{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inference of Jones scalars observables (noisy angular quantities)\n", "\n", "\n", "This is a simple physics model where our data, $y$, is modelled as the principle argument of a unitary complexy vector with white noise added, i.e. the phase of a complex RV, $\\phi_\\nu = K \\tau \\nu^{-1} + M \\eta \\nu + \\epsilon$\n", "\n", "$L(x) = p(y | x) = \\mathcal{N}[y \\mid \\phi_{\\rm obs},\\sigma^2 \\mathbf{I}]$\n", "\n", "where $\\phi_{\\rm obs} = \\arg Y$ and $Y \\sim \\mathcal{N}(e^{i \\phi}, \\sigma^2 \\mathbf{I}_{\\mathbb{C}})$\n", "\n", "and we take the priors,\n", "\n", "$p(\\tau) = \\mathcal{U}[\\tau \\mid -300, 300]$ (Uniform)\n", "\n", "\n", "$p(\\eta) = \\mathcal{U}[\\eta \\mid -2, 2]$ (Uniform)\n", "\n", "\n", "$p(\\epsilon) = \\mathcal{U}[\\epsilon \\mid -\\pi, \\pi]$ (Uniform)\n", "\n", "\n", "$p(\\sigma) = \\mathcal{HN}[\\sigma \\mid 0.5]$ (Half-Normal)\n", "\n", "\n", "This in an example of a problem where the maximum aposteriori (MAP) estimate is not a good estimate of the ground truth. In this case, you cannot use a pointwise estimate to estimate the phase, and you cannot use the phases in a physical model (because they are biased).\n" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:36:53.533478Z", "iopub.status.busy": "2024-09-23T22:36:53.532777Z", "iopub.status.idle": "2024-09-23T22:36:54.814731Z", "shell.execute_reply": "2024-09-23T22:36:54.814167Z" }, "pycharm": { "is_executing": true }, "ExecuteTime": { "end_time": "2025-01-30T11:44:49.638632Z", "start_time": "2025-01-30T11:44:49.635895Z" } }, "source": [ "\n", "\n", "import pylab as plt\n", "import tensorflow_probability.substrates.jax as tfp\n", "from jax import random, numpy as jnp\n", "\n", "from jaxns import NestedSampler\n", "from jaxns import bruteforce_evidence\n", "\n", "tfpd = tfp.distributions\n" ], "outputs": [], "execution_count": 22 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:36:54.817250Z", "iopub.status.busy": "2024-09-23T22:36:54.816667Z", "iopub.status.idle": "2024-09-23T22:36:54.822180Z", "shell.execute_reply": "2024-09-23T22:36:54.821123Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:44:49.660878Z", "start_time": "2025-01-30T11:44:49.655722Z" } }, "source": [ "\n", "TEC_CONV = -8.4479745 #rad*MHz/mTECU\n", "CLOCK_CONV = (2e-3 * jnp.pi) #rad/MHz/ns\n", "\n", "\n", "def wrap(phi):\n", " return (phi + jnp.pi) % (2 * jnp.pi) - jnp.pi\n", "\n", "\n", "def generate_data(key, uncert):\n", " \"\"\"\n", " Generate gain data where the phase have a clock const and tec component. This is a model of the impact of the ionosphere on the propagation of radio waves, part of radio interferometry:\n", "\n", " phase[:] = tec * (tec_conv / freqs[:]) + clock * (clock_conv * freqs[:]) + const\n", "\n", " then the gains are:\n", "\n", " gains[:] ~ Normal[{cos(phase[:]), sin(phase[:])}, uncert^2 * I]\n", "\n", " phase_obs[:] = ArcTan[gains.imag, gains.real]\n", "\n", " Args:\n", " key:\n", " uncert: uncertainty of the gains\n", "\n", " Returns:\n", " phase_obs, freqs\n", " \"\"\"\n", " freqs = jnp.linspace(110, 150, 24) #MHz\n", " tec = 90. #mTECU\n", " const = 2. #rad\n", " clock = 0.5 #ns\n", " phase = tec * (TEC_CONV / freqs) + clock * (CLOCK_CONV * freqs) + const\n", " Y = jnp.concatenate([jnp.cos(phase), jnp.sin(phase)], axis=-1)\n", " Y_obs = Y + uncert * random.normal(key, shape=Y.shape)\n", " phase_obs = jnp.arctan2(Y_obs[..., freqs.size:], Y_obs[..., :freqs.size])\n", " return Y_obs, phase, phase_obs, freqs\n" ], "outputs": [], "execution_count": 23 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:36:54.824732Z", "iopub.status.busy": "2024-09-23T22:36:54.824265Z", "iopub.status.idle": "2024-09-23T22:36:55.536048Z", "shell.execute_reply": "2024-09-23T22:36:55.535452Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:44:49.819045Z", "start_time": "2025-01-30T11:44:49.698560Z" } }, "source": [ "# Generate data\n", "key = random.PRNGKey(43)\n", "key, data_key = random.split(key)\n", "Y_obs, phase_underlying, phase_obs, freqs = generate_data(data_key, 5./57.)\n", "plt.scatter(freqs, phase_obs, label='data')\n", "plt.plot(freqs, phase_underlying, label='Underlying phase')\n", "plt.legend()\n", "plt.show()\n", "# Note: the phase wrapping makes this a difficult problem to solve. As we'll see, the posterior is rather complicated." ], "outputs": [ { "data": { "text/plain": [ "
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EAACAaQgiAADANAQRAABgGoIIAAAwDUEEAACYhiACAABMQxABAACmIYgAAADTEEQAAIBpCCIAAMA0BBEAAGAagggAADANQQQAAJiGIAIAAExDEAEAAKZxWxB58skn9ZWvfEX9+/dXdHS0uy4DAAB8mNuCSF1dnW666SYtXrzYXZcAAAA+LshdJ87JyZEkrVmzxl2XAAAAPs5tQaQnamtrVVtb6/zcbrebWBoAAOBuXjVYdeXKlbJarc5HWlqa2UUCAABu1K0g8tBDD8lisXT6OHToUI8Ls3z5ctlsNufj+PHjPT4XAADwft3qmrn//vu1YMGCTo/JzMzscWFCQ0MVGhra49cDAADf0q0gkpCQoISEBHeVBQAA+Bm3DVYtKChQeXm5CgoK1NjYqNzcXEnSkCFDFBER4a7LAgAAH+K2IPLYY4/ptddec35+2WWXSZI2b96sqVOnuuuyAADAh1gMwzDMLkRH7Ha7rFarbDaboqKizC4OAADogu68f3vV9F0AAOBfCCIAAMA0BBEAAGAagggAADANQQQAAJiGIAIAAExDEAEAAKYhiAAAANMQRAAAgGkIIgAAwDQEEQAAYBqCCAAAMA1BBAAAmIYgAgAATEMQAQAApiGIAAAA0xBEAACAaQgiAADANAQRAABgGoIIAAAwDUEEAACYhiACAABMQxABAACmIYgAAADTEEQAAIBpCCIAAMA0BBEAAGAagggAADANQQQAAJiGIAIAAExDEAEAAKYhiAAAANMQRAAAgGncFkSOHj2qO+64QxkZGQoLC1NWVpZWrFihuro6d10SAAD4mCB3nfjQoUNqamrSb3/7Ww0ZMkT79+/XokWLVF1drWeffdZdlwUAAD7EYhiG4amLPfPMM1q1apW++OKLLh1vt9tltVpls9kUFRXl5tIBAABX6M77t9taRNpjs9kUGxvb4fO1tbWqra11fm632z1RLAAAYBKPDVY9cuSIfv3rX+vOO+/s8JiVK1fKarU6H2lpaZ4qHgAAMEG3g8hDDz0ki8XS6ePQoUOtXnPy5EnNmjVLN910kxYtWtThuZcvXy6bzeZ8HD9+vPs1AgAAPqPbY0RKS0tVVlbW6TGZmZkKCQmRJBUWFmrq1KmaMmWK1qxZo4CArmcfxogAAOB73DpGJCEhQQkJCV069uTJk5o2bZomTJig1atXdyuEAACAvs9tg1VPnjypqVOnatCgQXr22WdVWlrqfC4pKcldlwUAAD7EbUFk06ZNOnLkiI4cOaLU1NRWz3lwxjAAAPBibusrWbBggQzDaPcBAAAgsdcMAAAwEUEEAACYhiACAABMQxABAACmIYgAAADTEEQAAIBpCCIAAMA0BBEAAGAagggAADANQQQAAJiGIAIAAExDEAEAAKYhiAAAANMQRAAAgGkIIgAAwDQEEQAAYJogswsAAAA8r7HJ0Pb8cpVU1igxsp8mZcQqMMDi8XIQRAAA8DPv7C9SzlsHVGSrcX4t2dpPK2aP1KzRyR4tC10zAAD4gTPVddpVcEaP/+9+3fX6rlYhRJKKbTVa/PouvbO/yKPlokUEAIA+wl5Tr6Onq5Xf/Dh6ulr5ZWd19HS1bOfqO32tIckiKeetA5oxMslj3TQEEQAAfEh1bYMjZJQ1B43TZ53/Lquu6/S1seEhKu/kGENSka1G2/PLlZ0V5+KSt48gAgCAl6lraFJB+dnmlo0q5Z+u1heljlaOksraTl8bHxGqzPhwDY7vr8Hx4cqIC9fg+HANjgvXvw4U68drcy96/ZLKmose4yoEEQAATNDUZKjIXqP8UkfY+OK8LpXj5WfVZHT82tjwEA2Oax00MuLDNSiuvyL7BXf4usTIfl0qW1ePcwWCCAAAbmIYhsqr6xwtGueP22h+1DY0dfja/iGBymgOGJnx4cpICFdGfIQy4sJl7d9x2OjMpIxYJVv7qdhWo/ZyjkVSktUxlddTCCIAAPRSTX2jjpWd1ReljpaNvNIqZ1dKZ4NEgwMtSo/tr4z4CGUmOLpPMuLDlZkQrsTIUFksrh0wGhhg0YrZI7X49V2ySK3CSMuVVswe6dH1RAgiAPyGtyzgBNfx5D01DENFtprmgFGlvFJHK8cXpVU6WXFORiddKQOjw5ytGxnNrRuZ8eEaGB2moEDPrqQxa3SyVt06vs06IkkmrSNCEAHgF7xpASe4hrvuaVVtg6Nlo7Ta2cLR0rpxrr6xw9dF9gtSZkKEMpu7UjITvmzlCAsJ7HF53GHW6GTNGJnkFcHcYhidZThz2e12Wa1W2Ww2RUVFmV0cAD7qnf1FWvz6rjZ94i2/clfdOp4w4mN6e0+bmgwV2s45WjVKq5xdKXmlVTpl73hWSlCAoyslMyHcGToymkNHfESIy7tSfFV33r9pEQHQpzU2Gcp560C7A/PMWsAJvdOde1rb0OgMGC0f85q7VmrqOx4oGh8R6ggbzeM1MpvHcKTF9lewh7tS+jqCCIA+bXt+eZulrM9nxgJO6J2u3tNJT/670wW+ggMtGhznCBpZCRHKau5KyUyIkDWsZ7NS0H0EEQB9WlcXZvLkAk6+xlsG+dY3NulYWbU2HSzu0vEtISQ2PERZza0aWYnhzYEjQmkxnh8oirYIIgD6NG9cwMmXmDHIt7KmXnml1corqdKR0irnx4Kys2robJWvC+TMGaU5Y1MUEx7ilnLCNQgiAPo0b1zAyVd0NCC0ZZfW3gzyNQxDJZW1bcLGkZLOB4uGhwQqMyFCR0oqda6DMR4t9/TWKYP61Lgfb2mZcjW3BpE5c+YoNzdXJSUliomJ0fTp0/X0008rJSXFnZcFACdvXMDJF7hqkG9Tk6ETZ87pSGmlPj/lCBqflziCR2VtQ4evS4gMVVZCuIYkRmhIQoSyEiM0JDFCSVH9ZLFYnCGppTwt+uo97cvTz906ffe5555Tdna2kpOTdfLkSf3kJz+RJH300Uddej3TdwG4Sl/+Re4OW/PKdMvvPr7ocX9aNEXZWXHO8Rvnh40jJY5psR0tYx5gkQbFhSsrIVxZiY7BokMSI5QVH9GlJcz95Z764vTz7rx/e3Qdkf/93//V9ddfr9raWgUHX/yHjCACwJX6atO2O/w992SXdmkdk2rV2bpGHT1d3eH4jZDAAGW2tG4kRmhoYqSGJEZocHx/hQb1bqGvvn5PG5sMXfH0ex3OEmrphvrwwa97Vb29ch2R8vJyvfHGG/rKV77SYQipra1Vbe2XfYN2u91TxQPgBwIDLEzR7aKoTnZwPd/eEzbnv/uHBDrDxvmBw52zU/r6PfWH6eduDyIPPvigXnrpJZ09e1ZTpkzRhg0bOjx25cqVysnJcXeRAADNqmsbdKSkSp+dqnR+/LykSifOnLvoa8OCA7V0xjANS3IEjhRrvy6tLNrXWzFcyR+mn3e7a+ahhx7S008/3ekxBw8e1IgRIyRJp0+fVnl5uY4dO6acnBxZrVZt2LCh3R/W9lpE0tLS6JoBgF6qai9wnHJs1taRyNCgDgeUWtSzsQn+Mq7DVbo7VsdbuHWMSGlpqcrKyjo9JjMzUyEhbedtnzhxQmlpafroo4+UnZ190WsxRgQAuqe6tkGfNweNz4odrRufn6pUYSfN+/ERoRqaGKFhAyI0ZECkhjV3rcRFhLo0OPjioEuztYwRudj0c78aI5KQkKCEhIQeFaypyTFy+vxWDwBA99XUNzpbNj471fKxstMulYTIUA0b8OXYjWEDIjU0MaLTBb9ctUsre/70jD9MP3fbGJFt27Zpx44duuKKKxQTE6O8vDw9+uijysrK6lJrCABAqmtoUv7pah0+VanPT1XqcHMrx7GyanW0yGh8RKiGJzkCx7ABkRo6IEJDEyMU3b9nK4y6YkCoPwy6dJdZo5O16tbxbVqmkvpIl5bbgkj//v21bt06rVixQtXV1UpOTtasWbP005/+VKGhoe66LAD4pIbGJh0rP6vPiiubQ4ejlSO/k2mxMf2DNXRApIYPiNSwAY4WjmEDIr1ySXN/GHTpTq5qmfJGbgsil156qd577z13nR4AfJJhGCqy1ehwc+vGZ8WVOlRcqSOlVarrYOGvyNAgDUtqHTaGDohQQkRol2apeAP2/Om9vjpVmb1mAMBNKs7W6XBzC8fh4krnvytr2p+JEhYc2CpstISPlmXNfRl7/qAjBBEA6KVzdY36vKR12PjsVGWHm7cFBViUmRCuYQMiNSIpsvljlFJjwhTQB5ra2+MPgy7RMwQRAOiixiZDBeVndbjYroNFjtBxqNiuY+Vn1dFCCAOjwzQiKVLDz3tkxIf3emlzX9TXB12iZwgiANCO8uo6HSq2O8JGkSNwfHaqSufqG9s9PjY8RMMHfBk2hjUPII3s4lLp/qIvD7pEzxBEAPi12oZG5ZVUO0PHweJKHSqyq6Sy/W6V0KAADWsOHCOSHF0qw5MiFR8R4vPjODylrw66RM8QRAD4hZbZKocu6Fb5orTj6bFpsWEakRTVKnAMjuvvtg3cAH9EEAHQ59TUN+rzU1U6WGTXgSK7M3zYztW3e3xUvyCNSG4dOIYnRSoilF+RgLvxvwyAzzIMQ6fstTpYZNfB5rBxsMiu/NPVamynlSMwwKKshHBdkuwIG5c0h47kLu4aC8D1CCIAfELL3ioHi74MHIeK7Tpztv1Wjpj+wbokOcr5GJHkWATMH2erAN6MIALA65RV1epAkV0HCu3O7pW80o5bOTLjHa0cI5IjdUlylEYmRykx0ndWHQX8GUEEgGmamgwdKz+rA4V2HSiyNX+0d7gQWHT/YF2S1DpwDEmMUL9gWjkAX0UQAeAR5+oadfhUZavQcai4Umfr2q7LYbFIg+PCNTI5SiNTonRJc/DoC0udA2iNIALA5UorHV0rB5u7Vw4U2fVFaVW729aHBgVoRHPrxsgUx8cRSZEKZ8YK4Bf4nw6gxwzD0PHyc/q00KZPC+3Ojx0tBhYfEeLoUmkOHKNSojQ4Lpx1OQA/RhAB0CUNjU3KK63Wp4U27T/pCB0Hiuzt7iRrsUgZ8eGtWjlGpkSxxTuANggiANqoqW/UwSJ7cyuHXQcKbTpUXKnahqY2x4YEBmhYUoRGJVs1aqCjlWNEUhRdKwC6hN8UgJ+znat3tG40h479J23K62A8R0RokLN1Y1RKlEalWDUkMUIhQXStAOgZggjgR85U12l/c9fK/pM27S+06VjZ2XaPjY8I0cgUq0alRGl088f02P4KYJdUAC5EEAH6qNLKWu0vtOnTkzbtO+kIHycrzrV7bGpMmDNsOLpXrCwIBsAjCCKAj2vZb2V/c+BoGUxabK9p9/jBcf01eqBVowdadelAR/iI7h/i4VIDgANBBPAhLVvZO1o4vmzpOF3VdrqsxSJlxofr0ubQMXqgVSNTohTVL9iEkgNA+wgigBc7Za/R3hM27TtRoX3NweN0VV2b4wIs0tDEyObAEaVLB1p1STIzVwB4P35LAV6ipLJG+0/amoOHTXtP2lTazsJggQEWDRsQqUubA8fogVaNSIpSWAj7rQDwPQQRwASnq2od3SrNgWPfCVu7YzoCLNKwAY6WjjGpVmdLB5u8AegrCCKAm9nO1mvvyQrtPWHT3hMVHc5esVikIQkRujTVqjEDrbo01aqRyVZaOvxUY2Oj6uvrzS4G0KGQkBAFBPR+DSGCCOBCZ+sa9GmhXXuOfxk8jrazTkfLQNIxqdHO1o6RjOmAHAOSi4uLVVFRYXZRgE4FBAQoIyNDISG9m3XHbz2gh+oamnS4uFJ7TlRo7wlH8PjsVGW7K5IOiuuvManRGtvcvTJqoFURhA60oyWEJCYmqn///qzlAq/U1NSkwsJCFRUVKT09vVc/p/wmBLqgqcnQF6ertOe4o5VjzwnHhm917ey9MiAq1Bk6xqRGa0yqlXU60CWNjY3OEBIXF2d2cYBOJSQkqLCwUA0NDQoO7vmyAAQR4AKGYajQVqM9xyscj+ZxHVW1bXeZtYYFa0yqtfkRrbGp0UqyssMseqZlTEj//v1NLglwcS1dMo2NjQQRoDfsNfXae9ymPScqtLvAETzamzYbFhyo0QOjnK0cY1OjNSiOpnO4Hj9T8AWu+jkliMCvtIzryD1+RrnHbco9fkZ5pdVtjgsMsGhEUqTGpn3ZxTI0MUJBgewyCwCuRBBBn2UYhgrKzyr3eIVym7tZ9he2P64jLTZMY1OjNS7N8Rg90MpaHYALTJ06VePGjdPzzz9vdlHgpTwSRGprazV58mTt2bNHu3fv1rhx4zxxWfiZirN1ztDREjzOnG27DoM1LFhj06I1LtWqcenRGpMarfiIUBNKDOB8W7Zs0bRp03TmzBlFR0ebXRx4iEeCyAMPPKCUlBTt2bPHE5eDH2hobNKh4krtPl6h3QVnlFtQoS9Ot+1iCQkM0CUpUbosLVpj06walxajwYzrgB9obDK0Pb9cJZU1Sozsp0kZsQoM4Oce3sftQWTjxo3617/+pb/97W/auHGjuy+HPqrEXqPdxyu0q+CMdhdUaN8Jm87VN7Y5LiM+3Nm9MjYtWpckRyo0iC4W+Jd39hcp560DKrJ9uW1AsrWfVsweqVmjk9123erqai1evFjr1q1TZGSkfvKTn7R6/g9/+INeeOEFHT58WOHh4fr617+u559/XomJiTp69KimTZsmSYqJiZEkzZ8/X2vWrNE777yjJ554Qvv371dgYKCys7P1wgsvKCsry211gee4NYicOnVKixYt0ptvvsl0NHRZbUOjPi20a3eBo7Vjd0FFu0uiR/YL0ri0aF2WHqPL0qM1LjVaMeGs1wH/9s7+Ii1+fZcuXFev2Fajxa/v0qpbx7stjCxbtkzvv/++/v73vysxMVEPP/ywdu3a5eyOr6+v189//nMNHz5cJSUlWrp0qRYsWKB//OMfSktL09/+9jfdeOONOnz4sKKiohQWFibJEXCWLl2qMWPGqKqqSo899phuuOEG5ebmumSJcZjLbUHEMAwtWLBAd911ly6//HIdPXr0oq+pra1Vbe2X0ybtdru7igcvYRiGTpw55+xi2V1QoQOFdtU1th5QarFIwwdEOkPH+PRoZcZHKICmZsCpsclQzlsH2oQQSTIkWSTlvHVAM0YmubybpqqqSq+++qpef/11XX311ZKk1157Tampqc5jbr/9due/MzMz9eKLL2rixImqqqpSRESEYmNjJUmJiYmtxojceOONra71+9//XgkJCTpw4IBGjx7t0nrA87odRB566CE9/fTTnR5z8OBB/etf/1JlZaWWL1/e5XOvXLlSOTk53S0SfEhNfaP2n7Rp57Ez2lVwRjuPVeh0Vds1O+LCQ3RZenNrR1q0xqRFsyQ6cBHb88tbdcdcyJBUZKvR9vxyZWe5duXWvLw81dXVafLkyc6vxcbGavjw4c7Pd+7cqccff1x79uzRmTNn1NTk+IOjoKBAI0eO7PDcn3/+uR577DFt27ZNp0+fbvU6gojv6/Zv9vvvv18LFizo9JjMzEy999572rp1q0JDW89GuPzyyzV37ly99tprbV63fPlyLV261Pm53W5XWlpad4sIL1JsqzkvdJzRp4U21Te2/nstKMCiUSlRztaOy9JilBYbxoBSoJtKKjsOIT05zpWqq6s1c+ZMzZw5U2+88YYSEhJUUFCgmTNnqq6urtPXzp49W4MGDdLvfvc7paSkqKmpSaNHj77o6+Abuh1EEhISlJCQcNHjXnzxRT3xxBPOzwsLCzVz5kz9+c9/bpWYzxcaGtomuMB31Dc26UCh3Rk6OhrbER8RqvHp0ZowKEYTBsWwZgfgIomRXdteoKvHdUdWVpaCg4O1bds2paenS5LOnDmjzz77TFdddZUOHTqksrIyPfXUU84/MD/55JNW5zh/yfAWZWVlOnz4sH73u9/pa1/7miTpww8/dHn5YR63tXW3/CC2iIiIkOT4YT2/zxC+q6yqVrsKKpwtHntPVKimvvXYjgCLNCIpyhk6xqfT2gG4y6SMWCVb+6nYVtPuOBGLpCSrYyqvq0VEROiOO+7QsmXLFBcXp8TERD3yyCPOwaTp6ekKCQnRr3/9a911113av3+/fv7zn7c6x6BBg2SxWLRhwwZdd911CgsLU0xMjOLi4vTKK68oOTlZBQUFeuihh1xefpiHTnd0SVOToc9LqvTJsXJH8Dh2RkfLzrY5zhoW7GztGJ8eo7Fp0QpnbAfgEYEBFq2YPVKLX98li9QqjLRE/xWzR7ptPZFnnnlGVVVVmj17tiIjI3X//ffLZrNJcrSmr1mzRg8//LBefPFFjR8/Xs8++6zmzJnjfP3AgQOVk5Ojhx56SLfddpvmzZunNWvWaO3atVqyZIlGjx6t4cOH68UXX9TUqVPdUgd4nsUwjPaCs1ew2+2yWq2y2WyKiooyuzh+5Vxdo/accLR2fHLUET7sNW13nx2aGOEMHeMHxSgzPpyZLEAP1dTUKD8/XxkZGerXr+fdJ2atIwL/0tnPa3fev/lTFZKk0spa7TxWrk+OntEnx85o/0mbGppaZ9Sw4EBddt7YjsvSYmTt3/OtnwG4x6zRyZoxMomVVeETCCJ+qKnJUF5plT45dkafHD2jncfK2+1mGRAVqssHxWrCoBhdPjhGlyRHKZjdZwGfEBhgcfkUXcAdCCJ+oKa+UXtP2BzjO46e0c6CM6q4YDO4lgXDWkLH5YNilRrDoFIAgHsRRPog27l67TxWru35Z7TjaLn2nbC1Wam0X3CAxqVFO1o8BjvGeFjD6GYBAHgWQaQPOGV3rJS442i5tueX6/CpSl04BDk+IlQTB8c0t3jEalQK3SwAAPMRRHyMYRjKP13dHDocLR4F5W3Hd2TEh2vi4BhNHByriYNjNSiuP90sAACvQxDxco1Nhg4W2Z0tHjuOnmmzN0uARbokOUoTB8dqUkasLh8c45aVEwEAcDWCiJepbWjUnuM2bc8v0/ajjoXDqmpbr98REhSgcanRmpjhaPEYPyhGUf0Y3wEA8D0EEZOdq2vU7oIz+ji/XNu+KNPu4xWqa2g9sDQyNEgTmrtZJmXE6lL2ZgEA9BEEEQ+rqm3QzmNntO2LMm3LL9feExVtdqONjwjV5IxYxxiPjFiNSIpiISIAfm3w4MG69957de+99/bqPFOnTtW4ceP0/PPPd+n4BQsWqKKiQm+++WavrusKrvoeeBuCiJvZztXrk6Pl2tbc4rG/0K7GC1YsTbb20+SMWE3KiNPkzFhlxoczsBSAT+noDX7NmjW69957VVFRYUq5euuFF16QF++E0icQRFysvLpO2/PLtS2/TNu+KNfBYnubqbRpsWGaNNgROqZkxLEbLQC4WV1dnUJCQrr9OqvV6obS4HwsJNFLZVW1entvkR59c7+uee59jf/5Jt31+k6t/s9RHShyhJDM+HDdMilNz313rD566Ov6vwe+rl9+Z6y+c3ma0plWC8CPLFiwQNdff72effZZJScnKy4uTnfffbfq679c7bmkpESzZ89WWFiYMjIy9MYbb7Q5T0VFhRYuXKiEhARFRUXp61//uvbs2eN8/vHHH9e4ceP03//93x1uIvizn/1Mo0ePbvP1cePG6dFHH21V3hZTp07VkiVL9MADDyg2NlZJSUl6/PHHW73+0KFDuuKKK9SvXz+NHDlS//73v2WxWDrt3pk6daruuece3XPPPbJarYqPj9ejjz7apjXm7Nmzuv322xUZGan09HS98sorrZ5/8MEHNWzYMPXv31+ZmZl69NFHW31v9+zZo2nTpikyMlJRUVGaMGGCPvnkE+fzH374ob72ta8pLCxMaWlpWrJkiaqrqzsstyvQItJNZ6rrtC2/TFvzyvTxF47Fwy40bECEJmfEaVJGrCZnxCoxiqm0AHrGMAydq2805dphwYFu+UNp8+bNSk5O1ubNm3XkyBF997vf1bhx47Ro0SJJjjf/wsJCbd68WcHBwVqyZIlKSkpaneOmm25SWFiYNm7cKKvVqt/+9re6+uqr9dlnnyk2NlaSdOTIEf3tb3/TunXrFBjYdoD/7bffrpycHO3YsUMTJ06UJO3evVt79+7VunXrOiz/a6+9pqVLl2rbtm3aunWrFixYoK9+9auaMWOGGhsbdf311ys9PV3btm1TZWWl7r///i59X1577TXdcccd2r59uz755BP94Ac/UHp6uvP7Ikm//OUv9fOf/1wPP/yw/vrXv2rx4sW66qqrNHz4cElSZGSk1qxZo5SUFO3bt0+LFi1SZGSkHnjgAUnS3Llzddlll2nVqlUKDAxUbm6ugoMdsy7z8vI0a9YsPfHEE/r973+v0tJSZzhavXp1l+rQEwSRi7CdrdfH+WX6+AtH+DhU3DZ4jEiK1JTMOE3JdCweFhcRakJJAfRF5+obNfKxf5py7QM/m6n+Ia5/m4iJidFLL72kwMBAjRgxQt/4xjf07rvvatGiRfrss8+0ceNGbd++3RkOXn31VV1yySXO13/44Yfavn27SkpKFBrq+H377LPP6s0339Rf//pX/eAHP5Dk6I75n//5HyUkJLRbjtTUVM2cOVOrV692Xmv16tW66qqrlJmZ2WH5x4wZoxUrVkiShg4dqpdeeknvvvuuZsyYoU2bNikvL09btmxRUlKSJOnJJ5/UjBkzLvp9SUtL03PPPSeLxaLhw4dr3759eu6551oFkeuuu04//OEPJTlaP5577jlt3rzZGUR++tOfOo8dPHiwfvKTn2jt2rXOIFJQUKBly5ZpxIgRzvK3WLlypebOnescDDt06FC9+OKLuuqqq7Rq1ap2W5VcgSByAXtNvbZ/Ua6tXzjCR0v3yvmGDYhQdmacpmTGaXJmnGLDu9/vCAD+atSoUa1aKJKTk7Vv3z5J0sGDBxUUFKQJEyY4nx8xYoSio6Odn+/Zs0dVVVWKi2u9u/C5c+eUl5fn/HzQoEEdhpAWixYt0u23365f/epXCggI0B//+Ec999xznb5mzJgxrT5PTk52ttgcPnxYaWlpzhAiSZMmTer0fC2mTJnSqgUqOztbv/zlL9XY2Oj8fp1/bYvFoqSkpFatRX/+85/14osvKi8vT1VVVWpoaFBUVJTz+aVLl2rhwoX6wx/+oOnTp+umm25SVlaWJMf3de/eva26wgzDUFNTk/Lz81uFQVfy+yBSWVOvT46e0dbmFo9PC226YFKLshLClZ0V19zqEad4WjwAeEhYcKAO/GymadfuqqioKNlstjZfr6ioaDPgs6UroIXFYlFTU+v1kzpTVVWl5ORkbdmypc1z5weW8PDwi55r9uzZCg0N1fr16xUSEqL6+np9+9vf7vQ1vS1/b3R27a1bt2ru3LnKycnRzJkzZbVatXbtWv3yl790Hv/444/re9/7nt5++21t3LhRK1as0Nq1a3XDDTeoqqpKd955p5YsWdLmuunp6W6rk18Gkc9PVepvu05q6xdl2n/S1mY6bWZ8uCZnxjnCB2M8AJjIYrG4pXvE1YYPH65//etfbb6+a9cuDRs2rMvnGTFihBoaGrRz505nd8nhw4dbTf8dP368iouLFRQUpMGDB/eq3EFBQZo/f75Wr16tkJAQ3XzzzQoLC+vx+YYPH67jx4/r1KlTGjBggCRpx44dXXrttm3bWn3+8ccfa+jQoe2Ob2nPRx99pEGDBumRRx5xfu3YsWNtjhs2bJiGDRum++67T7fccotWr16tG264QePHj9eBAwc0ZMiQLl3PVbz/p9sNjpad1W/eP6/5Lq6/pmTEOVs9kqwEDwDojsWLF+ull17SkiVLtHDhQoWGhurtt9/Wn/70J7311ltdPs/w4cM1a9Ys3XnnnVq1apWCgoJ07733tgoH06dPV3Z2tq6//nr94he/0LBhw1RYWKi3335bN9xwgy6//PJulX3hwoXObof//Oc/3XrthWbMmKGsrCzNnz9fv/jFL1RZWekct3Gxgb8FBQVaunSp7rzzTu3atUu//vWvW7VmXMzQoUNVUFCgtWvXauLEiXr77be1fv165/Pnzp3TsmXL9O1vf1sZGRk6ceKEduzYoRtvvFGSY8zJlClTdM8992jhwoUKDw/XgQMHtGnTJr300ks9+G50jV8GkUkZsfr2hFRlN7d6pET3PP0CAKTMzEx98MEHeuSRRzR9+nTV1dVpxIgR+stf/qJZs2Z161yrV6/WwoULddVVV2nAgAF64oknnNNpJccb+j/+8Q898sgjuu2221RaWqqkpCRdeeWVzlaI7hg6dKi+8pWvqLy8XJMnT+72688XGBioN998UwsXLtTEiROVmZmpZ555RrNnz77oYM958+bp3LlzmjRpkgIDA/XjH//YOfC2K+bMmaP77rtP99xzj2pra/WNb3xDjz76qHN6cWBgoMrKyjRv3jydOnVK8fHx+ta3vqWcnBxJjvEn77//vh555BF97Wtfk2EYysrK0ne/+90efz+6wmJ48ZJxdrtdVqtVNput1WAbAOiLampqlJ+f3+G6F3APwzA0dOhQ/fCHP9TSpUtdfv7//Oc/uuKKK3TkyBHnwNALdXfpeW/Q2c9rd96//bJFBAAASSotLdXatWtVXFys2267zSXnXL9+vSIiIjR06FAdOXJEP/7xj/XVr361wxDi7wgiAAC/lZiYqPj4eL3yyiuKiYlxyTkrKyv14IMPqqCgQPHx8Zo+fXq3xnr4G4IIAMBvuWN0wrx58zRv3rxuvaa9qcj+gr1mAACAaQgiAADANAQRAPAynlqlE+gNV3VrMUYEALxESEiIAgICVFhYqISEBIWEhLhl91ugtwzDUGlpqSwWS5tl57uLIAIAXiIgIEAZGRkqKipSYWGh2cUBOmWxWJSamtrlJeg7QhABAC8SEhKi9PR0NTQ0qLGx0eziAB0KDg7udQiRCCIA4HVamrt72+QN+AIGqwIAANMQRAAAgGkIIgAAwDRePUakZY6y3W43uSQAAKCrWt63u7LWiFcHkcrKSklSWlqaySUBAADdVVlZKavV2ukxFsMdO/64SFNTkwoLCxUZGenyRX3sdrvS0tJ0/PhxRUVFufTc3oD6+b6+Xse+Xj+p79eR+vk+d9XRMAxVVlYqJSVFAQGdjwLx6haRgIAApaamuvUaUVFRffYHTKJ+fUFfr2Nfr5/U9+tI/XyfO+p4sZaQFgxWBQAApiGIAAAA0/htEAkNDdWKFSsUGhpqdlHcgvr5vr5ex75eP6nv15H6+T5vqKNXD1YFAAB9m9+2iAAAAPMRRAAAgGkIIgAAwDQEEQAAYJo+FUQ++OADzZ49WykpKbJYLHrzzTdbPb9u3Tpdc801iouLk8ViUW5ubptz1NTU6O6771ZcXJwiIiJ044036tSpU56pwEW4on5Tp06VxWJp9bjrrrs8U4Eu6KyO9fX1evDBB3XppZcqPDxcKSkpmjdvngoLC1udo7y8XHPnzlVUVJSio6N1xx13qKqqysM1aZ8r6jd48OA29/Cpp57ycE06drGf08cff1wjRoxQeHi4YmJiNH36dG3btq3VMb56D6Wu1c+b7+HF6ne+u+66SxaLRc8//3yrr3vz/ZNcU0dfvocLFixoU/ZZs2a1OsaT97BPBZHq6mqNHTtWL7/8cofPX3HFFXr66ac7PMd9992nt956S3/5y1/0/vvvq7CwUN/61rfcVeRucUX9JGnRokUqKipyPn7xi1+4o7g90lkdz549q127dunRRx/Vrl27tG7dOh0+fFhz5sxpddzcuXP16aefatOmTdqwYYM++OAD/eAHP/BUFTrlivpJ0s9+9rNW9/BHP/qRJ4rfJRf7OR02bJheeukl7du3Tx9++KEGDx6sa665RqWlpc5jfPUeSl2rn+S99/Bi9Wuxfv16ffzxx0pJSWnznDffP8k1dZR8+x7OmjWrVdn/9Kc/tXreo/fQ6KMkGevXr2/3ufz8fEOSsXv37lZfr6ioMIKDg42//OUvzq8dPHjQkGRs3brVjaXtvp7UzzAM46qrrjJ+/OMfu7VsrtJZHVts377dkGQcO3bMMAzDOHDggCHJ2LFjh/OYjRs3GhaLxTh58qQ7i9ttPamfYRjGoEGDjOeee869hXORrtTRZrMZkox///vfhmH0vXt4Yf0Mw3fuYUf1O3HihDFw4EBj//79beriS/fPMHpWR8Pw7Xs4f/5845vf/GaHr/H0PexTLSK9tXPnTtXX12v69OnOr40YMULp6enaunWriSVzrTfeeEPx8fEaPXq0li9frrNnz5pdpB6z2WyyWCyKjo6WJG3dulXR0dG6/PLLncdMnz5dAQEBbZrHfcGF9Wvx1FNPKS4uTpdddpmeeeYZNTQ0mFPAXqqrq9Mrr7wiq9WqsWPHSupb97C9+rXw1XvY1NSk73//+1q2bJlGjRrV5vm+cP8uVscWvnoPJWnLli1KTEzU8OHDtXjxYpWVlTmf8/Q99OpN7zytuLhYISEhbX7pDxgwQMXFxeYUysW+973vadCgQUpJSdHevXv14IMP6vDhw1q3bp3ZReu2mpoaPfjgg7rlllucmzUVFxcrMTGx1XFBQUGKjY31uXvYXv0kacmSJRo/frxiY2P10Ucfafny5SoqKtKvfvUrE0vbPRs2bNDNN9+ss2fPKjk5WZs2bVJ8fLykvnEPO6uf5Nv38Omnn1ZQUJCWLFnS7vN94f5drI6Sb9/DWbNm6Vvf+pYyMjKUl5enhx9+WNdee622bt2qwMBAj99DgoifOb+P79JLL1VycrKuvvpq5eXlKSsry8SSdU99fb2+853vyDAMrVq1yuziuFxn9Vu6dKnz32PGjFFISIjuvPNOrVy50meWop42bZpyc3N1+vRp/e53v9N3vvMdbdu2rc0vP191sfr56j3cuXOnXnjhBe3atUsWi8Xs4rhFV+voq/dQkm6++Wbnvy+99FKNGTNGWVlZ2rJli66++mqPl4eumfMkJSWprq5OFRUVrb5+6tQpJSUlmVMoN5s8ebIk6ciRIyaXpOta3qSPHTumTZs2tWotSEpKUklJSavjGxoaVF5e7jP3sLP6tWfy5MlqaGjQ0aNHPVNAFwgPD9eQIUM0ZcoUvfrqqwoKCtKrr74qqW/cw87q1x5fuYf/93//p5KSEqWnpysoKEhBQUE6duyY7r//fg0ePFiS79+/rtSxPb5yD9uTmZmp+Ph45/uAp+8hQeQ8EyZMUHBwsN59913n1w4fPqyCggJlZ2ebWDL3aZnim5ycbG5BuqjlTfrzzz/Xv//9b8XFxbV6Pjs7WxUVFdq5c6fza++9956ampqcocubXax+7cnNzVVAQIBPtyY0NTWptrZWku/fw/acX7/2+Mo9/P73v6+9e/cqNzfX+UhJSdGyZcv0z3/+U5Lv37+u1LE9vnIP23PixAmVlZU53wc8fQ/7VNdMVVVVq7/s8/PzlZubq9jYWKWnp6u8vFwFBQXOdRkOHz4syZH+kpKSZLVadccdd2jp0qWKjY1VVFSUfvSjHyk7O1tTpkwxpU7n62398vLy9Mc//lHXXXed4uLitHfvXt1333268sorNWbMGFPqdKHO6picnKxvf/vb2rVrlzZs2KDGxkZnf2VsbKxCQkJ0ySWXaNasWVq0aJF+85vfqL6+Xvfcc49uvvnmDqfgeVJv67d161Zt27ZN06ZNU2RkpLZu3ar77rtPt956q2JiYsyqViud1TEuLk5PPvmk5syZo+TkZJ0+fVovv/yyTp48qZtuukmSfPoedqV+3n4PL/Z75sJwHBwcrKSkJA0fPlyS998/qfd19OV7GBsbq5ycHN14443O94UHHnhAQ4YM0cyZMyWZcA9dPg/HRJs3bzYktXnMnz/fMAzDWL16dbvPr1ixwnmOc+fOGT/84Q+NmJgYo3///sYNN9xgFBUVmVOhC/S2fgUFBcaVV15pxMbGGqGhocaQIUOMZcuWGTabzbxKXaCzOrZMS27vsXnzZuc5ysrKjFtuucWIiIgwoqKijNtuu82orKw0r1Ln6W39du7caUyePNmwWq1Gv379jEsuucT4r//6L6Ompsbcip2nszqeO3fOuOGGG4yUlBQjJCTESE5ONubMmWNs37691Tl89R52pX7efg8v9nvmQu1NY/Xm+2cYva+jL9/Ds2fPGtdcc42RkJBgBAcHG4MGDTIWLVpkFBcXtzqHJ++hxTAMo5dZBgAAoEcYIwIAAExDEAEAAKYhiAAAANMQRAAAgGkIIgAAwDQEEQAAYBqCCAAAMA1BBAAAmIYgAgAATEMQAQAApiGIAAAA0xBEAACAaf4fD+dGSgd6qW4AAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 24 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:36:55.537954Z", "iopub.status.busy": "2024-09-23T22:36:55.537763Z", "iopub.status.idle": "2024-09-23T22:37:04.591007Z", "shell.execute_reply": "2024-09-23T22:37:04.590573Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:44:50.327283Z", "start_time": "2025-01-30T11:44:49.830971Z" } }, "source": [ "\n", "from jaxns import Prior, Model\n", "\n", "\n", "def log_normal(x, mean, scale):\n", " return tfpd.Normal(mean, scale).log_prob(x)\n", "\n", "\n", "def log_likelihood(dtec, const, clock, uncert):\n", " phase = dtec * (TEC_CONV / freqs) + const + clock * (CLOCK_CONV * freqs)\n", " mean = jnp.concatenate([jnp.cos(phase), jnp.sin(phase)], axis=-1)\n", " return jnp.sum(log_normal(Y_obs, mean, uncert))\n", "\n", "\n", "def prior_model():\n", " tec = yield Prior(tfpd.Uniform(-300, 300.), name='dtec')\n", " const = yield Prior(tfpd.Uniform(-jnp.pi, jnp.pi), name='const')\n", " clock = yield Prior(tfpd.Uniform(-2., 2.), name='clock')\n", " uncert = yield Prior(tfpd.HalfNormal(0.25), name='uncert')\n", "\n", " return tec, const, clock, uncert\n", "\n", "\n", "model = Model(prior_model=prior_model, log_likelihood=log_likelihood)\n", "\n", "model.sanity_check(random.PRNGKey(0), S=100)\n", "\n", "# log_Z_true = bruteforce_evidence(model=model, S=80)\n", "# print(f\"Approx. log(Z)={log_Z_true}\") # Unsure if this grid is sufficient to get a good estimate of the evidence." ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:jaxns:Sanity check...\n", "INFO:jaxns:Sanity check passed\n" ] } ], "execution_count": 25 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:37:04.593194Z", "iopub.status.busy": "2024-09-23T22:37:04.593049Z", "iopub.status.idle": "2024-09-23T22:37:10.791240Z", "shell.execute_reply": "2024-09-23T22:37:10.790720Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:45:02.517792Z", "start_time": "2025-01-30T11:44:50.338678Z" } }, "source": [ "import jax\n", "\n", "# Create the nested sampler class. In this case without any tuning.\n", "ns = NestedSampler(model=model, s=10, k=model.U_ndims, num_live_points=model.U_ndims * 1000)\n", "termination_reason, state = jax.jit(ns)(random.PRNGKey(432345987))\n", "results = ns.to_results(termination_reason=termination_reason, state=state)\n" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:jaxns:Number of Markov-chains set to: 800\n" ] } ], "execution_count": 26 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:37:10.793262Z", "iopub.status.busy": "2024-09-23T22:37:10.793116Z", "iopub.status.idle": "2024-09-23T22:37:11.320405Z", "shell.execute_reply": "2024-09-23T22:37:11.319872Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:45:03.023640Z", "start_time": "2025-01-30T11:45:02.532321Z" } }, "source": [ "# We can use the summary utility to display results\n", "ns.summary(results)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------\n", "Termination Conditions:\n", "Small remaining evidence\n", "--------\n", "likelihood evals: 3062437\n", "samples: 56800\n", "phantom samples: 44800\n", "likelihood evals / sample: 53.9\n", "phantom fraction (%): 78.9%\n", "--------\n", "logZ=-13.2 +- 0.14\n", "max(logL)=-4.06\n", "H=-7.61\n", "ESS=1407\n", "--------\n", "clock: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "clock: 0.1 +- 1.2 | -1.5 / 0.0 / 1.6 | -1.6 | -1.7\n", "--------\n", "const: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "const: 0.2 +- 1.7 | -2.1 / 0.3 / 2.6 | -2.3 | -2.2\n", "--------\n", "dtec: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "dtec: 73.0 +- 16.0 | 51.0 / 73.0 / 95.0 | 94.0 | 95.0\n", "--------\n", "uncert: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "uncert: 0.272 +- 0.028 | 0.239 / 0.27 / 0.307 | 0.261 | 0.264\n", "--------\n" ] } ], "execution_count": 27 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:37:11.322289Z", "iopub.status.busy": "2024-09-23T22:37:11.322139Z", "iopub.status.idle": "2024-09-23T22:37:13.405884Z", "shell.execute_reply": "2024-09-23T22:37:13.405389Z" }, "ExecuteTime": { "end_time": "2025-01-30T11:45:05.488605Z", "start_time": "2025-01-30T11:45:03.042426Z" } }, "source": [ "# Finally let's look at the results.\n", "ns.plot_diagnostics(results)\n", "ns.plot_cornerplot(results)\n", "# ns.plot_cornerplot(results, save_name='jones_corner.png', kde_overlay=True)\n", "\n", "# We can see that the sampler focused more on the initial part of the enclosed prior volume when -logX < 7.5.\n", "# This is evident in the increased n_live points." ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/albert/git/jaxns/src/jaxns/plotting.py:45: UserWarning: Found samples with zero likelihood evaluations.\n", " warnings.warn(\"Found samples with zero likelihood evaluations.\")\n" ] }, { "data": { "text/plain": [ "
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YDMKTzzj6u2t+j0r3vWg988mgaOJr3i5KT7IOHz6suMGCyFUx0SanFxoaKv+t9AY1wHEtm/YerEXj7NKlC/R6Paqrq4Umv/D09ER0dDQAsVjNCeXJkyeF+q87OqE019u/f79D13fgwAGhm+kcvV3at28PHx8fXLp0Sagfunl9hw4dEjqhCwsLQ5s2bWAymYQSPJ1OJ38HHXUVpClOIkWuDim9yqP0s92tWzcAwNmzZ3H27Fmb60VGRsLX1xeXLl1SPEoKkatiok1OzzLRtqe/ptKDrqMSNXNyUFJSguLiYpvrWSYkorH26tVLuF5QUBDCw8MBiJ0UKG29UxKjZb2DBw8KJb7meqIJZdeuXeHu7o6qqioUFBTYXM+8XXJzc4Wm4zbHKfo502g0ihI8cwtzTU2N8GyG9u5Dpd9BR62vW7ducHd3R0VFhaJ976jvhI+PDzp37gxAbN9rNBrFv2tEro6JNjk9y2mH7fmRF20pNh/MRC+XKj0g+fj4ICoqCoDzJyRK3qM5uTt+/LjQuOjmdeXl5Qld0YiOjoaHhweqqqpw4sQJm+t16tQJXl5eMBgMQt2N3Nzc5KsSItvTvL7a2lqh9cXExECj0eDs2bNCJ2aAss+LPS3M9n4+la7vyJEjQsM79ujRQ9E2dXd3l/sxK/lOKH1/J06cQEVFhaK6+/btU1RPdB8SuTom2tSi2JNoi7YaRUZGws/PD3V1dUKXS83JQUFBgfDU77179wagPNFWesB2RLeF4OBghISEABA76QkNDUVQUBAkSRK6oqE08XX0FQKtVqso4fL29pZPzFpK4uuoONu3bw9/f38YjUahftqO3qbm7Snaf71t27byDZiiv2tKf2OUnpQTuTom2tSiKEm0zcO8HTp0SKj/pOXlUkd0rQDs7yZhTz1HjDyi5FK50v0AOP4ExJEnLvbUMydboq2aavWXP3jwoFA3Hnu6q9gbq0i9kJAQtG3bVvgkUun6APt/K9h1hEgME21qUZT8yHft2hU6nQ7l5eXCk3sovczq6IOg0oQkJiYGWq0WFy5ccMjII/ZeKm8pN0S2lJZiR3WLMq/v2LFjQi23Xbp0UdQv3HKdjj45ayn7Xul24cgjRGKYaFOLcvToUeEptfV6vXy3vWjCbO9lVnsOgiItzJYJichQaEpHHjG/v/z8fKFhFx09xJ+jE3TL9Tly5BHROO3tFiV6g2lYWJjc/UfkKo893Xgc3UXCct8rGXnEUTdEKu2Hbh55pK6uTmgWUyJXx0SbWhSj0ahoeKk+ffoAAHJycoTqObqVqkePHtBqtTh//jyKiopsrufofsUhISEIDg4WvuTt6IRSaeLbFCOPiNyAaTlCisj6lG5Ppd1xoqOj4e7ujsrKSpw8eVJofWq1+DqqRdu87ysrKxWNPOKo74S3t7c8q6hIXXu6cBG5Miba1OIo6T5ib6ItOnqBPZOJmA+CSkcFcNQBW0lLnLmO6JUJy64HNTU1NtezHHlEJPmJiopSdIXA8gZMkf0QFRUFvV6PmpoaoQTdvD2Li4uFxkUGlHWLUvr+LNfn6IT56NGjQp8Zy2E2S0pKbK5nOfKISKwtaeQRDvFHJI6JNrUYnTp1AqCsNUVpoh0REYGAgADh0QssRxMQGcoOUO+GSEck6O3atUNgYCBMJpNQF4Lw8HC5nsh+aIqRRxyRGCq9ImE5LrKzjz7h6Bbt8PBweaIckc+a0rGmAWXv0fzbdPjwYYeNPOLo3xgiV8ZEmxymrq4On376qdAlZ0tKW2GAPw9mBw4cEJoUROklb8uuFc5+EFTaL9ycqP3+++8219FoNOjbt6+ieo4cDcKeevYmlM5+462jx2FWOvGQGhPlKDlpDQ8PR3BwMEwmk8Nb+x110kPkyphok8OsXLkSd955p3x5VVS/fv0AAHv37hWuGxUVBR8fHxgMBuEbeZQmFuaEUjReew+Cov2KlY48Yt4fIgmzPfXM28VR/ewdPeKM0s+L+SRS6fYU7Ral9HtoOfGQyA20Xbp0gV6vR3V1tVA3HsDxJz1K1qf05BNw/E3X5nq5ubkceYTIRky0yWEyMzMBQKi/pCXzwejYsWPCfRK1Wq3DEzWlCaXlJX2Rg2BUVBS8vLxQU1ODY8eO2VzP09NTHpVFJFbz/igoKMCFCxeE64kmakoTPKWJqNL1mfffgQMHhE54lH5elG5Py25RIje0mtd34MABoWQrNDRU0VUenU4nJ5RKTyaUnvTYsz6Rfa90fUquKgF/3nQtenLdsWNH+Pv7o66uTniOACJXxUSbHMac8AAQusnILCQkBO3atQMgnixbrl+0rvlgJlpPaaIWExMDnU6HsrIyoW42Op1Ofo+OSGIDAgLkfvMi20ZpUhEXFwdA/L2Z6x04cAC1tbU21zNvk0OHDgmdHHbt2hXe3t6orq4WGiHHvL7c3FyhvrqWCbpo1wolE9d07twZ/v7+qK2tFUrQLVtule7D7OxsoXpKv7vm9Ylu027dusHLywtVVVVCJ7v2Xh0S3Z5KT641Go28TtF9QeSqmGiTw/j6+sp/K+n+AdjXfURpom1e57Fjx4SmVLeMVaRlWq/XyyMRKE2YRQ+CShMZJfujd+/e0Gg0KCoqEhrC0Jyk/fHHHzh37pzN9Tp16oSAgADU1tYKtcK1b98eQUFBMBqNwjc2mj9rItuzXbt2cl9dkfXFxMRAr9ejoqJCuGuFkv2nRsKs9Htvrpefn4+ysjKb68XExMDDwwMXL14U2qZK973l9hT5rejTpw80Gg0KCwuFvkuA/dtU6W84kathok2qUNoaorTlB1CeaAcHB6NDhw7C6+3Zsyfc3NxQWloqfAOo0oTE0YmMktZpb29vRa1pfn5+8tCHjkgMLVvvlCaUjojTzc1N7rLgqMTX3kTbUfWCgoLQsWNHAGKfNXd3d8Xb9GqfmfoS6djYWGi1Wpw7dw5nzpyxeV0+Pj7yd8lR+17pviByVS6RaL/zzjvo27cv/P394e/vj+TkZHz33Xfy6zU1NZg5cybatm0LX19fjB8//orWgYKCAowePRre3t4IDQ3F448/fsXoFVu2bEH//v2h1+vRtWtXrFy50hFvr0VS+iOt9AAP/Jlo5+XlCQ+5p+SgpNfr5SHblHaTcNRB0FxPabcFRyTo9qxPrZZUpetz9HbZs2ePUEtqU2wXkfWZPy/Hjx9HaWmp0Dodve+VrM/T01MehtLRvxX2bBeRfUjkqlwi0e7QoQNefvllZGZmYvfu3bjhhhswduxY+fLsI488gm+//RZr1qzBzz//jNOnT+O2226T6xuNRowePRq1tbXYvn07Vq1ahZUrV2L+/Plymfz8fIwePRrDhg1DdnY2Zs+ejXvuuQebNm1y+PttCZqiRVuk7yRwuY93WFgYJEkSvjnqagelhg44jk4MzScTf/zxh1A/eHO3BVu6SWg0GvlvcwK0b9++Rm/+sqxjWc9RCaUjW6btqefo99e7d29otVqUlJQ4ZMSZHj16wMPDA+Xl5Th+/LjN9dq0aaOoZRpw/Emro08+m+LkWmQUmF69esmfGZHWdyJX5RKJ9s0334ybbroJ3bp1Q/fu3fHiiy/C19cXv/32G8rKyvDhhx/i9ddfxw033ICEhAR89NFH2L59O3777TcAwPfff48DBw7gk08+QVxcHEaNGoXnn38ey5Ytk2+uWr58OaKiovDaa6+hZ8+emDVrFm6//Xa88cYbar51p3Xw4EFFo49Y9kcVOVCbtYQ+zJb18vLyhPqW+vn5oWvXrsLr1Gg0ig7Y0dHR8o1/IsMmOjqhtKUltb7nlbbemfvOnjlzBsXFxQ2W++sJiNL1Kd0uXl5e8lWXPXv2NFrWMlZzP/vCwsJG399feXh4yF0yHPUdtPe7q7RbjejJrr0nn6JxhoeHIzQ0FCaTSehmWC8vL7n1nd1HiK7OJRJtS0ajEatXr0ZlZSWSk5ORmZmJuro6pKSkyGV69OiBjh07IiMjAwCQkZGBPn36yLNwAUBqairKy8vl1r+MjAyrZZjLmJdB1oxGo6JJD+zpjwoA/fv3BwBkZWUJ1TMfrHNycoQmvFGaACntFw7Y3xIncsC2vPlLydCAVxsirqFEtLF69SWovXr1gk6nw7lz53D69Gmb41Taz97X11fRCY/S9Zm3y/Hjx4VOzABliaiPj4+i9weod1Vi3759QsMRmtd34sQJoe4qfn5+iI6OBiAWq70t2qLdvixPrtlPm6j5uEyinZOTA19fX+j1esyYMQNr165FbGwsCgsL4eHhgcDAQKvyYWFh8qXUwsJCqyTb/Lr5tcbKlJeXN/rjZzAYUF5ebvVwFUq7j9jTT1tpoh0VFQU/Pz8YDAahIc3MB+sjR44I9wuPj48H0HwJc2OtqSKU7I9OnTrBz89PeDxey6HlROopbYVz9Agwlv36RdbXpk0bREZGAnBc1wp7E0Oln0/ROJV+Zpqiu4qSRPvgwYNXnUDIctuIdPtqKE5HXakjckUuk2jHxMQgOzsbO3bswP33348pU6Y4xTSyaWlpCAgIkB/mg6UrUGOIP3Oi/fvvvwu1bmm1WkUH+rCwsGbrF361evb0K27ubguWI3pcrctCQ/Uc1RVArX7arfVGUXs/1/v37xf67trTcuvI9xgZGYmgoCBcunRJaGQkpd2+AMd3qyFyRS6TaHt4eKBr165ISEhAWloa+vXrhzfffBPh4eGora294tJgUVERwsPDAVzuy/bXUUjM/79aGX9/f3h5eTUY17x581BWViY/RIeBa8mU/khbjpQgqkuXLggICIDBYLjq7HR/bVGz96Ak0ge2KdYn2g9e6Y1q5pZ30asECQkJAP6cMdRWjr6xUa3EXnR72nsl4+jRo0LjxCuN09xye+LECaEZRaOiouDr62vTVaWm/i45op5Go7H7O6H0s/b7778rmsX08OHDQt1ViFyRyyTaf2UymWAwGJCQkAB3d3ekp6fLr+Xm5qKgoADJyckAgOTkZOTk5Fjd9LN582b4+/vLUwMnJydbLcNcxryMhuj1ennYQfOjtWvfvj0A5cNDmVulT5w4ITzDpEajUZwYKj1YDxgwAACwe/duResT7VvaoUMHuWVM5KqN5djBIu8xLi4OWq0Wp0+fFur/bN4uokmF0v2npAUdUH5iZ64nOrOk0mTL/L0QrRcaGoqIiAhIkiTUkmqO8+DBg6ioqLC5Xps2beQZRUVa7bVarZykO/pGSqX7XvRkV+m+V/r+unfvDi8vL1RWVgrNZGl5I6WSOQ2IXIlLJNrz5s3D1q1bcfz4ceTk5GDevHnYsmULJk2ahICAAEyfPh1z5szBTz/9hMzMTEybNg3JyckYNGgQAGDEiBGIjY3FXXfdhb1792LTpk345z//iZkzZ0Kv1wMAZsyYgby8PMydOxeHDh3C22+/jS+//BKPPPKImm/dKfXs2RN6vR5lZWVCP+5m/v7+cn9b0QMSYP8NkaJjDitNtM19Sw0Gg1DfUntOJszbRiRWb29v+YRTZH+Yk4o9e/YItaZZJugiQzya13fkyBGhm9vM9fLy8oRmpGzfvj1CQkJgNBqFWtGVnkiat8u+ffuEWxmVJGoRERGIiIiAyWRSnMCKfn/N+0LpSavod9e8vpycHKGEuUOHDmjbti2MRqPQyYu9J5+i3yXLm5lFu3Ap3RdErsYlEu3i4mJMnjwZMTExGD58OHbt2oVNmzbhxhtvBAC88cYbGDNmDMaPH48hQ4YgPDwcX331lVxfp9Nh3bp10Ol0SE5Oxp133onJkydj4cKFcpmoqCisX78emzdvRr9+/fDaa6/hgw8+QGpqqsPfr7Nzd3eXD3y7du1StAylySugPNHu1asX3NzccO7cORQUFNhcT2kCpNVqFSck5nWKbt+BAwcqqqdkf3Tv3h2+vr6oqqoSOpGIjY2Fl5cXysvLceTIEZvrBQcHo3PnzgDE9n1gYKA8+57IftBoNIr2Q0BAALp37y68vsjISISEhODSpUvCrYzmRE3p50z0e+joz2dsbCzc3d1x4cIFoW5RnTp1QnBwsPA2VbrvLRP7q90QaalHjx7w8fFBZWWl0HcJUL7vle4LIlfjEon2hx9+iOPHj8NgMKC4uBg//PCDnGQDl2flWrZsGc6fP4/Kykp89dVXct9rs06dOmHDhg2oqqpCSUkJ/vWvf8HNzc2qzNChQ7Fnzx4YDAYcO3YMU6dOdcTba5Hs/ZFuikQ7OztbqPXH09NTvnS9c+dOm+t16NABoaGhihIg83YSWZ9lPXsS5uZutdfpdPJBXqSem5ubonqA8gSvJZy4aDQaeX2i28XeOB2VpJnXt2fPHqFhNvV6vdx1SOS7ZLlNHbHvO3XqhKCgINTV1Qm1hOt0Ovl3TTTOxMREAMp/Y9iiTdQ4l0i0yfkoTVz+Wr+xH/mGEsXu3bvD29sblZWVQi2iwJ8HJZG4LVu3RA9KStYH/HkQFL3k3adPH3h4eODChQvIy8uzuZ69CbqjWlLtTUQdVc/RLcXmz9n+/fuF+lvbG+exY8dw/vx5m+vFxMTAz88P1dXVwqNGKf0u2ftZE/2tUNpP294TgszMTEVduET76BO5GibapArzj3tWVpbQj7tZXFwcNBoN/vjjD+FpgHU6neIRExzZQmm5vr179wpdSo6MjJRb0UX6z3p4eCjq1tO3b1/odDoUFxfj1KlTNtdT2s9TrRZmpfUOHjwoNKKHvQmsaL127dqhffv2MJlMQt8J8/7Lzc0VmgOgbdu26NKli3CsWq1WXqej9r299UQTUUdfJYiNjYWPjw8qKiqE5ggIDw9Hhw4dhD8zRK6GiTapIiYmRu6fe7Vh9urj6+srTyRizw2RSg+eu3fvVtT6o+SGyLZt26Kurk54nGpHJhZeXl7o3bs3ALH9Yd4u2dnZQl0BzDGKdiFQeqNhfHw8tFqt8ImdORmRJEkoGVG6PntaGZW0+IaGhiIyMhKSJAmPzKFW4uuollt7T17sOSmvra21uZ5ltxN2HyFqeky0SRU6nU5xy5SZPf20k5KSAAA7duwQqqe09cf8Xg8cOCA0Q6RGo7H7krejWt+V1OvWrZvcFUDkhKt79+7w8/MTPlELCAiQR6wRidPyxM4RXQiUnkhaJneiI4EovR/AkV0r7Flfjx494Ovri8rKSqHPjOU2dcTJhPm3Yt++fUJXsbp06YKgoCDU1tYK9e9WGidgfxdAIlfARJtUo+YNkeahG7OyshzS+mM5FJrSg7Wjboi0t+VPtCuAkiEFLbsQOCrBc5V+2s7ch9my3u+//y6UiFqe3Dv6uyR6Q6T5KpYjRjoB7L8hkok2UcOYaJNqbP2RbujmOsuDiujEN9HR0Wjbti0MBoPwTIGObmG294ZI0f6zSocKs7xCoeSGyJbSktpS+oWLbhfz/svPz1c0frdonP3791c00ZHS7lRAyziZsLyK9dtvvzX7+izrid4LYv7MHDt2TGiWTyJXwkSbVKP0x90sLi4Obm5uKC4uxokTJ4TqajQaufuIow9mSluNDh06JJQwh4aGomPHjpAkSaj7gdJuPf369YNer8f58+eFRnMxz566fft2m+sATZOgi5wQWO53JZOeiE54Y17fjh07FMUpul0CAwMVdauxHEHk7NmzNtez7B7jqFF8HN0v3Byn6L43fycyMjKE1qc0zqioKEWt6EFBQYiOjgbAftpEDWGiTarp3LkzgoODFbVMAZdvwDN3OxBN0oA/u48oTbSzs7OFThCUJpRKE2bA/sRCpA+7h4eHnFiIJAjm7bJv3z6hkTnM+y87OxtVVVU214uPj4ebmxsKCwuFJh7q168fPDw8cPbsWaGhD9u0aSNPeCOS/MbHx0Ov1+PcuXNCJy7m1tCjR48KtUxb1hWJMygoSE6YHZUY2tviu3fvXqFhL831jh49KnQy0aZNG3Tt2hWAWCJqb6ItOkyj5c3ToidoSvcFkatgok2qsWxVVpIoA8A111yjuL45URO9IdKy9UfkhrPExERotVoUFBQIDYFnrguIx2p+j6LbR+lJgZL9ERERgU6dOsFkMgkd5Dt27IiIiAhcunRJKInx8vKShzAUiVOv18snEr/++qvN9QBliZPliYtInG3atEFsbKzw+gBlJ1iA8u+hoz+fnTp1kmfPFLlXok2bNopPJpS8x8TERGg0Ghw/fhyFhYU214uIiEBkZKTwd8m8TsBx+57IVTDRJlUNHjwYgHjiYqb0gAv8eTA7duyYUMufRqNRtF4/Pz95ZknRg7XS92nevtu3bxfqfmCul5OTI9RdRelBV8n702g0iten9HOndH3meo5an9L3Z3lCYDKZhOsp3S47duxAXV2d0PrM392ioiKb6yn97gLKt6mSev7+/vJwmaK/Ffbue6X7UPQzQ+QqmGiTqiwPCqI3NAJ//sjv3btXeNzggIAA9OjRA4B4K861114LAPjll1+E6ilNnMzr+/XXX4UOZv3794der0dJSYlQ94Pw8HB06dIFkiQJXRI2H6z379+PsrIym+tZHqxF2Jv8OCphNq9vx44dQuN+25vYi9br168fvL29UVpaKjQEnnl9u3btEkqYe/XqhYCAAFRVVQl1HwsMDESvXr0AKP8uOeq7a973v/32m9C+V9p9xJ5E23zyItKK3rdvX/j4+KCsrEx4tk4iV8BEm1Q1cOBAuLm54cyZMzh+/Lhw/Q4dOsiXSpUMMaW0+4jSEwSlB+v4+Hh4eXnh/PnzQuN36/V6uTuA0tZUkXphYWFygi6yTc1JxW+//SZ0ImG5PZXsh7179wr1CzfX279/P0pLS22uFxsbi8DAQFRWVgollObtcuDAAaH1WSa+IsNXuru7y98JkUQ0JiYGbdq0QXV1tdD702q18nt0xOcTUP7dNdcT3aa9evWCv78/Kisrhca3tjfRzsjIEBqeMyAgAH369AEgtk3d3NzkLoBKr0wStWZMtElVljc0Kv2Rbop+2qLrHjBgADw8PFBUVIRjx47ZXM8ca1ZWFqqrq22u5+7uLh/MRFvi1Gr1FanXr18/eHl54cKFC0InEnFxcfD09MT58+dx+PBhm+u1b99eUb/wsLAwREdHC7f0WyaUItvFcn0iJy7dunWTh68UHbddyedF6ftTuj7LeqLrS0hIUHSVp1u3bggODkZNTY3QNlV6MmGus3v3bqHEvk+fPvD19UV5eTn2799vcz3A8fuCyBUw0SbV2fsjbU+ifd111wG43JIqcjDz9PRUdGNc586dER4eLnwDH+DYPqLAn9vVEZe83d3d5ZZ30RsGzTdxOXq7OHM/bXv6r6vVtUJpC3NmZqbQCCJKr/JYblNHfNa6d++OoKAg1NTUCF0lsGxhdtS+t/deG6LWjIk2KfLjjz9izpw5isa//qumuiFSyc04PXr0QHBwMKqrq4WHzlNyUFIzATp06JDQWL7mS94VFRVCl7wtE3SRS9eOHOnEsp6jWu9aSmI/aNAgaLVa5OfnC00ko3T/JSYmQqfT4fTp00Lj4Xfp0gWhoaGora0VPmlV82TCVhqNRvEVN3tPyvfs2SM0ZOagQYMU3ZxK5AqYaJMiw4cPxxtvvIFnnnnG7mWZD145OTlCN9CZxcXFyd0ORGYyBC4fzMyt2lu3bhWqa2/iZM/NSiIHs7Zt28o3fYokCDqdTlHy1Lt3b/nS9b59+2yuZ96e27Zts7kO0DQ3qYmcECht6TcnlKdOnRIav1vp+iw/ZyItxf7+/vLoOCKfUfP7O3nyJE6ePGlzPR8fH8THxwMQb7V39EmP0tb3pKQkRdtmyJAhABz329SxY0e0b98ely5dEupSFRAQII+Swu4jRNZaRKL93Xff4a233gIAFBYWCt0NT83r3//+t93LaNeuHaKiooT7vZq5u7vLCeHPP/8sXF/pwcycyBw8eFCopdiyNU2kBd7yYOao5F5JPTc3N/k9btmyxeZ61113HTQaDQ4fPizUkmq5H0SGabTsyypyQhAbGyvf3CZySd8yoRTZnr169UJgYCAqKiqE+gYPHDgQ7u7uKCwsFJpgB/gzURNp8fX19ZXvtxD9Htqb+Cptmc7NzRX6zCQkJCjapj4+PvLY7UePHrW53vXXXw/g8vYU+a2wvCpx5swZm+tpNBq7W/vZfYTImtMn2o899hhWr16NZcuWAbjcyjZ16lR1gyKZyDBQjTH/uIsmu2ZDhw4FIJbYmZkT7V9++UWoZTM4OFhuKRY5uCQkJMDX1xcXLlwQmu4Y+HM7ibb6Kq1nbu0XTZzM+6O4uNjmOoGBgXIiKrK+tm3byicgIvV0Op2cHIjWM2+Xn376yeZ6gLLPuU6nkz+jIp9vLy8vua+u0jhFkybzfnfEdrGst23bNqHvblBQkDypj8h79PLyku8JEP2tMccqIiEhAT4+Pjh//rzQjY2WVyWUtoaLJtpKPqNErsDpE+309HSsWrUKXl5eAICQkBChG1+oecTExMh/23optLFLrcOGDQMgfoA2s0y0Rcfj7tevH/z8/FBeXi6c+CpJRN3c3BQnavYmvjt37hQab3zQoEHQ6/VC005brk+U0hMmpZ8fteop3X+OitOcFIqMqAMo33/mltt9+/YJtzD7+fmhtLRU6OoCoPy7pHSbmt+jCHd3dznxFd2mSj8z5u3y66+/Co2Jbt4ue/bsERqKkqi1c/pE293dHSaTCRqNBgBw/vx5aLVOH3ar5+/vL//dFC0Y5h/pnTt3Co1rbJaYmAgvLy8UFxcLdy3S6XSKW9RuuOEGABAaqg/48/0qTSizs7OFuqtERUWhc+fOuHTpklBLlZeXl9wtR0T//v3h6+srXM+cHChNfkS3p3n/Kd0P27ZtE+o3PWTIEEW/X+btIjKEIWC9XUROQDt06ICuXbsKrQu4nKDrdDrk5eUJ9UMPCQmRx3AW2Rdubm5yS6poQmne9z/++KNQPctEW2SbXn/99fJxTITSkxel769v374ICgpCRUWF0E2m7dq1Q0xMDEwmk+Irk0StkdNnrA899BAmTJiAkpISPP/88xgyZAjmzp2rdlhkoSkS7c6dOyMqKgpGo1H4kiVwecguczcAe7qPiB4gzAddUZYJpcgl7/DwcMTGxkKSJIe1xCl5j+7u7ooulZv7aYuOHmNOYg4cOCDUItq/f3+5RVREv379EBgYiIsXLyIrK8vmeoGBgXI/ZtH1tWnTRrjeoEGD4OHhgdOnTwuNGQ38maiJ8Pf3R0JCAgDHJYZKP9fm76DoVazk5GRF2zQoKAj9+vUTWhfwZ0v41q1bhb4X5pO6I0eO4NSpUzbX02q1Vq3TIsz1RPchUWvm9Im2n58fXnjhBTz55JMIDAzEl19+ib/97W9qh0UWRA+oDbXq2Psj3RT9tEVvOgoLC5OnghYRHx8PPz8/lJWVCV/yNickorNZmuuJdr1SknAByrqPBAYGyjeNiQgKCpL7pIqwbBEVodPp5ARItFuNkhMXrVarKE7LKxKi34vhw4cLrw/4c7+L9u82bxfRkyxzva1btwpdXQgNDZVb0UVYblOliaiIAQMGwNvbG2fPnhUalSkgIEA+6VHa2i/K3i6ARK2R0yfa33zzDUaOHImMjAx07NhR0eVMal6il4kbYv5xV6Of9sCBA+Hr64tz584hOztbqK6Sg1JTXPIWpbT1PTExEW5ubsL1LBNtkeRJaf9upe/PVeopbfFVuj5R119/vaJuNebW/osXLwqPhe/o75KSeh4eHvLVOqXrE9339p5k/f7778InoEStldMn2h9++CGOHj2KyZMnY/369ejZsyfuuusutcOiv2jKftpZWVm4cOGCcH1zP+2SkhLhftru7u7yQcLRLb6i/buV9vVs3749unfvLlzPw8NDviFLhGUXCZEJbxyd4Dk62bLsUiPSz95yu4jcpGauJ9J9AFDe4jt48GDodDrhekq71VheXRDZLoDyfa+0nuVVCZH9ofQ7ofQqVvfu3RERESG8vtDQUPkKn5KhVolaI6dPtIHLP6RJSUm45ppr0LVrV6Epmql5mYdVS09Pt3tZERERiImJgSRJim6msUwIf/jhB+H6N954o3AdwHo0gT/++MPmekoTtaCgIHkYPFGOTCzc3d3lv3ft2mVzPctkRORSudIbDZX2f+7duzfatm0rXM/Pzw+BgYHC9SyTXpHEadCgQfD09BReH6Bsv/v5+WHAgAGK1ufokyWlnxnzSb2ogIAA+W/LG8qvJiUlRXhdwOWTHiVXozQaDbuPEDURp0+0P/roI9x0000YNGgQcnNz8dJLLwkN+E/Ny5ycfv/998LdNepjbz/tESNGAAA2bdokXFdpom2ZpIn0m46Li0NQUJCidap5yVtkPy9YsAAA8M9//tPmOoGBgYq2i9IWUa1Wq2joNcubxkQp2X9arVbRCZZer1d0Yyqg/HOm9Lvk6M91YGCg3I9ZhF6vV3SVBwAyMzOxcOFCoSuzAwYMUHRy5uvrK4+lLsrek3IljR1ErZHTJ9q5ubl4/vnncfDgQaSlpSn6UUxLS8PAgQPh5+eH0NBQjBs3Drm5uVZlampqMHPmTLRt2xa+vr4YP378FdNcFxQUYPTo0fD29kZoaCgef/zxK26+2bJlC/r37w+9Xo+uXbti5cqVwvG2JIMHD4a3tzcKCwuF796vj7nlRkmiDACpqakALu8H0culPXr0QPv27RWtt3PnzsJ1dDqd4pYqy4OgSOJrmZCIzBiXnJyMLl26oFu3bvDz87O53vz587F792454baV0kTNfKIlSun6lNYbN26cQ9endLtcf/318PPzQ9u2bYW6g1iuT6R/vuUJgUiDSq9evRAeHm5zeUuOPpno378/nnnmGaEWcZ1Op7jftNJ6ltulvLzc5nrDhg2DTqdDbm4ujh8/rmjdRK2J0yfaL7/8sqLk2tLPP/+MmTNn4rfffsPmzZtRV1eHESNGoLKyUi7zyCOP4Ntvv8WaNWvw888/4/Tp07jtttvk141GI0aPHo3a2lps374dq1atwsqVKzF//ny5TH5+PkaPHo1hw4YhOzsbs2fPxj333KM4aWwJ9Hq9/IO8ceNGu5eXkpICNzc35ObmIj8/X7h+nz590K5dO1RVVQkPE6jRaBQfPDdv3owBAwbgv//9r1A984mBKMvuFSJDjIWEhMh/i06yk5ubi5ycHKGES6vVIiEhQfjytdJEVGmCZ1lP5MTF8vMi0s1l0qRJmD17NpYvX25zHQCYNm0aAAiPUW75ORM5AQ0ICMCuXbvw22+/CXWxGDRokPy3yM3Flu9r3759NtfTaDSKv0uW+1Bk31uur7a2VtG6RSj9bbKMU2Qo0U6dOsl/i1xhDAwMlEdlaYpjAlGLJzmpO++8U5IkSRowYIA0cOBA+WH+vz2Ki4slANLPP/8sSZIklZaWSu7u7tKaNWvkMgcPHpQASBkZGZIkSdKGDRskrVYrFRYWymXeeecdyd/fXzIYDJIkSdLcuXOlXr16Wa1rwoQJUmpqqs2xlZWVSQCksrIyxe/PEQYOHCgBkL799ltp6dKlEgBp6NChjdb56KOPJADSTTfd1Gi5IUOGSACkZcuWSZIkSb1795YASD/88INNsU2dOlUCIPXq1UsCIPXv39+2NyVJ0qeffioBkABIa9eutbmeUidPnpTXN2nSJKG65nqiX+P4+HgJgNS+fXuheo5kNBql2bNnS0uWLBGqZzAY5G2yb98+m+uZTCZp0qRJ0siRIyWTySS0TvP65s6dK1RPqT179kj5+flCdUwmk+LPi1JK13fTTTcp+nx+9tln8vr++9//2lyvpqZGrldVVWVzPaPRKNe79dZbhWJVIi8vT17f3r17ba5XV1cn1/Px8RFap3lfvPrqq0L1XnzxRQmAdMsttwjVI2pJbM3XnDbRPn36tCRJknT8+PF6H/Y4cuSIBEDKycmRJEmS0tPTJQDShQsXrMp17NhRev311yVJkqRnnnlG6tevn9Xr5h++rKwsSZIk6brrrpMefvhhqzIrVqyQ/P39G4ylpqZGKisrkx/mxKslJdrm7enm5iaVl5c3WMfWRDstLU0CII0ZM0aSJPFEe/Xq1VYHeZFEu6ioSK63fPlym+vZw7y+sLAwoXoPPfSQBEC67777hOqdOXNGmjRpknwS2dp8++230quvviqcMCu1YsUKKT4+XsrLy3PI+pTq2rWrQxPtRx99VAIgDR8+XKheaWmp9PDDD0uZmZlC9UpKSuT3t3TpUqG6eXl50qFDh4TqSJIkDR8+XAIgffnll8J1lRg4cKAUEhIiXbx4Uaie0pOeyspKadOmTVJtba1QvaysLDmxNzdEEbU2LT7Rbi5Go1EaPXq0NHjwYPm5Tz/9VPLw8Lii7MCBA+VWqnvvvVcaMWKE1euVlZUSAGnDhg2SJElSt27dpJdeesmqzPr16xttKVmwYIHVj6D50ZISbUmSpOjoaAmA9PXXXzdYx9ZEOzs7WwIgeXt7S9XV1cKJ9tmzZyWNRqMo0ZakPw9Kjb2XpjRo0CAJgDRx4kShenV1ddK6deuED7rkmp5++mmHJtp1dXXSxx9/LJ05c8Yh65OkP7+7Ii3a9qisrJR27tzpsJM6o9Eo1Opu9thjj0kApKioqGaI6kpGo1EKCwuTAEjp6ekOWSeRo9maaIuP++MgAwcOrHesYEmSoNFosHPnTkXLnTlzJvbt26domu/mMG/ePMyZM0f+f3l5OSIjI1WMSJmRI0di2bJl2LRpE8aOHWvXsvr27YuIiAicPn0a27ZtE67ftm1bDBw4UPFn5NChQ/j1118xevRoRfVFbdiwAR9++KHw+PBubm4Oi5Favqeffhp5eXmKb/4T5ebm5vA5D3Jzc/HLL7/glltuccj6vL29MXDgQIesC7h8z4OSYQXT0tLQvn17jBw5shmiupJWq8XIkSOxatUqfPfddw77zBE5I6dNtP/zn/80+TJnzZqFdevWYevWrejQoYP8fHh4OGpra1FaWmo1hFJRUZF8J3t4ePgViZt5VBLLMn8dqaSoqAj+/v4N/jjq9Xro9Xq735vazIn2+vXr5ZMhpTQaDUaOHIkVK1bgu+++UxyP0kQ7JiYGMTExiuoq0aZNGzz22GMOWx+5Ji8vL3z22Wdqh9GsunfvrmhSptbOzc0Ns2fPdug6zYn2xo0b8eqrrzp03UTOxOlGHdm1axeGDx+Om2++GY888ghWrVqFvXv3QqPRoFOnTvJDhCRJmDVrFtauXYsff/wRUVFRVq8nJCTA3d3datKV3NxcFBQUyHdPJycnIycnB8XFxXKZzZs3w9/fH7GxsXKZv07csnnzZnkZrdkNN9wALy8vFBQUYO/evXYvb9SoUQCA9evXK6p/8803y38bDAa74yEiItuNGDECWq0W+/btUzSCFFFr4XSJ9l133QWdTof77rsPUVFR+PnnnzFt2jR07txZ0SxswOXuIp988gk+++wz+Pn5obCwEIWFhfLU1wEBAZg+fTrmzJmDn376CZmZmZg2bRqSk5PlYapGjBiB2NhY3HXXXdi7dy82bdqEf/7zn5g5c6bcIj1jxgzk5eVh7ty5OHToEN5++218+eWXeOSRR5pm4zgxb29veRipr7/+2u7ljRgxAh4eHjh8+LDwdOqA9fTf+/fvtzseIiKyXVBQEK677joATXNMIGqpnC7RPnnyJN555x3MmjULr732GtLT03Hu3Dnk5+djxYoVipb5zjvvoKysDEOHDkW7du3kxxdffCGXeeONNzBmzBiMHz8eQ4YMQXh4OL766iv5dZ1Oh3Xr1kGn0yE5ORl33nknJk+ejIULF8ploqKisH79emzevBn9+vXDa6+9hg8++EDx+K4tjXns46b4UfX395cnWhAZ+9VMq9WiY8eOdsdBRETK3HrrrQCYaJNrc7o+2snJyfjjjz8QHR1t9bySLiNmkg2TEHh6emLZsmVYtmxZg2U6deqEDRs2NLqcoUOHYs+ePcIxtgajR4+GVqvF3r17cfz4cUWzJVq67bbbFPfRBoAXX3wRd911F+Li4uyKg4iIxI0bNw6zZ8/GL7/8gpKSEqsJs4hchdO1aD/yyCNYuHAhzp8/r3YoJCg4OFi+VPi///3P7uXdcsstQrPR/dWdd96J7777DuvWrbM7FiIiEtOpUyf0798fJpMJ33zzjdrhEKnC6RLtm2++GT/99BO6d++O6dOn44MPPkBmZqZDprgl+zVl95HQ0FAMHjzYrmWMHDkS7du3tzsWIiISZ+4+snbtWpUjIVKH0yXaR48exX/+8x/MmjUL58+fx0svvYSBAwfCz88Pffv2VTs8ugrzGNrbtm1DSUmJ3csz/0gTEVHLY/4N37x5My5evKhyNESO53SJdpcuXXDrrbfi2Wefxdq1a5GXl4fS0lL88MMP+Mc//qF2ePQXfx0vOyoqCgkJCTAajU0yFrplos3uRERELUtsbCy6deuG2tpafPvtt2qHQ+RwTpdo18ff3x/XXXcdZs6cqXYoZIO//e1vAIDPP//c7mV17txZnhCod+/edi+PiIgcR6PRYOLEiQCa5phA1NK0iESbWpYJEyZAo9Fg27ZtOHnypN3LO3jwIA4cOICePXs2QXRERORI5saXjRs34ty5cypHQ+RYTLSpyXXo0EEefcRyrHKlAgMDmWQTEbVQPXv2RHx8PC5dutQkXQqJWhIm2tQsmrL7CBERtWx///vfAQCfffaZypEQORYTbWoWt99+O9zc3JCVlYXc3Fy1wyEiIhVNnDgRGo0GW7dubZIuhUQtBRNtahbBwcHy1PMrV65UNxgiIlJVhw4dMGTIEADAp59+qnI0RI7DRJuazd133w0AWLVqFS5duqRyNEREpKbJkycDAFasWAFJklSOhsgxmGhTsxkzZgxCQkJw5swZfPfdd2qHQ0REKrrjjjvg6+uLI0eOYOvWrWqHQ+QQTLSp2Xh4eMgtGB988IHK0RARkZp8fX3lG+Xff/99laMhcgwm2tSspk+fDgBYv349zpw5o3I0RESkpnvvvRcA8J///AcXLlxQORqi5sdEmxSxtX9dz549cc0118BoNGLVqlXNHBURETmzAQMGoG/fvjAYDLwpklwCE21qdvfddx8AcJg/IiIXp9FocM899wAA3nnnHd4USa0eE21qdhMmTEBISIjaYRARkROYPHkyfH19ceDAAfzwww9qh0PUrJhoU7Pz9PTEP/7xD7XDICIiJxAQECAP/7p48WJ1gyFqZky0ySHuv/9+uLm5qR0GERE5gQcffBAajQYbNmxgt0Jq1Zhok0NERETg//7v/9QOg4iInEDXrl1x8803AwCWLFmicjREzYeJNjnM/Pnz0bdvX0yYMEHtUIiISGWzZ88GAKxcuRIlJSXqBkPUTJhok8P06NEDe/fulSexISIi1zV06FAkJCSgqqoKb7zxhtrhEDULJtpERETkcBqNBs888wwAYOnSpTh//rzKERE1PSbaREREpIpbbrkFffv2xcWLF9lXm1olJtpERESkCo1Gg3/+858AgDfffBNlZWUqR0TUtFwm0d66dStuvvlmREREQKPR4Ouvv7Z6XZIkzJ8/H+3atYOXlxdSUlJw5MgRqzLnz5/HpEmT4O/vj8DAQEyfPh0VFRVWZX7//Xdcd9118PT0RGRkJBYtWtTcb42IiKjFGj9+PGJjY1FaWopXX31V7XCImpTLJNqVlZXo168fli1bVu/rixYtwpIlS7B8+XLs2LEDPj4+SE1NRU1NjVxm0qRJ2L9/PzZv3ox169Zh69at8vTiAFBeXo4RI0agU6dOyMzMxKuvvopnn30W7733XrO/PyIiopZIq9XihRdeAAC8/vrrOH36tMoRETUhyQUBkNauXSv/32QySeHh4dKrr74qP1daWirp9Xrp888/lyRJkg4cOCABkHbt2iWX+e677ySNRiP98ccfkiRJ0ttvvy21adNGMhgMcpknnnhCiomJsTm2srIyCYBUVlam9O05xIABAyQA0vr169UOhYiIWjiTySRdc801EgDpnnvuUTscoquyNV9zmRbtxuTn56OwsBApKSnycwEBAUhKSkJGRgYAICMjA4GBgRgwYIBcJiUlBVqtFjt27JDLDBkyBB4eHnKZ1NRU5Obm4sKFC/Wu22AwoLy83OpBRETkSjQajdxtZMWKFdi/f7/KERE1DSbaAAoLCwEAYWFhVs+HhYXJrxUWFiI0NNTqdTc3NwQFBVmVqW8Zluv4q7S0NAQEBMiPyMhI+98QERFRC3PNNdfgtttug8lkwuzZsyFJktohEdmNibbK5s2bh7KyMvlx8uRJtUMiIiJSxaJFi6DX6/HDDz/gyy+/VDscIrsx0QYQHh4OACgqKrJ6vqioSH4tPDwcxcXFVq9funQJ58+ftypT3zIs1/FXer0e/v7+Vg8iIiJXFB0djaeeegoA8Mgjj7A7JbV4TLQBREVFITw8HOnp6fJz5eXl2LFjB5KTkwEAycnJKC0tRWZmplzmxx9/hMlkQlJSklxm69atqKurk8ts3rwZMTExaNOmjYPeDRERUcs1d+5cdO3aFWfOnMH8+fPVDofILi6TaFdUVCA7OxvZ2dkALt8AmZ2djYKCAmg0GsyePRsvvPACvvnmG+Tk5GDy5MmIiIjAuHHjAAA9e/bEyJEjce+992Lnzp349ddfMWvWLEycOBEREREAgL///e/w8PDA9OnTsX//fnzxxRd48803MWfOHJXeNRERUcvi6ekpD8W7ZMkS/PLLLypHRKScyyTau3fvRnx8POLj4wEAc+bMQXx8vHy2PHfuXDz44IO47777MHDgQFRUVGDjxo3w9PSUl/Hpp5+iR48eGD58OG666SZce+21VmNkBwQE4Pvvv0d+fj4SEhLw6KOPYv78+VZjbTsjg8GgdghERESyESNGYOrUqZAkCVOmTLlicjiilkIj8bZep1JeXo6AgACUlZU1e39tg8GARx99VJ6Ex83Nzea6AwcOxO7du7F+/XrcdNNNzRglERG5orKyMvTt2xcFBQX4xz/+geXLl6sdEpHM1nzNZVq06UonT57EypUrsWXLFjz33HNqh0NERCQLCAjARx99BAB499138b///U/liIjEMdF2YV27dpW7vrz44ov4/vvvVY6IiIjoTzfccAMeeeQRAMCUKVNw7NgxlSMiEsNE28X9/e9/x3333QdJkjBp0iScOnVK7ZCIiIhkL7/8MpKTk1FWVobbb78d1dXVaodEZDMm2oQ333wTcXFxOHv2LMaNG4fKykq1QyIiIgIAeHh44Msvv0RwcDCys7MxY8YMzhpJLQYTbYKnpyf++9//om3btsjMzMTkyZNhMpnUDouIiAgA0KFDB3z++efQarX4+OOP8cILL6gdEpFNmGgTAKBLly74+uuv4eHhga+++gpPPvmk2iERERHJUlJS5PG158+fj08++UTliIiujok2ya699lqsWLECAPDqq6/i5ZdfVjkiIiKiP82YMQNz584FANx9993YsGGDyhERNY6JNlmZNGkSXnnlFQDAvHnzsGTJEpUjIiIi+lNaWhomTpyIuro63HbbbRwxi5waE226wty5c7FgwQIAwMMPP4ylS5eqHBEREdFl5n7a48aNg8FgwNixY5Genq52WET1YqJN9VqwYAEef/xxAMCDDz6IZ599lnd5ExGRU3B3d8cXX3yBMWPGoKamBjfddBP+85//qB0W0RWYaFO9NBoNXnnlFXnGyOeeew6zZs3CpUuXVI6MiIjo8rB///nPf3DrrbeitrYWd9xxB6/AktNhok0N0mg0mD9/PpYuXQqNRoO3334bo0aNwvnz59UOjYiICHq9HmvWrMH9998PSZLw4IMP4sEHH0RdXZ3aoREBYKJNNpg5cybWrFkDb29v/PDDDxg4cCBycnLUDouIiAg6nQ7Lli2Tx9ZeunQpbrjhBhQWFqocGRETbbLR+PHjkZGRgc6dOyMvLw8Gg0HtkIiIiABcvgL79NNP45tvvoG/vz9++eUXxMfHY+PGjWqHRi6OiTbZrG/fvti9ezdSU1Pl59zc3FSMiIiI6E8333wzdu3ahV69eqGwsBCjRo3CAw88gMrKSrVDIxfFRJuEtG3bFhs2bMBbb72FKVOmYPDgwWqHREREJOvevTt27dqFhx9+GADwzjvvoE+fPli3bp3KkZEr0kgcs82plJeXIyAgAGVlZfD391c7HCIiohYrPT0d06ZNw8mTJwEAY8aMweLFixEdHa1yZNTS2ZqvsUWbiIiIWqXhw4fjwIEDeOKJJ+Dm5oZ169ahR48emDFjBv744w+1wyMXwESbiIiIWi1fX1+8/PLL+P3335GamopLly7h3XffRXR0NB5++GHk5+erHSK1Yky0iYiIqNXr2bMnNm7ciJ9//hnXXnstDAYDlixZgq5du+L222/Hr7/+yhmQqckx0SYiIiKXMWTIEGzduhXff/89RowYAZPJhP/+97+49tpr0atXLyxatAinT59WO0xqJXgzpJPhzZBERESOs2/fPixevBifffYZqqurAQBarRY33HADbr31VowdOxbt27dXOUpyNrbma0y0nQwTbSIiIscrLy/HmjVr8NFHH+HXX3+1ei0xMRGjRo3CDTfcgKSkJOj1epWiJGfBRLuFYqJNRESkrqNHj2Lt2rVYu3YtfvvtN6u+215eXrj22mtx3XXXYeDAgRg4cCDatm2rYrSkBibaLRQTbSIiIudx5swZrF+/Hunp6fjxxx9RXFx8RZkuXbpg4MCB6Nu3L2JjYxEbG4suXbpw9uRWjIm2ipYtW4ZXX30VhYWF6NevH9566y0kJibaVJeJNhERkXOSJAkHDhzAjz/+iN9++w27du3CkSNH6i3r4eGBmJgYdOvWDZ07d5YfUVFR6NSpE/z8/BwcPTUlJtoq+eKLLzB58mQsX74cSUlJWLx4MdasWYPc3FyEhoZetT4TbSIiopbjwoUL2L17NzIzM3HgwAEcOHAABw8eRFVVVaP1fH19ER4ejvDwcISFhcl/h4SEoE2bNvIjMDBQ/len0znoXdHVMNFWSVJSEgYOHIilS5cCAEwmEyIjI/Hggw/iySefvGp9JtpEREQtm8lkQkFBAQ4cOIC8vDwcP34cx48fR35+Po4fP47z588rWq6fnx/atGkDX19feHt7w8fHp8F/fXx84OXlBQ8PjwYfer3e6v/u7u7Q6XTyQ6vVWv2/vodW65ojRduar7HzUBOqra1FZmYm5s2bJz+n1WqRkpKCjIyMeusYDAYYDAb5/+Xl5c0eJxERETUfrVYrdxWpz8WLF1FYWIjCwkIUFRXJfxcWFqKkpAQXLlzAhQsXUFpaigsXLqCyslKud/HiRQe+E9vUl5hrtVpoNBqHPpKSkvDBBx+ovTmsMNFuQmfPnoXRaERYWJjV82FhYTh06FC9ddLS0vDcc885IjwiIiJyAn5+fvDz80O3bt1sKl9bW4uysjI5+a6srERlZSWqqqoa/be6uhp1dXWora1FbW0tDAaD/HdDD6PRaPUwmUxXjc9cVm22dNF1NCbaKps3bx7mzJkj/7+8vByRkZEqRkRERETOxMPDAyEhIQgJCXH4uiVJgslkuiL5/mtCXl+CLkmSQx9t2rRx+Pa5GibaTSg4OBg6nQ5FRUVWzxcVFSE8PLzeOnq9ngPfExERkVPSaDRydxAS55o92JuJh4cHEhISkJ6eLj9nMpmQnp6O5ORkFSMjIiIiIkdji3YTmzNnDqZMmYIBAwYgMTERixcvRmVlJaZNm6Z2aERERETkQEy0m9iECRNQUlKC+fPno7CwEHFxcdi4ceMVN0gSERERUevGcbSdDMfRJiIiInJuHEe7hTKf93A8bSIiIiLnZM7TrtZezUTbyZgHoucQf0RERETO7eLFiwgICGjwdXYdcTImkwmnT5+Gn58fNBpNs6/PPG73yZMn2VXFyXDfOC/uG+fFfeO8uG+cG/ePGEmScPHiRURERDQ6DT1btJ2MVqtFhw4dHL5ef39/frGcFPeN8+K+cV7cN86L+8a5cf/YrrGWbDOOo01ERERE1AyYaBMRERERNQMm2i5Or9djwYIFnAbeCXHfOC/uG+fFfeO8uG+cG/dP8+DNkEREREREzYAt2kREREREzYCJNhERERFRM2CiTURERETUDJhoExERERE1AybaRERERETNgIk2EREREVEzYKJNRERERNQMmGgTERERETUDJtpERERERM2AiTYRERERUTNgok1ERERE1AyYaBMRERERNQMm2kREREREzYCJNhERERFRM2CiTURERETUDJhoExERERE1AybaRERERETNgIk2EREREVEzYKJNRERERNQMmGgTERERETUDJtpERERERM2AiTYRERERUTNgok1ERERE1AyYaBMRERERNQMm2kREREREzcBN7QDImslkwunTp+Hn5weNRqN2OERERET0F5Ik4eLFi4iIiIBW23C7NRNtJ3P69GlERkaqHQYRERERXcXJkyfRoUOHBl9nou1k/Pz8AFzecf7+/ipHQ0RERER/VV5ejsjISDlvawgTbSdj7i7i7+/PRJuIiIjIiV2tm6/L3gy5detW3HzzzYiIiIBGo8HXX3991TpbtmxB//79odfr0bVrV6xcufKKMsuWLUPnzp3h6emJpKQk7Ny5s+mDJyIiIiKn57KJdmVlJfr164dly5bZVD4/Px+jR4/GsGHDkJ2djdmzZ+Oee+7Bpk2b5DJffPEF5syZgwULFiArKwv9+vVDamoqiouLm+ttEBEREZGT0kiSJKkdhNo0Gg3Wrl2LcePGNVjmiSeewPr167Fv3z75uYkTJ6K0tBQbN24EACQlJWHgwIFYunQpgMsjiERGRuLBBx/Ek08+aVMs5eXlCAgIwOnTp+vtOqLT6eDp6Sn/v7KyssFlabVaeHl5KSpbVVWFhj4aGo0G3t7eispWV1fDZDI1GIePj4+isjU1NTAajU1S1tvbW74UZDAYcOnSpSYp6+XlJd+ZXFtbi7q6uiYp6+npCZ1OJ1y2rq4OtbW1DZbV6/Vwc3MTLnvp0iUYDIYGy3p4eMDd3V24rNFoRE1NTYNl3d3d4eHhIVzWZDKhurq6Scq6ublBr9cDuHxHelVVVZOUFfne8zei/rL8jeBvBH8jxMvyN6LhshcuXEBERATKysoa7+orkQRAWrt2baNlrrvuOunhhx+2em7FihWSv7+/JEmSZDAYJJ1Od8VyJk+eLN1yyy0NLrempkYqKyuTHydPnpQANPi46aabrOp7e3s3WPb666+3KhscHNxg2QEDBliV7dSpU4NlY2NjrcrGxsY2WLZTp05WZQcMGNBg2eDgYKuy119/fYNlvb29rcredNNNjW43S7fffnujZSsqKuSyU6ZMabRscXGxXPaBBx5otGx+fr5c9rHHHmu07L59++SyCxYsaLTszp075bKLFi1qtOxPP/0kl126dGmjZdetWyeX/eijjxot++WXX8plv/zyy0bLfvTRR3LZdevWNVp26dKlctmffvqp0bKLFi2Sy+7cubPRsgsWLJDL7tu3r9Gyjz32mFw2Pz+/0bIPPPCAXLa4uLjRslOmTJHLVlRUNFr29ttvt/oMN1aWvxGXH/yN+PMh8hvxySefSAcPHpRycnKkJ554otGyTz/9tLRmzRpp9erV0n333ddo2bvuukt65ZVXpJdeekmaOHFio2VTU1Ol2bNnSw899JA0ZsyYRssmJiZKd911lzRp0iRp+PDhjZbt3bu3NH78eOm2226Thg4d2mjZmJgYaezYsdLYsWOlYcOGNVq2S5cu0pgxY6TRo0dftWzHjh2lkSNHSiNHjpRuuOGGRsu2a9dOuvHGG6WUlJSrLjckJEQaNmyY/GisbFBQkDRkyBDpuuuuk6677jpJq9U2WNbf31+65ppr5Iebm1uDZX18fKSkpCQpMTFRSkxMlDw8PBos6+npKSUkJEgJCQlS//79JU9PzwbLuru7S3FxcVK/fv2kfv36SV5eXo0u19G/EWVlZVJjeDOkjQoLCxEWFmb1XFhYGMrLy1FdXY0LFy7AaDTWW+bQoUMNLjctLQ3PPfdcs8RMREQtR0FBAUpLS1FeXo78/PxGy77yyivw8fFBTU0Ndu3a1WjZUaNGAbjcmt1YaysA3HnnnTbH++KLL9pc9t///rfNZTdt2mTVLbMxO3futPleqH379lldlW5Mbm4ucnNzbSqbl5eHvLw8m8oWFBSgoKDAprJnzpzBmTNnbCpbUlKCn376yaay58+fx9atW20qW15eju3bt9tUtrKyEjt27LCpbE1NDTIzM20qW1dXh+zsbJvKNtYirRZ2HYFtXUe6d++OadOmYd68efJzGzZswOjRo1FVVYULFy6gffv22L59O5KTk+Uyc+fOxc8//9zgh89gMFhdFjMPF8OuI7wszMvCvCxsxsvCf3Km3wiTyYTz58/j/PnzKC8vr/dRXV2NixcvoqysDBcuXEBZWdkVZRr7rDqS+bPu7u4Od3d3uLm5yQ/z/3U6nfwwl9PpdNBoNNBoNFav63Q6uY5lWTOtVgudTgetVis/NBrNFWVNJpPV65b/mmPTaDSQJAlGo9GqjOWIEOb3Alz+zln+VlqWM78PNzc3eT/X1dVdUeZqy/3raBTmuCzjra2tbXDUCvN7MzP/VtYXh1arhYeHh/z/mpqaBuPV6XTyb5pGo5E/f/WV12g0Vr8njS1Xq9XKv2lXWy4Aq9+Tvx4H/lrHHINGo4HBYIDJZKp3uW3atMHgwYPl552h6whbtG0UHh6OoqIiq+eKiorg7+8PLy8v+UelvjLh4eENLlev18sfTEs+Pj5WO7UhtpRRUtbywNeUZS2/WE1Z1vKHoCnLNrR/7C3r4eEh/9CpVdZ8MGvqspYHnaYsq9PpbP4Mi5TVarXNUlaj0TRLWaD5vvf8jYA829vJkydx6tQpuVWxsLAQxcXFKC4uRklJCc6ePYsLFy40eAKhhI+Pjzy0q7e3N7y8vODt7Q1PT094eXnBy8tL/vtq/5p/j/R6vfy7YH5YJtTm5ywTYKLWojnzCFt/L5lo2yg5ORkbNmywem7z5s1y67WHhwcSEhKQnp4ut4ybTCakp6dj1qxZjg6XiIgaUFVVhePHj8uX/C0f+fn5jV5dqI+bmxsCAgLg7++PgIAAq7//+m9Dr/n7+9t80klELYfLfqsrKipw9OhR+f/5+fnIzs5GUFAQOnbsiHnz5uGPP/7Axx9/DACYMWMGli5dirlz5+Luu+/Gjz/+iC+//BLr16+XlzFnzhxMmTIFAwYMQGJiIhYvXozKykpMmzbN4e+PiMhVmUwmnDlzBvn5+fUm07b0ew0LC0OHDh0QERGBdu3aoV27dggLC0NISAiCg4MREhKCtm3bIiAgAJ6enledtIKIXJPLJtq7d+/GsGHD5P/PmTMHADBlyhSsXLkSZ86csbphISoqCuvXr8cjjzyCN998Ex06dMAHH3yA1NRUucyECRNQUlKC+fPno7CwEHFxcdi4ceMVN0gSEZF96urqcOTIERw5cqTeVunG+v4Dl2ffjY6ORpcuXa54REZG2twNjIioMbwZ0smYx9G+6riMREQuoqSkBJmZmdi7dy9ycnKQk5ODQ4cONXqDrk6nQ8eOHetNpLt06YI2bdqwFZqIFLM1X3PZFm0iInI+FRUV+O2337B9+3ZkZWUhMzMTp06dqresj48PYmJi6m2ZjoyMtPkGXiKi5sJEm4iIVFNYWIitW7di27Zt+OWXX/D777/XOxxX9+7dER8fjz59+siPTp06ycNgEhE5IybaRETkMOfPn0d6ejo2b96MzZs34/jx41eU6dixI6699loMHDgQ/fv3R1xcHLvSEVGLxESbiIiajclkQlZWFjZs2IANGzZg586dVmNPazQa9O3bF0OGDMF1112H5ORkdOjQQcWIiYiaDhNtIiJqUiUlJdi4cSM2b96MjRs3oqSkxOr1Xr164cYbb8SNN96I6667Dn5+fipFSkTUvJhoExGRXSRJwp49e7B+/Xps3LgRGRkZVq3Wvr6+GDFiBEaMGIExY8agffv2KkZLROQ4TLSJiEiR3NxcfPLJJ/j000+Rn59v9Vp8fDxuvPFGjBo1Ctdccw08PDxUipKISD1MtImIyGbV1dVYs2YNPvjgA2zbtk1+3tvbG6mpqRg5ciRGjRqFyMhIFaMkInIOTLSJiOiqjhw5grfffhsrV65EaWkpAECr1WLUqFG48847ccstt8Db21vdIImInAwTbSIiqpfJZMJ3332HpUuXYuPGjfLznTt3xj333IOpU6eyvzURUSOYaBMRkZULFy5gxYoVePvtt5GXlwfg8jB8N910E2bOnInU1FROFENEZAMm2kREBADYv38/3nzzTXzyySeorq4GAAQGBmL69Om4//77ER0drXKEREQtCxNtIiIXd+jQISxcuBCrV6+Wh+Xr27cvZs2ahUmTJrHvNRGRQky0iYhcVHl5ORYsWIC33noLRqMRAHDbbbdh9uzZuPbaa6HRaFSOkIioZWOiTUTkYiRJwpo1a/DII4/g9OnTAICbb74Zzz33HOLj41WOjoio9WCiTUTkQo4ePYqZM2fi+++/BwB07doVy5Ytw4gRI1SOjIio9eFt40RELqCmpgbPPvssevfuje+//x56vR7PPvsscnJymGQTETUTtmgTEbViRqMRX3zxBebPn49jx44BAFJTU7F06VJ07dpV5eiIiFo3JtpERK3UkSNHMH36dHmq9IiICCxevBi33347b3QkInIAdh0hImplTCYTli1bht69e2Pbtm3w8/PDCy+8gEOHDuH//u//mGQTETkIW7SJiFqREydOYPLkydi6dSsAICUlBUuXLkVMTIzKkRERuR4m2kRErcQvv/yCW2+9FWfPnoW3tzfS0tIwa9YsTpdORKQS/voSEbVwJpMJ8+fPx9ChQ3H27FnEx8dj3759eOihh5hkExGpiC3aREQtWG1tLWbMmIGPPvoIADBp0iQsX74cvr6+KkdGRERMtImIWqiLFy9izJgx2Lp1KzQaDT766CNMmTJF7bCIiOj/Y6JNRNQCFRYWYsyYMcjMzERAQAA++eQTjBkzRu2wiIjIgkt33lu2bBk6d+4MT09PJCUlYefOnQ2WHTp0KDQazRWP0aNHy2WmTp16xesjR450xFshIhdy+PBhXHPNNcjMzERwcDB++OEHJtlERE7IZVu0v/jiC8yZMwfLly9HUlISFi9ejNTUVOTm5iI0NPSK8l999RVqa2vl/587dw79+vXD//3f/1mVGzlypNxXEgD0en3zvQkicjk7d+7E6NGjcfbsWURHR2PTpk2Ijo5WOywiIqqHy7Zov/7667j33nsxbdo0xMbGYvny5fD29saKFSvqLR8UFITw8HD5sXnzZnh7e1+RaOv1eqtybdq0ccTbISIX8OWXX+L666/H2bNnMWDAAGzfvp1JNhGRE3PJRLu2thaZmZlISUmRn9NqtUhJSUFGRoZNy/jwww8xceJE+Pj4WD2/ZcsWhIaGIiYmBvfffz/OnTvXpLETkWtavXo1Jk2ahJqaGowePRo//fRTvVffiIjIebhk15GzZ8/CaDQiLCzM6vmwsDAcOnToqvV37tyJffv24cMPP7R6fuTIkbjtttsQFRWFY8eO4amnnsKoUaOQkZEBnU5X77IMBgMMBoP8//LycgXviIhaK0mSsGTJEsyePRsAcNddd2HlypUcH5uIqAVwyUTbXh9++CH69OmDxMREq+cnTpwo/92nTx/07dsX0dHR2LJlC4YPH17vstLS0vDcc881a7xE1HItWLAAzz//PADgwQcfxBtvvMEkm4iohXDJX+vg4GDodDoUFRVZPV9UVITw8PBG61ZWVmL16tWYPn36VdfTpUsXBAcH4+jRow2WmTdvHsrKyuTHyZMnbXsTRNTqvfbaa3KSnZaWhjfffLPBq2NEROR8XDLR9vDwQEJCAtLT0+XnTCYT0tPTkZyc3GjdNWvWwGAw4M4777zqek6dOoVz586hXbt2DZbR6/Xw9/e3ehARffnll3j88ccBXE6yn3zySWg0GpWjIiIiES6ZaAPAnDlz8P7772PVqlU4ePAg7r//flRWVmLatGkAgMmTJ2PevHlX1Pvwww8xbtw4tG3b1ur5iooKPP744/jtt99w/PhxpKenY+zYsejatStSU1Md8p6IqHVIT0/HnXfeCUmS8I9//ANPPPGE2iEREZECLttHe8KECSgpKcH8+fNRWFiIuLg4bNy4Ub5BsqCg4Ip+kLm5ufjll1/w/fffX7E8nU6H33//HatWrUJpaSkiIiIwYsQIPP/88xxLm4hslpWVhXHjxqGurg633347li1bxpZsIqIWSiNJkqR2EPSn8vJyBAQEoKysjN1IiFzM0aNHMXjwYBQXF+OGG27Ahg0beKJOROSEbM3XXLbrCBGRMzlz5gxGjBiB4uJixMfHY+3atUyyiYhaOCbaREQqKysrw6hRo5Cfn4/o6Gh89913vKJFRNQKMNEmIlJRTU0Nxo4di7179yIsLAzff//9FZNpERFRy8REm4hIJUajEZMmTcLPP/8MPz8/bNy4EV26dFE7LCIiaiJMtImIVCBJEh555BF89dVX8PDwwP/+9z/ExcWpHRYRETUhJtpERCp444038NZbbwEA/v3vf2PYsGEqR0RERE2NiTYRkYP9/PPPmDt3LgDgX//6F+644w6VIyIioubARJuIyIEqKiowZcoUGI1G3HHHHZgzZ47aIRERUTNhok1E5ECPPfYYTpw4gc6dO2PFihWc9ZGIqBVjok1E5CArVqzAu+++C41Gg3fffRc+Pj5qh0RERM2IiTYRkQPs378fs2bNAgAsXLgQI0aMUDkiIiJqbky0iYiaWVVVFe644w5UV1djxIgReOqpp9QOiYiIHKBFJtrFxcVXPHfkyBEVIiEiurqHHnoIBw4cQHh4OP79739Dq22RP71ERCSoRf7aX3vttfjss88AXJ704dVXX8Vtt92mclRERFdasWIFPvzwQ2g0Gnz22WcIDQ1VOyQiInKQFplob9u2DWvXrsUtt9yCwYMH49SpU9ixY4faYRERWTl06BAeeOABAMCzzz7LSWmIiFxMi0y0Q0JCEB8fjyNHjqCoqAgjR46Et7e32mEREcmMRiMmT54Mg8GAESNG4J///KfaIRERkYO1yEQ7OTkZpaWlyM7Oxk8//YQ333wTU6ZMUTssIiLZs88+i127diEgIAAfffQR+2UTEbkgN7UDUOLNN9/EoEGDAAAdO3bExo0bsWLFCpWjIiK6LCcnB2lpaQCA5cuXIyIiQuWIiIhIDS0y0R40aBDq6upQUFAAg8EgP0dEpDaDwYC77roLRqMRt912GyZOnKh2SEREpJIWeS3z888/R1xcHOLj4zFlyhTExcXhnnvuUTssIiIsXLgQe/fuRXBwMN544w21wyEiIhW1yEQ7LS0Nu3btQpcuXbBr1y7s3LkTkZGRaodFRC5u586dePnllwEA7777Ljp27KhyREREpKYWmWjr9Xp5lJG6ujrExcVh//79KkdFRK6suroaU6ZMgclkwt///neO7U9ERC2zj3Z4eDhKS0tx8803Y9SoUWjbti1btIlIVc888wwOHTqEdu3a4a233lI7HCIicgIaSZIktYOwx5YtW3Dx4kWMHDkS7u7uaodjt/LycgQEBKCsrAz+/v5qh0NENvjll18wZMgQSJKEdevWYfTo0WqHREREzcjWfK1FtmgfO3YMS5cuxfHjx2E0GiFJEt5//3188803aodGRC6msrISU6dOhSRJmDZtGpNsIiKStchE+9Zbb8WsWbNwxx13cBIIIlLVU089hWPHjiEyMpKjjBARkZUWmWh7e3vjvvvuUzsMInJxGRkZWLJkCQDgvffeQ0BAgMoRERGRM2mRzcHz5s3DE088gc2bN2Pr1q3yQ9SyZcvQuXNneHp6IikpCTt37myw7MqVK6HRaKwenp6eVmUkScL8+fPRrl07eHl5ISUlBUeOHBGOi4icX1VVFaZPnw4AmDJlCkaOHKlyRERE5GxaZIv2pk2bsGXLFhw9elTuOqLRaDBkyBCbl/HFF19gzpw5WL58OZKSkrB48WKkpqYiNzcXoaGh9dbx9/dHbm6u/H+NRmP1+qJFi7BkyRKsWrUKUVFReOaZZ5CamooDBw5ckZQTUcu2cuVKHDx4EKGhoXjllVfUDoeIiJxQixx1pHv37sjNzb0i0RWRlJSEgQMHYunSpQAAk8mEyMhIPPjgg3jyySevKL9y5UrMnj0bpaWl9S5PkiRERETg0UcfxWOPPQYAKCsrQ1hYGFauXGnzNMwcdYTI+VVVVaFXr144fvw4lixZggcffFDtkIiIyIFszddaZNeRxMREHDt2THH92tpaZGZmIiUlRX5Oq9UiJSUFGRkZDdarqKhAp06dEBkZibFjx1pNkpOfn4/CwkKrZQYEBCApKanRZRoMBpSXl1s9iMi5Pf/88zh+/DgiIyNx9913qx0OERE5qRaZaO/btw+9e/dGv379kJiYiIEDByIxMdHm+mfPnoXRaERYWJjV82FhYSgsLKy3TkxMDFasWIH//e9/+OSTT2AymXDNNdfg1KlTACDXE1kmcHk6+YCAAPnBiXeInNvvv/+Of/3rXwCAt956Cz4+PipHREREzqpF9tH+3//+5/B1JicnIzk5Wf7/Nddcg549e+Ldd9/F888/r3i58+bNw5w5c+T/l5eXM9kmclIGgwF33nknLl26hHHjxmHs2LFqh0RERE6sRSbanTp1sqt+cHAwdDodioqKrJ4vKipCeHi4Tctwd3dHfHw8jh49CgByvaKiIrRr185qmXFxcQ0uR6/XQ6/XC74DIlLD008/jZycHISEhGD58uVqh0NERE6uRXYdMTty5Aiuv/564XoeHh5ISEhAenq6/JzJZEJ6erpVq3VjjEYjcnJy5KQ6KioK4eHhVsssLy/Hjh07bF4mETmvvXv3yhPSfPjhh1d0EyMiIvqrFtmibVZbW4tffvlFUd05c+ZgypQpGDBgABITE7F48WJUVlZi2rRpAIDJkyejffv2SEtLAwAsXLgQgwYNQteuXVFaWopXX30VJ06cwD333APg8lB/s2fPxgsvvIBu3brJw/tFRERg3LhxTfJ+iUgdVVVVmDBhAkwmE2699VbcfPPNaodEREQtQItOtO0xYcIElJSUYP78+SgsLERcXBw2btwot1IVFBRYTe9+4cIF3HvvvSgsLESbNm2QkJCA7du3IzY2Vi4zd+5cVFZW4r777kNpaSmuvfZabNy4kWNoE7VwzzzzDHJzcxEREYH33ntP7XCIiKiFcOpxtGfMmIGEhATEx8ejb9++8PDwsHp9//796Nu3L4xGo0oRNj2Oo03kXHJychAXFweTyYT169fjpptuUjskIiJSma35mlO3aOfk5ODTTz9FZWUl3N3dERsbi/79+yMhIQH9+/e3anEmImpqkiThoYcegslkwvjx45lkExGREKdOtH/99VdIkoTc3FxkZWXJj7Vr18ozNNozOyQRUWM++eQTbNmyBZ6ennj11VfVDoeIiFoYp060gcuJdI8ePdCjRw/8/e9/l5/Py8tDZmYm9uzZo2J0RNRaVVRU4IknngAAzJ8/H1FRUSpHRERELY1T99GeP38+xo4di4SEBLVDcRj20SZyDk8//TReeuklREdHY//+/RzvnoiIZLbma07dyfnUqVMYNWoUOnTogPvvvx/fffcdamtr1Q6LiFq5/Px8vPbaawCA1157jUk2EREp4tSJ9ooVK1BYWIjPP/8cfn5+mD17NoKDgzF+/Hh8/PHHOH/+vNohElEr9Pjjj8NgMGD48OG45ZZb1A6HiIhaKKfuOlKfgwcP4ttvv8X//vc/ZGZmIjExEbfccgv+9re/oX379mqHZzd2HSFS188//4yhQ4dCq9UiOzsbffr0UTskIiJyMq2i60h9evbsiblz5+LXX3/FyZMnMXXqVGzbtg2ff/652qERUQtnNBrx8MMPAwD+8Y9/MMkmIiK7OP2oI40pLS3FqlWr8PPPP6sdChG1AitWrMDevXsRGBiIhQsXqh0OERG1cC2uRdtSbW0tfvnlF7XDIKJW4Ny5c3jqqacAAAsWLEBwcLDKERERUUvXohNtIqKmsmjRIpw9exa9e/fGzJkz1Q6HiIhaAafuOjJjxgwkJCQgPj4effv2hYeHh9ohEVErdPLkSSxZsgQA8NJLL8Hd3V3liIiIqDVw6kQ7JycHn376KSorK+Hu7o7Y2Fj0798fCQkJ6N+/P7RaNsgTkf3S0tJQU1OD6667DmPGjFE7HCIiaiWcfng/SZKQm5uLrKws+ZGdnY3S0lIAl6doNxqN6gbZhDi8H5FjHTx4EPHx8TAYDPjxxx8xbNgwtUMiIiInZ2u+5tQt2sDlRLpHjx7o0aMH/v73v8vP5+XlITMzE3v27FExOiJq6Z566ikYDAakpqZi6NChaodDREStiNO3aLsatmgTOU5OTg7i4uJgMpmwf/9+xMbGqh0SERG1AK12whoioqby+OOPw2Qy4bbbbmOSTURETY6JNhG5pE2bNmHTpk1wd3fHokWL1A6HiIhaISbaRORy6urqMHfuXADArFmzEB0drXJERETUGjHRJiKX88EHH+D3339HQEAA5s2bp3Y4RETUSjHRJiKXcvHiRSxcuBAA8OKLLyIkJETliIiIqLViok1ELuXDDz9EYWEhoqOjce+996odDhERtWJMtInIZRQXF+O5554DcHnEEQ8PD5UjIiKi1oyJNhG5jLlz56K0tBTx8fG4++671Q6HiIhaOSbaROQSfvzxR6xatQoajQbLli2Du7u72iEREVErx0SbiFq9mpoazJgxAwDwwAMPIDk5WeWIiIjIFTDRJqJWLy0tDUeOHEG7du3w4osvqh0OERG5CJdOtJctW4bOnTvD09MTSUlJ2LlzZ4Nl33//fVx33XVo06YN2rRpg5SUlCvKT506FRqNxuoxcuTI5n4bRNSIPXv2yMn1kiVLEBAQoHJERETkKlw20f7iiy8wZ84cLFiwAFlZWejXrx9SU1NRXFxcb/ktW7bgb3/7G3766SdkZGQgMjISI0aMwB9//GFVbuTIkThz5oz8+Pzzzx3xdoioAU899RSMRiPGjx+P8ePHqx0OERG5EI0kSZLaQaghKSkJAwcOxNKlSwEAJpMJkZGRePDBB/Hkk09etb7RaESbNm2wdOlSTJ48GcDlFu3S0lJ8/fXXiuMqLy9HQEAAysrK4O/vr3g5RAR8++23uOWWW6DT6XD48GF06dJF7ZCIiKgVsDVfc8kW7draWmRmZiIlJUV+TqvVIiUlBRkZGTYto6qqCnV1dQgKCrJ6fsuWLQgNDUVMTAzuv/9+nDt3rtHlGAwGlJeXWz2IyH5nz56VJ6SZPXs2k2wiInI4l0y0z549C6PRiLCwMKvnw8LCUFhYaNMynnjiCURERFgl6yNHjsTHH3+M9PR0vPLKK/j5558xatQoGI3GBpeTlpaGgIAA+REZGansTRGRlblz56KoqAixsbF44YUX1A6HiIhckJvaAbREL7/8MlavXo0tW7bA09NTfn7ixIny33369EHfvn0RHR2NLVu2YPjw4fUua968eZgzZ478//LycibbRHbKyMjARx99BAD44IMPrL6nREREjuKSLdrBwcHQ6XQoKiqyer6oqAjh4eGN1v3Xv/6Fl19+Gd9//z369u3baNkuXbogODgYR48ebbCMXq+Hv7+/1YOIlDMajXKXkcmTJ3PMbCIiUo1LJtoeHh5ISEhAenq6/JzJZEJ6enqjB+VFixbh+eefx8aNGzFgwICrrufUqVM4d+4c2rVr1yRxE9HVvfrqq9i/fz8CAwOxePFitcMhIiIX5pKJNgDMmTMH77//PlatWoWDBw/i/vvvR2VlJaZNmwbgckvYvHnz5PKvvPIKnnnmGaxYsQKdO3dGYWEhCgsLUVFRAQCoqKjA448/jt9++w3Hjx9Heno6xo4di65duyI1NVWV90jkao4dO4YFCxYAAN544w20adNG5YiIiMiVuWwf7QkTJqCkpATz589HYWEh4uLisHHjRvkGyYKCAmi1f56HvPPOO6itrcXtt99utZwFCxbg2WefhU6nw++//45Vq1ahtLQUERERGDFiBJ5//nno9XqHvjciVzV//nzU1tYiJSUFU6ZMUTscIiJycS47jraz4jjaRMrs2LEDgwYNkv9OTExUOSIiImqtOI42EbmMS5cuyTdA3nXXXUyyiYjIKbhs1xEiaj3eeecd5OTkICgoCK+//rra4RBRE5MkCZcuXWp0XgqipqTT6eDm5gaNRmPXcphoE1GLdurUKTz55JMAgOeeew7BwcEqR0RETam2thZnzpxBVVWV2qGQi/H29ka7du3g4eGheBlMtImoxZIkCXPmzEFVVRWuueYa3H///WqHRERNyGQyIT8/HzqdDhEREfDw8LC7hZHoaiRJQm1tLUpKSpCfn49u3bpZDZAhgok2EbVY77//PtasWQM3Nze8+eab0Ol0aodERE2otrYWJpMJkZGR8Pb2VjscciFeXl5wd3fHiRMnUFtbq3iGYd4MSUQtUl5eHh599FEAwPPPP2/TJFJE1DIpbU0kskdTfO74ySWiFsdoNGLKlCmoqKjAkCFD8Pjjj6sdEhER0RWYaBNRi/Pmm2/il19+gZ+fH1auXMkuI0RE5JSYaBNRi/LTTz/Jo4wsWrQIUVFRKkdERERUPybaRNRi5Ofn4//+7/9QV1eHO+64A//4xz/UDomIqEFDhw7F7Nmz1Q6DVMREm4hahIsXL+KWW27BuXPnMGDAAKxatYrDfBGRSxs8eDDuu+8+tcNQ1csvvwyNRnPVE5qtW7fi5ptvRkREBDQaDb7++muHxMdEm4icnslkwl133YV9+/YhPDwca9euVTzUEhFRa2AymbB37170799f7VBUs2vXLrz77rvo27fvVctWVlaiX79+WLZsmQMi+xMTbSJyapIk4emnn8b//vc/eHh4YO3atejQoYPaYRERCTEYDHjooYcQGhoKT09PXHvttdi1a5dVmYsXL2LSpEnw8fFBu3bt8MYbbzTY/SQ3NxeVlZUum2hXVFRg0qRJeP/999GmTZurlh81ahReeOEF3HrrrQ6I7k9MtInIqS1fvhwvv/wyAOC9997DoEGDVI6IiJxBZWVlg4+amhqby1ZXV9tU1l5z587Ff//7X6xatQpZWVno2rUrUlNTcf78ebnMnDlz8Ouvv+Kbb77B5s2bsW3bNmRlZdW7vKysLLi5udnUmtscXnrpJfj6+jb6KCgoaLb1z5w5E6NHj0ZKSkqzraMpcGZIInJaH3/8MWbOnAkAWLhwIaZMmaJyRETkLHx9fRt87aabbsL69evl/4eGhqKqqqrestdffz22bNki/79z5844e/bsFeUkSVIca2VlJd555x2sXLkSo0aNAnB5ZtvNmzfjww8/xOOPP46LFy9i1apV+OyzzzB8+HAAwEcffYSIiIh6l5mVlYXY2FjVutHNmDEDd9xxR6NlGordXqtXr0ZWVtYVVwScERNtInJKa9aswbRp0yBJEmbMmIGnn35a7ZCIiBQ5duwY6urqMHjwYPk5d3d3JCYm4uDBgwAuz3ZbV1eHxMREuUxAQABiYmLqXWZWVpaq3UaCgoIQFBRk1zKefPJJvPLKK42WOXjwIHr06CH//+TJk3j44YexefPmFnGvDhNtInI6//73vzFt2jSYTCbcfffdePvttznCCBFZqaioaPC1v05iVVxc3GDZv06zffz4cbvicpTs7GyMHz++3teOHz+OsWPHonfv3ti5cydSUlKQmpqKtLQ0VFZWYu3atejWrRvGjBmDM2fOwGAwYN68eZg0aRIyMjLw8MMPY/v27Th37hyuvfZabNu2DeHh4VbreOmll/DSSy81GuOBAwfQsWPHBl9/9NFHMXXq1EaX0aVLF6v/Z2Zmori42Ookw2g0YuvWrVi6dCkMBoNTTWLGRJuInIYkSVi4cCGeffZZAMCUKVPw3nvvMckmoiv4+PioXtZW0dHR8PDwwK+//opOnToBAOrq6rBr1y75RscuXbrA3d0du3btkpPTsrIyHD58GEOGDLFa3rFjx1BaWtpoi/bBgwfx5ZdfomvXrujduzd8fX2xY8cOvPvuu1i6dCnefPNNfPzxxwgKCkJlZSUGDhyI22+/HcnJyRgyZAheeeUV7NmzB/Pnz78iyQaaputISEgIQkJCGi3zV8OHD0dOTo7Vc9OmTUOPHj3wxBNPOFWSDTDRJiInUVNTg2nTpmH16tUALt84lJaWdkVrExFRS+Pj44P7778fjz/+OIKCgtCxY0csWrQIVVVVmD59OgDAz88PU6ZMkcuEhoZiwYIF0Gq1VzQ2mG+Q1Ol02Ldvn/y8h4cHunfvDgCIiYmRu5307NlTvmmwT58+2LBhAwDgjTfewDfffAMAKCgoQEFBAbp164YXXngBcXFx6Nq1K+66665631NTdB1Rws/PD71797Z6zsfHB23btrV6funSpVi7di3S09MBXL4CcvToUfn1/Px8ZGdny/ujuTDRJiLVHT9+HBMnTsSOHTvg7u6OZcuW4d5771U7LCKiJvPyyy/LcwJcvHgRAwYMwKZNm6yGpnv99dcxY8YMjBkzBv7+/pg7dy5Onjx5RV9kc6L911GYzN08AECv18vPa7Va+f9arRZGoxE//fQTfv31V+zYsQOenp4YMGAADAYDgMtdbWpra3H27FkYjUanayW2xdmzZ3Hs2DH5/7t378awYcPk/8+ZMwfA5SunK1eubLY4mGgTkaoyMjIwduxYlJSUoE2bNlizZo18xz0RUUtmOZqJp6cnlixZgiVLljRY3s/PD59++qn8/8rKSjz33HNXzP6YlpaGtLQ0u2IrLy9H27Zt4enpiezsbOzdu1d+7d5778Vbb72FjRs34rXXXsPcuXPtWldzs9zOZs8++6zcDREAhg4datfIMUox0SYi1XzxxReYMmUKDAYD4uLi8NVXXyEqKkrtsIiIVLFnzx4cOnQIiYmJKCsrw8KFCwEAY8eObfJ1jRw5Eu+88w5iY2PRq1cvJCQkAAA+/PBDhIaGYvTo0Rg6dCgSExMxduzYBkc/ocZpJDXSe2pQeXk5AgICUFZWBn9/f7XDIWoWNTU1WLhwodwic8stt+DTTz9tdFxcInI9NTU1yM/PR1RUVIsYys1ee/bswT333IPc3Fx4eHggISEBr7/+Ovr06aN2aC6psc+frfkaW7SJyKE2btyIRx55BIcOHQJwuZ/cokWLWmQfQCKiphQfH4/MzEy1w6AmxESbiBxi586dePHFF+U73ENCQvD222/j9ttvVzkyIiKi5sFEm4iajclkwrp16/Cvf/1LvhNep9Nh1qxZePbZZxEYGKhugERERM3IpQeoXbZsGTp37gxPT08kJSVh586djZZfs2YNevToAU9PT6txKM0kScL8+fPRrl07eHl5ISUlBUeOHGnOt0DklE6fPo23334bPXv2xNixY7Ft2za4u7tj8uTJyMnJweLFi5lkExFRq+eyifYXX3yBOXPmYMGCBcjKykK/fv2Qmpra4DSt27dvx9/+9jdMnz4de/bswbhx4zBu3DirgeIXLVqEJUuWYPny5dixYwd8fHyQmpqKmpoaR70tIlUUFRVh/fr1eOyxx9CnTx+0b98eM2fOxOHDhxEQEIAnnngC+fn5WLVqFXr27Kl2uERERA7hsqOOJCUlYeDAgVi6dCmAy5e4IyMj8eCDD+LJJ5+8ovyECRNQWVmJdevWyc8NGjQIcXFxWL58OSRJQkREBB599FE89thjAC5PnRoWFoaVK1di4sSJNsXFUUfIWVy6dAlVVVWorKzEuXPnrB6FhYXIz89HXl4eDh06hKKiIqu6Go0GAwcOxN///nfcfffd8PPzU+ldEFFLZh71oXPnzvDy8lI7HHIx1dXVOH78OEcdEVVbW4vMzEzMmzdPfk6r1SIlJQUZGRn11snIyJBnETJLTU3F119/DeDyVJ6FhYXyFKcAEBAQgKSkJGRkZDSYaBsMBnkmJuDyjnOkuLg4GI1G+f/1nXcpfY7LapnLunTpEqqrq3Hp0qUrXmuIRqNB9+7dMXjwYNx4441ISUlBcHCwzfWJiOrj7u4OAKiqqmKiTQ5XVVUF4M/PoRIumWibpxQNCwuzej4sLEwecuyvCgsL6y1fWFgov25+rqEy9UlLS8Nzzz0n/B6ayr59+6wSbaK/0mg0aNOmDYKDg9G2bVu0bdsWoaGhiIqKQlRUFLp3746ePXtyDGwianI6nQ6BgYFyt05vb29oNBqVo6LWTpIkVFVVobi4GIGBgXYNP+uSibYzmTdvnlVLeXl5OSIjIx22/k2bNl3xXH0/Yn99rqnKcNnOt2ytVgtvb294eXnBy8sLnp6ePLARkWrCw8MBoMF7qIiaS2BgoPz5U8olE+3g4GDodLor+pUWFRU1uEHDw8MbLW/+t6ioCO3atbMqExcX12Aser0eer1eydtoEsOHD1dt3URERFej0WjQrl07hIaGoq6uTu1wyEW4u7s3yURqLplom6c1TU9Px7hx4wBcvhkyPT0ds2bNqrdOcnIy0tPTMXv2bPm5zZs3Izk5GQAQFRWF8PBwpKeny4l1eXk5duzYgfvvv7853w4REVGrp9PpOIMstTgumWgDl6d9njJlCgYMGIDExEQsXrwYlZWVmDZtGgBg8uTJaN++PdLS0gAADz/8MK6//nq89tprGD16NFavXo3du3fjvffeA3D5jHv27Nl44YUX0K1bN0RFReGZZ55BRESEnMwTERERketw2UR7woQJKCkpwfz581FYWIi4uDhs3LhRvpmxoKAAWu2fw4xfc801+Oyzz/DPf/4TTz31FLp164avv/4avXv3lsvMnTsXlZWVuO+++1BaWoprr70WGzduvGJIGCIiIiJq/Vx2HG1nxXG0iYiIiJwbx9FuocznPY4eT5uIiIiIbGPO067WXs1E28lcvHgRABw6xB8RERERibt48SICAgIafJ1dR5yMyWTC6dOn4efn55Cxi83jdp88eZJdVZwM943z4r5xXtw3zov7xrlx/4iRJAkXL15ERESE1T19f8UWbSej1WrRoUMHh6/X39+fXywnxX3jvLhvnBf3jfPivnFu3D+2a6wl26zhFJyIiIiIiBRjok1ERERE1AyYaLs4vV6PBQsWqDoNPNWP+8Z5cd84L+4b58V949y4f5oHb4YkIiIiImoGbNEmIiIiImoGTLSJiIiIiJoBE20iIiIiombARJuIiIiIqBkw0SYiIiIiagZMtImIiIiImgETbSIiIiKiZsBEm4iIiIioGTDRJiIiIiJqBky0iYiIiIiaARNtIiIiIqJmwESbiIiIiKgZMNEmIiIiImoGTLSJiIiIiJoBE20iIiIiombARJuIiIiIqBkw0SYiIiIiagZMtImIiIiImgETbSIiIiKiZsBEm4iIiIioGTDRJiIiIiJqBky0iYiIiIiaARNtIiIiIqJmwESbiIiIiKgZMNEmIiIiImoGbmoHQNZMJhNOnz4NPz8/aDQatcMhIiIior+QJAkXL15EREQEtNqG262ZaDuZ06dPIzIyUu0wiIiIiOgqTp48iQ4dOjT4OhNtJ+Pn5wfg8o7z9/dXORoiIiIi+qvy8nJERkbKeVtDmGg7GXN3EX9/fyba1OpcunQJmzZtAgCkpqbCzY0/QURE1HJdrZsvj3JE5DAGgwFjxowBAFRUVDDRJiKiVo2jjhARERERNQOnTLSXLVuGzp07w9PTE0lJSdi5c2ej5desWYMePXrA09MTffr0wYYNG6xelyQJ8+fPR7t27eDl5YWUlBQcOXLEqsz58+cxadIk+Pv7IzAwENOnT0dFRYX8ek1NDaZOnYo+ffrAzc0N48aNuyKOLVu2QKPRXPEoLCxUvjGIiIiIqEVyuuu2X3zxBebMmYPly5cjKSkJixcvRmpqKnJzcxEaGnpF+e3bt+Nvf/sb0tLSMGbMGHz22WcYN24csrKy0Lt3bwDAokWLsGTJEqxatQpRUVF45plnkJqaigMHDsDT0xMAMGnSJJw5cwabN29GXV0dpk2bhvvuuw+fffYZAMBoNMLLywsPPfQQ/vvf/zb6HnJzc636V9cXNxE1j1dffRV79uzBv//9b+h0OrXDISKC0WhEXV2d2mGQAJ1OBzc3N7uHWtZIkiQ1UUxNIikpCQMHDsTSpUsBXB5XOjIyEg8++CCefPLJK8pPmDABlZWVWLdunfzcoEGDEBcXh+XLl0OSJERERODRRx/FY489BgAoKytDWFgYVq5ciYkTJ+LgwYOIjY3Frl27MGDAAADAxo0bcdNNN+HUqVOIiIiwWufUqVNRWlqKr7/+2ur5LVu2YNiwYbhw4QICAwMVvf/y8nIEBASgrKyMN0NSq1NZWQlfX18Al/to+/j4NOnyjUaj3O97+/btSE5ObtLlExGJqqiowKlTp+Bk6RbZwNvbG+3atYOHh8cVr9marzlVi3ZtbS0yMzMxb948+TmtVouUlBRkZGTUWycjIwNz5syxei41NVVOgvPz81FYWIiUlBT59YCAACQlJSEjIwMTJ05ERkYGAgMD5SQbAFJSUqDVarFjxw7ceuutQu8jLi4OBoMBvXv3xrPPPovBgwc3WNZgMMBgMMj/Ly8vF1oXEf3JspuWt7e3ipEQEV0++T916hS8vb0REhLCiehaCEmSUFtbi5KSEuTn56Nbt26NTkrTGKdKtM+ePQuj0YiwsDCr58PCwnDo0KF66xQWFtZb3nzANf97tTJ/7d7h5uaGoKAgof7V7dq1w/LlyzFgwAAYDAZ88MEHGDp0KHbs2IH+/fvXWyctLQ3PPfeczesgooadPHlS/pvdRohIbXV1dZAkCSEhIfDy8lI7HBLg5eUFd3d3nDhxArW1tXJXY1FOlWi3dDExMYiJiZH/f8011+DYsWN444038O9//7veOvPmzbNqkTcPgE7UGnl4eMjdwuq7FGevU6dONfkyiYjsxZbslklpK7Ylp0q0g4ODodPpUFRUZPV8UVERwsPD660THh7eaHnzv0VFRWjXrp1Vmbi4OLlMcXGx1TIuXbqE8+fPN7heWyUmJuKXX35p8HW9Xg+9Xm/XOohaCnd3d8ycObPZlm/Zok1ERKQ2pxrez8PDAwkJCUhPT5efM5lMSE9Pb/CmpuTkZKvyALB582a5fFRUFMLDw63KlJeXY8eOHXKZ5ORklJaWIjMzUy7z448/wmQyISkpya73lJ2dbZXgE1Hz+eOPP9QOgYiISOZULdoAMGfOHEyZMgUDBgxAYmIiFi9ejMrKSkybNg0AMHnyZLRv3x5paWkAgIcffhjXX389XnvtNYwePRqrV6/G7t278d577wG4fLlm9uzZeOGFF9CtWzd5eL+IiAh5LOyePXti5MiRuPfee7F8+XLU1dVh1qxZmDhxotWIIwcOHEBtbS3Onz+PixcvIjs7GwDklvHFixcjKioKvXr1Qk1NDT744AP8+OOP+P777x2z8YicnNFoxLZt2wAA1113XZP3oz5+/HiTLo+IiMgukhN66623pI4dO0oeHh5SYmKi9Ntvv8mvXX/99dKUKVOsyn/55ZdS9+7dJQ8PD6lXr17S+vXrrV43mUzSM888I4WFhUl6vV4aPny4lJuba1Xm3Llz0t/+9jfJ19dX8vf3l6ZNmyZdvHjRqkynTp0kAFc8zF555RUpOjpa8vT0lIKCgqShQ4dKP/74o9B7LysrkwBIZWVlQvWIWoKKigr5e1NRUdHky+/Tp4+8/JycnCZfPhGRiOrqaunAgQNSdXW12qE0uyFDhkjTpk274vlly5ZJPj4+ktFobLJ1NZSPPfDAA43WO3XqlDRp0iQpKChI8vT0lHr37i3t2rWrwfKN7T9b8zWnG0fb1XEcbWrNmnMcbUmS4OXlJQ+XmZOTI09aRUSkhpqaGuTn5yMqKkrxqBUtgSRJCAgIQFpa2hX34dx99904fPhwo/eriSopKYHRaJT/v2/fPtx444346aefMHTo0HrrXLhwAfHx8Rg2bBjuv/9+hISE4MiRI4iOjkZ0dHS9dRrbfy1yHG0iIqXOnj1rNSY9EZGzqqysbPA1nU5nldQ1Vlar1VoNG9hQ2aaeHOyvjhw5gosXLyIhIeGK13bv3o1hw4Y16fpCQkKs/v/yyy8jOjoa119/fYN1XnnlFURGRuKjjz6Sn4uKimrSuOrjVDdDEhEpVVBQoHYIREQ28fX1bfAxfvx4q7KhoaENlh01apRV2c6dO9dbrrllZmZCp9OhX79+Vs9XV1fjwIED9c4l8tJLLzW6HXx9fW36Xa+trcUnn3yCu+++u9FhFL/55hsMGDAA//d//4fQ0FDEx8fj/fffF3+zgtiiTUStQl5entohEBG5pKysLBiNxgZn5K0v0Z4xYwbuuOOORpdrOSBFQ77++muUlpZi6tSpjZbLy8vDO++8gzlz5uCpp57Crl278NBDD8HDwwNTpky56nqUYqJNRK0CE20iaikqKioafO2vozH9dZ4PS3+dUKUpR1568skn8corrzRa5uDBg+jRoweysrJw6623Yv78+Vavr169GkuWLEFsbOwVdYOCghAUFGR3nB9++CFGjRp11aTcZDJhwIABeOmllwAA8fHx2LdvH5YvX85Em4joao4ePap2CERENhHpM91cZa/m0UcfvWorcZcuXQBcbtF+7rnn5OGOzd5++2307du33qFcX3rpJTnpbciBAwfQsWPHBl8/ceIEfvjhB3z11VeNLgcA2rVrd0XC37NnT/z3v/+9al17MNEmIodxd3fHokWL5L+b0pEjR5p0eUREriwkJOSKmw7rk5eXh9LS0nq7h2RlZTU48V9TdB356KOPEBoaitGjR181zsGDByM3N9fqucOHD6NTp05XrWsPJtpE5DAeHh54/PHHm2XZTLSJiBwvMzMTWq32itbsuro67Nu3D/fff3+99eztOmIymfDRRx9hypQpcHOzTmeXLl2KtWvXWs0K/sgjj+Caa67BSy+9hDvuuAM7d+7Ee++9J09w2Fw46ggRtXg1NTU4ffo0gCv7LBIRUfPJyspCt27drhjd5MCBAzAYDPW2dDeFH374AQUFBbj77ruveO3s2bM4duyY1XMDBw7E2rVr8fnnn6N37954/vnnsXjxYkyaNKlZ4jPjhDVOhhPWUGtmNBqRlZUF4PJd6E01BfuxY8fQtWtXeHl5wcfHB2fPnuWENUSkOleZsKa14oQ1RNSi1NTUIDExEUDTzgx58uRJAECHDh1QWlqqaBlr165FWVnZVW/+ISIishUTbSJq8cyJdseOHRUl2mVlZbjtttsAAGPHjkWbNm2aMjwiInJR7MxIRC2eefawyMhIRfW3bdsm/11bW9skMRERETHRJqIWz7JFW4mtW7c2ZThEREQAmGgTUSuwf/9+AEB0dLSi+nv27GnKcIiIrHDciZapKfYbE20iatFMJpOcKCckJAjXv3TpEnbu3NnUYRERySMrsUtay1RVVQXAvgnWeDMkEbVoRUVFqKyshE6nQ0xMjHD9nTt3ory8vBkiIyJX5+bmBm9vb5SUlMDd3Z3j/LcQkiShqqoKxcXFCAwMtGsoWibaROQw7u7uWLBggfx3Uzh+/DgAoH379lfMDmYLy5nDiIiakkajQbt27ZCfn48TJ06oHQ4JCgwMRHh4uF3LYKJNRA7j4eGBZ599tkmXaU60o6KiFNXftWtXE0ZDRGTNw8MD3bp1Y/eRFsbd3b1JJlVjok1ETmnnzp1o27btVW9wNCfanTp1El6HJEn47bfflIRHRGQzrVbLmSFdFBNtInIYk8mEgwcPAgB69uzZYH/Fo0ePIikpCcDV7/o2J9qdO3cWjufo0aMoKSmBXq+HwWAQrk9ERNQY9sonIoeprq5G79690bt3b1RXVzdYbsuWLTYv055E+9dffwUADBgwQLguERHR1TDRJiKnY56AxhZHjx4FoKyPtjnRHjx4sHBdIiKiq2GiTURO59SpUzaVq66uRn5+PoDLXVFEMdEmIqLmxESbiJyOuTvI1Rw7dgySJCEwMBChoaFC6zh37pzcX/yaa64RDZGIiOiqmGgTkdM5duyYTeVyc3MBAN27d4dGoxFax/bt2wEAMTExCA4OFguQiIjIBky0icjp/PHHHzaV27t3LwCgd+/ewutgtxEiImpuTLSJyOlcunTJpnLmFm32zyYiImfEcbSJyGHc3d3x2GOPyX/Xp7S0VP77arNymRPtHj16CMVRXV0tzwh57bXXCtUlIiKyFRNtInIYDw8PvPrqq42WycvLk//29fVtsJwkSfKII126dBGKIzMzEwaDAeHh4ejWrZtQXSIiIlux6wgRORVbb4QsKipCeXk5tFqtVaJty02R5mnXk5KShG+iJCIishVbtInIYUwmEwoKCgAAHTt2rHcK9sOHD9u0LPPQfFFRUfD09BSKIyMjAwCQnJwsVI+IiEgEE20icpjq6mp5BseKigr4+PhcUcbWFm1zoi16I6QkSUy0iYjIIdh1hIicirnF+2qUJtoFBQU4c+YM3NzcMGDAAOH4iIiIbMVEm4iciq3Tr5tbvrt37y60fHNrdr9+/eDt7S0WHBERkQAm2kTkNCRJEk60zV1RbLVlyxYAnHadiIiaHxNtInIapaWlqKysvGq56upqHD16FAAQGxtr8/JNJhO++eYbAMBNN92kLEgiIiIbMdEmIqdhOYZ2Yw4fPgyTyYSgoCCEh4fbvPz9+/fjzJkz8PHxwbBhw5SGSUREZBMm2kTkNMyJdkhISKPlzK3Z3bt3FxoH2zztelJSEvR6vcIoiYiIbOOUifayZcvQuXNneHp6IikpCTt37my0/Jo1a9CjRw94enqiT58+2LBhg9XrkiRh/vz5aNeuHby8vJCSkoIjR45YlTl//jwmTZoEf39/BAYGYvr06aioqJBfr6mpwdSpU9GnTx+4ublh3Lhx9cayZcsW9O/fH3q9Hl27dsXKlSsVbQOi1sjNzQ0PPPAAHnjgAbi5XTm6qDnRvtpMj7aW+6uffvoJADBkyBChekREREo4XaL9xRdfYM6cOViwYAGysrLQr18/pKamori4uN7y27dvx9/+9jdMnz4de/bswbhx4zBu3Djs27dPLrNo0SIsWbIEy5cvx44dO+Dj44PU1FTU1NTIZSZNmoT9+/dj8+bNWLduHbZu3Yr77rtPft1oNMLLywsPPfQQUlJS6o0lPz8fo0ePxrBhw5CdnY3Zs2fjnnvuwaZNm5po6xC1bHq9HsuWLcOyZcvqbVE2J9BXu8HR1nKW6urq8P333wMAbrzxRpvrERERKSY5mcTERGnmzJny/41GoxQRESGlpaXVW/6OO+6QRo8ebfVcUlKS9I9//EOSJEkymUxSeHi49Oqrr8qvl5aWSnq9Xvr8888lSZKkAwcOSACkXbt2yWW+++47SaPRSH/88ccV65wyZYo0duzYK56fO3eu1KtXL6vnJkyYIKWmpl7lXf+prKxMAiCVlZXZXIeotUhJSZEASE899ZQEQAoICKi33LBhwyQA0sqVK694LTQ0VAIg5eTkWD2/fft2CYAUFBQkXbp06Yp6ACQAUmFhYZO8FyIiar1szdcUt2h//fXXdif5f1VbW4vMzEyrFmOtVouUlBR57Nu/ysjIuKKFOTU1VS6fn5+PwsJCqzIBAQFISkqSy2RkZCAwMNBq8oqUlJT/x96dx0VV/f8Df80MMCzKJsiiKJB7iiAo4pIlJC7fksxS0zArK9PKyFTKJctySctKcyvFMlP7lFZauOBSKm6g4p4LiiYDuLAMOzP394c/bo4w47AMdwZez8fjPmTOfd8z73FwfHM49xzI5XIcOnTI6PwflEtliouLkZubq3MQ1VeCICArKwtZWVkQBKHCeWOmhAiCgJSUFABAx44djX7unTt3AgAeffRRKBSKqqRNRERULdUutIcNG4Yvv/zSYExl/5EacvPmTWg0Gnh4eOi0e3h4QKVSVXqNSqUyGF/+54NimjZtqnPeysoKrq6uep+3Krnk5uaisLCw0mvmzJkDJycn8fDx8TH6+YgsTUFBAZo2bYqmTZuioKBA51xZWRmuXr0KwHChfePGDdy6dQsKhQIPP/yw0c9dfu8Gp40QEVFdqXah/csvv+D999/HxIkTK5zTaDSIi4ur8tbIDVFsbCxycnLE49q1a1KnRCSJ69evQ6PRwMbGBt7e3nrjTpw4AQBo27YtbG1tjeo7JydH/O3U//3f/1UaU5XVS4iIiIxR7UJ70KBB2Lt3L3766ScMGTIERUVFKCkpwdKlS9GqVSu8/fbbGDZsWJX6dHNzg0KhQEZGhk57RkaG3rVyPT09DcaX//mgmPtvtiwrK8Pt27ertEavvlwcHR1hZ2dX6TVKpRKOjo46B1FDdO8NjnK5/o+m48ePAwACAwON7vvvv/+GIAho3bo1mjdvXpM0iYiIjFajVUe6dOmCgwcP4sKFCwgNDYWfnx9mzpyJsWPH4urVq5g1a1aV+rOxsUFwcDASEhLENq1Wi4SEBISFhVV6TVhYmE48AOzYsUOM9/Pzg6enp05Mbm4uDh06JMaEhYUhOzsbSUlJYsyuXbug1WoRGhpqdP4PyoWI9DN2JZHyEe3OnTsb3Xf5+tm9e/euZnZERERVV3Eh2yrIy8vD2rVrkZGRAbVaDZlMhoMHD6JTp07V7jMmJgajR49GSEgIunXrhkWLFiE/Px9jxowBAERHR6NZs2aYM2cOAOCtt95Cnz59sHDhQgwaNAjr16/H0aNHsWLFCgB3fx08ceJEzJ49G61bt4afnx+mT58Ob29vcS3s9u3bo3///hg7diyWLVuG0tJSTJgwAcOHD9f5FfaZM2dQUlKC27dvIy8vr8LI2muvvYbFixdj8uTJePHFF7Fr1y5s3LgRW7durfbfB1FDYeza2OVLdwYEBBjdd/kSm7169apmdvrt3LkT3333Hb744gu4uLjUev9ERGTBqrusybRp0wQXFxfB399fWLFihaBWq4XRo0cLTZs2FQ4fPlzdbgVBEISvvvpKaNGihWBjYyN069ZNOHjwoHiuT58+wujRo3XiN27cKLRp00awsbERHn74YWHr1q0657VarTB9+nTBw8NDUCqVQnh4uHD+/HmdmFu3bgkjRowQGjVqJDg6OgpjxowR8vLydGJatmwpLgF273Gv3bt3C4GBgYKNjY3g7+8vrF69ukqvncv7UX2mVqvFfzdqtVrn3LBhwwQAwoIFC4R//vmn0uX9SktLBWtrawGAcOXKlUqf4/7l/c6fPy8AEKysrISsrCy9uclksiov73fnzh3x9axYscLo64iIyLIZW69Vu9Bu166dsGbNmgrr0U6bNk1wcHAQfv311+p23aCx0Kb6zFCh3bVrVwGA8Msvv+gttM+ePSsAEOzt7QWNRlPpc9xfaC9evFgAIISHhxvMrTqF9vTp08XXs3LlSqOvIyIiy2ZsvVbtqSNnzpyp9C79jz76CC1atMCzzz6LBQsWYMKECdV9CiKqZ6ysrDB69Gjx63ulpqYC0J06Ity3RGj5/OxOnToZvGHyXuXzs2t72/WbN2/i888/Fx9XtqU8ERE1bNX+n8HQUlhjx45Fs2bNMHz4cBbaRCRSKpWIi4ur0J6bm4ubN28CuHsz5P2r95Srzo2Q5cv61fZNyQsXLoRara7VPomIqH6pVqEdFhaGoKAgBAYGIjAwEAEBARXWsx04cCD27NlTGzkSUT1XPprt5uYGR0fHWiu0s7KyxJss7935taYyMjKwePHiWuuPiIjqp2oV2oMGDUJKSgoWLlyIS5cuQSaToXXr1mLhXX506dKltvMlIgsmCIK4I6S9vb34mzFTLe23fft2AHdXKKnNFUE++ugjqNVqhISEwM3NDfHx8bXWNxER1R/VWkd72rRp2LhxI86fP48DBw7A3d0dHTt2hEwmQ1xcHPr37w8vLy+Du7sRUcNTUFCARo0aoVGjRjpbsBuztN+tW7fw77//AjB+ab9NmzYB0L8bZHVcuHABy5cvBwDMnz/f6LniRETU8NT4f4hx48ZhyZIl2LhxI3744QecOXMGW7ZsgZeXl7j2NRGRIcYU2uWj2f7+/mjcuPED+ywtLRVHtMvXzK8N06ZNQ1lZGQYMGIDHHnus1volIqL6p8aF9tmzZytshTxw4EB8/fXXOHDgQE27J6IGoCqFtrHTRvbv34+8vDy4u7sjODi45kkCOHLkCDZu3AiZTIa5c+fWSp9ERFR/1bjQ7tq1K9asWVOhvVOnTjh8+HBNuyeiBqCypf3uV9VC+48//gAA9O/fv1amdwiCgMmTJwMAnn/++SrtTElERA1TjRd+/eyzz9C3b19cvXoVb7/9Njp27IiSkhIsXLgQbm5utZEjEdVjWq3WJIV2QkICACAyMrKGGd61ZcsW7NmzB0qlEh999FGt9ElERPVbjQvt4OBgHDp0CBMmTEBgYCCsra2h1WphZWWFb7/9tjZyJKJ67MaNGygpKYFCoUDz5s0rjSktLcWZM2cAGF9ol5SUAAAeffTRGudYXFyMt956CwDw1ltvoUWLFjXuk4iI6r9a2cqsXbt22LlzJ9LS0nD8+HHI5XIEBwfDy8urNrononqsfH52y5Yt9e6ueO7cOZSUlMDR0RG+vr5G9928eXM0a9asxjl+8803SE1NhaenJ6ZPn17j/oiIqGGo1T2DW7RowZEeItJLoVBg6NCh4tdA1W6EDAgIMLgr7f1qY9pIQUEBZs+eDeDuiiONGjWqcZ9ERNQwmGwB2AsXLqBPnz6m6p6ILJCtrS1++ukn/PTTT+JusqZYcaRcbSzrt2TJEqhUKrRs2RJjx46tcX9ERNRwmKzQLikpwb59+0zVPRHVE8YU2sePHwdgXKGdmZkpfh0WFlaj3HJzc8Vl/D744APY2NjUqD8iImpYuKUZEUnqQSuOCIJQrRFtGxsbNGnSpEa5ff7557h9+zbatm2LUaNG1agvIiJqeKpdaL/22mtYuXIljh49Kt7dT0RkSH5+PmQyGWQyGfLz8wH8N6Lt5+dX6TUqlQpZWVmQy+Xo2LGj0c81YMCAGuV669YtLFy4EADw4Ycf6r1Rk4iISJ9q/89x8uRJ/PDDD8jPz4e1tTU6dOiALl26IDg4GF26dKmVDSKIqH4rKCiASqUCoH9Eu3w0u3Xr1rC3tze67xdeeKFGuc2fPx95eXno3LmzeAMnERFRVVS70N6/fz8EQcD58+eRnJwsHps2bUJ2djYAVGl1ACJqeMqnjTg5OcHFxaXSmJSUFADGTxvZuXMnUlNTa3QjZHp6Or766isAwOzZszlwQERE1VKj34XKZDK0a9cO7dq1w3PPPSe2X758GUlJSTh27FiNEySi+uveGyH1/WBevlGNsdNGwsPDa5zXnDlzUFhYiLCwMAwaNKjG/RERUcNkkkmH/v7+8Pf3xzPPPGOK7omonqjKiiMPP/xwXaSEGzduYMWKFQDujmbzN3NERFRdtfb70EOHDtVWV0TUQDxoxZHc3Fxx6khNl+oz1ty5c1FcXIyePXviscceq5PnJCKi+qnWCm2OXhNRVT1oxRHg7vJ+Dz30ELy8vOokp40bNwIAZs2axdFsIiKqkSpNHXn22WcrbRcEAbdv366VhIio/lIoFBg4cKD4tTFTRwCgW7duJs/tXr169ULfvn3r9DmJiKj+qVKhvXPnTnz//fdo1KiRTrsgCPjrr79qNTEiqn9sbW2xdetWAHc/N4wttAMCAkyemyAI4tcTJ07kaDYREdVYlQrtRx99FI0bN8YjjzxS4Vxd/EdIRPVHRkYGCgsLIZPJ0LJlS4OxgYGBdZMUAFdX1xotDUhERFSuSoX2L7/8ovfcjh07apwMETUc5aPZPj4+sLGx0Rsnk8nqdOrI5MmToVAo6uz5iIio/qrRzZDlO7oRERkjPz8fDg4OcHBwENfHftC0kXbt2sHV1dXkuUVHRyM8PBxvvfWWyZ+LiIgahhqto92vXz9x6S0iImMUFBQAAK5evQrgwYV29+7dTZ4TAKxZs6ZOnoeIiBqOGo1o33vzEBFRVVy8eBHAgwvtkJCQukiHiIio1tWo0OZd+URUXceOHQNQ+Y2O9/4QX9dL+xEREdWWWtuwhoioKi5cuACg8kJbqVSKX3NFIyIislQ1mqNNRFRdWq0Wzs7O8Pb2rnCuZcuWWLVq1QNXJCEiIjJnNRrR5hJYRGRIZmYmpkyZIs7Hvl/Hjh31TkEbM2YMIiIiTJmeZARBwJYtW3gzORFRPVejQrt8jiURUWWefvppzJ8/H0899RQAQC6Xo0+fPvDx8QFwt9BuaIqLixEVFYUnnngCQ4YMkTodIiIyoWoX2iNGjMCpU6dqMxciqmf27dsHAOJnhZ2dHfbs2SPOy3744YelSk0SFy5cwKOPPorffvsNAHDp0iWJMyIiIlOqdqG9YcMG9O3bV2+xLQgC1Gp1tRMjovrDz89P5/Hp06cBNKxC++eff0ZwcDAOHjwotjVp0kTCjIiIyNRqNHUkKChIb7GdmZkJZ2fnmnRPRBasuLhY/LpDhw7i12q1GqmpqQAaRqGt1Wrx0UcfYejQocjLy0Pv3r0RHx8vdVpERFQHql1oy2QyxMXFoW/fvujbty9OnjxZIUar1dYoOSKyXOXL9wGAp6cngLtbsDdv3hyCIMDT0xNNmzaVKr06kZubiyFDhmDGjBkAgLfffhu7du1CixYtJM6MiIjqQrULbUEQoFAosG7dOoSHh1dabHNDG6KG695C+97PgpycHABAly5d6jynupSWlobevXvj119/hY2NDVauXInPPvsMVlZcVZWIqKGo8YY1crkcP/zwAyIiItC3b99aWa5qyZIl8PX1ha2tLUJDQ3H48GGD8T/99BPatWsHW1tbdOrUCX/88YfOeUEQMGPGDHh5ecHOzg4RERE6RQAA3L59GyNHjoSjoyOcnZ3x0ksvVZhjnpKSgt69e8PW1hY+Pj6YP3++zvm4uDjIZDKdw9bWtgZ/E0SW68qVKwbPBwUF1U0iEjhx4gS6d++OlJQUeHh44O+//8bLL78sdVpERFTHajR1ROzk/xfbjz/+OMLDw2tUbG/YsAExMTGYOXMmkpOT0blzZ0RGRiIzM7PS+AMHDmDEiBF46aWXcOzYMURFRSEqKkpn3vj8+fPx5ZdfYtmyZTh06BAcHBwQGRmJoqIiMWbkyJE4ffo0duzYgS1btuCvv/7CK6+8Ip7Pzc1Fv3790LJlSyQlJeHTTz/FBx98gBUrVujk4+joiPT0dPG4evVqtf8uiCzZv//+a/B8ZTtC1gcJCQl45JFHkJ6ejvbt2+PQoUPcRp6IqKESqkkmkwkZGRk6bRqNRhgxYoTg5uYmxMfHC3K5vMr9duvWTRg/frxOn97e3sKcOXMqjX/22WeFQYMG6bSFhoYKr776qiAIgqDVagVPT0/h008/Fc9nZ2cLSqVS+PHHHwVBEIQzZ84IAIQjR46IMX/++acgk8mEf//9VxAEQfj6668FFxcXobi4WIyZMmWK0LZtW/Hx6tWrBScnpyq/5nvl5OQIAIScnJwa9UMkteeee04AIAAQXn75ZUEQBCE9PV1su3jxosQZ1o6BAwcKAITVq1cLcXFxgpWVlQBA6Nmzp5CZmVnpNeWfOU2aNKnjbImIqDYYW69Ve0R769atcHJy0mmTy+VYu3Yt+vXrh6effrrKfZaUlCApKUlnNzi5XI6IiAgkJiZWek1iYmKF3eMiIyPF+NTUVKhUKp0YJycnhIaGijGJiYlwdnZGSEiIGBMREQG5XI5Dhw6JMY888ojOdtCRkZE4f/487ty5I7ap1Wq0bNkSPj4+GDx4sLiMmT7FxcXIzc3VOYjqg8qmjty7Q2T5DZL1xaxZs/DCCy+grKwMw4cPx86dO+Hu7i51WkREJKFqF9oDBgyAUqms2KFcju+//x6DBw+ucp83b96ERqOBh4eHTruHhwdUKlWl16hUKoPx5X8+KOb+1Q+srKzg6uqqE1NZH/c+R9u2bbFq1Sr8+uuvWLt2LbRaLXr06IHr16/rfc1z5syBk5OTeJTvmEdk6S5fvlyhTd9W7JaspKQEwH8/WEydOhU//PAD788gIqKa3wxZaaf/f2Rb3yh0fRUWFobo6GgEBgaiT58++OWXX+Du7o7ly5frvSY2NhY5OTnice3atTrMmMg08vPzK/3hODk5GQDg7u4OudwkHz91Li0tTfx6+fLlmDNnTr15bUREVDMm+99AJpNV+QYgNzc3KBQKZGRk6LRnZGTo/TWzp6enwfjyPx8Uc//NlmVlZbh9+7ZOTGV93Psc97O2tkZQUJDBUTylUglHR0edg8jSVTaaDfy3FfucOXNgZ2dXlymZzJQpU9C2bVv8+eefOjdQExERmdWwi42NDYKDg5GQkCC2abVaJCQkICwsrNJrwsLCdOIBYMeOHWK8n58fPD09dWJyc3Nx6NAhMSYsLAzZ2dlISkoSY3bt2gWtVovQ0FAx5q+//kJpaanO87Rt2xYuLi6V5qbRaHDy5El4eXlV5a+ByOJVVmhrNBrxnofu3bvXdUom8+KLL+LcuXPo37+/1KkQEZGZMatCGwBiYmKwcuVKrFmzBmfPnsW4ceOQn5+PMWPGAACio6MRGxsrxr/11luIj4/HwoULce7cOXzwwQc4evQoJkyYAODuyPrEiRMxe/Zs/Pbbbzh58iSio6Ph7e2NqKgoAED79u3Rv39/jB07FocPH8b+/fsxYcIEDB8+HN7e3gCA5557DjY2NnjppZdw+vRpbNiwAV988QViYmLEXD788ENs374dly9fRnJyMkaNGoWrV69y/VxqcC5duqTzWBAEXLx4EQUFBbCzs0O7du0kysy8CIIgdQpERGRCZrdF2bBhw5CVlYUZM2ZApVIhMDAQ8fHx4o2HaWlpOvMfe/TogXXr1mHatGl477330Lp1a2zevBkdO3YUYyZPnoz8/Hy88soryM7ORq9evRAfH69zs9IPP/yACRMmIDw8HHK5HE8//TS+/PJL8byTkxO2b9+O8ePHIzg4GG5ubpgxY4bOr4rv3LmDsWPHQqVSwcXFBcHBwThw4AA6dOhgyr8yIrNz/vz5Cm3lvzHSaDR46KGHcObMGdjb29d1akRERHVGJnBIxazk5ubCyckJOTk5nK9NFqtz585ISUlBly5dkJycjJdeeglKpRJff/21GKNWq+Hg4CBhltI5e/YsOnToAFdXV9y6dUvqdIiIqIqMrdfMbuoIEVm2rKwscXfY3r17i+379++XKiUiIiJJsNAmolp1+PBhAHfvfShfnz43NxcnT56UMi0iIqI6x0KbiGrV8ePHAQBdunQR2w4ePAitVouWLVtKlBUREVHdY6FNRLXqxIkTAO7O0y5XvhGTvmU6iYiI6iMW2kRUq86cOQMAOiv/lKtP62cTERE9CAttIqo1arUa586dA1B5oR0WFoYOHTqgQ4cOkMlkdZ0eERFRnTK7dbSJyHIdOnQIGo0GLVq0gI+Pj845R0dHhISE4PTp0xJlZ/k0Gg1Onz6N5s2bw9XVVep0iIjoATiiTUS1pnxTmsqmiPTu3Vtnsykyzs2bN7F27VqMGDECTk5O6Ny5MyIiIqROi4iIjMARbSKqNeXrZwcEBFQ4x+LQeJcuXcLGjRvx+++/4+DBgxW2aj979qxEmRERUVWw0CaiWpOYmAgA6Nq1KwCgrKxMPPfYY4+hoKBAPHfkyBFuwX6Py5cvY9OmTVi/fj2OHj2qc65z584YNGgQ2rZti9GjR8Pa2lqiLImIqCpYaBNRrUhPT8fly5chl8vFqSPlS/0BQKdOnVBYWCiuSnL/KG1DdPv2bXzxxRdYu3atTnGtUCjQt29fDBkyBIMGDRLnu1+6dEmqVImIqBpYaBNRrSjfYr1Tp05wdHQEcHcVknKcn125iRMnArhbXPfu3RvPPPMMhg4dKu6qSURElouFNhHVivJCu2fPnmLbp59+ijt37mDWrFlSpWWW3N3dYWVlhbKyMoSFheG5557DsGHD4O7uLnVqRERUi1hoE1GtqKzQDggIwOHDh6VKyWy5ubkhJSUFDg4OaNGihdTpEBGRibDQJqIaKygowLFjxwDoFtqkX/v27aVOgYiITIyTJomoxg4fPoyysjI0a9aMI7RERET/H0e0iajG9u3bB+DuaLahrdVlMhlatmwpfk1ERFSfsdAmohorL7R79OhhMM7e3h5Xrlypg4yIiIikx6kjRFQjhYWF+OuvvwAAffv2lTgbIiIi88FCm4hqZNeuXSgsLISPjw86duwodTpERERmg4U2EdXIb7/9BgB48sknHzjvurCwEF27dkXXrl1RWFhYF+kRERFJhnO0iajaNBoNfv/9dwB3C+0H0Wq14lbjWq3WpLmRLq1Wi7y8PDg5OUmdChFRg8FCm4iqbe/evUhPT4ezszP69OkjdToNliAIUKlUuHz5MlJTU3Ht2jVcu3YN169fx7///guVSoXMzEyUlZVhzJgxWLVqldQpExE1CCy0iaja1q1bBwB45plnoFQqJc6m4cjLy8Mbb7yB1NRUsbguKioy6tryHTyJiMj0WGgTUbUUFhZi/fr1AIBRo0ZJnE3DYGNjI369ePFinXNyuRw+Pj7w8/NDy5Yt4ePjg+bNm8Pb2xve3t64cuUKhg4dWtcpExE1aCy0iaha4uPjkZ+fDx8fH/Tu3VvqdBoEHx8fvP/++/jnn3/g7+8Pf39/+Pn5wd/fHy1atIC1tbXea3nzKRFR3WOhTURG2bdvH0pKSsS1sstHVJ977jnu8liHZs+eLXUKRERkJBbaRPRA6enp4qh1YWEhLly4gF27dkGhUOD111+vUl9ubm6mSJGMJAiC1CkQETUYLLSJ6IGWL18ufl1cXIxFixYBAJ566im0aNHC6H4cHByQlZVV2+kRERGZJW5YQ0QG5eXl4bPPPhMf37hxA99//z0AICYmRqq0iIiIzB4LbSIyaMmSJcjLyxMfT58+HaWlpejVqxfCwsIkzIyIiMi8ceoIEemVl5eHBQsW6LT9/PPPAIBPP/20yv0VFhZiwIABAIA///wTdnZ2NU+SquTChQuYPXs21Go18vPzxT8LCgpQWFiIoqIiFBYW6hwDBgxAXFyc1KkTEVkcFtpEpNeSJUtw69Yt+Pr64sqVK2L7sGHD0L179yr3p9VqsXfvXvFrqjv3big0ffr0Kl27Zs0arFy50uDygUREVJFM4C3oZiU3NxdOTk7IycmBo6Oj1OlQA5aeno42bdpArVbjm2++wcsvvyyeS01Nha+vb5X7zM/PR6NGjQAAarUaDg4OtZUuPYBWq0VsbCyuXbsGBwcHNGrUSDwcHBxgZ2dX4SgrK0NERAQAoKSkhIU2EdH/Z2y9xhFtIqpAq9Xi1VdfhVqtRmhoKEaNGiUW2h9//HG1imySllwux7x586p0TXZ2tvg1x2SIiKqOhTYRVbBw4UL8/vvvUCqVWLZsGZRKJT777DNkZ2dj6tSpUqdHEigtLYVWq0VZWRnKysqg0WgqfH1/m7W1NTp06MANjYiowWKhTUQ6fvrpJ0yZMgUAsGjRIgQGBgIA3n77bQmzIqmVT/mpqtjYWHzyySe1nA0RkWXg8n5EBODu1IAVK1Zg5MiREAQBr7/+Ol599VWp0yIJOTo6IiAgwGCMlZUVlEolHBwc4OTkBFdXV7i7u4tzFs+ePVsXqRIRmSWzHNFesmQJPv30U6hUKnTu3BlfffUVunXrpjf+p59+wvTp03HlyhW0bt0a8+bNw8CBA8XzgiBg5syZWLlyJbKzs9GzZ08sXboUrVu3FmNu376NN954A7///jvkcjmefvppfPHFFzqjOCkpKRg/fjyOHDkCd3d3vPHGG5g8eXKVciEyRzk5OXj11VexYcMGAMDw4cPxxRdfmORX/vb29rXeJ5mGXC5HcnIybt26BSsrK51DoVBALpfr/R5ZsWIFXn31VWzevBmxsbHQarUQBAGCIFT69b1t1tbWeO2119C+ffs6fsVERLXL7ArtDRs2ICYmBsuWLUNoaCgWLVqEyMhInD9/Hk2bNq0Qf+DAAYwYMQJz5szB//3f/2HdunWIiopCcnIyOnbsCACYP38+vvzyS6xZswZ+fn6YPn06IiMjcebMGdja2gIARo4cifT0dOzYsQOlpaUYM2YMXnnlFaxbtw7A3btL+/Xrh4iICCxbtgwnT57Eiy++CGdnZ7zyyitG50JkDjIzM+Hu7o68vDxs2LABH3/8Ma5evQorKyt8/PHHmDRpEuTy2v+Fl4ODA/Lz82u9XzIdhUJR6Wfvg9w7SDF37twqX79p0ybxB7/yGzHvvSHz/rbyPz09PdGmTZsqPx8RkSmY3fJ+oaGh6Nq1KxYvXgzg7uoHPj4+eOONNyq9CWvYsGHIz8/Hli1bxLbu3bsjMDAQy5YtgyAI8Pb2xjvvvINJkyYBuDt65+Hhgbi4OAwfPhxnz55Fhw4dcOTIEYSEhAAA4uPjMXDgQFy/fh3e3t5YunQp3n//fahUKtjY2AAApk6dis2bN+PcuXNG5WIMLu9HtUWr1SI3Nxf//vsvLl++jMuXL+PcuXPYuXMnLl68CODur/3LysoAAL6+vli/fj1CQ0OlTJvqifz8fCxatAhZWVmQyWTi6Pf9X9//+Ndff0VKSkqNnvuxxx6r9Leghv67c3V1Rf/+/av8XI0aNYK/vz9v+CRqYCxyeb+SkhIkJSUhNjZWbJPL5YiIiEBiYmKl1yQmJiImJkanLTIyEps3bwZwd71flUolrgULAE5OTggNDUViYiKGDx+OxMREODs7i0U2AEREREAul+PQoUN46qmnkJiYiEceeUQsssufZ968ebhz5w5cXFwemEtliouLUVxcLD7Ozc3V/xdkAoGBgdBoNOLj+/8jqupjc+nDXPOqjT6M6bOsrAxqtfqBS7KVlZWhbdu2eOWVV/Dqq69yXWuqNQ4ODnj//ferfN0777yDJ598EtevXxfbyovYe4vZ+9tkMhnOnz8PANi9ezd2795d5eeurRV17v0hovyorXZbW1uTrWduqh8WTPlDiKXlbGn9mrJvU/TbvXt3rFq1qtb7rQmzKrRv3rwJjUYDDw8PnXYPDw9x1Ph+KpWq0niVSiWeL28zFHP/r0atrKzg6uqqE+Pn51ehj/JzLi4uD8ylMnPmzMGsWbP0nje1U6dO6RTaVP84OjrioYcegr+/P/z9/REQEICTJ0/C19cX/fr1w0MPPVRnuRQVFeHpp58GcHcr9/KpW0TlnJycxN1Dqyo1NRUrVqxASUmJ3pjK/nP/8ccfq7VOeGZmZqWfn+VzzYmobnl5eUmdQgVmVWg3RLGxsTqj4Lm5ufDx8amz59+2bVuFtvv/IzL3x+aQg7m9BrlcDkdHRzg5OZlVMavRaPDHH3+IXxPVJj8/P8yZM6fK1y1YsKDaz5mbm4uioiIA/xXY9xbatdmm1WpRUFBgkiLeVD8YmPIHDkvL2dL6NWXfpurX2dnZJP3WhFkV2m5ublAoFMjIyNBpz8jIgKenZ6XXeHp6Gowv/zMjI0PnJ52MjAxxfWBPT09kZmbq9FFWVobbt2/r9FPZ89z7HA/KpTJKpRJKpVLveVMLDw+X7LmJiCydo6Mj76chIr3Mah1tGxsbBAcHIyEhQWzTarVISEhAWFhYpdeEhYXpxAPAjh07xHg/Pz94enrqxOTm5uLQoUNiTFhYGLKzs5GUlCTG7Nq1C1qtVrwxLCwsDH/99RdKS0t1nqdt27ZwcXExKhciIiIiakAEM7N+/XpBqVQKcXFxwpkzZ4RXXnlFcHZ2FlQqlSAIgvD8888LU6dOFeP3798vWFlZCQsWLBDOnj0rzJw5U7C2thZOnjwpxsydO1dwdnYWfv31VyElJUUYPHiw4OfnJxQWFoox/fv3F4KCgoRDhw4J+/btE1q3bi2MGDFCPJ+dnS14eHgIzz//vHDq1Clh/fr1gr29vbB8+fIq5fIgOTk5AgAhJyenWn9/ROZMrVYLAAQAglqtljodIiKiajG2XjO7QlsQBOGrr74SWrRoIdjY2AjdunUTDh48KJ7r06ePMHr0aJ34jRs3Cm3atBFsbGyEhx9+WNi6davOea1WK0yfPl3w8PAQlEqlEB4eLpw/f14n5tatW8KIESOERo0aCY6OjsKYMWOEvLw8nZgTJ04IvXr1EpRKpdCsWTNh7ty5FXJ/UC4PwkKb6jMW2kREVB8YW6+Z3TraDR3X0ab6LD8/X9zIRK1WczlBIiKySBa5jjb9dyduXa+nTVQX7t0VMjc3lyuPEBGRRSqv0x40Xs1C28zk5eUBQJ0u8UckBW9vb6lTICIiqpG8vDw4OTnpPc+pI2ZGq9Xixo0baNy4cZ1s6Vu+bve1a9c4VcXM8L0xX3xvzBffG/PF98a88f2pGkEQkJeXB29vb8jl+hfx44i2mZHL5WjevHmdPy/XgjVffG/MF98b88X3xnzxvTFvfH+MZ2gku5xZraNNRERERFRfsNAmIiIiIjIBFtoNnFKpxMyZMyXdBp4qx/fGfPG9MV98b8wX3xvzxvfHNHgzJBERERGRCXBEm4iIiIjIBFhoExERERGZAAttIiIiIiITYKFNRERERGQCLLSJiIiIiEyAhTYRERERkQmw0CYiIiIiMgEW2kREREREJsBCm4iIiIjIBFhoExERERGZAAttIiIiIiITYKFNRERERGQCLLSJiIiIiEyAhTYRERERkQmw0CYiIiIiMgEW2kREREREJsBCm4iIiIjIBFhoExERERGZAAttIiIiIiITYKFNRERERGQCLLSJiIiIiEyAhTYRERERkQmw0CYiIiIiMgEW2kREREREJsBCm4iIiIjIBKykToB0abVa3LhxA40bN4ZMJpM6HSIiIiK6jyAIyMvLg7e3N+Ry/ePWLLTNzI0bN+Dj4yN1GkRERET0ANeuXUPz5s31nmehbWYaN24M4O4b5+joKHE2RERERHS/3Nxc+Pj4iHWbPiy0zUz5dBFHR0cW2kRERERm7EHTfBvszZB//fUXnnjiCXh7e0Mmk2Hz5s0PvGbPnj3o0qULlEolWrVqhbi4uAoxS5Ysga+vL2xtbREaGorDhw/XfvJEREREZPYabKGdn5+Pzp07Y8mSJUbFp6amYtCgQXjsscdw/PhxTJw4ES+//DK2bdsmxmzYsAExMTGYOXMmkpOT0blzZ0RGRiIzM9NUL4OIiIiIzJRMEARB6iSkJpPJsGnTJkRFRemNmTJlCrZu3YpTp06JbcOHD0d2djbi4+MBAKGhoejatSsWL14M4O4KIj4+PnjjjTcwdepUo3LJzc2Fk5MTbty4UenUEYVCAVtbW/Fxfn6+3r7kcjns7OyqFVtQUAB93xoymQz29vbVii0sLIRWq9Wbh4ODQ7Vii4qKoNFoaiXW3t5e/FVQcXExysrKaiXWzs5OvDO5pKQEpaWltRJra2sLhUJR5djS0lKUlJTojVUqlbCysqpybFlZGYqLi/XG2tjYwNrausqxGo0GRUVFemOtra1hY2NT5VitVovCwsJaibWysoJSqQRw9470goKCWomtyr97fkZUHsvPCH5G8DOi6rH8jNAfe+fOHXh7eyMnJ8fwVF+BBADCpk2bDMb07t1beOutt3TaVq1aJTg6OgqCIAjFxcWCQqGo0E90dLTw5JNP6u23qKhIyMnJEY9r164JAPQeAwcO1Lne3t5eb2yfPn10Yt3c3PTGhoSE6MS2bNlSb2yHDh10Yjt06KA3tmXLljqxISEhemPd3Nx0Yvv06aM31t7eXid24MCBBv/e7jV06FCDsWq1WowdPXq0wdjMzEwx9vXXXzcYm5qaKsZOmjTJYOypU6fE2JkzZxqMPXz4sBg7f/58g7G7d+8WYxcvXmwwdsuWLWLs6tWrDcZu3LhRjN24caPB2NWrV4uxW7ZsMRi7ePFiMXb37t0GY+fPny/GHj582GDszJkzxdhTp04ZjJ00aZIYm5qaajD29ddfF2MzMzMNxo4ePVqMVavVBmOHDh2q8z1sKLY+f0a4uLgIp06dEo4ePSr8/fffQkBAgN5YGxsb4csvvxQ+++wzYf78+UKbNm0M/r29+uqrwtixY4WXX35Z8PX1NRgbFRUlDBkyRIiKihJ8fHwMxvbs2VN49NFHhUcffVTw9vY2GBsSEiL06tVL6NWr1wNjAwIChO7duwvdu3cXmjVrZjC2ffv2QkhIiBASEvLA2IceekgIDAwUOnfu/MBYX19fISAgQAgICBCaN29uMLZFixZibIsWLQzGNm/eXIx90Hvh7e0txvr7+xuM9fT0FGNbtWplMLZp06Zi7IO+d9zc3MTYdu3aGYxt0qSJGNu+fXuDsc7OzkKnTp2ETp06CQ8//LDBWEdHRzG2U6dOBmMbN26sEyuTyfTGOjg46MQqFAq9sXZ2djqx1tbWemOVSqVOrFKp1BtrbW2tE2tnZ6c31tbWVufzpC7qiJycHMEQ3gxpJJVKBQ8PD502Dw8P5ObmorCwEHfu3IFGo6k05ty5c3r7nTNnDmbNmmWSnImIpFJaWopbt27h5s2bBkfBMjMzERERgby8POTm5uLSpUt6Y+/cuYOOHTsa9fwlJSV48803jc53+fLlRscac09Puf379xsde/ToUaNjU1JSjI49e/as0bGG/v7vd+XKFaNj09LSkJaWZlTs9evXcf36daNib9y4gRs3bhgVq1KpoFKpjIrNzMw0etrnzZs3cfPmTaNib926hVu3bhkVm52djezsbKNic3NzcfLkSaNi8/LyjI7Nz883OrawsNDo2OLiYqNjS0tLjY41NCItFU4dgXFTR9q0aYMxY8YgNjZWbPvjjz8waNAgFBQU4M6dO2jWrBkOHDiAsLAwMWby5MnYu3cvDh06VGm/xcXFOr8WK18uhlNH+Gth/lqYvxYuZ06/FhYEASqVCufPn8f169fFQufe49atW8jNzdXbV3WUvy47OzvY2dnB1tYWNjY2UCqV4veJtbU1FAoFrKysYG1tDVtbW1hbW4vfm1ZWVpUe5X3LZDLI5XJoNBrIZDLxkMvlkMvl4tfl/45kMpn4WXLv+Xv/vP/f3L2faeWfHeV/2tjYVBp776oG1Ym99++gKrEajUb8PKlsZYV7cygrKzP42XNvrEajMfh5cn8OtRVb/n1R1VitVmvwc6oqsQqFQvw8EQTB4OdUdWMBGPycqkqsXC4XP6eqGltUVGSwNrj3c6oqscXFxXprAxcXF/Tq1UsnX6mnjnBE20ienp7IyMjQacvIyICjoyPs7OygUCigUCgqjfH09NTbr1Kp1PnGLOfg4KDzpupjTEx1Yu8tjmsz9t7/1Gsz9t5/hLUZq+/9qWmsjY2NzgedFLHlhUltx5YXL7Udq1AojP4erkqsXC43SaxMJjNJLGC6f/f3xqrVapw8eRJnzpzBhQsXcPHiRfEwVJDfSyaToUmTJnBzcxP/dHV1haOjIxo3biz+ee/Xjo6OaNSokU5BbWtra/T3CRFROVPWEcZ+tvKTy0hhYWH4448/dNp27Nghjl7b2NggODgYCQkJ4si4VqtFQkICJkyYUNfpEhEZ7datWzh48CCSkpJw4sQJnDhxwuAUArlcjubNm6N58+Zo1qyZzp/e3t5o2rQp3Nzc4OzsLI5iEhE1RA220Far1bh48aL4ODU1FcePH4erqytatGiB2NhY/Pvvv/juu+8AAK+99hoWL16MyZMn48UXX8SuXbuwceNGbN26VewjJiYGo0ePRkhICLp164ZFixYhPz8fY8aMqfPXR0SkT2pqKnbt2oUDBw7gwIEDeu8j8fLyQseOHdGmTRu0bt0arVq1QuvWreHr62v0b06IiBqyBltoHz16FI899pj4OCYmBgAwevRoxMXFIT09XefGDT8/P2zduhVvv/02vvjiCzRv3hzffPMNIiMjxZhhw4YhKysLM2bMgEqlQmBgIOLj4yvcIElEVJfUajV2796Nbdu2Ydu2bTqDDOXatWuHbt26ITAwEAEBAQgICIC7u7sE2RIR1R+8GdLMlK+j/cB1GYmIDMjNzcWWLVvw008/IT4+XudGKisrK3Tv3h29e/dGjx49EBYWhiZNmkiYLRGRZTG2XmuwI9pERPWNRqPBtm3b8O2332Lr1q06qx/4+fmhf//+iIyMxGOPPcYf5ImI6gALbSIiC3ft2jV88803WLVqlc76w23atMEzzzyDZ555BgEBAZUu0UZERKbDQpuIyEKdOHECCxYswPr168U13F1dXREdHY0XXniBxTURkcRYaBMRWZjExER88MEH2L59u9jWp08fvPbaa4iKiqrSerBERGQ6LLSJiCxESkoKpk2bht9//x3A3fWsn3nmGUyaNAkhISESZ0dERPdjoU1EZOYyMjIwZcoUfPfddxAEAXK5HGPGjMH7778PPz8/qdMjIiI9WGgTEZmpsrIyLFu2DNOmTUNOTg4A4Nlnn8WHH36Itm3bSpwdERE9CAttIiIzlJKSghdeeAHHjh0DAAQHB2PJkiUIDQ2VODMiIjKWXOoEiIjoPxqNBvPmzUNISAiOHTsGFxcXLF26FIcOHWKRTURkYTiiTURkJq5evYrnnnsOBw4cAAA8+eSTWLFiBTw8PCTOjIiIqoMj2kREZuDPP/9Ely5dcODAATg6OmL16tXYvHkzi2wiIgvGQpuISEIajQYzZ87EoEGDcPv2bXTt2hUnTpzACy+8wM1miIgsHKeOEBFJpKCgACNHjsTmzZsBAOPGjcPnn38OpVIpbWJERFQrWGgTEUkgIyMDTzzxBI4cOQKlUomVK1fi+eeflzotIiKqRSy0iYjq2Llz5zBgwABcuXIFTZo0wa+//oqePXtKnRYREdUyFtpERHUoJSUFERERyMrKQqtWrfDHH3+gdevWUqdFREQmwJshiYjqyNGjR/HYY48hKysLQUFBOHDgAItsIqJ6jIU2EVEdOHToEMLDw3H79m2EhoZi165dcHd3lzotIiIyIRbaREQmlpKSgv79+yM3NxePPPIIduzYAWdnZ6nTIiIiE+McbSIiE7p48SL69euH7Oxs9OjRA3/88QccHBykTouIiOoAR7SJiEzk33//RUREBDIyMhAQEIAtW7awyCYiakBYaBMRmYBarcagQYNw9epVtGrVCtu3b4eLi4vUaRERUR1ioU1EVMs0Gg2ee+45nDhxAk2bNsWOHTvg4eEhdVpERFTHWGgTEdWyKVOm4Pfff4dSqcSvv/4KX19fqVMiIiIJsNAmIqpFq1atwsKFCwEAa9asQffu3SXOiIiIpMJCm4ioliQnJ+P1118HAHzwwQcYNmyYxBkREZGUGnShvWTJEvj6+sLW1hahoaE4fPiw3thHH30UMpmswjFo0CAx5oUXXqhwvn///nXxUohIYnfu3MHQoUNRXFyMJ554AtOnT5c6JSIikliDXUd7w4YNiImJwbJlyxAaGopFixYhMjIS58+fR9OmTSvE//LLLygpKREf37p1C507d8YzzzyjE9e/f3+sXr1afKxUKk33IojILGi1WowePRqpqanw8/PDmjVrIJc36HEMIiJCAx7R/uyzzzB27FiMGTMGHTp0wLJly2Bvb49Vq1ZVGu/q6gpPT0/x2LFjB+zt7SsU2kqlUieOy3kR1X8LFiwQb3783//+x3/3REQEoIEW2iUlJUhKSkJERITYJpfLERERgcTERKP6+PbbbzF8+PAKm0/s2bMHTZs2Rdu2bTFu3DjcunWrVnMnIvOSnJyMadOmAQC+/PJLdOnSReKMiIjIXDTIqSM3b96ERqOpsK6th4cHzp0798DrDx8+jFOnTuHbb7/Vae/fvz+GDBkCPz8/XLp0Ce+99x4GDBiAxMREKBSKSvsqLi5GcXGx+Dg3N7car4iIpFBYWIhRo0ahtLQUQ4YMwdixY6VOiYiIzEiDLLRr6ttvv0WnTp3QrVs3nfbhw4eLX3fq1AkBAQF46KGHsGfPHoSHh1fa15w5czBr1iyT5ktEpjFlyhScPXsWnp6eWL58OWQymdQpERGRGWmQU0fc3NygUCiQkZGh056RkQFPT0+D1+bn52P9+vV46aWXHvg8/v7+cHNzw8WLF/XGxMbGIicnRzyuXbtm3IsgIklt374dX331FQBg9erVcHNzkzgjIiIyNw2y0LaxsUFwcDASEhLENq1Wi4SEBISFhRm89qeffkJxcTFGjRr1wOe5fv06bt26BS8vL70xSqUSjo6OOgcRmbecnByMGTMGADB+/Hgu40lERJVqkIU2AMTExGDlypVYs2YNzp49i3HjxiE/P1/8zzM6OhqxsbEVrvv2228RFRWFJk2a6LSr1Wq8++67OHjwIK5cuYKEhAQMHjwYrVq1QmRkZJ28JiKqG1OmTMGNGzfQunVrzJ8/X+p0iIjITDXYOdrDhg1DVlYWZsyYAZVKhcDAQMTHx4s3SKalpVVYB/f8+fPYt28ftm/fXqE/hUKBlJQUrFmzBtnZ2fD29ka/fv3w0UcfcS1tonpk7969WL58OQBg5cqVsLe3lzgjIiIyVzJBEASpk3iQESNG4P3330fHjh2lTsXkcnNz4eTkhJycHE4jITIzhYWF6Ny5My5cuIBXXnlFLLiJiKhhMbZes4ipIxs2bEB4eDhOnTpV6XlBEKBWq+s4KyJqaD788ENcuHABXl5enDJCREQPZBGFNgAEBgaib9++lRbbmZmZcHZ2rvukiKjBOHPmDBYsWAAA+Prrr+Hk5CRxRkREZO4sotCWyWSIi4tD37590bdvX5w8ebJCjFarlSAzImoIBEHAm2++ibKyMjz55JOIioqSOiUiIrIAFlFoC4IAhUKBdevWITw8vNJimxtFEJGpbNq0CQkJCVAqlfj888+lToeIiCyERRTa5eRyOX744QdERESgb9++SElJkTolIqrnCgoKEBMTAwB499134e/vL3FGRERkKSyi0L53tLq82H788ccRHh7OYpuITGr+/Pm4evUqfHx8Kl1bn4iISB+LKLTvX4FQLpdj7dq1YrF9/PhxaRIjonrt6tWrmDdvHgBg4cKFXDObiIiqxCIK7a1bt1a4w7+82O7Xrx+efvppiTIjovps2rRpKCoqwqOPPoqhQ4dKnQ4REVkYi9iwxhCtVovnn38e69evh0ajkTqdGuOGNUTm4fjx4+jSpQsEQcDRo0cRHBwsdUpERGQm6tWGNTNmzEBSUlKl58pHthMTE+s4KyKqz6ZMmQJBEDBixAgW2UREVC0WUWhfv34dAwYMQPPmzTFu3Dj8+eefKCkpEc/LZDJ069ZNwgyJqD7ZsWMHtm/fDmtra3z88cdSp0NERBbKIgrtVatWQaVS4ccff0Tjxo0xceJEuLm54emnn8Z3332H27dvS50iEdUTWq0WkydPBgCMHz8efn5+EmdERESWymLnaJ89exa///47fv31VyQlJaFbt2548sknMWLECDRr1kzq9KqNc7SJpLV27Vo8//zzcHR0xKVLl+Dm5iZ1SkREZGbq1RztyrRv3x6TJ0/G/v37kZaWhtGjR+Pvv//Gjz/+KHVqRGShSktLMWPGDADA1KlTWWQTEVGNWNyIdmlpKVQqFQoKCuDu7g5XV1epU6pVHNEmks4333yDsWPHwsPDA5cvX+a62UREVKl6NaKdl5eHpUuXok+fPnB0dISvry/at28Pd3d3tGzZEmPHjsWRI0ekTpOILFhJSQk++ugjAHdHs1lkExFRTZl9of3ZZ5/B19cXq1evRkREBDZv3ozjx4/jn3/+QWJiImbOnImysjL069cP/fv3x4ULF6ROmYgs0OrVq5GWlgYvLy+8+uqrUqdDRET1gJXUCTzIkSNH8Ndff+Hhhx+u9Hy3bt3w4osvYtmyZVi9ejX+/vtvtG7duo6zJCJLVlxcjNmzZwMAYmNjYWdnJ3FGRERUH1jcHO36jnO0iere119/jfHjx6NZs2a4ePEibG1tpU6JiIjMWL2ao01EZCpFRUXipjTvvfcei2wiIqo19aLQvnDhAvr06SN1GkRkgVasWIEbN27Ax8cHL730ktTpEBFRPVIvCu2SkhLs27dP6jSIyMIUFRVh7ty5AID3338fSqVS4oyIiKg+qReFNhFRdXz//fdIT09H8+bNMWbMGKnTISKiesbsVx0BgNdeew3BwcEICgpCQEAAbGxspE6JiCycVqvFggULAAAxMTH8XCEiolpnEYX2yZMn8cMPPyA/Px/W1tbo0KEDunTpguDgYHTp0gVyOQfmiahqfvvtN/zzzz9wcnLCyy+/LHU6RERUD1lEob1//34IgoDz588jOTlZPDZt2oTs7GwAgEwmkzZJIrIon376KQDg9ddfR+PGjSXOhoiI6iOLKLSBu4V0u3bt0K5dOzz33HNi++XLl5GUlIRjx45JmB0RWZL9+/fjwIEDsLGxwRtvvCF1OkREVE9Z/JwLf39/PPPMM/jkk0+qfO2SJUvg6+sLW1tbhIaG4vDhw3pj4+LiIJPJdI7719sVBAEzZsyAl5cX7OzsEBERwS3hicxQ+Wh2dHQ0vLy8JM6GiIjqK4svtKtrw4YNiImJwcyZM5GcnIzOnTsjMjISmZmZeq9xdHREenq6eFy9elXn/Pz58/Hll19i2bJlOHToEBwcHBAZGYmioiJTvxwiMtK5c+fw66+/AgDeeecdibMhIqL6rMEW2p999hnGjh2LMWPGoEOHDli2bBns7e2xatUqvdfIZDJ4enqKh4eHh3hOEAQsWrQI06ZNw+DBgxEQEIDvvvsON27cwObNm+vgFRGRMRYuXAgAGDx4MNq1aydxNkREVJ9ZZKGt0WiQkpKCsrKyal1fUlKCpKQkREREiG1yuRwRERFITEzUe51arUbLli3h4+ODwYMH4/Tp0+K51NRUqFQqnT6dnJwQGhpqsM/i4mLk5ubqHERkGunp6fjuu+8AAO+++67E2RARUX1nkYX277//jqCgIGzYsKFa19+8eRMajUZnRBoAPDw8oFKpKr2mbdu2WLVqFX799VesXbsWWq0WPXr0wPXr1wFAvK4qfQLAnDlz4OTkJB4+Pj7Vek1E9GBfffUVSkpK0KNHD/Ts2VPqdIiIqJ6zyEJ7zZo1cHd3R1xcXJ09Z1hYGKKjoxEYGIg+ffrgl19+gbu7O5YvX16jfmNjY5GTkyMe165dq6WMieheeXl5+PrrrwFwNJuIiOqGxRXaN2/exJ9//om4uDjs3btXHFGuCjc3NygUCmRkZOi0Z2RkwNPT06g+rK2tERQUhIsXLwKAeF1V+1QqlXB0dNQ5iKj2ffPNN8jJyUGbNm3w5JNPSp0OERE1ABZXaP/444/o2LEj+vfvj969e+P777+vch82NjYIDg5GQkKC2KbVapGQkICwsDCj+tBoNDh58qS4NJifnx88PT11+szNzcWhQ4eM7pOITKO0tBSff/45AGDSpEncTZaIiOqExf1vExcXh+joaADAqFGjxBubqiomJgYrV67EmjVrcPbsWYwbNw75+fkYM2YMgLvr68bGxorxH374IbZv347Lly8jOTkZo0aNwtWrV8Wtm2UyGSZOnIjZs2fjt99+w8mTJxEdHQ1vb29ERUXV7EUTUY1s2LAB165dg4eHB55//nmp0yEiogbCYnaGBIBTp07h1KlT4s6QzzzzDCZMmIBDhw4hNDS0Sn0NGzYMWVlZmDFjBlQqFQIDAxEfHy/ezJiWlqYz6nXnzh2MHTsWKpUKLi4uCA4OxoEDB9ChQwcxZvLkycjPz8crr7yC7Oxs9OrVC/Hx8RU2tiGiuiMIAubPnw8AePPNN/nvkYiI6oxMEARB6iSM9e677+LcuXP4/fffxbaRI0fC0dERS5culTCz2pObmwsnJyfk5ORwvjZRLdi2bRv69+8PBwcHXLt2DS4uLlKnREREFs7Yes1ipo5oNBqsXbtWnDZSbtSoUdiwYQNKSkokyoyIzFn5aPbYsWNZZBMRUZ2ymEI7MzMT48aNw+DBg3XaIyMjERMTY3CtaiJqmJKSkrBr1y4oFApMnDhR6nSIiKiBsaipIw0Bp44Q1Z7hw4djw4YNGDlyJNauXSt1OkREVE/Uu6kjRERVkZqaip9++gkAN6ghIiJpsNAmonrps88+g1arRb9+/dC5c2ep0yEiogaIhTYR1Tu3bt3CqlWrAHA0m4iIpMNCm4jqna+//hoFBQUIDAxEeHi41OkQEVEDZVEb1txLo9Hg3Llz4iY2p06dwqZNm6ROi4gkVlhYiK+++grA3U2kZDKZxBkREVFDZRGF9uXLl3Hy5EmdovrChQsoLS2FjY0N2rdvj06dOkmdJhGZgTVr1iArKwstW7bEM888I3U6RETUgJl9oT1q1Cj8+OOPkMlksLe3R35+PgYNGoQZM2agU6dOaN26NRQKhdRpEpEZ0Gg0WLBgAQAgJiYGVlZm/xFHRET1mNnP0f7f//6HL7/8Emq1Gjdu3MCECROwfft2HDlyBC1btmSRTUSizZs349KlS3BxccGLL74odTpERNTAmX2h/fbbbyM6Ohq2trZo1KgRvvjiC+zfvx+7d+/Gww8/jPj4eKlTJCIzIAiCuN36+PHj0ahRI4kzIiKihs5id4YUBAFffvklZsyYgUGDBuGLL76Au7u71GnVGHeGJKqev/76C3369IFSqcTVq1fh4eEhdUpERFRP1fudIWUyGd566y2cOXMGxcXFaNeundQpEZGEykezX3jhBRbZRERkFiz+TqFmzZrh559/xtatW6VOhYgkcvr0aWzduhUymQzvvPOO1OkQEREBsIAR7bS0NKPiBg0aBAD4999/TZkOEZmh8pVGoqKi0Lp1a4mzISIiusvsC+2uXbvi1VdfxZEjR/TG5OTkYOXKlejYsSN+/vnnOsyOiKR2/fp1/PDDDwCAKVOmSJwNERHRf8x+6siZM2fw8ccf4/HHH4etrS2Cg4Ph7e0NW1tb3LlzB2fOnMHp06fRpUsXzJ8/HwMHDpQ6ZSKqQ59//jlKS0vxyCOPIDQ0VOp0iIiIRBaz6khhYSG2bt2Kffv24erVqygsLISbmxuCgoIQGRmJjh07Sp1ireCqI0TGu3PnDlq0aAG1Wo2tW7fyB20iIqoTxtZrZj+iDQAjRozA+++/j6FDh2Lo0KFSp0NEZmLp0qVQq9Xo1KkTBgwYIHU6REREOsx+jjYAbNiwAX379sWpU6cqPS8IAtRqdR1nRURSKioqwhdffAEAmDx5MmQymcQZERER6bKIQhsAgoKC9BbbmZmZcHZ2rvukiEgya9asQWZmJlq0aIFhw4ZJnQ4REVEFFlFoy2QyxMXFoW/fvujbty9OnjxZIUar1UqQGRFJQaPRiEv6xcTEwNraWuKMiIiIKrKIQlsQBCgUCqxbtw7h4eGVFtv8tTFRw7Fp0yZcvHgRrq6uePnll6VOh4iIqFIWUWiXk8vl+OGHHxAREYG+ffsiJSVF6pSIqI4JgoB58+YBACZMmAAHBweJMyIiIqqcRRTa945Wlxfbjz/+OMLDw1lsEzUwO3fuxNGjR2FnZ4cJEyZInQ4REZFeFlFo37/Ut1wux9q1a8Vi+/jx49IkRkR1ShAEzJo1CwDw6quvwt3dXeKMiIiI9LOIQnvr1q1wcnLSaSsvtvv164enn366Wv0uWbIEvr6+sLW1RWhoKA4fPqw3duXKlejduzdcXFzg4uKCiIiICvEvvPACZDKZztG/f/9q5UZEFe3Zswf79++HUqnEu+++K3U6REREBllEoT1gwAAolcoK7XK5HN9//z0GDx5c5T43bNiAmJgYzJw5E8nJyejcuTMiIyORmZlZafyePXswYsQI7N69G4mJifDx8UG/fv3w77//6sT1798f6enp4vHjjz9WOTciqtyHH34IABg7diy8vb0lzoaIiMgwi9mC3RBBEHDkyBF069bN6GtCQ0PRtWtXLF68GMDd5QF9fHzwxhtvYOrUqQ+8XqPRwMXFBYsXL0Z0dDSAuyPa2dnZ2Lx5c7VeB8At2In0+fvvv/HII4/A2toaly5dgo+Pj9QpERFRA2VsvWYRI9oPIpPJqlRkl5SUICkpCREREWKbXC5HREQEEhMTjeqjoKAApaWlcHV11Wnfs2cPmjZtirZt22LcuHG4deuWwX6Ki4uRm5urcxBRRR999BEA4MUXX2SRTUREFqFeFNpVdfPmTWg0Gnh4eOi0e3h4QKVSGdXHlClT4O3trVOs9+/fH9999x0SEhIwb9487N27FwMGDIBGo9Hbz5w5c+Dk5CQeLCCIKkpMTMSOHTtgZWVl1G+ciIiIzIGV1AlYorlz52L9+vXYs2cPbG1txfbhw4eLX3fq1AkBAQF46KGHsGfPHoSHh1faV2xsLGJiYsTHubm5LLaJ7lM+mh0dHQ1fX19pkyEiIjJSgxzRdnNzg0KhQEZGhk57RkYGPD09DV67YMECzJ07F9u3b0dAQIDBWH9/f7i5ueHixYt6Y5RKJRwdHXUOIvpPYmIi/vzzT8jlcsTGxkqdDhERkdEaZKFtY2OD4OBgJCQkiG1arRYJCQkICwvTe938+fPx0UcfIT4+HiEhIQ98nuvXr+PWrVvw8vKqlbyJGhpBEPDee+8BuHuzcatWrSTOiIiIyHgNstAGgJiYGKxcuRJr1qzB2bNnMW7cOOTn52PMmDEA7v6K+t7Rs3nz5mH69OlYtWoVfH19oVKpoFKpoFarAQBqtRrvvvsuDh48iCtXriAhIQGDBw9Gq1atEBkZKclrJLJ0CQkJ2LNnD2xsbDBz5kyp0yEiIqqSBjtHe9iwYcjKysKMGTOgUqkQGBiI+Ph48QbJtLQ0yOX//RyydOlSlJSUYOjQoTr9zJw5Ex988AEUCgVSUlKwZs0aZGdnw9vbG/369cNHH31U6RrgRGTYvaPZ48aNQ4sWLSTOiIiIqGrqxTra9QnX0Sa6a9OmTRgyZAgcHBxw6dKlCqsEERERSaVBraNNRPWLRqPBtGnTAAATJ05kkU1ERBapwU4dISLz9f333+PMmTNwdnbGpEmTpE6HiCyMIAgoKyszuI8FkSEKhQJWVlaQyWQ16oeFNhGZFbVaLc7Nfu+99+Ds7CxtQkRkUUpKSpCeno6CggKpUyELZ29vDy8vL9jY2FS7DxbaRGRW5s+fj/T0dPj7++PNN9+UOh0isiBarRapqalQKBTw9vaGjY1NjUckqeERBAElJSXIyspCamoqWrdurbNARlWw0CYis3Ht2jUsWLAAwN2Cmyv2EFFVlJSUQKvVwsfHB/b29lKnQxbMzs4O1tbWuHr1KkpKSnR2Aq8K3gxJRGbjvffeQ2FhIXr37o0hQ4ZInQ4RWajqjj4S3as2vo/4nUhEZuHIkSNYu3YtAOCzzz7jr3uJiMjisdAmIslpNBpMmDABwN1dWUNCQiTOiIiIqOZYaBOR5FauXInDhw/D0dERc+bMkTodIiKiWsFCm4gklZGRgalTpwIAZs+eDW9vb4kzIiKSxqOPPoqJEydKnQbVIhbaRCSpd955Bzk5OejSpQtef/11qdMhIqqX/vjjD8hkMr3HsGHDpE5R9Ndff+GJJ56At7c3ZDIZNm/eXCFm6dKlCAgIgKOjIxwdHREWFoY///zTYL9z5sxB165d0bhxYzRt2hRRUVE4f/68iV7FXSy0iUgyv/32G3744QfIZDIsW7YMCoVC6pSIiOqlxx57DOnp6TrH9evX8fjjj6NJkybiRmHmID8/H507d8aSJUv0xjRv3hxz585FUlISjh49ir59+2Lw4ME4ffq03mv27t2L8ePH4+DBg9ixYwdKS0vRr18/5Ofnm+JlAOA62kQkkczMTLz88ssAgJiYGHTt2lXijIiIzEdxcTHeffddrF+/Hrm5uQgJCcHnn3+u81mZl5eH1157DZs3b4ajoyMmT56MX3/9FYGBgVi0aJFOf3Z2drCzsxMfazQajBw5EsnJyUhISEDnzp3r6qU90IABAzBgwACDMU888YTO448//hhLly7FwYMH8fDDD1d6TXx8vM7juLg4NG3aFElJSXjkkUdqlrQeHNEmojonCALGjh2LrKwsdOrUCR9//LHUKRFRPZefn6/3KCoqMjq2sLDQqNiamjx5Mn7++WesWbMGycnJaNWqFSIjI3H79m0xJiYmBvv378dvv/2GHTt24O+//0ZycvID+9ZoNBg1ahR27typt8j+5JNP0KhRI4NHWlpajV9nbdBoNFi/fj3y8/MRFhZm9HU5OTkAAFdXV1OlxhFtIqp7X3/9NX777TfY2Nhg7dq13AGSiEyuUaNGes8NHDgQW7duFR83bdoUBQUFlcb26dMHe/bsER/7+vri5s2bFeIEQah2rvn5+Vi6dCni4uLEkd2VK1dix44d+Pbbb/Huu+8iLy8Pa9aswbp16xAeHg4AWL169QNvKC8vsrdv325wJPu1117Ds88+a7AvqW9eP3nyJMLCwlBUVIRGjRph06ZN6NChg1HXarVaTJw4ET179kTHjh1NliMLbSKqUwcOHBDvqp87dy4CAgKkTYiIyMxcunQJpaWl6Nmzp9hmbW2Nbt264ezZswCAy5cvo7S0FN26dRNjnJyc0LZtW739ajQaPP/882KRHRgYqDfW1dW1xiO9U6dOxbx58wzGnD17Fu3atatW/23btsXx48eRk5OD//3vfxg9ejT27t1rVLE9fvx4nDp1Cvv27avWcxuLhTYR1RmVSoWhQ4eirKwMzz77LJexIqI6o1ar9Z67/0bszMxMvbH3b8t95cqVGuVVV8qL7G3btmHnzp0Gi2zg7tSRTz75xGDMmTNn0KJFC73n33nnHbzwwgsG+/D39zd43hAbGxu0atUKABAcHIwjR47giy++wPLlyw1eN2HCBGzZsgV//fUXmjdvXu3nNwYLbSKqE2q1Gk8++STS09PRoUMHfPvtt9xmnYjqjIODg+SxxnrooYdgY2OD/fv3o2XLlgCA0tJSHDlyRByg8Pf3h7W1NY4cOSIWuzk5Ofjnn38q3Nin0WgQHR0tFtlBQUEPzKE2po64u7vD3d39gc9VW7RaLYqLi/WeFwQBb7zxBjZt2oQ9e/bAz8/P5Dmx0CYikystLcWzzz6LI0eOoEmTJti0aZPB+ZJERA2Zg4MDxo0bh3fffReurq5o0aIF5s+fj4KCArz00ksAgMaNG2P06NFiTNOmTTFz5kzI5XKdQQytVovo6Ghs3rwZ//vf/+Dl5QWVSqXzfO7u7hVG9Wtj6kh1qdVqXLx4UXycmpqK48ePi38XABAbG4sBAwagRYsWyMvLw7p167Bnzx5s27ZNvG7x4sXYtGkTEhISANydLrJu3Tr8+uuvaNy4sfj34OTkpLMiS21ioU1EJlVWVoYxY8bgzz//hJ2dHbZu3Yo2bdpInRYRkVmbO3cutFotnn/+eeTl5SEkJATbtm2Di4uLGPPZZ5/htddew//93/+Jy/tdu3YNtra2YsyRI0ewbt06AHdv+ryfTCZDdnY2HB0dTf+ijHT06FE89thj4uOYmBgAwOjRoxEXFwfg7vSe6OhopKenw8nJCQEBAdi2bRsef/xx8bqbN2/i0qVL4uOlS5cCuLsD571Wr179wCku1SUTanJbLNW63NxcODk5IScnx6y+6Ymqo7S0FNHR0Vi/fj0UCgU2b96M//u//5M6LSKqp4qKipCamgo/Pz+dYrOhyM/PR7NmzbBw4UJx5Juqz9D3k7H1Gke0icgk1Go1Ro4cid9++w3W1tbYsGEDi2wiolp07NgxnDt3Dt26dUNOTg4+/PBDAMDgwYMlzozKsdAmolp35coVDB48GCkpKbCxscHPP//MIpuIyAQWLFiA8+fPw8bGBsHBwfj777/h5uYmdVr0/7HQJqJaIwgC1q1bh/HjxyMnJwceHh7YtGlTlXbqIiIi4wQFBSEpKUnqNMgAbsFORLXi0qVLeOqppzBq1Cjk5OQgNDQUR44cYZFNREQNFgttIqqRtLQ0vP322+jQoQN+/fVXKBQKzJo1C/v27YOPj4/U6REREUmmQRfaS5Ysga+vL2xtbREaGorDhw8bjP/pp5/Qrl072NraolOnTvjjjz90zguCgBkzZsDLywt2dnaIiIjAhQsXTPkSiCRRWlqKP//8E8OHD4e/vz8WLVqEkpIS9OvXD8ePH8eMGTNgZcWZaURE1LA12EJ7w4YNiImJwcyZM5GcnIzOnTsjMjJS77arBw4cwIgRI/DSSy/h2LFjiIqKQlRUFE6dOiXGzJ8/H19++SWWLVuGQ4cOwcHBAZGRkSgqKqqrl0VkEoIg4OrVq4iLi0N0dDS8vb0xcOBAbNiwARqNBuHh4di2bRvi4+PRsWNHqdMlIiIyCw12He3Q0FB07doVixcvBnB35yQfHx+88cYbmDp1aoX4YcOGIT8/H1u2bBHbunfvjsDAQCxbtgyCIMDb2xvvvPMOJk2aBADizWBxcXEYPny4UXlxHW2qaxqNBmq1Gnl5eVCr1cjMzMT169dx/fp1pKWl4dSpU0hJScGdO3d0rnN3d8ewYcPw4osvGrWdLxGRqZWve+zr62uynf6o4SgsLMSVK1e4jnZVlZSUICkpCbGxsWKbXC5HREQEEhMTK70mMTFR3JmoXGRkJDZv3gzg7vagKpUKERER4nknJyeEhoYiMTFRb6FdXFyM4uJi8XFubm51X1a1BAYGQqPRiI8r+7nr/ra6jOHzm/b5i4uLUVhYWCG2MgqFAsHBwQgPD0d4eDj69OnD6SFEZFasra0BAAUFBSy0qcYKCgoA/Pd9VR0N8n/JmzdvQqPRwMPDQ6fdw8MD586dq/QalUpVabxKpRLPl7fpi6nMnDlzMGvWrCq/htpy6tQpnUKbGi4rKys0btwYrq6u8PHxQfPmzdGsWTO0b98eAQEBaN++fYPcaY2ILIdCoYCzs7M4DdTe3h4ymUzirMjSCIKAgoICZGZmwtnZGQqFotp9NchC25zExsbqjJTn5ubW6UoN27Ztq9B2/4dSZR9StRFjaf1K+dym6lepVKJRo0Zo3LgxbGxs+B8SEVk8T09PANB7zxWRsZydncXvp+pqkIW2m5sbFAoFMjIydNozMjL0/oV6enoajC//MyMjA15eXjoxgYGBenNRKpVQKpXVeRm1Ijw8XLLnJiIiqm0ymQxeXl5o2rQpSktLpU6HLJS1tXWNRrLLNchCu3yb0oSEBERFRQG4ezNkQkICJkyYUOk1YWFhSEhIwMSJE8W2HTt2iJtx+Pn5wdPTEwkJCWJhnZubi0OHDmHcuHGmfDlERER0H4VCUSuFElFNNMhCGwBiYmIwevRohISEoFu3bli0aBHy8/MxZswYAEB0dDSaNWuGOXPmAADeeust9OnTBwsXLsSgQYOwfv16HD16FCtWrABw9yfoiRMnYvbs2WjdujX8/Pwwffp0eHt7i8U8ERERETUcDbbQHjZsGLKysjBjxgyoVCoEBgYiPj5evJkxLS0Ncvl/y4z36NED69atw7Rp0/Dee++hdevW2Lx5s86awZMnT0Z+fj5eeeUVZGdno1evXoiPj+cNZEREREQNUINdR9tccR1tIiIiIvPGdbQtVPnPPXW9njYRERERGae8TnvQeDULbTOTl5cHAHW6xB8RERERVV1eXh6cnJz0nufUETOj1Wpx48YNNG7cuE7WNC5ft/vatWucqmJm+N6YL7435ovvjfnie2Pe+P5UjSAIyMvLg7e3t849fffjiLaZkcvlaN68eZ0/r6OjI/9hmSm+N+aL74354ntjvvjemDe+P8YzNJJdTn8JTkRERERE1cZCm4iIiIjIBFhoN3BKpRIzZ86UdBt4qhzfG/PF98Z88b0xX3xvzBvfH9PgzZBERERERCbAEW0iIiIiIhNgoU1EREREZAIstImIiIiITICFNhERERGRCbDQJiIiIiIyARbaREREREQmwEKbiIiIiMgEWGgTEREREZkAC20iIiIiIhNgoU1EREREZAIstImIiIiITICFNhERERGRCbDQJiIiIiIyARbaREREREQmwEKbiIiIiMgEWGgTEREREZkAC20iIiIiIhNgoU1EREREZAIstImIiIiITICFNhERERGRCbDQJiIiIiIyARbaREREREQmwEKbiIiIiMgEWGgTEREREZkAC20iIiIiIhOwkjoB0qXVanHjxg00btwYMplM6nSIiIiI6D6CICAvLw/e3t6Qy/WPW7PQNjM3btyAj4+P1GkQERER0QNcu3YNzZs313uehbaZady4MYC7b5yjo6PE2RARERHR/XJzc+Hj4yPWbfqw0DYz5dNFHB0dWWgTERERmbEHTfNtsDdD/vXXX3jiiSfg7e0NmUyGzZs3P/CaPXv2oEuXLlAqlWjVqhXi4uIqxCxZsgS+vr6wtbVFaGgoDh8+XPvJExEREZHZa7CFdn5+Pjp37owlS5YYFZ+amopBgwbhsccew/HjxzFx4kS8/PLL2LZtmxizYcMGxMTEYObMmUhOTkbnzp0RGRmJzMxMU70MIiIiIjJTMkEQBKmTkJpMJsOmTZsQFRWlN2bKlCnYunUrTp06JbYNHz4c2dnZiI+PBwCEhoaia9euWLx4MYC7K4j4+PjgjTfewNSpU43KJTc3F05OTsjJyeHUESIiIiIzZGy9xjnaRkpMTERERIROW2RkJCZOnAgAKCkpQVJSEmJjY8XzcrkcERERSExMrMtUqyQhIaHC66oJuVwOrVYLOzs7aDQaODs7486dO9BoNBAEAW5ubvDy8oJarUbTpk2Rl5cHW1tb2NraQhAEqNVqtG3bFkVFRXBwcIBKpYKnpycKCwvh5+cHGxsbNGnSBGq1Grt27UKXLl3QsmVLeHh4IDk5GSkpKejUqRO8vLwgl8thZ2eHQYMGYeHChejatSsyMzORnZ2NiIgIpKSkQKFQYPDgwVizZg3Gjx+PRo0a4Z9//gEA+Pv7Iy0tDd7e3vjrr7/g4+OD9u3bw8rq7j+bsrIyXL58Gf7+/rCyskJZWRn++ecfFBUVQaVSoW/fvrC1tRXjWrRogbS0NPj7+wOAeC0A8TnbtGmj07++9nuf1xj6+iIisiSCIKCsrAwajUbqVKieUygUsLKyqvFSy/zf1kgqlQoeHh46bR4eHsjNzUVhYaFYTFYWc+7cOb39FhcXo7i4WHycm5tbu4kbUNtFNnB3FB8ACgsLAaDCtJmsrCxkZWUBuFtoViYlJcXo59u/f3+FtoSEBJ3HEyZMqBDz8ccfVzg/bdo0BAYG4vjx4wAAe3t7FBQU6FwXHByMgwcPAgDCwsJw9OhRhISE4O+//0avXr2QlJQkxtrb2yMjIwOPPfYYjh49KvYXHBwMAEhKSkJwcDAEQUBycnKF/rt37y72p+95ExMTH1g0l5WVVdoXi20isiQlJSVIT0+v8LlMZCr29vbw8vKCjY1Ntfvg/7QSmzNnDmbNmiXJcz/11FOSPK85Ky+yAVT6YZ6UlCT+gHD06FHxz7179+oU2eXXb9iwQYwr7+/euPuvubf/++Mqe97Lly+jTZs2Bl/T5cuXK+3rQdcREZkLrVaL1NRUKBQKeHt7w8bGhpu6kckIgoCSkhJkZWUhNTUVrVu3NrgpjSEstI3k6emJjIwMnbaMjAw4OjrCzs4OCoUCCoWi0hhPT0+9/cbGxiImJkZ8XL4uY13YtGlTrY9oWzpjRrTLp3uEhITg6NGj6Nq1K/r06YPg4OAKI9rDhg3DsmXLdEa0Q0JCIAgCkpKSEBISAq1WK45oh4SEiP3f29+97fc+b3mbIf7+/nr7IiKyBCUlJeJ9T/b29lKnQw2AnZ0drK2tcfXqVZSUlMDW1rZa/bDQNlJYWBj++OMPnbYdO3YgLCwMAGBjY4Pg4GAkJCSIN1VqtVokJCRUOnWhnFKphFKpNFnehoSHh2Pnzp2co13NOdqJiYk6c6UPHjxY6Rzt8riqztEu7+/+9vuf90Huze3+voiILEl1RxWJqqM2vt8a7KojarUaFy9eBAAEBQXhs88+w2OPPQZXV1e0aNECsbGx+Pfff/Hdd98BuLu8X8eOHTF+/Hi8+OKL2LVrF958801s3boVkZGRAO4u7zd69GgsX74c3bp1w6JFi7Bx40acO3euwtxtfbjqCBERka6ioiKkpqbCz8+v2iOLRFVl6PvO2Hqtwf5oePToUQQFBSEoKAgAEBMTg6CgIMyYMQMAkJ6ejrS0NDHez88PW7duxY4dO9C5c2csXLgQ33zzjVhkA8CwYcOwYMECzJgxQ5yCEB8fb3SRTURERCQVQRDwyiuvwNXVFTKZDMePH6+0japAILOSk5MjABBycnKkToWIiMgsFBYWCmfOnBEKCwulTqVe++OPPwRra2th//79Qnp6ulBaWlppW00tXrxYaNmypaBUKoVu3boJhw4deuA1GzduFNq2bSsolUqhY8eOwtatW3XO//zzz8Ljjz8uuLq6CgCEY8eOVejj4sWLQlRUlODm5iY0btxYeOaZZwSVSqX3OQ193xlbrzXYEW0iIiIi+s+lS5fg5eWFHj16wNPTE1ZWVpW21UR1dtE+cOAARowYgZdeegnHjh1DVFQUoqKidDYRzM/PR69evTBv3rxK+8jPz0e/fv0gk8mwa9cu7N+/HyUlJXjiiSfEpYlN4oE/QlCd4og2ERGRLkse0f7zzz+Fnj17Ck5OToKrq6swaNAg4eLFi+L5sLAwYfLkyTrXZGZmClZWVsLevXsFQRCEGzduCAMHDhRsbW0FX19f4YcffhBatmwpfP7551XK5eTJk0L//v0FBwcHoWnTpsKoUaOErKwsQRAEYfTo0QIA8WjZsmWlbTXVrVs3Yfz48eJjjUYjeHt7C3PmzNF7zbPPPisMGjRIpy00NFR49dVXK8SmpqZWOqK9bds2QS6X69RX2dnZgkwmE3bs2FHp83JEm4iIiBq0/Px8vUdRUZHRseUbrT0otjr5xcTE4OjRo0hISIBcLsdTTz0ljqKOHDkS69evh3DP2hQbNmyAt7c3evfuDQCIjo7GjRs3sGfPHvz8889YsWKFwRHgymRnZ6Nv374ICgrC0aNHER8fj4yMDDz77LMAgC+++AIffvghmjdvjvT0dBw5cqTStvulpaWhUaNGBo9PPvkEwH+7aN+72pkxu2jr2527KjtvFxcXQyaT6az0ZmtrC7lcjn379hndT1VxjS8iIiKyWI0aNdJ7buDAgdi6dav4uGnTpnp3luzTpw/27NkjPvb19cXNmzcrxAlVXKzt6aef1nm8atUquLu748yZM+jYsSOeffZZTJw4Efv27RML63Xr1mHEiBGQyWQ4d+4cdu7ciSNHjiAkJAQA8M0336B169ZVymPx4sUICgoSi97yXHx8fPDPP/+gTZs2aNy4MRQKhc7+H5W13cvb2/uBN0i6uroCAG7evFmtXbT17c6tUqkMPu+9unfvDgcHB0yZMgWffPIJBEHA1KlTodFokJ6ebnQ/VcURbSIiIiITuXDhAkaMGAF/f384OjrC19cXAMSVzdzd3dGvXz/88MMPAO4uJ5yYmIiRI0cCAM6fPw8rKyt06dJF7LNVq1ZwcXGpUh4nTpzA7t27dUaa27VrB+Du3OzqsrKyQqtWrQwe5YW2lNzd3fHTTz/h999/R6NGjeDk5ITs7Gx06dLFpOuzW9SIdn5+PhwcHKROg4iIiMyEWq3We06hUOg8NjTd4v5i68qVKzXKq9wTTzyBli1bYuXKlfD29oZWq0XHjh1RUlIixowcORJvvvkmvvrqK6xbtw6dOnVCp06dauX5y6nVajzxxBOV3izo5eVV7X7T0tLQoUMHgzHvvfce3nvvPbi5uVVrF219u3MbuqYy/fr1w6VLl3Dz5k1YWVnB2dkZnp6eJt0t2aIKbQ8PDzz77LN48cUX0atXL6nTISIiIolVZQDOVLH63Lp1C+fPn8fKlSvFaSGVzQcePHgwXnnlFcTHx2PdunWIjo4Wz7Vt2xZlZWU4duwYgoODAQAXL17EnTt3qpRLly5d8PPPP8PX17dWdweuytSR6u6iHRYWhoSEBEycOFFsu3d37qpyc3MDAOzatQuZmZl48sknq9WPMSxq6sjatWtx+/Zt9O3bF23atMHcuXNx48YNqdMiIiIiqsDFxQVNmjTBihUrcPHiRezatQsxMTEV4hwcHBAVFYXp06fj7NmzGDFihHiuXbt2iIiIwCuvvILDhw/j2LFjeOWVV2BnZweZTCbGRUdHIzY2Vm8u48ePx+3btzFixAgcOXIEly5dwrZt2zBmzBhoNBqjX9PixYsRHh4uPq7q1JGYmBisXLkSa9aswdmzZzFu3Djk5+djzJgxel/LW2+9hfj4eCxcuBDnzp3DBx98gKNHj+oU57dv38bx48dx5swZAHen3Bw/flxnHvfq1atx8OBBXLp0CWvXrsUzzzyDt99+G23btjX69VeVRRXaUVFR2Lx5M/7991+89tprWLduHVq2bIn/+7//wy+//IKysjKpUyQiIiICcHc6yvr165GUlISOHTvi7bffxqefflpp7MiRI3HixAn07t0bLVq00Dn33XffwcPDA4888gieeuopjB07Fo0bN9bZFjwtLc3gTX3e3t7Yv38/NBoN+vXrh06dOmHixIlwdnau0hzlmzdv1mhOtzG7aN//Wnr06IF169ZhxYoV6Ny5M/73v/9h8+bN6Nixoxjz22+/ISgoCIMGDQIADB8+HEFBQVi2bJkYc/78eURFRaF9+/b48MMP8f7772PBggXVfi3GkAlVvX3WzHz11Vd49913UVJSAjc3N7z22muYOnUq7O3tpU6tWnJzc+Hk5IScnBw4OjpKnQ4REZHkioqKkJqaCj8/P53isqG6fv06fHx8sHPnTp3RZapdhr7vjK3XLGqOdrmMjAysWbMGcXFxuHr1KoYOHYqXXnoJ169fx7x583Dw4EFs375d6jSJiIiIamzXrl1Qq9Xo1KkT0tPTMXnyZPj6+uKRRx6ROjV6AIsqtH/55ResXr0a27ZtQ4cOHfD6669j1KhRcHZ2FmN69OiB9u3bS5ckERERUS0qLS3Fe++9h8uXL6Nx48bo0aMHfvjhB1hbW0udGj2ARRXaY8aMwfDhw7F//3507dq10hhvb2+8//77dZwZERERkWlERkYiMjJS6jSoGiyq0E5PT3/g3Gs7OzvMnDmzjjIiIiIiIqqcRa06smfPHmzbtq1C+7Zt2/Dnn39KkBERERERUeUsqtAu35P+fuX71RMREVH9ZeELpZGFqY3vN4sqtC9cuFDpNp/t2rXDxYsXJciIiIiITK38pr+CggKJM6GGpPz7rSY3nVrUHG0nJydcvnwZvr6+Ou0XL16sla1SiYiIyPwoFAo4OzsjMzMTAGBvb6+zKyJRbRIEAQUFBcjMzISzszMUCkW1+7KoQnvw4MGYOHEiNm3ahIceegjA3SL7nXfeMek+9URERCQtT09PABCLbSJTc3Z2Fr/vqsuidobMyclB//79cfToUTRv3hzA3d2RevfujV9++UVnPW1LxZ0hiYiI9NNoNCgtLZU6DarnrK2tDY5k18udIZ2cnHDgwAHs2LEDJ06cgJ2dHQICArgzEhERUQOhUChq9Kt8orpkUSPaDQFHtImIiIjMW70c0QaAhIQEJCQkIDMzE1qtVufcqlWrJMqKiIiIiEiXRRXas2bNwocffoiQkBB4eXnxjmMiIiIiMlsWVWgvW7YMcXFxeP7556VOhYiIiIjIIIvasKakpAQ9evSQOg0iIiIiogeyqEL75Zdfxrp166ROg4iIiIjogSxq6khRURFWrFiBnTt3IiAgoMKWmJ999plEmRERERER6bKoQjslJQWBgYEAgFOnTumc442RRERERGROLGrqyO7du/Ueu3btqnJ/S5Ysga+vL2xtbREaGorDhw/rjX300Uchk8kqHIMGDRJjXnjhhQrn+/fvX63XSkRERESWzaIK7XIXL17Etm3bUFhYCACozp47GzZsQExMDGbOnInk5GR07twZkZGRyMzMrDT+l19+QXp6unicOnUKCoUCzzzzjE5c//79deJ+/PHHqr9AIiIiIrJ4FlVo37p1C+Hh4WjTpg0GDhyI9PR0AMBLL72Ed955p0p9ffbZZxg7dizGjBmDDh06YNmyZbC3t9e76Y2rqys8PT3FY8eOHbC3t69QaCuVSp04FxeX6r1YIiIiIrJoFlVov/3227C2tkZaWhrs7e3F9mHDhiE+Pt7ofkpKSpCUlISIiAixTS6XIyIiAomJiUb18e2332L48OFwcHDQad+zZw+aNm2Ktm3bYty4cbh165bBfoqLi5Gbm6tzEBEREZHls6hCe/v27Zg3bx6aN2+u0966dWtcvXrV6H5u3rwJjUYDDw8PnXYPDw+oVKoHXn/48GGcOnUKL7/8sk57//798d133yEhIQHz5s3D3r17MWDAAGg0Gr19zZkzB05OTuLh4+Nj9OsgIiIiIvNlUauO5Ofn64xkl7t9+zaUSmWd5fHtt9+iU6dO6Natm0778OHDxa87deqEgIAAPPTQQ9izZw/Cw8Mr7Ss2NhYxMTHi49zcXBbbRERERPWARY1o9+7dG9999534WCaTQavVYv78+XjssceM7sfNzQ0KhQIZGRk67RkZGfD09DR4bX5+PtavX4+XXnrpgc/j7+8PNzc3XLx4UW+MUqmEo6OjzkFEREREls+iRrTnz5+PLL2bPwAASQFJREFU8PBwHD16FCUlJZg8eTJOnz6N27dvY//+/Ub3Y2Njg+DgYCQkJCAqKgoAoNVqkZCQgAkTJhi89qeffkJxcTFGjRr1wOe5fv06bt26BS8vL6NzIyIiIqL6waJGtDt27Ih//vkHvXr1wuDBg5Gfn48hQ4bg2LFjeOihh6rUV0xMDFauXIk1a9bg7NmzGDduHPLz8zFmzBgAQHR0NGJjYytc9+233yIqKgpNmjTRaVer1Xj33Xdx8OBBXLlyBQkJCRg8eDBatWqFyMjI6r9oIiIiIrJIFjWiDQBOTk54//33a9zPsGHDkJWVhRkzZkClUiEwMBDx8fHiDZJpaWmQy3V/Djl//jz27duH7du3V+hPoVAgJSUFa9asQXZ2Nry9vdGvXz989NFHdTp/nIiIiIjMg0yozm4vdSglJQUdO3aEXC5HSkqKwdiAgIA6ysp0cnNz4eTkhJycHM7XJiIiIjJDxtZrZj+iHRgYCJVKhaZNmyIwMBAymazSnSBlMpnBZfSIiIiIiOqS2RfaqampcHd3F78mIiIiIrIEZl9ot2zZstKviYiIiIjMmUWtOjJnzhysWrWqQvuqVaswb948CTIiIiIiIqqcRRXay5cvR7t27Sq0P/zww1i2bJkEGRERERERVc6iCm2VSlXp5i/u7u5IT0+XICMiIiIiospZVKHt4+NT6Q6Q+/fvh7e3twQZERERERFVzuxvhrzX2LFjMXHiRJSWlqJv374AgISEBEyePBnvvPOOxNkREREREf3Hogrtd999F7du3cLrr7+OkpISAICtrS2mTJlS6XbpRERERERSMfudISujVqtx9uxZ2NnZoXXr1vVqi3PuDElERERk3urNzpCVadSoEbp27Sp1GkREREREepl9oT1kyBDExcXB0dERQ4YMMRj7yy+/1FFWRERERESGmX2h7eTkBJlMBgBwdHQUvyYiIiIiMmdmX2g/9dRTsLW1BQDExcVJmwwRERERkZHMfh3tp556CtnZ2QAAhUKBzMxMaRMiIiIiIjKC2Rfa7u7uOHjwIABAEAROHSEiIiIii2D2U0dee+01DB48GDKZDDKZDJ6ennpjNRpNHWZGRERERKSf2RfaH3zwAYYPH46LFy/iySefxOrVq+Hs7Cx1WkREREREBpl9of3bb79hwIABaNeuHWbOnIlnnnkG9vb2UqdFRERERGSQ2e8MqVAooFKp4O7uDoVCgfT0dDRt2lTqtEyGO0MSERERmTdj6zXeDElEREREZAJmP3WEN0MSERERkSUy+0KbN0MSERERkSUy+0IbANq1a8ebIYmIiIjIopj9HO17zZw5EzY2Nti5cyeWL1+OvLw8AMCNGzegVqslzo6IiIiI6D8WMaJd7urVq+jfvz/S0tJQXFyMxx9/HI0bN8a8efNQXFyMZcuWSZ0iEREREREACxvRfuuttxASEoI7d+7Azs5ObH/qqaeQkJAgYWZERERERLosakT777//xoEDB2BjY6PT7uvri3///VeirIiIiIiIKrKoEW2tVlvpEn7Xr19H48aNq9zfkiVL4OvrC1tbW4SGhuLw4cN6Y+Pi4sQlBssPW1tbnRhBEDBjxgx4eXnBzs4OERERuHDhQpXzIiIiIiLLZ1GFdr9+/bBo0SLxsUwmg1qtxsyZMzFw4MAq9bVhwwbExMRg5syZSE5ORufOnREZGYnMzEy91zg6OiI9PV08rl69qnN+/vz5+PLLL7Fs2TIcOnQIDg4OiIyMRFFRUZVyIyIiIiLLZ/ZbsN/r+vXriIyMhCAIuHDhAkJCQnDhwgW4ubnhr7/+qtLW7KGhoejatSsWL14M4O5ouY+PD9544w1MnTq1QnxcXBwmTpyI7OzsSvsTBAHe3t545513MGnSJABATk4OPDw8EBcXh+HDhxuVF7dgJyIiIjJv9WYL9ns1b94cJ06cwPvvv4+3334bQUFBmDt3Lo4dO1alIrukpARJSUmIiIgQ2+RyOSIiIpCYmKj3OrVajZYtW8LHxweDBw/G6dOnxXOpqalQqVQ6fTo5OSE0NNRgn8XFxcjNzdU5iIiIiMjyWdTNkABgZWWFkSNHYuTIkdXu4+bNm9BoNPDw8NBp9/DwwLlz5yq9pm3btli1ahUCAgKQk5ODBQsWoEePHjh9+jSaN28OlUol9nF/n+XnKjNnzhzMmjWr2q+FiIiIiMyTRY1oSyksLAzR0dEIDAxEnz598Msvv8Dd3R3Lly+vUb+xsbHIyckRj2vXrtVSxkREREQkpQZZaLu5uUGhUCAjI0OnPSMjA56enkb1YW1tjaCgIFy8eBEAxOuq2qdSqYSjo6POQURERESWr0EW2jY2NggODtbZ5Ear1SIhIQFhYWFG9aHRaHDy5El4eXkBAPz8/ODp6anTZ25uLg4dOmR0n0RERERUf1jMHG2NRoP9+/cjICAAzs7ONe4vJiYGo0ePRkhICLp164ZFixYhPz8fY8aMAQBER0ejWbNmmDNnDgDgww8/RPfu3dGqVStkZ2fj008/xdWrV/Hyyy8DuLvU4MSJEzF79my0bt0afn5+mD59Ory9vREVFVXjfImIiIjIslhMoa1QKNCvXz+cPXu2VgrtYcOGISsrCzNmzIBKpUJgYCDi4+PFmxnT0tIgl/834H/nzh2MHTsWKpUKLi4uCA4OxoEDB9ChQwcxZvLkycjPz8crr7yC7Oxs9OrVC/Hx8RU2tiEiIiKi+s+i1tEOCQnBvHnzEB4eLnUqJsN1tImIiIjMW71cR3v27NmYNGkStmzZgvT0dK4/TURERERmy6JGtO+dyiGTycSvBUGATCaDRqORIq1axRFtIiIiIvNmbL1mMXO0AWD37t1Sp0BEREREZBSLKrT79OkjdQpEREREREaxqDnaAPD3339j1KhR6NGjB/79918AwPfff499+/ZJnBkRERER0X8sqtD++eefERkZCTs7OyQnJ6O4uBgAkJOTg08++UTi7IiIiIiI/mNRhfbs2bOxbNkyrFy5EtbW1mJ7z549kZycLGFmRERERES6LKrQPn/+PB555JEK7U5OTsjOzq77hIiIiIiI9LCoQtvT0xMXL16s0L5v3z74+/tLkBERERERUeUsqtAeO3Ys3nrrLRw6dAgymQw3btzADz/8gEmTJmHcuHFSp0dEREREJLKo5f2mTp0KrVaL8PBwFBQU4JFHHoFSqcSkSZPwxhtvSJ0eEREREZHIonaGLFdSUoKLFy9CrVajQ4cOaNSokdQp1RruDElERERk3urlzpDlbGxs0KFDB6nTICIiIiLSy+wL7SFDhhgd+8svv5gwEyIiIiIi45l9oe3k5CR1CkREREREVWb2hfbq1aulToGIiIiIqMrMvtCuTGZmJs6fPw8AaNu2LZo2bSpxRkREREREuixqHe3c3Fw8//zzaNasGfr06YM+ffqgWbNmGDVqFHJycqROj4iIiIhIZFGF9tixY3Ho0CFs2bIF2dnZyM7OxpYtW3D06FG8+uqrUqdHRERERCSyqHW0HRwcsG3bNvTq1Uun/e+//0b//v2Rn58vUWa1h+toExEREZk3Y+s1ixrRbtKkSaWrkDg5OcHFxUWCjIiIiIiIKmdRhfa0adMQExMDlUoltqlUKrz77ruYPn26hJkREREREemyqKkjQUFBuHjxIoqLi9GiRQsAQFpaGpRKJVq3bq0Tm5ycLEWKNcapI0RERETmrV5uwR4VFSV1CkRERERERrGoEe2GgCPaREREROatXo5o30utVkOr1eq0sTAlIiIiInNhUTdDpqamYtCgQXBwcBBXGnFxcYGzszNXHSEiIiIis2JRI9qjRo2CIAhYtWoVPDw8IJPJpE6JiIiIiKhSFjWifeLECaxevRrDhg3Do48+Km7DXn5U1ZIlS+Dr6wtbW1uEhobi8OHDemNXrlyJ3r17i6PoERERFeJfeOEFyGQynaN///5VzouIiIiILJ9FFdpdu3bFtWvXaqWvDRs2ICYmBjNnzkRycjI6d+6MyMhIZGZmVhq/Z88ejBgxArt370ZiYiJ8fHzQr18//Pvvvzpx/fv3R3p6unj8+OOPtZIvEREREVkWi1p15NKlS3jttdcwatQodOzYEdbW1jrnAwICjO4rNDQUXbt2xeLFiwEAWq0WPj4+eOONNzB16tQHXq/RaODi4oLFixcjOjoawN0R7ezsbGzevNn4F3UfrjpCREREZN7q5aojWVlZuHTpEsaMGSO2yWQyCIIAmUwGjUZjVD8lJSVISkpCbGys2CaXyxEREYHExESj+igoKEBpaSlcXV112vfs2YOmTZvCxcUFffv2xezZs9GkSRO9/RQXF6O4uFh8nJuba9TzExEREZF5s6hC+8UXX0RQUBB+/PHHGt0MefPmTWg0Gnh4eOi0e3h44Ny5c0b1MWXKFHh7eyMiIkJs69+/P4YMGQI/Pz9cunQJ7733HgYMGIDExEQoFIpK+5kzZw5mzZpVrddBRERERObLogrtq1ev4rfffkOrVq0kzWPu3LlYv3499uzZA1tbW7F9+PDh4tedOnVCQEAAHnroIezZswfh4eGV9hUbG4uYmBjxcW5uLnx8fEyXPBERERHVCYu6GbJv3744ceJEjftxc3ODQqFARkaGTntGRgY8PT0NXrtgwQLMnTsX27dvf+CccH9/f7i5ueHixYt6Y5RKJRwdHXUOIiIiIrJ8FjWi/cQTT+Dtt9/GyZMn0alTpwo3Qz755JNG9WNjY4Pg4GAkJCQgKioKwN2bIRMSEjBhwgS9182fPx8ff/wxtm3bhpCQkAc+z/Xr13Hr1i14eXkZlRcRERER1R8WteqIXK5/AL4qN0MCd5f3Gz16NJYvX45u3bph0aJF2LhxI86dOwcPDw9ER0ejWbNmmDNnDgBg3rx5mDFjBtatW4eePXuK/TRq1AiNGjWCWq3GrFmz8PTTT8PT0xOXLl3C5MmTkZeXh5MnT0KpVBqVF1cdISIiIjJv9XLVEa1WW2t9DRs2DFlZWZgxYwZUKhUCAwMRHx8v3iCZlpamU9gvXboUJSUlGDp0qE4/M2fOxAcffACFQoGUlBSsWbMG2dnZ8Pb2Rr9+/fDRRx8ZXWQTERERUf1hUSPaDQFHtImIiIjMW70c0QaA/Px87N27F2lpaSgpKdE59+abb0qUFRERERGRLosqtI8dO4aBAweioKAA+fn5cHV1xc2bN2Fvb4+mTZuy0CYiIiIis2FRy/u9/fbbeOKJJ3Dnzh3Y2dnh4MGDuHr1KoKDg7FgwQKp0yMiIiIiEllUoX38+HG88847kMvlUCgUKC4uho+PD+bPn4/33ntP6vSIiIiIiEQWVWhbW1uLK4E0bdoUaWlpAAAnJydcu3ZNytSIiIiIiHRY1BztoKAgHDlyBK1bt0afPn0wY8YM3Lx5E99//z06duwodXpERERERCKLGtH+5JNPxF0WP/74Y7i4uGDcuHHIysrCihUrJM6OiIiIiOg/XEfbzHAdbSIiIiLzZmy9ZlEj2oWFhSgoKBAfX716FYsWLcL27dslzIqIiIiIqCKLKrQHDx6M7777DgCQnZ2Nbt26YeHChRg8eDCWLl0qcXZERERERP+xqEI7OTkZvXv3BgD873//g6enJ65evYrvvvsOX375pcTZERERERH9x6IK7YKCAjRu3BgAsH37dgwZMgRyuRzdu3fH1atXJc6OiIiIiOg/FlVot2rVCps3b8a1a9ewbds29OvXDwCQmZnJGweJiIiIyKxYVKE9Y8YMTJo0Cb6+vggNDUVYWBiAu6PbQUFBEmdHRERERPQfi1veT6VSIT09HZ07dxZ3iTx8+DAcHR3Rrl07ibOrOS7vR0RERGTejK3XLGpnSADw9PSEp6enTlu3bt0kyoaIiIiIqHIWNXWEiIiIiMhSsNAmIiIiIjIBFtpERERERCbAQpuIiIiIyARYaBMRERERmQALbSIiIiIiE2ChTURERERkAiy0iYiIiIhMgIU2EREREZEJsNAmIiIiIjIBFtpERERERCZgJXUCZJnUajW+//57FBUVYfHixejevTtGjx6N7du34/jx42jbti3S09Ph4+ODW7duISMjA6GhoThx4gRKS0vx+uuv47fffsPt27fRqVMnXL9+Ha6urnB1dcWdO3egVCrx0ksv4dtvv4WzszM8PDyQkpKC3NxcjBkzBm3btsWPP/4ILy8v9O/fHwCwa9cueHl5QaFQAACsrKzQokUL/PXXXzrt5efatGkDK6v//gmUlZXhn3/+AQCdc2VlZbh8+TL8/f1hZWUlxpWVlen0BUAnrjbpy82Y60yVExERERkmEwRBkDoJqSxZsgSffvopVCoVOnfujK+++grdunXTG//TTz9h+vTpuHLlClq3bo158+Zh4MCB4nlBEDBz5kysXLkS2dnZ6NmzJ5YuXYrWrVsbnVNubi6cnJxw48YNODo6VjivUChga2srPs7Pz9fbl1wuh52dXbViCwoKoO9bIz8/Hx4eHgZfhyWwt7dHQEAAevbsiRMnTmDfvn0oKioCALi6umLChAlITU3Ftm3bkJmZCS8vL0yYMAFr1qwRi95yrVq1QnFxMa5du4a2bdvigw8+QNOmTXH8+HG4uLjg5s2b8PX1Rbt27eDu7o7Zs2dj6NCh6NSpE65duwYfHx/xzwsXLuDmzZuIiIiAra0tCgoK0LNnTxw/fhwA0K5dO+zcuRNHjx5Fr1694OzsDIVCgbKyMpw7dw4+Pj4oKyvD3r178dFHH+H48eMICgrC7t270ahRI/EHjtLSUpSUlFT4eykrK0NqairatWsHW1tblJWV4fz58/D09ERqaioAoHXr1jqFu0KhQFpaGvz9/QEAxcXFev/ebWxsYG1tLT6XsbEajUZ8fypjbW0NGxubKsdqtVoUFhbWSqyVlRWUSiWAu58HBQUFtRJblX/35vAZIZPJYG9vX63YwsJCaLVavXk4ODhUK7aoqAgajaZWYu3t7SGTyQDc/V4v/6G7prF2dnaQy+/+ormkpASlpaW1Emtrayv+u69KrL7PiHJKpVL8HKhKbFX+3fMzgp8R5voZcefOHXh7eyMnJ6fSek0kNFDr168XbGxshFWrVgmnT58Wxo4dKzg7OwsZGRmVxu/fv19QKBTC/PnzhTNnzgjTpk0TrK2thZMnT4oxc+fOFZycnITNmzcLJ06cEJ588knBz89PKCwsNDqvnJwcAYDeY+DAgTrx9vb2emP79OmjE+vm5qY3NiQkRCe2ZcuWemM9PDwM5sij9o6BAwcKrq6uBmO6du0qvPPOO4KNjc0D+/vmm2+E06dPC6WlpcIXX3xhMNbT01PIysoSHn744Qf227x5cwGAEBwcLMydO9dg7MyZM4XffvtNSElJEX755ReDsYsXLxZKS0uF8+fPCzt37jQYO3/+fPH79/Dhww/ModypU6cMxsbExAjnz58XSktLhdTUVIOxr7/+uthvZmamwdjRo0eLsWq12mDs0KFDdf59Puh7RurPiA4dOujEdujQQW9sy5YtdWJDQkL0xrq5uenE9unTR2+svb29TuzAgQMN/r3da+jQoQZj1Wq1GDt69GiDsZmZmWLs66+/bjA2NTVVjJ00aZLB2FOnTomxM2fONBh7+PBhMXb+/PkGY3fv3i3GLl682GDsli1bxNjVq1cbjN24caMYu3HjRoOxq1evFmO3bNliMHbx4sVi7O7duw3GmuozYtKkSWIsPyP+01A+I3JycgRDGmyh3a1bN2H8+PHiY41GI3h7ewtz5sypNP7ZZ58VBg0apNMWGhoqvPrqq4IgCIJWqxU8PT2FTz/9VDyfnZ0tKJVK4ccffzQ6L0sotF1cXAzmyIMHDx48eOg7FAqFwfONGjUSOnfuLAQFBQktWrQwGNu3b19h7NixwrJly4S+ffsajO3SpYvw/PPPC2PGjBHeeustg7GDBg0SsrKyhPj4eCEpKclg7JAhQ4Tk5GThxIkTwvbt2w3GDh8+XDhx4oRw+vRp4fLlywZjq1JoR0ZGCqWlpWK8odjyOqJ8EIOF9l0stGtRcXGxoFAohE2bNum0R0dHC08++WSl1/j4+Aiff/65TtuMGTOEgIAAQRAE4dKlSwIA4dixYzoxjzzyiPDmm28anVt5oX3jxg1BrVZXOO4fHa8spvwoKCiodmx+fr7e2ISEhFr7wOXBgwcPHjzM+VAqlYKdnV2V4su/NuY3jXZ2doJKpRKCgoIEAEJQUJCQnZ0tFBUVif8nl5SUiOfLcwkKChJu3rwptoeEhIjFdnZ2doX+7q0jSktLxYL1/vN1UUfk5+dXO7agoMBgHtWNLSwsrFLsjRs3BODBhXaDvDvq5s2b0Gg0FeYZe3h44Ny5c5Veo1KpKo1XqVTi+fI2fTGVKS4u1pl/lpOTA+Du/LHK5gppNBqD8+DujzU0F6+6sYGBgXj44Ydx+vRpg3GNGjWClZUVsrOzjeqXiIjI3BiaI/6geGP+vy4sLMRPP/2EY8eOAQCOHTuGS5cuiff+AMDFixfF8+VzwI8dO4a9e/eK7UePHkVKSgpatWqFS5cuVdofcPf/+zNnzuDo0aOVnr+XqeoI4O49aZYcW16jCQ+41bFBFtrmZM6cOZg1a1aFdh8fHwmyqV1qtVrqFIiIiMzeG2+8ofM4ODjYqOuefvppo657UH/GPh9VlJeXBycnJ73nG2Sh7ebmBoVCgYyMDJ32jIwMeHp6VnqNp6enwfjyPzMyMuDl5aUTExgYqDeX2NhYxMTEiI+1Wi1u376NJk2aiHeqm1Jubq644oXBu2apzvG9MV98b8wX3xvzxffGvPH9qRpBEJCXlwdvb2+DcQ2y0LaxsUFwcDASEhIQFRUF4G6Bm5CQgAkTJlR6TVhYGBISEjBx4kSxbceOHQgLCwMA+Pn5wdPTEwkJCWJhnZubi0OHDmHcuHF6c1EqleLyPeWcnZ2r/dqqy9HRkf+wzBTfG/P1/9q77/AoyoX94/cmISRCEgmhN+lBekuCdImCYkEQUYMUAQuhRqSdgxw8NEWOKKII8gLSywGOyiuolIBKkCIiCiGUY5AOkkKAkDK/P3jZH4EAAbL7bLLfz3XNxTOzszt3rnHD7TCFfeO62Deui33j2tg/OXerI9lXuWXRlqSoqCh1795djRo1UkhIiKZMmaKUlBT17NlTktStWzeVKVNGEyZMkCQNHDhQLVu21OTJk9W+fXstXrxY27dv14wZMyRduc/joEGDNHbsWFWtWlUVK1bUqFGjVLp0aXuZBwAAgPtw26LdpUsXnT59Wm+99ZZOnDihevXqac2aNfaLGePj4+0PA5Ckhx56SAsXLtTf//53jRw5UlWrVtWqVatUq1Yt+zpDhw5VSkqKXnnlFSUkJKhZs2Zas2ZNlhvDAwAAwD249ZMhceXq6AkTJmjEiBE3nMICs9g3rot947rYN66LfePa2D+OQdEGAAAAHMDj9qsAAAAAuFMUbQAAAMABKNoAAACAA1C0AQAAAAegaAMAAAAOQNEGAAAAHICiDQAAADgARRsAAABwAIo2AAAA4AAUbQAAAMABKNoAAACAA1C0AQAAAAegaLuoTZs26cknn1Tp0qVls9m0atUqh27vgQcekM1mu2GKjIx06HYBAADyK4q2i0pJSVHdunU1bdo0p2xv27ZtOn78uH369ttvJUmdO3d2yvYBAADyG4q2i3rsscc0duxYPfPMM9m+npqaqiFDhqhMmTIqVKiQQkNDtXHjxrveXrFixVSyZEn79NVXX6ly5cpq2bLlXX8mAACAO6No51H9+vXTli1btHjxYu3evVudO3dWu3btFBcXd8+fffnyZc2fP18vv/yybDZbLqQFAABwPzbLsizTIXBrNptNK1euVIcOHSRJ8fHxqlSpkuLj41W6dGn7euHh4QoJCdH48ePvaXtLly7Viy++eMPnAwAAIOc4op0H/frrr8rIyFC1atVUuHBh+xQdHa2DBw9Kkvbt25ftxY3XTsOHD8/282fNmqXHHnuMkg0AAHAPvEwHwJ07f/68PD09tWPHDnl6emZ5rXDhwpKkSpUqae/evbf8nKJFi96w7I8//tB3332nFStW5F5gAAAAN0TRzoPq16+vjIwMnTp1Ss2bN892HW9vbwUHB9/xZ8+ePVvFixdX+/bt7zUmAACAW6Nou6jz58/rwIED9vnDhw9r165dCgwMVLVq1RQREaFu3bpp8uTJql+/vk6fPq1169apTp06d12SMzMzNXv2bHXv3l1eXvynAQAAcC+4GNJFbdy4Ua1bt75heffu3TVnzhylpaVp7Nix+vzzz3X06FEFBQUpLCxMY8aMUe3ate9qm998843atm2r2NhYVatW7V5/BAAAALdG0QYAAAAcgLuO5LKjR4+qa9euKlq0qHx9fVW7dm1t377ddCwAAAA4GSfi5qJz586padOmat26tb7++msVK1ZMcXFxKlKkiOloAAAAcDJOHclFw4cP1w8//KDNmzff9WdkZmbq2LFj8vPz46mMAAAALsiyLCUnJ6t06dLy8Lj5CSIU7Vz04IMPqm3btvrzzz8VHR2tMmXKqG/fvurTp89N35OamqrU1FT7/NGjR/Xggw86Iy4AAADuwZEjR1S2bNmbvk7RzkU+Pj6SpKioKHXu3Fnbtm3TwIEDNX36dHXv3j3b9/zjH//QmDFjblh+5MgR+fv7OzQvAAAA7lxSUpLKlSunhIQEBQQE3HQ9inYu8vb2VqNGjfTjjz/alw0YMEDbtm3Tli1bsn3P9Ue0r+64xMREijYAAIALSkpKUkBAwG37GncdyUWlSpW64bSPGjVqKD4+/qbvKViwoPz9/bNMAAAAyPso2rmoadOmio2NzbJs//79qlChgqFEAAAAMIWinYsGDx6smJgYjR8/XgcOHNDChQs1Y8YMRUZGmo4GAAAAJ6No56LGjRtr5cqVWrRokWrVqqV//vOfmjJliiIiIkxHA9xCenq6bDabfUpKSjIdCQDgxrgY0sXk9OR6ADfK7t7z999/v86dO2cgDQAgv+JiSABu5WYPeEpISFD9+vXFMQUAgLNRtAHkebNmzcoy/+GHH6pBgwb2+V27dt3yyV0AADgCf/MAyNNOnz6t3r172+eHDRum/v37a8eOHZoxY0aWdbdv3+7seAAAN8Y52i6Gc7SBnLMs64Yj1df/SluyZImef/55+/ypU6dUrFgxp+QDAORPnKMNIN+7vmRnZGTcsE6XLl30xhtv2OeLFy/u8FwAAEgUbQB51ObNm7PMr1+//qbnYb/33ntq27atff7w4cMOzQYAgMSpIy6HU0eAnLn2LiPLli3Ts88+e8v1rz/NhF99AIC7xakjAPKtuXPnZpm/XcmWrhTzHj162OeLFCmS27EAAMiCog0gz7m2MGdmZub4fbNnz7aPExISNHXq1NyMBQBAFhRtAHlK7dq1s8zf7EE1N3PtLf4GDBiQK5kAAMgORRtAnrJnzx77+NSpU3f8/oYNG+qbb76xz7/++uu5kgsAgOtRtAHkGUOGDLGPp06detf3w37kkUfs4+nTp+vcuXP3nA0AgOtx1xEXw11HgJu79jSRe/3VdebMmSxFnV+FAICc4q4jAPKVM2fO2MflypW7588LCgrKMj9u3Lh7/kwAAK7FEW0XwxFtIHvXHs1OSkqSn5/fPX9menq6ChQoYJ/n1yEAICc4og0g30hISMgynxslW5K8vLz03Xff2eenTZuWK58LAIDEEW2XwxFt4EbXHs1OT0+Xp6enwz6fX4kAgNvhiDaAfOH333/PMp/bJVuSNm3aZB+vWbMm1z8fAOCeKNoAXFrNmjXt45MnTzpkG82bN1fFihUlSe+//75DtgEAcD8UbQB5RvHixR322XPnzpUkrV+/XsePH3fYdgAA7oOiDcBlzZs3z2nbat68uZo2bar09HTNnDnTadsFAORfFG0ALmv27Nn28YULFxy+vcjISEnSp59+qrS0NIdvDwCQv1G0Abgky7J06NAhSdLIkSPl6+vr8G126tRJBQoU0LFjxzRjxgyHbw8AkL9RtAG4pHXr1umPP/6QJA0ZMsQp2/T29lbLli0lSf369XPKNgEA+RdFG4BLeuSRR+zjIkWKOG27I0aMsI+vv7UgAAB3gqINwKXdf//9Tt3eww8/rNKlS0uSmjZt6tRtAwDyF4o2AJcza9Ys+3jv3r1O3/6oUaMkXXn0e3p6utO3DwDIHyjaAFxO79697eOSJUs6ffsvv/yyfXxt6QcA4E5QtAG4FMuy7OOHH37YSAZvb2+1b99e0v+/5R8AAHeKog3ApYSFhdnHS5YsMZbjvffekyRlZGToxIkTxnIAAPIuijYAl/LTTz/Zx0FBQcZyBAcH28fTpk0zlgMAkHdRtAG4jIyMDPv4yy+/NJjkivHjx0uSPvjgA8NJAAB5EUUbgMto1qyZfdy4cWODSa547rnnJEnJycn2p1QCAJBTFG0ALiMmJsY+LlGihMEkV1SuXFleXl6SxCPZAQB3jKINwCUcPHjQPt6zZ4/BJFl98sknkqR33nknyx1RAAC4HYo2AJfQsGFD+7hmzZoGk2TVuXNn+3jLli0GkwAA8hqKNgCXkJiYaDpCtgICAtSmTRtJUt++fQ2nAQDkJRRtAMZde0rG1q1bDSbJ3tWj2r/88gunjwAAcoyiDcC4oUOH2sd16tQxmCR73bp1s483bdpkMAkAIC+haAMw7upTGCXJx8fHYJLs+fr6KiAgQJI0adIkw2kAAHkFRRuAy3Dlc6CjoqIkSatXrzacBACQV1C0HWjixImy2WwaNGiQ6SiAy0pPT7ePX3vtNYNJbu3VV1+1j3/77TeDSQAAeQVF20G2bdumTz/91CXPNwVcyYoVK+xjV7qt3/VKlCihJ554QpK0dOlSw2kAAHkBRdsBzp8/r4iICM2cOVNFihQxHQdwafPmzbOPPTxc+1dSly5dJElLlizh7iMAgNty7b/V8qjIyEi1b99e4eHht103NTVVSUlJWSbAnVw95zkkJMRwktt76qmn5OXlpdjYWO3atct0HACAi6No57LFixdr586dmjBhQo7WnzBhggICAuxTuXLlHJwQcC1Xjwxfew60q/L391dgYKAkaeDAgYbTAABcHUU7Fx05ckQDBw7UggULcnyLshEjRigxMdE+HTlyxMEpAddx7b/gXD3/2dX17t1bkrR582ZOHwEA3JLN4m+KXLNq1So988wz8vT0tC/LyMiQzWaTh4eHUlNTs7yWnaSkJAUEBCgxMVH+/v6OjgwY9fPPP6tBgwaSpMzMTNlsNsOJbu/8+fPy8/OTJG3ZskVhYWGGEwEAnC2nfY0j2rmoTZs2+vXXX7Vr1y771KhRI0VERGjXrl23LdmAuzlw4ICkK+dn54WSLUmFCxdWu3btJEkLFy40nAYA4Moo2rnIz89PtWrVyjIVKlRIRYsWVa1atUzHA1xObGysJKlGjRqGk9yZ/v37S5KmTp2qixcvGk4DAHBVFG0Axlwt2tWrVzec5M488sgj9vG//vUvg0kAAK6Mou1gGzdu1JQpU0zHAFzS/PnzJUnBwcGGk9yZAgUK2I9qf/DBB8rMzDScCADgiijaAIw4deqUfVy3bl2DSe7OO++8I39/f50+fVqbN282HQcA4IIo2gCMiIuLs48rVqxoMMnd8fX1VadOnSRJCxYsMJwGAOCKKNoAjDh58qSkKxdC5pU7jlwvIiJCkrRo0SKlpqYaTgMAcDUUbQBGLFmyRJJy/HAnV9SqVStJV+6tzVFtAMD1KNoAjFi6dKkkKS0tzXCSu+fp6anGjRtLkubNm2c4DQDA1VC0ATjdtQ+krVChgsEk9+6zzz6TJP344486e/as4TQAAFdC0QbgdNu3b7ePP//8c4NJ7l2dOnVUv359Xb58mSdFAgCyoGgDcLo333zTPg4MDDSYJHf07NlTkjR79mzDSQAAroSiDcDpoqOjJUlVqlQxnCR3vPjii/L09NTPP/+sn376yXQcAICLoGgDMOaZZ54xHSFXFC1aVDVq1JAkhYaGGk4DAHAVFG0ATnX58mX7+PnnnzeYJHf16NHDPr506ZK5IAAAl0HRBuBUX331lX2cFx+9fjODBg2yj6/9GQEA7ouiDcCpZs6caR97enoaTJK7PD09NXz4cElZSzcAwH1RtAE41Zo1ayRJ/fr1M5wk93Xt2lWSdPToUZ06dcpwGgCAaRRtAE6TmppqH18tpflJzZo17eNFixYZTAIAcAUU7VuIi4tTy5YtTccA8o29e/faxyEhIQaTOM7UqVMlSf/zP/+T5QmYAAD3Q9G+hcuXL+v77783HQPIN/79739LkqpVqyabzWY4jWNERESoYMGC2r17t3bs2GE6DgDAIIo2AKf573//K0m6//77jeZwpCJFiqhTp06Ssl74CQBwP25dtF977TXNnDlT27dvz3JvXwCOsX//fknSq6++ajiJY/Xu3VuSNGPGDCUlJRlOAwAwxct0AJN+/fVXLViwQCkpKSpQoIAefPBBNWjQQA0bNlSDBg3k4eHW/x8C5KrU1FTt2rVLkvL9tQ/X/nxLly61F28AgHuxWW5+tY5lWYqNjdXOnTvt065du5SQkCBJstlsysjIcFqepKQkBQQEKDExUf7+/k7bLuBoW7duVVhYmIKCgnTq1Kl8e472VSNGjNDEiRMliYsiASCfyWlfc+sj2tKVIh0cHKzg4GC9+OKL9uWHDh3Sjh079PPPPxtMB+QfMTExkqTQ0NB8X7IlafDgwfaivWvXLtWrV89sIACA07n1uRGrVq266WuVKlVS586dNX78eOcFAvKxrVu3SrpStN1B8eLF1axZM0nSp59+ajgNAMAEty7aXbp00YcffnjLdfgnXyB3XC3aYWFhhpM4z9tvvy1Jmj59uhITEw2nAQA4m1sX7RUrVuhvf/ubBg0adMNrGRkZmjNnjmrUqOH8YEA+c/r0aR06dEiS1LhxY8NpnKdVq1b28YIFC8wFAQAY4dZFu3379oqOjtayZcvUsWNHXbp0SZcvX9Ynn3yiKlWqaPDgwerSpYvpmECed/VodnBwcL6+h/b1bDabpkyZIunKPbX5FzIAcC9uXbQlqUGDBoqJiVFcXJxCQ0NVsWJFjR49Wn369NEff/yhMWPGmI4I5HnffvutJPc5P/taXbt2lbe3t3bt2mX/Hw4AgHtw+6KdnJys+fPn6+TJk4qLi1NCQoLWrVunkSNHcns9IJdcvRaiTp06hpM4X9GiRfXCCy9Ikv3oNgDAPbh10R41apQqVKigzz77TOPGjdPp06fVuXNnhYeHa9u2babjAflCSkqKfdyoUSODScwZPHiwJGn58uX6448/DKcBADiLWxft5cuXa8qUKdq/f7/69OmjQoUKac6cOXrllVfUunVrffHFF6YjAnne7t277ePmzZsbTGJO3bp19fDDDysjI0PTp083HQcA4CRuXbR///13devWTZ6enlmW//Of/9T777+v5557Th999JGhdED+cPV+9U899ZRbPKjmZgYMGCBJmjFjRpaj/ACA/Muti/at/tLv06ePVqxYoZEjRzoxEZD//Pjjj5Kkpk2bGk5i1hNPPKHKlSvrr7/+0pw5c0zHAQA4gVsX7dt5/PHHtXHjRtMxgDzt+++/lyS3fwS5p6enoqKiJEmTJ09Wenq64UQAAEejaN9GgwYNTEcA8qwTJ07Yx02aNDGYxDX06NFDQUFBOnz4sFasWGE6DgDAwSjaABxmx44d9rGfn5/BJK7hvvvuU2RkpCRp0qRJPMAGAPI5ijYAh9m3b58k6dlnnzWcxHVERkbKx8dH27dv14YNG0zHAQA4EEUbgMOsXbtWkvvePzs7xYoV08svvyxJevrppw2nAQA4EkUbgENcvHjR/uj1Dh06mA3jYvr37y9JOn/+fJb7jAMA8heKNgCHuPaOPdWqVTMXxAUFBwerevXqkqR33nnHcBoAgKNQtAE4xMGDByVJ/v7+bv2gmptZtGiRJGnx4sWKi4sznAYA4AgUbQAOcbU8vvrqq4aTuKb69eurffv2yszM1IQJE0zHAQA4AEU7F02YMEGNGzeWn5+fihcvrg4dOig2NtZ0LMCIq//tc9rIzf3973+XJM2bN0///e9/zYYBAOQ6inYuio6OVmRkpGJiYvTtt98qLS1Njz76qFJSUkxHA5zu6qkjVapUMZzEdYWFhSk8PFzp6emcqw0A+ZDN4okJDnP69GkVL15c0dHRatGiRY7ek5SUpICAACUmJsrf39/BCQHHSE9PV+HChZWamqpDhw6pYsWKpiO5rE2bNqlly5by9vbWoUOHVKZMGdORAAC3kdO+xhFtB0pMTJQkBQYG3nSd1NRUJSUlZZmAvG7fvn1KTU2Vn5+fKlSoYDqOS2vRooWaN2+uy5cva9KkSabjAAByEUXbQTIzMzVo0CA1bdpUtWrVuul6EyZMUEBAgH0qV66cE1MCjrFz505JVy748/Dg18ztjBo1SpL06aef6vjx44bTAAByC38DOkhkZKT27NmjxYsX33K9ESNGKDEx0T4dOXLESQkBx/nggw8kSXXq1DGcJG8IDw9XkyZNdOnSJY0bN850HABALqFoO0C/fv301VdfacOGDSpbtuwt1y1YsKD8/f2zTEBelp6ebj+i3aRJE8Np8gabzabx48dLkqZPn649e/YYTgQAyA0U7VxkWZb69eunlStXav369VwABrcUFRVlH3fp0sVgkrylVatW6tixozIyMjRw4EBxnToA5H0U7VwUGRmp+fPna+HChfLz89OJEyd04sQJXbx40XQ0wGnWrFljH3t6ehpMkvdMnjxZPj4+Wr9+vVasWGE6DgDgHlG0c9Enn3yixMREtWrVSqVKlbJPS5YsMR0NcJr4+HhJ0ltvvWU4Sd7zwAMPaNiwYZKu/MvAhQsXDCcCANwLinYusiwr26lHjx6mowFOcenSJaWmpkqSnnrqKcNp8qahQ4eqfPnyio+P53Z/AJDHUbQB5Jro6Gj7uF69euaC5GH33XefJk+eLEmaOHGi/vjjD8OJAAB3i6ININds2bJFktSxY0fOz74HnTp1UuvWrXXp0iUNGTLEdBwAwF2iaAPINVeL9sMPP2w4Sd5ms9n0wQcfyNPTU8uXL9f69etNRwIA3AWKNoBckZGRYS/aTZs2NZwm76tdu7b69u0rSRowYIDS09MNJwIA3CmKNoBcsWfPHiUnJ6tw4cKqXbu26Tj5wpgxY1S0aFH99ttv+uSTT0zHAQDcIYo2gFyxbt06SVJYWBjnZ+eSIkWK2J8Y+dZbb+n06dOGEwEA7gRFG0Cu+OmnnyRJ4eHhhpPkL7169VL9+vWVkJCgoUOHmo4DALgDFG0A98yyLH3//feSpPr16xtOk794enrqo48+ks1m05w5c7I8eRMA4Noo2gDu2d69e3X06FH5+PioefPmpuPkOw899JAGDBggSerTp4/OnTtnOBEAICco2gDu2cKFCyVJLVq0kK+vr+E0+dO4ceNUtWpV/fnnn3r99ddlWZbpSACA26BoA7hn48aNkyTVrFnTcJL8q1ChQpo/f748PT21ZMkSzZ0713QkAMBtULQB3JNLly7Zx926dTOYJP8LCQnRmDFjJEl9+/bV7t27DScCANwKRRvAPfnxxx/t47p16xpM4h5GjBihtm3b6uLFi3r22WeVlJRkOhIA4CYo2gDuyauvvipJat++vWw2m+E0+Z+Hh4fmz5+vsmXLKi4uTr169eJ8bQBwURRtAHctNTVVBw4ckCQ98sgjhtO4j6CgIC1btkxeXl5avny5PvzwQ9ORAADZoGgDuGtffvmlfRwZGWkwifsJCwvT5MmTJUlvvPGG/cmcAADXQdEGcNeWL18uSRoyZIi8vLwMp3E//fv3V9euXZWRkaHOnTtr7969piMBAK5B0QZwV5KTk7Vq1SpJUufOnc2GcVM2m00zZ85UkyZNdO7cObVr107Hjh0zHQsA8H8o2gDuysqVK5WamqqqVauqcePGpuO4LR8fH33xxReqWrWq4uPj9fjjj3MnEgBwERRtAHdl3rx5kqSXXnqJu40YFhQUpDVr1qh48eL65Zdf9MQTT+jChQumYwGA26NoA7hjhw8f1nfffSdJ6tq1q+E0kKRKlSrp66+/lr+/vzZv3qynn346y8OEAADOR9EGcMcWLVokSSpbtqwqVqxoOA2uatCggb7++msVKlRI3333nTp06KCLFy+ajgUAbouiDeCOLV68WJI0dOhQw0lwvYceekirV6/Wfffdp7Vr13LONgAYRNEGcEf279+vX3/9VV5eXoqIiDAdB9lo2bKl1qxZIz8/P23cuFEPP/ywTp8+bToWALgdijaAOzJ27FhJUps2bRQYGGg4DW6mefPm2rBhg4KCgrRjxw41a9ZMBw8eNB0LANwKRRtAjl24cEGrV6+WdOVuI3BtDRs21Pfff6/y5ctr//79Cg0NVXR0tOlYAOA2KNoAcmzWrFn666+/9MADD6hLly6m4yAHqlevrpiYGDVs2FBnz55VmzZt9O6778qyLNPRACDfo2gDyJHLly9r0qRJkqRhw4bxyPU8pFSpUtq0aZNeeuklZWRkaNiwYerQoYPOnTtnOhoA5GsUbQA58vHHH+vIkSMqWbKkevToYToO7tB9992nuXPn6tNPP5W3t7e++OIL1a1bV+vWrTMdDQDyLYo2gNuyLEvjx4+XJEVFRcnHx8dwItwNm82mV155RT/++KMqV66sI0eOKDw8XL1791ZCQoLpeACQ71C0AdzW0qVL7beH6927t+E0uFcNGzbUzz//rNdff13SlXPvH3zwQa1YsYJztwEgF1G0AdzS+fPnFRUVJUkaPXq0ihQpYjgRcoOfn58+/vhjRUdHq1q1ajp+/Lg6deqkli1b6ocffjAdDwDyBYo2gFvq16+fjh07pgoVKmjYsGGm4yCXtWjRQr/88otGjhypggULavPmzWrWrJmefPJJ7d6923Q8AMjTKNoAbmrt2rWaO3euPDw8NGfOHPn6+pqOBAfw8fHRuHHjdODAAfXp00eenp766quvVK9ePUVERPCgGwC4SxRtANlKS0uznzLSv39/tWrVymwgOFzZsmU1Y8YM/f7773ruuedkWZYWLlyo4OBgde/eXTt37jQdEQDyFIo2gGyNHTtWv//+u4KCgjR69GjTceBE1apV05IlS7Rjxw61a9dO6enp+vzzz9WwYUM1a9ZMc+bMUUpKiumYAODyKNoAbvD111/r7bffliRNnDiRCyDdVIMGDfT1118rJiZGL7zwgry8vPTDDz+oZ8+eKlWqlHr27Km1a9cqLS3NdFQAcEk2i3s5uZSkpCQFBAQoMTFR/v7+puPADe3evVutW7fWX3/9pb59+2ratGmmI8FFHD16VHPnztWsWbN06NAh+/KiRYuqQ4cOateundq0acP/mAHI93La1yjaLoaiDZPi4uLUsmVLHT9+XGFhYdqwYQMPp8ENMjMztXnzZi1ZskTLly+332Ndkjw8PBQSEqK2bduqbdu2aty4sby8vAymBYDcR9HOoyjaMOXo0aNq0qSJjhw5otq1ays6Opojk7it9PR0bdy4UatXr9batWu1d+/eLK/7+/srNDRUYWFhCgsLU0hIiIKCggylBYDcQdHOoyjaMGH16tXq2bOnTp8+rerVq2vTpk0qXry46VjIg44cOaJvvvlGa9eu1Xfffadz587dsE6ZMmVUp04d+xQcHKwqVarwOw9AnkHRNmjatGmaNGmSTpw4obp162rq1KkKCQnJ0Xsp2nCm5ORkDR8+XB9//LEkqVatWvrPf/6jSpUqGU6G/CAjI0O7d+/W1q1bFRMTo5iYGMXGxt50/WLFiqlKlSr2qWLFiipTpox9Kly4sBPTA8DNUbQNWbJkibp166bp06crNDRUU6ZM0bJlyxQbG5ujI4QUbTiaZVnavXu3Fi9erJkzZ+rs2bOSpEGDBmnChAmckw2HSkpK0p49e7R79277FBcXp1OnTt32vQEBASpTpoxKlSqlokWLKigoKNs/ixYtKj8/PxUuXFgFCxaUzWZzwk8GwJ1QtA0JDQ1V48aN9dFHH0m6ctFQuXLl1L9/fw0fPvy276do415ZlqW//vpLx48fv2E6evSotm7dqiNHjtjXr1q1qqZNm6ZHHnnEYGq4u6SkJB08eFAHDhywT/Hx8frzzz919OhRJScn39Xnenl5qXDhwvLz87OX72v/9PX1lY+PjwoWLHjDn9ktK1CggLy8vOTl5SVPT0/7+PrpZq95eHjIw8NDNptNNpvNPgaQt+S0r3EpeC66fPmyduzYoREjRtiXeXh4KDw8XFu2bMn2PampqUpNTbXPJyUlOTznterVq6eMjAz7/PX/33Wv8474TGdswxGf6azcKSkpunz58g3Lr+Xr66u2bduqa9eu6tChgzw9PW+5PuBo/v7+ql+/vurXr5/t60lJSTp69KiOHj2qkydP6uzZszpz5oz9z2vH586d04ULFyRduVgzISFBCQkJTvxp7tz1xft2f+Zknes/P7ttOnLe1DbgvkJDQ/XZZ5+ZjpEFRTsXnTlzRhkZGSpRokSW5SVKlNC+ffuyfc+ECRM0ZswYZ8TL1p49e7IUbeQfgYGBKlWq1A1TzZo11axZM/n6+pqOCOSYv7+//P39VaNGjRytn5GRofPnz+v8+fNKTk5WcnKyfXztskuXLunSpUtKTU294c/slqWnp98wZWRkZLs8PT1dmZmZOcprWZYsy8rx+gBu5IoX8VO0DRsxYoSioqLs80lJSSpXrpzTtr927dobljn6CATzjj0q5OPjo5IlS6pgwYI3fA7gLjw9PRUQEKCAgACjOSzLshfxtLQ0ZWZm2gv1teX6Xv68ftn1Zd3R/zp37bwzt5XdPNybK96SlqKdi4KCguTp6amTJ09mWX7y5EmVLFky2/dcPQ/QlDZt2hjbNgDkdzabzX5+NhcaA+7Hw3SA/MTb21sNGzbUunXr7MsyMzO1bt06NWnSxGAyAAAAOBtHtHNZVFSUunfvrkaNGikkJERTpkxRSkqKevbsaToaAAAAnIiincu6dOmi06dP66233tKJEydUr149rVmz5oYLJAEAAJC/cR9tF8N9tAEAAFwb99HOo67+f4+z76cNAACAnLna0253vJqi7WKuPv3Mmbf4AwAAwJ1LTk6+5W1EOXXExWRmZurYsWPy8/NzytOurt63+8iRI5yq4mLYN66LfeO62Deui33j2tg/d8ayLCUnJ6t06dLy8Lj5Tfw4ou1iPDw8VLZsWadv9+pT1+B62Deui33jutg3rot949rYPzmXkwdicR9tAAAAwAEo2gAAAIADULTdXMGCBTV69Gijj4FH9tg3rot947rYN66LfePa2D+OwcWQAAAAgANwRBsAAABwAIo2AAAA4AAUbQAAAMABKNoAAACAA1C03dy0adP0wAMPyMfHR6Ghofrpp59MR3J7//jHP2Sz2bJMwcHBpmO5pU2bNunJJ59U6dKlZbPZtGrVqiyvW5alt956S6VKlZKvr6/Cw8MVFxdnJqybud2+6dGjxw3fo3bt2pkJ62YmTJigxo0by8/PT8WLF1eHDh0UGxubZZ1Lly4pMjJSRYsWVeHChdWpUyedPHnSUGL3kZN906pVqxu+O6+99pqhxHkfRduNLVmyRFFRURo9erR27typunXrqm3btjp16pTpaG6vZs2aOn78uH36/vvvTUdySykpKapbt66mTZuW7evvvvuuPvzwQ02fPl1bt25VoUKF1LZtW126dMnJSd3P7faNJLVr1y7L92jRokVOTOi+oqOjFRkZqZiYGH377bdKS0vTo48+qpSUFPs6gwcP1pdffqlly5YpOjpax44dU8eOHQ2mdg852TeS1KdPnyzfnXfffddQ4nzAgtsKCQmxIiMj7fMZGRlW6dKlrQkTJhhMhdGjR1t169Y1HQPXkWStXLnSPp+ZmWmVLFnSmjRpkn1ZQkKCVbBgQWvRokUGErqv6/eNZVlW9+7draefftpIHmR16tQpS5IVHR1tWdaV70mBAgWsZcuW2dfZu3evJcnasmWLqZhu6fp9Y1mW1bJlS2vgwIHmQuUzHNF2U5cvX9aOHTsUHh5uX+bh4aHw8HBt2bLFYDJIUlxcnEqXLq1KlSopIiJC8fHxpiPhOocPH9aJEyeyfIcCAgIUGhrKd8hFbNy4UcWLF1f16tX1+uuv6+zZs6YjuaXExERJUmBgoCRpx44dSktLy/LdCQ4OVvny5fnuONn1++aqBQsWKCgoSLVq1dKIESN04cIFE/HyBS/TAWDGmTNnlJGRoRIlSmRZXqJECe3bt89QKkhSaGio5syZo+rVq+v48eMaM2aMmjdvrj179sjPz890PPyfEydOSFK236Grr8Gcdu3aqWPHjqpYsaIOHjyokSNH6rHHHtOWLVvk6elpOp7byMzM1KBBg9S0aVPVqlVL0pXvjre3t+6///4s6/Ldca7s9o0kvfjii6pQoYJKly6t3bt3a9iwYYqNjdWKFSsMps27KNqAi3nsscfs4zp16ig0NFQVKlTQ0qVL1atXL4PJgLzj+eeft49r166tOnXqqHLlytq4caPatGljMJl7iYyM1J49e7jOxAXdbN+88sor9nHt2rVVqlQptWnTRgcPHlTlypWdHTPP49QRNxUUFCRPT88brvI+efKkSpYsaSgVsnP//ferWrVqOnDggOkouMbV7wnfobyhUqVKCgoK4nvkRP369dNXX32lDRs2qGzZsvblJUuW1OXLl5WQkJBlfb47znOzfZOd0NBQSeK7c5co2m7K29tbDRs21Lp16+zLMjMztW7dOjVp0sRgMlzv/PnzOnjwoEqVKmU6Cq5RsWJFlSxZMst3KCkpSVu3buU75IL+/PNPnT17lu+RE1iWpX79+mnlypVav369KlasmOX1hg0bqkCBAlm+O7GxsYqPj+e742C32zfZ2bVrlyTx3blLnDrixqKiotS9e3c1atRIISEhmjJlilJSUtSzZ0/T0dzakCFD9OSTT6pChQo6duyYRo8eLU9PT73wwgumo7md8+fPZzmKc/jwYe3atUuBgYEqX768Bg0apLFjx6pq1aqqWLGiRo0apdKlS6tDhw7mQruJW+2bwMBAjRkzRp06dVLJkiV18OBBDR06VFWqVFHbtm0NpnYPkZGRWrhwof7zn//Iz8/Pft51QECAfH19FRAQoF69eikqKkqBgYHy9/dX//791aRJE4WFhRlOn7/dbt8cPHhQCxcu1OOPP66iRYtq9+7dGjx4sFq0aKE6deoYTp9Hmb7tCcyaOnWqVb58ecvb29sKCQmxYmJiTEdye126dLFKlSpleXt7W2XKlLG6dOliHThwwHQst7RhwwZL0g1T9+7dLcu6cou/UaNGWSVKlLAKFixotWnTxoqNjTUb2k3cat9cuHDBevTRR61ixYpZBQoUsCpUqGD16dPHOnHihOnYbiG7/SLJmj17tn2dixcvWn379rWKFCli3XfffdYzzzxjHT9+3FxoN3G7fRMfH2+1aNHCCgwMtAoWLGhVqVLFevPNN63ExESzwfMwm2VZljOLPQAAAOAOOEcbAAAAcACKNgAAAOAAFG0AAADAASjaAAAAgANQtAEAAAAHoGgDAAAADkDRBgAAAByAog0AAAA4AEUbAAAAcACKNgDgrrRq1UqDBg0yHQMAXBZFGwDgkjIzMxUcHKy//e1vWZavXr1a3t7eWrFihaFkAJAzFG0AgEvy8PDQiBEjNG3aNCUmJkqSdu7cqS5duuidd95Rx44dDScEgFujaAMAckVqaqoGDBig4sWLy8fHR82aNdO2bdvsrycnJysiIkKFChVSqVKl9P7779/29JOIiAgFBgbqo48+Unx8vJ544gn17NlTgwcPdsJPBAD3hqINAMgVQ4cO1b///W/NnTtXO3fuVJUqVdS2bVv99ddfkqSoqCj98MMP+uKLL/Ttt99q8+bN2rlz5y0/08vLS8OGDdOUKVP0+OOPq3Hjxvrggw+c8eMAwD2jaAMA7llKSoo++eQTTZo0SY899pgefPBBzZw5U76+vpo1a5aSk5M1d+5cvffee2rTpo1q1aql2bNnKyMj47afHRERofPnz8tms2nRokXy8OCvLgB5A7+tAAB2w4cPl81mu+W0b9++G9538OBBpaWlqWnTpvZlBQoUUEhIiPbu3atDhw4pLS1NISEh9tcDAgJUvXr122bq16+fJOnMmTOUbAB5ipfpAAAA1/HGG2+oR48et1ynUqVKzgkjadSoUVq9erViYmIUHh6uWbNmKTIy0mnbB4B7QdEGANgVK1ZMxYoVu+P3Va5cWd7e3vrhhx9UoUIFSVJaWpq2bdumQYMGqVKlSipQoIC2bdum8uXLS5ISExO1f/9+tWjRItvPnDlzpiZPnqz169erbt26GjRokN5991298sorKlCgwN3/kADgJPwbHADgnhUqVEivv/663nzzTa1Zs0a///67+vTpowsXLqhXr17y8/NT9+7d9eabb2rDhg367bff1KtXL3l4eMhms93wef/7v/+rfv36acGCBQoLC5N05RSSxMREzZs3z9k/HgDcFYo2ACBXTJw4UZ06ddJLL72kBg0a6MCBA1q7dq2KFCkiSfrXv/6lJk2a6IknnlB4eLiaNm2qGjVqyMfHJ8vn7NixQ88995zeffddPfPMM/blAQEBGjBggCZOnJijiygBwDSbZVmW6RAAAPeTkpKiMmXKaPLkyerVq5fpOACQ6zhHGwDgFD///LP27dunkJAQJSYm6u2335YkPf3004aTAYBjULQBAE7z3nvvKTY2Vt7e3mrYsKE2b96soKAg07EAwCE4dQQAAABwAC6GBAAAAByAog0AAAA4AEUbAAAAcACKNgAAAOAAFG0AAADAASjaAAAAgANQtAEAAAAHoGgDAAAADkDRBgAAAByAog0AAAA4AEUbAAAAcID/B2LvcB8GqerNAAAAAElFTkSuQmCC" 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 28 }, { "metadata": { "ExecuteTime": { "end_time": "2025-01-30T11:45:05.502377Z", "start_time": "2025-01-30T11:45:05.500564Z" } }, "cell_type": "code", "source": "", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }