diff --git a/badgers/generators/time_series/trends.py b/badgers/generators/time_series/trends.py index 07703db..0ce390e 100644 --- a/badgers/generators/time_series/trends.py +++ b/badgers/generators/time_series/trends.py @@ -1,11 +1,12 @@ import abc -from typing import Tuple +from typing import Tuple, Union import numpy as np from numpy.random import default_rng from badgers.core.base import GeneratorMixin from badgers.core.decorators.time_series import preprocess_inputs +from badgers.generators.time_series.utils import generate_random_patterns_indices class TrendsGenerator(GeneratorMixin): @@ -36,13 +37,106 @@ def __init__(self, random_generator=default_rng(seed=0)): def generate(self, X, y, slope) -> Tuple: """ + :param X: the input signal to be transformed + :param y: not changed (here for API compatibility) + :param slope: the slope of the trend (increase per time unit) + :type slope: Union[float | list] + :return: the transformed signal Xt (X + linear trend), and y (not changed) + """ + + offset = np.linspace(0, slope * len(X), len(X)) + Xt = X + offset + return Xt, y + + +class AdditiveLinearTrendGenerator(TrendsGenerator): + """ + Add a linear trend to the input time-series data + """ + + def __init__(self, random_generator=default_rng(seed=0)): + super().__init__(random_generator=random_generator) + + @preprocess_inputs + def generate(self, X, y, slope, start: int, end: int) -> Tuple: + """ + + + :param X: the input signal to be transformed + :param y: not changed (here for API compatibility) + :param slope: (increase per time unit) + :type slope: Union[float | list] + :param end: + :param start: + :return: the transformed signal Xt (X + linear trend), and y (not changed) + """ + if start is None: + # when start is not given, it is chosen randomly in the first half of the signal + start = self.random_generator.uniform(0, int(0.5 * len(X))) + + if end is None: + # when end is not given, the trend will last until the end of the signal + end = len(X) + + # computing offset: + # - 0s until "start" + # - from "start" to "end": linear trend with slope "slope", + # - from "end" on: the last value + offset = np.zeros(shape=X.shape) + offset[start:end, :] = np.linspace(0, slope * (end - start), end - start) + offset[end:, :] = offset[end - 1, :] + + Xt = X + offset + return Xt, y + + +class RandomlySpacedLinearTrends(TrendsGenerator): + """ + Generates randomly time intervals where a linear trend is added to the signal + Slopes, Tme intervals locations and widths are chosen randomly + """ + + def __init__(self, random_generator=default_rng(seed=0)): + super().__init__(random_generator=random_generator) + + @preprocess_inputs + def generate(self, X, y, n_patterns: int = 10, min_width_pattern: int = 5, + max_width_patterns: int = 10, slope_min: float = -0.05, slope_max: float = 0.05) -> Tuple: + """ + Generates randomly time intervals where a linear trend is added to the signal + Slopes, Tme intervals locations and widths are chosen randomly. + :param X: :param y: - :param slope: + :param n_patterns: the total number of time intervals where a linear trend is add + :param min_width_pattern: the minimum with of the time intervals + :param max_width_patterns: the maximum with of the time intervals + :param slope_min: the minimum value of the slope (slope is chosen uniformly at random between min_slope and max_slope for each time interval and each column of X) + :param slope_max: the maximum value of the slope (slope is chosen uniformly at random between min_slope and max_slope for each time interval and each column of X) + :return: """ - t = np.linspace(0, 1, len(X)) - trend = t[:, np.newaxis] * slope - Xt = X.add(trend, axis=0) + # generate patterns indices and values + self.patterns_indices_ = generate_random_patterns_indices( + random_generator=self.random_generator, + n_patterns=n_patterns, + signal_size=len(X), + min_width_pattern=min_width_pattern, + max_width_patterns=max_width_patterns) + + # generate random slopes + self.slopes_ = self.random_generator.uniform(low=slope_min, high=slope_max, size=(n_patterns, X.shape[1])) + + offset = np.zeros(shape=X.shape) + + for (start, end), slope in zip(self.patterns_indices_, self.slopes_): + # computing offset: + # - don't change until "start" + # - from "start" to "end": add linear trend with slope "slope", + # - from "end" on: add the last value + offset[start:end, :] = np.linspace(offset[start, :], offset[start, :] + slope * (end - start), end - start) + offset[end:, :] = offset[end - 1, :] + + Xt = X + offset return Xt, y diff --git a/docs/tutorials/time-series/Trends-Time-Series.ipynb b/docs/tutorials/time-series/Trends-Time-Series.ipynb index 43c7a9d..4ff31c3 100644 --- a/docs/tutorials/time-series/Trends-Time-Series.ipynb +++ b/docs/tutorials/time-series/Trends-Time-Series.ipynb @@ -5,7 +5,7 @@ "id": "bb06961a-3e8c-44b8-9c82-290ef3466706", "metadata": {}, "source": [ - "# Generate trends in time series" + "# Generate trends / drift in time series" ] }, { @@ -18,7 +18,7 @@ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from badgers.generators.time_series.trends import GlobalAdditiveLinearTrendGenerator" + "from badgers.generators.time_series.trends import GlobalAdditiveLinearTrendGenerator, AdditiveLinearTrendGenerator, RandomlySpacedLinearTrends" ] }, { @@ -56,7 +56,7 @@ "metadata": {}, "outputs": [], "source": [ - "X = pd.DataFrame(data=rng.normal(size=(100, 2)), columns=['dimension_0', 'dimension_1'])\n" + "X = pd.DataFrame(data=rng.normal(loc=0, scale=0.1, size=(100, 2)), columns=['dimension_0', 'dimension_1'])\n" ] }, { @@ -67,19 +67,9 @@ "outputs": [ { "data": { + "image/png": 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", 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", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -87,7 +77,8 @@ } ], "source": [ - "X.plot(subplots=True)" + "fig, ax = plt.subplots(1, sharex=True, sharey=True, figsize=(6,3))\n", + "X.plot(ax=ax);" ] }, { @@ -115,7 +106,8 @@ "metadata": {}, "outputs": [], "source": [ - "Xt, _ = generator.generate(X, y=None, slope=np.array([4,-2]))" + "slope = np.array([0.01,-0.02]) # slope: increase per time unit\n", + "Xt, _ = generator.generate(X, y=None, slope=slope)" ] }, { @@ -126,7 +118,132 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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ef9KkSYwbN44BAwYAEBISwpQpUxgzZgwTJ040rzdw4EB69eoFwAcffMD//vc/du/eTYcOHTh//jx169alfv36gNoTVpSZM2cSGBjIjBkz0Gg0hIWFcfnyZcaOHcuECRPQatV+m1q1apmPHxoayowZM1i/fj2PPfZYsc8/Li4OOzs73N3dLZb7+voSFxdX7Lb365EKnCIiIli9erXFsnXr1hEREVHkNnq9Hr1eX9JNE0IIIR6406dPk5WVRaNGjczLPDw8qFKlSrHb1apVy3w7L8WlZs2aFssyMjIwGAy4urpy8OBBtm3bZtHDlJubS0ZGBmlpaeYcqlv36+TkhKurq/lSJa+88grdu3dn//79tGvXjq5du9KkSZNC23fs2DEiIiIsaic1bdqUlJQULl68SFBQUIHjgXo5lLzjPapKNHBKSUnh1KlT5vtnz54lKioKDw8PgoKCGD9+PJcuXeLbb78F4OWXX2bGjBmMGTOG5557jg0bNvDjjz+yatWqkmymEEKIfxkHWx3Rk0tnNraD7b1fzsNatra25tt5wUlhy4xGI6B+H0+aNKnQ5Gl7e/tC95u3n7x9dOzYkXPnzrF69WrWrVtHmzZtePXVV/n4448fyPO4/XjF8fPzIysri8TERItep/j4ePz8/O65PdYo0cBp7969tGrVynw/b0htwIABLFiwgCtXrnD+/Hnz4xUqVGDVqlW8/vrrfP7555QrV46vv/5aShEIIYS4KxqNxurhstJUsWJFbG1t2bVrl7kX5ubNm5w4cYKWLVs+sOPUq1ePmJgYKlWqdF/78fb2ZsCAAQwYMIDmzZszevToQgOnqlWr8vPPP6MoijmI27ZtGy4uLncchrRGeHg4tra2rF+/nu7duwMQExPD+fPnix2lehBK9L8qMjKy2CS5wqqCR0ZGcuDAgRJslRBCCPFocHZ2ZvDgwYwePRpPT098fHx46623zDlAD8qECRPo0qULQUFBPP3002i1Wg4ePMiRI0cKJGwXt4/w8HCqV69OZmYmK1eupGrVqoWuO2TIEKZPn86wYcMYOnQoMTExTJw4kZEjRz6Q5+bm5sbgwYMZOXIkHh4euLq6MmzYMCIiImjcuPF97784j344LoQQQvyLTZs2jZSUFB5//HFcXFwYNWoUSUlJD/QY7du3Z+XKlUyePJkPP/wQW1tbwsLCeP75563eh52dHePHjyc2NhYHBweaN2/O0qVLC123bNmyrF69mtGjR1O7dm08PDwYPHgwb7/99oN6Snz22WdotVq6d+9uUQCzpGmUu503+YgzGAy4ubmRlJSEq6traTdHCCFECcvIyODs2bNUqFDBIl9HiFsV939yN7HDP76OkxBCCCHEwyKBkxBCCCEeKd999x3Ozs6F/lSvXr1U2yY5TkIIIYR4pDzxxBMWta1udXsJg4dNAichhBBCPFJcXFxwcXEp7WYUSobqhBBCCCGsJIGTEEIIIYSVJHASQgghhLCSBE5CCCGEEFaSwEkIIYQQwkoSOAkhhBCPmMjISEaMGAFA+fLlmT59eqm2505iY2PRaDRERUWVdlNKnJQjEEIIIR5he/bswcnJqbSbUazAwECuXLmCl5fXQzvm3LlzWbJkCfv37yc5OZmbN2/i7u5e4seVHichhBDiEebt7Y2jo2NpN6NYOp0OPz8/bGweXn9MWloaHTp04M0333xoxwQJnIQQQohSlZqaSv/+/XF2dsbf359PPvnE4vHbh+o0Gg1z5syhS5cuODo6UrVqVXbs2MGpU6eIjIzEycmJJk2acPr0aYv9rFixgnr16mFvb09ISAiTJk0iJyfHYr9ff/01Tz31FI6OjoSGhvLbb7+ZH7958yZ9+vTB29sbBwcHQkNDmT9/PlD4UN3mzZtp2LAher0ef39/xo0bZ3G8yMhIXnvtNcaMGYOHhwd+fn68++67Vr9uI0aMYNy4cTRu3NjqbR4ECZyEEEL8+ygKZKWWzo+i3FVTR48ezebNm1mxYgVr165l06ZN7N+/v9htpkyZQv/+/YmKiiIsLIzevXvz0ksvMX78ePbu3YuiKAwdOtS8/pYtW+jfvz/Dhw8nOjqaOXPmsGDBAt5//32L/U6aNImePXty6NAhOnXqRJ8+fbhx4wYA77zzDtHR0fzxxx8cO3aMWbNmFTk0d+nSJTp16kSDBg04ePAgs2bNYt68ebz33nsW6y1cuBAnJyd27drFRx99xOTJk1m3bt1dvX4Pm+Q4CSGE+PfJToMPAkrn2G9eBjvrcpJSUlKYN28eixcvpk2bNoAaTJQrV67Y7QYNGkTPnj0BGDt2LBEREbzzzju0b98egOHDhzNo0CDz+pMmTWLcuHEMGDAAgJCQEKZMmcKYMWOYOHGieb2BAwfSq1cvAD744AP+97//sXv3bjp06MD58+epW7cu9evXB9SesKLMnDmTwMBAZsyYgUajISwsjMuXLzN27FgmTJiAVqv229SqVct8/NDQUGbMmMH69et57LHHrHr9SoMETkIIIUQpOX36NFlZWRYXtPXw8KBKlSrFblerVi3zbV9fXwBq1qxpsSwjIwODwYCrqysHDx5k27ZtFj1Mubm5ZGRkkJaWZs6hunW/Tk5OuLq6cvXqVQBeeeUVunfvzv79+2nXrh1du3alSZMmhbbv2LFjREREoNFozMuaNm1KSkoKFy9eJCgoqMDxAPz9/c3He1RJ4CSEEOLfx9ZR7fkprWOX9CFsbc2384KTwpYZjUZA7dmaNGkS3bp1K7Ave3v7Qvebt5+8fXTs2JFz586xevVq1q1bR5s2bXj11Vf5+OOPH8jzuP14jyoJnIQQQvz7aDRWD5eVpooVK2Jra8uuXbvMvTA3b97kxIkTtGzZ8oEdp169esTExFCpUqX72o+3tzcDBgxgwIABNG/enNGjRxcaOFWtWpWff/4ZRVHMQdy2bdtwcXG54zDko04CJyGEEKKUODs7M3jwYEaPHo2npyc+Pj689dZb5hygB2XChAl06dKFoKAgnn76abRaLQcPHuTIkSMFEraL20d4eDjVq1cnMzOTlStXUrVq1ULXHTJkCNOnT2fYsGEMHTqUmJgYJk6cyMiRIx/Yc4uLiyMuLo5Tp04BcPjwYVxcXAgKCsLDw+OBHKMwEjgJIYQQpWjatGmkpKTw+OOP4+LiwqhRo0hKSnqgx2jfvj0rV65k8uTJfPjhh9ja2hIWFsbzzz9v9T7s7OwYP348sbGxODg40Lx5c5YuXVroumXLlmX16tWMHj2a2rVr4+HhweDBg3n77bcf1FNi9uzZTJo0yXy/RYsWAMyfP5+BAwc+sOPcTqModzlv8hFnMBhwc3MjKSkJV1fX0m6OEEKIEpaRkcHZs2epUKGCRb6OELcq7v/kbmIHqeMkhBBCCGGlhxI4ffnll5QvXx57e3saNWrE7t27i1x3wYIFaDQaix85gxBCCCH+O7777jucnZ0L/alevXqptq3Ec5x++OEHRo4cyezZs2nUqBHTp0+nffv2xMTE4OPjU+g2rq6uxMTEmO/fWgdCCCGEEP9uTzzxhEVtq1vdXsLgYSvxwOnTTz/lhRdeMFcwnT17NqtWreKbb75h3LhxhW6j0Wjw8/Mr6aYJIYQQ4hHk4uKCi4tLaTejUCU6VJeVlcW+ffto27Zt/gG1Wtq2bcuOHTuK3C4lJYXg4GACAwN58sknOXr0aEk2UwghhBDCKiUaOF2/fp3c3FxzOfg8vr6+xMXFFbpNlSpV+Oabb1ixYgWLFy/GaDTSpEkTLl68WOj6mZmZGAwGix8hhBD/Pf+ySeLiAXtQ/x+P3Ky6iIgI+vfvT506dWjZsiXLly/H29ubOXPmFLr+1KlTcXNzM/8EBgY+5BYLIYQoTXk5L2lpaaXcEvEoy/v/uN8cqRLNcfLy8kKn0xEfH2+xPD4+3uocJltbW+rWrWuuDHq78ePHM3LkSPN9g8EgwZMQQvyH6HQ63N3dzReHdXR0lElFwkxRFNLS0rh69Sru7u7odLr72l+JBk52dnaEh4ezfv16unbtCqgXHFy/fj1Dhw61ah+5ubkcPnyYTp06Ffq4Xq9Hr9c/qCYLIYT4B8o7Gc8LnoS4nbu7+wOZeFbis+pGjhzJgAEDqF+/Pg0bNmT69OmkpqaaZ9n179+fsmXLMnXqVAAmT55M48aNqVSpEomJiUybNo1z587dVVl4IYQQ/y0ajQZ/f398fHzIzs4u7eaIR4ytre199zTlKfHA6ZlnnuHatWtMmDCBuLg46tSpw5o1a8wJ4+fPn7e44N/Nmzd54YUXiIuLo0yZMoSHh7N9+3aqVatW0k0VQgjxD6fT6R7YF6QQhZFr1QkhhBDiP02uVSeEEEIIUQIkcBJCCCGEsJIETkIIIYQQVpLASQghhBDCShI4CSGEEEJYSQInIYQQQggrSeAkhBBCCGElCZyEEEIIIawkgZMQQgghhJUkcBJCCCGEsJIETkIIIYQQVpLASQghhBDCShI4CSGEEEJYSQInIUThki6pP0IIIcwkcBL/Dfu/hWmhcOjH0m7JI0FRlOJXSDwPMyNgdjPISn04jRJCiH8ACZzEf8POWZB6FZa/AHu+5nicgWHfH6DfvF0kpWWXWrMURWH14SvEJWU8tGPO3nyaWpPWsv3U9aIaBStHQmYSpN+A8ztKpiG5OZD98J63ECUtNTOHJ2dsZeSPUaXdFFGCJHAS/343z8HV6Pz7q0ax4ovR/H7wMltOXmfe1jOl1rSVh64w5Lv9DFqwB6Ox6F6gG6lZ7DyTcOeeojv47eBl/u+P4yRn5LB0z4XCVzq8DE6ty79/9u/7OmYBudmwczZMqwjv+8HndeD7XrB+Mhz6CTKSHuzxhHhINsZc5eDFJJbvv8SxK4Yi1zt0MZHnF+5lW1EnL/9WaTdg2WCI+aO0W3JfJHASj67oFfDtkzCvHcxpCV82Vr9kfxoEmcnW7+fEGgBOOtTii5yuAIy1XcrHHr8CCgu2x5KSmfOgW2+VVYeuAHDsioH1x68Wuo7RqDBw/m6enbuT+dti7/lYURcSGf3TQfP9raeuFwzWUhNgzVj1dkBd9feZzfd8zAJO/QWzmqrHyEgEFLh5FmJWw5ZPYPnzsOy5B3e8f4jEtCwMGaXX83m/cosJ+v9LNtzyHl66+3yh6yiKwpu/HOavY/H0/2Y33+0697CaV/q2fwFHlsGa8WrP9j+UBE4PiaIobDgeT2JaVuk1Ij4afnkFlvaB9MTSa4c1stLgt9fgzCa4sAuuRMG1Y+qX7NHlag9Fdga5RoX/++M4vx28XOSuFNPZzY+GGnyS05Plni8C8HTaj3zmsgRDRjZLSuHDKyM7l80nrpnvz9hwstAepd8PXSbpUgw9dRv58I9ooi8XfSZblCtJ6bzw7V4yc4y0quKNs96GG6lZHL19X3++CWkJ4FMden5r2vggpN+862NauHEGljwDi7vD9Rhw9IQun8GoGOj/G3T8COr1V9c9vfHR//98gKIuJNL8w400nbrB4v/hkRAfDdtnqL22RbiSlE6T/1vPK4v3PcSGPXqMRoXNMfl/v18OXCI9K7fAenvP3eTIJfV9l2tUeOuXI7y3MvrRDT6P/gLTKqk90fcjJwsOLFJv3zwL147ff9tKiQROD8kPey7w3IK9jP350MM/+IU9aqAxKwIOLoHjK+HPtx5+O+7GkZ/VHgm3IHjmO+izDAb8rt62c4HYLbBsEFuOX2b25tO8/kNU4V3jGQaUs1sB2KptwO9Dm9Ft2DT1SxsNT2WvoqHmOF9vOUtGdsEPuZK05eR10rNz8XbRY2+r5eDFJLactOy6z8zJZdofx5hn+zEf2X5FS2UPry09UOgHclHSsnJ4fuFeriVnUsXXhf/1qkvjEE8A/j55yxf1qb/g0FJAA098Ae5B4FUZUCB2670/0Uv7YW4rtedPawONX4Vh+6H+c+DiByEtodFL6jG9w0DJhdPr7/14/yAxcckM+GY3yZk5JGfm8NyCPSzaEavmfx1ZrgatpSX9JizqCmvfgs9rw3c9IGYNGG/53zMaWfrnFqqm7MLr+GJy1r4LP78A8zvBjAawd35ptf6hO3QpiYTULFz0NpR1d8CQkcPqw1cKrDdvy1kAnm0QyKjHKgPw9dazvLRoH6ml1PNdpLjD6sl26jW1R/h+eoliVqn7Md9fff/tKyUSOD0k35vySTYcv/rwkpGvn4QFXWBeW9M/qQYqPab+jlqsfgg+ihQFds9VbzcYDFW7QOhjUKGFerv3UrCxh5jVePw1Eg1Gco0K45YfLnDWlnXiL7RKNmeMfnRo2Zya5dzUB+o/BzV7ANDF8ShXkzP5ef/Fh/ks+fNoHACda/rTu2EwADM2nLJYZ9GOc1RM3k0lrdqj1tT+LKeupjBlVTTWMBoVRv5wkKOXDXg62fH1gPq42NvSsrIXAH/n9XBkpsDvr6u3G78C5cLV2xVaqr/vNc/pwm51uDUjEcqGwys7oMMH4OBe+Pqh7dTfJ/4sep83z8GB78BovPv2JMerOVaPgNjrqfSdt4uk9GzqBLrTrV5Zco0KS39byZWPI2DZIJjTAr7tqg6XPuyhjbXvQEq8eqKCAifXwvfPqEHUjwNgVjOUD/x5PboHC+w+YorNN9hs/wwO/wjntsH1E7Dy9ZLJZ4k/qgZnJ9Y++H3fo7xhuuaVvXi2QSAAS/dYDtdduJHG2mj1ff9cswoMaxPKF73qYmej5a9j8XT9chvT/zrB5hPXSEq38v80J1OdNZxS+FD/PUu7oY5O5KSr969Gq4GUlbJzjbz63X4m/276rNr7jfq7THn193EJnEQxTl1NxvXS36y2G8/jymbzF2aJUhQ1VyR2i3qWX6cvDN0DfZdBxKvqOr8PV98ct8nONTJr02miLiSWfDsLc3EPxB1Sg6O84ZtblW8GPRaC1oZaN9Yw0eZbQOHghUQW77QcUji9Ve1e3mXbgBdbhFjup2JrADo5ql3GczafISf3Hr6M70FOrpH1x+IBaFfdlxdbhGCn07I79ga7ziQAkJSWzRcbTjFIlx/gPuFzHY0Gluw6z5ojd/4/mv33adYcjcNOp2V2v3ACPRwBaB7qDcD+8zfV/K5NUyHpvNrD1+qW3sgKLdTf9xI4xW6DRU9BpgGCmkD/FeBdufhtKndQf59cZ9mzcatlz8GKIbB33t2355Mq8MfYYle7asgo8aTdK0np9Pl6F9eSMwnzc2HBoAZ80jWU5aF/ssLuHfzTT5CucUTR6ODMRvj2CfiqNUT/9nACqDObTMMqGvUzY9h+iBgKDmUg6QJE/wrxh9HkZJCp2HDcGMja3HBOlu8NbSdB93lQuzegqMnAVx5gT7vRCCteVYOzn59/ZGqNbYpRA5fIKj70qB+ITqthT+xNTl3Nz8dcuD0WowLPlE+l8q43IeE0j9cO4PsXGuPpZMfJqylM/+skA77ZTe1Ja2n76Wbe/e0oZ66lFH3gv96F34bBTwMf3P+G0QjLX4TEc+AeDBXbqMsPLrV6FwfOJ7Lq8BW+2XaWqKi9ps8QDXT7Sl3h0l5IfgjfhSVAAqeH4NTqL5hv+xHVtOcYavMrvx98CG/046vU4MPOGYbtg65fgleo+ljrt9UhmJS4Qr9Eluw6z4drjvPqd/tLZ9zd1Nt0oWwnRq28UHj3dZUOJHf8AqOiYaDNWr6vrCYwf7TmOJcT1TOk+MRUfOPVL/zAxt1xsNNZ7qNiKwA8k49RwSGd8zfSWFVI17pVjLl3NRts77mb3EzLxt3RloblPfBzs6dng3IAzNio9jrN3HwKr4xYInX5wzVlDMd4sXkFAMYtP8SVpHTLHSuK+cMz6kIin649AcDkJ6vToLyHebXyXk4EeTiSnauw62Qc7DflHnT6CPTO+fsr3wzQqPkId/Mhd3qjms+UlaIGX32Xgd7lztsFNgJ7N7UMwsW9BR+PO6J+4ALsmnN3XxSHfgAUOPi9mkNXiPSsXHrM2UGfr3exLjre+n3fhespmfT9eheXEtOp4OXEt4Mb4n51D5pZTal3YSE2GiOrjBE0T/+E5hmfsDDnMTIUW7i8H37sx+nfPyqRdpllpar5hQANX4CgxuBZEdq/DyOPQbev4bEppDy1mA7Gz6mWOZ9h7l/yYvYolnoNg2YjoObT8MT/ICQSslPV/DbDPb63bndoKVw+oN7OTFKDqFJONL6anMGhi+r7P7KKN35u9rSq4gPA0t3qaENKZg4/mEYeRtkuU3uJvusBGUmEB5fhjxHNmfREdbrWCSDYUz3BOXU1hQXbY2nz6WaeX7iH7aevW+ZBXovJ750/t03tFXwQNv+fOrPWxh6eWQQN1bxQDv+oDiNbYf/5/LzIC+tmqTdCH4PAhhBQT71/4hEd9bgDCZzuU0Z2Lp+ujeGD1ccKBhlGI8Y1b9Eh9kNsNGpPRog2jvgzh0lIySy5RhmNsOn/1NuNXsrvGs1j6wBdZ4FGq74Rjv1+y6YK87epY/CXEtMtZonce3tyrR9WSY6Ho78CMDK2IT/vv8hPewufNr/RLpIJOQMBaHzha572v05qVi4TVhxFURR++HU5HppkUjTONG3VueAOXPzApxoaFMZWUb8kZ206bfnBlHZDHSr5aSCc/KtgL0iGAXbMhP/VhQ8rwCnrcnPyeh3bhPlio1Pfhi+1qIiNVsOWk9dZffgK87fFMkBn+iCs2Bo0OkhLYFQjZ2qWdSMxLZvhS6Pyc7PSb8L0WvB9L1Iyshm+9AA5RoXOtfx5xjR0cKvmoepw3YWo9eoXkJN3/lBZHkcP8K+l3j67xarnxtm/1S/KnHSo1BZ6/0h8hs66pHadjWk4mcI/VPOSSwESTqo9I9ZQFLUXCyA7zbLcwi2m/RnDuQQ1qPp6yy1lKg4vg41T1aGK+/iSTsnMYeD83Zy+lkqAmz2Ln2+EjzEBFndTE2Zdy0KvpQS+uBQf/0Cu6fyYmDOIppn/Y0mO2kNq3PctW0+WYI/YhvfVnga3QGgzwfIxWweo1QOavsbcq1U4nuVNFf8yPG8K5i3yDHW2as+wVxVIvqwO891vMdXMFPhrkno7fCDYOKg9cnu+vr/93qe8pPCaZd3wcbEHoFdD9T338/6LZObksmzvBZIzcwj10uN91VQb7cZpNYfIaMTHxZ4BTcoz/dm6bB7din1vt2Vuv3DaVvVBUeCvY1fp/dUuOv9vK3tib6j/h2vGgTEHbJ3U/f31btE9tYVYffgKG47fdoIQswY2f6jefvxz8K8NldqAo5eao3R6g1X73ndODZz0ZNE0xfRerm+aMVulk/q7qOG62K2w+yurg7SH7aEETl9++SXly5fH3t6eRo0asXv37mLX/+mnnwgLC8Pe3p6aNWuyevWjORYaez2VbjO3878Np5j79xnL8eysNPixH9qdMwCYSU+MIeoHXxvNXv6wYpjlnh1fCfGHUexcMNR7ufB1ytWHpiPU2ytfV6eho9YhiU3IPxtfdNvQ1127FgOfVoNpIWpexL4FalXqouxfCMZsrrjUYk9mEECRvUDbT11nce5jHPF4DI1i5D2br7HTKvx1LJ5pf8Zge0rNk8mu0BqNjV3hxwtRe51a2x7FyU7H8bhky2Bx/0L1g/noL/Bdd/ishlpv6PxOWPOm+tz+HK9+0Si58NfEO36xKorC2qP5w3R5Aj0ceapuWQCGfX8A+5xketqagpWmI8CnKgB21w7z+bN1cLTTsfvsDZ6Zu5OryRnqB1rSeTjxBz9+N4dzCWmUdXfgg6410Wg0BdrRorI6XOd8zhREhLYHra7Aevl5TpuKfV6mJ6e+LrmZ6ofjs0sw6uzp9dVOunyxhX3nCg4NF5A3XHd7nlNOpqnXCPCtof7e/dWd9wdqfkbyLTMvo1cUWGVv7A3mb1dPGrQa2HX2hhrsJV1Sh4Q2/59aSf3LhuqJyfWT1h3bJDvXyJDv9nPkkgEPJzsWP9+Isu4OsHMm5GRAuQYwZCdU6Uitcu6sHt6c41M6cHRSe34d05WaA6eTi5ZQzUUmfbuK3WeteC3v1oU9ansAukwvspfQkJHNAtMJ1tDWlajq7wqogZPFiYeDO/T5Uf3SvXJQTRyPO6zmqaUn3n2e2tZP1Z7yMhXUmZiPmYKote9Awum729dd+mnvBXrO2cH5hIK9lRtNw3StwnzMy1pW9sbP1Z6badmsORLH/O2xALxRLQlNpkHNHdPZqUnTWz8tsE9PZz3tqvvx9YAGbBjVkn6Ng7G31RJ9xcAri/eTG7NGfc/r7GDgSrWn9mp0/nvkDhbtiGXId/t5bsHe/P+lq8fUITqABi9A7WfV2zpbc04oB7+/474VRWG/KXB60esoHpoUErRe+SdFYabA6cymgsF0bg6segNWvwHbPrPquTxsJR44/fDDD4wcOZKJEyeyf/9+ateuTfv27bl6tfCejO3bt9OrVy8GDx7MgQMH6Nq1K127duXIkSMl3dS7svLQZbp8sZXoKwbsTD0GH/8ZQ1LiTYhaAvMeg+MrydHY8lrWq8TVHY62ahcA2un2svJQ0dPn78stvU0b3btR68M9TFkZTXZhuTuR48CnmnoW8dMAOL+L+VvVD8NONf3QaNTk4bPX7/EsMemimuOSEqf2hkT/quZVTa8J/6sHe+ZZBhm52eYEwv+lRJoX7z13s9DK2ttOq2fdSc0ngb0b9tcOMavyfgBmbjpNG616u0zdJ4tuoynPye7cZvo2UgO1j9eeUD8cFSV/TL9CS3DwUL98t3wC37SHnV9CVjJ4VWa5zzCSFQf1S+H4ymJflqOXDVxKTMfeVksLU65RnlciK6LVqNOUe+o2Ya9kqH+jCi3Az9Tzc+UgId7OzB/YAHdHWw5eSOSpL7dz83h+HlKTc7Ox0Rj57Jk6uDnaFtqOiIqe6LTQMHOnuqBKx8IbfDcJ4pf3Q/xh0OnhyS/BRs/u2BucuZaKUYFPTEOHxarURu0NvXoUEm/pbTy+Uv0/ci2HkpcnceKPYqfKm5l6my4qai9b9rHVkJ0/zJmRncuYZYdQFOgRXo6ONfwBNSeFwz8Bivr31+nVpOdNU2FGfXW24P5Fd+xJURSFcT8f5u8T13Cw1fHNwAaEeDurwcO+BepKLceBvavFdhqNBie9DYEejtSsFIwmuAkAzYx7eG7BHuvzEHNz7hyk5GTCb0PV51q7F4S2ZdWhK7y0aG+BHq5FO85hyMihko8zHar7UdnXBa0GbqZlczX5tt70MuVNAbReDRJmN4PPa8GHwTC5DGcn1WDo598zaP5uRv4QxZSV0eb8Pws3Y9XSCKAOG9ro1S/3Ci3V3s1fXrqnHorMHLUsyPViRgEysnN5f/Uxdp+9wRs/HbSof5ada2TLCfX1aX1L4GSj09Kzvjr8Pun3aM4lpOFqb0PrvKH3Kh2g08fq7Q3vqbNa8yiKabj7aVjyDCF6A1O61mDHuDa4O9piSEkha5UpzaLxEChbD5qPMu3r/TtW5N968jrv5iVtA2N/PkTm1VNq73pmkjpk3v4Dy43ygqjjq9hy+BSv/xBVZHmdcwlpJKRmYafT8qqrevK3MDOSXedM6Qw+1dTcqdzMgj1Ye+eppWccPKD+4GKfR2kp8cDp008/5YUXXmDQoEFUq1aN2bNn4+joyDfffFPo+p9//jkdOnRg9OjRVK1alSlTplCvXj1mzJhR0k21SkZ2Lu/8eoShSw6QkplDwwoebBjVnO4esbyZ9QUO/6sKv74C8UcwOnjQP/stfjM2pXu9cubuybraU5w5e5qrhhK43MTx3+HqUbJtnHn9fFMA5m09S19TIqoFG706ZKe1UZPIv2nHpAsDedVmBe80dyPS1CPxXVG9Tkd/UfNYChsuSbuhBk2GS2o+Vf8VEDkeJbCxmvB64zSsGqkO6eTNBjm+EpKvkGbnybL0+gR5OFIn0B1FgT+OWPY6XbiRxoUb6dhoNdSpVkVNSAVaX55DA490AjXxVNZeUo9VqU3Rr1dwE/WMzXCRF6sbcbLTceyKgdafbGLW9z+ruT154/yjjqtDD5UeU4cIKraGPj9ztd9mRl9swvzc9uo+N/1fsV9Sa025My1CvQvkXYV4O/N47QC0GHnZwTTs1+gl0GjULnMwJ9o2CvHklyFNCfFy4lJiOvGHN5r3E6a9wBc1TtOwggdFcbW35Ql/A0Haa+Rq7cw5X7czBjZG0dpA4nnmrljPlltLGNwuLwio3lUd5gOW3zJbcfvpBLafvsMwk6OH+sENcPKWXidTHtYGh7aEfXGO3ZraoBjZuHgqn/91suhLyACKKXD6KqczFxUvbHPTWfvbYvPjn607wZnrqfi46Hm7czUGNS0PwK9Rl8iJMp3Bt30XRp+ErrPVIU2tjRoo/jYUPgmD1aPVv018tJpjuH2Geub8y8t8tXILP++/iE6r4cs+dakT6K7uc+88NQ/Mp3rx/6cmWlNw283pMCmZOfSft4ujl++QW2e4ogYq37QrPrDY/j/1/93JG9p/QFJ6NuN+PsSfR+PpO28X/UzHSsvKYZ7pBGtIZEW0Wg32tjoqeKnDRYWWBQlqxCzvdzhmDOSa4kamkh/MV1Au8NaNNzkRE83yA5eYt/UsLy7ap/ai3mrtO+oXbYWW+UM9Wi10nQl6V3VSybbpxb8Wt0hKz2bmplM0/3AjA77ZzeCFe4uszL/mSByJptnQu2NvsPiWum97Y2+SnJmDp5Mdtcq6WWzXs0EgGo1a+R+gV6MgbM+YAoVKj0H4AKg3AFDUXs0bZ9XUia9aq6UgTq1Th6xnN4fTGynjZEe7ar4M1K3BIfkcOPtCizfU/TV8UR3qNVyEPUX3xJ6+lsKQ7/aRaxrG93XVk3H9PBlfd1FPcn2qQ6+lcHsvvX9t8K4KuZms+XEOvxy4VGAyTp68/KYOvonYX95JLjp+yI3k8/WmXlqNJv9veOusy9QE2Pi+erv12+bPkEdNiQZOWVlZ7Nu3j7Zt2+YfUKulbdu27NhR+PWvduzYYbE+QPv27Ytc/2HKyM7l6dnbTcNXCu82zGVphT8otzCCT9LepIfN39gZ08lyKw+t3+a3iGVsz6lMJR9napVzA1d/c1JcG+3+woegLu6FLZ/CNSvOzG93S2/TvOz2JOFMxxp+OOtt2HX2Bo9/sZUDtyTsARBQB57/C2r3JktjT0XtFUbb/ID/N/WZ4PwrAD/tu1iwblDSRfh1iHqW9O2TsPwlSDV9cWWlqkmP10+ob+S+yyEkkiOhr9BXmUSt9DlMye6rfnie/BNmNVGnFZuGXZbmtCIbG15uWZEnagcA+RW28+TNeqob5I6T3kb98AlshCYrhbleP/K0szptVhPcRJ0JVBQ7RzX5FfCM386yV5rQorI3OUYF+2j1gsDH3JphwFENNKt3VROd346Dfr9AaFt+2n+ZXKPCvJxOGBQHiD+iBrBFWGvKb2pf3a/Qxyc/WYOvG1/DKydObXvNnuoD5sApP1m8gpcTy4c0oXV5OyqjDoHOz1EDuA7X56tF54rRw0V9naLt64Kdk3m5oigs2hFLr7k7qT11G3tyKgJwevcf9Ju3m+l/nShYdTwzGQ7/rN6uNwBQk61XH1afb16w8OnaE3e+dExlUxCaN1x38xyKKUCfcL4OmTlG5maqnxN1rv/OzL+O0GfersLzqDIMKOfVXrV9dvW5HKDmcaVHLWfGhpMcOH+Tr0z5TB88VRM3R1vCg8tQo6wrFXJjsbkerQbX1Z5Uh0Pq9II+P6nFOx+brA4bZRrUJN05zdV6aUt7q/WP9nwFB78nfM9IdOTyftcatA4zDc9mZ6iXngFoOlz9MrkTU+BUI+cIzcrZYsjIod+83Xy27gRHLiUVfF0VRe3lNVxSA4uihlnSbsC2/6m3238Ajh4s2BZrDghsdWruXZcvttJzzg5upGYR6OFgfn8CtwzXFazqbzQqfHW1Ch2zPuT7FutZ1/0Qm3oc4UC3v0lzr4y/5gZrPD/l3TY+BHs6kmtUWH/sllGJ2K1w7De1J7LDVMvXyq2cOmwH6uffHXLxLiemM2VlNE2mruejNTHmHrKDFxLZfjqh0G2W7FLfW2F+6tDl//1xnAs31CG7vGG6llW80Wot/4blyjiae5V1Wg2DatqrPbJo8gPlTtPU74X0m2rtqx/6qgG5jT00eB78akLadfVEdPNHPFlRyzCbX9XXtfWE/OFUWwdo9aZ6+++PCy0im5iWxeAFezBk5BAeXIZPe9bmow7+LLb7ALesK2S6VoD+vxYesGg0GKp0B+AJjdr7XNTVDvLym/raqkFiVshj3NB5sv10gnnWsHm47sQttcE2vqdOsvGtqeawPaJKNHC6fv06ubm5+Pr6Wiz39fUlLq7wHJ+4uLi7Wj8zMxODwWDxU1LsbXV08EtjrMMKjvpMYOChfmi3f67mldi5sMWlE90zJ/Kc8xyU5m/wXbT6huxer1x+jonpn+Ux7T5W3hYMkJkMS3rC+knwZQP4+jH1DD7Dyud0bAVcjSZV48TMzPaEB5fhi151+fXVplT0diLOkMEzc3aaPwTMAupyo93nNM6exRvZL2HwbQQoVDj6JV3dTpKUns3vt1fm/vMtNcnWxR/QqDNdZtRXewV+7K/OfHIoA32Xc8HoyYilB+jyxVa2nUogU+fMNu9neDzrPU5pgtWhwiU94Nw2jBodc9Na4uOip3t4WTrVVIdMbh+u22oKnJpUVIde0GrVnAytDWXO/8lw/Sp1eV6+THFMeU6c3kBVf1e+fa4hSweH081WDdY/vFKX5+bvKfTL3mhUzLltehdP5ueajldEr9O5hFSOxyWj02osuvVv5eZgS+vE5eqd8IFqcAfgV0N9rZMvQ0p+r4+7ox1zIo1oNQqxRl9m6vqQ6+iN5mYsHPi22KdeO019jr+k1bIoxfDJ2hO8s+IoO84kkJyZw27UnKJu7moeyfS/TjLs+9sKcR5eps6g8gxVe/KAtdFxpGTmEOjhwOy+4ehttOw9d5O/75TcnPd3O/s3ZKVhPLAYDQpbc6sTp/Hls2dq88oLQ0h1LEsZTQqveEahKLcldOc5swmtksMZox/16tSjYSc1QbWNdj9frD3CgG92Y1Sga50A2lZTP3s0Gg0Dm1Sgq04t/GkM7VCw9pSTlxrwDNuvBtFVH1d7oezdwL8OVH+KE5WeJ1lxIFx7ksWhW3i2YVD+9oeWqheedi0HNboV/3rk8awInqFojDnMbZpEzbJu3EjN4vP1J+nyxVaafbiRiSuOcOhiorr+waWWvXabphY+jLP1UzX4860JNZ4mOSObb0w5TO8+UZ31IyN5vHYAioK56vUrLSuZJzZAfuB0PK7g59XxuGQS07JxtNPxSmRFutQKILJ6IHVr1cbxuRXgFoRL6jkGnh5J79rq6/xX3qzGxAv5s3/DB4Fv9YLtr/2s+vobs9VE+0M/FfryxcQl0/6zv5m39SypWblU8XXhk6drML3SASppLjLn74L/Pyfjk9kdewOdVsM3AxvQsLwHaVm5jF9+2HRFiKu4kkpvlyg1X3RGQ/W3yfPNK6DRqEPAfte2qQsD6qr/P6CekD2zSK2mb8wGvZs67DbiCHT+BAavM5VlUWDj+zRZ+zgumnSijCHsK3Pb51vtXmqvUEZigd637FwjryzeT6wp93FOv3D0WUm03PkCFbVXuKh48Txvk2XvVehrl56Vy7AjoRgVDY20xwnUxBN1IbHQIc59527iQAZ1b6hJ4Q4RL9Czvposb+51CopQ3ytpCWq9tyuH8gumdvyw8HzLR8Q/flbd1KlTcXNzM/8EBhacPfTAKAqvXhjJK8oPOBlOq/kOYV2gxwJ44wTBA+dxWFeVracT+HrLWfbE3kSrwZzwC6jrA021Rzl27op56jwAO2ep/0R6V3UG1cXd6tnix5VNV6svppaH0Qib1JkQX2W3R9G7M/2ZOtjotFTycebXV5vSvrovWblG3vzlMGOXHbKolP397vPcyNET4/cELi//qeYOAFOYhTNpfLszNj9wOL1RzVfS6NSK3s+vVz9w02+qwxan/gJbR+j9I0dz/Okw/W9+jVIDr651Alg/qiXLXmlCrlcYndMnsdLpKXM7/tY2Ig5PXmwRgt5Gh5+bPfWD1R6jvCq8RqPCDtOZYdNKt7zJfatBk2Hq7RTTh25ReTu3yhuiit1qLo7Y2HgAN8VApt6TfTZ12XvuZqH1t7advs6FG+m42NvwRa+6zMvpiEFxVJM0jxVMQM5LCm9Y3oMyToUkrCuKOvQZu0V9fRs8n/+Y3kX94gSIs6wobXtR7VHRV2zK96+2QddyjPrA5mlFTr0n5SqOV9Vp3asyanPQ9GU7Y8NJc0mE11pX4o/hzXl54CAAGnGEj7rVxFanYdXhK/SYsz2/JELeMF34QHOPwM/71dIb3eqWw8/Nnr6N1UKfn66NKTQQPXMthQs30lC8qqg1pXIyyD29gaTt6r6XKa2Y0bseT9UtR3gFL5yavgTAS/brAIXfDl62fE8BWTFq4LDZWFsdMi8bDq5lcdZk0FJ7EENGDl7Odkx83PIL+fGaPjxls119au6PFf4aghq0V2wNzyyGt6/CuPNkPLeB8bpRtDvSmrey1UCt8cWv4fwudRtjrnrdLoCIIWryrbWqqF+WjmfX8eNLEXz0dC0eq+aLva2WS4npLNxxjm4zt3MsJib/uoMtx5qGcS4VnIFmuJyfZN/mHdBqWbTzHEnp2YR4O9Gppj9Bno580asuvw1tSpswH9pV86V7eFmL3VT1V3s+Chuq22HqZahf3gNb3W1fO64Bpl4OL4g7RL+z4/AkCZ/Ty8j9pjNMr6H24tq7WdYYu5VGQ9YTc0gO6QS5Weo1D//+2CKH8mZqFs9/u4fkzByqB7iyYFAD1oxoTvecP+h6cRrTbWfy94lrBXotl5iuOde2iicBKdF8Ue8y/Ww3UPfsXKJmv8CHiaM4oH+R+ruGqzma12PU3xfUSVDNQ73ZNb4N73WtkT+zs5LlqApu5eC5P9W8wNePqLMZnU35j7YOalX9rrPAxgGN6fJHk7P7s/rIbblgWh20naje3jlLHRkw+WD1MXacScDJTsfXA+rjpTeqIwNXj2J08mGIdgJbrjowZ3PBJHtFURjz8yE2x9myS1MTgJfc96IosOmWy8wAJGdkExOfzPO61dhmG9Qe2YqtGdKqErY6TX6vk85WnZACau7bH2MBBap3g/JNC/87PyJKNHDy8vJCp9MRH2/5x42Pj8fPr/BhCj8/v7taf/z48SQlJZl/Llwo4orvD4JGg6ZWT7UYWNdZar7Ds99B9afAzpEgT0deME3LfX/1MQCahao1Pcy8w6BMBfSabFpoD+UPQaXdyP8gfXw6jIxWhwG8qqiJj3vnwdxItWLu7dITYeUIuHYMg+LINzkdee+pGuZihwAu9rbM7hvOmA5V0GrgB9MMkYs308jONfLtjlgAnmtWXu0da/sulCmPS2YcE+yWcOSSQU1EzclSczkApcHzZHlVU6tMv7hRba+Ng3rW3fNbbnjU4cVv95GalUudQHdWDmvG9GfrEujhiLPehjn96mOrd2RoQg++C/2cc+V78Gbqs7g72tLrljPzzrXUXqe8oc2Y+GQSUrNwsNXl54rkaTFGTToEtecjL9Aojl9tNRExKzm/dpApKVxf91kGNasEqFPVby+Q+b3pQ/WpumVpFOJJSGA5vjH3On1YoNcpr2pw++qWvaoknFbX/7KhOvQJ6hm0WznL9QoZrgPgvNpz5F+zNZV8nNXgxT1IzVkoKt/hxJ9oUDinr0w8Hvx94jpfbznDx6YE7vEdwxjZrgpV/V2xCWqo/m1Tr9KzfCpLXmiMh5MdRy4ZeGLGNk4d3KpeT1Bnp571AvGGDLaa8qG61VO/ZF+JrIiDrY6DF5MshmKS0tTyCa0/2UzzjzZS//31rDeqFxm+tnw8ZXKukqg40anHi3SocctnQd1+YGOPQ8JR+peLJ+eWchoAKAo5MWpJhxjXCHXIXKtVh92AccExhHg78UnPOgUCWf3F7fhyg0TFiU/OBGEVrY6T8ck8OWMb3+8+j0YDQS0HYKzZE41ihOUvqD3IMash4ZQaDBRW5LU4ebkhJ9fioFPoWT+Qr/rX58A77fi6f30alvcgx2gk45dh6rBHQF31fRE5Tt1uyyeWvdibP1Jn9QU2htB2pGXl8LXpsiBDW1VCd8vwU61y7swb2IC5/eujt7HsEQjzU3ucTl9LJTPHcmh/pylwijBd6qcAz4rQbznoXXG8spN99q8wVTcb3XnTpX7KN4deP4BT4dufuppMl9l7qRXdm40ez6gLN0xRC0PmZqtVrJfs58KNdAI9HFg8uBGRVXzQ5GSae2ZqaGMJ4Dpz/84PHDKyc/l5nxp8vMss+Lo1vqufY4rua0bZLqNu/E+Ea0+i0yhqLmfDl/JLemzJnynn42qPDUZ1hi6o9Yxu5xUKdfsWmCBgVqc3vLAeKrbmVI3X2a9UZs2RuIJD5pU7qAVnczLUMirZ6SSkZJrzkaY/W5eqfi5qrS7TyIC2/woGP6kGc19sOMXWk9e5eDONpPRsco0KX248xe8HL2Oj1eDdbCAAXZTNgFKgnMHBC0l4KEm8YmuaJNP6bdBqKevuQA9Tr9MHfxxXP0vzTmx3fwXnt6ufMe2mkJVjJPZeJyU9BCUaONnZ2REeHs769fm1bYxGI+vXryciIqLQbSIiIizWB1i3bl2R6+v1elxdXS1+SlSbCeobvE5v9UPvNkMiK+Hrqjff717P8qwMjQbC1JpC7XR7+T1vdt226fld5dWeUmsMNR0Or+6Cfr+CS4Bat+ar1mrhtLxChwfzhsgWAvBJTg/a1K3Mk3VuOy7q8MOQyEp8+1wjyjjacuhiEo9/sZX3Vx0j3pCJt4uezjVNOQt6Z3hyJqChp3YDLbUH1dyunTMh4STpdh48fTySGu/+yaIdsWrycNPhMOIwDNtPTkgbhi7Zz6XEdII9HVk4qCE1bkucrOTjzMc91EDgrcPedLvwDJfxYmCT8mrekknHGv5oNGr37+XEdHN+U6MQD+xsbvsXtnNUk0Wd/dQzeWtotWqhPlBneKTfzE9YrP0sL7QIoYyjLaevpVpcluVacqa5B+nZBuoX68Am5fkmpyPJOKozQ6J/Ma+/++wN9prG/h/Ly29KOA1ft4Uv6sGmD9S8MJ1e/WLvNK1gWwsLnLIz4JLpAqumITJs7CByvHp762eFF+c01UlKDlI/MBfuiOW9VWrA/3rbyrzU8pag00YPwab34JnNNCjvwYpXmxLm58K15EwOrTDlx1R93PzltiLqEkYF6geXIdhTzZ/yctYzoEl5AD5dp+ZJbT5xjXbTN7Mi6jJaDdjqNCSkZvFtQhgAftlqcJoU2o12tYMtn4Ojh3ma9BBHNZ/i+90XMGSYLldxNRrHjKukK3aEhLfPHzKv1hWAkIQtbHitMS0rW85uBOCQmuO22tiYnedTOXyx+CRsRVH4ce8FnpixjZj4ZLyc9Sx6rhFvtK+CtvPHaiCbeE498dg6Xd2owfPWFQa9VbmG6jB4+k21V9rEwU5H22q+fNyjNt1ttlE3YxdGrZ36PtbZqJW8PUPV4qI7ZnA8zkDKlZj82lhtJ4JGw5Jd57mRmkWwp6NFDtOd+LvZ4+ZgS65R4dTV/N7xXKNizmuJqFhE4ATq/3av79X/f+CUMYBVPi+qQ1YDV+b//91m+f6LPP7FNk7Ep6CgZdDlJ5nj/AqKRqs+tyU9+b/fD7L9dAKOdjq+6l8/P0je/y0k56dMtNYd4PdDV7h4U+2lXXXoCoaMHCq6afC7YKpF5F8HpXIH1tm3Y0bOk4zOfpFFjVepV2bo9BG0nwpo1Bmft57oXtyjvg8dyqi9nvfCtzr0+4VyT76Dk52OK0kZROUNy+bRaNQeKnt39Zi/DuHnfefJzlWoXc6Nx6r5qifph39Ue7V7LgLfajxRO4A2YT5k5RrpO28XzT7cSO1Ja6n45mrzydSUrjWo1OJZsHXCPeMizbRH+PvEdbJy8k8Q9527yTCbX3AkwzRknT8M/VrrUFzsbTh4IVEdFq3UFrS2apAH0HwkimtZ3v71MI/P2Fr8RJRSVOJDdSNHjuSrr75i4cKFHDt2jFdeeYXU1FQGDVK7/vv378/48ePN6w8fPpw1a9bwySefcPz4cd5991327t3L0KFDS7qp1rlDAqeT3obxHdV6Oy72NoUnAJvOGFtrDxB9MYGZv28ha7uaJPqWoStPzNyeP26s0ahDSS9vVf/JcjLUs6ifn4cFndUpuKnXuKgLpFfWW2xw68rkJwvJAbhFs1Avfh/WjJpl3biZls0CU32Rfo2DLQOR8k3V65YB/2f7FTGHdpO5QU0+fyulJ/uuKmTlGHlnxVHGLz+snmU6e0OZYKb+cdzig6qoKfEdavjxSqT6BZ2QmoWjnY6Bpi/WPH5u9jQIVpMV/zgSZ07gbFrRi0KVbwZvxOQXW7NG3nDdmY1qAc7cTHV2iV9NXOxtebWV2us0/a+T5iHOZfsukmNUqBPoTrUANWDvWNMPO+cyfJVt6hXY9CFkpRJ92cDghXtQFPXadGXdHUzXEuysfrhpdOrft+tstSez57fgXEgOlLkkwS2XsLh8QB2ecPIGj5D85bWeUXss02+q051vHRrLzjBPA/ZpoA6V5s0aerllRV5rU6ngsfMuv3J0OWSmEOjhyE8vR1DNU8tjuWqyqLGumhSuKAo/7zMN09Wz7DV7qUUIznoboq8Y6PfNLgZ8s5t4QyYhXk78/EoTDr/bnuVDmtCmQzcyNfm9tcFtXyrYJlCrWwO+F9fQ0TOelMwcvjfl8d08qNaA22msxhP1b3ltyjVQT0aykgsv6JeVpl7eBLhWQe2dyqvxVJTfD11hzLJDpGfn0qySF6uHN6OZqcgo9m7qpSY0WjW36dJeNUBoWMRzKo7OJr9Xo5ALpQbZGZiiV4Oh7+x7oZjqf6GzUYfigOyt/6PP9JVsmztSLaBY6TEIbkJGdq45z2dIZEWLHKY70Wg05uTpWxPEj10xYMjIwVlvQ42AO5zYlm8GQ3ZwsPNK2mZN4+3rj5HjUvAkENTeoLHLDjHyx4OkZ+fStJInM3rXxc3BlqnXmzNKN5ZcGwc4vQHvveq0/8+eqWPuGSMnUz2pADUvCHja5Qi5RoVvtsYC+cN0b4ScQ5OTrpZWeHETmt4/EDzoG/6n9OKn3Ega162d3zCvSuokEsjfP+QXXa3Y+r7zd+xtdbSpqvZa/1HYJCOvSurQsdYGji7HYauaPP9swyC1kO9fpuG8jh9CheaA+vf7oFtN6ga54+VsV+Ck9LmmFdSRADsnc2mCz+1m4ZIZb1FT7OLpw/TRmTo/Hpusnpia+LnZ865pSHz6XyeIvoH5+LgHQZNhfLXlDD/uvUhqZg45uXeYRFJKSjxweuaZZ/j444+ZMGECderUISoqijVr1pgTwM+fP8+VK/l/+CZNmrBkyRLmzp1L7dq1WbZsGb/++is1atQo6aY+ME/WCeCj7rX4un997G0LeYMENgIHD9w1qTTQxuC863PslEz2Givz3c0wDl1MKjjN08kTev8EbSaqX7JHlsG5bSi2jnzv+hytUt/niG1tZvUJx8X+zvkS5cqoX3rPmLpO7W219G5UyHBE63dQPCrir7nBj7q30RvT2WOszH739rzduSqj21dBo4Gley7Qa+5OrhoyWL7/onm68qc9a1PZt/gz6jfaVTFXse4XEYy7Y8Hcn0411QB0RdQl89lrk0rFnL3erbwE8Uv78nNAaj9rDpT7Ng4mwM2eK0kZfLsj1iIpvPctw4p6Gx29GwYxP7cDKRpnuB5D9qwWTP7mJ5IzcmhQvgyf9KytFgZd0Fk92/WppuY19P1ZnbFVSE+mWV6P082z+bNmTMN0BEVYBvZaXX6BwN1z86sBg5p0nZ0GrmXxCW1gTuwd2KQ8YztUKbRgJlU6qR/EF3apMyHPbsHF3pav61/ARZPOWaMvM2PVYdWjlw3ExCdjZ6M1D7XmKeNkx3Om6f7bTiWYj7vqtebUDSqDva2OekFl6N8iDH1l08wj/zrq7KKiXpMqndAYc/gk9//w4Sbzt8WSlWMk5Yjac3jes6nlkPktw3VE/1pwnyf+UIMq9yBatn0cgJUHrxScIn+LeabE9P4RwXz7XENzBWmzoMbQYnT+/Tq9wOW2IVtr5SXP336h7pws+HUIjrnJHFFCePdGW/48estQStUnSPGoiW1uOp/Yzqa9og6FzdT2Ji1LvSTIteRMyro78FTd24aJrWBOEL8lzykvH7FB+TLWBWKeFalerynujnbcTMs2z9C61ZWkdLp+uY0f9l5Ao4ERbUP59rlGdKkVwIpXmxLq48zylJoMzVSvy/mibhWfNDBYnsju/1adaOFaFp5ST1xrZR3EgQyW7jnPrjMJ7Dt3ExuthlZG03us2pPm91hlXxcWDW7I7L7hhN7+GdfMlBx+5Ge4YUo4N+c3FZMvdxfyPhNXH44rfJZqheZq5W+gX/aP9LLbyhPl0tRrPSpGdYj41hxKwNfVnl+GNGXv249x4r2OxLzXgX1vt2X7uNa806Vq/ortpoBvTTxJ5Cu7T9gcrX5fGY0Kba/MwVaTS3JgKwhpWaBZ3eqVpV01X7JzFUb+GEVWxHC1oO2TX7L2RBJT/zgOwDtdqlkUFH2UPJTk8KFDh3Lu3DkyMzPZtWsXjRo1Mj+2adMmFixYYLF+jx49iImJITMzkyNHjtCpU6eH0cwHRqPR0LNBII2KGs/X2Zg/+Ma6b6S3rTrundx0PCPaqhdB/WHPhYIXnNVqoflItdvapzq5VZ9kpPdcxl9ti52dnoWDCw6HFcfeVseHT9diyfONWPZyE7yc9QVXsnNE03UWikaLkyYTI1o0nT9hwxuteL55CK+2qsT8gQ1wtbdh//lEunyxlfHL1Snuw1pXokMN/4L7vP3l0GqY268+c/uF80a7KoWu07GmOlx36GISqVm5eDjZUdXvDmevd8M9UB3GUIxqIqpGm18pF/W1ev0x9W/z5cbT/Hk0jnMJaTjrbehS2/I59m4UTLrWiQEZo8h08MX25ikWZI9lRJntajB984QaNKXEq0OzA1aqCbLWcPRQk6Yh/0rleYFT3jDdrap0zC9kt2lqft5FXk9F5Q6g0TC7bz3m9Atn4uPVCg+aALyrqKUl3ExDTgu7wKo3CDjxHQBLc1vz6V8n2X76OstNSeGPVfPFzaFgID+4eQgVTNfLW/J8I959onrBawmCekHqMuWh9TvFvy5PzQavKjhmxLPA4VMSDUms3nsCf0MUAAENnii4TV6vQMwfau/DrUzDdNTsSZ0gD+oGuZOVa2TxjsLr1hy+mMTBi0nY6bQMbxNaYFq6WYsxas+d3g2avFb8cypOpTZqEJtwMr9idnY6/NAHTq8HnZ69dd4nFx0fr83PzbtwM503bqrPO+8aiL/nNuajQ3o6/28rMzepkwJebhlScBjcCuYE8Vtm1u20ZpjuNjY6La1N13q7/ZqBiqIw9ufDHI9LxsvZjsWDGzGibWVzLlZ5U4mONmE+/JFdj+9zWqHVKHQ7917+ycatvU3NXleDb/cgtMYsnvU8Q1pWLq98pxbQ7VClDPZnTT0oVZ+0aEujEE/LnLs8/rXVAEkxwrbP1UtJxZl6ia2o12WNlpV9cLDVcSkxncOXihhGrtuXdZ59AJiim4vTjz3zC1x2+viOIyh6Gx2eznoC3B0sPxfsnKDXEjL1HtTQxhJx6B0Uo5GLR7bQnp0YFQ0OHScXus+8ni1PJzuOxyXz2Sk/eGUbR+xqM3ypOju2b+OgAiMPj5J//Ky6fyxTWYI6aduxUXKgYmtate/GK5EVKeNoy5WkjAKzFcyCm5D14lZeTB/GL2e0ONjqWPBcQ+oFFVOvqBhNKnkVH3AFNULTdDgA2savUL9RC4svhsgqPvw2tBmhPs5cTc4kM8dImzAfXjcFgdZwsNPRrrpfwRk3Jr6u9hYXqY2o6Fn0l9O9MlURB9QeKFfLgKhbvXKE+jiTlJ7NyB/VL52udQNwtLOxWM/PzZ72NfzYp1ShWdJkNubWxl6TzYj0Gbj9NkgNmlKvqcNuA34rMuG1SHnXjos7pM7OypupZapHVUDEq2qyP6ilLrZ/kX8dONOwcbCnE+2r+xUdNOUJaQlDtqvTwkFNPL8SBVpbMms8i1GB176P4tcoNXAqkONn4uZgy7rXW7B5dCRNKhUx5ArqcPHwgxDatuh1QO2l670UHDyoppzmY9vZbPnzR2zI5aziT7MGDQpuU66hWk4j06AWV7xyUB3OTL2eX8W5llpD6/lm6jDf4l3nLWaj5snrIe5Y0w/Pwk5A8uhs1JzFN05YN3GhuOcbbJp5FPOHOuN2SU/1Iq82DtB7Kd06Poa7oy2nrqaw/MAl0rNyeWnRPtakVyXK1tRzqdHh33UKfq72nL2eSrwhEx8XvTmJ927dWstJURRyco3mYZyIkGL+zoV4zFQaYt2xeIselZWHrvD3iWvY2Wj54aUIy5m1Ji72tsztX59xHcOIqTMeY5kKaAwX1ct4ABxYrM4wdPFXJxhoNFBZTVQe4KX2eOQVrXw5MFYtUupaTq3Qba28St5RSyDKVGzVv07hQ/D3wMFOZy5pklcr7XaJaVkMje/MytxG6vdM4jl1iLrnIjVv8X64B2HssYgsRUfr3G3cWPMB+k1qD/cWp7bYBNQqclMvZz3vP6X2IM/ZfJo/Dl/h+YV7Sc/OpXmoFxMfr37nz6JSJIFTaanYWi1wlsd0Rq230fF0uNpFnje+frtco8Jr3x9g/fGr6G20zBtY3yKoKBFtJqp5Vu3eK/Th8l5O/PJqU56pH0jbqj589mydBx7YdK6ZH8gUmd90P26tnG2aGXYrnVbDG+3VHrF005fnrbP/bjUgojwA14wujLF7ixtN3lZ7CI6vVEtOBNRVg6Z7qYx7a4L41WPqGaSds9p7VZRmr0OkqTje2rfVIUI75/z8gruhd1Fnfvb7Rf0yAaj2BGO7NyfMz4XrKZncSM3Cy9mO5qGFJF2b2Oi0D/bD0SMEnlmMorWli24X44zqbMJLXs0K783SaqGGWtCP3XNgTgv4rLpah8yYo37Jeat/7/bVfSnr7sCN1Cx+OXDJYjdJ6dmsOKgu69PotuT1wmh1YGt/5/XuJG9GUl4F/7N/q3/TfsuhYmtc7W15NdKUm7fuBKOXHST6igFPJzsCen6qVp1u9jr1wxvy54gWPFE7AButhrEdwgpPMbBC3qVXbqRmcS05k6OXDSRn5uBib2POA7RW88re2Om0nEtIMyebJ6VnM8l0qZBXIytR0du5yO11Wg0vt6zIu083QtvtKzXF4fBPaiBza29T3t/CVHQ1OGEr5dzUoCLIw5HqiaaZcNWesK5IaZ7gCHV2W24WbDT1+t5ehuA+dTQN1605cqXQ4bpfDlwiMwe+8hyDUqGFOnv42cX3PkR8G4dKzVjsqfaceu6ehu+NvWQqthwPG3bHbTvU8KNb3bIYFXjlu/3EGTKo6O3EjN71ijyBflQ82q37N7Nzys+rqfq4xZlM3pfxppirXLqtJg3A/G1nWXM0Djudlq/6188vAlmSNBo1x0Rb9L+Ms96GD5+uxdcDGuBqRZ7V3epYw4+8WKzpg8xvylO+mZpg7eJvnvl4u3bVfKkb5A5A7XJuVA8ovKeuQfkyRIR44uFkx/znGuPRbjQMWqOWowiJVHsdiqtoXpxbA6e8YbrAhmpvRnFajsk/CwY1ULyfs86KrWHIDnh6Pjz+OQ52Or7sUw8nU5DyZJ2yD/8DsHxTNF3UL0VvjTpc5F238L8loJ6wPDEDqnRWa48ZLsE5U5HCWs+YV7PRac2XYZm39azFFPDl+y+SkW2ksq8zDcrf49/0XuTlOV3aCxd2qr1Q/VdYDNn2iwjG382ey0kZrDx0BRuthi/71MMntL7a62VKFndztOV/vepybEoHuofffW5THotLr8Qlm4fpGlXwsChrYA1nvY05jzHvMkXT/jzO9ZRMQrydeDkypLjNLQU2yM8v+3UIJF1QZ96aKtwD6vvfzhlNShxTGqmXpnmtZTCavDyyqoUM995J3vvNaLrUTWFlCO5Dqyo+6G20xCakFajYriiKuVxK90aV0PT/Tb1s1L3O6CuCTYOBLMhpZ74/P7c9lStXLWaLfBOfqI6/KfewjKMt3wxsUOjQ/qNGAqfS1G4KNHo5/0KPJiHezkSEeGJU4Ifbep0u3EgzXyh10pPVzVe4/y/wcbXni171+LhHbfP09gdK7wIvb4OXtuRX676NRqNhareaNKnoyVudqxW5K41Gw5IXGrFzfJv8YdDABmp5if4rClahvht5gdP1E3DKlHsRVPhU7dsapQYKzUepQULecNv9sHdVq16bptRX9HZmdr9wOtf056UWd/HF9iDV60dyPXU2aAZ6Kjcqpnq8rT3U6we9lsCYM+oEjPrPqUFTvX4Wqz7TIBBnvQ2nrqaw2TRNWlEUvjPN4OvbOPjhDi94VFADcVCrTg9YCeXqW6xib6tjRNtQ8/23O1elcVG5l/BAAt0w83CdwVz4srhjFsc8XBcdz/7zN82v9ftdaxaoI3VHLd6AsvUBU9DbbIRlz5+N3tzr3EpzgJj3OvC0xxm1R9fZL//6iXejUpv8mbD2bqbjPzhOehtzKY0vNpwkLSv/WoT7zydyIj4Fe1utWp5Go7n/4blCtKriw3s5fVmV24iDxhBm5jxhPrm8EzcHW+aYPi/mD2pYMp/rJUACp9LkFapOB3UpmFyYN8Pth735SeKKovDOiiOkZ+fSqIIHzzYowSrpj6jOtfzNQ5klwsU3v2JvEcL8XFnyQuNiL6ALavB0Lwm2d+TiB04+auJp3uU0rAmc1EaptcjGX3pgSaq3ax7qrfZquD6A4ah75NLlfdIjJ6HpMR+NrYN1G9k6QOV20OUz6Da3QH0lF3tb83tunqlA5M4zNzh1NQVHO53lFQIelrbvqrk5A1fl577dpnu9cvSPCGbkY5XNNbRKUjVT4HT4UhJ78vKb7iIx/FZtTVPuoy4k8saPB1EU9fnc0/50turf1d5NLZJb2LXQ8nrxTvyhBmZ5My6rdim2t71IGo2p2rkGajx9517he5D3XfHHkTg6fr6FPbHqa77UdNLduWZAifbiBHo4UtG3DK9mD+fJrPfw8fErdGZ0UWqVc+fLPvUKFjN+hD34v6J4INpX98PTyY54Qybrj1+lfXU/fj90hU0x17DTafmgW81HOnlOlDD/2mpdGMWoFpC72+73e/kS+CfR6nCIHPHAdzuwaXm+2XaWraeuc+yKgcW71KTwJ+uUtaoMyANXpeMdLytko9My+cmHV84lr5bTX9HxZOYYcXOwvecZsL6u9tQOdOfghUTOXE+ljKMtb3W2bhioUJ4V4bUoNd+wsIA6tB2gUYfBEy/AcdM1L+9lmC5PlQ7qlSAcSyalIrKKD4sGN2TMskOcS0ij55wdDIgob74Waq+GJX+C3aaqDzHx6lBh+D1OUvon+Zd/ev5z2dloebq+KUl813kS07KY/LtahXZo6+KTIsV/QN5wHUBAnSKHFsWDVa6MIx1NkxSm/RnDn0fU2Ux9G1t5SZb/gLyZdZmmatKNKnjc10SRx6rmz0Ib36kqHoVd4/FuOHoUfVkTZ5/8k5B1E9Qq646e+TMY75VrgFrNv4Q0D/Xmz9db0LN+ORQFFmyPJT07l0o+zoQHl3wg0+aWv1G9YPcSP15pk8DpEdbLdBmPv09e4/UforiekkWojzMv33opDPHfdOuwjLXDdOKBGNxMvR7lhuNXyTEq1A1yL3KSwH+Rv5s9rvb5gxn3OkyX58k6ZXEyTb3vUZLD9HnyhuuOLld/h3UukSG2B83V3paPnq7NNwPr4+Oi5jINaFL+oYxM1Aksg7+bPTqt5p7z2f5JHv3/hv+w8l5ONK3kybZTCWw01XT6v+41SyZvRvyz3NrjVFjhS1Fi6gWVoV6QO/vPJwLQ15oSBP8hGo2Gqv6u7LrP/KY8gR6O7J/wGDbaB1y+oihVOsDGW8qu3Fb08lHXOsyXv0Z5cDI++Z5r+90tnVbDkhcam65x+M9I8L4f8g38iOvdMP9DuW/jIMKDS7hek/hncA9Wr6/l5C09TqXg+ebqjEF3R9sCl5QR+cN1ZRxtqexzlxcxLoTeRnfX5QzumW8N9TIsoCaS512j8R/E1d6W8GCPh5oHW8HL6aEMCz4KpMfpEfdYNV/C/FzIzjUypkNYaTdHPCo0Ghi8Vq0Pcz+lDcQ96VjDj6ndalLZ1+Wei0X+mzUO8WDB9ljaVPV98BX+S5pGoybc7/lare9VgrlJ4p9JoxR6dcB/LoPBgJubG0lJSbi6PsBrmZUiRVEwKjy8My4hhLgPiqKwJ/Ym1QJccdb/A8/P026oF8auP/iO5UnEv8PdxA7/wP/o/x6NRoNOYiYhxD+ERqO5Y52zR5qjB0SOK+1WiEeU5DgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYaUSDZxu3LhBnz59cHV1xd3dncGDB5OSklLsNpGRkWg0Goufl19+uSSbKYQQQghhlRK9yG+fPn24cuUK69atIzs7m0GDBvHiiy+yZMmSYrd74YUXmDx5svm+o6NjSTZTCCGEEMIqJRY4HTt2jDVr1rBnzx7q168PwBdffEGnTp34+OOPCQgIKHJbR0dH/Pz8SqppQgghhBD3pMSG6nbs2IG7u7s5aAJo27YtWq2WXbt2Fbvtd999h5eXFzVq1GD8+PGkpaWVVDOFEEIIIaxWYj1OcXFx+Pj4WB7MxgYPDw/i4uKK3K53794EBwcTEBDAoUOHGDt2LDExMSxfvrzQ9TMzM8nMzDTfNxgMD+YJCCGEEELc5q4Dp3HjxvHhhx8Wu86xY8fuuUEvvvii+XbNmjXx9/enTZs2nD59mooVKxZYf+rUqUyaNOmejyeEEEIIYa27DpxGjRrFwIEDi10nJCQEPz8/rl69arE8JyeHGzdu3FX+UqNGjQA4depUoYHT+PHjGTlypPm+wWAgMDDQ6v0LIYQQQljrrgMnb29vvL2977heREQEiYmJ7Nu3j/DwcAA2bNiA0Wg0B0PWiIqKAsDf37/Qx/V6PXq93ur9CSGEEELcqxJLDq9atSodOnTghRdeYPfu3Wzbto2hQ4fy7LPPmmfUXbp0ibCwMHbv3g3A6dOnmTJlCvv27SM2NpbffvuN/v3706JFC2rVqlVSTRVCCCGEsEqJFsD87rvvCAsLo02bNnTq1IlmzZoxd+5c8+PZ2dnExMSYZ83Z2dnx119/0a5dO8LCwhg1ahTdu3fn999/L8lmCiGEEEJYRaMoilLajXiQDAYDbm5uJCUl4erqWtrNEUIIIcQj7m5iB7lWnRBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrFRigdP7779PkyZNcHR0xN3d3aptFEVhwoQJ+Pv74+DgQNu2bTl58mRJNVEIIYQQ4q6UWOCUlZVFjx49eOWVV6ze5qOPPuJ///sfs2fPZteuXTg5OdG+fXsyMjJKqplCCCGEEFbTKIqilOQBFixYwIgRI0hMTCx2PUVRCAgIYNSoUbzxxhsAJCUl4evry4IFC3j22WetOp7BYMDNzY2kpCRcXV3vt/lCCCGE+Je7m9jhkclxOnv2LHFxcbRt29a8zM3NjUaNGrFjx45SbJkQQgghhMqmtBuQJy4uDgBfX1+L5b6+vubHCpOZmUlmZqb5vsFgKJkGCiGEEOI/7656nMaNG4dGoyn25/jx4yXV1kJNnToVNzc3809gYOBDPb4QQggh/jvuqsdp1KhRDBw4sNh1QkJC7qkhfn5+AMTHx+Pv729eHh8fT506dYrcbvz48YwcOdJ832AwSPAkhBBCiBJxV4GTt7c33t7eJdKQChUq4Ofnx/r1682BksFgYNeuXcXOzNPr9ej1+hJpkxBCCCHErUosOfz8+fNERUVx/vx5cnNziYqKIioqipSUFPM6YWFh/PLLLwBoNBpGjBjBe++9x2+//cbhw4fp378/AQEBdO3ataSaKYQQQghhtRJLDp8wYQILFy40369bty4AGzduJDIyEoCYmBiSkpLM64wZM4bU1FRefPFFEhMTadasGWvWrMHe3r6kmimEEEIIYbUSr+P0sEkdJyGEEELcjX9kHSchhBBCiEedBE5CCCGEEFaSwEkIIYQQwkoSOAkhhBBCWEkCJyGEEEIIK0ngJIQQQghhJQmchBBCCCGsJIGTEEIIIYSVJHASQgghhLCSBE5CCCGEEFaSwEkIIYQQwkoSOAkhhBBCWEkCJyGEEEIIK0ngJIQQQghhJQmchBBCCCGsJIGTEEIIIYSVJHASQgghhLCSBE5CCCGEEFaSwEkIIYQQwkoSOAkhhBBCWEkCJyGEEEIIK0ngJIQQQghhJQmchBBCCCGsJIGTEEIIIYSVSixwev/992nSpAmOjo64u7tbtc3AgQPRaDQWPx06dCipJgohhBBC3BWbktpxVlYWPXr0ICIignnz5lm9XYcOHZg/f775vl6vL4nmCSGEEELctRILnCZNmgTAggUL7mo7vV6Pn59fCbRICCGEEOL+PHI5Tps2bcLHx4cqVarwyiuvkJCQUNpNEkIIIYQASrDH6V506NCBbt26UaFCBU6fPs2bb75Jx44d2bFjBzqdrtBtMjMzyczMNN83GAwPq7lCCCGE+I+5qx6ncePGFUjevv3n+PHj99yYZ599lieeeIKaNWvStWtXVq5cyZ49e9i0aVOR20ydOhU3NzfzT2Bg4D0fXwghhBCiOHfV4zRq1CgGDhxY7DohISH3054C+/Ly8uLUqVO0adOm0HXGjx/PyJEjzfcNBoMET0IIIYQoEXcVOHl7e+Pt7V1SbSng4sWLJCQk4O/vX+Q6er1eZt4JIYQQ4qEoseTw8+fPExUVxfnz58nNzSUqKoqoqChSUlLM64SFhfHLL78AkJKSwujRo9m5cyexsbGsX7+eJ598kkqVKtG+ffuSaqYQQgghhNVKLDl8woQJLFy40Hy/bt26AGzcuJHIyEgAYmJiSEpKAkCn03Ho0CEWLlxIYmIiAQEBtGvXjilTpkiPkhBCCCEeCRpFUZTSbsSDZDAYcHNzIykpCVdX19JujhBCCCEecXcTOzxydZyEEEIIIR5VEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWKrHAKTY2lsGDB1OhQgUcHByoWLEiEydOJCsrq9jtMjIyePXVV/H09MTZ2Znu3bsTHx9fUs0UQgghhLBaiQVOx48fx2g0MmfOHI4ePcpnn33G7NmzefPNN4vd7vXXX+f333/np59+YvPmzVy+fJlu3bqVVDOFEEIIIaymURRFeVgHmzZtGrNmzeLMmTOFPp6UlIS3tzdLlizh6aefBtQArGrVquzYsYPGjRvf8RgGgwE3NzeSkpJwdXV9oO0XQgghxL/P3cQODzXHKSkpCQ8PjyIf37dvH9nZ2bRt29a8LCwsjKCgIHbs2PEwmiiEEEIIUSSbh3WgU6dO8cUXX/Dxxx8XuU5cXBx2dna4u7tbLPf19SUuLq7QbTIzM8nMzDTfNxgMD6S9QgghhBC3u+sep3HjxqHRaIr9OX78uMU2ly5dokOHDvTo0YMXXnjhgTUeYOrUqbi5uZl/AgMDH+j+hRBCCCHy3HWP06hRoxg4cGCx64SEhJhvX758mVatWtGkSRPmzp1b7HZ+fn5kZWWRmJho0esUHx+Pn59foduMHz+ekSNHmu8bDAYJnoQQQghRIu46cPL29sbb29uqdS9dukSrVq0IDw9n/vz5aLXFd3CFh4dja2vL+vXr6d69OwAxMTGcP3+eiIiIQrfR6/Xo9fq7exJCCCGEEPegxJLDL126RGRkJEFBQXz88cdcu3aNuLg4i1ylS5cuERYWxu7duwFwc3Nj8ODBjBw5ko0bN7Jv3z4GDRpERESEVTPqhBBCCCFKUoklh69bt45Tp05x6tQpypUrZ/FYXgWE7OxsYmJiSEtLMz/22WefodVq6d69O5mZmbRv356ZM2eWVDOFEEIIIaz2UOs4PQxSx0kIIYQQd+ORreMkhBBCCPFPJoGTEEIIIYSVJHASQgghhLCSBE5CCCGEEFaSwEkIIYQQwkoSOAkhhBBCWEkCJyGEEEIIK5VYAczSkleWymAwlHJLhBBCCPFPkBczWFPa8l8XOCUnJwPIhX6FEEIIcVeSk5Nxc3Mrdp1/XeVwo9HI5cuXcXFxQaPRPPD9GwwGAgMDuXDhglQmLwXy+pcuef1Ll7z+pUde+9JV0q+/oigkJycTEBCAVlt8FtO/rsdJq9UWuDZeSXB1dZU3TymS1790yetfuuT1Lz3y2peuknz979TTlEeSw4UQQgghrCSBkxBCCCGElSRwukt6vZ6JEyei1+tLuyn/SfL6ly55/UuXvP6lR1770vUovf7/uuRwIYQQQoiSIj1OQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQQgghrCSBkxBCCCGElSRwEkIIIYSwkgROQgghhBBWksBJCCGEEMJKEjgJIYQQQlhJAichhBBCCCtJ4CSEEEIIYSUJnIQQpW7Pnj00adIEJycnNBoNUVFRpd2kB2LBggVoNBpiY2PvafuBAwdSvnz5B9omIcT9kcBJiH8RjUZj1c+mTZtKu6lm2dnZ9OjRgxs3bvDZZ5+xaNEigoODS7tZ/3gffPABv/76a2k3Q4h/HZvSboAQ4sFZtGiRxf1vv/2WdevWFVhetWrVh9msYp0+fZpz587x1Vdf8fzzz5d2c/41PvjgA55++mm6du1a2k0R4l9FAich/kX69u1rcX/nzp2sW7euwPLbpaWl4ejoWJJNK9LVq1cBcHd3f2D7TE1NxcnJ6YHtTwgh8shQnRD/MZGRkdSoUYN9+/bRokULHB0defPNNwFYsWIFnTt3JiAgAL1eT8WKFZkyZQq5ubmF7iM6OppWrVrh6OhI2bJl+eijjwoc74svvqB69eo4OjpSpkwZ6tevz5IlSwA1h6dly5YA9OjRA41GQ2RkpHnbDRs20Lx5c5ycnHB3d+fJJ5/k2LFjFvt/99130Wg0REdH07t3b8qUKUOzZs0AKF++PF26dGHTpk3Ur18fBwcHatasaR6qXL58OTVr1sTe3p7w8HAOHDhQoP3Hjx/n6aefxsPDA3t7e+rXr89vv/1WYL2jR4/SunVrHBwcKFeuHO+99x5Go9HKvwr8+uuv1KhRA3t7e2rUqMEvv/xS6Hoff/wxTZo0wdPTEwcHB8LDw1m2bJnFOhqNhtTUVBYuXGgenh04cCAA586dY8iQIVSpUgUHBwc8PT3p0aPHPedhCfFfIz1OQvwHJSQk0LFjR5599ln69u2Lr68voCYzOzs7M3LkSJydndmwYQMTJkzAYDAwbdo0i33cvHmTDh060K1bN3r27MmyZcsYO3YsNWvWpGPHjgB89dVXvPbaazz99NMMHz6cjIwMDh06xK5du+jduzcvvfQSZcuW5YMPPuC1116jQYMG5rb89ddfdOzYkZCQEN59913S09P54osvaNq0Kfv37y+QNN2jRw9CQ0P54IMPUBTFvPzUqVPmY/Xt25ePP/6Yxx9/nNmzZ/Pmm28yZMgQAKZOnUrPnj2JiYlBq1XPKY8ePUrTpk0pW7Ys48aNw8nJiR9//JGuXbvy888/89RTTwEQFxdHq1atyMnJMa83d+5cHBwcrPp7rF27lu7du1OtWjWmTp1KQkICgwYNoly5cgXW/fzzz3niiSfo06cPWVlZLF26lB49erBy5Uo6d+4MqEO2zz//PA0bNuTFF18EoGLFioCaiL99+3aeffZZypUrR2xsLLNmzSIyMpLo6OhS63kU4h9DEUL8a7366qvK7W/zli1bKoAye/bsAuunpaUVWPbSSy8pjo6OSkZGRoF9fPvtt+ZlmZmZip+fn9K9e3fzsieffFKpXr16sW3cuHGjAig//fSTxfI6deooPj4+SkJCgnnZwYMHFa1Wq/Tv39+8bOLEiQqg9OrVq8C+g4ODFUDZvn27edmff/6pAIqDg4Ny7tw58/I5c+YogLJx40bzsjZt2ig1a9a0eO5Go1Fp0qSJEhoaal42YsQIBVB27dplXnb16lXFzc1NAZSzZ88W+xrUqVNH8ff3VxITE83L1q5dqwBKcHCwxbq3/42ysrKUGjVqKK1bt7ZY7uTkpAwYMKDAsQr7G+/YsaPA31MIUTgZqhPiP0iv1zNo0KACy2/tIUlOTub69es0b96ctLQ0jh8/brGus7OzRe6UnZ0dDRs25MyZM+Zl7u7uXLx4kT179txV+65cuUJUVBQDBw7Ew8PDvLxWrVo89thjrF69usA2L7/8cqH7qlatGhEREeb7jRo1AqB169YEBQUVWJ7X/hs3brBhwwZ69uxpfi2uX79OQkIC7du35+TJk1y6dAmA1atX07hxYxo2bGjen7e3N3369LH6uQ4YMAA3Nzfz8scee4xq1aoVWP/Wv9HNmzdJSkqiefPm7N+//47Hun377OxsEhISqFSpEu7u7lbvQ4j/MgmchPgPKlu2LHZ2dgWWHz16lKeeego3NzdcXV3x9vY2B0dJSUkW65YrVw6NRmOxrEyZMty8edN8f+zYsTg7O9OwYUNCQ0N59dVX2bZt2x3bd+7cOQCqVKlS4LGqVaty/fp1UlNTLZZXqFCh0H3dGhwB5uAkMDCw0OV57T916hSKovDOO+/g7e1t8TNx4kQgP7H93LlzhIaGFjh2Ye2/Xd5ztXb7lStX0rhxY+zt7fHw8MDb25tZs2YV+PsUJT09nQkTJhAYGIher8fLywtvb28SExOt3ocQ/2WS4yTEf1BhuTeJiYm0bNkSV1dXJk+eTMWKFbG3t2f//v2MHTu2QKKzTqcrdN/KLflFVatWJSYmhpUrV7JmzRp+/vlnZs6cyYQJE5g0aVKJP6fi2nmn9uc93zfeeIP27dsXum6lSpXutpn3ZcuWLTzxxBO0aNGCmTNn4u/vj62tLfPnzzcn3N/JsGHDmD9/PiNGjCAiIgI3Nzc0Gg3PPvvsXSWzC/FfJYGTEAKATZs2kZCQwPLly2nRooV5+dmzZ+9rv05OTjzzzDM888wzZGVl0a1bN95//33Gjx+Pvb19odvkFcCMiYkp8Njx48fx8vIq8XIDISEhANja2tK2bdti1w0ODubkyZMFlhfW/sK2Baza/ueff8be3p4///wTvV5vXj5//vwC297eG5hn2bJlDBgwgE8++cS8LCMjg8TExDu2VQghQ3VCCJO8Hphbe4yysrKYOXPmPe8zISHB4r6dnR3VqlVDURSys7OL3M7f3586deqwcOFCiy/0I0eOsHbtWjp16nTPbbKWj48PkZGRzJkzhytXrhR4/Nq1a+bbnTp1YufOnezevdvi8e++++6Ox7n1ud46VLZu3Tqio6Mt1tXpdGg0GovyELGxsYVWCHdycio0GNLpdBZ/Y1BLRtxeckIIUTjpcRJCANCkSRPKlCnDgAEDeO2119BoNCxatKjAl+zdaNeuHX5+fjRt2hRfX1+OHTvGjBkz6Ny5My4uLsVuO23aNDp27EhERASDBw82lyNwc3Pj3Xffvec23Y0vv/ySZs2aUbNmTV544QVCQkKIj49nx44dXLx4kYMHDwIwZswYFi1aRIcOHRg+fLi5HEFwcDCHDh2643GmTp1K586dadasGc899xw3btww179KSUkxr9e5c2c+/fRTOnToQO/evbl69SpffvkllSpVKnCc8PBw/vrrLz799FMCAgKoUKECjRo1okuXLixatAg3NzeqVavGjh07+Ouvv/D09HywL54Q/1alOKNPCFHCiipHUFSJgG3btimNGzdWHBwclICAAGXMmDHm6fu3TtMvah8DBgywmD4/Z84cpUWLFoqnp6ei1+uVihUrKqNHj1aSkpLM6xRVjkBRFOWvv/5SmjZtqjg4OCiurq7K448/rkRHR1usk1eO4Nq1awW2Dw4OVjp37lxgOaC8+uqrFsvOnj2rAMq0adMslp8+fVrp37+/4ufnp9ja2iply5ZVunTpoixbtsxivUOHDiktW7ZU7O3tlbJlyypTpkxR5s2bZ1U5AkVRlJ9//lmpWrWqotfrlWrVqinLly8v8HoqiqLMmzdPCQ0NVfR6vRIWFqbMnz/f/Brc6vjx40qLFi0UBwcHBTCXJrh586YyaNAgxcvLS3F2dlbat2+vHD9+XAkODi60fIEQwpJGUe7jdFIIIYQQ4j9EcpyEEEIIIawkgZMQQgghhJUkcBJCCCGEsJIETkIIIYQQVpLASQghhBDCShI4CSGEEEJY6V9XANNoNHL58mVcXFyKvOSAEEIIIUQeRVFITk4mICAArbb4PqV/XeB0+fLlAlc9F0IIIYS4kwsXLlCuXLli1/nXBU55l3G4cOECrq6updwaIYQQQjzqDAYDgYGBd7wUFPwLA6e84TlXV1cJnIQQQghhNWtSfCQ5XAghhBDCShI4CSGEEEJYSQInIYQQQggr/etynKyVm5tLdnZ2aTdDPGJsbW3R6XSl3QwhhBCPqP9c4KQoCnFxcSQmJpZ2U8Qjyt3dHT8/P6kDJoQQooD/XOCUFzT5+Pjg6OgoX47CTFEU0tLSuHr1KgD+/v6l3CIhhBCPmv9U4JSbm2sOmjw9PUu7OeIR5ODgAMDVq1fx8fGRYTshhBAW/lPJ4Xk5TY6OjqXcEvEoy/v/kBw4IYS4N4qi8OXGU/y450JpN+WB+0/1OOWR4TlRHPn/EEKI+xN9xcC0P2PQaKBGWTeqBfx7ClKXaI/T33//zeOPP05AQAAajYZff/31jtts2rSJevXqodfrqVSpEgsWLCjJJgohhBDiAdt/PhEARYGP/jxeuo15wEo0cEpNTaV27dp8+eWXVq1/9uxZOnfuTKtWrYiKimLEiBE8//zz/PnnnyXZzH+syMhIRowYAUD58uWZPn16qbbnTmJjY9FoNERFRZV2U4QQQpSgA+dvmm9virnG9tPXS7E1D1aJDtV17NiRjh07Wr3+7NmzqVChAp988gkAVatWZevWrXz22We0b9++pJr5r7Bnzx6cnJxKuxnFCgwM5MqVK3h5eT20Y2ZkZDBq1CiWLl1KZmYm7du3Z+bMmfj6+j60NgghxO0yc3LR2/x7J59EmXqcKvs6cyI+hQ//OM6vrzb9V6RCPFLJ4Tt27KBt27YWy9q3b8+OHTtKqUX/HN7e3o980rtOp8PPzw8bm4eXWvf666/z+++/89NPP7F582YuX75Mt27dHtrxhRD/HRnZuQxesIf3V0UXu96iHbGEvbOGkT9GYcj4901CuZmaxZnrqQB82bsejnY6Dl5M4o8jcaXcsgfjkQqc4uLiCvQE+Pr6YjAYSE9PL3SbzMxMDAaDxc+/UWpqKv3798fZ2Rl/f39zr1ye24fqNBoNc+bMoUuXLjg6OlK1alV27NjBqVOniIyMxMnJiSZNmnD69GmL/axYsYJ69ephb29PSEgIkyZNIicnx2K/X3/9NU899RSOjo6Ehoby22+/mR+/efMmffr0wdvbGwcHB0JDQ5k/fz5Q+FDd5s2badiwIXq9Hn9/f8aNG2dxvMjISF577TXGjBmDh4cHfn5+vPvuu1a9ZklJScybN49PP/2U1q1bEx4ezvz589m+fTs7d+60ah9CCGGtrSevs/74Vb7acpYT8cmFrpOda+SLDadQFFi+/xIdp29h99kbD7ml90dRFFIzc4p8POpiIgAVvJwI9XXhheYhAEz7M4bsXOOdD5CWBnv3wvffw+TJ0LcvvPLKg2j6A/FIBU73YurUqbi5uZl/AgMD72p7RVFIy8oplR9FUaxu5+jRo9m8eTMrVqxg7dq1bNq0if379xe7zZQpU+jfvz9RUVGEhYXRu3dvXnrpJcaPH8/evXtRFIWhQ4ea19+yZQv9+/dn+PDhREdHM2fOHBYsWMD7779vsd9JkybRs2dPDh06RKdOnejTpw83bqhv/HfeeYfo6Gj++OMPjh07xqxZs4ocmrt06RKdOnWiQYMGHDx4kFmzZjFv3jzee+89i/UWLlyIk5MTu3bt4qOPPmLy5MmsW7fujq/Zvn37yM7OtujFDAsLIygoSHoxhRAP3OYT18y3F+04V+g666LjuZqciYeTHYEeDlxKTOeZuTv4cM1xsnKsCCoekKwcIyN/iGL88sPkGq3/LlIUhdHLDlHz3T/Zd67wgO+AaZiubqA7AC+0CMHTyY6z11P5Ia88QXo6HD4MP/8M//d/MHiwGigBbNgADRpA794wYwbExsIjNKLySJUj8PPzIz4+3mJZfHw8rq6u5sKEtxs/fjwjR4403zcYDHcVPKVn51JtQukkn0dPbo+j3Z3/BCkpKcybN4/FixfTpk0bQA0mypUrV+x2gwYNomfPngCMHTuWiIgI3nnnHXO+2PDhwxk0aJB5/UmTJjFu3DgGDBgAQEhICFOmTGHMmDFMnDjRvN7AgQPp1asXAB988AH/+9//2L17Nx06dOD8+fPUrVuX+vXrA2pPWFFmzpxJYGAgM2bMQKPREBYWxuXLlxk7diwTJkxAq1Xj+lq1apmPHxoayowZM1i/fj2PPfZYsc8/Li4OOzs73N3dLZb7+voSF/fv6DIWQjw6/j6ZHzgt33+RMR2q4GJva7HO4p1qQNWrYSCvRFZi0m9H+WnfRWZtOs2aI3FU8nHG3cGWMk52uDnYUt7TiWahXrg5WO7nfn205jjLD1wCINDDgSGRlaza7oc9F1i27yIAP+29SHiwR4F1oi4kAlC3rAvExOB84gSvaa4xEV+m/3mMp+qWxWnkSJg9W93AzQ0qV4aICACymzQl6e+deNWsArd9fj8KHqnAKSIigtWrV1ssW7duHRGmF7Mwer0evV5f0k0rVadPnyYrK4tGjRqZl3l4eFClSpVit6tVq5b5dt4QaM2aNS2WZWRkYDAYcHV15eDBg2zbts2ihyk3N5eMjAzS0tLMOVS37tfJyQlXV1fzZUpeeeUVunfvzv79+2nXrh1du3alSZMmhbbv2LFjREREWCQLNm3alJSUFC5evEhQUFCB44F6KZS84wkhxKMg9noq5xLSsNVpCHB34FxCGsv3X2JAk/LmdU5dTWH76QS0GujVMAhnvQ3TetSmTVUfxi8/zNnrqZw15QbdSqfV0KB8GdqE+dK6qg8hXk73lWT9V3Q8X289a77/6doTNKnoRR1TD1FRTsQn8+7vR/P3cyye3OwcdBcvwIkTcPIkxqvXiNKqn/l1XxsEB7YA0MvZhXmDZnAeT+b+fYbXhw5Vh+AqVwYvL7jl+Xy04wq/RiXzRdlcGhffpFJRooFTSkoKp06dMt8/e/YsUVFReHh4EBQUxPjx47l06RLffvstAC+//DIzZsxgzJgxPPfcc2zYsIEff/yRVatWlVgbHWx1RE8unRl7DrYlO6PC1jb/DCXvTVbYMqNR7R5OSUlh0qRJhSZP29vbF7rfvP3k7aNjx46cO3eO1atXs27dOtq0acOrr77Kxx9//ECex+3HK46fnx9ZWVkkJiZa9DrFx8fj5+d3z+0RQojb5fU21Q/2oEMNPyb+dpRvd8TSPyLY/Fn73S61t6l1mA/lyuQPPXWo4U/DCp7sPJPAzbQsEtOySUzL4kZqNgcvJnLqago7z9xg55kbvL/6GN3qleXTnnXuqZ2XEtMZ9dNBAJ5rWoH45AxWHbrCa98fYPXw5jjrCwkLFIX0cxcZuvgwGdkKzV2NHMyy43pKFgcqh1M/9pC6nq0tZ+o2xdCqIfa2Wqq8OwZcJ0NoKHYBAYw+dIVh3x9gxsZTNH+xMfWrVy9wqHXR8Xy1RQ3qDOmPZuJ8iQZOe/fupVWrVub7eUNqAwYMYMGCBVy5coXz58+bH69QoQKrVq3i9ddf5/PPP6dcuXJ8/fXXJVqKQKPRWDVcVpoqVqyIra0tu3btMvfC3Lx5kxMnTtCyZcsHdpx69eoRExNDpUrWddkWxdvbmwEDBjBgwACaN2/O6NGjCw2cqlatys8//4yiKOYPlm3btuHi4nLHYUhrhIeHY2try/r16+nevTsAMTExnD9/vtheTCGEuFubY9TAqUVlb7rVK8tHa45z+loq208n0LSSF+lZufxsGuLq0zi4wPYeTnZ0qln4hcXPJaSy4fhVNhy/ypaT1/nlwCXGdQjDx9W+0PWLkp1r5LXvD5CUnk2tcm6M6xhGenYuUecTOX8jjQlL9/JppVw4eRIaN4awMJg3D157jcnNn+NEnQ54p9zgs7i/ea/DEH6NuszawWOo38BL7TkKCuLAgcuw7BC1yrpj+4Tl52yXWv6sjY7n94OXGbrkAKtea4anc/6I0cWbabxhCuoGN6tAu+qP5gluiUYMkZGRxSZAF1YVPDIykgMHDpRgq/55nJ2dGTx4MKNHj8bT0xMfHx/eeustcw7QgzJhwgS6dOlCUFAQTz/9NFqtloMHD3LkyJECCdvF7SM8PJzq1auTmZnJypUrqVq1aqHrDhkyhOnTpzNs2DCGDh1KTEwMEydOZOTIkQ/kubm5uTF48GBGjhyJh4cHrq6uDBs2jIiICBo3bnzf+xdCCFBrMm0/nQBAy8reuNjb0q1eORbtPMe3O2JpWsmL3w9expCRQ6CHAy1Dve9q/8GeTgxqWoFBTSvw1MxtHDifyOrDVxjYtMJd7eeTtSfYd+4mLjYaZjhdwE7Jxc7Bls/Pr6Wnc1OWH0ugxUcf0zV6E8yZowZOdevy+1vT+d4QgAaY/mpbvKr2o93hK2rgpA9gfLtI88nvgbz8piD3AsfXaDRM7VaTo5eTOHMtlRE/RLFgUEN0Wg1ZOUaGLlGDutqB7oztEHZXz+1h+sfPqvuvmDZtGs2bN+fxxx+nbdu2NGvWjPDw8Ad6jPbt27Ny5UrWrl1LgwYNaNz4/9u777iq6jeA45972RuRKSKi4t57722OtGWWI9OGmqMs7deyMsuGpmVqZWlZluWeKe49cQMCKooyFNmbe35/fC8gCgoK4njerxeve+85555z7rX04ft9vs/TnBkzZuDtfetvRwUxNzdn8uTJ1K1bl7Zt22JiYsKSJUvyPdbT05N169Zx4MAB6tWrx6uvvsrw4cN57733iusjMWPGDJ544gkGDBhA27ZtcXd3Z9myZcV2fiGEOHz+OikZWbjYWVDDww6AwS3U35ubTkcSHpvCb8ak8EHNvNHr7z4/qXfdcgCsPn6l4IOSkuDYMdi1S71OT2fbE4OZu12Vn/nin8+o8NLzYJzxadykGm9YqxGz956cyIZD51nepCc/7ghlWoQV76apmY5RHarQqoYaFWtb1QVzUz3nryUTHJWYc+mcFXX5BE4Atham/DCoEZZmenaevcp3W1Q6z5cbA/C/GIu9pSnfDWyAuemDG57otKKsiX8IxMfH4+DgQFxcHPb2eZsKpqamcu7cOXx8fPLk7AhxI/nvRAhRFNPWnWHejlAGNCzP18/Uy9k+cP4+9oZeo11VF7YHRWNuqmff5E442Zjf9bWi4lNpNs0PTYNdA7wo72IPFSvCwYPwzjsqSTtcrZajalUIDMRg0Gg76R8u6a15sWw6n3TwAl9ftZrNKDPLwHPz93HowvV8r9vYuwxLRjbH1CQ3oBn2ywG2BkYzsVs1RnWoQlJaJnU+2ohBg/3vdsLtNlOJ/xy+xFtLj6HTwci2lZi3PRSA+S82KpUputvFDjd7cEM6IYQQ4gFxPSmdvSHX8k0/ya7f1LZq3pp1Q1p659nfq45H0YKmrCwIDVUFIQEWLcL16b40jwgCYO3oKTBrltpnYwMuLjB0KCxcCHv2wO7dAOw7d41LemvsLEx5d2wfaNw4T9AEYGqi59uBDajn5Ug1NztaVSlL3/rlGN7ah/efqMmCYU3yBE1AToDz3ylV3uVEeBwGDTwcLG8bNAE81ag8zzb2QtPICZoe5LymGz3YWdFC3MbixYt55ZVX8t3n7e3NqVOn8t0nhBBFNfYvf3YERTOpR3VebVc5Z3tkfCoBEQnodNDmptylzjXc8HCw5EpcKgAvNK9w64kNBoiKguyVvh99BEeOqJGj0FDIyIDNm6FTJ1U00sqK3i6wF1jV92VeGaFq5lGzJvz1V773nl136Yl65bAyL3g1t6ejFStHtSrcFwJ0quGKTgfHLsUREZd6x2m6m03pW4vj4XGcuRL/wOc13UgCJ/HQ6tOnT57aVje6uYSBEKLkZGYZbhmNeJRcjElmh3HU6KuNgTSvVDan5lH29rqeDreMJpma6BnUrAJf/RdEdTdbGlYoA9HR8M03OXWPCA4GTVN5SXo9nDoFmZnQvbuaavP1hex81ldegVdeoXtSOh9M3cypeAMhWFGZgiWlZbLB2CPuqUaexfq9uNpZ0rBCGQ5fuM6mM5EcDVPTfA28yhTq/ZZmJix8qQmr/C/zZAPPBzqv6UYSOImHlp2dHXZ2dqV9G0I81q7EpdDnu9008HJk/uDGpX07RZaakcV/pyNp5F0GT8f8O1QsNY7Y6HWQadB440+1lN7O0ixnGq5dVRc1eqTXg78/LF8OZ8/ycnAoOmtfunqYo9MZy8f88YcKilq3hmHD1PPs9y5desd7drIxp7WvM9sCo1lz7ApjO/sWeOy6E1dITs/Cx9lGBW7FrGtNNw5fuM5/pyIIiFD9+Qo74gQq+HrZ2MvuYSGBkxBCiLu2YNc5ohPS8AuIIjUjC8sSLuxbnLYERPLRqtOExSRT2cWG/8a3w+SmFW8Gg5ZTf2lK39rM3RZCWEwy7/2wmW+SjrArvgboLWg7fii8OQJeekmtaJs/H3x9saxbm1G+vqr3Gqg8pAv597Erit51y7EtMJpVx8J5o1OVAiuJZ0/TPdWo/D1VGy9Il5puTFsfwK7gq2gamOp11PZ0uPMbH2ISOAkhhLgr8akZ/HlANW3NMmgERSZQt7xj6d5UIVyMSebjNafZdDq3N2pIdBJrT1yhTz213J+sLFi9mr2nLxMe741dZipPP9OOmiv9eGZpICsjDTiciia2Vn3sDOnUf7Zn7pTa4MFg7PlZUrrWcsN8uZ6Q6CQCIhKo4XHrSrCLMcnsPxeDTgdPNijeabpslVxsqeJqm1OSoGY5+4cqeL4bD8eEohBCiAfOXwcukpiWmfP69OX4UrybO9M0jfk7QugyYzubTkdiqtfxSnl41Ubl5sxesBlDv37qYL0eBg1i6UFV66hv8gUsh7xIo/L2jOukpsYW1VKNxlvXrYDpB+9DPWMpghIY2bmZnaUZHau5ArD62OV8j/n3iBptalXZmXIFTEMWh6413XKeN7hDv7tHgYw4CSGEKLKMLAO/7FY9xbJXjp2+UvTAKTUjS/VmS8nu0ZZBFVcbqrgWU/5iZCScPAlBQSwLSeAzU9UfrZmPE5+US6Zqn87E25Vh8Yj5nLUqy/p6negFoNMRFxjC+rlHIdPA05NfAmNQ8HoHZ3YFX2X/uRjAmN9UCnrXK8eGUxGsPn6Zid2q5ZmKMxi0nMDpqUb33sLqdrrWcmfONlVcs0EJ5FE9aCRwEkIIUWTrTlzhclwqzrbmjO3ky6RlJzhzh8DpSlwKJy7FcepyPKcuq8fspfo3sjE3Yc/kTjhYFXJ1bERE7iq1s2fV8ylToE4d+PJL+PprQl0q8P7gGQCMcU5hwsjm6FJT4cIF7MuX5yW/YL71O8vsMvXoYdDQ63WsCU8jLdNAVTdb6pbPzdsx0euY+Vx9en67k+T0LNobR37ut47VXbE2N+FiTAr+F2PzBC0Hz8dwMSYFWwtTupVwbaS6ng5UcrHhcmwKzSo5lei1HgQSOD3E2rdvT/369Zk5cyYVK1Zk3LhxjBs3rrRvq0Dnz5/Hx8eHo0ePUr9+/dK+HSEeGMnpmZjodViYPhy5IZqm8eNOVbRwcIuKOf9gn7mSgMEYdNxs0d7zfLAy/9pqJnodjlZmOFibER2fRkJaJlsCInmywQ0jJTExucFRUBBcuQI//aT2dehAVmAQlx1c8XKwUKvUUo0B2dixpI0YyZgNESRfSaB5JSfGvdxcjc5YWYGxcfpLrXxYsOscAREJ/Hc6gu61PVh6SI3YPN3I65bEag8HKzaMa0tiWibuDqXTYcDK3IQuNd1Y6X+Z/y0/yftP1KRF5bJA7jRdrzoet63dVBz0eh1LRjYnKS0LD4eSmxJ8UEjg9Ig4ePAgNjY2pX0bt+Xl5cWVK1dwdna+88HFZP78+fzxxx8cOXKEhIQErl+/jqOj4327vhB3cv5qEk/P20tGloHPnqxDzzoepX1Ld7QvNIaT4fFYmul5obk3dpammJvqSUzL5OL1ZLzL3vp30Yqjqg1IJWcbGnqXoVY5e2p7OuDraouDlZkKTBIS+Gb5EWadTmT9P9t58lAyjBgB585BpRuWrJcrp+obpaWBhQVx835mxKFkDkSl0auOBx/3rUVZWwt1rJcX09ec5tSVBMpYmzHz2Qa3rJwDcLA2Y2iriszeEsy3fsFUcrHF/2Ispnod/QpIrHazt8Qt3z33z8utK/HfqUhOX4ln4I/7aOPrzOgOVVhr7GX3VOOSnabL5mpnCY9JdRhJDn9EuLi4YG1tXdq3cVsmJia4u7tjanr/4vXk5GS6d+/Ou+++e9+uKURhxadm8PKiQ0QnpBGbnMHri48w4W9/4lMzSvvWALiamMbWgChS0rPybM8ebXqqUXmcbMwxM9FT1c0WyD9BPDk9k+OX4gBYOKguX9UwYViUP03+/gnH08dV0PTjj2BvT7eJwwDYnmZN8qGj6gQVKsCSJXD0KCQkqF5s27aBhQWXY1N4+nAGB6LSAFh74gpdZ+xgw0kVOGwNiOLnXSoX68un6t12dGh4ax9szE04cyWeCX/7A9ChuisudhZ38e3dH3XKO7B9YntebO6NqV7HzrNXeXb+PpLSs/Aua01j70c/5+h+k8DpIZGUlMTgwYOxtbXFw8ODr7/+Os/+ihUrMnPmzJzXOp2OefPm8cQTT2BtbU2NGjXYu3cvwcHBtG/fHhsbG1q2bElISEie86xcuZKGDRtiaWlJpUqVmDJlCpmZmXnO+9NPP/Hkk09ibW2Nr68vq1atytl//fp1Bg0ahIuLC1ZWVvj6+vLLL78AaqpOp9Ph7++fc/z27dtp2rQpFhYWeHh4MGnSpDzXa9++PW+88QZvv/02Tk5OuLu789FHHxX6exs3bhyTJk2iefPmhX6PEPdDlkFj7J9HCY5KxN3ekpFtK6HXwbIj4fSYuZN9oddyjs3MMhCTlE50Qtp9uz9N0xi+8BDDfj1I088288HKk5y+HE9wVAJbAqLQ6WB469xRoJrG5fBnrsSrNiFBQbB2LcyYwdGgCDINGp6ZSXh5Oqvco/79YepUVfMIoH17+O03aq76kwqOFqSZmrNt9Ptqn4kJPPss1K8PtrY51zwbmcCAH/YQFKm+w++eb0B1dzuuJaXz6u9HGPXHEd5aqs4/tGVFOte8/fiQo7U5Q1pWBOBkuAoAny7hxOri4GpvySf9arPlzfb0b+CZs6jv6RKq3fS4k6k6TYOM5NK5tpl1oZetTpw4ke3bt7Ny5UpcXV159913OXLkyG1zhT755BO++eYbvvnmG9555x2ef/55KlWqxOTJk6lQoQIvvfQSo0ePZv369QDs3LmTwYMHM2vWLNq0aUNISAgjR44E4MMPP8w575QpU5g+fTpffvkls2fPZtCgQVy4cAEnJyfef/99Tp8+zfr163F2diY4OJiUlJR87y88PJyePXsydOhQFi1aREBAACNGjMDS0jJPcLRw4UImTJjA/v372bt3L0OHDqVVq1Z06dKlUN+dEA+iLzYEsDUwGgtTPfMHN6JueUe61nRjwt/HCItJZuCP+yjnYEVcSkaeJf/9G3jy+YC6Jd6eYm/oNY5djAUgITWTRXsvsGjvBRytVcJ25+qu+CRGw9E9kJRETQ+1FP/04pXQ811VBwnAyor97qo1UlMPK5WXVLWq+nFxyf070NcXfH3RAT2unWHejlA2nIwocOry0PkYhi88RFxKBpVdbFg0vBmejlZ0qenGbL9gftgekjNdVcPDnkk9CtcH7eU2lfh1z3mS07NwtjWnQ/XSSfy+GxXKWvPNs/V5tX1l/MNiebJhydRuetxJ4JSRDJ+VK51rv3sZzO+cl5SYmMjPP//M77//TqdOnQAVTJQvf/vfhIYNG8YzzzwDwDvvvEOLFi14//336datGwBjx45l2LBhOcdPmTKFSZMmMcRYuK1SpUp88sknvP3223kCp6FDhzJw4EAAPvvsM2bNmsWBAwfo3r07YWFhNGjQgMaNVeuFihUrFnh/c+bMwcvLi++++w6dTkf16tW5fPky77zzDh988AF6vfqHoW7dujnX9/X15bvvvsPPz08CJ/HQ+ufwJebvUNNdXz1dL6doZOOKTqwb24ZP15xmycGLhMfe+kvHsqPhRCakMveFRthZllxPxh+N9zeojjM9LRP5I1LHf+GpxCaracQRU0bCOX91cMWK1NxyGIDT5Xzh++9zAiE8Pdn/434AmrapB03zaXR7k2613Zm3I5QtAVGkZWbdkjR/+EIMg37aT1qmgYYVHPl5SBPKGPvEWZia8Fa3anSp6cY7/x7namIaswc2KHRRRicbc4a39mH2lmCea1IBs4ewB19VNzuquj0mCUelQAKnh0BISAjp6el5Gto6OTlRrVq1276vbt26Oc/d3NQQdZ06dfJsS01NJT4+Hnt7e44dO8bu3buZOnVqzjFZWVmkpqaSnJyck0N143ltbGywt7cnKioKgNdee40BAwZw5MgRunbtSr9+/WjZsmW+93fmzBlatGiRZyi5VatWJCYmcunSJSoYV7vceD0ADw+PnOsJ8bA5fCGGd5edAGBMxyr0rpf3FzdbC1M+H1CXl9tUIjEtEwcrMxyszLC3NGV3yDVe+/0wu4Ov8cy8fSwc1gRX+3tc0aVpcO2aWq1WvTqUKUPQ97+w9aIrOs3AiNFPUjH2Cq1GjuTq17NYueUktls30XTcsNwmtN7eVM/UALismRP74jAcrVUgk5qRxVHjyFUzn8ItVa9f3hF3e0si4lPZdfYqnWrkTrFlGTT+t/wkaZkGOlRzYc6gRvmuGqvn5ciGcW3JyDIUOfgZ37kq7aq65DTyFeJGEjiZWauRn9K6dkme3iz3t9Hs4CS/bQaDAVAjW1OmTKF///63nMvSMvcv5xvPkX2e7HP06NGDCxcusG7dOjZt2kSnTp0YNWoUX331VbF8jpuvJ8TDJDI+lVd+O0J6loFutdwY37lqgcdWcbW9ZVu7qi78NbIFw349wJkr8Tw5Zw8LX2qa77G3iI9XPdKyf3kaPx727FG5SLGxatvKldCnDz8mqwCnu0UiFRfOVcFRpUo4W1gwvE8j6NPoltPbm4KXkxUXY1I4fSWelpXV6tnjl+JIzzTgbGuBj3PhVv7q9Tq61XJj4d4LbDgZkSdw+vvQRQIiEnCwMuObZ+rfcan93YwY6fU6Gld89OsRibsjgZNOV6jpstJUuXJlzMzM2L9/f84ozPXr1wkKCqJdu3bFdp2GDRsSGBhIlSpV7uk8Li4uDBkyhCFDhtCmTRsmTpyYb+BUo0YN/v33XzRNywnidu/ejZ2d3R2nIYUoKZqmYdDId8n6vUjPNPD64iNcTUyjmpsd3zxTP996R3dSp7wDy15rxeAF+zl/LZkn5+ymmY8TlV1tqexgThUrjRq1fLCKi4FJk3JrH0VGqjYiKSlgbq5ykGrWhL59c0eOqlYlMj6VFbFmgMaIl7tDESpB1/SwV4HT5dzA6cA5leTerJJTkRKVu9f2YOHeC2w6E5kzahSfmsFXGwMBGNfZN2d6Toj7SQKnh4CtrS3Dhw9n4sSJlC1bFldXV/73v//l5AAVlw8++IAnnniCChUq8NRTT6HX6zl27BgnT57k008/LfQ5GjVqRK1atUhLS2PNmjXUqFEj32Nff/11Zs6cyZgxYxg9ejSBgYF8+OGHTJgwodg+W0REBBEREQQHBwNw4sQJ7OzsqFChAk5O8huluNWEv4/x36kIlo9qVax5IlPXnubwhevYWZoy78VG2Fjc5V+/6elUsNbx72steen7bRy7nsnmM1FsPpM7fV3O4QL/DKlPuePHVVDUqVNOYISJcYRm1qx8T//r9gAysjSaVCxDwyK2z6jp4cBGY02hbNltSQo7TZetScUyONmYE5OUzoFzMbSq4sz3W4K5lpROJRcbXmjuXaTzCVFcJHB6SHz55ZckJibSu3dv7OzsePPNN4mLiyvWa3Tr1o01a9bw8ccf88UXX2BmZkb16tV5+eWXC30Oc3NzJk+ezPnz57GysqJNmzYsWbIk32M9PT1Zt24dEydOpF69ejg5OTF8+HDee++94vpIzJ07lylTpuS8btu2LQC//PILQ4cOLbbriEeD35lIlhsLNX6/NZhvn2tQLOddfvQSC/deAGDms/WpeKcpq6wsNTqk08GyZapmUXY7kfPnYeZMyo4ezb/VUjkw61eCfWoT7OJNsHVZTmVYcDkulS92hPHtwYP5nj4zy8Dq45ep6mZHrXK5rUQS0zJZvE/d54g2lfJ97+3ULKdKEmTXcsrIMnD4gmqg27SIgZOpiZ6uNd1YcvAi609ewdPRigXG3njv96r5UCZti0eDTtM0rbRvojjFx8fj4OBAXFwc9vb2efalpqZy7tw5fHx88uTsCHEj+e/k8ZSakUWXGdu5GKNWspnodWx7qz1eTveWi3j6cjz9f9hNaoaBNzpWYULXmxZ1GAxqiX52K5GzZyEkBM6cUdWyX3kFduzIM51Gu3ZQwOKQk+Fx9P5uF5oG/7zaIt9cnWnrzzBvu1o117d+Od7qWg0vJ2t+3nWOT9acppKzDZsntCvyVOKl68m0/mIrZiY6Tk3pzqnLcTw5Zw+O1mYcea9Lkc+3LTCKob8cxMXOgvpejmw6HUnbqi4sHNZE6hOJYnW72OFmMuIkxGMoJT2rxPtXPYhut8Jq7vYQLsak4G5vSQUnaw6cj+HnXef4qE+tu75eXHIGr/5+mNQMA+1s0hm7dSH8aAyQzM3h4EE1svTBB2Bjo4KiLl3g9dch+y/vefOKdM3ang4829iLJQcvMmX1aVaOapUnYNkdfDUnaAJY6X+Z9ScieLGFNxtORgCqltHd5F95Olphb2lKfGomZ6MSOGCcpmtS0emuzteysjN2lqZEJ6Sx6XQkJnod7/WqIUGTKFX3Zazz+++/p2LFilhaWtKsWTMOHDhQ4LG//vorOp0uz4/81i/ys3jxYmxtbfP9qVXr7v+xe9R9uTGAGh9sYNPpyNK+lfvq2MVYan24kVd/O5ynoCRA2LVk5mxTVfTfe6IGb3TyBeCvgxe5npReuAsEB8Mff8CUKTBoENdatWfwJ8sIi0nGy1rPt58NxmTx76pZbYsWMHhw7nsvXVKjTOvXw7ffwujRcA89Hd/sWg07C1NOhMflNHsFiElKz2klMrBpBVaPbk3LymVJzzLw865zhMem4GxrTv+7LJyo0+nyTNcduMv8pmzmpno637CiblCzClKfSJS6Eh9x+uuvv5gwYQJz586lWbNmzJw5k27duhEYGIira/4VWe3t7QkMDMx5Lb9diPz06dMnT22rG91cwkAom05H8v1WFSD8c/giXe7QguJR8tu+C6RnGthwKoJzc5L4aUjjnGm4KatPkZ5poFWVsvQyVqqu6WHP6Svx/L7vAmOMgRSnTqkptBun1aZPh5Yt4bff4OOPwdWVC3WbMqTFa5zXbHG0NmPesMY4vhUJBfWTLOb+jS52FozpVIXP1gUwfWMgPep4YGNuwjv/HicyPo3KLja8/0QNrM1NWfxyM7YHRfP5+gACIhJ4rX2VQheLzE9NDwf2hcZw6nI8B85nB05l7/p8PWq7s/xoOPaWprct3yDE/VLigdM333zDiBEjcipUz507l7Vr17JgwQImTZqU73t0Oh3u7u4lfWviIWdnZ4ednfz2WVjhsSk5fbsAdp29SnqmocRbdzwIUjOycqah7CxMCYxMoM93u/jhhUYkpmbiFxCFqV7HlJ7V0QUEwNmzvJIYwVg8+XWdPyPa+GBpbgpDhsDhw+DomNs2JHtEfNw4mDCBY/EaL/16kGtJ6ZQvY8XCl5pS2aUQdZaK2dCWPvx54CLnribx/dZgypexYtPpSMxMdHz7XAOszdVf/zqdjvbVXGnj68Ll2JR7zumq4aH+n1xz/DIJqZnYWpjmbLsbXWq6MaVPLWp7Okj5AfFAKNHAKT09ncOHDzN58uScbXq9ns6dO7N3794C35eYmIi3tzcGg4GGDRvy2WefydSLEPcgI8vAmD+OEJeSQb3yDoTHpnA1MZ1D52NoWeXup4RKg6ZpBEUmkpqRRabBQEaWRpZBo3wZK7zL5r9abWtAFIlpmXg6WvHPiKa88st+jl9N5YX5e3HQ0kFnwfA2PlQxSVO1jYBetnZMf2kO4VZl+GdvKC+0qwp//gllykDZsrf2mSxThi0BkYxafJSUjCxqe9qzYGgTXO1KJ9XA3FTP/3rW4OVFh/h55zmyK3y83a06tT0dbjneRK+756AJclfWXU1UU5yNK5bB9B5WwOl0upzGu0I8CEr0V82rV6+SlZWV0+4jm5ubGxEREfm+p1q1aixYsICVK1fy+++/YzAYaNmyJZcuXcr3+LS0NOLj4/P83MkjtpBQFLP7/d/H6cvxJKdn3vaYwxdi+Oa/QJLSbn9cQb7+L4gjYbHYWZry3fMNaVdVTZNvC4q+q/MV1foTV/jmv0Aysu6t4nt6poHBCw7QbeYO+n6/mwE/7OW5+fsY9NN+uszYwfmrSepAg0HlDW3ZAvPmsfK3DQD0rlcOjxV/8dfkXjxxZgeZ6Lims8BdS+WNjr7g6qqW/oeHYxofx4hnWgHw44FwsgyaWtXm7Jxvc+59odcYsegwKRlZtK3qwpKRLUotaMrWqYYrbXydSc8ykJphoI2vM8Nb+5ToNX1d7TAzyf1+ilqGQIgH3QM3Rt+iRQsGDx5M/fr1adeuHcuWLcPFxYV5BawsmTZtGg4ODjk/Xl5eBZ47O+8lOTm5RO5dPBqy//u4H3lSu85epeesnYxcdLjAgC01I4vXfj/CrC3BjP/LH4OhaIHd1sAo5m5XeU3TB9TFy8ma9tVc1L6Aku/5l5yeyZtLjzFrSzB/7A+76/Nomsakf4+z8+xVzE30eDpa4u1gQWVbPU4mBtIzDczZeFodPHAgeHlBp07ETXibLZoq5Ni3fjno3h2rdauZPfNVJnb1pWJZa6YPb6sKUup0aql/uXKg0/FMEy8crc24cC2Zjafy/2Uv2087Q8kyaHSv5c7PQxpje7cFLouRTqfjgydqYm6qp6yNOV8/Xe+uVrcVhbmpniquuVNz95LfJMSDqET/z3Z2dsbExITIyLyrdyIjIwudw2RmZkaDBg1yKj/fbPLkyUyYMCHndXx8fIHBk4mJCY6OjjkNYq2trSXxXOTQNI3k5GSioqJwdHTExKTkl+uvOqaKLe4KvsrOs1dpW9XllmP+2B9GVEIaAP+djuS7rcE5q77uJDI+lTf/VnlNg1t408OY+NzW1wW9Ds5GJXLpejLly5Rc38TNZ6JITs8CYObmIJ5s6Im9ZRGC0uvX4exZZuwMY1m0FSZ6HT8ObkS79vXAOHJ9uFx1Brz4FctORjEmJhmvMWPUqjVfXzZeNyd9+SmqutlS3d0OdPbg6YkOGOUDozoWnHBsbW7K4BYVmeV3lrnbQ+hR2z3fvzOi4lPZGqhG797qVu2BKs7o62bHpvFtsTIzufeGwIVUw8OOM1fisTTTUyefaUEhHmYlGjiZm5vTqFEj/Pz86NevH6Aayvr5+TF69OhCnSMrK4sTJ07Qs2fPfPdbWFhgYWFR6HvKDtiygychbubo6HhfFicYDBpbAnKnyr7cGEgbX+c8/zCnpGfxg3G0qH01F7YFRvPNpiBqeNjfcUWcpmm8u+wEMUnp1PSw592eua1vHKzNaFihDIcuXGdbYHSJtq9Y5Z/bRPt6cgZztoYwqUf1vAclJqrl/EFB4OEBbdqoGkc9e8LVq/xdpwuzeo4FYGq/2rSr5gqffKJyjXx9aVS5Mq0WH2N38DXmbg9h6pOtc6//034A+tb3vKtflIa08Gbe9hCOX4pjb8i1fHPC/j2ipvIaeZcpXMPd+6yg3K+SUsfTgWVHwmnkXeaxWHwgHi8lPpY8YcIEhgwZQuPGjWnatCkzZ84kKSkpZ5Xd4MGD8fT0ZNq0aQB8/PHHNG/enCpVqhAbG8uXX37JhQsXitT243Z0Oh0eHh64urqSkZFRLOcUjw4zM7P7MtIEcOxSLFcT07AxFqI8ER7HxlMRdK/tkXPM4v0XiE5Iw9PRivkvNubTtadZtPcC4//yZ8WolnmmRG62+vgV/AKiMDPRMfO5+rcsMW9fzaXEA6e45Ay2B6lfUt7pXIUvNgezYEcwL1SypHy1ivD99/DZZ3BZBVcaoHv5ZRU4eXvDG2+ww606k89ZgwajO1Thuaaq0TU3/Z0wpqMvu4OvsfTQJcZ09MXdwZKo+FT2hFwFoE+9cnf1GcraWvBcEy8W7r3A99uCbwmcNE1j6aGLADzbuOBUgcfJc00qEJ2QRr8Gd1cPSogHWYkHTs8++yzR0dF88MEHREREUL9+fTZs2JCTMB4WFpanoev169cZMWIEERERlClThkaNGrFnzx5qGle6FBcTE5P79g+kePBkj+RciU3hoz617r7h6j3wMzZlbV/NlcouNszaEszX/wXRpaY7JnodyemZOblJYzpWwdxUz/tP1CQgQlVkHrHoMCtGtcLB6tZpr2uJaXy06hQAozv45ls0sH01V776L4g9IVdJy8zCwrTg/x+uJqax7sQV/jsVSW1PB8Z19s2/1k9mpuqlFhoKXbuy/uQVMrI0qsde4tVufdjxzCfs9a7HVyv8mflORbWc/6WXoGpV/rP15n8nU4lPy8J+6mYcrMxwcO5EwKV4srQsnmzgyZtdC55Wa16pLE0rOnHgfAxzt4fwUZ9arDl+BYMGDSs43tOKsRFtK7F4fxi7g69xNOw6DW5ofnvw/HVCryZhY25Cr7oetznL48PK3IS3u1e/84FCPITuy78Wo0ePLnBqbtu2bXlez5gxgxkzZtyHuxKPq32h15j073HOX1NJ4BWcrHMLHN5Hm8+o3L+O1V3pUsuNhXsvcDYqkZX+4fRvWJ7f913gamI6Xk5WDGhUHgAzEz1zBjWkz+xdnLuaxJg/jzJnUMNbEpE/XnOamKR0qrvb8Vr7yvlev1Y5e1zsLIhOSOPgueu09s07kpKUlsnGUxGs9L/MruCralUZKh9r8/FLfN2yLPXaNFCVsIcMUdNsoaEqeAKIi2PVMTWS1MchA938+bzrWoneu5NZcd2Mly7FUrdLF7TOnZmzLYSv/gskOz8+OiGNaGNeF0DzSk58MaDuHafaxnSqwos/H+DPA2G83qEyK43X71v/3kY+ypexpl8DT/45fIk520L4cXDjnH1/HVSjTU/ULVcqAbgQ4v6S/8vFYyMhNYPP1wew2Liyy9bClMS0TH7cGcrglhXzHbkpKZeuJxMQkYBeBx2qu2Jvacar7SrzxYYAZmwOolN1t5x+YmM6+uZJNna2tWDei415au4edgRF0/Pbncx4tj6NvNUoiN+ZSFb6X0avgy8G1C0wx0Sn09G+qgtLD19ia2BUnsDpSmwyT32/m/CE3HYj9VKjaXfxOH+Wa0gwZei/5hKjUqwZ3aYi5jod9OqllusbG9FGGkzZG3oNgN7vvARO1tQBnkz2Z/nRcKauPcPCl5oyedkJlh9VSfKDW3gzok0l4lMziEvJID4lUy10q+pSqFyZ1lWcqe/liP/FWD5YcYpjF2Mx0evoWefeR4JebVeZf49cYtPpSAIjEqjmbkdCagbrTlwB4JkmMk0nxONAsvbEY+HYxVi6ztiREzQNbFqB3e90pKqbLfGpmfy869x9vZ/sMgANK5TByVgNeUhLb1zsLLgYk8ILP+/nWlI63mWt6Z9Pnkid8g78NrwZno5WhMUk8/TcPXyzKYjrSen8b/lJQDVqrefleNv7aO+ppq+2BUbBokXw3HMkNW3B8DcXEJ6QjocunfGdq7K1jRUrT//BBPc0/vOJobcLZOn0zNoSTL/5Bwj9+Q/45ht47TXo3BkqVGDNyUg0DRp5l8kzTfZWt2qYm+rZfy6GbjN3sPxoOCZ6HZ/0q83HfWvj5WRNrXIOtKzsTPfa7nSr5V7oFiA6nY43OlUBYIOxfECrKs642BV+AUlBqrja0qO2WjTwwza1ynf1sSukZGRR2cWGhhUc7/kaQogHnwRO4pGXZdB4c+kxrsSl4l3Wmj9GNGNa/zo4WJsxztj7asGuc8QmF7KZazHYbMxv6nRDA1Nrc1PGdFT/6J8IjwPUaFNBVZeb+jixbmwb+tUvh0GDWX5nafvlViLiU6lY1jq3r1eaccpL02DqVLVMv3lzKFuW1h0bYKKDkOgkLgZewBARwfjWL3HaxYeyphp/v1iPsZ198enVEf77D77/njIT3mD2m7347vkGlLE24/SVeF78+UCeqTUgd5rupqRsT0ernCKMF64l42Blxm8vNeXFYkpQ71DNldqe9jmv+95lUnh+Xm+v/nxWHbtM2LVk/spOCm/iJaVNhHhMSOAkHnobTkYQGJFQ4P5lRy4RHJWIo7UZq0a1pmXl3Cmp7rXcqe5uR2JaJvN3hN6P2yUpLZO9IWoKq3ONvI2un2tSAU9HKwB8nG3oV//2/+g7WJkx87kGzHquPvaWpiSkqvyiaaEbserSURVyrGoMoHQ6WLZMLfuvVg0mTMBh0QIaGYOMbU+8yPR35vKfeTnMTfXMH9ESr5qVCrz2E3XLsXFcW3ycbQiPTeHlRYdIMdZrOn81iWMXY9HryHea7LX2lanubkcdTwdWjGpVrG1fdDodozuonDULUz1daxVfI+Pang60reqCQYO3/z3GsYuxmOp19G9YvtiuIYR4sEmOk3ioHbsYy6u/H8bO0pQN49rmBB3Z0jKzmLn5LACvtauMg3XePCa9XseELlUZ+dthft1znuGtfShre+/TOrez8+xV0rMMVHCyvqXmj7mpnk/71eaDVSf5qE+t/Eebjh9XrUSCguDsWQgKok/v3jT+9EtmLt1PrV++o0X6eZVr1K6dCpKyHT58y+nabwvmwKV4Zm8Jzim0+eVTdWnkfedWGa72liwY2oQn5+zm2MVYJvztz/fPN2S1cbSpoGkye0sz1o9tU2KjNN1qufFR75qUL2ONXVGKbRbCqPaV2REUzb7QGEC1NXEu4f9mhBAPDhlxEg+1HcZeawmpmbz197Fb2pH8sT+M8NgU3OwtCmwU2qWmG3U8HUhOz7rrUaefdobSdOpmThqn2G7Hz7iarlMN13wDhw7VXdnZ0px2m5fCuHG5SdcbVL81NmyAd9+FXbvAwQGefx5696acoxXTX27HkN1L4dAh1ZD2449h0KDb3k97Y9+67KDpjU6+RVqF5uNsw7wXGmFmomP9yQimbwzMWc12u9pJJTm1pdPpGNrKh853KBJ6N5r6ONHYO7ccwbOSFC7EY0UCJ/FQ23fuWs7zvaHXWLA7N8k7MS2T77aoJN6xnaoWmGCs06lRJ4CFe88TlZBapHtIy8ziu61qtGbGpqDbHmswaGwNVPlNndMj4Kef4J134MknoV49yC7K+r//wdixKkjS66F3b1VRG9T2xEQ18vTPPzBtGnTrlv1h8m1Aezs1POxwN7bi6FXXg3F3UZqhWaWyTH+qLgBzt4cQHJWIuamebrVLvgL7/abT6RhlzEUr52BJW99b2+QIIR5dMlUnHlppmVkcOn8dgJda+bBg9zmmbwikta8z1d3tWbDrHNeS0qlY1pqnG98+B6V9NZecZeyz/M7ycZ/ahW6GuuVMFLHJKuDxC4giOCpRTcElJMDJk7lTamfP4u9RjauWzbCzMKHJM91By4KKFVUeUtu2kJICZmbw77/g6Aim+fwvWoQWQ4Wh0+n4+pl67D8Xw+vtK991E9gnG5Tn/NVkvvVTU6MdqrkUrSfdQ6RDNVd+HdYELyfrApP3hRCPJvk/XjywsgwaqRlZBe73D4slLdOAs60F7/WqQafqrqRnGRi3xJ/I+FR+NE67Teh656arN446/b4vjDbTtzJzcxAXY5Jvf5Px8Szdoip0m2EA4Offtqh969ZBy5YwdCj8+itEReFno6Z12lZ1xfz0SRUohYaqkaXZs8HeuBrM2Tn/oKmEtKrizIQuBY/KFda4zr4807g8Oh0MblGxeG7uAaUqvj94femEECVLAifxwJr4zzHqf/wfQZH5r5jLLq7YvJITer2OzwfUpayNOQERCfT7fjcJaZnU9LDniUIWP2zj68y4zr7YWZgSHpvCzM1naTN9K4Pm7eHo1kNqRdrnn8Pw4Tm91aLGvMn2cBVcfbrzVwD+vapXS/O7dAF/fzWtdukSbN2Kn4tK1O5Uw1UlbRfz6FFp0+l0TH+qHic/6karYlwpJ4QQDwoJnMQDKTgqkWVHwknNMPDngbB8j9mXEziVBcDFzoJp/esAcCVO5SlN7FatcFNP6enogoIYlxLIQfvTfGsWSqsq6ry7z11n+PIg4p4frAKnEydUmxFgRa+hZOlNaOhpxzO7/qGelyPpmo7f9p4HJyeVt2SjOtNvDYjKrRZezbWgO3kkSOsRIcSjSgIn8UC6Mcl79bErOX3SsqVmZHEkLBaAFpXL5mzvWss9p0N904pOtK92Q+JuVhacO5dTyJFVq9T2w4fBygqqV4c+fbB8/3/03bSYxcObsfPtDlSx0oixdmDWb9vg+nU4cABq10bTNP4JV3WTnm5WEZ1Ox8g2qu7Rb/su5NQ0AgiNTuSNJUcBGNTMmzLGauFCCCEeLhI4iQdOTFI6/x6+BIC5iZ6riWk5BSOzHQm7TnqmAVc7Cyo52+Tu0DQ+blqG6bXN+c5wCl2osbzAzJlgbQ2VKqkVaOPHqwAK1FL/H35QtZEuXlRTa/v2gU6Hl5M17w9sBsDCo1EERyfmXOpEeBxBkYlYmOrpVVdNB3ar5YaXkxXXkzP454j6DAmpGYz87TAJqZk09i7D+0/ULIFvTQghxP0ggZO4xfmrSbT6fAufrw8olesv3neBtEwDdTwdeMq4Gm6Ff3juAZrGvhOq1UULXTw5E3EDB4KdHRbeFXjmxa64jnkFDh5U+1q2hK+/VknYoaEqKfu779Q+e3sYORI6dIDy5dXy/xu0q+pC5xquZBo0Pl5zBk1To19LD6nAqHtt95zVY6Ymeoa3Uu1Eft4ZSmaWgfF/HSM4KhF3e0vmvNCwUM1qhRBCPJjkb3Bxi592hRIem8JPO0O5EpdS7OcPjEhgwl/+bAmIvGVfWmYWi/ZdAODlhm70s4wHVFuV1GvXoWlTKFOGfUvVaFHzv+dDtCqCSceOquDjqlUQEKCCo+eeU/uaNoXRo9Vok48PmBRt9dj/etXEzETHjqBotgZGkZqRldOL7alGeUsdPN3YC3tLU85fS2bwggNsPhOJuameeS82wtXOskjXFUII8WCRwEnkkZiWyfIjanQn06CxcM+FYju3waDx445Qes/exbKj4bzy22F2nbgIx45BmEoAX/3XVqIT0nBPiqFn2xo07tmGcimxJKZlsvVyCtSvT8rbkzhaoRYALdb8Dq7GROsRI2DCBFUsslo1MC++PCIfZxteMo4kfbLmDBtORhCXkoGHg2We3negEqNfMDas3WOcYvzsyTrU83IstvsRQghROiRwuk8MBo1Vxy7f0kH+QbPSP5yk9CwszdR/Gn8eCCM5PfPeTpqezqVDJ3h+/h6mrjtDepYBt/QEMrI0Xl2wj1Ndn4SffkLTNH4KUwnVQxyTMfv9N/SHDtK7Q23jvV2B+fM58szLZGg6PBws8fYse7srF6vRHavgbGvOuatJ/G/5CQAGNCyPST6r9oa2rIiZido+rFXFW0alhBBCPJwkcLpPFh8I440/jzLxn2OlfSsF0jSN3/epkZ83u1SjYllr4lIychK1byszE8JvyEOaOBG6d4fKlVnZsBs9Fp9h3/lYrM1N+Mwhiu3hK2iuiyPRwpqhr37HxZdeY0/INQLiMrEyM+H5yS+pnKVGjejbVI30bAmMIi4lIydRvEWlsiXa7+xmdpZmvN2tOgBJxhVzAwoIiFztLfnmmfqM7eTLuz1r3Ld7FEIIUbKk2Mp9ssy4wmpHUDRR8am42pd8rktMUjo7gqLpUtOtUHV1joTFcuZKPBamep5uXB5zUz0frjrFgt3nGdTMGz2ayhuysVFB0owZue1EQkJUkvXVq+pkQUFgacnmASMZq1cjRg087ZgxsBEVnW2AYcxLyeDZeXsJiEhgyL+BuBg7zD/TuDwO1rmtOmp42FHVzZagyEQ2noy4ofDl/RttyvZUo/L8tu8CJ8LjaOxdBp8bV/TdpPdtGtwKIYR4OMmI031w4VoSR401hwwaOUnFJSkzy8CQBQcY95c/XWfsyGksezuLjUnZvet64GhtzlOGK9iTybmrSWzp+izY2sLrrxsvkAkrV6rHbt1UEPXnn2BcccbKlUQuWsJE2wYADGxagaWvtzYGTYqDlRm/DmtKOQdLQqOT2H8uBp0OhhlzibLpdDr61vcE4M+DYRy7GAvkrd90v+j1Or56uh7tqrowqUf1+359IYQQpUtGnO6DVf4qUDI31ZOeaWCFfzgvGwsllpSfd53jRHgcAOGxKQz75SD96pfj/SdqUtb2hjYfq1fDoUNcD7nAGo9+YGLGoKRgoD42x48y8EwQ82p04ef6vejcq4VanQbg7a1GmgpgMGi8+fcxridnUNPDno/61My3Gaq7gyW/vtSUp37YQ3xqJp1ruOUJrrL1qVeOLzcG5gSgno5WeDlZ3+3Xc0+qudux8KWmpXJtIYQQpUtGnEqYpmk5NYje6loVU72Ok+HxBEfl33+tOJy7msQ3m4IAmNKzGi+7ZqBHY4X/ZTp/uIrlLfqiJRivP2cOzJ/PP5llSTcxo5ZJCvWbqxVrvPYaQxZOw0SvY6+pM6eefQlatQIgOiGNd5efoPvMHaw7ceWWe/hpVyi7gq9iaaZn1sAGWJgWvPy/qpsdi4Y3o0+9cgXmA3k5WdOwgmPO69IYbRJCCCEkcCoGIdGJnDSO7tzs9JV4QqKTMDfVM7BpBdpVVS1AVhwtxum66Gg1bfbllxhGjmTSB7+RlmmgdRVnBjfz4r2JA1i+/COqJ0Zy3cya8e1GMuSP41yMSYZVqzCEX2ZxoycAeKFvU3Q1jMGLTkc5Ryt6Gpvk/rzrHKkZWczZFkyHr7bxx/4wAiISeH3xEV5ffDhnxeCJS3F8uTEQgA9716KK6507yNf3cmTWwAa3zRnKnq6D0slvEkIIIWSq7h6t9A/nraXHyDRo/PNqCxp5O920XwVInWu4YmdpRr8GnvgFRLHCP5wJXaoWrgEtwKVLqrlsdjJ2UBA88wy8/LJqD9KvH9jasqT9QPbX8sIKA589WQedhQVcu0Y9R0dWZxmYtz2EWVuC2XEulq4zdvBm16pUcbXl/LVk7CxM6Vv/1oTm4a19WH3sMquPXebAuRguXVdFMeuWd6CxtxML955n3YkI9oZcY3LPGvywLYSMLI3utdx5ronXPX2/N+pV14NP1pzGoGm0lBEnIYQQpeC+jDh9//33VKxYEUtLS5o1a8aBAwdue/zSpUupXr06lpaW1KlTh3Xr1t2P2yyyn3aGMnaJPxlZGpoGk5edID3TkLPfYNBy8puyR0s613DD1sKUS9dTOBx2Pe8Jw8Jg82bVN23CBHjiCQgOVvs+/RR69oR33oHt21WitpMxSOvUCS5fJuJiFNMaDgDgrSdqU6GsMQfI0REAMxM9ozv6smFsG5r5OJGSkcWna88wctFhAPo39MTa/NZYur6XI428y5CRpXHpegru9pZ880w9Vrzeig9612TlqFbU8LDnenIGb/9znHNXk3C3t+TzAXWKtVyAs60FC4Y2Ye4LjSjnaFVs5xVCCCEKq8QDp7/++osJEybw4YcfcuTIEerVq0e3bt2Iisp/ldeePXsYOHAgw4cP5+jRo/Tr149+/fpx8uTJkr7VQjMYND5bd4ZP154BYFCzCpS1MScoMpG520NyjjtwPoaI+FTsLE1p75oE27/EKvQg3V1UMLF87jJ49dXcE7dqBV26wBtvwJo1aoVaaqra9+67cOECJCerkadly6B/f7XP2hrN3Z33Vp4kIS2T+l6ODG1ZscD7r+Riy58jmvN5/zrYW5qSnqWCvUHGatf5ea9XDep5OTK+c1W2vtWe/g3L54yW1fZ0YOWoVozvXBUzEx16Hcx4tj6O1sVXuTtb26oudK3lXuznFUIIIQpDp2V3LC0hzZo1o0mTJnxnbKhqMBjw8vJizJgxTJo06Zbjn332WZKSklizZk3OtubNm1O/fn3mzp17x+vFx8fj4OBAXFwc9vb2xfdBjNIzDbz9zzFWGEeSJvWozittK7Hq2GXGLvHH3ETPuqF1qXLtIpO3h7P2ehazbf6hHVshKx1CM9m9w5dBz03FIS2Jg4ELMV+zWjWW3bcPypaFihXBzOz2N3KTvw9d5O1/jmNmomPtG22o6mZXqPdFJaQyZ2sI5RwtGdm2clG/jltcjEkmJSOr0NcXQgghSltRYocSHXFKT0/n8OHDdO7cOfeCej2dO3dm7969+b5n7969eY4H6NatW4HH30+pGVkMX3iQFf6XMdXr+LqpI69GHEI3dSp9iKZ9NRfSswy8+9HvpLZti/21/9hmMZ52WRtV0ARQyYLmy+bhZmdBnIUN2778WQVNAM2bg69vkYOmfaHXclqAjO3kW6SgxdXOko/61CqWoAnU6jcJmoQQQjyqSjQ5/OrVq2RlZeHm5pZnu5ubGwEBAfm+JyIiIt/jIyIi8j0+LS2NtLTc/m/x8fH3eNcFszDV09D0PLbaKcbsW0LNjefBQgeO1ujsDjPH1YGj5sE4VE4g439uTNaWAKA5V0PX9VPY8A7EhGJiFU3fBpWZvyOUFf7hOVNPGVkGjl+KJSNLK/SqsdDoRF757TAZWRq96nrwevsqJfXxhRBCiMfeQ7+qbtq0aUyZMuW+XEun0zE240f0VgehLUB2grIBrm/B+jq0yh7D0+CqZs8B71foOWQSmJhC8GY4MA+CN9G3URvm7whl85koftoZyr7Qa+wLjSExTTXUXfRSU9oaSxcU5HpSOsMXHiIuJYP6Xo58/XS9wq/SE0IIIUSRlWjg5OzsjImJCZGRkXm2R0ZG4u6ef4Kvu7t7kY6fPHkyEyZMyHkdHx+Pl1fxLYG/md61BhgywdwWUjIh8jpcuALd+4FXVQz7jvHJNXcOG1wI0sqztGsnFTQBVOlsDJz8qNlrRk7/tewkcwBTvY5Mg8bPu87dNnBKzzTwyu+HOXc1CU9HK34c3BhLs4KLTAohhBDi3pVo4GRubk6jRo3w8/OjX79+gEoO9/PzY/To0fm+p0WLFvj5+TFu3LicbZs2baJFixb5Hm9hYYGFhUW++0pEn9m33a1f8TZP/7OCJf0+olr8ZWp/OAHGjYM6daBiazCxgLiL6K4GMaajLx+vOU11dztaVXGmdRVnbCxM6fj1NrYHRRManUgll1uLR2qaxuRlJzhwLgY7C1N+GdYEF7v7+B0IIYQQj6kSn6qbMGECQ4YMoXHjxjRt2pSZM2eSlJTEsGHDABg8eDCenp5MmzYNgLFjx9KuXTu+/vprevXqxZIlSzh06BDz588v6VstHtOnU3PqVHb67cRq8wF0a/eA8bOyej1QHgiB4E30bjmG3vVuLTjZsZorfgFRLNp7gY/61Lpl/+rjV/j3yCVM9Dq+G9TwzsnYmelw7SxEnobIk2BuA60n5I6ECSGEEKJQSvxfzmeffZbo6Gg++OADIiIiqF+/Phs2bMhJAA8LC0Ovz13c17JlS/744w/ee+893n33XXx9fVmxYgW1a9cu6VstPmZmOHfvCN07wldfqHpMAIcPw45A6GwKC6fAX8Gq8nedOnnePqRlRfwCovjn8CXe6lYNW4vcP6bk9EymrVNTe2909M1p4ZKvcztg47sQFQCGjLz7rMtCk+HF8nGFEEKIx0WJ13G630q6jtM9C/OHBe1A08MiG/h6lipkuW2baqXStgGaFkXXNRacvZrKlD61GHJDMctvNgUxy+8s5ctYsXlCu4LzmlJiYXYjSL6qXlvYg2tNsLBVSerWzvDGUbB8AL8jIYQQ4j4qSuwgczX3m1c9cKwAsWGw4Ueo0lVt37oVvvgUXrNG56BnsaECz+jGsnCPDS8290av13HpejLzjJXJ/9ezxu2TwbdNU0GTczUYtFRdU6eDrAyY00JN3e36Bjp/VPKfWQghhHhE3JdedeIGOp1aXQcQ7AcmxuBnyhT4axw4qD8SV30Y680n0/b6v+zcsBf+/JNpK46TlmmgeSUnute+TduRyFNw4Ef1vMcXUMZbXRfAxAy6fqqe750D1y8U/2cUQgghHlESOJWGKl3UY/Cm3PyniBPg/4t63vtb8GmHlS6dj8wW4bpvLEc/+Zi1gdfQawY+jNqHLigo/3NrGqx7G7QsqNEHKne49Ziq3cCnHWSlgd/9qYElhBBCPAokcCoNPm1AbwbXz0NMKBgMsHqcCnZq9oNGQ2HwSq62m0ayZkENfRBVnomjpu48z8cGUOPz9+Gvv9S5zp2D1ashKUm9PrUMLuwCUyvoNjX/6+t0xn06OPkvXDxQ4h9ZCCGEeBRI4FQaLOzA21iX6uwmOPwLhB8Cczvo/rnartPh3OF1PvKcj7+hEnYk8bvFNN76Xw+4dk3VhgJYtQr69FHNgXt1hWXG7W0mqLymgrjXgQaD1PON7+aOfAkhhBCiQBI4lZbsPKcTf8Nm43RZp/fB3iPPYT3bteTF9Hc5YaiIEwk4/j0AksIhO+t/7FgIDIRp08A9DAzxkGULLd+A6GiVdJ5xUymCbB3eAzMbuHRQjVQJIYQQ4rYkcCot2XlO4YchLQ486kOTl285rK2vCx3qVeHXSjPQXKpDYgQs7Atxl3IPKucIbRyh4jX1utd0MLNUU3gdO4KzMzz9NPz6K9zYzsbeA1qPU8/XvQ1B/xX/5xRCCCEeIVLHqbRoGnxTExIug04PI7ZAuQa3f09CJPzSA2JCwKkyNBwMgevh4n7A+MdYpTMM+kflMRkM4O8Pa9eqnwMHVAD111+QmAinT0O9mvBzV4g6pd7f4AXo9hlYOpTkpxdCCCEeGEWJHSRwKk3rJsKB+dDsVVU2oDDiLsGCHhAXlnd7uQZQvZc6l0UBLViioyEhASpVguXLVeFNV1fo2QUapsK1zYAG9p6qJ1+VTvf08YQQQoiHgQROD0vglJYIF3ZD5U5F6xsXEwr/jlBVwKs/AdV6gEP5ol07IwP27s0djTp1Cvo1gfbpcP2cOqbDe9BuYtHOW5z8/4QTS6F8E6jUHso3VnWohBBCiGIkgdPDEjg9SC5cgOvXoaYvLBoJl9aAAYjrA92fhw4dwNLy/t1PcgzMqA0ZSbnbzG2hYmuo9xzUevL+3YsQQohHWlFiB0kOF4q3N9SvD+Y2MOgncGyo/utIWA89e0KbNuo4TYPwcPV89yz4vjmEbr/9uS8egOjAot3Pvh9U0FTWF2r1V02J0xMhaAMsHQqnVxXtfCmxELBWtZwRQggh7pL0qhO3srKCQfNgTnOokAFbfgWdt9oXFATVq0PnKtAqSm1b/BQM+Blq9sl7nqxM2Pwh7P0O0Km6UR3fB7vbtIsBSI2HA/PU847vQa1+KtE98qQKqI79AatGQ7n6t69VdaMNk+DYn1BvIPT7IbcFjRBCCFEEMuIk8udSFZoMV88Df4S2xhEnT09YPB+ax6nX8QbISoelQ+DIIogzbk+6Br/3NwZNABoc/R1mNYQdX0JGSsHXPvgTpMapBsU1jMGYXg8edaHPLPBspPb/O0IFZ3eSkQJnVqvnx/5UwZcQQghxFyRwEgVrNwksHFQfvWN/qm3W1pC1DkzSwLUmDFgNTm1BM8CqMfCEO3RrAF/Wh3PbVYHNpxfC8E3g2VhNv235FL5rAiFbbr1mejLs/V49bzNBBUw3MjFTo1sW9nBxH2z//M6fI9hPTfOZmKvX/70Hodvu9lsRQgjxGJPASRTMpiy0fUs99/sE0pNg72wV8JhawVO/QKv2MGYVtBqnjutkDs3PAfEQY4DlFlC9N3g1hcFrof9PYF8e4i7CH8/eWnTzyEJIvgqO3lD7qfzvy8kHnpihnu/4Cs7tuP3nOL1SPTZ5Geo9r3oCLh0KMeeK/p0IIYR4rEngJG6v2SsqiEmMgBWvgd/HanuPz8G1unqu00GXKdDlE+NrDSp1gJ6/w8jJYGICaWlQzhPe+hF0Q8Cro5ri+2uQ6tcHkJmmEs4BWo+/fYmGOk9BgxcBDZaNVFOD+clIVUVCQTVQfmIGlGsIKddhySBVEkIIIYQoJClHIO7s1AqVw5StZj94+tf8E6zPboL4cBXU6E1ytyclwc8/q5pR27ZBZjoMdQWvVDCxgOcWq+Kea8aBXTkY6w+mFre/r/QkmN8ergapelbPLb71mMD18Odz6pzjT6mpv7hw9b6kKKjZV00lSrK4EEI8tqQcgSheNfuCV3P13KEC9P624EDDtws0Gpo3aAKwsYE33oCNGyEmBpavBJ9RKuDJSoNFT8Hyt9WxtQffOWgCVTrhqV9AZwIBa+DC3luPyZ6mq9knN1/KwROe/R30Zmp/WD7vE0IIIfIhgZO4M50O+s2Bus/CwD/AyvHezmdjA336wHsfqMCnag8wAczSIckAvd+Fhg1VgHUn7rWh4Yvqud8UVWcqW2YaBKxTz2v2y/u+Cs1yyyfcqQ6VEEIIYSSBkyicspWh/3xwr1O85zU1h2cWqZEngG7vwa+LoVUrKFNGbevSBQYPVs2Jr1+/9Rzt3gFTSzVylJ0vBSogSosDW3fwanbr+yoaSyyc31W8n0kIIcQjSwInUfpMzeGZ3+D1/dDpbXj+eZg9W410GQzQtCkcOwbPPQcuLtC2LVy6lPt++3LQdIR67vexeg/A6RXq8cZpuhtlB06XDqokciGEEOIOJHASDwa9Xq3Suzl3Sq+HqVNV4BQWBnPmgIcHuLmp/cOGweuvQ0ptMLeDyBNwaplKPg9Yo46p2Tf/a5atrEajstJU8CSEEELcgQRO4uHh5QUjR6opOzMztc3ZWSWc9xsIfsZpvP8+UrWmUuPAxhUqtMj/fDod+Mh0nRBCiMIr0cApJiaGQYMGYW9vj6OjI8OHDycx8fZ1c9q3b49Op8vz8+qrr5bkbYqH2ZdfQnAwnDkDPd+DdFNIuAirx6r9sc6wYydkFNDct2Jr9Xh+5/25XyGEEA+1Eg2cBg0axKlTp9i0aRNr1qxhx44djBw58o7vGzFiBFeuXMn5mT59eknepnjY6XSq8fCbk6HPVLUtMUI9rg+GDh1UbtQzz0BAQN735slzyqd/3vXzMKMOLOqnngshhHislVjgdObMGTZs2MBPP/1Es2bNaN26NbNnz2bJkiVcvnz5tu+1trbG3d0950cKWYpCazxM1ZoCsHaGA+Fw8CCMHw8XLoC5sV/drFkwZQqExoCdh6pinl+e074fIC4MQrfCnJZwaEHekgdCCCEeKyUWOO3duxdHR0caN26cs61z587o9Xr2799/2/cuXrwYZ2dnateuzeTJk0lOTi6p2xSPGlML1f4FHTQcrFbsNW4MH34I+/dDpUrquLAw+OYbtWLvSJTadnB53nOlJ4G/sbmxc1XVoHjNePi9v6pyrmmQGAVh++DoYhVUZRUwJSiEEOKRcJtmYPcmIiICV1fXvBczNcXJyYmIiIgC3/f888/j7e1NuXLlOH78OO+88w6BgYEsW7Ys3+PT0tJIS0vLeR0fH188H0A8vGr3V1Nw1k4FH/PVVzBtGuzeDRu/BnbAlQNq35IlEB4O1bNUHagyPvDaXjgwXxXZDNkC3zVV1dHTbvrvLT0JWo4psY8mhBCidBV5xGnSpEm3JG/f/BNwcx5JEYwcOZJu3bpRp04dBg0axKJFi1i+fDkhISH5Hj9t2jQcHBxyfry8vO762uIRYutya9uXm5mZQfv28NZM9To+CNKT4cgReO89WGlsaBzuBGcCoMXr8Oou8GysRp/S4gEdOHjlFgbdPw+yMkvoQwkhhChtRR5xevPNNxk6dOhtj6lUqRLu7u5ERUXl2Z6ZmUlMTAzu7u6Fvl6zZqric3BwMJUrV75l/+TJk5kwYULO6/j4eAmeRNE4VVJNgBMuqzyn6dPhlb7wW0/Q9LA8CNqeh9q14eh5yBoAfSZA+UpqNMrMUhXQnFET4i5CwGqo9WTx3uPpVXBqOfSZBRZ2xXtuIYQQhVbkwMnFxQUXF5c7HteiRQtiY2M5fPgwjRo1AmDLli0YDIacYKgw/P39AfDw8Mh3v4WFBRYWhWgIK0RBdDpVluDE36qeU6V2cGKx2lfvGfhobm5C+Pbt8PnnkJUFdetCr14waBDUqgWNh8OO6SqhvDgDp5TrsHKUGuGq3DG3N58QQoj7rsSSw2vUqEH37t0ZMWIEBw4cYPfu3YwePZrnnnuOcuXKARAeHk716tU5cEDlloSEhPDJJ59w+PBhzp8/z6pVqxg8eDBt27albt26JXWrQuQthJkcAyf/Va+bvKwCq+yWLZ9+CtHR8OefKnCaP18lnQNYNAFM4OJ+uHS4+O5t3w+5uVSRJ4vvvEIIIYqsxJLDQa2OGz16NJ06dUKv1zNgwABmzZqVsz8jI4PAwMCcVXPm5uZs3ryZmTNnkpSUhJeXFwMGDOC9994rydsUIrcQ5qWDcOhnyExVeUvlG996bJkyqm/ec8+pkaesLLV9y37wT4H65vDJk+D9KgwYANWq3f19pcTCvrm5ryPuY+BkyAKd/tY2OEII8RjTadqjVZQmPj4eBwcH4uLipP6TKDxNgxm1ID4cTCxU/7onZqq6UEVxfBMsewo0HczPgnHvwTvvwNmzqrp5p05gY1P48237HLZNA6syasrO0gHeuVDywUzSNfi1F+hNYeQ2MCnR37GEEKJUFSV2kF51QkBunhOooMncDuo8XfTz1O0C3q1Ap8Gv42HUKLV95Uro2xecnKBbN1WA89y5258rNQ72zVHPu38OejO1Le5S0e+rKLIy4d+XIPqMapoccbxkryeEEA8RCZyEyJbdfgWg/kCwsL278zR/TT36LwJz4/9ib70FQUHwxRdqdGviRPjuO7UvIgK2bIH09Lzn2T9PBUou1VUQ52Kc8ivpPKctn0DottzXF/aU7PWEEOIhIoGTENmyR5wAGr909+ep1hMcvdXU2vEludt9fWHcOPjvP7h2DSZNUttXrFBTeM7OKidqwQK4cBb2fq/2t52oalK51Vavb5fndGYNXDl29/d+agXsnqmeexu/DwmchBAihwROQmRz8oEe06HX1+Ba4+7PozeBZq+q5/t+AIPh1mNsbVXjYYBXXlFFN99+G65cgZdfhq9egNRYcKoCyZ7qHO7GwCnyRP7XvXIM/hoEC/tAWkLR7zsqAFa8rp63HGNsXQOE7cn/MwghxGNIAichbtTsFVWC4F41eEHlSV0NgrXjb98YWKeDBg3gf/+Drf9B8BHwMDbCtmwHzVuChwcsWq+2XS4g5yhki3pMjYWjvxftflPjYMnzqiJ6xTbQ6SPwqAdm1mrk7Gpg0c4nhBCPKAmchCgJlvbQ51tAB4d/hQ2T8g+eAjfA981hmhdMKQPTPGFRO0iPh7K+MHQa7NgBw4bBoQvqPdfPqZ546elw6lTuec/tzD3v3jlFa/2ybiLEhIB9eXj6V7WKzsQMyjdR+y/svosvQQghHj0SOAlRUmoPgL7GPKX9c1WD4OwgJy0BVo2BP59Vq9fS4gHjPp0erJ2h22dgbgFt2qhq5YdOgZUL6IDI07Brl2oD4+MDo16Fc7vU+00tIS4MTq8o3H2mXIeTxibaTy0AG+fcfd6t1KPkOQkhBFDCBTCFeOw1GASZKbD2Tdg1Q019VWwNy1+F2AuADlqMgkbDVA86C1t1TEF1mjzrQfBmlefUYiCsWwdr18KBFdAzDdJNoP14Vftp21cqeLtTzaeAdWDIAJcaUOGmdkjeLdXjhT0q6JNimEKIx5wETkKUtCYvQ2YabHwXtk5FDRlp4FAB+s3JbfdSGG61VeAUcRIaW0GPHupnewV17vLNockI2PkNXDsDHX2h6QDo2RNatgQzs1vPmT0yVavfrfvKN1b1oxKuwPXzKoH+XmgaRAeqz3BuO1g5QfNXoVyDezuvEELcJxI4CXE/tBgFGcmw5VNAg/qDVFFLyyJWt3evox5vruV03pjf1PhJsCkLdZ4D/4XQRA+//grTp6tpvRPGFXmxseDoqFq6hGxV22r2u/V6Zlbg2VD137uw5+4Dp4sHwf93CPaDuIt59x1fAj7toNVY1cRYRrWEEA8wCZyEuF/aTlTTYRZ2UKnd3Z0ju5ZT5ClVIkCvh4xUuKgaZePT1nitcaoAp3UkHNsNF1NUoU1QJQ/Kl4cmTaCHN2jGaTrX6vlf07tlbuDUYFDR7jcjBfw+VmUZsnO4TCzUdGXlDhBxAk78o0afzm1XgWGf2TICJYR4YElyuBD3U40n7j5oAihbRQUe6YkQe15tu3RQNSW2dQPnqmqbUyWo0Vs93zdHBUm9ja9tbeHnn8HLC0I2qG1bLt6QuJ6W95o5CeJFXFl38SDMbW1sG6NBnWdg0D/wznl4cZmqFdV/Poz1h2avqdyuiBOwYlTRriOEEPeRBE5CPExMTHOLc2ZXEM+epqvYOu80V6ux6vH43xB/OXe7nR0MHQqLfoQqxpynrqPVe5OTwdUVOneGGTNUmxivpmql3/VzEH/lzveYmQabPoQFXeFaMNh5qIBpwI/g2wXMrfMe71gBenwOow8BOog6VbjrCCFEKZDASYiHTU4FcWPglF2/KXuaLlv5xlChhVoxt/vbW88TeMNqulcmq20GA0ydqpLIJ0+GatWgfjNwraX2F2bUad1E1bZFM0Dd5+D1vSpguhMHz9wputCtdz5eCCFKgQROQjxs3IwJ4hEnIT1ZTdVB3ibF2dq8qR73z4Wzm/LuO7VCPd64ms7WFkaPhvXrVT+9VavgpZdy+/hNfR369YMff4Tw8FuvF38Z/Ber508tgP7zwKpM4T9b5Q7qMUQCJyHEg0kCJyEeNjf2rLu4X40a2XuqvKab+XbJbSGzbATEXVLPU2JzW7Tkt5oOwMZG5UW9/XZuPaca9iqgevVVlWDeoAHExeW+Z/88MGSqvKjaA4r+2Sp3VI+hW6U/nhDigSSBkxAPGzfjtFlsGASsUc8rtil4GX+3z8CjvqoQvnQYZGXcME1XveDVdDfKDpy0aNi4EqKj4Y8/oEMHcHBQ+zq0gh3fqed1htzdZyvfFMxsICn61pILQgjxAJDASYiHjVUZcPBSz/3/VI835zfdyNRC9Z+zcIBLB2DzRzdM0z1ZuGvaOOeu2AvbB05OMHAgfPON2paZCa3LgEkmXM2CZs+rVjFXipjkbWqeOy2YPSJ2sz3fwezGcC2kaOcWQohiIIGTEA+j7HpOGUnq8U7Vx518oJ+xb97e71Tlbih4mi4/Oe1X8kkQ1wFljU2I+06BuXNVuQNXV7Vt0CA1vbd6tVq5dzs3TtfdLCUWtn4G184ayxwIIcT9JYGTEA+j7DwnAEdvtaT/Tmr0hubGGklaVuGn6bJl13M6tQLibkoMD1itpg6ty0K712DECDWVZ2Ki6kN5eMDmzdCnjxqt6tEDzp3L/zrZgdOFvSr5/UZHf8sNFk/8o4p/CiHEfSSBkxAPI7cbAqei9Lrr/BF4NlbP6zxVtGtW7ab668Vfgl96wHXjCJOmqekzUInoN9dp0ungq68gOBgCA2HaNJX47eKi9k+cqH62boWMDHD2BfvykJUGYXtyz5OVCfvnZ58UUmMhaH3RPoMQQtwjCZyEeBhl96wD1eetsEzN4YV/of+P0PKNol3T0gGGrYUyPhB7AX7pqfKMLu6H8EOqonmTEbc/R9WqMH48bNyoSh+Ayo/6/Xfo2BGcneGZZ8C5odp3Y1mCwLUQZxzVamEcOfP/o/D3r2kQsBYSowv/HiGEuIkETkI8jMr4qIrcpla3TwzPj5Uj1H1GJY0XlWMFGLZeJYrHX1LB06YP1b56z4KtS9HPOWOGqgl1+DC89RZcvAjexs+0/2/46CM4eBD2GnOaGr+kfkDlahW2yvjxv2HJ87BSWroIIe6eBE5CPIz0ehi6Fkb4gZ37/b22vQcMXaeqiSdGwMV9anuL0Xd/Tr0eGjaE99+HffugcX9AB4YomD8D+jZX19F04NAGylYGr+aqOvnxvwp3jVPL1WPIFkiNv/t7FUI81koscJo6dSotW7bE2toaR0fHQr1H0zQ++OADPDw8sLKyonPnzpw9e7akblGIh1vZyrk1ne43WxcYukbVhwLw7QYu1Yrv/DZlwaOeer76e3j/CfU8zAr09up5qrHg54Ff7lwsMy0xt7yBIQNC/IrvXoUQj5USC5zS09N5+umnee211wr9nunTpzNr1izmzp3L/v37sbGxoVu3bqSmysoZIR441k4wZDX0+gb6zC7+82evrjv5N0QbSyBMXaeqlQOEmkKGBvHnoZm3ahVz6lT+5wrZopLNswVuKP77FUI8FkoscJoyZQrjx4+nTp06dz4YNdo0c+ZM3nvvPfr27UvdunVZtGgRly9fZsWKFSV1m0KIe2FpD02Gg51b8Z87O3A6t12NEnk1z20CDPD1bKhnXBnY0Q3WrMntn7d+vaolFRamXgesVY+ejdTj2f/UKj0hhCiiBybH6dy5c0RERNC5c+ecbQ4ODjRr1oy9e/eW4p0JIUqFl7H9Srbm+YxeNx6sHh2j4OwZyP77Y8cONQLl7Q316sAxY35T5ylg6QgpMaqKuhBCFNEDEzhFREQA4OaW9zdXNze3nH35SUtLIz4+Ps+PEOIRYGoBFY1FNx28oPoTtx5Tsa3alxan+u/pjX+lTZsGV6/CX39Bcy/QpYGJrap+XsZY6sB/WeHv5fQqOPAjZKbd+VghxCOtSIHTpEmT0Ol0t/0JCAgoqXvN17Rp03BwcMj58fLyuq/XF0KUoEZDQW8GHd8DE9Nb9+v1UG+gen50cd59jo6qJlRfY7HQ2n1BbwKXjWUY/psLLVvC1KmqMGdBrl+AvwfDurdgbmtV0VwI8dgqUuD05ptvcubMmdv+VKpU6a5uxN1dLamOjIzMsz0yMjJnX34mT55MXFxczs/Fixfv6vpCiAdQ9V7wfjTUe67gY+obA6eQLRB5Ou++7KKXADX7qMfJ80BvCi4m4O0AX3wB69apfQEBsGIFJCbmnuPIQkBTz68GwS/dYc14SI27108nhHgI5fMrXMFcXFxwcbmLAneF4OPjg7u7O35+ftSvXx+A+Ph49u/ff9uVeRYWFlhY3EUhPyHEw0Gnu/1+p0pqGi9gDax4DV7eDCZmat+VY6pQp5kNVDJWWLd0UH33zm2HMb1g4UrV6gVU0DR5MpibQ7t20LM7pC1U+3rPUhXSjyyCQwsgcL1aUVi9Z4l8bCHEg6nEcpzCwsLw9/cnLCyMrKws/P398ff3J/GG3+SqV6/O8uUqaVOn0zFu3Dg+/fRTVq1axYkTJxg8eDDlypWjX79+JXWbQohHQa+vVdL3FX/YNTN3e/ZoU5VOYGaVu71aD/UYtEEFSTbGJPRJk+DsWfjySxWwLfgfpFwFG1dwbQfWfWHQCnCqDAlXYMlAWDla1YkSQjwWSixw+uCDD2jQoAEffvghiYmJNGjQgAYNGnDo0KGcYwIDA4mLyx3ufvvttxkzZgwjR46kSZMmJCYmsmHDBiwtLUvqNoUQjwI7d+j5lXq+/QuIOKGeZwdONyeWV+2uHi/sgZTrefdVqQJvvKH66Y03rtJr8AKsXANdukDDPrDdC+w6ADo4+pvKfbpYDKv0NA0uHYYN78KsBiooS0+69/MKIYqNTtM0rbRvojjFx8fj4OBAXFwc9vb2pX07Qoj7RdPgrxfUlJ17HRiwAL5vAjoTeDsErMrkPf775hB9Bvr/BHWfvvV8MaEqeEEHY/3B0RuOH4e1a9XPvn3wyhPgGwJxFwE9tJmgGhBbOxXt3q+fhyO/wcl/4fq5vPtcasAzi8ClatHOKYQotKLEDhI4CSEeHYlR8H0zVafJqTLEhIBPOxiy6tZjN38Eu2ZA7QHw1IJb92/6EHbPhMqd4MV8ShdcuwbJyeBsB98/BYkHc/eZ2IF7LfCoqYpu1huoVvTlJ/6yCuLSjKPvZtZqKtG7JWyfDomRKkerzyyo81RRvxEhRCEUJXZ4YOo4CSHEPbN1hV7GKbuYEPWYX/0ngKrGPKezmyErI+++zHTwN5Y3aDws//eXLQteXmDlCOM2QJ13QDP+hZuVAOH7VBL5ylGwZJQaEcvP9i9U0ORcDQb8DBODVSDX5GV4ZSdUbAMZSfDvcFj7ltSSEqKUSeAkhHi01OoPNfvmvi5o1Vv5xmBdVgUtIVvz7gtYA0nRYOuemw91O6amMOBdmHIRJodDnyXQ9ANoOlLtP/MH1POC119X03zJyWr71WA1RQfQ+1s1omR+Q7V0OzcYvBLavKVeH/wRdnx15/sRQpQYCZyEEI8WnU6VCfCoD/VfAIfy+R+nN4FqxqDqr0GweUpuIvbhX9RjwxdzSxsUloUtNOwBPd+Enl9C5c5gooPedrBxAzzxBHQ3BmNbPgEtSwVn3i0Kvs9O76vPBHAmn2lHIcR9IzlOQojHV2I0rHgVgjer1/ae0GI0bJwM6GDccXCscG/XuBYCc5pDVjo8uxh0VSA2FrzM4ccOagrvP3do0w969VLVzM3yCdZSrsP0SqAZYPypggNCIUSRSY6TEEIUhq0LDPoHnvtDBUjx4cagCfDtcu9BE0DZyioYA9j4LlT2hubNwW+K2lamJdRoDYsWQfv20KxZ7nuvXct9blVGJZqDqpIuhCgVRaocLoQQjxydTrV2qdxRrbLbNROy0qDpK8V3jTZvwrElEHsB9nyn8qtCt6k+fEPmQRlvMBjgyBGIjlbvCQuDihWhSRPo2VONRlXqCJcOQrAfNBxcfPdXEE2DjOS8eVdCPOZkqk4IIW4Ud0mVCPBqWrznPfGPWhlnagVlKqoaUs1ehR5f5H98QgIsW6aSyTduhPh4aF0JOl1VVdLfOA3WJRjQGLJUXaygjSrwa/d20fO9hHhISB0nCZyEEA8aTYNfekLYHvXa3Bbe8FfThXeSkQG7d8PFC3DpfbUS8Pcs8G6mRqJ69oRq1e7c168oNn0Au7/Nfe3ZGPrPV1OPQjxiJMdJCCEeNDod9JwOOuNfuy1GFy5oApUs3r49vDgkt1nxyK5gYQHvvgs1akDNmpCZqfYZDPd2ryf+yQ2amr0GFg6qwfHcNnB4YcE1qYR4DEiOkxBC3C/udaDHdNXXruWYuztHlU6qJEHZRFj3n6oJtWULBAWpelKZmeDjAw0bqtGoji1h5ztqerDvd3celYo4oXrkAbQaB12mqDYyK16D8zth9Rvg/wd41AMnHyjjk/toan53n0mIh4hM1QkhxMMkNgxm1jH24AtVlctvlJwMs2cb++ntgYEW4GP8HXnYhoLrRQEkx8D8duoalTvBoKW5rWIMWbBnNmz5FAwZt75Xb6qqn7vVUj/udaBS+4JbzQjxAJEcJwmchBCPstmN4dpZ1fz3xirpN/t3FJz4Pfd11e4w6wJUrqxGo7p1U61jALIy4ff+cG67Gj0asSX/ZsXXQuDcDtWMOOac8fE8pCfcemyNPuoeizP3SogSUJTYQabqhBDiYVOlkwqcgv0KDpwO/GgMmnTQ9VP47z0I2gBdXoC1e+GPP0CvVzWlli+HUz+poMnMRtW1yi9oApUcfnOCuKap1YiRpyDypHo8s1pNKR77E+o/X6wfX4jSJMnhQgjxsKncST2GbM0/UTt0G6x/Rz3v/BG0HK1qVQE0RtWLCg+HefOgShXQrsFOY0uXqLqwPxiSkgp/PzodOHpBte7Q9i14+hfoYCwkun6SCqqEeERI4CSEEA+biq3AxBziwuBacN5910Lg7yGqB17d56DVWLU9+/H43xB/BcqVg5dfhl9/hXVvqrylzAqwPgT69lVTeN27q0Kcd6PlWFXCIC1OJZs/Wlkh4jEmgZMQQjxszG2ggjHJO9gvd3vwZvj1CUiNVUFL729z84u8mqr3ZKXD/rm57/FfDBd2g5k1vLUWgs6qFXqff66m8lyMJRPGjoU331Qr+NLT73yPJqbw5FwwtYTQrXBoQbF8dCFKmwROQgjxMKqSPV3nB6nGUZ3fB0DCZShbBZ5bDGaWed/T8g31eGgBpMZD0lWV+wTQfnJubz5fXxg3DtatAysrtU2ngyVLoFMncHaGAQMg+KbRrps5+6qpQoD/3oeY0Hv91EKUOgmchBDiYVS5o3o8txPmtICjvwE6VbDylZ1g537re6p2B+eqkBYPRxaqYCblOrjVgeav3f56M2fCpUsqP+rtt+HKFbCzU/s+/xw++AD277+1+GbTV8C7NWQkwYpRqqyBEA8xKUcghBAPI02Dr6tBYqR67VQJ+n4P3i1v/74ji2DVGFUNPC0O0MHLm1Xj4bs1bhwsXAixsWpqr0cPmDwZqldX+6+fhx9aQXoiOHpDnaeh7jPgUu3ur5mWoNrWSKkDUQyk5YoQQjzqdDqo+yygg+avw6u77xw0gXqPrZsxaAKaDL+3oAnUaFR0NOzYAS+9BEeP5o48LVgAPy2FRpNUoBN7AXZ+Bd83hbmtVdmEoraIOboYpnnB9gIaJAtRgmTESQghHlaapkZxLOyK9r6d34DfFBVAjT4Ilg4lc38A48ersgcpKVDZG/rUhuoaROwDg7G3Xucp0Hpc4c53LUQFXBnJoDeDUful8bC4ZzLiJIQQjwOdruhBE6jecx3fVy1VSjJoApgxA65dU4nm3Z+A5aeg6kR46yy491PH+H0C4YfvfK6sTFj+igqa0KkSCps+KMm7F+IWEjgJIcTjxtRCFar0qHd/rmdlpfKevvsOQkOhXTtVmTzEBU5ngpYJM7rCO+Ph9OmCz7N7Blw6CBb2KujTmUDAGtUCRoj7pMQCp6lTp9KyZUusra1xdHQs1HuGDh2KTqfL89O9e/eSukUhhBD3m06Xm9D95Vcw+wyYOYFtJoT9CidPqn27dsFvv6ncKYDLR2Hb5+p5j+ng2wUav6Reb3hXVuuJ+6bEAqf09HSefvppXnvtDktcb9K9e3euXLmS8/Pnn3+W0B0KIYQodW4V4MU/QaeHagaokqG2r18PgweDmxu0bArz+6ucqBp9oN5z6pj2k9VUY+QJOPp7wdcQohiVWOA0ZcoUxo8fT506dYr0PgsLC9zd3XN+ypQpU0J3KIQQ4oFQoTm0m6Seb3hbJYB/+imcD4K506FREhADOlt4YiacOqUaExvMc9+35RNV1FOIEvbA5Tht27YNV1dXqlWrxmuvvca1a9dK+5aEEEKUtLZvgbex1tOcFvBxWfilMVz+BMoamwT3nws2ZWHFCujfX/XT++Af0JeFpGjY+XWpfgTxeHigAqfu3buzaNEi/Pz8+OKLL9i+fTs9evQgK6vgueu0tDTi4+Pz/AghhHjI6E2g/3ywLgtZaapJMYCpFdiVgy4fQ53eatt770FICHz9tUp0/ytCbd83B45vh02bIC2tdD6HeOQVqY7TpEmT+OKL2xccO3PmDNWzq8UCv/76K+PGjSM2NrbINxcaGkrlypXZvHkznTp1yveYjz76iClTptyyXeo4CSHEQyg5BhKugJUTWDmCmdWd35OYCH8/B2E7Qe8M00LBxAa6dIGePaFXLyhXrsRvXTy8ilLHqUiBU3R09B2nzipVqoS5uXnO63sJnABcXFz49NNPeeWVV/Ldn5aWRtoNv1nEx8fj5eUlgZMQQjxO4q/AT50gPhxcGkJcJ1i/EfbsgVdegTlzVD2poCBo2hRMTEr7jsUDpCiBk2lRTuzi4oKLi8s93VxRXLp0iWvXruHh4VHgMRYWFlhYWNy3exJCCPEAsveA5/+GBd0g+gjUrwGTd8D166pqOcDKlTB8ODg7Q/fuajSqWzdwcirdexcPlRLLcQoLC8Pf35+wsDCysrLw9/fH39+fxMTEnGOqV6/O8uXLAUhMTGTixIns27eP8+fP4+fnR9++falSpQrdunUrqdsUQgjxqHCvDU8vVIUx/RernnhOTuDpqfYPGQK7d8PIkXDiBDz/vHoOkJystj1aXchECSixXnVDhw5l4cKFt2zfunUr7du3VxfX6fjll18YOnQoKSkp9OvXj6NHjxIbG0u5cuXo2rUrn3zyCW5uboW+rvSqE0KIx9zBn2Dtm+r5gJ+hzlP5HxcervKjKrjCxm3wZH/w8lI5Ub16QceOYG19325blJ4Sy3F6GEjgJIQQgo3/g73fgYk5vLobXKrmf9z5XfBbf6jVH2z7w9q16ickRAVOfn6QlQVhYeDjc38/g7hvpMmvEEKIx1uXj6FyJ8hKhw2T8p+Cy8qEdRNV+YMzK6FjO/j2Wzh7FgID4XNji5cDB6BSJahRA956C7ZuhYyMu7+387vhl16Fa2wsHjgSOAkhhHj06E2g55dqxCnED4I23nrMoQUQZWwqnJEMF/er5zodVK0KTZqo13XqwL//QsuWsHixGolq3Tr3PNn99Aprx3S4sAv+fRkyUor+2USpksBJCCHEo6lsZWj+unq+cTJk3lAUMzkGtk5Vz62d1WPIlvzPY2urKpX//LPKizp0SLWEAQgOBldXFWR99BEcPAgGQ8H3lBKrpgcBYkJh+/S7/XSilEjgJIQQ4tHV9i2wdVNByr4fcrdvnQqpseBaS03rQcGBE6h2Lp97q3IHUX+D6zWIDgLnsrBwoZrKmzlT1YiqVy93ajA5Oe95zm5SzYotjHk0u7+FiBPF9WnFfVCkOk5CCCHEQ8XCDjp/BCtegx1fQr3nIOmqmqYD6PEFuFRTz68cU/tsnPOeIyMVdn0LaXFw6YD6uZHeFOqaQ307MNiDTSU13RcTo0ohNG+eu1IvYI16T9MRcDUIzqyGVW/Ay5vV9KJ44MmIkxBCiEdb3efAs5FqILx5ijFZ3AA1+4JPG7B1Bfc66tiQrbe+/+xGFTTZe0L/H6HZa+DVXPXRAzWClJEMafGQEQex2yAqAExNVT89a2t4/32oUxOOrVTvqdYLun0OFg5w+Qjsn3d3n+38LphRB44surv3iyKTwEkIIcSjTa+HHsZcomN/wPmdYGoJXT7JPaZyR/WY33Tdsb/UY91n1E+Pz2H4Rph8CSaGwIQAGHscRh8G367q2IM/gb09vP66Km9w7RosmgpmGth5gEstqN4YglzV8X4fw/ULudfUNIi7pHKxCpIcoxLM48Jg80eQnlzwsaLYSOAkhBDi0Ve+MdR7Pvd1yzegjHfu6xsDpxtLFyTHwNn/1PO6z+Y9p4mpmtaz91Dncq4CzV9T+44tgbSE3GOtrcEuSj2v1gMyMmHCBAi1hrAsyEyBD5rAyrGwoDt8XgFm1IJZ9eGy/62fR9NgzXjVEBkg+Roc/b2o34q4CxI4CSGEeDx0/hBsXKBsFWg9Lu++7Km3xAiIOpO7/dRyMGSoqTzXGne+hk97df70BBU8ZTMYIHC9el69l1qp9/bbsH0HvLcNdKZQNg2O/gphe9W0H0BqHCx6EqID817n+F9weoXKr2o4WG3bO1vVphIlSgInIYQQjwc7d3jDH17dBeY2efeZWULFVur5jdN1x/9WjzePNhVEr4cmL6vnB3/KHb26fEQFZeZ2ULFN3vdUagz956m8p1Zj4YnvwfA8bKwE4VmQGgNft4RQf3V8bJgq3AnQbhJ0/0KVVIgNU4FecUpPVudMjS/e8z7EJHASQgjx+LCwBTOr/PdV7qQeQ/zUY8w5uLgPdHqoXUC/u/zUGwhm1hAdABd2q20Ba9Wjbxcwtbj1PXWegoF/qNIIjV+Aj3+AvUfh3QNg5gaWmbB6CMSFwyet1YiUdRVoMALMraHZq+o8u78tvkbFqfHw25OwdCj4TSmecz4CJHASQgghIDfP6cIeVdH7xFL12qedymMqLCtHlUQOcOBH9ZgdOFXvVbR78qkJY7ZDmYpw/TzMaQ52cZChg8+PgosbdO0Knj3AzAYiT0CwX9GukZ+UWPitnwocQY06yTQgIIGTEEIIobhUA7tykJmqgqfj2avpCjlNd6Ps6bqANapkwNVA0JupEaeisveAwSvVvWXnPvX/Fg4EwZdfgqUlePlCo6Fq38LRsHkzpKcX/VqgEuIX9VG99KzKgKWjSj4/v/PuzveIkcBJCCGEAFW0MnvUaec3cC1YJYzXeKLo53KvoxLODZmwbKTaVrE1WDrc3b2VqaiCJ/e60GSESgivUgXeeANWrQILC2jxOmg6ML0CQ7pB2bKqVUxoaOGvk3QVFvZWxUCtnWHoWlXvClQy+r3IylQjcFfP3tt5SpkETkIIIUS2KtnTdcZ+ctV7qerjd6PpCPUYH557rnvhUhVe3Qm9vlJB3s0cykP9ger5Bz1h8mTVgNjRUW37+GP44APYvz//fnrXz8OvvSDypGpTM3QtuNWCWv3U/jNr7m26bv8PsO4tWDn67s/xAJDASQghhMjm0x64ISi5m2m6bDX6gI1r7utqPe7+XIXVaqx6vLITRj4NO3eCk5PaFh0N332nWsC4u8PgwRAUpPYFrIV5bVVCu105GLoOXKurfRXbgpUTJF/NTXYvqsx02DtHPb904PaFPR9wEjgJIYQQ2WzKQrn66rm1c+7U3d0wNYdGQ9Rzj/pqRKikuVaHaj0BDdZOyDuyNHs2REWpYOrll+HYMSALNv4PljyvakY51VJV0Z2r5L7PxDR3uvJup+tO/gsJl9VzzQCh+bS2eUhI4CSEEELcqLoxSKj/vAoa7kWrccbaTDPu+bYKreunqhzCuR2qltSNTE2hdWv47DPYsRZ2vAF7v1P7Dhpg/F6o31a1ijlzQyHQ7DynM6vBkFW0+9E02DNLPbc2NlAujpV/pUQCJyGEEOJGrcbCoH+g4/v3fi4LW1WbybPhvZ+rsMpWVtcE2PQBXAu59ZjL/jCvnZo2s3CAZ3+Hf6Nh7Xro3Rs2bIDr19Wxy5bBhtPquKTook/XBW+GqNNgbpsbQAZvLr56U/eZBE5CCCHEjUyMZQNMzUv7Tu5e4+FQqb3qgbf81byjRBf2qJVzyVfBrQ68sh1q9FZlDbp3V1N6ISHQooU6ftcuGP8m7ItWr396BwICCn8vu79Vj42GQtVuqt5UYqRKQn8ISeAkhBBCPGr0eujzHVjYq1Gl7Kmys5vht/6qHpR3Kxi2Fpx8bn2/Tpe7cu+bb+DqVej3tnqdcRoCjNN427bBwoUqdyo/4UdU/Se9qWqAbGoBPm3VvuDNxfZx7ycJnIQQQohHkaMXdP9cPd/6Gez4Cv58To1C+XaDF/4tfF0pBwcY/J4qhmkN1DGu1NuwAYYNU6v0mjVTJQ8Cb2hInB2w1X4qNzm+irG1zUOa5ySBkxBCCPGoqv88VO0BWemw5RMwZEDtAfDc4oJ79hXExCy3FlXAavX4+edw5QosWAAVKsDXX8OOHWrf7nVwaoV63nJM7nmqdFaPYXshLeGuP1ppkcBJCCGEeFTpdND7W1WHCaDRMOj/owqC7kbNfurxzKrcvCk3Nxg6FJYuVVN6L76otv/3OaBBSBYMGqum/EJD1dSgU2VVVf3cjluvEXkajix6YJPHSyxwOn/+PMOHD8fHxwcrKysqV67Mhx9+SPodeuekpqYyatQoypYti62tLQMGDCAyMrKkblMIIYR4tNm5wYgt8PzfalWb3uTuz1WpvZreS4zMP+gxM1NJ5vGXwcxYXLPBCDA3h3ffhT//VNtcm6jHwI1535+ZBstGwKoxsOs+lnAoghILnAICAjAYDMybN49Tp04xY8YM5s6dy7vvvnvb940fP57Vq1ezdOlStm/fzuXLl+nfv39J3aYQQgjx6HPyUSva8mvVUhSm5mqqD2D9O5CReusxmgZrJqhcqvJNYfw3sH49XLsGo43tVs4ZR5O2/gp9+8D8+XDpEvh9rFbbWTtDgxfu7V5LiE7T7t9Y2JdffskPP/xAaAENB+Pi4nBxceGPP/7gqaeeAlQAVqNGDfbu3Uvz5s3veI34+HgcHByIi4vD3t6+WO9fCCGEeOwlx8D3zSApClpPgM4f5t1/8l/45yXQm6neeq41bj1HWiJ84QOGdNhXDTYfgXH9wdY4AlX/Q+g9FkzuYXSsCIoSO9zXHKe4uDicsnvm5OPw4cNkZGTQuXPnnG3Vq1enQoUK7N27937cohBCCCFux9oJen2tnu/+Fi4fzd2XdA3WGcsWtJ2Yf9AEqjBoxVbq+UfD4OJZcPM3nr8ZPPkmuLrCoEHwxx8Q8+D0trtvgVNwcDCzZ8/mlVdeKfCYiIgIzM3Ncczu5Gzk5uZGREREvu9JS0sjPj4+z48QQgghSlDNPlDrSdCyYMUo1cQXYMMkVVjTtSa0Hn/7c2Svrju7CXZ+CEmRULYKjPkH9uzJbfsyaBCMGXP7c91HRQ6cJk2ahE6nu+1PwE0VRcPDw+nevTtPP/00I0aMKLabB5g2bRoODg45P15eXsV6fiGEEELko+dXYF0Wok7Bzq8gaCOc+Bt0xuKbd6q8nh04hWyB0ytVkcz+P4KVvapa/skncOQIhIfDlCkl/3kKqcjdC998802GDh1622MqVaqU8/zy5ct06NCBli1bMn/+/Nu+z93dnfT0dGJjY/OMOkVGRuLu7p7veyZPnsyECRNyXsfHx0vwJIQQQpQ0G2cVPP0zDHZ+nVvyoPnrUL7Rnd/vUg3sy0P8JfW6/eT8e/qVK1d891wMihw4ubi44OLiUqhjw8PD6dChA40aNeKXX35Br7/9AFejRo0wMzPDz8+PAQNU1n5gYCBhYWG0yO6ZcxMLCwssLCyK9iGEEEIIce9qPQmnlsGZ1SpZvExF6PC/wr1Xp1M9AQ//AhVa3Hlq7wFR5MCpsMLDw2nfvj3e3t589dVXREdH5+zLHj0KDw+nU6dOLFq0iKZNm+Lg4MDw4cOZMGECTk5O2NvbM2bMGFq0aFGoFXVCCCGEuI90Ouj1DZzfDSkx0HsWmFsX/v0d/gdlvKHBi/dWX+o+KrHAadOmTQQHBxMcHEz58uXz7MuugJCRkUFgYCDJyck5+2bMmIFer2fAgAGkpaXRrVs35syZU1K3KYQQQoh7YeuqCmymxIBnIabo8rzX5aEZacp2X+s43Q9Sx0kIIYQQRfHA1nESQgghhHiYSeAkhBBCCFFIEjgJIYQQQhSSBE5CCCGEEIUkgZMQQgghRCFJ4CSEEEIIUUgSOAkhhBBCFFKJFcAsLdllqeLj40v5ToQQQgjxMMiOGQpT2vKRC5wSEhIApNGvEEIIIYokISEBBweH2x7zyFUONxgMXL58GTs7O3Q6XbGfPz4+Hi8vLy5evCiVyUuBfP+lS77/0iXff+mR7750lfT3r2kaCQkJlCtXDr3+9llMj9yIk16vv6U3Xkmwt7eX/3lKkXz/pUu+/9Il33/pke++dJXk93+nkaZskhwuhBBCCFFIEjgJIYQQQhSSBE5FZGFhwYcffoiFhUVp38pjSb7/0iXff+mS77/0yHdfuh6k7/+RSw4XQgghhCgpMuIkhBBCCFFIEjgJIYQQQhSSBE5CCCGEEIUkgZMQQgghRCFJ4FRE33//PRUrVsTS0pJmzZpx4MCB0r6lR860adNo0qQJdnZ2uLq60q9fPwIDA/Mck5qayqhRoyhbtiy2trYMGDCAyMjIUrrjR9vnn3+OTqdj3LhxOdvk+y9Z4eHhvPDCC5QtWxYrKyvq1KnDoUOHcvZrmsYHH3yAh4cHVlZWdO7cmbNnz5biHT8asrKyeP/99/Hx8cHKyorKlSvzySef5OlfJt998dmxYwe9e/emXLly6HQ6VqxYkWd/Yb7rmJgYBg0ahL29PY6OjgwfPpzExMQSvW8JnIrgr7/+YsKECXz44YccOXKEevXq0a1bN6KirWrhdAAABt1JREFUokr71h4p27dvZ9SoUezbt49NmzaRkZFB165dSUpKyjlm/PjxrF69mqVLl7J9+3YuX75M//79S/GuH00HDx5k3rx51K1bN892+f5LzvXr12nVqhVmZmasX7+e06dP8/XXX1OmTJmcY6ZPn86sWbOYO3cu+/fvx8bGhm7dupGamlqKd/7w++KLL/jhhx/47rvvOHPmDF988QXTp09n9uzZOcfId198kpKSqFevHt9//32++wvzXQ8aNIhTp06xadMm1qxZw44dOxg5cmTJ3rgmCq1p06baqFGjcl5nZWVp5cqV06ZNm1aKd/Xoi4qK0gBt+/btmqZpWmxsrGZmZqYtXbo055gzZ85ogLZ3797Sus1HTkJCgubr66tt2rRJa9eunTZ27FhN0+T7L2nvvPOO1rp16wL3GwwGzd3dXfvyyy9ztsXGxmoWFhban3/+eT9u8ZHVq1cv7aWXXsqzrX///tqgQYM0TZPvviQB2vLly3NeF+a7Pn36tAZoBw8ezDlm/fr1mk6n08LDw0vsXmXEqZDS09M5fPgwnTt3ztmm1+vp3Lkze/fuLcU7e/TFxcUB4OTkBMDhw4fJyMjI82dRvXp1KlSoIH8WxWjUqFH06tUrz/cM8v2XtFWrVtG4cWOefvppXF1dadCgAT/++GPO/nPnzhEREZHn+3dwcKBZs2by/d+jli1b4ufnR1BQEADHjh1j165d9OjRA5Dv/n4qzHe9d+9eHB0dady4cc4xnTt3Rq/Xs3///hK7t0euyW9JuXr1KllZWbi5ueXZ7ubmRkBAQCnd1aPPYDAwbtw4WrVqRe3atQGIiIjA3NwcR0fHPMe6ubkRERFRCnf56FmyZAlHjhzh4MGDt+yT779khYaG8sMPPzBhwgTeffddDh48yBtvvIG5uTlDhgzJ+Y7z+7tIvv97M2nSJOLj46levTomJiZkZWUxdepUBg0aBCDf/X1UmO86IiICV1fXPPtNTU1xcnIq0T8PCZzEA23UqFGcPHmSXbt2lfatPDYuXrzI2LFj2bRpE5aWlqV9O48dg8FA48aN+eyzzwBo0KABJ0+eZO7cuQwZMqSU7+7R9vfff7N48WL++OMPatWqhb+/P+PGjaNcuXLy3YscMlVXSM7OzpiYmNyycigyMhJ3d/dSuqtH2+jRo1mzZg1bt26lfPnyOdvd3d1JT08nNjY2z/HyZ1E8Dh8+TFRUFA0bNsTU1BRTU1O2b9/OrFmzMDU1xc3NTb7/EuTh4UHNmjXzbKtRowZhYWEAOd+x/F1U/CZOnMikSZN47rnnqFOnDi+++CLjx49n2rRpgHz391Nhvmt3d/dbFmdlZmYSExNTon8eEjgVkrm5OY0aNcLPzy9nm8FgwM/PjxYtWpTinT16NE1j9OjRLF++nC1btuDj45Nnf6NGjTAzM8vzZxEYGEhYWJj8WRSDTp06ceLECfz9/XN+GjduzKBBg3Key/dfclq1anVL+Y2goCC8vb0B8PHxwd3dPc/3Hx8fz/79++X7v0fJycno9Xn/WTQxMcFgMADy3d9PhfmuW7RoQWxsLIcPH845ZsuWLRgMBpo1a1ZyN1diaeePoCVLlmgWFhbar7/+qp0+fVobOXKk5ujoqEVERJT2rT1SXnvtNc3BwUHbtm2bduXKlZyf5OTknGNeffVVrUKFCtqWLVu0Q4cOaS1atNBatGhRinf9aLtxVZ2myfdfkg4cOKCZmppqU6dO1c6ePastXrxYs7a21n7//fecYz7//HPN0dFRW7lypXb8+HGtb9++mo+Pj5aSklKKd/7wGzJkiObp6amtWbNGO3funLZs2TLN2dlZe/vtt3OOke+++CQkJGhHjx7Vjh49qgHaN998ox09elS7cOGCpmmF+667d++uNWjQQNu/f7+2a9cuzdfXVxs4cGCJ3rcETkU0e/ZsrUKFCpq5ubnWtGlTbd++faV9S48cIN+fX375JeeYlJQU7fXXX9fKlCmjWVtba08++aR25cqV0rvpR9zNgZN8/yVr9erVWu3atTULCwutevXq2vz58/PsNxgM2vvvv6+5ublpFhYWWqdOnbTAwMBSuttHR3x8vDZ27FitQoUKmqWlpVapUiXtf//7n5aWlpZzjHz3xWfr1q35/l0/ZMgQTdMK911fu3ZNGzhwoGZra6vZ29trw4YN0xISEkr0vnWadkNJVCGEEEIIUSDJcRJCCCGEKCQJnIQQQgghCkkCJyGEEEKIQpLASQghhBCikCRwEkIIIYQoJAmchBBCCCEKSQInIYQQQohCksBJCCGEEKKQJHASQgghhCgkCZyEEEIIIQpJAichhBBCiEKSwEkIIYQQopD+D4dxiTcKPAV8AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, sharex=True, sharey=True, figsize=(6,6))\n", + "# first plot: original data\n", + "X.plot(ax=axes[0])\n", + "axes[0].set_title('Original data')\n", + "\n", + "# second plot: transformed data\n", + "# visualizing added trends\n", + "axes[1].plot([0,len(X)],[0,len(X)*slope[0]], ls='--', linewidth=1, color='red')\n", + "axes[1].plot([0,len(X)],[0,len(X)*slope[1]], ls='--', linewidth=1, color='red')\n", + "Xt.plot(ax=axes[1])\n", + "axes[1].set_title('Transformed data')\n", + "\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "markdown", + "id": "1735d247-99d0-489b-8be9-496512edbf16", + "metadata": {}, + "source": [ + "## Add linear trend for a specific time interval" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5f6c5114-8823-489f-88ee-65d3b047e34f", + "metadata": {}, + "outputs": [], + "source": [ + "generator = AdditiveLinearTrendGenerator(random_generator=rng)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "21d664d4-2451-4d2d-81bb-f4955da2a575", + "metadata": {}, + "outputs": [], + "source": [ + "slope = np.array([0.01,-0.02])\n", + "start = 25\n", + "end = 75\n", + "Xt, _ = generator.generate(X, y=None, slope=slope, start=start, end=end)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b8780f08-3725-4835-b761-d11bfcffccf5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, sharex=True, sharey=True, figsize=(6,6))\n", + "# first plot: original data\n", + "X.plot(ax=axes[0])\n", + "axes[0].set_title('Original data')\n", + "\n", + "# second plot: transformed data\n", + "# visualizing added trends\n", + "axes[1].plot([start,end],[Xt.iloc[start,0],Xt.iloc[start,0] + (end-start)*slope[0]], ls='--', linewidth=1, color='red')\n", + "axes[1].plot([start,end],[Xt.iloc[start,1],Xt.iloc[start,1] + (end-start)*slope[1]], ls='--', linewidth=1, color='red')\n", + "Xt.plot(ax=axes[1])\n", + "axes[1].set_title('Transformed data')\n", + "\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "markdown", + "id": "9ee77415-2e34-4311-8dc4-c0fff54be195", + "metadata": {}, + "source": [ + "## Adding linear trends (of random slopes) in randomly chosen time intervals" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "bf0c93f4-ca42-4e68-92ed-f11d0de3b7e7", + "metadata": {}, + "outputs": [], + "source": [ + "generator = RandomlySpacedLinearTrends(random_generator=rng)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8008413d-bbef-4563-9849-8cbb4c15187c", + "metadata": {}, + "outputs": [], + "source": [ + "Xt, _ = generator.generate(X, y=None, n_patterns=5, min_width_pattern=5, max_width_patterns=10, slope_min=-0.1, slope_max=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "02da4fa4-2c11-4570-b0e6-2269b868f66c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -137,17 +254,35 @@ ], "source": [ "fig, axes = plt.subplots(2, sharex=True, sharey=True, figsize=(6,6))\n", + "# first plot: original data\n", "X.plot(ax=axes[0])\n", "axes[0].set_title('Original data')\n", + "\n", + "# second plot: transformed data\n", "Xt.plot(ax=axes[1])\n", "axes[1].set_title('Transformed data')\n", + "\n", + "# show where the patterns are located\n", + "bottom = np.min(Xt)\n", + "height = np.max(Xt) - np.min(Xt)\n", + "for (start, end), slope in zip(generator.patterns_indices_, generator.slopes_):\n", + " # add red rectangle for visualizing the time interval\n", + " width = end-start\n", + " left = start\n", + " rect = plt.Rectangle((left, bottom), width, height,\n", + " facecolor=\"red\", alpha=0.1)\n", + " axes[1].add_patch(rect)\n", + " # vizualizing trends\n", + " axes[1].plot([start,end],[Xt.iloc[start,0],Xt.iloc[start,0] + (end-start)*slope[0]], ls='--', linewidth=1, color='red')\n", + " axes[1].plot([start,end],[Xt.iloc[start,1],Xt.iloc[start,1] + (end-start)*slope[1]], ls='--', linewidth=1, color='red')\n", + "\n", "plt.tight_layout();" ] }, { "cell_type": "code", "execution_count": null, - "id": "032fc58d-a233-4f50-8c72-9dc4563a5f9a", + "id": "e3c6cfd7-42f2-46af-a07d-a456a0f1f0d6", "metadata": {}, "outputs": [], "source": [] diff --git a/pyproject.toml b/pyproject.toml index a39fdf0..9a29a60 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "hatchling.build" [project] name = "badgers" -version = "0.0.8" +version = "0.0.9" keywords = ["data quality", "bad data", "data science"] authors = [ { name = "Julien Siebert", email = "julien.siebert@iese.fraunhofer.de" }, diff --git a/tests/generators/time_series/test_trends.py b/tests/generators/time_series/test_trends.py index ef94186..efdc885 100644 --- a/tests/generators/time_series/test_trends.py +++ b/tests/generators/time_series/test_trends.py @@ -5,10 +5,11 @@ from numpy.random import default_rng from pandas._testing import assert_frame_equal -from badgers.generators.time_series.trends import GlobalAdditiveLinearTrendGenerator +from badgers.generators.time_series.trends import GlobalAdditiveLinearTrendGenerator, AdditiveLinearTrendGenerator, \ + RandomlySpacedLinearTrends -class TestTrendsGenerator(unittest.TestCase): +class TestGlobalAdditiveLinearTrendsGenerator(unittest.TestCase): def setUp(self): self.random_generator = default_rng(seed=0) @@ -20,13 +21,74 @@ def test_global_additive_linear_trend_generator(self): y = None slope = np.array([1, 2, 3, 4]) - t = np.linspace(0, 1, len(X)) - expected_Xt = pd.DataFrame(data=t[:, np.newaxis] * slope, columns=X.columns, index=X.index) + + expected_Xt = pd.DataFrame( + data=np.array([np.linspace(0, len(X) * s, len(X)) for s in slope]).T, + columns=X.columns, index=X.index + ) Xt, _ = global_additive_linear_trend_generator.generate(X, y, slope=slope) assert_frame_equal(Xt, expected_Xt) +class TestAdditiveLinearTrendsGenerator(unittest.TestCase): + def setUp(self): + self.random_generator = default_rng(seed=0) + + def test_global_additive_linear_trend_generator(self): + # Test the generate method of AdditiveLinearTrendGenerator + additive_linear_trend_generator = AdditiveLinearTrendGenerator( + random_generator=self.random_generator) + X = pd.DataFrame(data=np.zeros(shape=(10, 4)), columns=[f'col{i}' for i in range(4)]) + y = None + start = 3 + end = 7 + + slope = np.array([0, 0.5, 1, 2]) + + expected_Xt = pd.DataFrame( + data=np.array( + [ + [0., 0., 0., 0.], + [0., 0., 0., 0.], + [0., 0., 0., 0.], + [0., 0., 0., 0.], + [0., 2. / 3., 4. / 3., 8. / 3.], + [0., 4. / 3., 8. / 3., 16. / 3.], + [0., 2., 4., 8.], + [0., 2., 4., 8.], + [0., 2., 4., 8.], + [0., 2., 4., 8.] + ] + ), + columns=X.columns, index=X.index + ) + + Xt, _ = additive_linear_trend_generator.generate(X, y, slope=slope, start=start, end=end) + + assert_frame_equal(Xt, expected_Xt) + + +class TestRandomlySpacedLinearTrends(unittest.TestCase): + def setUp(self): + self.random_generator = default_rng(seed=0) + + def test_global_additive_linear_trend_generator(self): + # Test the generate method of AdditiveLinearTrendGenerator + randomly_spaced_trend_generator = RandomlySpacedLinearTrends( + random_generator=self.random_generator) + X = pd.DataFrame(data=np.zeros(shape=(100, 4)), columns=[f'col{i}' for i in range(4)]) + y = None + + Xt, _ = randomly_spaced_trend_generator.generate(X, y, n_patterns=5, min_width_pattern=5, max_width_patterns=10) + + # assert outside time intervals, constant values + for i in range(1, len(randomly_spaced_trend_generator.patterns_indices_)): + s = randomly_spaced_trend_generator.patterns_indices_[i - 1][1] + e = randomly_spaced_trend_generator.patterns_indices_[i][0] + self.assertEqual(Xt[s:e].diff().dropna().sum().sum(), 0) + + if __name__ == '__main__': unittest.main()