{ "cells": [ { "cell_type": "markdown", "id": "e857b344", "metadata": {}, "source": [ "# Applying an SARIMA model to the DutchSales data" ] }, { "cell_type": "markdown", "id": "798f068a", "metadata": {}, "source": [ "## the Data" ] }, { "cell_type": "markdown", "id": "598a840d", "metadata": {}, "source": [ "In this example we will construct an SARIMA model with Halerium and apply it to the DutchSales data set.\n", "The DutchSales date set is a time series series of retail sales index in The Netherlands from 1960 to 1995." ] }, { "cell_type": "markdown", "id": "cfd7527c", "metadata": {}, "source": [ "
\n", "Reference:\n", "Franses, P.H. (1998). Time Series Models for Business and Economic Forecasting. Cambridge, UK: Cambridge University Press.)\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "id": "52dc0c5b", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "36724215", "metadata": {}, "outputs": [], "source": [ "sales_data = pd.read_csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/AER/DutchSales.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "707896c2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Unnamed: 0', 'time', 'value'], dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales_data.columns" ] }, { "cell_type": "code", "execution_count": 4, "id": "6412746b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "plt.plot(sales_data[\"time\"], sales_data[\"value\"])" ] }, { "cell_type": "markdown", "id": "1b97de54", "metadata": {}, "source": [ "As we can see the time series shows a couple of intersting proterties that we should take into account.\n", "1. the time series is not stationary but grows\n", "2. the values are always positive\n", "3. the fluctuation scale seems to grow with the average value\n", "4. there appears to be a seasonal effect" ] }, { "cell_type": "markdown", "id": "2ef936a3", "metadata": {}, "source": [ "Our first goal towards modeling the process is to find a stationary representation of the process. Here we try two steps:\n", "1. take the logarithm (to account for property 2 and 3)\n", "2. take the first derivative (to account for property 1)" ] }, { "cell_type": "code", "execution_count": 5, "id": "d80702d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stationary_data = np.log(sales_data[\"value\"]).diff()\n", "stationary_data[0] = 0 # the first entry gets nan from the diff function\n", "\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(stationary_data)" ] }, { "cell_type": "code", "execution_count": 6, "id": "84606c04", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.10534280621629648" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.std(stationary_data)" ] }, { "cell_type": "markdown", "id": "6293c9b8", "metadata": {}, "source": [ "With these transformations the time series looks pretty stationary." ] }, { "cell_type": "markdown", "id": "2c25b5fd", "metadata": {}, "source": [ "## the Model" ] }, { "cell_type": "markdown", "id": "fb0efafd", "metadata": {}, "source": [ "We want to create an ARIMA model for the sales data. This means fitting an ARMA model to the differentiated (stationary) time-series. We also want to include a seasonal effect, which makes the model a so-callse **SARIMA** model." ] }, { "cell_type": "markdown", "id": "1a903ba0", "metadata": {}, "source": [ "### the SARIMA graph" ] }, { "cell_type": "code", "execution_count": 7, "id": "20d19300", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "By using this Application, You are agreeing to be bound by the terms and conditions of the Halerium End-User License Agreement that can be downloaded here: https://erium.de/halerium-eula.txt\n" ] } ], "source": [ "import halerium.core as hal" ] }, { "cell_type": "code", "execution_count": 8, "id": "a93ea6a1", "metadata": {}, "outputs": [], "source": [ "p = 4 # how many past values are used for the autoregression part\n", "q = 4 # how long the random noise is correlated\n", "sigma = 0.03 # the stationary time series has a standard deviatin of 0.1, \n", " # since this standard deviation is the result of combining q noise terms\n", " # we choose a sigma smaller than 0.1\n", "sigma_obs = 1.e-3 # for sigma_obs we choose a small standard deviation to allow\n", " # for deviations between the model and the observed data.\n", "\n", "sarima_graph = hal.Graph(\"graph\")\n", "with sarima_graph:\n", " \n", " # the stationary process\n", " hal.Variable(\"y\")\n", " \n", " # the autoregression contribution\n", " hal.StaticVariable(\"a\", shape=(p,), mean=0, variance=1)\n", " ar_contrib = sum([\n", " a[i] * y[hal.TimeIndex-i-1]\n", " for i in range(p)\n", " ])\n", " \n", " # the moving average contribution\n", " hal.StaticVariable(\"b\", shape=(q,), mean=0, variance=1)\n", " hal.Variable(\"epsilon\", mean=0, variance=sigma**2)\n", " ma_contrib = sum([\n", " b[i] * epsilon[hal.TimeIndex-i-1]\n", " for i in range(q)\n", " ])\n", " \n", " # the constant contribution\n", " hal.StaticVariable(\"c\", shape=(), mean=0, variance=1)\n", " \n", " # the seasonal effect.\n", " # We choose to model the seasonal influence on a monthly\n", " # basis. So we introducea a seasonal effects parameter of shape (12,) \n", " # and introduce the time in year varible, which is supposed to be \n", " # e.g. 0.166 for year=1980.166\n", " hal.Variable(\"time_in_year\", distribution=\"NoDistribution\")\n", " hal.StaticVariable(\"saisonal_effects\", shape=(12,), mean=0, variance=1.)\n", " seasonal_effect = hal.math.interpolate(time_in_year, saisonal_effects, 0, 1/12)\n", " \n", " # all effects go into the mean of the stationary process\n", " y.mean = (\n", " c\n", " + ar_contrib\n", " + ma_contrib\n", " + seasonal_effect\n", " )\n", " \n", " # the variance is useful to connect the stationary time-series y to the observed data\n", " y.variance = sigma_obs**2\n", "\n", " # to get to the actual sales we need to intergrate and exponentiate\n", " # for the integration we use a Dirac distributed Variable\n", " hal.Variable(\"log_sales\", distribution=\"DiracDistribution\") \n", " log_sales.mean = log_sales[hal.TimeIndex-1] + y\n", " \n", " # we include the exponentiation into the construction of a log-lormal\n", " # distributed variable which has a small noise term that allows \n", " # us to connect it to observed data\n", " hal.Variable(\"sales\",\n", " distribution=\"LogNormalDistribution\",\n", " mean_log=log_sales,\n", " variance_log=sigma_obs**2)" ] }, { "cell_type": "code", "execution_count": 9, "id": "28adb837", "metadata": {}, "outputs": [], "source": [ "data = {\n", " sarima_graph.y: stationary_data[:100],\n", " sarima_graph.time_in_year: sales_data[\"time\"][:100] % 1,\n", " }" ] }, { "cell_type": "code", "execution_count": 10, "id": "e69ae722", "metadata": {}, "outputs": [], "source": [ "m = hal.get_posterior_model(sarima_graph,\n", " data=data,\n", " method=\"MAP\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "385bb128", "metadata": {}, "outputs": [], "source": [ "posterior_graph = m.get_posterior_graph()" ] }, { "cell_type": "code", "execution_count": 12, "id": "309b21e1", "metadata": {}, "outputs": [], "source": [ "n_obs = 100\n", "pred_dist = 200\n", "data = {\n", " sarima_graph.time_in_year: sales_data[\"time\"][:pred_dist] % 1,\n", " sarima_graph.y: np.append(stationary_data[:n_obs], np.nan*np.zeros(pred_dist-n_obs)),\n", " sarima_graph.log_sales: np.append(np.log(sales_data[\"value\"][:n_obs]), np.nan*np.zeros(pred_dist-n_obs)),\n", "}\n", "\n", "m_pred = hal.get_generative_model(posterior_graph,\n", " data=data)" ] }, { "cell_type": "code", "execution_count": 13, "id": "5d931182", "metadata": {}, "outputs": [], "source": [ "pred_sales_mean = m_pred.get_means(posterior_graph.sales)\n", "pred_sales_std = m_pred.get_standard_deviations(posterior_graph.sales)" ] }, { "cell_type": "code", "execution_count": 14, "id": "52ec296c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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R0aw1bHUhX6dBdsb0CqRDZgfaBiw4fGE45OtKd+A5XyGVJGmJJElHA/4xSpL0BUmSCiVJekmSpDO+x4KpWDAREREREVGs/GdItWnTZsuuxytjxCa25O440BHyGuUMaeFcP0Mqy/IpWZZXy7K8GsBFAKwAHgfwNQC7ZVleBGC373siIiIiIqJpwe3xwmBzoUAnmho5PV443J5ULwtGmwuyDGg1Kjzzbk/Iyu2I1QmVBORquWU30GYAbbIsnwdwE4CHfc8/DODmJK6LiIhoVrjzzjtx5513pnoZRERzksFXhVTOkAKYFlVS5XzotnXVsDo9eO7dnpDX5OvSoVJJU728KRVvIP0QgL/5vp4ny3IPAPgeS5O5MCIiotlAo9FAo5ndf7tNRDRdDfuCn3KGFMC0OEeqnA9939JS1JdkYcfB4G27NqcH+9r1KM3JSMXyplTMgVSSpHQANwJ4JJ4PkCTpk5IkHZQk6eDAwEC86yMiIprRDhw4gAMHDqR6GUREc5LeMlohVQKpaTpUSH2BtCgrA7evr8ah88No7TcBAGRZxjefaEbbgBlfu25pKpc5JeKpkF4H4LAsy32+7/skSSoHAN9jf6g3ybL8oCzL62RZXldSUjKx1RIREc0wLS0taGlpSfUyiIjmJH1Ap9ps7fQJpP4Zo1kabF1bhTSVhJ0HOwEAfz/QgX8c7sTn37cI710y+zehxhNI78Dodl0AeArA3b6v7wbwZLIWRURERERENFEj1tFOtTkZ4vjEdNiyq5whLdClozg7A5uXleKxw504fGEY33myBe9ZVIzPb16U4lVOjZgCqSRJOgBXA3gs4On7AFwtSdIZ32v3JX95REREREREiQkMfv6mRg5XKpcEQJwhTU9TQZeuBiCaGw2anbjr/95GcXY6fvmhNVDP8mZGirRYLpJl2QqgaMxzQxBdd4mIiIiIiKadYYsTWo0Kmelq/5bdadFl1+JEoS4dkiRC5xWLS1Cak4FhqxO/ueuiWT97NFBMgZSIiIiIiGim0VtcKNSJcOdvajQNtuwOW10oCAidaWoVfnPnWjg9Xqyuzk/dwlKAgZSIiGgS3XPPPaleAhHRnDVidfqDX0aaChq1NC0qpMNWJwp0wSPB1tUUpmg1qRXvHFIiIiIiIqIZQW91osBXIZUkCdkZadOiqdGwxRlUIZ3LGEiJiIgmUVNTE5qamlK9DCKiOWls8MvWpk2LCqne6vRvJZ7rGEiJiIgm0enTp3H69OlUL4OIaE4SzYNGt8ZmZ2hgTHEg9XhlGGwuVkh9GEiJiIiIiGjWcXu8MNrdQcEvJyMt5WNfDDYXZBlBQXkuYyAlIiIiIqJZZ8QmgmeBbsyW3RSfIdVbfLNRWSEFwEBKRERERESz0HCI4JedkfozpMNW37p4hhQAx74QERFNKo2GW7KIiFJBqUQGNg/KmQYVUiUoF7JCCoCBlIiIaFLdeeedqV4CEdGs1zVig83pxsLSHP9zw1bflt2sgKZG2jSYEqiQyrKM55t7g6qrGRoVrm0og1ajjute/gopAykABlIiIiIiIprhvvd0C473GLHnK1dCkiQAo8GvcExTI4fbC6fbi/S02E8vHjo/jE9vPzzu+Q+sKMevP7zG/5mx0FuUs63cQQMwkBIREU2q119/HQBwxRVXpHglRESz1wW9DR2+f+YX6QAENA/SBZ8hBQCLw430tNgrlKf7zACAf/zrJpTlaQEAjx/uxE9ePI21bxXgY5fVxnyvYasTGWkqZMZZWZ2t2NSIiIhoEp09exZnz55N9TKIiGa1XoMNALC3fdD/3LDFiUyNOmhLbbZWVCXjPUfaPmBGRpoKa6rzUZmficr8THzmyoW4Zvk8/Oi5Ezh4Th/zvYYtThRmpcdVVZ3NGEiJiIiIiGjGsrs8/vOiTW1D/uf1Vue4xkFKhdRoj28WaduAGbXFWVCpRkOkJEn4ybZVqCrIxGf+ehiDZkdM9xq2OtlhNwADKRERERERzVg9BjsAQKtRoaltCLIsAwBGrK6ghkaA6LILIO7RL20DFtSXZo97PlerwW/uvAgjVhc+99cjcHu8Ue+ltzjHrWsuYyAlIiIiIqIZq8e3XXdLQxkGTA60DYjznnrL+EqkUiGNZ8uu3eVB57AV9cVZIV9fXpGLH9yyAnvbh/CXfeej3m/Y6mKFNAADKRER0STS6XTQ6XSpXgYR0azV66uQ3rK2CsDott1QW2OztfEH0vNDVnhlhKyQKm69qAqrqvPx1/0X/BXacPSW8VuJ5zIGUiIiokm0bds2bNu2LdXLICKatZQtuxfXFKIyPxNNrSKQhgp+Ob4KaTyzSNt9Fde64vCBFABuX1eN031mvNNpCHuN2+OF0c4KaSAGUiIiIiIimrF6DDYU6DTITFdjU30R9rYPweH2wGR3jwt+OQl02VW2ANeVhN6yq7hhVTm0GhV2HOgIe43B5oIscwZpIAZSIiKiSfTyyy/j5ZdfTvUyiIhmrV6DHWV5mQCATQuLYLC5sNe3bXds8yCtRgW1SoqrqVH7gAVluVpk+aqr4eRoNXj/inI8/U43rM7Q9x+2+majcsuuHwMpERHRJOrs7ERnZ2eql0FENGv1GOwoz9MCADbWFQMAnjvWAwDjKqSSJCE7Iy3uCml9aeTqqOL2ddUwO9x47lhvyNf1FjFuhmdIRzGQEhERERHRjCUqpCKQluVpUVeShRda+gCEDn7ZGWkxnyGVZRntA5ao50cVF9cWorY4CzvDbNv1V0h5htSPgZSIiIiIiGYku8uDIYsT5bla/3Ob6sW2XSB08MvRpsFkd8V0/wGTAyaHG/VRzo8qJEnCbeuqsP+c3t8MKdCwhVt2x2IgJSIiIiKiGanPKDrsludn+p/bVF/s/3rsGVIAcW3ZbRuwAADqSmKrkALAB9dWQSUBjxwaf1xD76uQFrJC6sdASkRENIlyc3ORm5ub6mUQEc1KysgX5QwpAGyoK/J/HapCmq2NJ5CKKmekGaRjzcvV4solpfjHoU64Pd6g14YtTmg1KmSmq2O+32zHQEpERDSJtm7diq1bt6Z6GUREs1KvL5CWBQTSwqx0LC3LgS5dDa1mfPDLzkiLuctu+4AFWo0qaEtwLLatr0a/yYHXTg0EPT9sdbE6OgYDKRERERERzUjdBhuA4AopANx6URUuW1gc6i3iDGkcFdK64myoVFJc63rf0lLk6zTY1RLcbXfY4kQ+A2mQyMN0iIiIaEJ27doFANiyZUuKV0JENPv0GuzIy9RAlx4caz7+njp8/D11Id8TV4V00IxVVflxr0ujVmFDbRH2tg1BlmVIkgi0eqsz8ZEv/f2ARgMUFCT2/mmKFVIiIqJJ1Nvbi97e0PPoiIhoYgJnkMYqR6uBzeUZd75zLLvLg85hG+rjaGgUaNPCInSN2NCht/mfG7Y4E++w+5//CcyfD8hyYu+fphhIiYiIiIhoRgqcQRqr7AxRTbU4PBGvOzdkgSwDdTGOfBlrU71ortTUNuh/TpwhHd/5NyYnTgBLlwJSfNuHpzsGUiIiIiIimlJdI7aoFcpYJFIhzdaKQGpyRJ5F2tYvRr4kWiGtL8lGSU4GmtqGAABujxcGmyvxM6QnTwLLliX23mmMgZSIiIiIiKbMiNWJK3/yGh473DWh+zjcHgyaHSjLzYx+cYAcX4XUFOUcabtv5EuiFVJJkrCpvgh728U50hGbCMAJnSE1mYDOTgZSIiIiik9RURGKioqiX0hENEecHbTA6fbiZK9pQvfpNzoAAOX5iVVIo80ibRswoyJPO65hUjw21RdhwORA24AZwxYnACR2hvTkSfG4dGnCa5mu2GWXiIhoEt1www2pXgIR0bTSMWzzPVondJ8e3wzSuLfs+iqk0Trttg9aUJfgdl3FpnoxeqapbQhLy3IBILE5pEogZYWUiIiIiIgocZ2+INqhn2ggDT2DNJoc/xnS8IFUlmW09ZtRn+B2XUV1oQ5VBZloah2C3lchzU+kqdGJE0BaGlBfP6H1TEcMpERERJPo6aefxtNPP53qZRARTRvKGJTOYRvkCYwwUSqkZXnxnSHNzhCBMFKFtN/kgMXpmXCFFID/HOmQRWwxTugM6YkTwMKFYg7pLMNASkRENImGhoYwNDSU6mUQEU0bSoXU7HDDYIvc6TaSXoMdOdo0/xbcWI2eIQ3/2W0TbGgUaFN9MQw2F5paxf8vKEhky+6JE7Nyuy7AQEpERERERFOoQ2+FLl3t+9qW8H16DLa4t+sCgE6jhiRFrpD2jIjqa2V+fNXXUDb65pG+crIfmRo1Mn0/e8xcLqCtjYGUiIiIiIhoIjxeGV0jNlxcWwhgYo2Neg32uLfrAoBKJSE7PS3iGdIBs9heW5obf+Ada16uFnUlWbC5PIlt121tBdzuWdlhF2AgJSIiIiKiKdJntMPlkbGxTlQNJ9LYqNtgR3mCgTFHmxZxDmm/0QFdujru7cDhbPJVSRNuaASwQkpERETxKysrQ1lZWaqXQUQ0LSgBdFl5LvJ1moQrpE63F4NmB8oS2LILiHOkkZsa2VGSk5HQvUNRxr8kVCGdxTNIAc4hJSIimlRbtmxJ9RKIiCbk3c4RvNjShy9dsxiSJE3oXsoM0upCHaoLdAmfIe032SHLQEV+goE0Iw3mSFt2TQ6UJjGQbvBVhBNuaFRdDWRPvOPvdMQKKRERERERhdRvsuNjDx/Er19t9c/RnIgOvRWSJIJkVUFmwhXS3gRHviiytZrIZ0hNDpTmTPz8qKIwKx33bKrBtQ0J7Jg5cWLWVkcBBlIiIqJJ9dhjj+Gxxx5L9TKIiOLm9njx2b8ewYBJNPhR5n5ORMewFfNytMhIU6O6UIfOYRu83vhnkXb71pJIl10AyMlIg9kefuxLv8mR1C27APDdGxvwgZXl8b1JlsWW3Vl6fhSIMZBKkpQvSdKjkiSdlCTphCRJGyVJKpQk6SVJks74Hgsme7FEREQzjdFohNFoTPUyiIji9t8vnsL+s3rcs6kGwGhVciI69TZUF4qqZnVBJpxur7+jbTx6DWKrb8JnSCNs2bU63TA73EkPpAnp7AQsFgZSAL8EsEuW5aUAVgE4AeBrAHbLsrwIwG7f90RERERENMO90NKL373ejjsvmY9Pv7cegJj7OVGdw1ZUF+gAAFWF4jGRTrs9BjuyM9KQq02gay0iNzVSKsLJPEOaMKXD7lzesitJUi6AywH8HgBkWXbKsjwC4CYAD/suexjAzZOzRCIiIiIimirnBi348s53sLIqD9++YTmKszOQppImvGXX6faix2j3B1ElmCZyjlTMIE38jGd2RhosTg88IbYL95uSN4N0wmb5yBcgtgppHYABAH+UJOmIJEn/J0lSFoB5siz3AIDvsTTUmyVJ+qQkSQclSTo4MDCQtIUTEREREVHy/eTFUwCA39y5FhlpaqhUEublaie8Zbd7xAZZFlt1AaDK95hIp90Leisq8hNraAQAeZmisjpiHd+oSamQlmRPgwrpyZNAQQFQGjJqzQqxBNI0AGsB/FaW5TUALIhje64syw/KsrxOluV1JSUlCS6TiIhoZqqqqkJVVVWql0FEFJNhixMvtvThgxdVocpXwQRE86CJVkiVSmi1r0Kq1ahRmpMR95Zdp9uL030mLC/PTXgtlb4w3Dk8Pgz3G8XPWZo7DQKp0mF3guN2prNYAmkngE5Zlt/2ff8oREDtkySpHAB8j/2Ts0QiIqKZ66qrrsJVV12V6mUQEcXkiaNdcHq82LauOuj5sjwteo0TDKT60RmkiupCXdxbdk/3meDyyGioSDyQRtou3G9yQK2SUJjIzNBkO3FiVm/XBWIIpLIs9wLokCRpie+pzQCOA3gKwN2+5+4G8OSkrJCIiIiIiCadLMvYcaADKyrzsHxM2KvIz/RtuY1/RIuiY9gKjVpCWcDZzOqCzLi37B7vFp3LJxRIC8NXSAdMDhRnp0OlSnFVUq8H+vsZSH0+B2C7JEnvAlgN4IcA7gNwtSRJZwBc7fueiIiIAuzcuRM7d+5M9TKIiKJq7jLiZK8J29aNP2ZQlquFw+3FiDX87M5oOnznPtUBQa+6UIcegw0ujzf2dXYbkJWuRk1RVsJrydFqkK/ThNwu3G9yoDRnGjQ0OnlSPM7iDruAOB8alSzLRwGsC/HS5qSuhoiIaJaxWuPvHklElAo7Dl5ARpoKN66uHPdaua+jbY/BjoKsxLaydgzb/FtlFdUFOnhl0TU3cCtvJC3dRiyvyJ1wBbO6QIeOUGdITQ5UTKCDb9LMgQ67QOwVUiIiIiIimqXsLg+ePNqN6xrL/B1oAykjVnqNic8i7dRb/VtlFVWFSqfd2P7yzuOVcaLHiIaKvPg+3OsFHI6gp6oLM9EZ4nMHTI7p0dDo5EkgIwOoqUn1SiYVAykRERER0Ry3q7kXJrsb29ZXh3y9PE8Ex+6RxBobWRxuDFmcQZ17gfhnkZ4dtMDq9MR/fvSXvwQWLQICzsBWF+jQOWyDN2AWqdvjxZDFMT1Gvhw6BCxfDqjVqV7JpGIgJSIiIiKa43Yc6EB1YSY21BaFfL0kJwNqlZTwLFKledDYbbnleVqoVVLMjY1aug0AEH+FdN8+oKMDsFj8T1UV6uD0eNFvGq2cDlmckGWgJDfFW3YtFuCtt4DNs/+EJAMpERHRJKqtrUVtbW2ql0FEFNb5IQv2tg9h20XVYc9lqlUS5uVkJDyLtFOZQVoQvGU3Ta1CRb425grp8W4j0tUqLJqXHd8CzpwRjwMD/qeUtQR+9oAvnJbmpLhCumcP4HQCV1+d2nVMAQZSIiKiSXTFFVfgiiuuSPUyiChFWroN+Mz2w3F1kZ1q/zjcBZUE3Bqiu24gMYs0sTOkyhnRsVt2AaAqXxfzGdLmbgOWlOVAo44jxsgy0Noqvh4cHP1cZbtwwGf3m0TgLkl1IH3pJXF+9D3vSe06pgADKRERERHRJHnqaDeePdaT8FbXqXCscwRLynL950TDKc/LTLhC2jFsQ6ZGjeLs8R16qwszQ3a7HUuWZbR0G+M/P9rfD5hM4uuACmmVUiEN2C7cb5wmFdKXXgIuuwzIjPzvZDZgICUiIppE27dvx/bt21O9DCJKkZZuIwBMaH7nZBPjWKIHn7I8LXpG7JADGgPF/Bl6K6oKMiFJ47cEVxfoMGBywO7yRLxH14gNI1YXGirjPD+qbNcFggKpVqNGaU5GyC27Ka2Q9vQAzc1zYrsuwEBKREQ0qVwuF1yu6fsHUSKaPKKiJ5rwjNicKV5NaLIso3PYGtMM0PI8LWwuD4w2d9yf0zFsC/sZyvOdUc6RKuE+7gqpsl0XCNqyq3x28JZdB/IyNchIS2Fn25dfFo8MpERERERElKhugx3DvsrodK2QDpgdsLu8MVVIlS29PXGeI5VlWcwgDfMZ1YXjt86G0tJthEoClpXFGUjPnAHS0gCNJqhCCojGRp0B24X7TfbpsV23uBhYvTq165giaaleABERERHRbNTSZfB/bbBNz0AabhxLKGV5YhRKj8GOpRFCodPtxf++0Q6zQ1RS3R4vTA53+Aqpr7nQw3vPYf85PQBAAnDT6kosKcvxX9fSZUB9STYy0+OsXra2ArW1gNk8PpAW6vDUO91webzQqFUYMDlQmpvCQCrLIpBedRWgmhu1QwZSIiIiIqJJ0NxthCSJjDFdA6myXTXWLbsA0DMSubHRwXN6/PcLp5CmkqDynRnNzkjD2gUFIa8vycnA0rIcNLUOoal1CADg9nrxyKFOPPu5y1Dqmwna0m3EhrrC2H6wQGfOAAsXAl1d47fsFujglYHuERsWFGWh3+TA+poEPiNZmpuB3t45s10XYCAlIiKaVIsXL071EogoRY53i4pe94gNI9bpeYZUqZBWxbBltzQnAyoJ6DVE3lrb5xud8uK/XY66kujzQiVJwq4vXB703MleI26+/y189m9H8NePX4IRmwu9RjsaKuJsaCTLIpC+5z1irueYCmlVwHbh+YU69JscqW1o9NJL4nEOBdK5UQcmIiJKkU2bNmHTpk2pXgYRpYAyoiQ/UzNtz5B26K0ozk6HLj16nSpNrUJpjjbq6Bf/6BRfZTMRS8ty8aOtK7D/rKi2+hsaVSYw8sVsFhXS4uIQZ0h9s0iHrTDa3XC6vak9Q/rSS8CSJUB1derWMMVYISUiIiIiSrIhswM9BjsaK/Jwus+Mkem6ZXfYiqqC6Nt1FWV5WvQaowRSkwO6dDWyMyYWNW5ZU4WD54bxuz3tONoxAgBoKE9w5MuiRcDp0+O27JbnaaFWSejQWzHgq+ymrELqcACvvw587GOp+fwUYYWUiIhoEj300EN46KGHUr0MIppigSNK8jM1MCSxQtpjsMHp9iblXh368ONYQinP06J7JPKW3YEkbnv99g3LsbIqD2+f1aOqIBN5Ok18N1AC6cKFQEkJMDICBIziSlOrUJGvRcewzV/ZTVkgbWoCbLY5tV0XYCAlIiIiIkq6Zt/80YaKPOTrNEmbQ2p3eXDVT1/HH986O+F7ebwyukdsMY18UZTliS27siyHvSaZo1My0tT4zZ1rka/TYM380E2RImptFSNfamrEll0AGBoKuqS6QIfOYSsGzL6txjmJbzWekJdeAtRq4L3vTc3npwgDKRERERFRkrV0G/0VvXxd8s6Qtg9YYHF6cPD88ITv1WOwwe2V466QWp0emHwjXULpNzmSGuqqCnR48QuX4we3NMb/5jNnxMiXtDRRIQVCniPt0NsCzr6mqEK6Zw+wfj2QG+c52RmOgZSIiIiIKMmO+xoaAUBeZjpGbK6IVcVYtQ+a/fefqA69bwZpHGdIy/NENbU3QmOjZG7ZVZTmapGrjXO7LiAqpAsXiq/DBdLCTAyaHbigt0KrUSFngmdfEyLLYuTLmjVT/9kpxkBKRERERJREJrsLZwctaPSNKMnXaeB0e2F3TfzcZ1u/BQDQNWLDsGVi24A7hpUZpLFv2fXPIg0TSO0uD0x2d2pHpyiUkS+LFonvlS27YxobKU2dDl8YRklOBiTf7NQp1dUFGAxAYwJV4BmOgZSIiGgSNTQ0oKGhIdXLIKIpdKLHBGB0RElepqjsJeMcqVIhBUYbJyWqU2+FSgIq8uM7QwoAPWEaG/m3vU6HQNrXNzryBYhYIQWAk72m1J0fbW4WjwykRERElEzr16/H+vXrU70MIppCLb6GRv4KqRJIk3COtG3AjJVVeUGfk6iOYRvK8zKhUcceCeblaiFJ4SukA+YUj04J1NoqHpUKaVGReAwzi9TjlVMXpJVAOgf/ApOBlIiIaBK5XC64XNNz/iARTY7mLiOKszNQmiuqbcqokokGUlmW0T5gwdr5BajMz0TzBCukHXorquLosAsAGrUKJdkZYc+QjlZIU1RpDBQ4gxQQjY0KCsZt2S3JyUBGmsr/dUq0tADl5aOheQ5hICUiIppE27dvx/bt21O9DCKaQi3dBn9DIwDIz0wHABgmuGW312iH1elBfUkWGipyk1AhtcbVYVdRnqdFjzFMIDWluFNtoDNnRAhdsGD0uZKScRVSSZL8wTxpFVJZBv75n4Fdu2K7vrl5Tm7XBRhIiYiIiIiSxu7y4Ey/GY2VAYE0SRXS9gHR0Ki+JBsNFXk4O2iBJcL4lWjr7DM64uqwqyjL04Y/Q2qyQ62SUKhLT2hdSdXaOjryRVFcPK5CCsAfzJNW2e3vB/74R+CRR6Jf6/WKCikDKRERERERTcTpPhM8XhkNvvOjQEAgtU0skLYNiIZG9aXZaKzMhSwDJ3oS27bb5QuUMXXYffJJMR/TLcJveV5m2C27AyYHirPToVKloFPtWGfOjDY0UoSokAKj50iTtmW3pUU8trVFv/bsWcBmm5PnRwEGUiIiIiKipFE63zYGBNJMjRrpalVSKqRZ6WqU5mT4A2+inXY7h5VAGkOF9KWXgIMH/ZXFsjwtTA43TPbxP0+/yTE9zo/KsqiQKudHFeECqS+YxxxITSbgrruA06dDvx5PIJ3DHXYBBlIiIiIioqQ5eG4YBTpNUOVRkiTk6TQTPkPaNmBGfWk2JEnCvNwMFGWlo7krsXOkHXrfDNJYtuwq3Wp9QU45b9mhH79tt9/omB4ddseOfFEoW3ZlOejp9y0txdXL52FhaXZs9//FL4Dt28NvyVVCZmenqH5Goly7fHlsnz3LMJASERFNotWrV2P16tWpXgYRTQFZlrG3bRAb64sgScFbVvMzNUmpkNYVZwEQIbehMi/hCmnHsBXpalVsTXyUQNrfD0CcYQVGtxAHGjA7pscM0rEddhUlJWLrsSE4yC8szcH//tM6aDXq6PfW64Gf/ER8ffhw6GuUCikgtuRG0twM1NQAOTnRP3sWYiAlIiKaRAykRHPH+SErug12bKwvHvdavm5igdTqdKNrxOYPgwDQUJGLM/0mONyeuO/XqbehsiAz+llPlws4d0587auQ1hZnQZJGmywpPF4ZQ9MlkI6dQaooKRGPIbbtxuynPxVbdletCh1IZVmEzDVrxPfRtu3O4Q67AAMpERHRpLJarbBaraleBhFNgaa2IQDApvrxsyTzMtMn1NTo7KAIf3VjAqnLI+NM3/hKZTQdwzHOID1/HvD4Aq8vxGk1alTmZ46rkA6ZHfDKQEnuNDhDGmrkCyC27AIhO+3GpL8f+OUvgdtvBz78YRHW9frga7q7RQX2ppvE95ECqcsFnDrFQEpERESTY+fOndi5c2eql0FEU2Bv+xDm5Wb4t9UGytdpYLAmfoa0TRn5Ujp670Z/Y6P4z5F26GOcQapUGoGgqmJdSTbaB4MDqTKDtCR7GlRI33hDhLzAkS/AxCukP/6xOBP63e+OVkCPHg2+RjkTesUVQG5u5EB65owIpQykRERERESUKOX86Kb64nHnRwHfGdIJVEjbB8yQJKCmaDSQzi/UITsjDc1d8Z0jNTvcGLa64mtolJYWFOLqS7LQPmCBHNAcaMAXSEtzUxxI+/qAt94Cbrll/GsTCaTd3cBvfgN85CPAkiWjgXTstl3l/GhDA1BfHxzqx5rjHXYBBlIiIiIiogk702/GoNmJjXXjt+sCokJqdXoSOu8JiAppVUFmUNMdlUrC8vLcuCuk/g67scwgbW0FsrJEt9oxFVKr04Ne4+g80n6T+DrlZ0iffFKc49y6dfxrE9my+8MfioZI3/726L3mzx8fSJubgdJSEX7r6yNXSJubAZVKBNw5ioGUiIiIiGiCmlpFwNkY4vwoAOTp0gEAhgSrpO0DZtQVjx9J0lCZixM9Jni8coh3hRb3yJeFC8fN76wvEZXatv7RxkZKhbQ41Vt2H3tMNDNqaBj/WlYWkJkZf4W0sxN48EHgYx8D6upGn1+7NnSFVKl41teLc6aeMH8R0dws1qqdBuduU4SBlIiIiIhogprahlBdmBn2XGZ+pgYAYEig067XK6N9wBLUYVfRUJEHm8uDs4OxNzbqGBZzMWM+QxoykIq1BJ4j7Tc5kJepiW10ymQZGQF27xbbdUNsnQYgfpZ4K6R/+pM46/nVrwY/v3YtcPq06LoLAF6vCKRKGF64ULyvoyP0fed4h10ASIt+CRERESVq3bp1qV4CEU0yj1fG22f12NJQFvaafJ0IpImcI+012mFzeVBXMr5ZUmNlLgBgb7seOVpNTPc702dCVroaBboo13s8QHs7cPPNIujt2eN/qTQnA9kZaWjrDwikxmkw8uWZZ8S22lDbdRXFxfFVSGUZ+POfgfe8J7g6CohzpLIMvPMOcNllwIULgMUSXCEFxLbdmprg99psIvB/+MOxr2UWYiAlIiKaRI1z/G++ieaCEz1GGGwubFoYersuAORnii27icwiVcarhKqQ1pdkQ6tR4VtPNONbTzTHfM/l5bkhmy8F6egQ1b2FC8X4l6EhEVLVakiShLqSLH/3X0CcIS1JdSB97DGgshJYvz78NWOqvVEdOgScPAl88YvjX1u7VjweOSICqdKkSKmQBgbSzZuD33vihAizc/z/TzCQEhERTSKDQTQbycvLS/FKiGiyNLX5zo+GaWgEBFRIExj90q6MfAlRIdWoVXj4oxcHBcNYrK7Oj36R0h124ULAahXhSa/3d6qtL8nG2+1D/ssHzA5cNL8grnUklcUC7NolznmqIpxMLC4W22xj9ec/AxkZwG23jX+tvByYN2/0HGlgh11AhOP09NCddpVrGUiJiIhosjz++OMAgHvuuSe1CyGiSdPUNoT6kiyU5oZvTJOrnCFNYMtu24AZORlpYauPl9QV4ZIIYThhgYG0p0d8PTDgD6R1xVl4/EgXrE43MjVqsWU3wu9g0r3wgtgGG2m7LhBfhdTlAv72N+CGG4D8/PGvS1JwY6PmZhFClWvVaqC2NnSn3eZmEVYXLoxtLbMUmxoRERERESXI5fFi/1k9NtUXR7wuJyMNKimxLbvtAxbUlWZH32KbbK2tovtrRUXI+Z31pdn+9RntbjjcXpSkssPu448DRUXirGckJSWA2QzY7ZGvA4AXXxQ/80c+Ev6atWtFtdNuD+6wq1i4MHwgXbZMzHidwxhIiYiIiIgS9G7nCKxODzaFGfeiUKkk5GVqMGKLf8tu24AZ9cXjt+tOutZWcQZSpQoZSJUmS20DZv/Il9LcFAVSpxN4+mngppuiB7x4ZpH++c8i5G7ZEv6atWvF2dqjR8W50LHjZpRZpHLAaB6nE2hqGj2DOofN7ThORERERNNW24AZ9z1/Er/60BpkpqdwlEgEe9vEGcoNMWyZzdelR62QGu0ufOLhg0Fbe3sMdn81ckq1tY1uJw0RSGuKsiBJokKqbCdOWVOjV18FDIbo23WB4J+lqir8dQYD8OST4kxqenr469asEY//+IeokoYKpGaz+LzSUvHc7t2ic3Es653lWCElIiIiomnp+WM9eOl4n7/L7HR0vMeImiIdCrIiBBafvExN1DOkJ3tMePusHjnaNMwv1GF+oQ4fWFGO968oT9aSY+P1BgdSpaoYEEi1GjWqCjKDK6SpCqSPPw5kZ4/vZBuKEkijVUiVgBlpuy4gxrnk5wPbt4vvx27ZVTrtBjY2evRRIDcXuPrq6Oud5WKqkEqSdA6ACYAHgFuW5XWSJBUC2AGgBsA5ANtkWR6enGUSERHNTBs3bkz1EohmrJZuIwBg0OxI8UrCax+whBzHEkq+ToMhc+Qtu0qw+95NjVhWnjvh9SWsp0c0CFICaXo6kJc3rhlQfUk22gcs/nWX5KSoqdEbbwCXXy7OvEYTIlyH9Kc/AYsWARdfHPk6pbHRK6+I75cvD349cPTLpk2iUdITTwA33ii6985x8VRIr5RlebUsy8qE768B2C3L8iIAu33fExERUYAlS5ZgyZIlqV4G0YzU3C3GJkULcani8cpoH7TEvJ02P4YKab9JNNpJWaVREdhhVxGiO21dcTbaB83oM9qRkaZCrjYFJwJNJnF2M1pwVITYfjzOhQvA668D//RPInBGo5wFrakRldpAtbXiHkpjo1dfFeNzbr01tvXOchPZsnsTgId9Xz8M4OYJr4aIiGiWGRwcxGAsjTOIKIjB5kKH3gYAGLJMzwpp94gNTrcXdTE2HBJnSCOH636TA2kqCQW66FuAJ1WMgbS+NAt2lxfvdBhQmpsx9Z2AATFyRZaB9etju76gQDRqivS/zfv3i8cPfCC2eyqBdOz5UUBUQaurRwPpo4+K0HrttbHde5aLNZDKAF6UJOmQJEmf9D03T5blHgDwPZZOxgKJiIhmsmeeeQbPPPNMqpdBNOMc923XBaZvhbTVd7Y11gppXqYGRrsbHq8c9poBkwPF2RlQqVIQ7AK1tgIajQhSilCB1Ldd+WjHSOpGvhw4IB5jDaQqleicG6lCqsxdjdT0KJASSMeeH1UonXbdbnHe9YYbYttePAfEGkgvlWV5LYDrAHxGkqTLY/0ASZI+KUnSQUmSDg7EOoCWiIiIiOa0Ft923ax0NQanaSBtH7AAQBwVUg0AwBhh226/yZG60SmBWluBujpAHdDdONSWXd/oF6fHi9Jknh/93OeAxx6L7doDB4AFC0a34sYixM8SpLdX/OxF0bsnAxBnTb/xDeCee0K/Xl8vfqevvy4qs7fdFvtaZ7mYAqksy92+x34AjwO4GECfJEnlAOB77A/z3gdlWV4ny/K6knj+IyEiIiKiOaul24iyXC3qSrKn7ZbdtgEz8nUaFMbQYRcYDaQjkQKp0Z7686OACE+B23UBEeIGB4PmaZZkZyDHd240aUF6cBD49a+BHTtiu/7AgdirowrlZwmntxeYN09UU2OhUgE/+AGwdGno1+vrRQD+wx+ArKzIc03nmKi/YUmSsiRJylG+BnANgGYATwG423fZ3QCenKxFEhEREdHc0txlQENFLoqy06ftlt32ATPqirNiPjeZnymCa6RzpINmR+o61SpkOXwgdbvF/EwfSZJQ59u2m7Qtu3v3isfz56NfOzgInD0bfyAtLo5eIS0ri++ekSiddnfsAK6/HsjMTN69Z7hYIv88AG9KkvQOgP0AnpVleReA+wBcLUnSGQBX+74nIiIiIpoQm9ODtgGzCKRZGRiapmNf2mIZ+dLeDnzta4DXi7woFVK3x4shixMlqa6Q9vcDZnPoQAqEOEcqtu3GVSF97jnAaAz92ltvicdz56Lf5+BB8ZjsCmlPD1CexNmvSiD1eNhdd4yofZllWW4HsCrE80MAYpg8S0RENHddfnnMbReIyOdkrxFeGWiozIPD7cWgxQlZlpPSwfXCkBXdBlvQc42VecjOiG9cidHuwoDJ4a8OhrV9O/DjHwOf/CTyc0QPUIM1dCAdNDshy9N05AsQHEgXL/Y/rYTymM+Q7tkjutd++9vAf/zH+NebmsRjX5+YhRqpmnjggBipctFFsX22orgYGBoCvN7Q23J7e0cbFSWDEkgzM4HrrkvefWeBFAwKIiIimjvq6upSvQSiGafZ12G3oSIX54cscLq9MDvcyNFqJnRft8eLD/zPGzDZ3UHP33HxfPxo64q47qU0NFKqg2GdPCkee3uRP090bA23ZXfAJCrB0yaQKiFKEaZC2lCRCwCYX6SL7f4//KF4fP758YHU6RQhc948EUgvXAAizXI+cECc28zNje2zFfPmiTA6MCC+DuTxiCpxMrfs5uUBlZXApZeKM6TkN5E5pERERBRFb28vent7U70MohnleLcB+ToNKvMzUZQlwlkyzpG2D1pgsrvx+fctxF8/cQn++olLsKoqDyd6wmwdjXQv38iXqBXSU6fEY28vcn3Nf8Jt2e032QEg9Vt2T54UHWYXLAh+PkwgvWJxCV778nujb18GgEOHgBdeEONkDh4cf47z8GHAbgc+9CHxfaRzpLKcWEMjYHScTUfH+NeGhkQoTWYgBYBXXgF++9vk3nMWYCAlIiKaRLt27cKuXbtSvQyiGaWl24iGilxIkoSibNEIKBmddpVRMtevqsCm+mJsqi/Giqo8tA+YIcvhZ4OG0jZgRppKwoJIVUFZDgqkaWoVcrRpGAmzZbdfqZDmprCpkSwD//gHcNllQPqY7sFhAqkkSaiJcfQNfvQjUS384x/FZ730UvDrynbdO+4Qj5HOkXZ1ia21yQ6kyl8iJvMMKSC2ORcWJveeswADKRERERFNGy6PFyd7TGioyAMAFPs6tyZjFmlzlxEZaaqguaH1Jdkw2t1x3799wIL5hTpo1BH+ON3TI5oDAf6Qk6/TwBCuQmoUgTRp3WoTsXcvcOYMcPfd41/LzBTbTSN1p43kxAkxW/RznwOuvFKc43z++eBr3noLqK0VZ0LT0iJXSPfvF4/JDqQ9PeIx2RVSComBlIiIiIimjdZ+M5wer/9cor9CmoRA2tJtwNLyXKQFhEhly62yBTdWbQPm6Nt1lfOjwGggzUwPf4bUbEeBToP0tBT+Ef3hhwGdLnwn2JKSxAPpj38sQu2994pGQtdeK7bver3idVkWgfTSS0UYraqKXCE9cEBct2pc/9XoiosBrTZyhZSBdEowkBIRERHRtNHcJbbVKhXSwiwlkE5sy64sy2jpNqKxIrj5jdKUqM3XpCgWHq+Mc4NW1JdG2aaqbNctLvaHnLxMTfgzpEZHas+P2mxiTubWrUBOTuhrEg2k584Bf/kL8MlPit8HAGzZIu51+LD4/uxZ0cjo0kvF9zU1kSukBw4AK1eKYBkvSRKBl4E05RhIiYiIiGjaaOk2IlOjRq1vW21Gmho52jQMWSZWIe3Q22Cyu/1BV1GRlwmtRhVXhbRz2Aqnx4v64hgaGmVlifEhSiDVacKOfek3OWIfnTIZnnoKMBhCb9dVJBpI//u/RVX0S18afe7aa0UwVM7ZK/NHN20SjwsWhK+Qer2iKVIi23UV1dXhA2lODrvhThEGUiIiokm0efNmbN7Msd1EsTrebcTyilyoVaMzR4uzMzA4wQqp0tCosTK4QqpSSagtzkZbHIFUuTZqhfTkSdHIprzcfy4xP0KFdMDkSO3Il4cfFlXDK68Mf00igbSvD/j970XQraoKvtdFFwUH0txcoKFBfF9TA3R3i1EwY7W2ivA8GYG0p4fV0SnEQEpERDSJqqurUa00zyCiiLxeGS3dBv/5UUVRVvqEz5A2dxugVklYPG/8VtT6kiy0D8a+ZVeZQVoXS4V0yRIRSPv6AK8X+ToNRqxOeL3BXX1lWcaAKYVbdnt6xHnOj3xEjHwJRwmk8XQl/vWvRaj8ylfGv3bddaKR0vCw6LC7cePo5y9YID4nVGg8cEA8TjSQdneLES+BensZSKcQAykREdEk6ujoQEeoP0wR0Tjn9VZYnB40jtlWW5iVPuGxLy3dRiwqzYZWMz5s1ZVko0NvhcPtCfHO8doGzCjMSkdBVnr4i2w2cf5x6VIRblwuYHgY+Znp8MqA2ekOutxgc8Hp8aYukG7fLrbBRtquC4hA6nCMdg+OxmoVszdvvFFUi8faskV87qOPAs3No9t1AVEhBUKfIz1wQDRIWr48tnWEUl0twqjSVVfBQDqlGEiJiIgm0e7du7F79+5UL4NoRlAaGi0fWyHNzph4hbTLOO78qKK+JAteGTg/ZI3pXm0DlqDRMSG1torq3pIlo+Gmtxd5Og0AYMQSvG13IJUzSGVZbNe95BKx3kjCzCIN6+GHgaGh4LOjgS6+GCgoAH7wA7EOpaERICqkQOhzpAcOiLO5aWmxrSOUcKNfenuTP4OUwmIgJSIiIqJp4cXjfcjL1IzbVlucnY5hqxMebxzbRAP0G+0YNDvGbQVW1PvGt7T1x1b1ax8w+98TljLyZUwgrczPBABc0AeH335TCmeQHjkiqpPRqqNAfIHU6wV+/nOxrfayy0Jfk5YGXH21qIKqVCIUK6qqxHNjK6ROJ3DoELBhQ/Q1RBIqkNps4mwqK6RThoGUiIiIiFJuxOrECy29uHl1xbg5nEVZYptruPmd0TT7GxqFrpAqHX1jOUdqsLowaHairiTGkS+LFwcF0uXlIhQrTZYU/SY7AKA0NwWBdPt2ID0duP326NfGE0iffho4c0ZURyUp/HVbtojHVauA7ICgn54OVFSMr5AePSq2DW/cGH0NkYQKpBz5MuUYSImIiIgo5Z440gWn24tt68c3ASvyVQ0THf3S0mUEACwrDz1bMysjDeV52pgqpG2Dvg670Sqkp06JCl9WVlAgLchKR2V+Jlq6jUGX+7fspuIM6euvi62yhYXRr40nkP70p2Lb7Qc/GPk6JZAGbtdVhJpFum+feJxohTQvTwRgBtKUYiAlIiIiopSSZRk7DnaisTI35DnPomzRPCjR0S8t3UbUFOmQo9WEvaa+JBttMVRI/R12Y6mQLl0qvs7NBbRaf9hZXpHrr9oq+o0OZGrUyM6YwJnIRFitwDvvxF5tjDWQHjgAvPEGcO+90c95lpcDTz4JfP3r418LNYt0715R3aysjG3N4UjS+NEvSiDlGdIpw0BKREQ0ibZs2YItyt/+E00hj1fGG2cGIMczniNFWrqNONFjxO3rQo9IKlYqpDE0NnrjzACsYzrYNncb0BBmu66iriQL7f3mqL+vtgEzNGoJ1YW68BfJsjhDqjQIkiRRcfOFncaKPJwdtMDiGF1nv2/kixRpa+tkOHwYcLtjrzZmZwMZGdED6U9/KoL4xz4W231vvFFszx2rpgbo7BRrVOzbN/HqqGJsIFU67rJCOmUYSImIiCZRWVkZyvgHG0qBF1t68ZHf7x+3NXQ62nGgAxlpKty4OnTFq8g3XmUoSoW0Q2/FR36/H1/4+1F/sDRYXegctoVtaKSoL8mGyeHGQITP0FucePJIF5aW5UKjjvDH6N5ewGQK7lgbEEgbKnIhy8CJntF/NwMmR2q26yrbXwObCUUiSaOzSMPp7BRjXD7xCRFKJ6KmRoxm6eoS3/f2iorpZAXS3l7RSEmpBNOkYyAlIiKaRO3t7Whvb0/1MmgOeqdTbAntNdhTvJLI7C4PnjjahS2NZcjLDL2lNl+XDpUU/Qxp57ANgOjW++Ae8X93SvOgcCNfFMoW3Lb+0Nt2PV4Z9/79CAbNTvzglsaI9/I3NAoTSJXmSoF/WdBvsqemodG+fUBdHVBaGvt7ogXSd98VIXLr1omvb+zoFyVAT7ShkaK6GujrE517AfHvqKQEUI+fV0uTg4GUiIhoEu3Zswd79uxJ9TJoDlKC2JAlsXOXU2VXcy9MdnfY7boAoFZJKMxKx2CULbu9RhFI18zPx493ncS+9iF/6IulQgoA7YOhGxv9avcZvHFmEN+9sQErq/Ij3itsIPVtB52Xm4GirPSgTrv9JkfyRr784AfAP/4R27WJbH+NFkiVc5ihtuDGq6ZGPCqNjfbuBTQaYM2aid8bEIFUloMrsDw/OqUYSImIiIhmGVmW/UEsWohLtR0HOlBdmIkNdUURryvKyoi6Zbd7RFSDf/eRi1BTnIXP/vUIXj89gLJcrf8cajhluVpkatQhK6SvnerHr145g61rK3HHxeGDs9/Jk0Bm5uhYEUCEnKEhwOmEJEmisZGv+6/d5YHJ7kZprjb6vaMxGoHvfhf43e+iX9vZKYJYsgOpcg5z3rz47huK8jsMrJCuXSuaRCXD2NEvvb08PzrFGEiJiIiIZpleox163/bWWBoBpcqFISv2tg9h20XVUKlCNPNxu0VFDKLTbrQtu70GO/IyNSjN0eKBuy6CxeHGm62DaKyMfo5RpZJEY6MxFdLOYSu+sOMolszLwQ9uXhFb06FTp8T8UVXAH7WVkNPfD0Bs2z3Tb4LD7fGPfClJxhnS114Tv7fTp6Nfm+j4lFgqpHl5IpRPlFYrwvz584DLJbr3Juv8KDA+kPb0MJBOMQZSIiIiollGqbwB03vL7iOHOqCSgFvXVYW+YPt2YNMmoK0NRdnRK6Q9BjvK80TlbPG8HPxo6woAo2c2o6kryUbbwGggdbg9+Mz2w/B4ZPz2rouQmR7jucJTp4K36wJBs0gBsYXY5ZFxps+MfpOo7CalqdELL4jHCxcAmy3ytfv2iY65q1bF9xklJYDFEv7+ya4yKqNfjh0TnzlZgdTrFedJGUinFAMpERER0SzT0m2AJAFLy3KmbYXU45Xx6KFOXL64BOV5YSpp+/eLx7NnUZSVHvVn6TXaUJY3upXz5jWV2P7xS/DRS2tjWlN9SRY6h22wuzwAgP985gTe6TTgv29bhdriKHNHFXa7CE9RA6nS2MiQ3Arpiy+KkCnLQGtr5Gv37QMuughIT4/vM5QGSL5q7zjJDqQ1NaJCmuyGRgCQlQUUFIgAPzwsqrAMpFOKgZSIiGgSXX/99bj++utTvQyaY1q6jagrzkJ1oQ6DUaqKqbLnzAB6DHZsi9DMCIcPi8fOThRnp8PkcPvDYii9ARVSxaULi8N27x2rriQbsgycG7LgiSNd+PO+8/jU5XXY0hhHQGltFZW2KIF0QaEO2RlpaOk2ot8XSEtzYjwXaTKJwDlWe7v4/A9/WHwfaduu0wkcOpRYtbHSN55HaQQ0VrIbAy1YIALjW2+J3+P8+cm7NzA6+kVpxsSmRlOKgZSIiGgSFRcXo7i4ONXLoDmmpcuAhoo8FMdw7jJVHjnYgcKsdFy1LEzjG48HeOcd8XVXF4p8TYn0YX4eh9uDQbMzfLU1BvW+0S/PH+vF1x87hotrC/GVa5dEedcYSofdpUuDn1ca/PhCj0olYXl5Lpq7DOg3OvydhKM6fFiEsh/+cPxrL74oHj/72eC1hPLuu6KaO1mBNNkVUpcLePZZUR2N5RxvPJRAqjRjYoV0SjGQEhERTaJTp07hVKQ/FBIlmd7iRLfBjsbKXBRlZUBvccLrDVFNS6EhswMvHe/DLWsqkZ4W5o+jp06NnlHs7ESRL6yF27bbZxBVxrK8GKuMISjbcn+5+wyytWn49R1rkKaO84/Lx46Jx8WLg5/PyBBbQ5UqHICGylyc6DGh12hHUVY61KEaOwUaGhKzPa1W4Oc/H3+G84UXRHhbs0aMXIlUIU20oREAVPnO/HZ2jn/NbBb/JPsMKQAYDMk9P6oYWyFlIJ1SDKRERESTaO/evdjr6xJKM8eQ2YGPPXTAf7ZvJlFmWzZU5KEoOx0erwyDzZXiVQV7/EgXXB4Zt6+PYbtuVpYIpL4K6WCYJk09BhHOxm7ZjYcuPQ2V+ZlQqyT8+o41iY1heeIJUcXLyRn/WllZcCCtyIPN5cH+s3qU5kY5P+rxAHfcIap4P/mJCKd//vPo6y4X8MorwDXXiAri4sWRK6T79onQWhWmoVQkBQWig26oQNrXJx6TXSFVTFYg1evFlmeAgXSKMZASERERjbH/rB67T/bjaMdIqpcSN2X+aENFrj/ETadtu7IsY+fBDqyuzsfieSFCm+LIETHy47LLgK4uFGdHrpD2GkWn2okEUgC4d/Mi/GzbKlwSZS5qSGfOiG3Gt90W+vVxgVSMo7mgt0Y/P/qtbwEvvQTcfz/wxS+KWZy/+MXoWdK33xYzSK+5Rny/ZEn0CumGDYltf5UksW031JbdyagyKhVStRpYty5591UonXYPHAB0utB/mUCThoGUiIiIaIyOYSsAYHgaBblYtXQbUZmfiXxdOor921ynT6X3aMcITveZI1dHAVEhXbVKhJHOTv/5ynA/S/eICKRlEzhDCgDb1lfjptWVib35kUfE4623hn69rGz0nCKAhaXZ/i3LEUe+PP448KMfAZ/4BPDxj4tA+G//Bpw4MTrm5cUXxdzTzZvF94sXi6rf4OD4+w0MAG1tE6s2VlWFrpBORiDV6cSomVWrxNfJFhhIy8qSf0aVImIgJSIiIhqjQy+2f+qtMzCQdhn8lbdCpao4jYL1zoOdyNSocf3KCJ1MZVlUSNesEcFnYADZ8CA9TRX2Z+k12JCjTUN2RtokrTwGO3eK7brVYcJ2ebkIbL6qpkatwtIyUY0LO/Kltxe4+25g/Xrgf/5n9Plt28T9fvYz8f0LLwCXXALk54vvlS6/oaqkb78tHicSSCsrpy6QAsDnPgfce29y76lQ/n1xBmlKMJASERERjeGvkM6wQGp2uHF2yILGSjHjsijLt2V3mlRIrU43nn6nG+9fUY4cbYRRLGfPigY2a9f6O7pKPT0ozkoPO8amJ8TIlykVbbsuIMKO1Sqa/vgof3kQtkL6s58BFgvwl7+IxkiK9HTRTfell4A9e0R1T9muC4w2VQp1jnTfPrH99aKLYv3pxquqArq7xYibQL29olKb7O7i3/oW8E//lNx7KgLP0TKQTjkGUiIiokl0yy234JZbbkn1MihOncOiQjrTtuye6DFClkdDToFOA0kCBsOcuxzrkYMdcTVyeul4X1znbJ871guzwx3bdl1gtEIK+Ee/RDpDOtHtuhMSbbsuMG4WKSAaGwFASagzpENDwG9+A3zoQ+O79gLApz4lmgt95COi6nrttaOv1dYCaWmhK6RvvgmsXj2x7a9VVaKR0sBA8PM9PUBpqQi8M0VGhlgzwBmkKcBASkRENIny8vKQl5eX6mVQHGRZRqevQqq3TK/utNG0dI122AWANLUKBbp0DIXpTBtowOTAVx59F//3RntMn9XUOohP/fkg/uPplpjX9+qpflTkabG+piDyhYcPizDV2Bg0YqQoOz3sHNIegx3liXTFTZZo23WBkIH0PYuKUVuchcbK3PHX/+IXojr6jW+Evl9RkdjOe+ECkJcntvUq0tKA+vrxFVKTCXjrLeCqq2L7ucJRZpGO3bbb2zszQ53y740V0inHQEpERDSJmpub0dzcnOplUBwGzA7YXWIb4kzbstvSbURxdjrmBYwQKcpKD1tVDNTn61K7t30o6rW9Bjs+97cj8MrAu50GmB3umNZ3vNuIlVX5kKI1jTlyBGhoEF12A4JPUVZGyO3HTrcXg2YHyvNTFEhPn46+XRcIGUgXFGXh1S+/F1UFY6qVIyPAr34FfPCD4ncRzhe+IB6vukqE0EChOu2++irgdgdXUxMRULkO0ts7M0MdA2nKMJASERFNooMHD+LgwYOpXgbFQWlolJ2RNuMCaXO3Ecsr8oICX1F2bIFU2arb3GWIOLfU5fHiM389DJvLg/+4sQEer4wD5/RR72+yu3B20BK6EhhIlkWFdM0a8X1uLpCd7R/9MmhxQlZGnfj0Ge2Q5YmPfElYLNt1gZCBNKz77xdjXP793yNft2SJmEf6H/8x/rXFi4HWVjHDVPHCC2K266WXRl9DJAGV6yAMpBQnBlIiIiKiAMp23cbK3Bl1htTh9uBMn8l/flRRlJ2BwRi27PabRIXUK4s5rOH86LmTOHR+GD/+4Ercvr4a6WoV9rZFr6qe6DEBGN1OHFZPD9DfLxoaAaMzL31bdp1u77iKrDKDNGVnSB95JPp2XUBssVWrowdSsxn4+c+BD3xgNJhHctddoauoS5YADofY0qt44QXgyitFU6SJUM6JBlZIvd6Z26lW+Xc3E7cbz3AMpEREREQBOvQikK6syseIzQWPV47yjtRwur04cE6PvW1D2Ns2hCePdsPtldE4JvAVx7hlV6mQZqSp0NQWYnYlgGff7cEf3jqLezbV4IZVFdBq1FgzPz/s9YFaupXzrVEqpIENjRRVVaKpkb9rcPDP02MQgTQlFdJYt+sCovvsvHnRA+kDD4iGRtGqo9EojZCUbbutrWL+6JYtE7svIMJoRUVwhVSvF9uBZ2Igfe97gZUrgUWLUr2SOYeBlIiIiChAh96G4uwMlOdpIcuIuH01lf609xxue2Av7vjffbjjf/fhq4++C0kCVlb5AmlzM7B4MYpkJww2F5xub8T79ZscyNWm4eLawpAVT7vLg39/4hjWzM/HN96/zP/8pvpitHQbMRJle3NzlxElORkojdZ46PBhURVdtWr0OV+FtNR3NlbpgqzoGRHfJyWQ7toF7N0b+/WPPioeo23XVZSVRQ6kdjvwk58AmzeLqutEKLNIlcZGL7wgHid6flRRVRUcSCdrBulUWL9e/MVCbpS/MKGkYyAlIiIiCtAxbEV1YSYKs8SWxul6jvTIhRFU5Gnxt09s8P/z/L3vQXWhrznOE08AZ86gaEiEhGg/R7/RgdJcLTbWF+Fkr2ncvM8Xj/dhxOrCl65egvS00T9CblpYBFkG9rVHPkfa0m2IXh0FREOjxYuBnJzR56qqgJ4erKrIgUoC9p8NDsw9BjuyM9IizzaNhccjRqh87Wuxv+fxx4GLL46+XVcRLZAePSq2vX7607GvIZzSUhGwlArpCy8AdXXAwoUTvzcg/qIgcMvuTA6klDIMpERERJNo27Zt2LZtW6qXQXHoGLaiukCHAp0vkE7Tc6Qt3Qasqs7Hxvoi/z9LywIC31tvAQCKjCK8jQ2YYw2YHSjJzsCm+mIAwL4x3XZ3HuhAZX4mNtUXBT2/qiofmRo19kbYtmt3eXCm3xxbIA1saKSoqgLcbuQah7GiKn9cJ+Begx1lyaiOHjwIDA6OH5USTleXeM9NN8X+GWVl4pxsOMp5z2RsHZUkUSU9dQpwOkWH3WRVR4HRCqnSZIqBlBLAQEpERDSJdDoddBMZPk9Tyu3xonvEjqqC0QppuLmXqWS0u3BuyBo+4Hm9/m2nxcN9AMafuxyr32RHaW4GGitykZORhqaAbbsdeivebB3EbeuqoFIFj2xJT1NhfW1hxHExp/tM8IQ43zrO0JAIZEpDI4Uy+qWrC5vqi3DkwgisztHGRj1Ge3K26z73nHjs6wOGh6Nf//TT4jGeQFpeLpo2BXa+DdTRIR7nz4/9npEsXiwqpE1NollSsgOpxQIYxPlgBlJKBAMpERHRJDp69CiOHj2a6mVQjHoMdni8MqoLdcjXie2f03HL7oluIwCgoTJMwGtp8YeEol4RcIYidNqVZVls2c3JQJpahYtrC7EvIJA+cqgTkgTcti70ttSNdUU43Wf2N0Yaq7nLt95ogfTIEfEYqkIKAJ2d2FhXBLdXxoFzo4Gx12BDWbSzqbF47jlA49v2G0uV9Mkngfp6YPny2D+jrEyE0aEwAf7CBbFdOS/K7ypWS5aIez7xhJhTeuWVybkvEPQXBQBEINXpgrdbE0XBQEpERDSJGEhnFqVZTnWBLuAM6fRratSsBNJwFVLfdl2UlKCo8yyAyBVSo90Nh9uL0hwR6jbWF6F90IIegw0er4xHD3bgsoXFqMwPPVZF2cYbrkra0m1AjjYN1YVRxrI8/bToRBuuQtrZiXU1BdCoJX9nX5fHi36TA+Vh1hazvj6x/fbDHxbfnzwZ+XqTCXjlFVEdlaTI1wZSxooEnr0M1NGRvOooMNpp949/BDZtSm7TnrGzSJUZpPH8PmjOYyAlIiIi8unwzSCtLsxEpkaNjDTVtDxD2tJtEB1rc8JUBd96S4wXufRS5FxoR7pahcEIgVSpbJbkiC62yjnSvW1DeLN1EN0GO25fH75pT0NFLnK0aWHPkbZ0G9FQkQspUlDp6BDjTu65BygsDH6tpERULru6oEtPw5rqAn8n4H6TA7IcpsOuLAPf+x5wyy3Ahg3AggWigvfTn46/dtcu8fiZz4jPilYhfeEFcS7zxhsjXzdWTY14PHcu9OsXLsTeICkWSqddozG523WB8YG0p4fbdSluMQdSSZLUkiQdkSTpGd/3hZIkvSRJ0hnfY8HkLZOIiIho8nXqrVBJQEV+JiRJQmFW+rQ8Q3q824jGSA2C3noLuPRSoKoKUmcnirLTMRShqVG/SczxLPUF0qVlOSjQadDUNoSdBzuQr9Pg6uXzwr4/Ta3CJbVFQedOFW6PFyd6jNG3637/+yJAfvvb419TqYJmXm6sL0JzlwEGmwu9BlHVDtnU6M03ge98R4zAyckBrrhCBLQf/EBUOAM995yoXq5bJ7rQRquQPvmkCM6XXhr5urHq6sRje3vo15NdIQ1sjpTsQFpRIR4Dt+wykFKc4qmQ3gvgRMD3XwOwW5blRQB2+74nIiIimrE6hm0oz8uERi3+iJSvS592Z0hHO9aGCXg9PcDZs/5ACoMBRZlpGIoQrJUKqTLnU6WSsLG+CK+dGsBLLX24eXUlMtLUEde1qb4I54es6BoJnhHaPmiBw+2N3GH3zBngD38A/uVfRBUzlKoqf/DZVF8ErwzsP6tHj0GE6ZAV0gceEGcx33kHeOkl4E9/Es8NDwMPPjh6ndstKp7XXSe2my5dGjmQut3As88C118vzmXGo6BArOns2fGv2Wyi4VEyK6RZWeJ3V1Iy/mzuRKWni9EyY7fsEsUhpkAqSVIVgA8A+L+Ap28C8LDv64cB3JzUlRERERFNsQ69FVUFo2cRC7M00+4M6aleX8fayijnR5VACqBI7Y1YIfVv2c0eDXUb64sxaHbA6fFG3K6r2LTQd450TJW0uUs0V2oM14AJAL77XRFuvvGN8NcoI0YArJ6fD61Ghaa2QfSMKIF0zBnSwUHg0UeBf/onsU1XccklwObNYtuuXbwXe/eKJlDXXSe+X7oUaG0FXGH+3b/5pgi18W7XVdTVha6QKsEumRVSALj7buDf/k1UmpNN+fficAB6PQMpxS3W/yp/AeCrALwBz82TZbkHAHyPpcldGhER0cx355134s4770z1MmiMDr0VP3ruBJxub/Dzw1ZUF46GlwJd+rQ7Q9rSHaVj7VtvAVqtqIb5mgEVee0Rz5D2mxxIT1MhN3O02qc0KlpZlYdl5dEb4SwuzUFRVjr2nB4Yt96MNBXqirNCv/HYMeBvfwPuvTdymKmsFBVSWUZGmhrrawqxt20IPQY7dOlq5GrHVCofekic8fzUp8bf6xvfEJXkhx4S3z/3HKBWA1dfLb5fulRUQcNtq33ySSAjI/EtsOECabJHvij+8z+Br389ufdUKP9e+vvF9wykFKeogVSSpOsB9MuyfCiRD5Ak6ZOSJB2UJOngwMBA9DcQERHNIhqNBhpljARNG7uae/G7Pe3YfaLP/5zd5UGf0YHqgtFAWpiVDv0027Lb3G1ArjYtqJIb5K23gIsvFhVHpULqMEcc+9JvtKM0JyOo6VBdcRa2rqnEF65aFPZ9gVQqCTesqsBT73Tj1ZP9/udbug1YWp6LNHWYP3Z+61vifOdXvhL5A6qqAKsVGBkBAGyoK8LJXhOauw0oy9MGN0zyesWW3MsuAxoaxt/ryitFpfTHPxbB87nnxLXKqJWlS8VjqMZGsiwC6ebNQHZ25DWHU1srmhp5g/9CBBcuiMdkbtmdbEqFlDNIKUGxVEgvBXCjJEnnAPwdwPskSfoLgD5JksoBwPfYH+rNsiw/KMvyOlmW15WUlCRp2URERDPDgQMHcODAgVQvg8ZQzh3uONjhf045++gfTWKxIF+XDoPNBY9XnvI1hiM61uaF7lhrtYpZnkqjHaVCahmB3eWF1ekOec8Bs8Pf0EghSRJ+dvtqvG9p+GZGY33tuqVYVp6LL+w4ig69FbIsoyVSA6b9+0W4+8pXxnfWHStg9AswWsHdf1Y//vzoq6+Kc6mhqqOAOCf6jW+IUPjTnwLvvgu8//2jryudaUOdI21pEec/E92uC4gKqcMhqrSBlAqp0r12JqiqElt1lTOxDKQUp6iBVJblr8uyXCXLcg2ADwF4RZbluwA8BeBu32V3A3hy0lZJREQ0Q7W0tKClpSXVy6AxenydWfecHvB/3aFXRr7oRBOcvDwUDvdDlgGDbXqcI3V7vDjZYwzfIGj/flHxUwJpZiZQVISiEbFLLdws0n6jwz/yZSK0GjUeuGstvLKMT28/jNZ+M0x2d/jtxQ89JKqM994b/eZKSPM1NlpRmYfsDLFNtyx3TLX4d78TAffWW8Pf7/rrgcZG4N//XXwfGEjz8kSwChVIn/T9kfeGG6KvOZzaWvE4trHRhQtiXE/GxP9dTBnlLwoO+TZTKnNWiWI0kZPN9wG4WpKkMwCu9n1PRERENO31GOyoKdLBKwP/OCQqbh3DvgppgQ545RXA40FBr6hYTZfRL20Dvo610Roabdw4+lxlJYoHRIgbDNPYqN/kCD/TNE4LirLw09tW4ViXAf/yFxFSwgboPXvEVtmcnOg3HlMhFaNmRFW1Ij9g7b29wOOPi3mm2gg/k0olzlV6PGKL7NitveE67T75pNgSrYw8SUS40S/JHvkyFZS/KDh4UDyWsq0MxSeuQCrL8muyLF/v+3pIluXNsiwv8j3qJ2eJRERERMnVa7BjfU0hNtQVYufBTni9Mjr1VqSnqcTWVd8264IhcS4uGaNfTvWa0G+0T+geLd2+jrWRGhotXx68/bWqCkXd5wGErpA63B4YbK5xW3Yn4pqGMvzLFfVoG7BArZKwpCxE4BwaEttfL788tpuWl4uttsrMS4h5pMCYGaR//KOoEn/yk9HvuW0bsHIl8OEPi3sHUgKpHLBdu7tb/Ldx002xrTmcBQvE54WqkM6k86PAaCA9dAgoKhJnl4niMAm9n4mIiIimL7fHi36THeV5Wty+vhoX9FbsOzuEjmErqvIzoVJJ/kBa2CuqcROtkDZ3GXDDr9/EZ/96ZIL3MUKrUaGuJEQzHa9XjC9RtusqqqpQdL4VAEI2NvKPfEliIAWAL1+zGJctLMba+fnQakLMMH3zTfH4nvfEdsP0dLGdVRmNAuDKpaVIT1NhudIFWGlmdOWVo+dAI0lLA44eBe4LsdFv6VIx2mVwcPS5p58WjxM5PwqILbmVlcEVUlkWgXSmVUiVyrXBwPOjlBAGUiIiIppTBswOeGWgLC8T1zWWI0ebhkcOdqJz2IbKgkwRQlpFgCvoEIFhZAIVUoPVhX/dfggujxf7z+nRNmBO+F4t3QYsK8+FWhWiodHx46IDbahA2ikqcaFGv/T7AmlpbgyB1OkMrhiO1dws/oHYUvvwP1+Mv35iQ+hr9+wRwWz9+uifq1BGjPjUl2Sj+bvXYs38AvHEmTOiUVE8o5ZCNYcCQjc2evJJsd02VOfeeI0d/TIyAlgsM69Cmp092p2YgZQSwEBKREQ0ie655x7cc889qV4GBegeEdtmy/O00GrUuGl1BZ471oP2AYtoaBRwFq6wXYz90FsSa2rk9cr44s6j6DXY8cBdF0GtkrAzoLNvvPc63h2hodFLL4nHyy4Lfr6qClq3E9kaVcgtu0qFNOoZUqNRVA0jzbO86y7gox/1f6tWSdCEG/fyxhvAhg3xNfBRRowESE8LuL/SpXbhwtjvGY4y+kUJpGYzsHu32K4bLsTGo7Y2eMuuMvJlplVIgdEqKQMpJYCBlIiIiOaUXt/Il3JfI5xt66rhcHthdrhFQyNlTM/NNyPzbBsy0lQJnyH97ett2H2yH//+/mW4tqEMVy4pxT8OdcHl8UZ/8xgdw1aYHGE61sqy6Fi7bh1QXx/8mjL6RSOH3LLrr5BG27L79a+LAPVkmMEKAwOiO/GxY+IMZyQmE3D4cOzbdRWVleMCaRDltWSMTZk/XzRFUgLpCy+ICvFEt+sq6upEtdfuO1eshOmZViEFRn/fDKSUAAZSIiKiSdTU1ISmpqZUL4MCKGNeyn2jQlZU5mGpr+lOdWGmCKSLFgGrVgFOJwq16oTOkL7VOoifvngKN6yqwN2bagAAt6+vxqDZgddODYy73u3xwh0hqLZ0GwGEaWh05IiYpRlQnfTzhYUiuEJXSI12SBJQmBWhGU1TE/Db34rOsidPiuY+Y73+unh0OIBTp8LfCxBnXT2e2BsaKaqqxJZqqzX060ogVSp2E6FSiW27ys/y5JOiWdTYCnSilE6750XDqRldIWUgpQlgICUiIppEp0+fxunTp1O9DArQa7AjU6NGbqaYYSlJEj60XlSlaoqyRCBdv150QgVQoPbGfYbU5fHiizuPoq4kG/dtXQHJt8XzvUtKUJydgR0HOsZdf9fv38Y//WF/2Hs2dxmQppKwuCxEQ6M//lFsfb3jjvGvKYHUbQs59qXf5EBRVgbSwm2tdTiAT3xCVO7+/nfx3CuvjL/u1VdHvz56NOzPAUBs11Wrg8fTxEIJmgHnSIN0dAAlJZHHvcRD6bTrdgPPPgt84AOiEVIyKLNIlXOkHR2ARiMaN8003LJLE8BASkRERHNKj0F02JUCzgHetWEBHv7ni9EgWUTYCQikhV5H3BXSV072o8/owNevW4qsjNEAo1Gr8MGLKvHqqf6gETA/fv4k9rXrcfDccNjtvC3dRiyal4OMtDEda+12YPt24JZbgIKC8W/MzQVyclBsNWAoxM8xYHJE3q774x+Lhkm//a1omFRQED6Qbt4suuG+8074+wGiodHataIhTjyU7awdYc7hdnYmZ7uuYulSsU35lVcAvX7i414CKRVS5RzphQti7aoZ+MdzVkhpAmbgf/FEREREiesx2ILnVkJ0hL1icQmkQ4fEEwGBNN9hwbA1vqZGOw90oDQnA1csLhn32rZ11fB4ZfzjsKjyPXesB//35lnUl2TB6fHiTN/4LryyLKOl2xC6odFTT4ltrKG26yoqK1FkHILe4oTXG9wlt9/kCD/y5cQJ4Ac/AD70IeD97xdh6corRXOfwG67vb3i2muuEXNQIwVShwN4++34z48CQE2NeBw7v1OR7EC6ZIkYJfOTn4igfc01ybt3WZmo5CoV0pk48kWxYYP4vTc2pnolNAMxkBIREdGc0muwozwvM/SLBw6I0LV6NZCTAxQUoNA8HFeFtM9ox6un+vHBi6pCboOtL8nG+poCPHKwA639Znz10Xexujof99+5FoAY7TJWv8mBQbMzdCD94x9FGNi8OfyiqqpQNNQDj1eGwRYcrvtN9tAVUlkGPvUpICsL+MUvRp/fvFmEp8CRJcr50SuvFL+7SIH0wAERSuM9PwqICqlaHT6QdnQktymQ0mn3pZfEz52Tk7x7S5LYthu4ZXcmNjQCgJUrxfpZIaUEMJASERFNIo1GA41Gk+plkI/HK6PP5EB5XpgzhgcOiBmTWVni+wULUDAyAKPdFbHhUKBHD3XCK4tKaDi3ratG+6AFd/zvPmjUEn5z51osLs2BLl3tb14USAmpjZVjGhp1dQEvvgjcfbcIauFUVaGoV2xzDey06/XKGDQ7Q88g/fvfxVnP//qv4HON73ufeAzctvvqq2Jr8Jo1ohlUX5+omobyxhviMZHmQGlpIrSFCqQWi6gUJ7NCunjx6NfJ3K6rqKsTP4vHI6q7M7VCSjQBDKREREST6M4778Sdd96Z6mVMKYPVhY/+cT8uDIXphJpCAyYHPF553JZdAKIiqDQ0UixYgML+bsgyxlUWQ5FlGY8c7MDFtYWoLc4Ke90HVpQjK12NQbMDv7pjDSryM6FSSVhWnhuyQtrSZYQkAcvKx1RI//QnsaU02qzbqioUd4turv3G0UCqtzrh8crjZ5DabMD/+3+i2jl2K/CSJUB5+fhAevnlIjCuWiWeC1cl3bNHhP6ioshrDmfs/E6F0ugomYE0K2s0JN5wQ/Luq1AqpD09IpTO1Aop0QQwkBIREVFSvXqqH6+eGsCLx8NUyFLIP/IlVCA9dw4YGgoOpPPnI79bjOOIZRbp/rN6nBuy4vYI1VEAyMpIww+3rsAvbl+N9ywaPWfaWJGL493Gcec8m7sNqCnKQnZAgyTIMvCHP4gguHBh5IVVVmJpXzs0Kgm7T/b7n1bC6bgzpD/7mdiC+fOfj6+8SpKokr7yilhDdzdw+jTw3veK1yMFUo8HeOutxM6PKsIF0sma47l+vfgdV1Qk976AqJAajaO/K1ZIaQ5iICUiIppEr7/+Ol5XztfNEU1tgwCA4yG2nqZar0F0tg15hvTAAfE4tkI63AcA0FuiV0h3HOxAdkYarlsR/SzdTasrcdPq4HmZDRV5sDg9ODdkCXq+pds4/vzoW28Bra2RmxkpqqpQaDPi6jINHj/SBadbbD8e8I2BCTpD2tMD/OhHwM03j4bMsTZvBvr7gZaW0XEvV14pHgsLRZUyVCB95x3AZErs/KiitlZsB7bZgp9XZpAms0IKAH/+M/Dcc8m9p0IZ/aL8bwQrpDQHMZASERFNorNnz+JsuAYss1RTqwikzReGUryS8Xr8gTREhfTAAdFJdcWK0ecWLECBVQTraBVSk92F54714IZVFdClJzCr0uPB8nIxBiXwHKnB6kLnsA0NFWPOj27fDuh0wK23Rr+3L6TdlmWG3uLEyydEyFZGzwRt2f3mNwGnE/jv/w5/v8BzpK++CuTnj1ZGgfCNjfbsEY8TqZAqnXbPnw9+XgmklcEhf8IyM0fPFCebMvpFCaSskNIcxEBKRERESdOht6JzxI5i8zBah2ywOT2pXlKQHoMNGWkq5OtCNJo6cEAEqfT00ecWLEChzRdIo3TaffqdHthdXty+PsEq1yc+gcUf/zA0aikokI42NAqokLrdwD/+Ic41xjLL0xdILzddQHmeFjsOiO2t/aYxW3YPHxZdez/3ucjbgBcsEGFq924RSK+4Inhr76pVwMmTYkZqoMceE2dQJ1LFVKqKY/+ip6MDKC4WAXKmUH6WQ4dEB9+8vMjXE81CDKRERESUNMp23XsOPw0vJJzsTc623abWQRw6Pzzh+/QY7CjP00KSpOAXPB4RCgK36wKiQmozARANgCLZcbADi+dlY1VVAqHC7QYeewzpr76CxaXZQY2NlHAaVCF99VVgYADYti22+xcVARkZUHd34daLqrDnzAC6R2wYMDmQk5GGzHS1OA/6pS+JLbff+lb0e27eLDr8trePbtdVrFolfqctLaPPnTghOux+7GOxrTmccIE02TNIp0JOjgjRHg+rozRnMZASERFR0jS1DaHYacZNLa8BQMgRJvGSZRlf3PkOvvlE84TvFXYG6alTgNk8PpCWlCBTo4JW9kSskJodbrzTMYLrV1aMD7uACJxPPw2cORP6Bm+/DRgMgNOJxkwPWrqNkGXR2Ki524DyPC0KswIqtzt3isrodddF+5EFSRJbWTs7cdtF1ZBl4B+HOjFgcqBEGfnS0wO89hrw5S+LLbjRvO99oxXQUIEUCN62++CDgEYjRtRMRFkZkJEROpDOxDOYyrZdBlKaoxhIiYiIJpFOp4NOp0v1MqaELMtoah3ExrNHUWXsR57LlpRAenbQgl6jHSd6jFG3zUajVEjHeeQR8bhpU/DzkgTMn49Ctw3D1vBNjTr0YsTNuFEvw8PiLGZdHXDjjeGrgy+84P+ywdwLvcXpP+8qGhoFVEddLrH19cYb49ueWlUFdHZifpEOG+uKsPNQB/qM9tGGRm1t4nHNmtjup4TQoiKgsTH4tfp6ce5SCaR2O/Dww8AttwClpbGvORSVSpwjDbVld6ZVSIHRiu9MDNNEScBASkRENIm2bduGbbFuq5zh2gYsGDA7sensEUhFRWgYOBtypma89raPNkd6+2zijZI8Xhl9Rvv4GaTDw2LMyc03A4sWjX+jb9tupDDcOSw6vlYXBvzlw/e+J0LGV78qzmNu2wa8+ebovMxAL7wAXHIJkJODhnNim2tLtxFWpxvtA+bgDru7dwN6PXD77bH+6IIvkALA7eur0aG34UjHCEqUhkZKIFUqdtHMmwds3Ahcf70IiYHUatEcSgmkjz4qfs+f+lR8aw5nbCC1WsXvZCYGUlZIaY5jICUiIqKk2Os7P7rp/DvAtm1o7DiBkz1GuDzeCd23qW0I83IzoEtXo6kt8UA6ZHbA7ZXHV0h/+lMxC/I//iP0GxcsQIFJH/EMqVIhrS7wVSxbWoDvfEdUEY8cEd1ov/c9cU7z0UfHLGxINFTasgVYswbLDr8BSQKauww40WOCV0ZwIN2xA8jNBa69Nr5fQFWVCMOyjC2NZcjRpsHjlUcrpO3tIlguWBD7PXfvFltxQ1m1SgRSWRbXLFwYfoxMvGprxdxYhRLyZ2KVkRVSmuMYSImIiCbRyy+/jJdffjnVy5gSTW1DqHRbMD9LDVxxBRr62uH0yGgbMCd8T69Xxr62IVxaX4z1NYVhA6nZ4faPMAlH2QJbFniGdHAQ+OUvRfVy5crQb1ywAAWGQQz7ZnaG0jFshS5dPXrO83/+B9BqRcfa1avFc0uWiJC2c2fwm19+WYS2a68F1q6F7vAB1BVnoaXbiOP+Dru+LbtOJ/D446Kam5GBuFRWivcPDkKrUeNm3wzUoC271dXBXYajycwMf/2qVcDIiKj+vvEG8MlPjq+kJqq2VlREjb4t4R2ia/CMrJAqY4aWLUvtOohShIGUiIhoEnV2dqJTmY84i3m9Mva2D2FjxzFIGzcCdXVo6BNbQJu7Ej9HerrfhCGLExvri7Cpvgit/eaQwfMrj7yD2x/cF/FeIWeQ/td/ie2e3/1u+Df6Rr9EDKR6G6oLdKKh0fAw8Kc/AXfeKTqoBrr9dqCpaTRAAaJTbX6+aKi0di1gs6EhCzjebUBLtxEFOs3oml98UTQ/ine7LjAa1gK27UoSsKDId+61rU2c/UwWJYh/4QvJaWYUaGynXeX/xmZiIN2wAWhtHd9Qi2iOYCAlIiKiCTvRa8SI1YVNLW+Jc4V1dagd7kam5J3QOdKmVlERFYFUhLvAM6UA0G+y48XjfTg7aIE+wjnPXoM45+kPd729wK9/DXz4w5GrUwsWoMBmhMHphTvM9uPOYSuqC32V19//HrDZxCzPsW67TTwqTZRkWVQQr7oKSEsTgRRAo30A3QY73mwdRGNl3mjn3p07gYICcX28lDOKvhDXWJmH1798Ja5ZPk88396e3EC6YoVoCnXqFLB168SbGQWaTYEUSO7vnWiGYSAlIiKiCdvr20q78cK7IpAWFkKdk41lbgNaJlAhbWobwoIiHaoKdFhekYtcbZo/pCoeO9wFj1eMSIkUfnsMdqSrVaPbau+7T2xh/c53Ii8iYBbpiG18p11ZltGht6KqQCfmSf7618AVV4yOPgm0cKEIncq23ePHxfnHa64R3y9ZAmRmouHCCQCiWdJy5fyo3Q488YToVBvPtlrF0qWjn+kzv0gHlUoCTCYx1zTWhkaxyM4eDVqf/GTy7guMD6QdHaLbbzxdh4loWmAgJSIiognb2zaEOtmKcodJBC5JAurq0DjSieM9Rnh9gTEeHq+Mt88OYVN9EQBArZKwoa4ITe2D/mtkWcbOAx1YWpYDIPLc0x6D6LArSZIIgQ88ILaRLlwYeSEVFSiwi3OwoTrtDltdsDg9osPu008D588Dn/98+PvdfruYO3ru3Oi4F6VBUVoasHo1Gt55y3+5f+TLCy+I4JjIdl1ABMSaGtFwaaz2dvGY7ErdZZeJkTBj55ROVGGh+HkCK6QztTpKNMcxkBIREU2i3Nxc5ObmRr9wBnN7vHj7rB4bek+KMKo026mtRUPHSZgdblzwdaGNR0u3ASa7GxvrR89hbqovQofe5u9qe+j8MNoHLfjYZbWozM+MGEh7A2eQ3n+/mOf5zW9GX0haGgqzRUUy1CzSoA67v/yl6FJ7443h7xe4bfeFF0TlMnDkx9q1yD+wF5X5otrXqFRIH34YKCmZWLhraACam8c/r4x8SXYgfeABYO9e8RcUySRJokoaWCFll1qiGYmBlIiIaBJt3boVW7dujfn6QbMDV/3sdRw6r5/EVU3MkQvDWPHdF7Dkm89jyTefx/LvvACzw42NR14FNm0avbCuDg3H9wMAmhM4R6p01N1QV+h/buOYc6Q7DnQgK12ND6wsR0NFLlq6ImzZNdpEIHW7Rbi77rrRrZ9RFBSKUDgUorFRx7AvkA52Aq+9BnzmM6LSGU5trWhg8+c/A3v2jB/fsnYtYDKhMU+NrHQ1aoqygJ4e4KmngHvuEQ2CEtXYKM50usYE63hnkMYqI0NUMidD4OgXVkiJZiwGUiIiomnkH4c60dpvxsFzw6leSlh7Tg/C7HDjnk01uOfSGnz00hr82zIdrj7+pjg/qqirw6LuM9CopIiVy3Ca2oawqDQbpTmjXXEXz8tGUVY69rYNwexw49ljPbhhVQV0v/4VGva9jLNDFlgc7nH38npl9BrsYuTLiy8C3d3AP/9zzGtZUJoDSfbiTP/4ETYdetEsqfovvxdnGD/2seg3vP124NgxcS40VCAF8MXMfvzqjjXijOcf/iDOp070LGZDgwijra3Bz7e3i22w+fkTu/9UUiqkNpuY5cpASjQjMZASERFNol27dmHXrl0xXSvLMnYcFONAlBEl01FztwG1xVn4+vuX4evXiX/uHX4HWo8rOJDW1iLD48aibBWaI1QuQ3G6vThwVu8/P6qQJAkb64vQ1DaIZ97phtXpwbZ1VcAvfoGGl5+ALAMnesaH3yGLEy6PLCqkf/iDGMdy/fUxryd7fiVqh7vR3Dky7rWOYSsKdBpkb39YjHopLBx/g7GUbbvp6cDllwe/tnw5kJ6OJccPYPOyeSKI/u//Aps3Rz/vGk1Dg3gcu223rS351dHJVlsLWCzA0aPie27ZJZqRGEiJiIgmUW9vL3p7e2O69tD5YbQPWAAAPb4RJdPR8W7jaKMdxd69IhBUVo4+5ws4DSorjncbIcuxNzZ6t3MENpcn6PyoYlN9MfqMDvzPK61YVJqNNf1tQEcHGntE1S9U+O1VZpBKTrH19SMfia9T7YIFWN7XjpaO8ZXrDr0V1ZmSqNS9972x3W/+fOB97wO2bAGysoJfS08XI1MOHxbfv/iiaJSUjE61y5aJ85djGxsle+TLVFC2W+/ZIx5ZISWakRhIiYiIpomdB8V5yIsWFPgD1HQzbHGia8Q22mhHsXdvcHUUEM19JAmNlj4MWZzoM44/fxlOU9sQJCng/Oi3vy0aBgH+qmnXiA3b1lVDeuIJQK3GPPMQiiR3yO3BSsAvf3O32LIax3Zd5Wdp7G1Dl9mFEWtwp93OYRuqvb6mTcuXx37PZ58dHf8y1kUXiUAqy8CDD4oZnjffHN+aQ8nMFMEzsELqdovAO9MCaU2NeHzjDfHIQEo0IzGQEhERTQNmhxvPvCvOQ9aXZCV1y+4z73bjyaNdSbmXEvaCKqRdXaLLaWBDIwDQaoGKCjT0hq9chiLLMvacHkBDRS7ydekicHz/+6IjrtGIBUU6VORpkaaScMvaSuCxx4ArroC0cCEazD1oDhlIxe+zbMefgYsvFs194lFXh4b+tqDfASDOpnYN21BlGhCVR2XWZyy02tGOxGOtXQsMD4ug//TTwEc/mtjs0VAaG4MrpBcuiFA6E7fsAsBbvhE5DKREMxIDKRER0TTw7LviPORt66pRlpeJAbMDLo83Kff+8a6T+OmLp5NyrxZft9yGwArp3/4mHkNtV62rw+K2dwEAbQPjGwKF8rf9HTh4fhg3rqoQ5yc//3mgoAAwm4E//QmSJOGTl9fhs+9biOLOs8DJk8AttwAbNqCh/RjO9JngcHuC7rnn9ABKtSoUHdoXf3UUECNszH0ARn8HANBnssPp8aK697wIdJmZ8d87FF9jI3zuc+J38PGPJ+e+gDhHeuYM4PBVrCdrBulky8kBioqAkRFxblenS/WKiCgBDKRERESTqKioCEVFRVGv23GgAwtLs7F2fj7K87SQZaDfFPsW13A69FZ06G24oLfCYBs/QzNezd1GVOZnoiDLV62z2YCf/EQ03Fm1avwb6uqQe+Yk8jI1/vEokbzbOYLvPtWCyxeX4OOX1QG//71oWvPb34rK5v33A7KMey6txReuWgw8/rh44803A5dcgsa2d+D2yjjTNxp++4x2vHqqHx8cOQ2VNgP40Ifi/8FVKhQuqkGFw4jmrtEKqdJht6r9eHzbdaNZsQJQq8W23auumngzo0CNjSLknjolvp+skS9TQamSsjpKNGMxkBIREU2iG264ATfccEPEa1r7TTh8YQS3r6uGJEmiEyyAnpGJNzba65vlCYhmRBPV0m3A8sDq6P/+L9DXB3zrW6HfUFcHdHWhOl/rD2/hjFid+Ne/HEZJTgZ+cftqqAwjwDe+IbrQbtsm5nuePAm88sromx5/XATVqipRIe0T1b7A7cH/ONwJrwxse+w3wK23AnljGjLFavVqLO8+HVQh7VRmkLYcSm4g1WpHO+Imo5lRIOW+yrbd9naxHTiwIdVMoQRSdtglmrEYSImIiFJs58HO0fOQej3Kv/4lAMkZ/dLUNoicjDQAwVtNE2FxuHF20IJG5fyowwH8138B73kPcMUVod9UWwvIMqoz5IgVUq9Xxhd2HMWAyYHf3LkWhVnpwHe/K85R/vKX4nzmtm1iXMv994s3dXQABw6I7boAsHIl5tuGkS2PNjaSZRmPHOzExTo3ajtOJ7ZdV7FqFRq7TqF9wAKrU8w6VUJ25VD3aNBLlve8RwTtm25K7n0XLxbVV6WxUVub+PekVif3c6YCK6REMx4DKRER0SR6+umn8fTTT4d93eXx4rHDndi8rBTF2RnA97+PsufENtSJdtqVZRlNbUN479JSzMvNCNl9Nh4neoyQ5YDzow89JBoahauOAv5toNUeCzqHbfB6Q49+uf/VVrx2agDfumE5VlXni7B0//2iOrh6tbhIqxVnKZ98UjTieeIJ8bwSSNPTobpoLZYbu/3he/9ZPc4OWrCt+WURXsIF51isXo2GvjbIGJ112jFsxTyNLGawJrNCCoit0O+8k7xmRoqMDBFKlQrpTJxBqlA67TKQEs1YDKRERESTaGhoCENDQ2Fff7tdj0GzE7deVA20tgL3349chwU6r2vCFdL2QQv6TQ5sqi9CY0XehCuk/g67lblidMp99wGXXCLOOIajBFLzIJxuLwbM48/Ferwy7n+tFVsaynDXJfPF+cbPfhbIzRXddQP9y7+Ix9/9TmzXXbYMWLJk9PUNG9DQ/i5O9Bjh8crYcbAD2RoV3v/E/4pOtaoJ/NGnsREN/WeDfhcdeiuqPWJ2bFwddmOh1YpmPZOhoUGEflmemTNIFdyySzTjMZASERGlUFPbINJUkpit+fWvAxoNpA0bUGYZRq9xYmdIm3znRzfVF6GhIhet/WbYnJ7xF54+DTz1VNT7NXcZUJSVjrJcLfCXvwDnzonqqCSFf1NZGaDVompQjJ3p0I/ftts1bIPd5cWVS0sgSZK45+uvAz/9qdiiG2jBAuD664EHHhDXbN0a/Poll6Cx6zRsLi/e7RzBc8d6cIOnFzq3E7j77qg/Y0RZWSgvL0Sh2+Y/o9o5bEO1aUBU6rKyJnb/qdTYKIJoZydgNM7cCumGDeK/hyuvTPVKiChBDKREREQp1NQ2hFXV+cg6tB949FHgq18FrroKFUPd6A4R3uKxt20QlfmZmF+ow/KKPHhl4GRviG27X/86cNttouoZQUu3EcsrciF5PMAPfyhGk7z//ZEXIUlAbS2qO84AQMhzpMo4mPqSbDFT9Ec/Elt1P/rR0Pf87GcBvR7weke36yo2bEBDn+gae9/zJ2F3eXH7838Arr4amD8/8lpjIK1ahYbBc2jpNsLl8aLHYEN1z9nkb9edbA0Nojr67LPi+5laIc3PF3Nak/DvlohSg4GUiIgoRYx2F97tHMGmuiLgS18CysuBL38ZWLECZaYB9Opjm9sZitcrY2/bEDbWF0GSJDRWinOf486Rer3Aq68CTqfoYBuGw+3B6T4TGivzgB07xPbib34zcnVUUVeHqjPHACBkp11/IB3uFlXMSy4BfvWr8PfbvFmcgZw/f3Rep6K6GvXpHqTLHrx9Vo8lWRJWHX1zYs2MAq1ejYZzzTjda8L5IQu8sm/kS7IbGk02Zb1KZXymBlIimvEYSImIaFZxOFyQ5dCNc1KhrKwMZWVlIV87cFYPrwxs7DwG7NsH/Od/im2fK1ag3DSEfpsHbo83oc892WvCsNUltgIDqMzPRF6mZvw50qNHRSdbQDTQCeNMnxlur4yGshzgBz8QWz5j7f5aVwdt62mU5mSE3LLbNmBBQWYaCu64FdDpRKU4IyP8/VQq0dDoySfHB2JJgubidVg23AkA2NZxAFJBQfI61a5ahYa+dri8Ml452Q8AqB7smnkV0oULRbOk3bvF98pZTCKiKcZASkREs0b/2S6s+9rjeOp3j6V6KX5btmzBli1bQr7W1DaE9DQV1v7oG8CKFaNnHBctQpltBF5IIZsAxaKpbRAAsNEXSCVJQkNF7vgKqRJI0tJEOA1DCbINx/YCJ06I6misDYJqawGjEVU5GnQOj6+Qtg+YUT/cJaquO3fG1jF12bLR7rtjbdiAleeOIV0l4ZadvwbuvFM0CEqGVav8W4Kfb+4FAFQbemdeINVoRDMop1NU5nW6VK+IiOYoBlIiIpo1Hv/LizBlZOFIa1+qlxKTprYhrNPYoG07I+Z5KnMg09JQkS8CQqKddve2DaG2OAvleZn+5xor83CyxwRXYNX1lVdEuFu5MmKFtLnLiOwMNRb85D9FkLn11tgXo3TaVbtDnyHtN6Pu9DvAvfdObCyLYsMG3PvW37Dz1E4UGgaTt10XACoqUKN2IcvrwpELI0iDjHLTkPgdzjSNjeJxpjY0IqJZIWoglSRJK0nSfkmS3pEkqUWSpP/wPV8oSdJLkiSd8T0WTP5yiYiIQpO9XuwQBSu0WWM41zhFHnvsMTz22PiK7bDFiRM9Rmw68iqwahVw7bVBr5dVlwIAekbiD6Tu7X/F/lM92FiZHfR8Q0UunB4vWvt9Z1OdTmDPHnEmc/VqUSENs925pduA5eluqN59B/j3fx8Nz7FQAqnLiB6DPWgbssHmwqDFifqhTuDii+P5McO76CIU201Y/djDwJo14p9kkSSoVq3EckM3AKDCbYa6ugrIyUneZ0wV5Rwpz48SUQrFUiF1AHifLMurAKwGsEWSpA0AvgZgtyzLiwDs9n1PRESUEoeefwvtOaXIdlrRrs6O/oYpYjQaYTSO72y7r12MZNl48GXgi18cdxayfEkNAKCnVx/fB46MoPmb98Ekq7HpR18FPv5x/1bchoo8AAGNjfbvB6zW0UA6OAj09Iy7pccr40SPCctb3hbh5Y474ltTfT0gSajW98DjlYOqvu2+hkZ1+s7kzfHMzhZboIHkVkcVvsZGAFBt6J9523UVSoWUgZSIUihqIJUFpc2fxvePDOAmAA/7nn8YwM2TsUAiIqJY7HjpGHROO+7SDKIrqxDWEVOqlxRRU9sQdB4nVspm4EMfGvd63srl0Lrs6D3bFd+N//pXNM1bAgDYsKkB+OtfRYXwU59CbXEWMjVq/wxN7N4tzoFecYWo0gIhz5GeHTTD5vKg8ViTGBGTlhbfmnQ6oK4O1edPAQieRdo2YAEA1Ou7ROfcZLn0UtEY6cMfTt49FatWoaH7NADMzJEviosuEo2NxnYqJiKaQjGdIZUkSS1J0lEA/QBekmX5bQDzZFnuAQDfY+mkrZKIaAb4xhd+jVf//GyqlzEnmYdG8Kx6Hq739GBl/TwAwNmj4UeYTAdNx7tw8bl3ofnsp0UoGENauRLlpiH09I5Evde3nmjGtT/fg2t//jqubcnAA5fejqVlOSh+4H+Ari5RJX3wQaiPHsGy8hwcVyqku3cDa9fikTYzvnghE05VWshzpPvPiiptg8oGfOQjif3ADQ2oPn4YQPAs0vYBM9JkL6rztUBmZrh3x+/73wfefhsoLEzePRWrV6Ohrx0AUD00AzvsKqqqREX8Ax9I9UqIaA6LKZDKsuyRZXk1gCoAF0uS1BjrB0iS9ElJkg5KknRwYGAgwWUSEU1vpv4h/FVbi+cPnkv1UuakZ//0PKwaLW7f3Ii6pfMBAG0nL6R4VeH1Ge1oM7qxqecE8KlPhb6oogLlthH0mCJ32XV7vPj7gQvwyjJq01yo7W7DplwvvnDVInFBQQHwk58A+fnAd7+Lxso8tHQb4DWbgX37sH/zLfjaY8fwWHM/fnTTveMqpBeGrLjv6WY09LZi8SfvChmeY9LYiPJ39kOtkoJmkbYNmLHAMgjNkiRWRwERRJWqb7ItXYolxh58+vRu3HBiz8ybQRqosDC2WbJERJMkri67siyPAHgNwBYAfZIklQOA77E/zHselGV5nSzL60pKSia2WiKiaar9sKjG9bj4B7tU2HHGiHpTH9Zefzlq1iyFJHvR3hXn2ctJUlVVhaoxY0z2HhJjQzZdVB++gidJKNPI6HVHbh7UOWyDyyPjk5fX4YGWR/HAC7/AA1+4Flsay0cvyssDvvxl4Omn0eDQw+L04PxLb6I/PQufTV+F+YU63HHxfPxx8ZV4enD0v2G7y4N/3X4IcDrx21fuh/pjEziP2dCANJcT5ZnqMRVSC+r6ziXv/OhU0GigXrYUX33855hv6JuZHXaJiKaJWLrslkiSlO/7OhPAVQBOAngKgG9gGu4G8OQkrZGIaNprO9MJAOiRkjTrkGLW+vYxHM6twu2lXkgqFbQ52aiy6NE24kz10gAAV111Fa666qqg5/a++DbybCYs+8w9Ed9bnq9FX3o2PIFjWsZoU5oCZavEedFt20QAHevznwcKC9Gw4/8AAO/ubcbnbvoajF4VfnvXWnzvpgZcpDLj/626Fa3nxN8xf/epFrR0G/HzXb/C/M2XTmyWp6+BTrVk958hdXu8ODdoQf3A+ZkX6pQZqJWVoX/fREQUk1gqpOUAXpUk6V0AByDOkD4D4D4AV0uSdAbA1b7viYjmpPbuYQBAb8YMHP0ww+147C2kedy45c5r/M/Ve81o9yS4tXSyWa1oMkjY4B6CevGiiJeWlRfBo1Jj8FR72GuUQFr/xouAyQR84hOhL8zJAb76VSx68m/QSMD3XdV4u7oRP9y6AkvLcqFRq3D/6gxkuhz4l+2H8XDTOfz9QAc+UyVj87HXRNCdiCVLALUa1RY9OobFlt3OYRtcXhl1+q6ZVSEFRrcDz9Tzo0RE00QsXXbflWV5jSzLK2VZbpRl+Xu+54dkWd4sy/Ii3+P02BtFRJQCbSYPAMCcroNpYOb+z+E/fvFXdB47neplxMxld+Axex7eZ+lAycL5/ufrdBLaMwvhjVBZjNWR597Aa39JvFnVzp07sXPnTv/3HTufREduKTZesiTqeyvqxVbfnnfCN2hqH7CgKCsd+X94UFQZN20Kf8PPfAYZhQVYZOzFYEY27kwbwNa1o9uJyy5ejf956r/QbnLjO0+14NKFRfji/kfEOdTNm2P4aSPIyAAWLUL1QAcGTA7YXZ7RMD2UxJEvU0WpkM7k86NERNNAXGdIiYgotHZvBtReEUp7z0zfZjqRnHjtAL7Um4c//3l3qpcSs0O7mjCUmYutayqCnq+flwObRove0+cmdH/Z68WXnm3FFw8Y4XV7ErqH1WqF1Tp6ZnLvm2J+5aar10d9b9kK0ein58z5sNe0DZhRnyUB+/aJbrqRGtRkZwP/7//huiMv4bJzR/DtaxYGv75gATYZzuNb9uNorMzFL29pgPrJJ4Cbb068mVGghgZUnT0BAOgctqJdGfkCKzDT+kysWQMUF4uROURElDAGUiKiCfK43DirK8IqUw8AoOd8T4pXlJgdTx8AALSZJ15VnCpNB1uh8nqw8YbLg56vqxMNfdrebZ3Q/Q89+wbac0qhz8zFqbeOTOheAACXC016L4q9diwqy416eXlFMQCgp2sw7DXtAxbUdbeJwPhP/xR9Df/6r/hc+2v4y7M/RsbGS4JfkyRg1Sp8dP8TeOZz70Fx02uA0Tjx7bqKxkZUnzkGAOjQ29A2YEaRy4L82urk3H8q5eUBAwMirBMRUcIYSImIJqir+Qycaem4rEB839MznNoFJcBhtuIJj+j22ibpUrya2O3Ve7DC1Iu8suKg5+tXicpi+9neCd1/x8vNyHCLsStNvsrmRMh79qCpfBk2lqRDimHURoFOgwyvG716S8jXR6xODFmcqD+6F7jhBlGxi0anA/70J+DXvwY0mvGvr1oFvPsu4PUCO3cmZ7uuoqEB1cPiL2w6fBXSuqEZeH6UiIiShoGUiGiC2lpEw5kNa+sBAD16cyqXk5CX/vI8RrQ5WGXswoWsIjit9lQvKSrriAlHs8qwMXf8VtqSuirkOKz+M4qJMA8O41l1GW5296DGPIC93aFDYTzann0F/TlF2LQhtgAmSRLKVS4xTsg5vmtwm2/La92548D66FuA/a65Brj77tCvrV4NWCxASwvw5JPALbeEDq6JaGhAiXkY6ZKMDr0Vbf1G1PednXkddomIKGkYSImIJqjNNyJj2YZGFNsM6DW7Uryi+O14tw+VFj0+sjQPHpUaF945leolRXVwVxNcag02ra4Z95qkUqHOrke7LfG5sM/++XlY07XYdvUKbNRY8HZ6KdyO+EfJ1NbWora2FpBl7G0W44E2La+I8q5RZVka9GYVAafG/zsJagq0JHqTpJgozXr+679E195kbdcFgEWLoNKkoUq2obnLiCGrG3X6GdjQiIiIkoaBlIhogtqGrCiwm1BQVYZylxk9zsRDUCp0Np/BmznVuDXPjkVLxFm+tuNnU7yq6JqOnoXG48K6LZeGfL1e40KbOjvh++84Y0K9qQ9rr7sMm5aUwZShQ8trB+O+zxVXXIErrrgCOHkSe3UVqFC7Mb8w9m3R5SW56M4tBo4dG/da+4AFGklGlaEveYF0+XJArQa2bwcKC4H3vS859wVEpXXJElSbBnHwvOhGPSM77BIRUdIwkBIRTVCbQ416xwgAoFxyoRfTdP5lGI/+/VUAwK23vxd1a0UwaOsYSuWSYrLXqMIacy90BaGbA9XnZ6AnqxCWYUPc927d9y4O51bh9nmi2rrhGtH8p2nfiYTX633qaeydvwIbF5XEdH5UUVZdir7sInjfHR9I2wbMqJFtSFNJQH19wmsLotWKLbSyDGzdmrztuorGRlT3nYPLIwMA6k39QE1Ncj+DiIhmDAZSIqIJatfkoi5dnGMs10rozojePXW68Lo9eMSgxaWmTlSvWISckkKUWkfQrrelemkRGfqGcCy7DBsLw/+/sbrqIgDA2cPhZ3iGs+PxJqR53Nj6kWsAiDOpS4w9aOpzxH2v7du3Y/v27Tj5ytsY1uVh04r50d8UoLwwC251GgZPju8Y3D5gRp1lAKitTc5YFsWqVeLxttuSd09FQwOqO8TPovF6UFWWLyqyREQ0JzGQEhFNgKF3EIOZeagvygQAlOVmwJSRBfPgzOi02/SPl9GVVYRtK0v9z9W5jWhzJ7kqlmT7n2+CV6XGxosWhr2mflkNAKDtdEdc93baHHjMnofN1k4U11b5n9+Y6cTBzHlxN3xyuVxQDQ+jaViM09lYXxTX+8vzxH9bveeDOwa7PF6cH7Kivvds8rbrKrZuBS6/HLjyyuTeFxAVUkMfAKDG1I+0JYuT/xlERDRjMJASEU1A+xFRfaubL8ZtlBflAAB6W+MLQamy481W5NnNuObOLf7n6jO8aE/Ph+ydvvNIm5o7keF2YM21G8Nes2D1Uqi8HrR16uO69yt/ewFDmbm4/eLgSubGhkrYNFq88/K+uNdb+e672Dt/JWqz1ajIz4zrveV5WgBAt8UDGEa3H3forXB7ZdS1NQOLkxzqtm4FXn89+dt1AVEhHRHhuq7vHDvsEhHNcQykREQT0HZadE2tb6gDAJRXiWA6tpo1HY109eGFjArcoh76/+3deVzc1b3/8dd3FoadECBAAlkgO2TRrIwa12jiviVx1+pt69Jba+1if61dtNretre1rVZvb69ardbEJW6JiRqXqJDdLJAdskACCYSEnYGZ+f7+GEKCbAMMGTDv5+PBg+F8z5xzJsevXz6cjdCoiOb0tIQIKkIjObK/OIit61hOrZ1ptSU4ItoP7hyR4aTWlJNf2fGux/fe9ySjf7C4+eve7ZBYe5RZN1zSIt/MuU4M00v22l0t0v/nl//g8nv+Tvm+A+3WMXjTJtYMzSSrC7vrHpfUFJAWDkiC3BNnoR4/8iW9pCDwI6S9KS2N1HpfYJ1+pFAbGomInOYUkIqI9EBB8TFsHjepE0YBkDzcF3AcLO77mwK9+cIyGmwhzLui5fmV6cMSASjY2DePfjmy7yDbo5PJSuh8zWSaWUOBx9Hu9cZ6Fx+GpTCp9hB32g5xp7WEb5lF/DErDpujZfkxyQlkVhWTfcTdnPbxi0v4bV0iuTFDuP+3b+JpdH+1CixuN0cP1VIVEk5WenwXPqlPXEQIYwY6eHfs2S122j1+5Eta+YH+FZBarQxIS+XPS/7IbRuWKCAVETnN2YLdABGR/iy/ysMwjmAP9QU9g9JTgXxKjlQHt2F+WFTYQCYHyTjvshbp6RPSYcsu8vOLmR6ktnVk1fJVgAPnzM4DmfRwgxxzIF63B4ut9cY5u1ZtpsFm55bMOK66t/MNfLIiPTzvTaauspoj+4t5YH0VYxqquWGYg18ynD//4v/4/uPfbvGes3buZHmSr60z07q2fhTAMAzmZaXx63IXO/JWcjz0LCitJt7iJsZV078CUoDMTK568UXf6/7WdhERCSiNkIqI9EABoaRxYkfa0KgI4uoqKa5uCGKrOpe7YjVbowezYFjr0cMh49NxuF0UlFQGoWWdy95WTGRDLRMu6DxcTkuMpt7u4OCOts9Vzdvo2+01Y4p/o3RZE4fSYLOT89an3Pu3j/EYVp65y8ntP7qF6+v38RdvCh//a4kvc0MD3H8/6b//PTmTzmXMoAgSotofre3ItWemYPd6WFRxYopyfmkNaY2VEBUFSUndKjdoMjJ834cNg3D/z2QVEZGvHwWkIiLd5HY1sDc8jvSoliNvSY3VlLj8P2cyGBYuWY/D7eLK2y9tdc1iszKitpz8mr65qVFOQzgzXIdbTaltS3p6MgD5W/LbvJ5XeJTwhnpGTBnvV93T5jixedw8uL6KzdFD+EOmneFTxmMYBo8+chvjKot5YF0Vhe+vhPPOg7/8Bdf3HmDtoHSyRib4/Rm/amBECLPdh1gcO4aGRt8RQwWl1aQfn67bhXNN+4TMTN93TdcVETntacquiEg3FeXuptFqJy0ppkV6stFAkdm9kbBTob6ymjfNeOa4iolJantNY7rFRS4RbV7rio9eXMLCVXsxMcH0pY2OtvL9R7+Jxd75I+jQjr38+i/v4DJ9AZcXKIgewU2Rh/2qP23SaFizmfw9JZzbxvW8WgvjjDKsbUznbUtkfCyTqotZH5PKt737ueSue5qvhUVH8vRdTq74Vx43v76TsSmz4fEfs6vRS32tF2cXj3v5qvmDrSwti+bDL7Yxc9pojtY2kl64I/A77J4Kx0dItcOuiMhpTyOkIiLdlJ9XAED6qCEt0pMdBsUhUcFokl+Wv/geVY4IFsxqP5BJj7ZRGD4QV01du3k6k/fRGu7Z5OJL6wD2m6HsN0IpMMJ5kqH89VfP+lXG88++x5KIYew3wthvhFJkhDK58gBzrj7br/fHjxhCQu0xNhW3XtPrdXvYGhZPZpinS5/r9syBXF9TwA8fubPVteFTxvPk1AgGOKzsn3I2+8NiqfVYGB7egHNk1zc0Otk509JJrixl0Zp9FDRtaJSen9s/12AOGwb33w+33BLsloiISJBphFREpJsK9pUCg0if3DIgSIoKocIVSe2xKsIH9L3AdGFeGamWcGZe034wkDY4Fm+RlX0btzP6rDO6XEdFSRn3vLGNWMPKkh9cQNww3+7DptfLgw88wxOhqZzx0lJm3dx6yvBx7noXr9dFc4GniH88dW+X2wBgWCxkeY+SbRmI6fViWE78HXbfl9uoCQkjIym2S2Veed98ruzg+rk3X8q5N5/4+fnnnwcg0tGzR6514kSuf/gfPBW9gMm7ywBIKy/qnwGpYcATTwS7FSIi0gdohFREpJvyj9QSV1fJgCGJLdKT431BaMmufcFoVof2b9pBdvRQ5sc2tLnr7HHpY4cCULCt65/B6/bw4KMLORg2gKfmDG0ORsEXID72yK2MqTrE/WsrOZC7q91yPnllOYfDBzBvakqX23Ay54hYSsNjyF+b1yI9d73vWJvxk9J7VP4pExvLvMNb8GLwj8/2EGKYpFQc7p8BqYiISBMFpCIi3VTgspLWUNEqPXmwb61gyd7iU92kTr268FMM08v1N13QYb4RTaO++YVlXa7jmV8/z4dRw/npwGNMuWxWq+thMVH87S4njRYr9z71UbvTghet3U98XQUX3DSny204mfOCMwHI+XRji/S8PYexexoZPWNij8o/lYaOSMZ5JJ9ql5vhRj1W0wujRgW7WSIiIt2mKbsi0ifkrlhNQmoSiaOHnZL6GuvqyXnzY2bdONfv9yx7/h3Ky6vA9O3Os8MRy1xaB2zJwwfD2j0UFx/pUpsKN+/ksw/XtUgbPTqFqZe3DuoAqssrWP/hGs6dP9uv8j2Nbl6rCmOWp5DkcVd0mDcyPpakmqPk17o6zLf94zVsWL0NDMAwqKht4A+1g7isbi93PH5Pu+9LmzKeP2zazd07U3jsZ8/yyJ/ua3G9dPd+PgpP5S5LMXY/dtPtSOqkMQz5v7VkV1dx60npeVUmoyklJDy0R+V3JuP4Bj6BMGEC85e/Q/bc75FeUwapqRDR882nREREgkUBqYgEndvVwI3v7mO2Zx1//Mt9nb8hABb/z2J+VBLN8tQNjDn7zE7zr1/6OXdvtwAn7agbCpMT3K3yJo0aCuyh+EjrjXQ68uAzH7EmOrVFmqXkGC/WfcBZ81oGnV63h+88/DKfRA3lw2FbGDljQqflP/3r5ymOSOaXo/xb15rmqSIfe4d5frhoI1tiWm7qNLamhP965OYW6zXbMufOK/nmj5/hfx3DmfLXhVz1nwuar73x0ge4rUnMu+Ysv9raEcNiwWmt5AMjAa/bg8VmxfR6ybPHcpFR3uPyOzNt2rTAFTZhAnP+9GeSr3uQM3dt65877IqIiJxEAamIBN3mj9ZQ5Yhgc1XXArie2LK/HEKi2Zm7x6+AdOH7mwm3JLLsprE4IsMAA4vNSkJ6aqu8odGRxNZXUezqeHTxZHvWb2VNdCrfNYq4+XZf8NlQ7+LOv2fz3c/DeXfiHpLHjGjO/+Sjz/FJlG+dZ86nGzsNSD9f+D7/XZ/IVbV7uPgb/m0QlB5q8qY5oNVmQMd53R52hcdzU8M+7v/Olc0jxwNTZvs9qvmjR+5k4wPP8VBjPOM+W8/oc6Zger0sPGww1Sxk5IzL/CqnM86RCbx6IJJtn28g47xplOzYQ3lYNJmxjQEpvyONjb467PaOg3u/TJhAqLuBlWMqsf3389qlVkRE+j2tIRWRoMtZtR2A/MgEao9WnpI6c+t9f48rOND5CFn1kWO8a03kck8xQ6dmkDg2jcSxI0gYOdS3W2gbkhqqKWnwvz2LXv0Mi9fDzXdc0lR+GqmTx/H0bVOpt9q574n3aaitB+Czhe/zp/pErqnZw5DqI2Tv7/jfrHh7Ad/NPsKoqsP85le3djpyeVxafARVjghK9xxot9x6u4PMwdEkpqWQmJ5KYnpql6bY2h0hPPn9uUS4Xdz9yiaqDx9hw7srKYhKZP7omM4L8FPW7OkA5HyeC0Duat8GRxmZwwNWR3teeuklXnrppcAUNm4cWK3YV3yIUVmpDY1ERKTfU0AqIkGXU9qAxevBNCxsy97Y6/V5Gt1sC0sAIP9Y51Hj0hffo9YeyoKLOp8We9xgXBSb/gVmblcDr9dGcn51IYljhre4NnLmJH43GjbEpPD4z5/j4LYCvptTzqiqwzz2yG1kWavIscXjdbd9lmZDbT33/uUDXFY7T98+jfCB/gd56SN8uwcXbGp7J9z8LbsBSEsf3OZ1fyWOHMpfz09mb0Q8P/7Vyyz8MJeIhjouu739I2G6KmnsCNKqDpN9sBaAvN0lGKaXcc7JAavjlHA4fNN0Fy/2/ayAVERE+jkFpCISVK6aOtaGJ3FJzX4A8rbs7fU6C9bmUm93YPF6KPB0HjQu3FlJetUhzrzsHL/rSHJAcYh/azU/Xfg+h8MHMH/KkDavX3b39dzp3sfztqHM+9vnNFqsPH3HdMJjo3GOjOdYqG8qalsef/hZvoxO4XdjLaR3cTfZtAm+41Dy8w+2eb1gzyEA0if1fB1j1tXn86OocpZEpfFq2DAu9x4mIjZwI6QAWSG1rAkdhLveRd7RRtKqSwmPjQ5oHafEhAlQ1rSZlgJSERHp5xSQikhQfbk8B5fNwbVThzKwrpK8kqperzNvw04AZlYfoCB0IKbX227e3as2sz46hfmJ+D3VFSA5ysHR0Cjqq2o6zbtw9T7f8SY3t7/j708evZMpFYUciIjjd+NspE/3jdZmzfZtmHN8KurJ1r71Mc/bh3GnZz+Xfetav9t+3OCxaYQ2uth9qO0pwfllNUS5aogf3rMR0uO+/dPbmF29D9OwMP/iwB/F4hyXTHVIOFs+WkOeJZoMS9vHzfR5E5pG6h0OGDo0uG0RERHpIQWkIhJU2et3Y/F6mD7XSUbjUfIaenbEhz9y9x3B4XZxcWo4tSGhlOzc227eRYuzsXncXHvLxV2qIykuEoCSnfs6zFdaUMRH4Slc66jAHupoN589LJRnf3E9rzojuPSb1zSnJ49NI63qMDnFta3e8/KHeUS5avnhz7q38Y3FZmVMXRlba9teJ1tQZ5DuOtqlQL0jhsXCXx6/ndfPi2XKpWcHpMyTzbxkJgBLP97CwYiBZA4KD3gdp0Rmpu/7qFEQoH97ERGRYNGTTESCKueolwnVJcQkxTM+ysKOiITmzXt6S14NjK0tY/Qo3xTZ/E2728zXWO/ijfpoLqgtIiEtpUt1DB48EIDivcUd5nvjX+/jttqYf23nx5vEJMUz7crzWqVnhdSy2jEIt+vEetiKkjKWOgZzpVFKWIx/U4fbkuloZKsjrs1R5HxbNGn21sfe9ERYdART5jgDWuZxccMGM7aymH97fOuHM8Z2rU+7a/LkyUyePDlwBR4fIdV0XRER+RpQQCoiQVN7tJIvI5LJivYFO5nD42m02tm1enOv1Wl6veQ54shwNJI+cRQABXtK2sz70cvLKAuLYf70rk+LTBqWDEBJ8ZEO27LoEEypKGTkzO5PUT15Kupxb/9zKS6bgwVzOz/SpiMZQ2KockRQuHlni/TqsqOURMSSPqD9Ud2+yBneSHWIb2Q046xJp6TOgAekI0b4puqe1fMzWkVERIJNAamIBM3aZdm4rTack4YBkDF1LAB5m/J7rc6iLbuodESQMTiGQSNTiWyopaC07fNPF60rYlDtMc674ZIu15M0yveZDpa1vyZ2w9LPyY9KZMHonm2sc3wqanbT8TkAr+6tZ2xlMRMunN6jsjMn+jY2yl2ztUX6ni99daUPje9R+adaVqZvVHRIzREGDB50Suqsra2ltrb1lOpus1hg92743vcCV6aIiEiQ2ILdABH5+musd3HPg//gppnDueDWy5rTszftxe5JYuqcCwAYfsY4Iv69nbzCo12uY/FTr/LM1kpMTqx3HGbU88wT38Zqszan5a3dBtjJnJiGYbGQVn+UtsLfw/mFfByZyrctB7F14VzN48Jjo4mpr6a4wdVuntc+3EK4NYnLbr+s3Tz+8E1FXUoODdwHbPtkLZtjhvDzmLIer+8cnTUR64cryNtTysmHsBTsLAQiSB83vEfln2rT5zqxbP2CDLP3N886btGiRQDccccdgSvUbg9cWSIiIkGkEVIR6XWbPljFh1HD+e6XtRSsy2tOz6m0cEZ1SfPRGxablfF1ZeTVdu1/TV6Plye21VBtsZNOLenUEuet54PIYXzx2oct8ubmH8Lq9TDG6ZuumW5rpMAa2arMz5d8gddi5bJLuj/ldYTrGLvq2/8sqxvDOau+hIgunA3anqzwRtaFJeGqqWPhO2sIcTdyzW1zelxuaFQEo6oPk1fRcq1o/oGjWLwehk7qX+sYYxLj+NnACv7jksxgN0VERERQQCoip0D2mp0Ypheb18O9z+ZQV1FFRUkZuZFJZA1s+b+hjHAvW8MS8DT6v1nOmrc+YV9kAg+OCuHpp77D0099h+d/fwcD6qtY9EXLDYvyKjyMrC4lNCoCgLQBIRyIiKP2aMujTbLzjzCgvprx50zp5qeGzFA3Wx1xeD2tNwSqKa9gT2Q8EwYGZldhZ2YK9XYHa97+hDc9ccx2HSB2SGJAys6wu8i1x7ZIy690M7S2HEdEWEDqOJXufOhWpl9xbrCbISIiIiggFZFTIKfMzfiqEv48PYYdUYn89OcvsHpZNl6LFefUkS3yjk+NpTYklL1fbvO7/EWfbCPKVcvck6a+OiLDudpazvuOIRw9cKg5PdcWQ4btxC6+6SlxAOzZeGL9pen1kuONIstdhuWk6b5d5dsQKJzCLTtbXdv2xUZMw0LGqORul3+y6XOdWLweHvvsAMdCo1hw1sjO3+SnjMRIysJiOLx7f3NavtdBmhnAdZEiIiJyWlJAKiK9qr6ymvURSTgj3Zx701zutx3kjbDhPL6unNBGF5MvzmqRP3OyL5DKXb/Dr/IrDx1hqT2ZKznc6niT+VdMo8Fm580XlgG+daGl4QPISIxozpM21rf5UP72E8HW/k07OBARhzO1+8elAGQ0bQjkW7faUm7uXl+emYGZOhqTGMeE6hK2RyczpKacs66/KCDlAmRm+HYZzsvZAoC30c2e8IGkR7R9PqmIiIiIvxSQinwNLPvfxWx87/OAlXdo934W/vkVTNNs83rdsUqee+y5FudetmfD8hwabCE4J/qCmu/+8i7OrdzL3sgEptaVtJryOWrmRELcjWzdW+ZXW99+4T3q7Q7mzzmj1bXx501jQuUBFhY2+o57aQqoMsadOMZl+BljMUwvBQfKm9NyPtoAQNa5k/1qQ3tGZ03E5nGTV3C41bW8kmri6ypIHNn1I2Xac/z4nOti6lts5NRT45rW2+buOgjAgW35uGwO0hJ7tjvw6WLq1KlMnTo12M0QERHpkxSQivRzn778HvfstvHY27kBK/Mff1/Kj4ujyF/Tdplv/d87/KpqEJ+/tqLTsrI3FGD1epg2xwmAxW7jiZ9cS2bFAa4aNaBVfnuog9G1peRVtV532ZZX99QytrKYibNntnl9/vAwtkcnk/vRGvJ2+gKq8SedPxkaFUFKTTn5FY0n2rz3KINqj5E+vWejl6FREYysKSW3wtPqWl5jCOMbj/V4F9yTXTb7DNKqS7nh5gsDViZAVMJAhleXklfu+wNE/pYCANJHDg5oPV9XmZmZZGZqEyUREZG2KCAV6ccO5O7ie2sqMA0LGyOTWm3M013Z1b7RtZxPN7Z9fe8xAPJ2Hui8rGMwsbqYyPgTm+LEpibz7tPfYt4DN7X5nsyQBnJD4jC9HQel21euZ1P0EOan2NoN7K68bS4Ot4uFSzeQV+5iWHUp0YlxLfKke2so8Pg2FzK9XrItA3GagQkWM2315NkHtEhz1dSxM2IQGdGBG8UEmHDhDD568g4Gj0sLaLkAGdSQh2834oK9vjW5aZP71w67wVJRUUFFRUWwmyEiItInKSAV6adcNXXc+9RHNFqs/HLAERqtdtYty+5xuccOHGJrVBIAOftbB7i+gM0XXG490v4ZmwDVZUfZFJWMs4unmmQkR3EsNJKD2wo6zLfw7dWdHm8SkxTPpa6DvGXGs9GIJoOaVnnSwg0KwgbidXvYvWozZWExONNi2yit6zKSolptCLRr1WbcVhuZaQkBqeNUyEgIpTAynoriUvLLaoipryYuNSnYzeoXFi9ezOLFi4PdDBERkT5JAalIP/XYw8+yKSaFP2SGMP/bV2PzuMnZtLfH5a5aloNpWEirOsQqqy9IO1l+U8AW4m4gz4xopxSftcuy8VisOM8Y0aU2ZGT68ueu2dpuHldNHYvdccyuLyI2pePAaN65Y6lyRFAcMZCMOEer6+mJUdTZQynZuZfslZsAyLqw+8e9nCyjaUOg3Kb1qwC5G31H0WRMGRuQOk6FzNFDAMj7YhMF9RbSGgI73VhEREROT/ptQqQfevPJRbwQMpxvmoXMufMqwmOjOaO6mOyKnu96mrP1IOEN9XwrzUF5WDQ7vviyxfXjAds17oPsjUqg8tCR9svavJ8QdyNTmtaP+mvcWZOweD3k7S5pN88H/1rKsdBI5jvTOy1v5tXnM7Tat0lSRlNgdbK0NN/RK/mbd5NdWE1KdRmpEwMzHXV804ZAeU0bAgHkHaggsqGWoZP6z5TXDOdEALZu20++PZp0u//nxIqIiIi0RwGpSD+z87P1/GSPlemVhfzokTub07MGWtgSldxhgOiP7HoH0+oPMWvODN/Pn7fc2Ci7sIqU6jLmTPWNYm7L3tR+WdVWzqwtJjQ6skttCBsQTXpNKZuPth/0vL25hOSacs6eN7vT8iw2KzcluAlxNzLh7EmtrqdPHg3AroJiVtnjcVqru9TejkQmDGRE1WFyy0/sSJxXZ2V8/ZEenXF6qsUNG0xS7VFWldRxOHwAaQNDg90kERER+RpQQCrSj1SVlnP3K5uJcLt48sHLsDtCmq9lTUnHa7GypgfrSA/nF7IrKomsRAeDM0YyvLqUnIO1zde9bg859gSc1moysiYAkLt1f5tlHSs6RF5UMllxtm61ZUZIPWtDB9FY33qdqqfRTU5IAudZK7Ha/Sv/m//vdlbcNp64Ya13hk0YMYQoVw3vFrqoCI3EOSqwazszjBMbAnka3WwLjycj3L9dhPuSTE8Fn4b7RpjTU+OD3BoRERH5Oug0IDUMI9UwjI8Nw9hmGEaeYRj3N6UPNAzjA8MwdjV9D8wOICLSJtPr5ce/fJl9EXE8eX4yg9JTW1w/4+IsHG4X2VuKul1HzvJVADidGQBk2WtYHZLQfN7o1pXrqQiNJGtUAoPSU0moPUbeodabBMGJtajOaaO71RbnuGRqQsLY/NGaVtfyPl5LlSOCmaMH+V2e1W4jdWLbbTEsFtJcx9gQkwJA1sUzutXm9mQkhFHUtCHQnnV51NlDyRga1/kb+5jxA+w0Wu0ApI/v2rrg01lWVhZZWVnBboaIiEif5M8IqRt40DTNccBM4D7DMMYDDwErTNMcBaxo+llEesmzj/+TpVEj+GHUEWZefX6r66GR4UytPUR2rb3bdeTsPEyUq4aM86YC4BydSJUjnNxP1vmuf5EHQNbsaQBkuivIc7c9dTNn6wHCGuuZdFH3gruZl/jOFV21ekera9k5vs2Osi5p++zR7ki3+YLu9KpDJI4eFrBy4cS61bzPN5K73vd5MiePDGgdp0LmSN/mUVavh6HtBPfS2pgxYxgzpv+sFxYRETmVOg1ITdMsNk1zQ9PrKmAbMAS4CvhnU7Z/Alf3UhtFTnvr3vqY31QM5OLqfXz7p7e3m8+ZYGd7dDLl+w62m6cj2e5IZjaUNk+DPR4UZq/a5vteXEda1WGSxvhGxzJirOyOTKC+svWay5z6UKbVHSIkvHtrDQcOG8zYymKySxtbt/OQi1FVJa1GiXsiPdbXTqejLmBlHnd8Q6C87UXk7T9CiLuB9OmZAa+nt2VMHw/A0Joj3e7X01FZWRllZWXBboaIiEif1KU1pIZhDAfOAFYDiaZpFoMvaAX8nzsn0od8/7tP8usf/C3YzWiX29XAdz8sYkjdUX7/8xs6PGoja4ZvFGZV09TbrijaspP9kfE4U05sQJSQlsKYymJyDrlorHexJnRQi4AtMz0Rj8XKjq9sbFSyfQ87o5PISuxZ0OIMb2RdeCL11SfWsTbU1rMuNBFnaMdnoHbV8TWRWWOTA1ou+DYESq4pJ7e0lrxqGFdbij209fEzfd3gcWnE1leRTm3nmaXZu+++y7vvvhvsZoiIiPRJfgekhmFEAq8D3zNNs7IL7/uWYRjrDMNYV1pa2p02ivSaws07eSN8BK+7W5+32VfkfbyWgxED+X5GJDGDBnaYd+IF04lsqCV7e/vHpbQnZ8V6AJznTGyRnhXWwNqwJDYs+4KakDCcY0+c+ZkxbRwAuVv2tHjPG/9eAcAll/dsSq1zQgoum4Mv389pTtu8YjW1IaFkjW+9OVFPnH/jJTwyoIzZt10W0HKPy/BWkusJI9cRx3hH61Hf/sCwWHhiZiwPLgjcVGkRERE5vfkVkBqGYccXjL5kmuYbTcmHDMNIbrqeDBxu672maf7dNM2ppmlOTUgI7M6VIj316sJPADgaGsX2zzYEtzHtOD5d1jmn801RbKEOptcfJtsV1uV6cgqOEFdXyWhny2NRnBlDqLc7+Nv72wGYeVI7UiaMItpVQ97BiuY00+vl1TLfsTRpU8Z3uR0nmz7HicXrIWd9fnNa9pqdGKa3RTsCwRERxm0P3d5rI5cZA+zkRyVS6YggIzm6V+o4Fc694RLGzZoS7GaIiIjI14Q/u+wawP8B20zT/ONJl94Gji9mux14K/DNE+k9nkY3r1WGMa6yGIDsL3I7eUdwZB9uYHRVCQkjhviVPys5nIKoQZTs3Ot3HabXS7Y5gJne8lZTgmfMdWKYXj6NHsbYymIGDj0xpdWwWMhwHSHPdWIjpbVvfcKeqEHMH9fzjbejE+OYUFVM9tETR6RkH3EzvqqEAUMSe1z+qZQx8sTIcubEtCC2RERERKTv8GeE9CzgVuACwzA2Nn1dCvwWmG0Yxi5gdtPPIv3GF699yMGIgdw3KZYRVYfJKe576+IaautZG5aEM8z/9ZJZZ/mObMl5v/VxKe3Zsy6PkohYnMMGtLoWk5xAZpUvaHeGt55qmhEB28ITms8LXfjxViIbarn01kv9rr8jzhiTjRHJ1BytoL6ymg3hyTgj3QEp+1TKnOHrF6vXw9ivjEKLiIiInK46PVHeNM3PAaOdyxcGtjkip87CL/KJtcUx+5aryP7Zs7xtDMLtasDmCOlRubuyN7L4ndV87+Hb29yJtKK4lKf+exHfuGsOyePSOyxr4wc51NsdZI32b3QUYPysKcS8/RrZu8q4pp08n7y0lJezC8AEMDlkhkBMCs4LzmwzvzPKyxZ8azq/KmNYHA1FIeSvyWXI2OEstSdztfcQ4QOi/G5zR5yTh/P0Rg9r38vGbrfRYLPjzBwakLJPpeSxI4itX0tCQw2h0ZGdv0G+NmbNmhXsJoiIiPRZXdplV+Tr4mhRCR+EDuFqWzmOiDCyxiRRHRJO7kf+jyq2paKkjLte3sTfzBQ+/NfSNvO88ve3+bttOPf85UMaajo+YiRn7S7fesm5Tr/bYLFZOc9TxvtGPPVVNa2um14vj2UXsypkEPuNMPYb4bgsNq6o3cfwyW2flXjdFdOZXbkH5xWtf7HOPNN3HmXexl28+8J71NlDmT9nst/t7czUOU7snkZyNu0jZ0MBVq+HaXP8//foKwyLhf+IqebW4T37g4f0P2lpaaSlaZq2iIhIWzodIRX5Olr8wnIabPHMnzMNaDpv8382kr1qO5Pnnt2tMr1uDw8+uoiD4UOIra9i4cZyvjpp1fR6WXjYIMFawcaYFB57+Fl+9cf72i0zu9xDJsXEJHdtQ7B5Z4/irS8bef9f73HlPde3uLZx2RfsikriNwnHuPHBu/wqb/TZZ/K/Z7c9epo2LZPQ1wvI21/Ohhoroy0uJs+e26X2diRsQDRnVJeQY1iwmSaTOEhkfM/XpwbDfb/6j2A3QYKgpMS363VSUlInOUVERE4/GiGV047p9bKoqJGJFQcYd54vIE0YMYQxlSXklDZ0u9ynf/08H0YN46exx7g1vIKVUakc3JrfIs/6d1dSEJXID9Ms3OUt5J8hw3nrqVfbLK+uooovw5PJivK2eb0jzusuJKW6jEVbWm9+vej9zYQ11nP57YFZ42m12xhbV8oyVxQbY1KYP9ja4Vmp3ZE10MKWqGQ2RSWTNaC9FQQifdOyZctYtmxZsJshIiLSJykgldPOlhVr2B6dzPwRLY9GyQp3sTYsCVcn02jbkv3ah/x3bQKXV+/hjoduZd6C8zANC6/9+6MW+RauyCWioY7LbpvLQ4/eydTKIh4qsLDziy9blbl+WQ4NNjtZE7q+XtJiszIvtoHPo4dRuHlnc3pteQXvWAZxqbuEqACOMmaGejgYMRC7p5Frbr0kYOUe55w6EtOw4LFYcZ4xIuDli4iIiEhwKCCVHilYl8euVZuD3YwuWfjeBhxuF1fc1nJaqTMjhXq7g40f5HSpvJIde/jPz0pJqynjv351C4bFQuqkMZxVsY9FRx143R4AqsuOssSazOXeQ0QMjMHuCOGpB+YQ4XZx98sbqS472qLc7C8LsHncTOvmeZvX33A+hultPmsVYMkLS6kOCWfBBRndKrM9GUNiALio7gBxJx0LEyiTL84itNFFiLuRKf1w/aiIiIiItE0BqXSb6fXyredWc++L64LdFL9t+mAVr1oGc0XDQWKS4ltcmzHXicXrIXvtbr/La6x3cd+f36fOGsIzN59JRNyA5mvzMxMoioxj1WLfKOmSF5ZSGxLK/NkTmvMkjhrGX2clsjcijh//8mVM70nnbVYaTKou7vZ6ySEZIzm7qpDXKsPwNPqOSXl1RwVpVYeZ1sbmRD0x/ZyJhLgbue38sQEt9zhHRBgX1B/k3Noi7VArIiIi8jWigFS6bcPSz9kdlciuqEQO5xcGuzmdOnrgEPe+vYsEVyU//eF1ra7HJMWTWV1CTrn/azZ/8/CzrI9O4bejTEY6J7e4dsmtc4l21bBwpW/K7MJdVaRXHeLMr2yalHXdhfwwopQlkcN57rcvAlBVWs6WyGScPVwvuWBSIgcjBvLFax9QsGYLa2JSmTfIDPgaz/TpE8h9dC5Z1/XeSVB//dO3eeaJb/da+SIiIiJy6ikglW5b+MEWLF7fdNSc5auC3JqOed0evvf4G5Q6ovjbZWnEprY9rTQrysuXkUnUVVR1WuaSv7/Bs9ah3NG4r9VOtgCh0ZFcbZTxnmMw699dyYaYVBYk0mYwePfD3+Ciqr08fnQA65esZO2yHDwWK1lTenZUxOxbLmVAfTULv8hn0eufY/V6uO6W2T0qsz0hYY5eKfc4a4gda4i9V+sQ6Q0XXnghF16oY7tFRETaooBUuqXmyDHetSZxbf1+ol015OxsvZtrX/LXR57j06ih/Dyhkklz2j/WJWviMBqtdta9l91hebtXb+FH272cUVnE/3v0znbzzb9sCg22EP5z+T5sHne7G/4YFgv//fACBtcd497l+3ln7V5C3A2ceUn31o8e54gI42pbOR+EpvBq/QDOryliUHpqj8oUka5JTU0lNVX3nYiISFsUkEq3LPmnbz3kjbMnMLOhlGx34Nb1HSks4eC2At/X1nzfV97u5q/SgqIulbdy4fs84Urk2po93PzDWzrMO22uE5vHTfbGPe3mqSmv4J4X1uDwNPK3784mJDy03byZF85gfOVBDkYM5IK6IhJGDGk3b0xSPE9fO45jIeEsDh/OlNoSQqN6/u+64MrpNNjsHAmLZv60lB6XJyJdU1hYSGFh31/WICIiEgy2YDdA+qeFuypJs7g487K5OHP38n5FPIWbd5I6cXSPyn3hdy/yiyMDMI2O/1byj3FfctHtV3Ra3oFtBdyfU87ohmoee/y2TtdORgyMYXJ1Mdkd1P/MH15hd+RgXjzTQfLYzqfU3jDUwc+PwYLpwzrNm3HBdB7duJsfHXZwVnxgbs9xs6Yw6ZW/c9AWwfk3zgtImSLivxUrVgBwxx13BLchIiIifZACUumy3TmbWB+Tyk/CD2FYLDhnTYR3DpLz0foeBaTrl6zkkdJozq4p5PKRMSddMVp8++MeL/9aXclFt3dcnqu2nnv/+iGNobE8fft0wgZE+9UOZ6zBk+4kKg8dIToxrtX1T44ZTOMAZy+426/ybnrgBoa+toJzb/TvfM7537+JIa8sY9KFrTde6q4n7zmf2soa7I6QgJUpIiIiItJTCkilyxYtzsZmDubaWy4GYFTWJOIXbSOn4Cjzu1lm2d4D3LdsP4NND0/+fH6rI1lOVviT/+FvnhSKtxd0OEL52M+fY1P0UJ5Jc5E2Y6LfbcmaMpK/rK1nzbLsVqOwFcWl5EYlc7+92O/ybI4Qzrt5bucZT3LWDXO6lL8zqRNGBbQ8EREREZFA0BpS6ZLGehdvuGK4oLaIhDTfekTDYiHLU042MS3O0fSXp6GR+//rLY46wnn6unEdBqMA8xeci9di5bWXP2o3z1tPv8YLtqF8072POd+6tkvtOePimTjcLnJyW69VXb0sB9Ow4JymAE9EREREpKcUkEqXfPTSe5SFxbBgRsv1kFnDB3AoPJaCdXldLvNPP/8HX8QM49HUBjLOn95p/qGTx5JVuZ9Xy+143Z5W13dmb+Kh3QbTK/bzo1/f1eX2hEZFMKX2ENk1rY8Yyc4rIrTRxeTZPdv9VkRERERENGU3qP7x2PMcrXbxw998+5TUV11aznd+8W8evOZMJnQjoDK9Xl5Yd5BB9hjOXdBycxzn+WfCq3vI/mQj6dMntFvGpy+/x28+P4AXAzAxMdgVPZQFrn3Mv/9ev9uyYHwc3yuKYNWbH+O8/qITn/HIMe5+aQMRVgdPPjAXe2j3zsZ0xtv5Q0My5fuLGTj0xJmlObUOplHS4c66IiInmzMnsFPwRUREvk40Qhoky559i19XJfA372CK8nafkjrf/udSPokezjNvbejW+//x6+f4ImYY9yR7sH1lc5xhZ4xlcE05OfsrOyxjUXYBBxzRpFvqSbc2MNLWwDfMIn716B1dasuc2y4lylXDopU7mtNMr5cf//Jl9kXE8eSsBAaNHt6lMk+WNcO3OdOqZTnNaaUFReyITiJrUPeCXBE5PSUlJZGUlBTsZoiIiPRJGiENgoL1W/lBbgNj6kvZGZXI6698zP2Pjuz1ehcW1EJ0LB+EDuFoUQmxKf7/grR68Uf8tjqBubV7uePxe1pdNywWsiyVfMxAvG4PFpu1VR6v20OOdSCzPaX88cn7evRZQqMjuYpSXg1J5lclZcQkxfPcf73IkohhPBRazMzr/6NH5U+8cAYRK94he/thLm1KW/X+aiAU58yxPSpbRE4vBQUFAKSldX5MlIiIyOlGI6SnWO2xKu55Nge718Oz957LWVWFvHo0pM21kIG04/MNbIoewry6vTTY7Lz5wnK/33t4936+83Exw2qO8Ltf3NjuWZ7O9DjKw6LZ8XnbI7A7sjdSHhaNM731USrdseDSM3HZHLz9wnuse3clj5cP4OLKPXz74W/0uGx7qIPp9YfJdoU1p2XvKCHKVUvm+dN6XL6InD5WrlzJypUrg90MERGRPkkB6Slker387BcvsjNyEE9Mi2ZI5ijmTxhEUWQ82a+v6NW6F725CrunkZ88eC0TKw+wsKjRrx1x3a4GvvPHpVTbQ3n6xklEJQxsN2/WRb5ALfuLtjc2yv58S1O+qd34BK1lXjiDcZUHeWFfI/e9X0hKbTl/+PkCDGvr0dnucCaFUhA1iEM79wGwqiGcGQ2HW01XFhERERGR7tGUXT+ZXi8v/f5fXHTVOSSNHeHXe5b/35us39F0XqVhUFbv5Y2wYXzPWsS5N/s2Mrr4lrnEPPwuCz8v4+wFF3dYXvG2fF54/n08XrPlBcNofhkTauMbDywgPDa6Oa2hpo7FjbHM9hxg4NBk5g8P42flA8n9aA0TLprZoqhX//wKuw4cbf65oMbLmujh/CmlhjFnn9lh+waPT2dE1Uqyq2ppa2/bnAM1DDNgSMZlHZbjL8NiYUGKnV9WJuBwu3ju0lFEJyUEpGyArLMy4IMyct5fzXS3mz1Rg7gl8nDAyhcREREROd0pIPXT+ndX8rOjceQ+s5TfPtH5+sea8gq+n+emwZqMzds0HdcGV1YX8N0/nViDGRoVwTXWI7xsG8yxg4cZMHhQu2U+//z7/I8xlDBvfbt56hpC2fHzF/nzn+9pnlr74UvvUR4WzbwJAwC44vZLefT3n7Jw6YYWAenCP77Mjw/H4PCGYDF9Qa8RCndTyDXfubvTzwxwTmgdC41kKprWdR7ndjWwOmQQlxPYgO7q2+ay+LE3uTNjAOMv6PzImK4YN2sKMe+8TvauMjzetUAUWWdnBrQOEREREZHTmQJSPy1ckQthI3jHksjD5RVEDIzpMP+Sfy6hJiSG18+OYsrlszrMO+/yqTy/vJS3XniP2x+6vd18OZVWphuFLPpb+8HhU7/4B79nOFN/9yK3NZW1cGMJydYoZs2/EYCYxDgubSjmLWsCP6usJjQ6ktwVq3n4YBjn1Ozj+b98C6u9e/9pXHfJGbzwUTnvvPAet/zo1ub0vE/WUeUIJ2tYYrfKbc+AlETeerp3js2x2m3MbCwj24jEk3+EWAPGnq3jG0REREREAkVrSP1QXXaUJdZkMioPUhMSxpIXlnb6nkU7K0mrOsyZl57dad6M86eTWXmQhfsb2s1TUVxKblQSWQM7Xh95z8Pf4MKqvTx6JIYNSz/j4NZ8Vkalcn1UXYsgc/65Y6lyRPDeC0upKCnjnsXbiXNV88RDV3c7GAWYeNEMxlYWs2hvXYv07FXbAMi6ZGZbb+uznKmRFEXG875lEFnuI23uHiwi0pHLL7+cyy+/PNjNEBER6ZMUkPrh3X8upTYklEcuH0ta1WEW7ajoMP/uVZtYF5PKgkSz3R1pv2rBMAdboweTu2J1m9dXL8vBa7HinJreYTkWm5U//mw+iXWVfOe9vfzvs8sxDQvz5rccpZ159XkMqy7lla3lfP/RRZSExfDUnOHEDRvsV3vbY1gszE+xsTl6CNs+Xdecnn3IxejKEhLSUnpU/qnmnDUJwDe6OzS6k9wiIq3Fx8cTHx/feUYREZHTkALSJqbXy7L/e7PN41cW7a5mZNUhzpxzFvMGmayLSSV/9eZ2y3r1jWxsHjfX3nqJ3/VfedtcHG4XC5esb/N6Tl4RoY0uJs/O6rSsmOQEnrlmDGWOSJ6zDSOrcj9DJ7c8O9OwWpk30M3q6FRWRA3jZwOPceZl5/jd3o5cc9scQtyNLHpnDQANtfWsDUvCGeYKSPmn0siZE4mv8/0Bwnne5OA2RkT6pR07drBjx45gN0NERKRPUkDa5NN/L+fuXXaeeuTZFum7czaxISaFBUkGhsXCdbfMxur1sOiN7DbLaax38borhgvqikgYMcTv+mOSE5jjKuZNM576yupW13NqQ5hWV4IjIqyNd7eWeeEMHh3imzZ7y+S2121ef/OFONwurqzew20/vs3vtnYmNiWJ2fUHWOyOw1VTx8YPcqi3O8jK8P/fo68wLBbOM8tJrS4jbWpGsJsjIv1QTk4OOTk5wW6GiIhIn6SAtMm5N17C1TV7+KMric9eWd6cvnCxb7Tzmlt9R7IMSk/l/JpCXq+PprG+9Yjfxy+9R1lYDPOnD+9yGxbMGk2VI4LlL77XIr1sTxHbo5OZOcjRtfIeuIlVd2Vy2beubfN60pgRfPbtKTzxxD1+Ty3213xnGsdCI/ngX0vJWbcbw/Qyc64zoHWcKr/6xS288cAFAf83EhERERE53ek37CaGxcLjj9zGqKrD3J9TzsGt+TTUuXjDNYCL6oqIH35idG/BtFTKwmL45N/LW5WzaP0BBtUe47wFs7vchpnXXEBqdRkL88papK9a7ltX6pw5tq23dShp1LAOrw8aNaxXNuo5e95sBteUs2jTIbKPuMmoKiEmOXBnhJ5KEXEDSEhPDXYzRERERES+dhSQniQ8Npqn75hOg9XGfU9+yPJ/vsuRsGgWzBjeIt/5N1xCQu0xFq4rbJF+eOdePo5M5brwamyOkC7Xb7FZmT+wgezooezfuL05PWdHCZENtUw4f1q3PlcwWO02ro+u47OoVDZEJOOMdAe7SSIiIiIi0scoIP2K9OkT+N1YK19Gp/DDXQaJtUc5Z37L0U5bqINrw6r4OCKVw7v3N6e/9tKHeCxW5s3r/uZA191wAYbp5dVFK5vTchrCmeE63K0gN5jmzT8X07DQaLWTNbHjkVoRERERETn9KCBtw6Xfupa73Puotzu4vp3RzvnXnYXHYsX5P18y+gdvMvoHb/L7+kSmVxaSNmV8t+sePD6dWVWFvFYVhqfRTfG2fAqiBpGVHN6TjxQUqZPGcFblfmweN9PmdL47sIjI19E111zDNddcE+xmiIiI9Em2YDegr3ro13cx5m+vMfeWeW1eT58+gd99voU9h6vAAAwDDIMrb5rR47oXTE7i3gIHny36gPIjFUAUzrMze1xuMPzqtrPYvSWfyPjYYDdFRCQoYmJigt0EERGRPsswTfOUVTZ16lRz3bp1p6y+/qqhtp6ZP1nMTE854RaTFZZ41v9hXq9sPiQiIr0rNzcXgMzM/vmHRRERka4wDGO9aZpT/c2vEdI+KCQ8lKtDjvEiQ4hx1TLTfUTBqIhIP3X8D7EKSEVERFrTGtI+asFVM2i02ikLj8GZGhXs5oiIiIiIiAScAtI+aszZZzKp8gAAWedODm5jREREREREeoEC0j7sgbNSubZ2L+nTNc1LRERERES+frSGtA877+a5nHdzsFshIiIiIiLSOxSQioiI9KL58+cHuwkiIiJ9lgJSERGRXhQeHh7sJoiIiPRZWkMqIiLSizZu3MjGjRuD3QwREZE+SQGpiIhIL1JAKiIi0j4FpCIiIiIiIhIUnQakhmE8axjGYcMwck9KG2gYxgeGYexq+h7bu80UERERERGRrxt/RkifB+Z8Je0hYIVpmqOAFU0/i4iIiIiIiPit04DUNM2VQPlXkq8C/tn0+p/A1YFtloiIiIiIiHzddffYl0TTNIsBTNMsNgxjUADbJCIi8rVx8803B7sJIiIifVavb2pkGMa3DMNYZxjGutLS0t6uTkREpE+x2+3Y7fZgN0NERKRP6m5AesgwjGSApu+H28tomubfTdOcaprm1ISEhG5WJyIi0j+tXbuWtWvXBrsZIiIifVJ3A9K3gdubXt8OvBWY5oiIiHy95OXlkZeXF+xmiIiI9En+HPvybyAHGGMYRpFhGHcBvwVmG4axC5jd9LOIiIiIiIiI3zrd1Mg0zRvbuXRhgNsiIiIiIiIip5Fe39RIREREREREpC0KSEVERERERCQounsOqYiIiPjhjjvuCHYTRERE+iyNkIqIiIiIiEhQKCAVERERERGRoFBAKiIiIiIiIkGhgFRERERERESCQgGpiIiIiIiIBIUCUhEREREREQkKBaQiIiIiIiISFApIRUREREREJCgUkIqIiIiIiEhQKCAVERERERGRoFBAKiIiIiIiIkGhgFRERERERESCQgGpiIiIiIiIBIUCUhEREREREQkKBaQiIiIiIiISFApIRUREREREJCgUkIqIiIiIiEhQKCAVERERERGRoFBAKiIiIiIiIkFhmKZ56iozjFJgXy9WEQ+U9WL50neor08P6ufTg/r59KG+Pj2on08P6ufTR1f7ephpmgn+Zj6lAWlvMwxjnWmaU4PdDul96uvTg/r59KB+Pn2or08P6ufTg/r59NHbfa0puyIiIiIiIhIUCkhFREREREQkKL5uAenfg90AOWXU16cH9fPpQf18+lBfnx7Uz6cH9fPpo1f7+mu1hlRERERERET6j6/bCKmIiIiIiIj0E30qIDUM41nDMA4bhpF7UtokwzByDMPYYhjGO4ZhRJ90bWLTtbym66FN6VOaft5tGMZfDMMw2qnvJ015dhiGcUnvf0KBwPSzYRjhhmEsMQxje1P6b9upa7hhGHWGYWxs+nrmVHxGCej9/EnTPXq8Dwe1U5/u5yAJ0D0ddVIfbzQMo8wwjCfaqEv3dJB0pZ8Nw7j5K/3pNQxjctM1PaP7uED0tZ7TfV8A72k9p/uwAN3PvfuMNk2zz3wBs4AzgdyT0tYC5za9vhN4tOm1DdgMTGr6OQ6wNr1eA2QBBvAeMLeNusYDmwAHMALIP/5+ffX9fgbCgfOb0kKAz9rp5+En16Ov/tXPTa8/AaZ2Upfu569BX3+lzPXArDbSdU/3g37+yvsmAAUn/axndB//CkRf6znd978CeE/rOd2HvwLVz1+5FtBndJ8aITVNcyVQ/pXkMcDKptcfANc1vb4Y2Gya5qam9x4xTdNjGEYyEG2aZo7p+5d5Abi6jequAl4xTdNlmuYeYDcwPaAfSNoUiH42TbPWNM2Pm9IagA1ASq83XvwWiH7uQnW6n4Mo0H1tGMYoYBC+X2Clj+hiP5/sRuDfAHpG9w+B6Gs9p/u+QPRzF+ieDpJA93NvPKP7VEDajlzgyqbX84DUptejAdMwjOWGYWwwDONHTelDgKKT3l/UlPZVQ4BCP/LJqdHVfm5mGMYA4ApgRTtljzAM40vDMD41DOOcALdbuqa7/fxc09SPh9uZ3qf7ue/p9j2N7yG4sClgaYvu6b6jvX4+2QJO/FKjZ3T/1dW+bqbndL/S3X7Wc7p/6fb9TC88o/tDQHoncJ9hGOuBKKChKd0GnA3c3PT9GsMwLsQ3Beir2voH8zefnBpd7WcADMOw4btZ/mKaZkEb5RYDQ03TPAP4PvCycdJaNjnlutPPN5umOQE4p+nr1jbK1f3c93Trnm5yA+3/9V33dN/SXj8DYBjGDKDWNM3ja5f0jO6/utrXx9P1nO5futPPek73P926n5sE/Bnd5wNS0zS3m6Z5sWmaU/B9+PymS0XAp6ZplpmmWQssxTc/uoiWU0JSgINtFF1Ey78GtJdPToFu9PNxfwd2mab5RDvlukzTPNL0en1TuaN76WNIJ7rTz6ZpHmj6XgW8TNtTfHQ/9zHdvacNw5gE2Jru17bK1T3dh3TQz8d99RcXPaP7qW709XF6Tvcj3elnPaf7n+7ez731jO7zAenxnboMw7AAPwOO79a0HJho+HZxswHnAltN0ywGqgzDmNk0ZeA24K02in4buMEwDIdhGCOAUfg2WpAg6Go/N+X9NRADfK+DchMMw7A2vU7D189t/YVWToGu9rNhGDbDMOKb3mMHLsc3zeSrdD/3Md25p5t0uDZJ93Tf0kE/H0+bB7xyPE3P6P6rq33dlK7ndD/T1X7Wc7p/6s793KRXntF9KiA1DOPfQA4wxjCMIsMw7gJuNAxjJ7Ad319SngMwTfMo8Ed8u0RtBDaYprmkqah7gH/gWzCdj28XPwzDuNIwjEea3p8HLML3i9Ay4L4ubqIi3RSIfjYMIwX4Kb5d2zY0rVv4j6bym/sZ385imw3D2AS8BtxtmuZXF3ZLLwjQ/ewAlhuGsbkp/QDwv03l637uIwL4/26A+XzlYad7um/oSj83mQUUtTFNU8/oPi4Qfa3ndN8XoHtaz+k+LoD/74ZeekYb7a9HFREREREREek9fWqEVERERERERE4fCkhFREREREQkKBSQioiIiIiISFAoIBUREREREZGgUEAqIiIiIiIiQaGAVERERERERIJCAamIiIiIiIgEhQJSERERERERCYr/D3fTtTtJKKOAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 8))\n", "plt.plot(sales_data[\"time\"][:pred_dist], pred_sales_mean, label=\"prediction\", color=\"red\")\n", "plt.plot(sales_data[\"time\"][:pred_dist], sales_data[\"value\"][:pred_dist], label=\"real\")\n", "ylims = plt.ylim()\n", "plt.vlines([sales_data[\"time\"][n_obs]], [ylims[0]], [ylims[1]], ls=\"--\", color=\"grey\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 15, "id": "02d8aa66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 8))\n", "plt.plot(sales_data[\"time\"][:pred_dist], pred_sales_mean, label=\"prediction\", color=\"red\")\n", "plt.fill_between(sales_data[\"time\"][:pred_dist],\n", " pred_sales_mean - pred_sales_std,\n", " pred_sales_mean + pred_sales_std,\n", " color=\"red\", alpha=0.5)\n", "plt.plot(sales_data[\"time\"][:pred_dist], sales_data[\"value\"][:pred_dist], label=\"real\")\n", "plt.vlines([sales_data[\"time\"][n_obs]], [ylims[0]], [ylims[1]], ls=\"--\", color=\"grey\")\n", "plt.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }