtn5oKbI2kyVs2T583aBtNj+lAyJk3AppzFadnuAPw2JysNS9x2xw6u5X1XFR0HYBXnBzkcaps3RdE0Jw+Z5ResXTTf58JsD2KsRTNxmpnT7t/CUTgW0Ka/MnK+kghSYg7zPq3XffxeLFi1FdXS2GPYrh7O37KKmqY5qQyrBvb40sg3MS4OWOwZ0kSsxr4hw8bxC5A5gLTA6aukzYRpNJ7VsiLsxXdHv4MuYr44pU6eJ3bP+p5x+SV8yWz9R4xFAAIHXU2FYbj90ohlZPoFIBz8h0/G25meaUVKNGowOgvMpOvZ4g/t3d3N8fPR4j+m82doO+mGt0mPbPHyS6LULz/tbLAIDuElZw2sOd+9XILqqCs5MKyRIURfF2fT/99FNkZWUhODgYERERZv3nAPxp+s+lrjwJJ3dPeLg4Sb6X29hKj+3nJoswoxW7WDGxsXGtFCDLYNlINnF1iFSOphUsjaFeTzhtke5hvniqZ5jEVjXE2rG+c7+aiyp2DlVIjgYaj87W1Ok4sVW5knGbCjTtMUS1WzZ3h6+nvBVzjdm6P5PZmu0U0kK2IgVr9l3OMzopnUJaiL41Z4ql64WNbo7oFiJr5NAajR3noko1Kgy7GnLca6xhaZzTDPIXcW18JNFe4+00jRs3TgQzlMvTvdtK9ltNRRUJIVhqUGYVu9GoKY2tQPPKarmqBal7ZJnS2NgRQjinqXtbX0nsqU9j9uWW1nCPN8xIlFz3xowmfvoDQ6IywCT8y4mtYfj5G87hfrUGrX2bSXojBXiIrhq6DrwxspOI1jjOl3sZnTM5WhA1FQljc1CjAptjxysN+6NKDeuoPyz1NmYT2HJO/m7QOwLkSWeoT2PX+rbzjCyQVJFP3k7TkiVLxLBDkXQI9sJbo+RRQLVEhklrkhES6qOwWFqZfLork3usBPViSyuR2yU1KKmqg5uzk6TVPrby6LdMLlNsGx+4ypBYy4fLhnOwb6S/oipnrUXGTmSXcFprLw6MVOT4ZhVW4pzBqZdDJJSlqQrPoko17ldrAADTZZKZAKzbx+Zaje+lhEgt4baxpVJM54u1cTx9qwQf7WAWR/NTOqCZm9y7B0bq21xTp8PxbOa4S3VPVEZmmkJZ+WwvacvmWQFEK6//99gtAMDo2FDFVFYdNDRsffnh9rJuKzS2Cj1zm1nFd27lLVsfL2v25ZfXoqiSUamWon9gUzR2DpbVaJBdzGiXvf+o+PkiQrB8v7G5+KMyjm9jifVr/rgJgJHCUMp1bQlWBTwyoDk6yrBl09hUXKfVc82j+0bKrw+XcbccZTUaNHN1RnSwsrplNHZHU2t1eHz5UQBAcucgvDhQur6hjWHN5st55dATILCFu2TXDu9ll06nwyeffILevXsjJCQE/v7+Zv/EYP/+/VCpVBb/nTxpVKA+f/48+vfvDw8PD4SFheHvf/+7Q7+rpAnsekEF17l5cmKEpL9tbQV6t7QG+eVqOKmYVbwSsHRrYpufxiswAZzVjgKASQpPAD94tRCEAOEtPREVKP+NwHQitXTcCSE4f4cpUlj5bE+0kKLXXD2aWnK9879L+PdRZjE0NSlCdHsao6kKTzbvSo6tuaY4fL0QGh2Bl7uLpJEda44cW3jQL6qlIhsuA5aP8/EbJdzjpWO7Ki4yW9/mi4YipG4S7iDwHpG//e1v+OyzzzB+/HiUlZXhtddew2OPPQYnJycsXbpUBBOBfv364d69e2b/pk2bhnbt2qFnT6bsvry8HCkpKQgPD8fp06fx8ccfY+nSpfjXv/5l12/OlMHDbqyFxf/O3YNWTzCoY6DkXcWtsecyM4nGt/WT5YZkhpXJixCCn04xLRVSZGw3Y83xvGZIqp7Yp60iJqjGtmiO3WCcTzF7eQnJTydvo9iwLas0NWaAWdWvOsLom7k5O+GR7vJHGq1BCMEpQ97V6Fh52pI05oBuTGfyKpM7BylCO4oVtFTieddYxC7dUGjk39wNbfyUEzSwZLNeT7DGsOCQ0pHnvT23du1arFixAqNGjcLSpUsxYcIEREVFITY2FseOHcOcOXMEN9LNzQ0hIcYkL41Gg82bN2P27Nnc9tnatWtRV1eHVatWwc3NDV27dsXZs2fx2Wef4YUXXuD9m4/1UNYExu7bytG2wNI1ptMTrD5yEwAwTMaeRE3xg2HrAwBiFRhpYoUiExSq/mzKuTulAICEcGU47U3tnK839B8bGRMim0ZOY9v7n+66yj3eO2+g7C1zGhvP6wWVKKpUw9VZhQEdlCX2e6+sBlsMycBTJNaJszRmOj3BSYMiuVIWuLZy2uAYv5osXd9Qe7laUIHrBZVwUkHSimPeLnleXh5iYph8Bi8vL5SVMeGx0aNHY+vWrcJaZ4Xff/8dxcXFmDp1Kvfc0aNHMWDAALi5GfNqhg0bhszMTNy/f9/qd6nVapSXl5v9A4BQGSuD6ocg1Vod1/V+YAf5KjFM7dqZkYfsoir4NHPFpD7K2VaqHyHZZFIF4qWAZpmmY1hQUYvM/AqoVEyPLCVR/xy8V1bD6c7EtVHe9kz9lX5xpZqrmJwzRP4bgKXIHSsfMq57K0WlAliy9ccTTDuN/tHyttNgMT3epo1a5WiRBJhvDlzJK0dFrVbyrUK+1D/Oej3hthWl6DRhD6Y2s70kpc4F5O00tWnTBvfuMV59VFQUdu3aBQA4efIk3N2lUdpduXIlhg0bhjZt2nDP5eXlITjY/MbD/p2XlwdrfPDBB/Dx8eH+hYXJV3lhbaF37nYZ1Fo9Alu4o1tr6S9CS6spdiU1Ji5UsZ27y6o1OG+IjuydN1BSe+pjyb5zt5kFR/tAL/h4yry9acDaOchOUF1beSNaIc2OG4vinDSoGbcP8kKkjPlX1q/pUs7Glwe3l86gRrBWrFCr0eGXU0w+5VhZZUUs25djaD3zdK8wyaN1lsaMvVYSwv1k2SpsCmvH+df0O9ATwNPNWVHaTEBDm/V6grXHGEd+qMRpF7yP6KOPPoq9e/cCAGbPno23334b0dHRmDx5Mp577jle37Vw4UKrCd7svytXrph95s6dO9i5cyeef/55vqZbZNGiRSgrK+P+3b59W5DvdYT6K4CrhhYgsa19ZC3zNrWLs0li3ZumMI2QHL1RBEKA6CAvRSQuA+ZjyEr/KzGEX/8cZFsqyFkS3xj1gyNrjzO5DnIp1NenfuSOtc/VWYX2SmnkaoU/sopQodbC2UmlCM0ewPz8zCpk8gLlvNGz9mQVVuJvBi09JUiw8IGN2EW0bK5IZw8wXudXCyqQmV8BNxcnSbUUATtymj788EPu8fjx4xEeHo4//vgD0dHRGDNmDK/vmjdvHqZMmdLoeyIjzauyVq9ejZYtW2Ls2LFmz4eEhCA/P9/sOfZv03yo+ri7u0sWIWsKa/7QLUOZd3hLeVRlLa1MMvMYp6mjYqIODZ9jdVuU0DepvrOr0xPszGCcJjlFQetjaRwv5pZhnWF7Rglj2RQ1dTocMlQlJsjdAsnCeF7Nr8DPhsjNBIkn/MawNv9kFzGRnEEdAmXV7LFknlanxzFDxZcc7ZHqj9kPhjxPAIpqv2WKtaTqE4bdg3fHdZPYoqapb3NWAXNP7BLqjQCJe0nycpo0Gg1efPFFvP3222jXjkm469u3L/r27WvXjwcGBiIw0PakQkIIVq9ejcmTJzdo35KYmIg333wTGo2Ge2337t3o2LEj/PyUefLaCpuc1z5IGdGSoko1iirroFJBcRoklva8lRgd2XM5H5VqLZq7OSvSPlNWHLoBrZ7gofYBSO6sLHVjFtPjzm4dA8DIGHkqvRpj8eaLAABnJxUWjVCOeC5L/fwwtulsBwVt2bAWnrtTihqNDi08XBCngKg3qwnX2rcZ+rZTXuWcKabH+UpeBUqrGV2pWAXmLHIYTD5hKIyS457IKwbn6uqKX3/9VSxbmmTfvn3Izs7GtGnTGrw2ceJEuLm54fnnn0dGRgZ++uknfPHFF3jttddksNReGgoL5pXVIt2QBD5EITcsdmuurb+nYjt35xRX44ohGtYj3FcGiyzDHtufDJVdiVEtZa+aMqX+OGp1ei5s/+rQaEWpgFvjlMFpGhkTooikZcDo1BVWqDln/oPHYhSltmwJQginD9dD5uRgi9FkgwZbUlSAvO2HQFBYoeaKJX6b1U9me6xjyarPdjOVnAnhfoqQPqlPfZvPGIo85Kjk5D0648aNw6ZNm0QwpWlWrlyJfv36oVOnhv2ZfHx8sGvXLmRnZyMhIQHz5s3D4sWL7ZIbUBLbLzJJ9wnhfgj29pDFhvqTFbs110EhW3OWyLjLJFm38vFAqI+8PdLqo9HpuT5Z02RsR2EL+zMLUV2ng7eHC+IV2O3c0o10G5srpoAIXn0ndMfFe9ATpj/akwltrHxKHiyN5e/njNWn/aOVtzX782lm8dFTpvwh0yFLN2mmHtRCnrmaD6aL85IqNQBGuFbpaHV6bkEcK0O1JO8wQXR0NN555x0cOXIECQkJaN7cPM9GDJ0mlh9//LHR12NjY3Ho0CHRfl9sjMKCzOl8s6iKSyocIVEzwsZg7WIjTUrJZzKFnQhmrk0HoJwcHNNjm3G3HDUaHXyauSrixm5K/XPw/W2XATC5N0pdOQPGROuc4mpOu2WsgsQi2fOS3WofG9dasVE70905VjQSgGKidgBzfhZW1OF2CdPsWu7rnBBgm6HHoRK2CRul3nlXq9FxuxkT+ygnx84SBAQ7M/JRp9WjhYcL2sog1cHbaVq5ciV8fX1x+vRpnD592uw1lUolqtP0V2PWj+nc43Ey9s2qP7dvu8Cs5OXoP2UNUxvZxHkASFFItY8prBZKrwg/RTsiOcXVyC5ixnJQR2VsDddHBaNDotXpMeDjNABM/zH/5vL1QmQxPS9Lq+s43TC5IiONY34uanR6HLjK9HNTQnJw/ajdBkOUKcDLXbbKOdbxLaqsw2bDsW0XKE/Bjr18YFgYAUBkgLJyVFlMryO2KGVyYrgs8ydvpyk7O1sMOygmEDDifBmGjvKPxbeWvELAEoQwgoxlNUyn8y4S9vuxFUIIVx4PAEM6KetmTwBsTGdyRPpHK0tZ2RQCYN8VYzWqEmURzCDG1hWAAsVCCfCrIWrj39xNlqaytsI6oSdMxnOYjC2ILEEA/H1HJgBgUp+2skftPt9tVHcfrsCFmiUIYRaYrHL+I91bKT7H7m5pLXJLmejiqBh5qo4dyvgihDTavZvCD9PLfrshL6NjcAv8/YlYeQziMFq25xLT9sNJBcVoHwHmKxFWauCFAZGKieSw9qk1etwwRG+GK2DLtT6mo8WW7S8c0UlRyeqmmN4sWQVwAJjSL0J6YyxgOmoZhuaiSkv+Z6nvd3yyi3FK+kW1RJBM+ZRmmNhXo9Fxj+Vs68KalGlIWXj54faICFB2pMn0MH+66yrUWj36Rvrj86e6y2WSDTBWsw5Tp5AW6BwqT3TRLqdp5cqV6NatGzw8PODh4YFu3brh+++/F9q2vyyEMIJyANMcUylCY3oCLD9wHQDwxkjllUoDgFqrx6/pyqj2scSt4ioQArTwcEFQC/mjh9bQ6Qn2GvriJUUpIy+sMQiAdEO+0NujuyjGWWbRE4KD15itrsdk3Gq3BUKAlYezudZNHzwWI69BFsgyNLr283RFj7a+8hpjwhMKS+5vjIpaDbacZ7YU3xypvGumMRLC/WSLLvLenlu8eDE+++wzzJ49G4mJiQCYvm+vvvoqcnJy8M477whu5F8F9iQghHDRkn4KSGRmz80jWUW4XVIDL3cXRfWbA4z5Dv/3y3nuuYcUVO3D2seqF0cGesm+pWARtgH28RzuKblWdLbAjqCeEJw2VC/JLmhpAnuIM+6WoaiyDp5uzoo6L01hx1Kt1eHzLcbtJrlEdetjermwxSjRwS3kvY5MftrD1UlRPQStwQ7Xmdul0BMgzL8ZYpSszYSGUdBoGTULeTtNy5cvx4oVKzBhwgTuubFjxyI2NhazZ8+mTpMAXLpXDo2OwMvdRVHNUdkchwdh7zsh3E8RDXrrk5nPOE1RCg/hs7Rwd1FMpLMx9l4u4MT5uiow144tnugV4Q93F2VfO9cNURwA+H5yTxktsQ6rAt5BQeK60UEtFLntao1bhp59PcMVnq9oATn7X/KeDTUaDXr2bHghJSQkQKvVCmLUXxX2ctPomDyxPu38FXnDGh2rnLYfLPVXIv9MTZDHECuw9h00VCNFKrTCpv6Uf/KtZFns4Mvy/VkAgAEdAhQpzseSrLCEakuw+Tm9IvwUZa/pufnbGSapXkk3fCXr1plSvwpR6R0JgIbzkpxjzXt2SU1NxfLlyxs8/69//QuTJk0SxCgKg9zaIyymJ6yXu4tCy6WNdGstfT8ivsiZvGorPcP9FKXNYwnWGWUTRB9SyDXDUv8GNUjBx50dSzYCkaAgh8Qacjt1pkdXzobB9uKkUk6nCVtJCPdDoIz5oDbtX5i2IlGpVPj++++xa9curufc8ePHkZOTg8mTJ4tj5V+UlK7KWeWxKFVm3xSli8uldAlGrMJtBJTbcNQanUJaYKLCcu1MiWjp+UDkvADMzXSSwoUOZw6KUtQWvJJlJKzRN7KlbJ0m7CVR5nG26Yw7c+aM2d8JCczWR1YWExIPCAhAQEAAMjIyBDbvr4XpFlN4S0+08VPGBGtqlxLL5OvTXYZu501huiIdFau8JrIspsc6XoHjWB+VibzllH4RisspMR1PpQqEsphGxYZ1DVGcg1c/4XuUApox55eruccdQpSTX9UYpsMY9wBc44D5sZe7SbxNTlNaWprYdlDqoaRVXlFFHfd4ZDf5JypLmCavJkYpb8VXUmUcw4cVJrhpSk2dUf8mXoGSDfXR6vXcYyVGxvQmOnZKPu4AoNUbbVV6O412Ac3RTYa+Y/WpVBvzeJWe4M9iKq3YrZX8Y2gLtSa6XHLnjil7n+UvRp3WeANQUs4LW8oNAD6erjJaYp17ZbXcY6VE6EwprzVOrt4eyhxDALhgEGAEgBAf5YftTe7zaK8gsVWWfQatK4Ap7FAybBk/oExtLtM4kxJ6cZqipCq+pjh72zifxyqoOrsx2HZOgPw9T3lvCNfW1uKrr75CWloaCgoKoDdZ6QFAenq6lU8+GLAK5+Xl5ZL/dlFJKfRqJgkztBmRxQZLeDtpkK+uhreHi2Jsqg87bkntWyrSRta+oBZuirSPxUVXy9mqZDtZWFs7hrRAZWVFE++WHld9LfTqWgR4uaGupgp1NXJbZJ3WngQnDeOpxLGs1ei44z0gorkizk/OnvAQRdhjC07aGs5uHxftg2F3XTVnsy3nJvt/EqNjiYrw/NZJkyZh165deOKJJxAcHNxgn3nJkiWCGig1N27cQFRUlNxmUCgUCoVCcYCsrCxERkYK+p28nSYfHx9s27YNSUlJghqiFEpLS+Hn54ecnBz4+DwYoUulUl5ejrCwMNy+fRve3soTHHyQoGMpHHQshYOOpXDQsRSOsrIytG3bFvfv34evr6+g3817e65169Zo0eLB06OwFScnJs3Lx8eHnrgC4e3tTcdSIOhYCgcdS+GgYykcdCyFg72fC/qdfD/w6aef4vXXX8etW7cEN4ZCoVAoFApFqfCONPXs2RO1tbWIjIyEp6cnXF3NK4FKSkoEM45CoVAoFApFKfB2miZMmIDc3FwsW7bMYiL4g467uzuWLFkCd3dlt+F4EKBjKRx0LIWDjqVw0LEUDjqWwiHmWPJOBPf09MTRo0cRFxcnuDEUCoVCoVAoSoV3TlOnTp1QU6NgsREKhUKhUCgUEeDtNH344YeYN28e9u/fj+LiYpSXl5v9o1AoFAqFQvkzwnt7ji3hq5/LRAiBSqWCTqez9DEKhUKhUCiUBxrekaa0tDSkpaVh3759Zv/Y5x5kvvnmG0RERMDDwwN9+vTBiRMn5DZJ8SxduhQqlcrsX6dOnbjXa2trMWvWLLRs2RJeXl54/PHHkZ+fL6PFyuHgwYMYM2YMWrVqBZVKhU2bNpm9TgjB4sWLERoaimbNmiE5ORnXrl0ze09JSQkmTZoEb29v+Pr64vnnn0dlZSX+ajQ1llOmTGlwng4fPtzsPXQsGT744AP06tULLVq0QFBQEMaNG4fMzEyz99hyXefk5GDUqFHw9PREUFAQFixYAK1Wi78StozloEGDGpybM2bMMHsPHUtg+fLliI2N5XSsEhMTsX37du51yc5JQiGEELJ+/Xri5uZGVq1aRTIyMsj06dOJr68vyc/Pl9s0RbNkyRLStWtXcu/ePe5fYWEh9/qMGTNIWFgY2bt3Lzl16hTp27cv6devn4wWK4dt27aRN998k2zcuJEAIL/99pvZ6x9++CHx8fEhmzZtIufOnSNjx44l7dq1IzU1Ndx7hg8fTuLi4sixY8fIoUOHSPv27cmECRMk/p/IT1Nj+eyzz5Lhw4ebnaclJSVm76FjyTBs2DCyevVqcvHiRXL27FkycuRI0rZtW1JZWcm9p6nrWqvVkm7dupHk5GRy5swZsm3bNhIQEEAWLVokx39JNmwZy4EDB5Lp06ebnZtlZWXc63QsGX7//XeydetWcvXqVZKZmUneeOMN4urqSi5evEgIke6ctMtpOnjwIJk0aRJJTEwkd+7cIYQQsmbNGnLo0CF7vk4R9O7dm8yaNYv7W6fTkVatWpEPPvhARquUz5IlS0hcXJzF10pLS4mrqyvZsGED99zly5cJAHL06FGJLHwwqH+j1+v1JCQkhHz88cfcc6WlpcTd3Z2sW7eOEELIpUuXCABy8uRJ7j3bt28nKpWK5ObmSma70rDmND3yyCNWP0PH0joFBQUEADlw4AAhxLbretu2bcTJyYnk5eVx71m+fDnx9vYmarVa2v+Agqg/loQwTtPcuXOtfoaOpXX8/PzI999/L+k5yXt77tdff8WwYcPQrFkzpKenQ61WA2B6vSxbtozv1ymCuro6nD59GsnJydxzTk5OSE5OxtGjR2W07MHg2rVraNWqFSIjIzFp0iTk5OQAAE6fPg2NRmM2rp06dULbtm3puDZBdnY28vLyzMbOx8cHffr04cbu6NGj8PX1Rc+ePbn3JCcnw8nJCcePH5fcZqWzf/9+BAUFoWPHjpg5cyaKi4u51+hYWqesrAwA4O/vD8C26/ro0aOIiYlBcHAw955hw4ahvLwcGRkZElqvLOqPJcvatWsREBCAbt26YdGiRaiuruZeo2PZEJ1Oh/Xr16OqqgqJiYmSnpO8nab33nsP3333HVasWGGmBp6UlIT09HS+X6cIioqKoNPpzAYTAIKDg5GXlyeTVQ8Gffr0wQ8//IAdO3Zg+fLlyM7ORv/+/VFRUYG8vDy4ubk1aJhIx7Vp2PFp7JzMy8tDUFCQ2esuLi7w9/en41uP4cOHY82aNdi7dy8++ugjHDhwACNGjOAKV+hYWkav1+OVV15BUlISunXrBgA2Xdd5eXkWz132tb8ilsYSACZOnIj//ve/SEtLw6JFi/Cf//wHzzzzDPc6HUsjFy5cgJeXF9zd3TFjxgz89ttv6NKli6TnJG9F8MzMTAwYMKDB8z4+PigtLeX7dZQHnBEjRnCPY2Nj0adPH4SHh+Pnn39Gs2bNZLSMQjHy9NNPc49jYmIQGxuLqKgo7N+/H0OGDJHRMmUza9YsXLx4EYcPH5bblAcea2P5wgsvcI9jYmIQGhqKIUOGICsrC1FRUVKbqWg6duyIs2fPoqysDL/88gueffZZHDhwQFIbeEeaQkJCcP369QbPHz58GJGRkYIYJTUBAQFwdnZukGmfn5+PkJAQmax6MPH19UWHDh1w/fp1hISEoK6uroEzTce1adjxaeycDAkJQUFBgdnrWq0WJSUldHybIDIyEgEBAdxcRseyIS+//DK2bNmCtLQ0tGnThnvelus6JCTE4rnLvvZXw9pYWqJPnz4AYHZu0rFkcHNzQ/v27ZGQkIAPPvgAcXFx+OKLLyQ9J3k7TdOnT8fcuXNx/PhxqFQq3L17F2vXrsX8+fMxc+ZMvl+nCNzc3JCQkIC9e/dyz+n1euzduxeJiYkyWvbgUVlZiaysLISGhiIhIQGurq5m45qZmYmcnBw6rk3Qrl07hISEmI1deXk5jh8/zo1dYmIiSktLcfr0ae49+/btg16v5yZeimXu3LmD4uJihIaGAqBjaQohBC+//DJ+++037Nu3D+3atTN73ZbrOjExERcuXDBzRHfv3g1vb2906dJFmv+IAmhqLC1x9uxZADA7N+lYWkav10OtVkt7TvLNVtfr9eS9994jzZs3JyqViqhUKuLh4UHeeustvl+lKNavX0/c3d3JDz/8QC5dukReeOEF4uvra5ZpT2nIvHnzyP79+0l2djY5cuQISU5OJgEBAaSgoIAQwpSBtm3bluzbt4+cOnWKJCYmksTERJmtVgYVFRXkzJkz5MyZMwQA+eyzz8iZM2fIrVu3CCGM5ICvry/ZvHkzOX/+PHnkkUcsSg7Ex8eT48ePk8OHD5Po6Oi/ZJl8Y2NZUVFB5s+fT44ePUqys7PJnj17SI8ePUh0dDSpra3lvoOOJcPMmTOJj48P2b9/v1kZfHV1Nfeepq5rtrw7JSWFnD17luzYsYMEBgb+5crkmxrL69evk3feeYecOnWKZGdnk82bN5PIyEgyYMAA7jvoWDIsXLiQHDhwgGRnZ5Pz58+ThQsXEpVKRXbt2kUIke6ctFunSa1Wk4yMDHL8+HFSUVFh79coiq+++oq0bduWuLm5kd69e5Njx47JbZLiGT9+PAkNDSVubm6kdevWZPz48eT69evc6zU1NeSll14ifn5+xNPTkzz66KPk3r17MlqsHNLS0giABv+effZZQgizQHn77bdJcHAwcXd3J0OGDCGZmZlm31FcXEwmTJhAvLy8iLe3N5k6deqf5nrkQ2NjWV1dTVJSUkhgYCBxdXUl4eHhZPr06Q0WRHQsGSyNIwCyevVq7j22XNc3b94kI0aMIM2aNSMBAQFk3rx5RKPRSPy/kZemxjInJ4cMGDCA+Pv7E3d3d9K+fXuyYMECM50mQuhYEkLIc889R8LDw4mbmxsJDAwkQ4YM4RwmQqQ7J3m3UaFQKBQKhUL5K2Jz9dxzzz1n0/tWrVpltzEUCoVCoVAoSsXmSJOTkxPCw8MRHx+Pxj7y22+/CWYchUKhUCgUilKwOdI0c+ZMrFu3DtnZ2Zg6dSqeeeaZBqqmFAqFQqFQKH9WeOU0qdVqbNy4EatWrcIff/yBUaNG4fnnn0dKSgpUKpWYdlIoFAqFQqHIit2J4Ldu3cIPP/yANWvWQKvVIiMjA15eXkLbR6FQKBQKhaIIeItbch90coJKpQIhhOvfRKFQKBQKhfJnhZfTpFarsW7dOgwdOhQdOnTAhQsX8PXXXyMnJ4dGmSgUCoVCofypsTkR/KWXXsL69esRFhaG5557DuvWrUNAQICYtlEoFAqFQqEoBl6SA23btkV8fHyjSd8bN24UzDgKhfLXYsqUKSgtLcWmTZtk+f3U1FR07twZb7zxhijff+nSJaSkpCAzMxPNmzcX5TcoFIp42Ow0TZkyxaYKudWrVztsFIVC+fPR1PyxZMkSvPrqqyCEwNfXVxqjTDh37hwGDx6MW7duiZpu8MQTTyAuLg5vv/22aL9BoVDEgbZRoVAokpCXl8c9/umnn7B48WJkZmZyz3l5ecmaGzlt2jS4uLjgu+++E/V3tm7diunTpyMnJwcuLjZnSFAoFAVgd/UchUKh8CEkJIT75+PjA5VKZfacl5cXpkyZgnHjxnGfGTRoEGbPno1XXnkFfn5+CA4OxooVK1BVVYWpU6eiRYsWaN++PbZv3272WxcvXsSIESPg5eWF4OBgpKamoqioyKptOp0Ov/zyC8aMGWP2fEREBN577z1MnjwZXl5eCA8Px++//47CwkI88sgj8PLyQmxsLE6dOsV95tatWxgzZgz8/PzQvHlzdO3aFdu2beNeHzp0KEpKSnDgwAEHR5RCoUgNdZooFIqi+fe//42AgACcOHECs2fPxsyZM/Hkk0+iX79+SE9PR0pKClJTU1FdXQ0AKC0txeDBgxEfH49Tp05hx44dyM/Px1NPPWX1N86fP4+ysjL07NmzwWuff/45kpKScObMGYwaNQqpqamYPHkynnnmGaSnpyMqKgqTJ0/m2kvNmjULarUaBw8exIULF/DRRx+ZRdDc3NzQvXt3HDp0SOCRolAoYkOdJgqFomji4uLw1ltvITo6GosWLYKHhwcCAgIwffp0REdHY/HixSguLsb58+cBAF9//TXi4+OxbNkydOrUCfHx8Vi1ahXS0tJw9epVi79x69YtODs7IygoqMFrI0eOxIsvvsj9Vnl5OXr16oUnn3wSHTp0wOuvv47Lly8jPz8fAJCTk4OkpCTExMQgMjISo0ePxoABA8y+s1WrVrh165bAI0WhUMSGOk0UCkXRxMbGco+dnZ3RsmVLxMTEcM8FBwcDAAoKCgAwCd1paWlcjpSXlxc6deoEAMjKyrL4GzU1NXB3d7eYrG76++xvNfb7c+bMwXvvvYekpCQsWbKEc+ZMadasGRcZo1AoDw7UaaJQKIrG1dXV7G+VSmX2HOvo6PV6AEBlZSXGjBmDs2fPmv27du1ag4gPS0BAAKqrq1FXV9fo77O/1djvT5s2DTdu3EBqaiouXLiAnj174quvvjL7zpKSEgQGBto2ABQKRTFQp4lCofyp6NGjBzIyMhAREYH27dub/bOmjdS9e3cAjI6SEISFhWHGjBnYuHEj5s2bhxUrVpi9fvHiRcTHxwvyWxQKRTqo00ShUP5UzJo1CyUlJZgwYQJOnjyJrKws7Ny5E1OnTrXaJzMwMBA9evTA4cOHHf79V155BTt37kR2djbS09ORlpaGzp07c6/fvHkTubm5SE5Odvi3KBSKtFCniUKh/Klo1aoVjhw5Ap1Oh5SUFMTExOCVV16Br68vnJysT3nTpk3D2rVrHf59nU6HWbNmoXPnzhg+fDg6dOiAb7/9lnt93bp1SElJQXh4uMO/RaFQpIWKW1IoFAqYZPCOHTvip59+QmJioii/UVdXh+joaPz4449ISkoS5TcoFIp40EgThUKhgKloW7NmTaMimI6Sk5ODN954gzpMFMoDCo00USgUCoVCodgAjTRRKBQKhUKh2AB1migUCoVCoVBsgDpNFAqFQqFQKDZAnSYKhUKhUCgUG6BOE4VCoVAoFIoNUKeJQqFQKBQKxQao00ShUCgUCoViA9RpolAoFAqFQrEB6jRRKBQKhUKh2AB1migUCoVCoVBs4P8B16lyYZj/UFkAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 10 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " inter_spike_hist = noisy_dynamics(I_0=I_0_temp, sigma=10, N_t=1000000)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 10 mV')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 10 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 100 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " inter_spike_hist = noisy_dynamics(I_0=I_0_temp, sigma=100, N_t=1000000)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 100 mV')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 100 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 0 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " inter_spike_hist = noisy_dynamics(I_0=I_0_temp, sigma=0, N_t=1000000)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 0 mV')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 0 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So how does the shape of the ISP histogram depend on $I_0$ and $\\sigma$?\n", "\n", "There are two edge cases:\n", "- When sigma is 0, the histogram consists of a single bar, as the neuron fires at regular intervals.\n", " \n", "- When sigma is very large (relative to $I_0$) the neuron will, on any time step, be very likely to either receive no excitatory input OR enough input to immediately fire -- where the corresponding probabilities depend on $I_0$. Its spikes will thus essentially come from a Poisson process. In that case, the ISIs are the \"waiting times of a Poisson process\". It then follows (mathematically) that the ISI histogram will resemble the probability density function of an exponential distribution.\n", "\n", "If $I_0$ is fixed, increasing sigma will gradually transform the ISI histogram from a unimodal towards an exponential distribution. Vice versa, increasing $I_0$ will shorten the ISIs, shifting the histogram to the left. Further, lowering $I_0$ drives the histogram towards an exponential distribution." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 2 }