{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time Series Analysis - Part 4 : ARCH and GARCH models\n", "\n", "In this final notebook on time series analysis, we will discuss conditional heteroskedasticity, leading us to our first conditional heteroskedastic model, known as ARCH. Then we will discuss extensions to ARCH, leading us to the famous Generalised Autoregressive Conditional Heteroskedasticity model of order p,q, also known as GARCH(p,q). GARCH is used extensively within the financial industry as many asset prices are conditional heteroskedastic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recap\n", "\n", "We have considered the following models so far(it is recommended reading the series in order if you have not done so already):\n", "\n", "* [Discrete White Noise and Random Walks](https://github.com/Auquan/Tutorials/blob/master/Time%20Series%20Analysis%20-%201.ipynb)\n", "* [AR(p) and MA(q)](https://github.com/Auquan/Tutorials/blob/master/Time%20Series%20Analysis%20-%202.ipynb)\n", "* [ARMA(p,q) and ARIMA(p,d,q)](https://github.com/Auquan/Tutorials/blob/master/Time%20Series%20Analysis%20-%203.ipynb)\n", "\n", "The final piece to the puzzle is to examine conditional heteroskedasticity in detail and apply GARCH to some financial series that exhibit volatility clustering." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", " from pandas.core import datetools\n" ] } ], "source": [ "import os\n", "import sys\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import statsmodels.formula.api as smf\n", "import statsmodels.tsa.api as smt\n", "import statsmodels.api as sm\n", "import scipy.stats as scs\n", "import statsmodels.stats as sms\n", "from arch import arch_model\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing data for stock: ^GSPC\n", "20% done...\n", "40% done...\n", "60% done...\n", "80% done...\n" ] } ], "source": [ "from backtester.dataSource.yahoo_data_source import YahooStockDataSource\n", "startDateStr = '2014/12/31'\n", "endDateStr = '2017/12/31'\n", "cachedFolderName = 'yahooData/'\n", "dataSetId = 'testPairsTrading'\n", "instrumentIds = ['^GSPC']\n", "ds = YahooStockDataSource(cachedFolderName=cachedFolderName,\n", " dataSetId=dataSetId,\n", " instrumentIds=instrumentIds,\n", " startDateStr=startDateStr,\n", " endDateStr=endDateStr,\n", " event='history')\n", "data = ds.getBookDataByFeature()['adjClose']\n", "# log returns\n", "lrets = np.log(data/data.shift(1)).dropna()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def tsplot(y, lags=None, figsize=(15, 10), style='bmh'):\n", " if not isinstance(y, pd.Series):\n", " y = pd.Series(y)\n", " with plt.style.context(style): \n", " fig = plt.figure(figsize=figsize)\n", " #mpl.rcParams['font.family'] = 'Ubuntu Mono'\n", " layout = (3, 2)\n", " ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n", " acf_ax = plt.subplot2grid(layout, (1, 0))\n", " pacf_ax = plt.subplot2grid(layout, (1, 1))\n", " qq_ax = plt.subplot2grid(layout, (2, 0))\n", " pp_ax = plt.subplot2grid(layout, (2, 1))\n", " \n", " y.plot(ax=ts_ax)\n", " ts_ax.set_title('Time Series Analysis Plots')\n", " smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.05)\n", " smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.05)\n", " sm.qqplot(y, line='s', ax=qq_ax)\n", " qq_ax.set_title('QQ Plot') \n", " scs.probplot(y, sparams=(y.mean(), y.std()), plot=pp_ax)\n", "\n", " plt.tight_layout()\n", " return" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conditional Heteroskedasticity\n", "\n", "The main motivation for studying conditional heteroskedasticity in finance is that of volatility of asset returns.\n", "\n", "A collection of random variables is **heteroskedastic** if there are certain groups, or subsets, of variables within the larger set that have a different variance from the remaining variables.\n", "\n", "In finance, an increase in variance maybe correlated to a further increase in variance. For instance, on a day that equities markets undergo a substantial drop, automated risk management sell orders in long only portfolios get triggered, which lead to further fall in the price of equities within these portfolios, leading to significant downward volatility.\n", "\n", "These \"sell-off\" periods, as well as many other forms of volatility, lead to heteroskedasticity that is serially correlated and hence conditional on periods of increased variance. Thus we say that such series are conditional heteroskedastic.\n", "\n", "One of the challenging aspects of conditional heteroskedastic series is ACF plots of a series with volatility might still appear to be a realisation of stationary discrete white noise. This is despite the fact that the series is most definitely non-stationary as its variance is not constant in time.\n", "\n", "To incorporate CH in our model, we can create a model that utilises an autoregressive process for the variance itself - a model that actually accounts for the changes in the variance over time using past values of the variance.\n", "\n", "This is the basis of the Autoregressive Conditional Heteroskedastic (ARCH) model.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Autoregressive Conditionally Heteroskedastic Models - ARCH(p)\n", "\n", "ARCH(p) models can be thought of as simply an AR(p) model applied to the variance of a time series.\n", "\n", "$$Var(\\epsilon_t) = \\alpha_0 + \\alpha_1Var(\\epsilon_{t-1})+…+\\alpha_pVar(\\epsilon_{t-p})+w_t$$\n", "\n", "The actual time series is given by:\n", "\n", "$$\\epsilon_t = w_t\\sqrt{\\alpha_0 + \\alpha_1\\epsilon_{t-1}^2+…+\\alpha_p\\epsilon_{t-p}^2}$$\n", "\n", "For ARCH(1), this reads:\n", "$$\\epsilon_t = w_t\\sqrt{\\alpha_0+\\alpha_1\\epsilon_{t-1}^2}$$\n", "\n", "### When To Apply ARCH(p)?\n", "\n", "When we were attempting to fit an AR(p) model and are concerned with the decay of the $p$ lag on a ACF plot of the series, we can apply the same logic to the square of the residuals. If we find that we can apply an AR(p) to these square residuals then we have an indication that an ARCH(p) process may be appropriate.\n", "\n", "**Note that ARCH(p) should only ever be applied to a series that has already had an appropriate model fitted sufficient to leave the residuals looking like discrete white noise**. Since we can only tell whether ARCH is appropriate or not by squaring the residuals and examining the ACF, we also need to ensure that the mean of the residuals is zero.\n", "\n", "ARCH should only ever be applied to series that do not have any trends or seasonal effects, i.e. that has no (evident) serially correlation. ARIMA is often applied to such a series, at which point ARCH may be a good fit.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulate ARCH(1) series\n", "# Var(yt) = a_0 + a_1*y{t-1}**2\n", "# if a_1 is between 0 and 1 then yt is white noise\n", "\n", "np.random.seed(13)\n", "\n", "a0 = 2\n", "a1 = .5\n", "\n", "y = w = np.random.normal(size=1000)\n", "Y = np.empty_like(y)\n", "\n", "for t in range(len(y)):\n", " y[t] = w[t] * np.sqrt((a0 + a1*y[t-1]**2))\n", "\n", "# simulated ARCH(1) series, looks like white noise\n", "tsplot(y, lags=30)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(y**2, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the time series looks just like white noise. However, when we plot the square of the series, the ACF, and PACF seem to show significance at lag 1 indicating an AR(1) model for the variance may be appropriate. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An obvious question to ask at this stage is if we are going to apply an AR(p) process to the variance, why not a Moving Average MA(q) model as well? Or a mixed model such as ARMA(p,q)?\n", "\n", "This is actually the motivation for the Generalised ARCH model, known as GARCH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generalized Autoregressive Conditionally Heteroskedastic Models - GARCH(p,q)\n", "\n", "GARCH(p, q) is an ARMA model applied to the variance of a time series i.e., it has an autoregressive term and a moving average term. The AR(p) models the variance of the residuals (squared errors) or simply our time series squared. The MA(q) portion models the variance of the process.\n", "\n", "$$\\epsilon_t = \\sigma_t w_t$$\n", "\n", "Where $w_t$ is discrete white noise, with zero mean and unit variance, and $\\sigma^2$ is given by:\n", "\n", "$$\\sigma_t^2=\\alpha_0+\\sum_{i=1}^{p}\\alpha_i\\epsilon_{t-i}^2+\\sum_{j=1}^{q}\\beta_j\\sigma_{t-j}^2$$\n", "\n", "Where $\\alpha_i$ and $\\beta_j$ are parameters of the model.For GARCH(1,1), $\\sigma^2$ is:\n", "\n", "$$\\sigma_t^2=\\alpha_0+\\alpha_1\\epsilon_{t-1}^2+\\beta_1\\sigma_{t-1}^2$$\n", "\n", "$\\alpha_1 + \\beta_1$ must be less than 1 or the model is unstable. We can simulate a GARCH(1, 1) process below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulating a GARCH(1, 1) process\n", "\n", "np.random.seed(2)\n", "\n", "a0 = 0.2\n", "a1 = 0.5\n", "b1 = 0.3\n", "\n", "n = 10000\n", "w = np.random.normal(size=n)\n", "eps = np.zeros_like(w)\n", "sigsq = np.zeros_like(w)\n", "\n", "for i in range(1, n):\n", " sigsq[i] = a0 + a1*(eps[i-1]**2) + b1*sigsq[i-1]\n", " eps[i] = w[i] * np.sqrt(sigsq[i])\n", "\n", "_ = tsplot(eps, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, notice that overall this process closely resembles white noise, however take a look when we view the squared eps series. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAALICAYAAACJhQBYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3Xl4Y1d9P/73x9vYsWc83mKHJAy0hAzQNqSE0kLbb8sAPygphAFa9gADZRkoS9OG8qWFUiCEL2WnBEhIAtn3fZ9MEpJMJsnMZPbdM5rxjGXLtizZsmTJ0vn9cSVblrXrbrrn/XqeecaW5Ktz7n3r3HuPzj1XlFIgIiIiIiIiInKzBqcLQERERERERERUCjswiIiIiIiIiMj12IFBRERERERERK7HDgwiIiIiIiIicj12YBARERERERGR67EDg4iIiIiIiIhcjx0YREREJhGRx0TkcqfLYQUR+aiIzDldDjOZXScReYmIKBH5S7OW6cR7EBERuRU7MIiIiEpInzAW+3c0/dK1AL7sYDnfISJPisiEiERE5JCIXCsiK0xY/I0ATjdhOWURkV+ISFJE1tv1niY4DuA0AJurXUC6EyyTq7iIHBaRS0TklBqW+SERUdX+PRERkVuwA4OIiKi007L+vTv92J9mPfZaAFBKTSilwk4UUETeCOA2AA8D+EsAfwJgPYAwgGU1LFdEpFkpFVVKjZhS2NLv2Q7ggwC+A+CTdrynGZRSSaWUXymVqHFR18HI1csAfAPAFwH8vxqXSUREVPfYgUFERFRC+qTUr5TyA5hIPxzIejwALL2EJP37FSLyLREZFZFJEfm2iDSIyH+KyIiIBETk29nvJyLNIvINETkiIjER2S0inypRzHcAeEEp9V9KqT1KqcNKqQeVUp/JlC+97JeJyK3psgRF5CER+eOs5z8qInMi8rcisg3ALIA35bvcQkRek/776XQ9bhORVVnPn5F+r7F0PQZF5F/LWOXvB3AQwLcArBKR1+W8b6aMbxCRrSIyIyJbROS1Wa8REfl1egRDNP3e3xGRvJ05IrJcRKZE5AM5j79ERFIi8lfp398pItvS7zkpIs+KyLlZr110eYeIfDX93rPpdfSgiLSVqH80natjSqnfAbgGxuievETkbBG5N70dpkXkbhF5Wfq5vwHwu/TPmZEdV6V//0sReSpd7ykR2S4i/1+JshERETmGHRhERETWeg+AZhijIr4M4KsA7gXQAeCvAFwE4Ksi8rasv/k1jBPWTwF4BYBvArhURNYVeZ9hAC8TkT8r9AIR6QfwJIDR9Hv/OYD9AB4Tkb6slzYAuDRd3tUAns+zrFcCeBzAJgDnAXgjgCSAh0WkNf2y/wXQCeBN6eWsAzBUpA4ZnwJwlVJqFsAN6d9zNQC4BMAXYIyGGQVwk4g0ZYqYfuwDMNbhFwF8DMb6X0IpNQVj5EPuiI91APYppX4vIgMAbgZwPYBXAfgLAD8CkHceDRFZC+Ar6TKeBeDNAO4vUfd8ojAylO892gA8BKAVwP9J/+sA8ICItAB4GsDn0i/PjBj6Qno93QXjcpc/Tf/7BoCZKspHRERki6bSLyEiIqIaHFFKXZz++YCI/AuAM5RSb8t67MsA1gC4X0ReCuAjAF6plNqXWYaInA3g8wCuKPA+PwXwBgCbRcQP4FkAjwK4Rik1nn7NZwAcVUp9JvNHIvLPAP4OxiUbP8o8DOBflFK/z3pd7vv9G4B7lFJfz3rNhwAEAbwVwB0AVgG4XSn1QvolRwuUfZ6IvBrG5S/XpR+6GsAGEfmSUiqU/VIAX1RKbU3/3TcAPAPgDwHsV0qlAPzfrNcfFZE/BPBZAF9Hfr8EsEVEzlJKHRSRRhidHv+Tfv40GB0JNymlMnXZW6Q6qwD4ATyQvqzkGIAXirx+ETFW+p8D+BCMTop8PgCgD8BrlFJj6b97H4x1/T6l1G9FJAQYI4mylt0FoAvAXUqpg+mHD4KIiMjFOAKDiIjIWttzfvcD2JHnsVPTP58H4+T8+axLAqZhjBw4q9CbKKVmlFLvAPBSAP8O4ET6//0i8or0y14L4DU5y50C8JI8y36uRL1eC+BdOcsahzESILOsH8EYXbJZRC4Vkb8usUzAGG1xT6bTRSn1DIxRGx/KrTIWr9uT6f/7Mw+IyCfT7z2SLt8lMDoV8kp3hjwP4BPph94GoBfAb9O/7wDwIIBdInK7iHxBRM4sUpebYHR4+ETkKhH5sIgsL/L6jAvT5Y0B+D2ADVgYRZHrVQD2ZDov0vUYgTGy5lWF3kApFQRwOYAHReR+EflKupOMiIjItdiBQUREZK3cCR1Vgccy++TM/68H8Oqsf38EY2RCUUqpo0qpq5RSn4Vx6YSCMVois+wNOct9NYCzYVw+kJFUSsVKvFUDjLkVcpf1chgnxlBKXQmjw+AyGKMX7heRawotUBYm77wgPcfFnBjzbpyFpZd2pJRSyeyqZ5ULIvJeAD+HcfeUvwNwLoxLcfJeipHlMgAfFZFmGB0Zt2V1piRhdGq8EUYHz7thjKA5P9+ClFInYFw683EYl7P8B4wOpWKdHgBwO4x1eRaAVqXUe7M7KMyilPokgNfAmPj1/8DomCk11woREZFjeAkJERGRu2xJ//9ipdQ9tSxIKRVMX06SGd3xPICPAhgqo4OilOdhdKgcVkoVvEWnUmoYwJUArhSR+wBcLyKfLXC3lvfDmE/i1VjokACAbhjzdLxOKVXuLUr/GsA2pdQPMg+IyEvK+LsbAPwAxkiQtwN4S059FIzLc54F8B0ReQDGZSZ5t1V6Ho8HYMxJ8R8ARgBcAOOSn0LCSqlDZZQVAHYD+LSI9GZdQtIPo1Mqc+lLPP14Y06nD5RSuwDsAvADEbkMwD/BuJSGiIjIddiBQURE5CJKqUMi8hsAvxaRf4MxSWY7jG/K+5RSl+b7u/QcEB0wJgg9mv75QhgjN36cftnPYExKeaeIfAvAcQBnwBhVcK9S6ukKivodGCfx14jIjwEEYFyKcgGAHyulBkXkZwDug3E5QyuMiUmPw7hsJZ9PwZgzY2ee+j2Tfr7cDoz9ANaJyDthnKCfjyJ38shQSkXSo0T+B8b8JRuzyvB6GHOVPARj0tSzYHTi5J2XJD3pagOM9TSZ/tvlAPaUWYdyXAfgPwHcKMYdXgTA92FcQnRj+jVH0v+/Q0SehDEp6ACMUS13w9gmL4IxsetWE8tGRERkKl5CQkRE5D7/BOCHMCah3APjso8LAQwW+ZvHAZwJY7TDXgAbYdwl40NKqcwlHSPpx8YA3AbjJP9aGJd5DFdSQKXUXhiXuXTAmBdiD4y7p7TBOFkHjJPpH8HoQHgCRkfM2/KN2EhP3nkejHkj8rkRwD+KSGeZRfwljEtcrgSwDcDrsPgymWJ+BaAFRn2yhWCsvzthTHj5Gxjr778LLCcIY3TGYzC2yZcB/JNSakOZ5ShJKRWFMUpkFsY6fhxABMBblVLx9Gueg9GJ9UsYl7L8LP2as2CMODkA4FYsvmMJERGR60iRUZ9ERERE2hGRv4MxD8WZSqlRp8tDREREBnZgEBEREQEQkVNgzBdyE4BdSqmPO1wkIiIiymLbJSQi8iUR2S0iu0TkehFpFZGXpm9vdkhEbhSRFrvKQ0RERJTj3wAcgjGR6MUOl4WIiIhy2DICQ0ROB/AkgFcqpaIichOMSb3+DsbtyW5Iz3y9XSn1C8sLRERERERERER1xc5JPJsAtIlIE4BTYEwW9kYAt6SfvxrGzOVERERERERERIvYchtVpdQJEfk+gGMwbt31EIz73E8qpebSLxsCcHru3z7wwANqeHgYIgKlFLq6utDX14dEIoHGxkYAQDKZRHNzM+bmjEU1NTVV9XwikYCIoLGxEXNzc2hsbIRSCqlUav75hoYGNDQ0YG5uDk1NTUilUgWfb2gw+odynxcRJJNJNDU1IZlMQik1/7zb61ToedZJ3zqJCFKplKfq5MXtxDrVXqdkMomWlhZP1cmL24l1qq1OIoKGhgZP1cmL24l1qr1O8XgcjY2NnqqTF7cT61Rbnebm5uaPXeqtTrFYbGzNmjV9yGFLB4aIdAF4J4CXwri12s0A3lrO33Z2duJ1r3udhaWzjs/nw6pVq5wuBpGlmHPSBbNOOmDOSRfMOumgnnO+detWX77H7bqE5E0AjiilAkqpBIx7z78BwMr0JSUAcAaAEzaVxxa9vb1OF4HIcsw56YJZJx0w56QLZp104MWc29WBcQzAn4vIKSIiANYA2ANgI4D3pF9zIYA7bSqPLUKhkNNFILIcc066YNZJB8w56YJZJx14Mee2dGAopTbDmKxzK4Cd6ff9FYxblH1ZRA4B6AFwhR3lsUsikXC6CESWY85JF8w66YA5J10w66QDL+bcljkwAEAp9XUAX895eBDAn9lVBrsNDAw4XQQiyzHnpAtmnXTAnJMumHXSgRdzbudtVLXj9/udLgKR5Zhz0gWzTjpgzkkXzDrpwIs5ZweGhdrb250uApHlmHPSBbNOOmDOSRfMOunAizlnB4aFMveyJfIyq3O+yz+ND1y/C88PhS19H6JS2KaTDphz0gWzTjrwYs7ZgWGhcJgnXOR9Vuf8aw8exlgkga8+cNjS9yEqhW066YA5J10w66QDL+acHRgW6uvrc7oIRJazOufK0qUTlY9tOumAOSddMOukAy/mnB0YFpqYmHC6CESWY85JF8w66YA5J10w66QDL+acHRgWUorfHZP3MeekC2addMCcky6YddKBF3PODgwLeXHIDlEuq3Muli6dqHxs00kHzDnpglknHXgx5+zAsNDIyIjTRSCynNU5916/MdUrtumkA+acdMGskw68mHN2YFioo6PD6SIQWY45J10w66QD5px0wayTDryYc3ZgEBEREREREZHrsQPDQtPT004XgchyVuecc2CQW7BNJx0w56QLZp104MWcswPDQv39/U4XgchyzDnpglknHTDnpAtmnXTgxZyzA8NCgUDA6SIQWY45J10w66QD5px0wayTDryYc1s6METkbBF5IetfWES+KCLdIvKwiBxM/99lR3nsIsLB7+R9zDnpglknHTDnpAtmnXTgxZzb0oGhlNqvlHq1UurVAF4DYAbA7QC+AmCDUuosABvSv3tGd3e300UgshxzTrpg1kkHzDnpglknHXgx505cQrIGwGGllA/AOwFcnX78agAXOFAey3hxyA5RLuacdMGskw6Yc9IFs0468GLOmxx4z/cBuD79c79Sajj9sx/AkllGRkdHsW7dOjQ1NSGZTGLt2rVYv349/H4/2tvb0djYiHA4jL6+PkxMTEAphb6+PoyMjMzf93Z6ehr9/f0IBAIQEXR3dyMQCGDFihVIJpOIRCIYGBiA3+9Hc3MzOjs7MTY2hs7OTsTjcUSj0fnnW1pasHz5coyPj6OrqwvRaBSxWGz++dbWVrS1tSEYDKK5uRnDw8OIx+Pzz7e1taGlpQWhUAi9vb0IhUJIJBLzz7u9Tj09PZiammKdWKf5Oi1btgw+n8+yOiml5tsDfp5YJyfrFIvFMDs766k6eXE7sU611amhoQFjY2OeqpMXtxPrVHudYrEYRkdHPVUnL24n1qm2OmUfu9RbnQqR7JMDq4lIC4CTAF6llBoRkUml1Mqs54NKqUXzYGzatEmtXr3atjKaaWxsDL29vU4Xg8hSVuf8gqu3YyaRAgA89IlzLXsfolLYppMOmHPSBbNOOqjnnG/dunXLmjVrzst93O5LSN4GYKtSaiT9+4iInAYA6f9HbS6PpSKRiNNFILIcc066YNZJB8w56YJZJx14Med2d2C8HwuXjwDAXQAuTP98IYA7bS6PpQYGBpwuApHlmHPSBbNOOmDOSRfMOunAizm3rQNDRNoBvBnAbVkPfxfAm0XkIIA3pX/3DL/f73QRiCzHnJMumHXSAXNOumDWSQdezLltk3gqpSIAenIeG4dxVxJPam5udroIRJZjzkkXzDrpgDknXTDrpAMv5tyJ26hqo7Oz0+kiEFmOOSddMOukA+acdMGskw68mHN2YFhobGzM6SIQWY45J10w66QD5px0wayTDryYc3ZgWMiLPV5EuZhz0gWzTjpgzkkXzDrpwIs5ZweGheLxuNNFILIcc066YNZJB8w56YJZJx14MefswLBQNBp1ughElmPOSRfMOumAOSddMOukAy/mnB0YFvLifXeJcjHnpAtmnXTAnJMumHXSgRdzzg4MC3nxvrtEuZhz0gWzTjpgzkkXzDrpwIs5ZweGhVpaWpwuApHlmHPSBbNOOmDOSRfMOunAizlnB4aFli9f7nQRiCzHnJMumHXSAXNOumDWSQdezDk7MCw0Pj7udBGILGd1zkXE0uUTlYttOumAOSddMOukAy/mnB0YFurq6nK6CESWszrnSilLl09ULrbppAPmnPJJKYVQbM7pYpiKWScdeDHn7MCwkBdvW0OUizknXTDrpAPmnPL51oYjeO81O7F3NOJ0UUzDrJMOvJhzdmBYKBaLOV0EIssx56QLZp10wJxTPk8eDQEAHj4w4XBJzMOskw68mHPbOjBEZKWI3CIi+0Rkr4j8hYh0i8jDInIw/b+nxrh48b67RLmszjnnwCC3YJtOOmDOSRfMOunAizm3cwTGjwE8oJRaDeAcAHsBfAXABqXUWQA2pH/3DC/ed5coF3NOumDWSQfMORXloe8UmHXSgRdzbksHhoh0AvhrAFcAgFIqrpSaBPBOAFenX3Y1gAvsKI9dWltbnS4CkeWYc9IFs046YM5JF8w66cCLOW+y6X1eCiAA4EoROQfAFgBfANCvlBpOv8YPoD/3D0dHR7Fu3To0NTUhmUxi7dq1WL9+Pfx+P9rb29HY2IhwOIy+vj5MTExAKYW+vj6MjIygo6MDADA9PY3+/n4EAgGICLq7uxEIBLBixQokk0lEIhEMDAzA7/ejubkZnZ2dGBsbQ2dnJ+LxOKLR6PzzLS0tWL58OcbHx9HV1YVoNIpYLDb/fGtrK9ra2hAMBrFs2TIMDw8jHo/PP9/W1oaWlhaEQiH09vYiFAohkUjMP+/2OvX09GBqaop1Yp3m69TS0gKfz2dZnbLvQsLPE+vkZJ2mpqawcuVKT9XJi9uJdaqtTk1NTRgbG/NUnby4neyuU0Y8Pgufz+eJOoVCofnjGK9sJy9mj3WqrU6hUGj+2KXe6lSI2HGLQhE5D8AzAN6glNosIj8GEAbweaXUyqzXBZVSi+bB2LRpk1q9erXlZbSCz+fDqlWrnC4GkaWszvm7frsDkXgSAPDQJ8617H2ISmGbTjpgzimft1y+DQDw96/oxeffcKbDpTEHs046qOecb926dcuaNWvOy33crjkwhgAMKaU2p3+/BcCfAhgRkdMAIP3/qE3lsUVPT4/TRSCyHHNOumDWSQfMOemCWScdeDHntnRgKKX8AI6LyNnph9YA2APgLgAXph+7EMCddpTHLlNTU04XgchyzDnpglknHTDnVIyXbgzGrJMOvJhzu+bAAIDPA7hWRFoADAL4GIwOlJtEZB0AH4B/sLE8lovH404XgchyzDnpglknHTDnpAtmnXTgxZzb1oGhlHoBwJJrWGCMxvAkL953lygXc066YNZJB8w5FeOhARjMOmnBizm3aw4MLXnxvrtEuZhz0gWzTjpgzkkXzDrpwIs5ZweGhdra2pwuApHlrM65l77tofrGNp10wJxTcd7ZKzPrpAMv5pwdGBZqaWlxughElmPOSRfMOumAOSddMOukAy/mnB0YFgqFQk4XgchyVudcWbp0ovKxTScdMOekC2addODFnLMDw0K9vb1OF4HIcsw56YJZJx0w51SMl26jyqyTDryYc3ZgWMiLPV5EuazOuYeOlajOsU0nHTDnVMze0YjTRTANs0468GLO2YFhoUQi4XQRiCzHnJMumHXSAXNOxewPzDhdBNMw66QDL+acHRgW8uJ9d4lyMeekC2addMCcky6YddKBF3PODgwLefG+u0S5mHPSBbNOOmDOSRfMOunAizlnB4aF2tvbnS4CkeWYc9IFs046YM5JF8w66cCLOWcHhoUaGxudLgKR5Zhz0gWzTjpgzkkXzDrpwIs5ZweGhcLhsNNFILIcc066YNZJB8w56YJZJx14MefswLBQX1+f00UgspzVOffSPeepvrFNJx0w56QLZp104MWcswPDQhMTE04XgchyVudcKUsXT1Q2tunul2KDUTPmnHTBrJMOvJhz2zowROSoiOwUkRdE5Pn0Y90i8rCIHEz/32VXeeygeCBFGmDOSRfMurvF51L40PW78e1HjzhdlLrGnJMumHXSgRdzbvcIjL9VSr1aKXVe+vevANiglDoLwIb0757hxSE7RLmYc9IFs+5uu0ciGJtJ4PHBSaeLUteYc9IFs0468GLOnb6E5J0Ark7/fDWACxwsi+lGRkacLgKR5azOOefAILdgm046YM5JF8w66cCLOW+y8b0UgIdERAH4pVLqVwD6lVLD6ef9APpz/2h0dBTr1q1DU1MTkskk1q5di/Xr18Pv96O9vR2NjY0Ih8Po6+vDxMQElFLo6+vDyMgIOjo6AADT09Po7+9HIBCAiKC7uxuBQAArVqxAMplEJBLBwMAA/H4/mpub0dnZibGxMXR2diIejyMajc4/39LSguXLl2N8fBxdXV2IRqOIxWLzz7e2tqKtrQ3BYBCNjY0YHh5GPB6ff76trQ0tLS0IhULo7e1FKBRCIpGYf97tderp6cHU1BTrxDrN16m5uRk+n8+yOmUPfePniXVysk7RaBSzs7OeqpOXtlM00TbfVnA7VV8nABgbG/NUnby4neyuUzafz+eJOkWjUYyOjnpqO3kxe6xTbXXKPnaptzoVInZdFyMipyulTojIqQAeBvB5AHcppVZmvSaolFo0D8amTZvU6tWrbSmj2cbHx9HT0+N0MYgsZXXO3/27HZiaTQIAHvrEuZa9D1EpbNPdbduJKVx8/yEAbCtqwZxTPm+5fNv8z175fDHrpIN6zvnWrVu3rFmz5rzcx227hEQpdSL9/yiA2wH8GYARETkNANL/j9pVHjtMT087XQQiyzHnpAtmnXTAnJMumHXSgRdzbksHhoi0i8jyzM8A3gJgF4C7AFyYftmFAO60ozx2KTb0hcgrmHPSBbNOOmDOSRfMOunAizm3awRGP4AnRWQ7gGcB3KuUegDAdwG8WUQOAnhT+nfPyFxLSuRlzDnpglknHTDnpAtmnXTgxZzbMomnUmoQwDl5Hh8HsMaOMjhBePsE0gBzTrpg1kkHzDnpglknHXgx507fRtXTuru7nS4CkeWYc9IFs+5uCvZMSu51zDnpglknHXgx5+zAsJAXh+wQ5WLOSRfMOumAOSddMOukAy/mnB0YFlqxYoXTRSCyHHNOumDWSQfMOemCWScdeDHn7MCwUDKZdLoIRJZjzkkXzDrpgDknXTDrpAMv5pwdGBaKRCJOF4HIcsw56YJZdzeB9yYqcwJzTrpg1kkHXsw5OzAsNDAw4HQRiCzHnJMumHXSAXNOumDWSQdezDk7MCzk9/udLgKR5Zhz0gWzTjpgzkkXdmd9z0gEv3hmCLNzKVvfl/TmxTa9yekCeFlzc7PTRSCyHHNOumDWSQfMOenC7qx/8e4DAIDOZU34wLne+1ac3MmLbTpHYFios7PT6SIQWY45J10w66QD5px04VTWRyNxR96X9OTFNp0dGBYaGxtzughElmPOSRfMurspKKeL4AnMOenCqaxzumGykxfbdHZgWMiLPV5EuZhz0gWzTjpgzkkXTmWdd0wiO3mxTWcHhoXicQ4RI+9jzkkXzDrpgDknXTDrpAMv5pwdGBaKRqNOF4HIcsw56YJZJx0w56QLx7LOARhkIy+26ezAsJAX77tLlIs5J10w66QD5px04VTW2X9BdvJim25rB4aINIrINhG5J/37S0Vks4gcEpEbRaTFzvJYzYv33SXKZXXOuaMnt2CbTjrwSs4TyRR2DE8jkUw5XRRyKa9knagYL+bc7hEYXwCwN+v3SwH8UCn1MgBBAOtsLo+lWlo81R9DlJfVOed9Bcgt2Ka7GyfGM4dXcv7zTUO46N6D+NXmE04XhVzKK1knKsaLObetA0NEzgDwdgCXp38XAG8EcEv6JVcDuMCu8thh+fLlTheByHLMOemCWScdeCXn9+0bBwDcs9d7txAkcziVdWFfK9nIK216tiYb3+tHAP4NQGYt9gCYVErNpX8fAnB67h+Njo5i3bp1aGpqQjKZxNq1a7F+/Xr4/X60t7ejsbER4XAYfX19mJiYgFIKfX19GBkZQUdHBwBgenoa/f39CAQCEBF0d3cjEAhgxYoVSCaTiEQiGBgYgN/vR3NzMzo7OzE2NobOzk7E43FEo9H551taWrB8+XKMj4+jq6sL0WgUsVhs/vnW1la0tbUhGAwiHo+jo6MD8Xh8/vm2tja0tLQgFAqht7cXoVAIiURi/nm316mnpwdTU1OsE+s0X6dYLIbm5mbL6qTUwhiM4eFhbifWybE6BQIBnH322Z6qk5e2UzTRNt9WzM7OeqJOTmynaDSK3t7euq9TtmAw6LntZHf2svl8Pk/UaXBwEAMDA7Ztp4xIJIJIJMLssU621OnkyZPzxy71VqdCJPvkwCoicj6Av1NKfVZE/gbARQA+CuCZ9OUjEJEzAdyvlPqj7L/dtGmTWr16teVltEI4HMaKFSucLgY5ZOPhIJ45FsJFf/1iNDd6d75cq3P+nt/tQHg2CQB46BPnWvY+RKWwTXe3rSfC+Mr9hwGwraiFV3L+lsu3AQAaBbh/HfNQq8z6BLzz+bI765l1+M5X9mL968+07X1Jb/Xcpm/dunXLmjVrzst93K6zqjcAeIeIHAVwA4xLR34MYKWIZEaBnAHAUxcqevG2NVS+SzYexcbDQWw4FHS6KJayOueZzgsip7FNJx0w56QL57LOa0jIPl5s023pwFBK/btS6gyl1EsAvA/Ao0qpDwLYCOA96ZddCOBOO8pjl1gs5nQRyAWiCW+fgDPnpAtmnXTAnJMunMo658AgO3mxTXd6XPvFAL4sIodgzIlxhcPlMZUX77tLlIs5J10w66QD5px04VTW2X9BdvIOduH3AAAgAElEQVRim257B4ZS6jGl1PnpnweVUn+mlHqZUuq9SqlZu8tjJS/ed5coF3NOumDWSQfMOemCWScdeDHnTo/A8LTW1lani0BkOeacdMGskw6Yc9KFY1nnEAyykRfbdHZgWKitra30i4jqHHNOumDWSQfMOemCWScdeDHn7MCwUDDo7btPUHnE47M1MeekC2addMCcV+eRgxPYcGjC6WJQBZzKurePCsltvNimN5V+CVWrp6fH6SIQWY45J10w6+4mPC0wBXNeuWRK4XuP+wAAa17W7XBpqFzMOunAiznnCAwLTU1NOV0EIssx5/YLx+ZwMuypOY/rArPubgrK6SJ4AnNeOSavPjmVdXa1kp282KZzBIaF4vG400Ugshxzbq94MoX3XLMTAPCVv1mFN/LbPtsw66QD5rxyPCGtT05l3euXFpO7eLFN5wgMC3nxvrtUOa/vpphze4Vjc/M/37B9xMGS6IdZJx0w56QLZp104MWcswPDQl687y5RLubcOV7vHHMbZp10wJyTLph10oEXc84ODAtVetuauZTC9pNTiM+lLCoRkfm8eHumesFRqPZi1kkHzHltlOKMGPXCqaxz10128mKbzg4MC7W0tFT0+iufO4l/ve8QfvD7YxaViMh8leaczMTDIDsx66QDp3MeT6awZSiMeNKcL3PsmG9AFfiZ3M3prBPZwYs5ZweGhUKhUEWvf+DAOADg0cPeu18veVelOSeqV8w66cDpnP/86SH8+wOH8bOnhkxZHkdEUCFOZ53IDl7MOTswLNTb2+t0EcgFvD7Mnzl3jtez5TbMOunA6Zzfv9/4MifzpU69YX9J/XAq69x3k52cbtOtwA4MC3mxx4soF3PuHB4D2YtZdzeeOJrDazm35RIShq8uOZV17rvJTl5r0wGbOjBEpFVEnhWR7SKyW0T+K/34S0Vks4gcEpEbRcRTF+kkEgmni0BkOeacdMGskw68lnN2LlAhjmWdQzDIRl5r0wH7RmDMAnijUuocAK8G8FYR+XMAlwL4oVLqZQCCANbZVB5bePG+u0S5mHPSBbPubjxNNQdzXhvmsH44lXV2X5CdvNim29KBoQzT6V+b0/8UgDcCuCX9+NUALrCjPHbx4n13iXIx587hlzj2YtZJB17Lue13IeGIj7rhVNa56yY7ea1NB4Amu95IRBoBbAHwMgA/B3AYwKRSai79kiEAp+f+3ejoKNatW4empiYkk0msXbsW69evh9/vR3t7OxobGxEOh9HX14eJiQkopdDX14eRkRF0dHQAAKanp9Hf349AIAARQXd3NwKBAFasWIFkMolIJIKBgQH4/X40Nzejs7MTY2Nj6OzsRDweRzQanX++paUFy5cvx/j4OLq6uhCNRhGLxeafb21tRVtbG4LBIBobGzE8PIx4PD7/fFtbG1paWhAKhdDb24tQKIREIoGBgQEks24Z5vP5XFmnnp4eTE1NlV2nethOVtYJAOYSCRw/ftwzdcrdTk1NTfD5fJbVKVslnyevZm+2Ydn8+kilUhgaGqr7OtXLdpqZmcHs7Kyn6uSl7RSNL7QX3E7V10kphbGxMcfqlC2zHaupU4ZSCsFg0NLttGJlV1aZ4zgZGPFc9rL5fD5P1GlmZgajo6O2baeM6elpRCKRum0jvNjueblO2ccu9VanQsTunmIRWQngdgD/AeCq9OUjEJEzAdyvlPqj7Ndv2rRJrV692tYymiUYDKKrq6v0C9Pe/bsdmJpNAgAe+sS5VhWLbPKWy7cBAD73+jPwjlf2OVwa61Sa80pl1iPAzwUAjEXi+MD1uwEAL+89BT+74GyHS6QPq7NOtXnueBj/98HDANhW1MLpnJvV5meW09QguO/jr665XMXEkymcf+V2AMA9HzsHLY3emyPfi/tiu7OeWYfvf3U/Pnbei2x7X9Kb0216LbZu3bplzZo15+U+bnsLq5SaBLARwF8AWCkimVEgZwA4YXd5rBQOh50uArmA14cKOp3zcGwO17/gx3jEe5MUlcJLSOzldNaJ7OCWnNdV86YK/Eyu5lTW6yrbVPfc0qabya67kPSlR15ARNoAvBnAXhgdGe9Jv+xCAHfaUR679PVV9q07L5ukelRpzs32oyeP4crnh/HVBw45Wg7yPqezTsUpnjmagjknXTiVdTvmZSHK8GKbbtcIjNMAbBSRHQCeA/CwUuoeABcD+LKIHALQA+AKm8pji4mJCaeLQC7g9R2V0znf6TeuKz0SjDlaDvI+p7NOZAfmvDbsRqsfzDrpwIs5t2UST6XUDgBLLphTSg0C+DM7yuAEzkRNOmDOnePtrjH3YdZJB27JeT31/Zu5xkKxOfzrvQdx/it6PT1/lhs4lfU6ijZ5gFvadDN5b5YhF/HikB2iXMw56YJZJx0w57Wp9VThlh0jOBqM4WdPD5lSHirMuUtIHHlb0pQX23R2YFhoZGTE6SIQWc7pnHuxZ7lcPAiyl9NZp+I0bgpMxZzXptZ90lyKQbaLU1nnrpvs5MU2nR0YFsrcy5bIy5hz5wgPg2zFrJMOmPPKscuhPjHrpAMv5pwdGC7CHSBR5fi5ISKAbYHX6No9yxxrgMMniWrCDgwLTU9PO10EIssx5/biwa1zmHXSAXNem1ovZWIbbx+nss7uC7KTF9t0dmBYqL+/3+kiEFmOObcXr/N3DrNOOmDOK2fqXExs423DrJMOvJhzdmBYKBAIVPT6SDxpUUmIrFNpzonqFbPubuzcM4dbci51Osy+1hgyxvZxKuv1mWyqV25p083EDgwL1evOl8zl9Rgw56QLZp10wJyTLpzKOj9iZCcvtunswLBQd3e300UgspzTOdftW1fd6usmTmedyA5uybn3DrnLwzbePm7Jej3Z7Z/Gb7cMI8nb/dYNL+acHRgW8uKQHaJcTuecu1Cyi9NZp+JSWWd+ps5JoBnmvDa1Zk9xr2Ybxy4hcbB3LqUUvr3hCG7bNVrV33/pnoO4ZpsfGw8HTS4ZWcWLbTo7MCy0YsUKp4tALuD1b5GYc3vx4NY5zLq78ZNhDuacdOFU1sXBI8Odw9N4/MgkLnvmRE3LCUTiJpWIrObFNp0dGBZKJjkpJ3mf0znX7ZtWvWrrLk5nnUpQeX+kCrkm53XU+69MzJ5Vu7Tp2TlrFlym7z/uw68213bSbDansu5ktJOaHTORi9p0E7EDw0KRSMTpIhBZjjknXTDr7sbDcnMw57Wp9fzQihxv8oWw9nc78WuHOhAmowk8dHACt+ys7rIFq+iY9UYPTuhIxXkx5+zAsNDAwIDTRSCyHHNuM56lOYZZd7fsy6v4JWP1mHOHWZDd617wAwBudqgDwa2fR8ey7mAfQmMDOzDcZMOhCdyzd8zS9/Bim25LB4aInCkiG0Vkj4jsFpEvpB/vFpGHReRg+v8uO8pjF7/f73QRyAW8vqtwOucuPS6yjG71dROns04l8MNhCrfk3Kx9px37YDOjZ8U8Rym39iA4zKmsO3lcaFYHBgdymOPSx3z4yVPHEYlbd5mHW9p0M9k1AmMOwL8opV4J4M8BrBeRVwL4CoANSqmzAGxI/+4Zzc3NTheByHLMOemCWXc3nqKZwy05N+v8yO5cuDGH7L/Iz6msO3nuz34Hd7LytrRuadPNZEsHhlJqWCm1Nf3zFIC9AE4H8E4AV6dfdjWAC+woj106OzudLgKR5ezK+StOPSXv47odmOlWXzcplPXbd43i/n3WDgGl0vjZMAePXZxlRYz50chPx6xz5IR+vJjzJrvfUEReAuBcAJsB9CulhtNP+QH0575+dHQU69atQ1NTE5LJJNauXYv169fD7/ejvb0djY2NCIfD6Ovrw8TEBJRS6Ovrw8jICDo6OgAA09PT6O/vRyAQgIigu7sbgUAAK1asQDKZRCQSwcDAAPx+P5qbm9HZ2YmxsTF0dnYiHo8jGo3OP9/S0oLly5djfHwcXV1diEajiMVi88+3traira0NwWAQ8XgcHR0diMfj88+3tbWhpaUFoVAIvb29CIVCSCQSS65P8vl8rqxTT08Ppqamyq5TPWwnK+sEAIm5ORw/ftwzdcrdTrFYDM3NzabXaXh4GA3Ny+bXYyqZwvDw8JI6Zd+F5OTJk57PXli1LKyTVBJDQ0N1X6d62U6BQABnn332ojqNjE/iF88EAQCvbIvUXZ28tJ1isYXPRmx2FmOjI3VfJye2UzQaRW9vr2N1ylBKYXZ2tuo6ZS0IwWDQ0u3Uunzl/NvNzs7CN3Ki6u00N7cwlHx8fNyU7KVSqfllTk9PV7Wdco9RK6lTU0eX6XUyI3uHDx/GwMCAbW1ERjgcRiTS4UgbMTzsX7QdK61TxkxkBj6fzzPtnlNteUY0OoPpiWlL6nTy5Mn5Y5d6206FiJ23IBSRDgCPA/i2Uuo2EZlUSq3Mej6olFo0D8amTZvU6tWrbSujmSYnJ7Fy5crSL0x7y+Xb5n9+6BPnWlEkslFme37w3AH81UtW4g962kr8RX2qNOfl+vf7D2HLian53195ajt+9I6XL3nd31+1HbNzxsGZDp+boVAMH795L4DC64SskS/rU7NzePfvdgLQI39utvHwBC7Z6AMA3Puxc9DcyHnKq2FVm16uzL5zWVMD7v7oOTUvB1j4bM7OpfCv9x7E61/SifedY97EdpF4Eu/67Q4AwI0f/CN0tVU/ZPuHvz+G+/ePAzCvTfnUrXtxJBiraZm1HKMGZxL4x+t21fT+VrA765l1+KnXnY53//Gptr1vtv2BCD5/5wEA1W2LTB3WvfZF+MdzCp9gUnky6/O2D/8xOpZZM67A6Ta9Flu3bt2yZs2a83Ift23vLiLNAG4FcK1S6rb0wyMiclr6+dMAuOv+SjWKx+NOF4Fc4Nptfnz69n2Ycvge7FaxKufZnRdEbpAv6xyNu9jodBz/fOd+PHV00vb35iUk5vDyscvjg0HsC8zgN88Nl36xQ6zIcar0S7TkVNZ5GQfZyYttul13IREAVwDYq5T6QdZTdwG4MP3zhQDutKM8dolGo04XgVwkOOPNDgzm3F48SXNOvqwLj0QXueyZE9gXmMF/PXLE9vdWBX6myni5TU9aFIxFo5ndGD43lskFnMq6s5N4cp+lGy+26XbNgfEGAB8GsFNEXkg/9lUA3wVwk4isA+AD8A82lccWXrzvLlEux3Ou2Rm9XrV1F8ezXgdic9bdCq4UzZoCy7gl5/V6mlVrDHkbVfu4JetEVn4Z4sWc23UXkieVUqKU+hOl1KvT/+5TSo0rpdYopc5SSr1JKTVhR3ns4sX77hLlcjrnPCwjuziddaoAG4aquSXnug5usqKvoV4+DsNTs/jmI4M4NDZjy/s5lXWO3CMgZ+SWhdzSppuJM1xZqKWlpfSLSB91ur9SSuH3RyYxMpX/Gjrm3Gb1ciTqQcy6u1nxzbWO6jXnSimMRxLOvHeBn90i5cZC5XHJo0fx5NEQvnDXAVver16zTt5g18fSizlnB4aFli9f7nQRiGr2lC+E/95wBB++cXfe553OeZ0cl5mGJ2nOcTrrVJzbpyGoF/Wa8588dRzvv34XHjscdLooNbEmu/XxiRiNGF+UJGzqcXEq645+n2XDm0cTzl1KWE/surKrXtv0YtiBYaHx8XGni0BUs4OB4kM57co5R1yS00pl3c7bktNSXPvmcMuxS6VN/r37jHLfuqvIDe3s+IzW+BZWlLBeRmDY/SF2KuuOHs9kd/TW8HkoVIVtJ6fwzqt34DfPnax62Tqy8vjBLW26mdiBYaGuri6ni0BkOcdzXi8HZibRrLquUirr3DbOTqTJERjmcLxNr0OLs1drD4b56a2XvlW7O1p0zHp2Pq1Y3ddtM+ZbuGH7iAVL9xa74u7FnLMDw0JevG0NUS6nc14nx2WmyT4QreZbnPhcChffdxB37g6YVyhN5Mt69rcm9XKS4FVc/eZwuk3PJz6XQiRuwrD0OhjKZ0WO6+XSw1KlTCmFW3aO4qBJk3y6MetWW9TZVh+xcKWHDozjtmKjvcqw6Pih1gIV4cWc23UbVS3FYjGni0Au4v7Dpuow586p5uDj0cNBbDs5jW0np/HOV/WZXygPy5d1t0/ep5VFnUncGtVyY5v+nmt2IjaXwt0fPQfLmop/9+b0vtaNyavl46CUsu2uGaU+t48PTuJXm08AAB76xLk1v59TWW9wSUeaG7NaL77/xDEAwJte1o0VrdWdTtu1m3Jjm14rjsCwUC333d09Mo3h8KyJpSGqTqn21en7S/NEpTLxZMrpItStUllnFp2VvfZnEsx5tZxu0/OJzRnbc3ym9F1GnP4U1toMWHIb1SqX+eihCfzDtbtMG/FQSqlLSMw+LnZj1q22qNPdgrC5pG/GNrM1HFMt3ha1l6UQL+acHRgWquW+u1+6+yAuvGmPiaUhp3m1Uffi/aXdrNZLSKh6+bLOeRfcI3v97xiedqwc9c4tbXq+b/1rPsivg05Gay4hWTA6nf+W6Pl89zEfQrE5/E/622arpUpsH7PXjVuy7pSa1iePPwAAqRr6yrPX/3ND4ZrLUogXc84ODAu1trY6XQSimpXaRzHn1fneY0fxHw8etv1b+zo4fnetklnnunV0FWRnu4EH11Vzd5teOmHc9Etl72cu2Xi0miWYVhbn32WBU1l38suHRccA3GfVLFXDSsz+XF76mM+M4uTl7ja9OuzAsFBbW5vTRSCqWamm2a6cF9rf1+v+95FDQWw+HsZ0hRPT1ToZW72uLzfIl3UeC7qTW64xr0duPnZx62fMzKHgVnRqZy9xeGrhMoyT4Vncv28MSZfcZ9XuDnansu7sXVQXVrIVF9rp1vLWMgLDLm5u06vFDgwLBYNBp4tAZDnmvDZm7ey3nZzisHmLlcq6O04B9JV94sf+i8Ku3jKMnzx1vODzbmnTuQnNkyrQ0/rRm/bgh08exwMHxov+vZUdC8mUmv/s2j0iMZP1HcPTFV1aUytHs73oLiTca9Wq1GVPxdi1+t3SppuJHRgW6unpcboIRJZjzmtjxuzucymFi+87hIvuPVjytTxgqV6+rC++jSrXrZOy1z4vISns2m1+3LN3DJPR/BNisk2vjRtHyZW6XaPVk3QWqtPU7BzOv/IF/PeGowBKjwgwe9309PTgyEQUF917EB+6YbfJS3cns9Yhm1hDTXf4Ma8YRXmxTWcHhoWmpqacLgK5iFcbe6dzrts5Y757uJs5/DeaSMIX9N49w82QL+t2zSJOleloaXS6CK5XKK9Ot+nFuPUzVqqDoLJl1biAfMus8T2tWu3PD4WRVMCTRyfLKofZpqamcDTowC0mHRwiZv0+y6tHu/mZNQeGldzcplfLlg4MEfmNiIyKyK6sx7pF5GEROZj+v8uOstgpHrdmOBq/5SM3sSLngUjty4zNpVz7WVk01L3Sv631vUs8/5nb9+OTt+7D7hFejpKrVNbdmTZ7OfmRy37vU5rZgVEtq45dKlXtOR4vH1oqX8d3oeftlPu+du+z4/F4RaO1wrE5U8p4fNLeTpMtQ2E87VvaScR9VnXicwtjhWppbsxc/7fsHMUjByfyPueWNt1Mdo3AuArAW3Me+wqADUqpswBsSP/uKVbcd/fBA+N412934IBN9+QmKsWKnM9UMLFlvh2Af2oW77hq+/ywVLepZaeV/bf5DtRrPbg6GTYmeNsy5L0e+1rlzXqJ1T01O2dNYWiJ7E1RB/OqmUYphR3D04hUOCFwIVa06WYpp3VzvN+61kk8zSnFIqkSI0RKXfZiZpmK7aPs3nQDAwNln4AeCMzgPdfsxLcePVrVe2XX+5ado1Uto1r//sBhfOPhI4jNpZC9lq3oMPJ6B2I8mcL5V203ZVlmrf6JmQR+tfkEvvd4/juZuLlNr5YtHRhKqScA5HYLvRPA1emfrwZwgR1lsZMV9939nyeOYSaRwk+LTMBF7jQ1a87BpdtYkXOpcQjiY4PGhEWZYaluY9Y3IJnlLDpxKzUU2OmD+zrz/FAYe0cjAPJnffFw3MUr94pnT+Ddv9uJp1yaQ69Rmn61+OjhIC669yC+ePeByv6wQDNrRZvudeae4Ju4MJe8Z7mLL3k1pMkF9fv9ZX+F/sB+Y6LT3x+prj234kYvB8dmEI6V30ken0tZNgIjkUwhpZTnLyAJTC+eO8gNu5rZueJd9l5s052cA6NfKTWc/tkPoN/BsljCytvWxBI6fb9Uf8Znlk6OdsVzJx0oifUsyXm+PWAFe8UGl+9Ci+3w7t4TwK82n5j/PZlS2Hh4YiFTeYf/ln/9dbk7W69/i1KOUGwOX33gML5wl3FiWOltVG/cYXzLdu027x08VOrmHSP4xsODtt2usZyZ4Q+Pz+DLdx+Y76CqV5uPhQAAPpOu5XfilnvTs3PlTSRZRnycbrtqT7j5n5Hsj12+b91LHlGaWCQ3nPBltLW1lX28UOvkrGY7MDaD9Xfsx0durGzyUSvmwEgkU3jXb3fgM7ftM2eBLlaqs6ASdiXKi7dRbXK6AACglFIiknc7jo6OYt26dWhqakIymcTatWuxfv16+P1+tLe3o7GxEeFwGH19fZiYmIBSCn19fRgZGUFHRwcAYHp6Gv39/QgEAhARdHd3IxAIYMWKFUgmk4hEIhgYGIDf70dzczM6OzsxNjaGzs5OxONxRKPR+edbWlqwfPlyjI+Po6urC9FoFLFYbP751tZWtLW1IRgMoqWlBcPDw4jH4/PPt7W1oaWlBaFQCL29vQiFQkgkEgWH9wwNDS2qU4ZvMoZYLGZ7nXp6ejA1NVV2nephO1lRpxlpXbItT0zOYGZmpu7qNDe38NEcHx9fsp2am5vh8/kqqlPfqf24ZMNh/El/G972ilOX1GmubemUOLOJJDbu8uHF7QpnvOi0+TplO3nyJBKJBJLJhaYtGAzWnL0Nhybw8tP70J0KV7SdWjs6cdlzfrzu1Cb87avOnN9OTS0L+Rj2+9Gs5ub//qdPG4PVzlk+iz9a1Y+bXjiJ6/dOo7utCZf+5QoE4wt1UyqFoaEhzCQWRveMj4+jqUEK1ik6s7A9Z2dnl2ynjNBkCLOz3a74PJnZRgwl23H91mF8+k+78JJTVxat0+TcwjwKw8PDCIfD6OzsXFSnodGF25MdP34cf3jmi+brlJFKpZa05Zk6jYem8OIXDXii3evo6EAiEV+0PjJ1+vWzRgfuE/tO4A/ak5bUKTa78J3MbDwOn2+saJ3+7/0HMRFL4aJ7DuB/13QXzd5keApX7I1jdSfwxlWnuGo7RaMLk+4ePXoUHR0dRbdTxj1bB/He16xakr2GhgaMjY3ZWqd/eXwS4XgKF792+UL7lkrNt1HZbXzvsoGC28n4vCkcP754lGowGEQymcT4+PiiZZlVp8b2zqx2NQ6fr4Z9bnLhBCnfPrea7GV3WqSUgs/nQ1fXwn42mUzC5/PN18k/NoEnRyXrbxaftPl8vorqNCkL2+eyJwfx9hc3ob+/f9H28PkWhr8L8u+fYrGFcmSeryV7wWAQodjC/jgSiRSs09TUwrxQx48fr3j/FJpaPK9UJBKpKXtbh4y2diaRKnmukZGIx+HPagOOHz+Ol57eX9E+N7v8Pp8PAwMDeOHwCcSTCkeCMbQ1LIwIyTzvlv1TOdup1Ofp03ctfMEEACPBaSA0gpsHkzijXfD6gcay6xRvaFm0rMwxbKV1OjEaml/G0NDQkjoFg8H5Y5d6OI7I3k6FONmBMSIipymlhkXkNAB5Lwg79dRT8dRTTy15fNWqVfM/ZxrhU045Je/zmdvHnHnmmXmfz3y4sx/LPvjM9zeZFbxixYq8z69YsQI+n2/RY9k/r1y5suD7ZDvjjDNy/t44uWkQoLW1tew6JVMKg3PLcU5LO05Nv3c5dWrvPQ0PH5zA21efglWrVix6XTl1qoftZEWdhsOzABaPuGhsbMIpp5xSd3Vq8i/Uo6enZ8l2ys15OXV6fDCIzf44NvvjeO9r/2BJnYZCS79JPDgewyXjMVzwqj589qXLspa/sDN50YteBAB4PrzQnHR1ddWUvWPBGK7YdRzYFcFDnzi3YJ1yl9nR0YHfPHcSTw1F8dQQ8NY/XShzdg/+QH8/OpY1Zf298Rnv7R9Ae/sp8M0YJ9ET0TmsWrUKsUAEmeZSpAFnnHFG+tr3iXR9u9HS1FCwTm2hEQDGSfeyZcvybKfMclYueb6W7EXiSby4sxMiUjJ7QzPA0GQMZ7a2mt5GfPLybQCAWw7H8Y0/6Chap7msHJ522mmIx+NL1kmyuR2AMaT49DPOxLJlTVnPGydRjY0NedpyYwTA5x49hrevbsAX/vLFVdcp93mn2j0AaG6eAGDMo5K9nTJO6ViOVS/utKROz2V97pubW7DqjOJ1iqSPsxOphWUVaiO2TQieP+nD8yeBj7zh5Uued3I7GWU21vnGsRZ87CVGWQpvJ+Mz/ru9M/jwG5YeR2ROTu2sUzhulGkk1QHAmH+noaEh6/NmPH/ai07DKae0LarTmS9+Ma7MGuHY0CDpOi10yGbWRc8YABgjPTL7CzPqFMwaddnS0oLT+6r/PDXuG5x/Lt8+N/fvy9lOCgsdrdPxFA4llmNNVn1EGhb9/XV7wrhtVyBrCYtHKWReW26d7t40NP/cHfvD+OxfGfvS7p4eANNZf79wjJtv/9Q6Pjz/uxn7p9bWVnS1ds6/b3t7e8E6dSyfQm7bVsn+qbOrG8jaDrnvle9v2k5px5YTYbyqvxf96Tsrza/78YXtc9ppp+X9+5VZx/sA0LKsBf2n9iPzGTv9jDNwSltzRcdGGVOpZqxaZTxufJaMk+hT2trml59Zllv2T4XqVNnnaXEHxk17JrHutS/Cw4PGSM33v+7csutktBsLHbSZNqnSOs02dyCz/jPHGtnPRyKRAsd7i7lxOxXi5CUkdwG4MP3zhQDudLAslsju9TRbY4VjJO/YHcAlG3343B37y/6bJ49O4gPX78aVz1PX9U8AACAASURBVA/jJ3nm3LBrKHA90mnVVJPzmRKXQBVL9737xoo8a6hkVvFS8l0OVK7JaP5rU0tNqAYUHtqZfwb5rG/XSpSp3GiaOQr78PgM3vXbHfifJ46V9frP3bEf333MZ+lkxYUmPHziSBA7ho2Dr9x1lS/rqoYJ0e7aY2T53n3jJV7pHZY2jar6bVFKwsWNevZn9foXRgq+rlxWHruUUmot53t+87Hw/OVa7lBbVqxIWu4yL31s8WR/uYeUB8cW30q71jJV+nFsKHCMa/a66e3trXnOrXJVU/abdozgaw8O4msPHl7yXGOZBzqLLjFVOfusMv9+dDq+pE29e2/pY7F6MDodx7Ea7goTnp2r+rISu/YqTrbpVrHrNqrXA9gE4GwRGRKRdQC+C+DNInIQwJvSv3tKKBQq/aIqNVR4hrY9fUA+VsHJ2DcfOTL/856ca4Sv3jKMt/3mBRyZiOb+mWkKHYAqpfDNRwbxkyfdO5FpvmslC10/eSAwg6u3DCORNPG6OqXwgyeO4Ybt1l97b03OC+e7nEZLTLwIupxr6QuXI//jpW5pBxg7tnBsDk/7Qksez11+9mOlTtzK7sAw8Zju/vTkZw8VuMVXISNT1t36K1/9JmYS+NaGo7jo3kNLnrtt12jJrBdat4UOkJ2+Vt8Jm4+Fis45cWhsBpt81bUpqsDPZmisYlsppXDFsyfw+ODCt657RiL42oOHMTw1W/Zy4nMpjJlwa+lyVdKmx+ZS2HZiCnMWdPDka8fzNW+T0fzHNc3VbDQTlLsmxiJxXPX8SUzMWD8pYKW7MfPvTlHh8mzadLlZ33oiXNGkmBWpYpVmJgzdPbK0zWwq8zxg0fwnyPkCqYwy3bxzFB+6YTeuM6Fz1I0+dMNufOKWvRXd/W6RCrarUgrf3nBkfp4zKz7rue0JYO35qFPsugvJ+5VSpymlmpVSZyilrlBKjSul1iilzlJKvUkpVdmRbR1IJIwQzc6lTB+tUM5+ORCJ45uPDCJkQmOc21BmJqW7Ybu5DVpmp3npY0fxmdv3511v4dkknjwawj37xiw5aDJDvmItPmlV+NqDh/H/Hvfhc3fux7Xb/Kb2Zg+FZvHAgXH85rnh0i+uUSbn+dy6cxSPHqr8o13sxK6czolC+/VkSqVvI1a+ShI2Fokjmii9Eyx3mbeWuNXa/F1Ishboxo/EssbqdjVW3OKtmOkiBzCXPXNiPusppbB7ZBqxudTibenOY3RXuXff+PykqPl89o79+PrDg+nL8CqTvfrd8DnYMxLBjTtG8e2s2y5+8e4DePZ4GN9/vLzRSACw7pa9+MD1u+dvcZzL7I6wYm16rks3HsXF9x/CNVut39eUK9NhmEjaF4Jq3unrDw/iuhdG8J3c23LWUOxQbC7vMV++trTYt8Zmf34qXZxdw8MTicSi44Wv3H8Y6wuMVK51d2R2GrNHqdy1J4CfPnU873Ze3C4qXPbMUN7nCslcnnX1Fvd8xq1Q7blSSqmCO/NwbA5PHpmcP1cZnU7g8SOTC7fRtaCJOp5nNEklbXq9cPISEs8bGBjA7FwKf3/Vdnzy1r3zjydTquYOjULD67J98PrdePJoCO+9ZmdN7wWU39Nbi32jEfzDtbvw+GAQGw4FMTgRxdHg0hEe2d+I1/LteD5Hg1HcsmOk9o6RfB0YWT9Pxubw7PEwHs76RrqaA/ZCzOzYKbWkQhPQHpuM4ZebT+C7j/kqPhEtlrZyoljoJR+5cTfecdV2xE2cRTpjLBLHB67fjQ9eX3pG8HLuGqIAJMtcbxWt3TJfbOZJUb5lpZQq+fm1+yS0VJUzWb9rzxi+dPdB/NfDg2Xdks6OkRa37xrFZ27fh+lZi749LJNZm6yS0YL53rycNqfQZhkcjy5pj8vZ5+Yq1iEWLDBqIJ+RaWP0xfbh6RKvLK2c9VKoTc/nqfRomUeq6Ki2SrG7RUQtaPuXvH+ZH4LMZRq5I1yrvdtFSim895qdeY/58i3x76/aXnRZ2YZC5h2flKPQFxVRk+/ANzAwsKR9znzezFbNVi32N9nH5T97egh37x3DofHix8xKGSfR2b+TodpVUezv/uXeg/jmhiPzX0blfOWx5Hcz5FtiJW16vWAHhoX8fv/8ZITZjf/Hb96DD9+wu6ZvF23oT8h5vwJDoE18j+897kMoNrfo26q8LBwn/E+37sOvnj2Je2ocDZG3Ucp6KN96c/obw6PBKH7+9FDFvdCF7i+dPeTRzLqVMwKj0GsCEWPHXckBSrmdZJn5GoqdtCwss4wFqtJDqDNPZ5cx3/DBnMWWxcrrgpVSWHfzXnz29uJz8lQSm2RK4VebT2Dbiamqy1UqWpmsZ0YVbcl5r0pjbualTr945gQOj0dxx57y2q6ZeLKik2izPXs8hOtf8BfcD+auGaUUToZni+43K9015HtNJJ7Ep2/fhwtv2rO4PFVsqmJ/U83uv9x1VXQZZbymUJtezPRslcOvc2RfSlnuvqiSVXnZMydKv6hGlW7a3H1MtYeG2V+M5Wal0n1wqddXevxaaZ0KfXYKzV1UrWqyXq1qOpeLrbd8Xyzm+3Km2CWrbrs1rJOq/dwV+6xkbm39/FDY1PcsJt8i7cy5XdiBYaFCdxgZnopjbCaBpDJONuJVzH2QPXlPOaM5av2QVHOYHZ9L4WnfZPXXlSH/SVT22ipWrWePh6qeo+NYsPoJfYD86zv7ICXfiYvZo0kq9Znb9uHOPQH8b9Zs4UDpbV8o59kHOEtGEtQwT0M5WTTzG+9aNkvBOTAWLb/wG5RbjZuyLuVad8veotfXl3vAYmUfaWwuhRPhWQyW/HyWv/IfPTyBW3aO4uL7l85fUa7cOuc2raXuGuWGS0jmytyfXPDbHfjHa3cVbZ/v3zeGnz+df1hyrb724CCufH54ybfPhdyxO4CP3rQHl20ufAK6eELV6spVaOLdar40KNYJWE3xyj0JDebpxAzH5vCluw/gkTLmocmX85GpODYenii4nyo1MXO5wrHKjxdyS2TXpIwZKaVKdhxnU0otOtE0q4M/eznPHAtXNNJ3adtX/T467+sL/EGhx+3agu3t7bblJbfDuxzF2t58k3jme/WiUcs5r6g1evkumbX782ee6kc+lVyyxYf3i5af571KHrvUIXZgWKixsXFpb2fWA/6pWbzvul349G37ylpe9t9mRkT84IljOP/KF/IesJiqwvboJ08dx/lXbcc3Hj6CSzYeNbcsWev0uQK9mifDs/jag4P4VJnr1mz5OzAWfnZqBMaxyRg+detePHNs6YQ+mcuFT+QMFS1VrMbGxryPZ9cnt2737S9+14WiJ/VlZNHMhq2WzVKoqOXchWQylsj797kdENOzc7h10e3ugBfKPFC6accITuS5ZS0AV0zQkMlNJJ4seUeSYIETz8osrnRuDreOGJ+NxR1QCz9bMRy0UpUeKAWKTA75wyeP4849Y/jp00NLLkurZNLh0SIjngqNdsuN3407jE6623Oynm3xXDDVbYtC7Us1l5AUV3n5CraLOWX79XMnl7zk5h0j2D0SwffLuBNQvjb9wpt245KNPjx6KJjnL6yVexcFt/nWhiP4bPa8CSXKeNG9h3B+kcs3qpWd+a8/PIibd1Y/R5lZX6gcmYji7j2BitvGgqN+Tf4YNjY2lr1MM7P31pcXv0Xk/HsWeS5fufO9Prvcvpwv52qt01hk6blHvU5OXe0xeJEpMMr6W7Pl+5Kq0HF6PWMHhkX2jETw6+eGMZtzkJf9AdmaPsko99rCfCfADxwYR1IBjw0WPqhoKTHj5yZfCFc8e6LovACFllCooco+KN18PH8nQ7Wyd4TZd0rJVuyA2Q7570LivB88cQxHgjH850ODBV9T6TeN4XD+7buo1z9nz7A/UPxktPYRGMVfVckOtqYRGFmlvXabH/vS3zZnL/MXOSNeMv7zocH85cz6290jEeSbp+7x9Mzl+WS/9+XPnsS6W/bmfZ3AGMJdar6QlFIYCsUq+pa+3JdmXrf+jn343B37sf2k0WZOzCRw2TNDiyY1NOOYKTf7uQc039+0dFLVcr71L1Q2Ky4FrPR78NkyJjq8Z+8Y7ti90HHwv5uG8PYrt89fIllKsVsRbyh0Qiy5v1a2ssqJWCVLrGZT1XIJSTKlsGN4etFEi+UeYE/lufQiNlf+5zNfm555bytvbZzP9OxczqVBi+txZCKKqMmXFVTqyaOLvxCIlJjIeae/+Fwm1e5ycvPx1NHq7zxQ+hKS8pbzqdv24adPD+GJwcX7pFKTXRdqG7MfLjXJdTnC4bDtl2QD5Y+ELPaq/LdUL76MwzlzZLhtYlI7+KdmTb2xQlkjMAo+bv4azFe1Qsfp9YwdGBb54t0H8Mix2aINbKUfoHK+ta2m1/zrDw/ixh2jOP+q7XghfYKQezLipg5VN34Dkyv/jqX49qt026WUKuukMftWlKUOrIDKv2ns6+vL+/ii63ErWiLgL3L7zFruQlKNmnYwWeW4essw/vmuA0im1KJvsx8bnMRjh5eexKXU0ro+PxQuaxturWCoaqFmaHo2ifdesxMfzZkLINeVz53Ex2/euzCrdhkWj2AovH4zn4mTYSMPz6Y7Q7/3uA+37Qrg3+47OP9aUzb5kg6MPB2RSi06Ia/tOKj6Ut+1J5D3coBd/ml885FBjEcSxl1SSrQRd+wqb7vtyZrTJtOZkW//lu/tSnWilxJPporeMSEj+9vAavcThTvrzd0L5iteIpnC9S/4cWQiipt2jOCiew/iO1kjGAvtI3JLllvUmXgSd+4pPHIlV6E2PcPOuwOt/d1OXLdt4frt32714/JnjcuI9o5G8KnbjHmrsu0ZjeDfa7iUrFa3lfmZKsSMOTDy/V5UTmjMOL+byprzIXduqHx3+sj+4qucz9svN5+o+cuqvr6+sjtHaz3ZLDYXRSG5Iyay5W8P8u+zCv1NzSfQef78WRO+tJxLKfzgiWN48mjhL2OqsfVEGB+5cQ/+46HDS56rdk3k2wzjkQQ+mfXl0Px6XpQBM7svii+pVJtej9iBYbHsyQLv2ze2qPHI/uKrnPtOF9uhKBg92v947a4ll2xUctj1m/TQ09z3MvvgrVx5h8iV8YkvdHBYjeu2+XHhjbsXbaPJaAIfv3kPfvPcSWzyhZbsFPK9U6mTttx1fnwyhq89eBiXbDy65BvMeDKFj9y4u+AIlGzT8YVyZ6+DQrcTLbapM/XMLv/ERP5rqrMPnjI/H5+M4XuP+0qW+asPLN25ZNj9bUmpvB2ZiOLi+w5il7+8a/k/eMOuJZ0C39l4FLfsHMW3NyzenrlV/eoDh/G1BxePnskd3ZKxZyQyf9IXTSTx4IFxTM3OlX3gdM8+42Cy0N0g7twdwHXb/Lhxh3Gw/utnlw5bL6Scu7Dke+7W9IlB5luk7NnUs9uoj960p6LJaAt1VORbtTftGF10ohzLuvbfjvO6B/aP44WTU/jZ00N5P0u7RyJ48mgIF917EO+4ajt+8Pullwxkj6qZqmHyxXv3Lb0UrNw755Ty7LGFg+Dzr9xe1uS42beiLnZomEwpfOPhwfxtYKFvfquaA2Ox7HY832r61eYTuPL5YXzqtn3zd6ja5Fv4Fj3/8HDjlr6L31eQTCmjwzOexOVlfDaPBqO4Y3fAmM+hQJsOGCeZ77tuF04UGHUVn0stuQyxmAOBmcWvz7Oef7t1oQNjky+Em3aMIppIFp2wt5r5BswSq3E+kGpPa3I/e5UsJbePsZovw4anZnHxfQexY3gKO/3TePfvCt8Bbyg0i42Hg7hv38Jn9idPHZ//udDHLbdUheasKdfExETeN7P6smwzLtHJt38qdfly7oC7zK9KKYxMxW2/dXkh/z979x0m11WfD/z9Tp+t0mrXWllyAwzCpjebHykOohhIMDiEAAkQIkrAJpgSsIFgx5hQQkkgNiVuGDC2cZO73BuWhWzJVrW6VquyvU5v5/fHvbO6c3dm57urHc3M7vt5nn2kqXvuu2fuPXPuuec8unsY9+0YVLVxp+NBe8TfMweK7B9muOk5GGw4VPh+v9lwGF3O5Uzt9y5cRVHXZrj8qW5c+uAe9d+m2NOm2qfXK3ZgVFh+mSwA+O8nuwuWgHI2Ij+gWOq0XG/6c4ciGE1k8EiRs7naz+UL/THEUtnJk2KVGc5njJlRT3g8ncVPntiPjYcjRS+lKbZkVrmD+4aD4wXLkwLAVesO4T3XPI89RZaYKufaZw/j8Hiq4OzA7Vv6cWA0iRue78XFD+yZ9PuKrsVdpvfdfdcFd+7An7rH8MjuYXzP1Sm1ayCOvkh6Ygm7bM5gXfdY0Rm6C88uHPn/e699fmJIfsHzJ0//P/HfVNZgJJ7GP9ywBb+zz4qV2qn+1nHW7PrnerClN4Kv37dbNYncVKb6HpEfQXQ016vH01k8tmd4YohruWPGN1fvxoZDkYIRCP/7VDdiqWzRsg7FMkWXuf3V2oNTXvpRSqzEiIwL7tyBSx6wOjuuWHMAP3p8Py57SN8YKPfF9vI1B3Cta1147ecrV+azUOqx/Ovc+8KxRKZg1ZtDY0ncpjwL+uS+Ebzv1xuxrnus4EO4ZyhetJF5lWt+gV87Mii1byo9r4KqiBM29UTw4yf246v3lD+7fNC+vGb1jsmft1tmcIZ4sz3s3X1JkXup62LHqZl8Hn9vT0w7olwpxb3vm6pe3bG1H091FR9e7yxp4bxTqmIUvpfrNV++a2fxJ9pWOVaQKVb38tEeHE1MdIbcu31wYoRS3kgijds29+Hr9+3GN+7bjW395TtXP33LC7hizQE8uHNoyoZyJmcwHM/g6mcOF/0C9a937MAn/rAV2xSTs47E0zh/1XZ84g9Tj/IqxpjavdbeI4L9wwl8/9F9pecYqgD336NU53Yx7s/oTCbx/MkT+7HhUARfuXuX6vKO7z6yD5t7i9eTUp83d7GOdsl4Y0zRjblvxyAueWAPHt8zjMf3zv68L7MxwqXYtpcbk+H+bOdv3rypDx+9cQt+s74HuwZiuGNr/8Rzp7rKUNPZtmpLPz5zyzbVido8Z7umXJtxOicriq1ulffLtQdndKIzl8Ok7wBpV2ib7RNKzrt3DMQm/T53RsYYrNo6gCf3jWIopl2VaepROHMFOzCOMWcPubvxX85UB5TJDf2ZV9aLH9gz6fVTtRN29Mdw4b278Y83bMF9ZSZndLvh+V7cu30QX7m7eMPugjt3YPWOwvcst61fu3dXwQ7vlk19uNFuDB/NpFbpKS6JcJ8JKnZwKncJkLux4fwC6V7b273Nq7b24xurd+PCIsNm13aP4uM3bsGugdik1zk7GfI8rr+28yCZyuRwx9YBDETTE1/cSg1Nc85Kf+vmfnzxzp1Fly99rkgnylSmGg301Xt2qWaDF1jDqjf3RCbt2H/8xH585+F9+Jl9Nsg550qxFYOKXd9/x9YB/Gb94aNuYJcaJeP07Yf2lXzs2YPjuPuFAay1z2ZvOBSp6DWrpa5rntRocPw/a0zJpfGKHXSzOTPpbPynb902aaipdtTYpQ/uRSKTwzdW7y743J5/+3ZVI3PN/qnPkE/JUUTN8oCHxyZ38l5f5DNcTn9k+mcXRxIZ3Lypb9Lkg5++xZooOZbKwhiDaGp6DcA3ndBS8rFszqgmnQQmN/ym+tv9fIqlNJ0vc77HVJ0wa7pG8ZMn9k/6QuEemu6cs8XZyByJp7FqS+ElHsXK/6u1B7FnMI5P/GEbPnz9ZgDAHzZO/qK4rS+Ga+z989a+6JSdORsPRwrK3TWcKNin7xqIYaDERK/FOk/zKwsVmyjardjw+OksYa7dvy5tCarfczbkjMEnb9mGh3YNqzobnZKZ3KR5Cqbzewveyz5ePT7FHGl57g6Dct/jjDGTjofOz+DRzjFQav89ecnZo/s9HR0dRb/wXfPMYTzVNYrLHt6Hyx7ah12zMPeLc5Pc2zGayODJfSPTyq3Yc4uPwDhyp3u54/xD+fbcbzf04HO3b8f/PnVg4gSZk/tSPuP6t5jL1xzA3uFE0U6tVDaHdd1jk9o6fkeFdI403DUQwydv3jaxLOlNG3vxd7/dhLtf0O83ipUfsBYFuEO5DLlT1hjVSPeHdhV2Dn/hjh2T2m8f+O0m7BiIYddADBsOjRec3J6qs6iwk2ry47yEhI7a0ezTp3rtL9ceLGiEHM2w4OcPR/DkXveXgeLPjaZyOH/V9onhUzc8P3VjOp7O4oI7dkxcQ635svnTJ7sLbrt3dOV2+L+cYtm96XAuT9jv+iLuzqdYB5LzC32xEk+1nG40lS1YEta9yflhxsUmx7zmGWsEyedu3z7l3BJ5HtdewVmvHto1uSe8t3fmnUKA1engrm9TmWpCQMBqFLv/Htnc5PlCvnbvLnzprp140LVNj9mTjT2cH8nkeFmxDrpS1e+Wzf3YeHjqydpmQ7mlSP/nyW6MOBqWRc/QlGkEuuvz+oPFr3H9w6a+Seud54yZNMmd8/0uvHcX3n/dRvQUWfq1WKmKnXUqdmYiXwX+1D2KHzzWVXQOhf99qnDfMpI4UreyZgYdwSWeXuoaa+e9//Nk+S/qxer+dDvCgcIMp3NM+lWJfenFD+zB+67biB8/sR/7HcNm8x1aU+V4antDycfyo9Dciu3z3b/Def39dOQc1aRg6esSzzfG4OIH9uDe7YN4wNXZPlWr1lncHz+xH5e7JvMtFdm/3Fa4slapRq37DGApX7l7J65xjCoyOLJP7xlP4nO3b8dHfr+l6Gtv31J6Xo38BJKpTA4bD0eK/s2OZsljA/3InumMnkllcxOdiZFkZmJUWTZnsH9YN1mxc/L2/iKrNBRzcDSBbM7g6/ftnvGKSu6M8yNzLnt4X9nXupfkLHaywem+7YP462uexx8dHcfOToejvZTMWZpVW/rx48f3250mhe+rrOYTnj0whl88fWAiq97eXtUw/sNl2k7RVBYr/7AV102xP17U4J/4v/vj8JW7duLSB/dOfKZ29MesUYEO7kvFil76WPTs+5H/3+b6zP7LrdtKdhoW60hzPzc3jf5q96IGAHDVnw7hG6t3473XPj8xyg8ovkQsYF1uu38kMXGZcf7yuP9zHZvW7h+d8hKzPHeE5ep9MePJbMHnvNTxLpObfFmq83iZd/7t2/G527fja/fsKvguN1U1nWrVP+Do2+m1iB0Yx9h0e6XXdY9N7DDKHRCcK5E4f08yayad6cjmDH759IFJ123lfe/RwmurSzXAx1yNRPdQ1oky2F8eVu8Ywta+KK6wG2tPKL64elw7sl88XdjQm06kJWe8L8E5kmPHQBw77A6CB4u8z7a+KB6z/wblZ/Ce/IRyZ9vPX7Ud8XQWF967a9KolJnOC5EzwGN7hgvOXrvfytlg6I+mJ9XDpqammf1yh0sf2nvUQ0HzcsZMzOUCWGeGP/DbTZPmhsl39ri/XB95n8J/gclnL8rZN8UEXBqztZRdgSLvubPMGT/336bUWYqnukbx9ft2F5yJ+8rdOycuZwCAz9yyreBzlZ87JN8JVzjhWPmylBo+mv9MfHP1Hjy4c2jSGe5i23Gz62z2dKvkdJ/v/KytKXK2y7kff2T3MK55ZvqdFcWkHa3O2ahj+bK7L1e5ep1V3ql+xe829EyMkHMrtVrRTfaSqlt7oxN1zf1FRjtyw80UjLiy/m+MmdQpetc2a5SV81g55to/TDWEP//Ilp4Int5fbNWP8n+Xi+/fU/KY61Tue/6dri8l+X16sca1U7ElFPOsLxm78L1Hu/CVu3fiuvWT6+7R7PLv3NZ/1BP3PrhzCBc/sGfisqhszuDD12/G+6/biPFkBuf+ZhP+5bYXsK0vip/+sRufvKX0l72j9Yk/bMP3H903aYWSj96wBVF7tOA1zxyaclWoo8lzupd5/ewpqx32Hw/uxb+v3o1srvAs9NGPwLD+jaWyuHzNAdy3YxAv9McmXSI93REYF923G7du7p84GdPU1KTqbNneHy1oCz2+ZxgfuX7zxMiMR3YPo3s0OTGqtdj2B7xHvnK5R9zl50v4w6Ze/OyP3Th/1XZ8Y3XhXGBfvLNwpHKx33HhvbvRNaxfaSSZNfjpH7uLfpYyRToc3KMf89kVO35Ner8i5XVeevGlu3bilk192D0Yg7/ExM+aUampTA7/fv8eVQepu0SzcanFYCw96ZISwOpUPprj7VSdRYXzik3+HbPRTq817MA4xqb7Je0bq3fjp3/sxqGxZNmDk7MzwH3Wyt2reP+OQdyyuR9fUw5vzC+dNhhL437Hl2ftIS/fS+q8nvnaZw4VjEooJb8fOzCawJV/OogNhwoP8NmcQX80hav+dBCDirMdW3uj2D1YeI2f27oDYzg0liwYurbh0DjOX7W96EFjPJnFF+7Yge88vA9/c+3zJWfMN8ZgKJYuOjwzP9+HMaZoIyWdtYZTry8yx4e78aHdRyYzOXzn4X0FEyVtOBTBI7uHMBxLYyyRwbOOs+03b+rD758r35OrWTHA7d1XP4d3XLmh5HBlt5ue78XnXGcjAeDxvSMFveFPdY0imsri0YJl3I7klf+SEU1lJ30+P/L7zQVzKzhj7h5JFMx/UAmzuNLXlL7v6txx6x4pPPNYrn5d/9yRkVjuyU33DieKTviZP3vn3OZi+0v3faVGBbg/E1v6ovjR41NPINvl+sI23cZMzv7sbu4pPOO8tcR8AM4zlu7lTLf0RvDuq5/DnfbqEaW+5APllyR0c56dr0gnmW3XoHXcKPcF4ap1h3Dpg3vV8yjdv2MIzx0axwV37sAHfrsJt27uK3OJpX4bndXr/ddtxDuu3IB3XvVcweS5OWM1+n+zvqfgC5V7fhTniLVJ19Hbv+eLJebFmO7lS1Mpt/nO7G7e1Dex//7Bo1N/Xu4tc8noMwfGJzrHV0/z8tJyrl53WD3S1MC6pOXSBwsnQP7BY11Y0zWK1TsGkc0ZfPTGLRPvBGkUWgAAIABJREFU+bijPbX+4PjEtt7k6OTcP5LAR+xLeZxOO65xupsDAK5jlKU3ksI3V+/Gl+7aid8/14u/vvb5gvaB87Nf7DOgnZfo9i39E50n090nrO0ew/OHxwv2K1N1bmn0R9O4eWMv3nfdxon7is1PkIM1qsI9OqEY53Zt64vipo29SGRyqs/aTRv7Cn7/ZQ/vw0AsjcsettpOzsPNU10jeM81z006QefcD5XKZyiWmdShWEqp0ScX3VvY8ZFTXNyYLhLCjRv7Ju07f+e6ZDF/nCt1jHNyH7sPjyUndYj8cu1BfPa27VhXbJLNKcTSOVzywB5EU1n80HGcd5ffPYrYXdfzmaYdI7H+1D06rcvj3Zdh5/1y7cGC/cd0ZewV7Db3RCZlWXhMt7brHVduwLnXbcTHbtyCe3fNvWVUfdUuwHwz017poVi6YB6EwVh6ysZ4sZnn8y5/qhu+GZyy//p9u3BoLFlwxkc7THDV1n587s1Lcb3jy+/1ii/CACbKev7t24t2eGSNwaUP7sX2/hg2KVaCeHj30MSZ14VhP/78lAVIZXMFveO9kVTJ5SOLzdng7DBKZnJ49kDxncU7r3quZLnyHRjfeXhfQePJqdiIleuePVzwZa1ruPjkg8V/Z/EG4Hcf6cLxLQH0RdJlO90ikQgWLVpUcN/fuK6Tn47LnzpQ/kkArlxXfGZ9d6O6+KonR7ZpbfcYdg/G8NnbJi/rNhBNFyw/eM0zhxHyefDnpyzASscSWZUyW6NSnIo1erpHk7hv+yCagt6ir/nsbdvx2TOX4vTOJvg9gnhm6i8Ot27ux9+/ejEWhv1TPs8pnc3hpo29eMXiI2cKrlhzAK87vrngef/smvCv2JkOAJOWEHWfISr2EXFPJDyonDQr7+Hdw3hi7wj2jyTwrpctKvv8p7oKP89beiL4wWNduODPTsT//ekgDKwznX9zWseUdeGcX28s+Vgxzsaq8ztBOpvDC/0xvPy4xkmXyc1E13ACd27tnzhbO5Un942ol8w7OJYsGD34i6cP4hfvXz7pecYYPLx7GL94+iAuedspOL2z/FkozeVsmkvxgML6c5nrWueBWHrKyelmumrWTLir1i+f6cNfLfdNGlHiVOxYNNVkegbWl8YTF4TQGCi+n5muYhN/l3ret+7fU/LxeMb6suL8UulsIzk71Z0ng3619mDRVZqCvsJzgw/sHETY58WbT2pVlddti2uiy5U3b8NnzliKjT0R3L6lHz8756V4WUdj0TO07kuOpvLlu3bi3n9+DT5zq/41efF0rqADuNjlAtPlXh63mEse2DPRdrr/k6+duD9nDO7fMYRXdjaiMeDFV+/ZVTAiMr+CUteJIQxkdF+Fil2WdWgshSf3jRS0wS59cC9yBvj2Q3tx/ydfi2gqi8f3DKM5dOT35LPKKedPyLNGg1mvKHVMGIilcWA0gQUhHx7YOYTTFpfvUCt1eCk3avmF/hgMrJMcxXx+1ZF21WA0jTVdozjjxBYMxdL4+BRLtGsme3e3s5/qGsU3V+8u+LykswYBn+OElWM7X+iLTtq+fJth5c3b0DOewm0fe9VE5/UbljWjvTFQtlwvTDFpcrFFFrR+tfYgUtkcnj04jvef3oHPvnnZxGPO0UHGWFMBANaImUgqi+s2pfCRN5mjmuC+1rAD4xi74M4dM3rdl4qcpSk2u7zGqhlMUgMUX3ZoW9/kIb5/2Fi8Y+KJGa7nnG9ElRqt8Y37dk8MNdb0AjuHjX/7ob34h9d24ncbevDWFy9UleeiKZb4zLtlc+lrg0vJz4FRqvOilN9u6MHpjgPUp255AS/rKH1dudNUjQzN0OR4OouudANW/bEbd20bwJ3/9OpJjbfpKjdsGZjeRG/FXPzA3oLbxdakL+XnTx+cchLA2VSJ4cqlOq1+/MR+tJTowACmnviwmI2HI/jLF+k+U0DpZVj/w3XWVHvW9Ybne3HDFKMWNJ3J7suOysl3XgCTO9Li6Sye2DsCn0ewcyCG957WMekzlj8b7x76+tV7dqo+F6Ws6x7DhkPjWBD24T3L2wu+HDtXEfnF0wdx57YB/MUpC9SdCVOJpLKqzouZcJ/BLNZp+1+P759oCH/xrp1YvfI1JScHHImn0RT0qeYU+YbiGDCezJTtSJ5qSemZjGIrpdw8Oe5yrjmcwprD+6b9e/5uitXUhuMZfOEOq/3zwVcdh3e+tHwHXzmzUUfz+l0j/37kuATJvVxw/ktkqb+R+1Kv/3rMeq+gVyaNtJqJ3kgKlzpWlLptcz/OOX3m8744ffTGLTMaPeEe9ZvMzH7n+1funjxi2LlSXfdIAicsCCGbM3hsz/CUJ/LyHtiv36+Wmqfsh4914XOOL5PuQ8v7ryvewXzFmgPYcHB80si/qVz77GG849RF+N6j+7C4qfSX6S/euXNaq3OUUm7Z+yvWTL1/d14GuLZ7DGu7x9AY8OJtL9G3DZycnUhXPzO5zeDu7EvnDEql9K93TP4+ljNW2yDfSV1wObJyeeT/mOWlX/OcI+5u29KPfzlzKSL2/HjOyUCH4+mil5XPna4Li1R7aRURORvA/wDwArjSGPM95+Nr1qwxy5dPPrNS695x5YZqF6Hm/NnJrSXnGyjntcc3l5yvg6qn2N/07ae2lTwrTvPLJ96wZNbmbSCqFy9qC5ftNKDa8Tcvb0c8nS06t1U9eFVnEzb2VH7C6Frn9wjevXzRjE/SHY2vnXUSvl/mkis6Ose3BAtWctJ4RWcjNvdEEfJ58O8rTpk0r8h0fGvFKUjnzLRPbFTK205tU41UyXOOUKon69evf3bFihVvcN9f1Q4MEfEC2AHg7QAOAFgH4MPGmIlxRezAICIiIiIiIpq+udaBUe1JPN8EYJcxZo8xJgXgBgDnVLlMRy0yC8P4iIiIiIiIiOiIas+BsRRAt+P2AQBnOJ/Q19eHlStXwufzIZvN4txzz8V5552Hnp4eNDY2wuv1YmxsDB0dHRgaGoIxBh0dHejt7Z1YNiYSiWDx4sXo7++HiKCtrQ39/f1oaWlBNptFNBpFZ2cnenp64Pf70draioGBAbS2tiKVSiEej088HggE0NzcjMHBQSxcuBDxeByJRGLi8VAohKy3/CQvRFTe0iYfDkbYIUhERERENF0+AZLJ5Kx9zw2HwxgeHsaiRYswPj6OVCo18Xg4HEYgEMDo6Cja29sxOjqKdDo98fh0v7uXUu1LSD4A4GxjzCft2x8FcIYx5vz8c+rxEpJszuCFvij8mTi6E14c3xJEwCvoGU+hKeBFc9AHEaAx4EVz0ItszsDn9WDvUBwLwj54RZDK5rC4KQCPCPqjKcTTOfRGUji1vQFjiQx2D8bRGPDiVUuaMBhLo8HvgQHQ6PcikspiS28Uixr8OKE1iE09ETQEvHhZRwMiqSwa/V6MxDM4OJbEyW0h9EdSePGiBvSOp7CkJYAtvVEsbQliYYMfh8eSyOYMQn4PFoR8WH9wHIsa/WgJ+tAbSSGSzOLU9gYEfIKA14PnD42jNeTDSQtDODyewovawhiIpnFoLIlUNgevR9DW4MdYIoNlrUE0Brw4MJrEKW1h7B9JYElzAJFkFkOxNBY3BxBL5RDwCZ47FEEklcXrlzYjmspiUYMfOWOwrS+GExeGkM7m4LEn1RpLZtDg9+KUhWG0hn0YTWSwZzCOExYE4RHBc4fG8eJFYYR8Xvg8gkPjSZy8MIShWBotIR8a/V6MJ7PojSQR8nmRzubw8sWN2DeUQNAnGIxl0BjwYFGDH2OJLBY1+rF/JIFczqAvmsby4xoQ9nkQS+fQ3ujHcCyDsN+DvkgKOVjLwkZTOSwI+ZCDgd/jQSydhYF1DWcslUVz0Ie+aArLWoPIGevav6FYGk91jWJ5RwOiqSyS2Rxe1BbGwdEkeiMpvKKzCfF0Fm0NfvRH0khkcjhtcSP2DydgYNAXSeOkhdYM8MlMDkOxNIbjVtnyf6dwwIPxZBY+Efi8gkUNfmztjeKkhSG0hHw4NJpEe6Mfu4fiSKRzSGdzyCRiMIEwjm8JIprKYnFTAN2jCSxpDmJpaxC7BuI4pS2EA6NJNAW86ImkcOqiMEQEiUwOzQEv1h8aR1vYj7FkBj6P4JS2MHweQWPAi0gyAwNrcqXe8RTi6SzCAS8E1mo8L14URsDrQWvIh67hOBaG/RiOpxHyedEbSWGBXQdagl5EUzkMxdNob/AjmrKyWtTgx+beCFqCPoR8HqRzBgvCPhzXGMDOgRiag140Brxo8HuRA7DpcAQGBq0hH4I+D5rsOpzNGXQ0BpA1BgtCPng9goaAF14BNvda12B6BGhvDCCZyWEgmkZryItoOoewz4PmoBeHx1OIpbJ4ZWcTtvZF0dEYgNdjrRTR4Pcg4PNgJJ6B3ys4rimArL2kVtDngccjSKSzOGlhGAdGE0hnDZY0B+HxAGOJDEbiGXQ0BjCezGBpaxDRVA6Agc/jwWgig2Q2h7awD6msVf5ENodcDmgMeDAYSyNrgIBXMBzLoDHoxYvawugZT8LnEWTt5b1yBhixJw4LeARNQS+G4hl4BTilLYze8RTEzuDQWBKRZBbLj7P2aSGfF6lcDpGkVYdCPg8O2vufaCqLl3Y0YCSeQU8kheaAFycsCGEknkE8k8WJC0LYNWDtPxPpHJa0BLBjIAafR9DeEMDBsQQWhv0YT2bh9wrawn7E0lkEfR50NPoxksgg5PPg0FgSJy8M49BYEnuH4miy//ZLmoPweQS7Dw9g8aKF8HsF/ZE0FoR9GIimceKCIEQE48kMBAK/VxCxJxtdEPahZzwFrweIJLMYS1r7r6BPMBzPYEHIh7YGP8aTGYwls1b99lv7puMaAxiKpxFNZeHzCJrtSVbbGvx4oS+GBr8HOQAdjX54xDrGNAetutoU9CJqT/Dl9QgWNwWwuCmAnYMxRJJW3Q/6PIimsvB7BONJaxnhZQuCSGZyGE9mMRLP4NVLmtA9moBAEPZ7EPB6kM7lEPR50N7gx3A8gx39MbzpxBZEU1lEklmIAH6PB/3RFIbjGRzfEkA2Z61S8bKOBgzG0uiPpvCKxU3YMRCD3ys4viWI5w5FsLQ1iCXNAaQyBjkY9I2n0NbgRyqbQyydQzprEPJ5sLQ1iL5ICmOJDF7S3oANh8ZxysKQva/MIOT3YM9QHJFkFiG/B41+L9ob/RN/I59XsDDsQzpr1a+BWBpt9t+qIeBFOmvQEvLiwIi1z1vWGkTMPg5v64viRW1hHNcYQNDngddjTS7bGPBiNGF9PmOpHE5cEEQklcVgNI2Q34OWkA8j8QwyOTNxzPGIYCRh7Yd7xlN4ZWcTkpkcDowmEUtbf3evR7C0JYhExjpuDMbSaA1Z+7WmoBdNAS/WHxzHyQvDCPqs/WpL0IeQ34Pe8RTaG/32cuNphP0e5Iw1Sagx1kTOe4fiSGZyWH5cI9LZHCKRCNoXtqLRb7VRrBUm4nhRWxhBnwfZnHXsbQ568YrOJqQyOQzG0gj6PBiOp7EgbB0TF4R8yBmDPUNxvKKzya5TaYR8HuwfSeLVS5pwfEsQPeNJpHMGQa8H6azBeMrahyxrDSGTM9jWG8WiRj9CPg/8Xmt/E/Z7kTMGI/EMvB5ByOfBCQtC9lLlGfREkljSHERT0ItdA3GEfB4sWxDEvqEElrYG0TWcwEvaw3jOPvZkcgaprIHPI2gKeOHxWEsxC6wVjbI5g/FUFk0BL/oiKRgD+LzW7+1sDsDv8aA17EN/JIVk1so2mzPwegQ++8fAyj3o80ysdtAUtF7TGLTaZU0BLwyA5qB3oqyDsTS8jv1se4MfBtbS34lMDslMDi9tb8COAWsFIZ/H2heN23Ufxpr8cGlrEOPJDMJ2O7E15MNgNA0Ra6W75qAP2/qiWNwcQFvYhwa7LZQ1Bs1BLxY1+O22kfW5C/u9WNwcQCKdRc94Ci8/rhHxdA4hvwfrusdwwoIgIkmrPdM1ksDLOhrQGLDavAOxNDqbAlY2XkEqk0PWWEtrntwWRvdIAqOJDJY0B9AQ8Fp5ewRD8TQCXmvfk8zmMJrIwCuCrDFIZw1yxmA0kcGiBj+WtYbQPZqY+Px1NAZgjJXtaNJ6Xf/QCNoWtqIl6EMsnUXveApNQS+CXg9CPg/2DscxGEsj7PdieUcDvB5BS9CHw+NJLAj5cHAsifGkVS+8HsFJC0LYMxRHW4NVp/Llawx4cGjMahMvCPsm2m0Nfg/8Xg+CPsFoIgOfx4PeSArZnMHLOhrQEPAiZdcZj1iTFw/F0zh5YRi7B+M4cUEQyYzB4fEkXtnZhH3DcXQ2B3F4LIn2Rus4eOKCIEI+r93msc5bt4Z8iKayCPm92NYbnWjjNwet9kxz0IeBaAqdzUH0R1PoaAwglbXaLelcDq85vhldw1Y7oznoxQv9UZzQGkLI70EuB3Q2B7CxJ4K2sNVWD3g9SGVzE99TxpPWPjp/nAwHvFgY9qEp4EXOALF0Fol0Dh6xVtjIf3fZORjDS9sbMBRLI5U1OHFBCCNxq+62hLzoj6YxEE1jUaMfI/E0jAGWtARh7H3FUDyNtrAfiUwOTQEvWkI+ZHIGItaqhFt6I2gK+NBpfxfZP5LAy49rxEAshbFEFh2NfvRH0zh5YQjtjdbncCSewWgig6DXarP4vTLxOdw9GMfCBh9a7f3xgP15EwBhvxcbD0dwst0uf3r/KDqaAuhsDiCXMwj5vGgJebFnyGrXdo8k0B9N40VtYeSM9Rk6aUEIB8eSWBj2od1us3rEajOeuCCIkN9rTVBt4ljcfvQTJ1dDrc6B8WYAlxhj3mnfvggAjDHfzT+nHjsw8gYGBtDe3l7tYhBVFOs5zRes6zQfsJ7TfMG6TvNBPdfzWp0DYx2AU0XkFBEJAPgQgDuqXKZZE42WX9KTqN6xntN8wbpO8wHrOc0XrOs0H8zFel7VOTCMMRkROR/AaljLqF5tjNlSzTLNps7OzmoXgajiWM9pvmBdp/mA9ZzmC9Z1mg/mYj2v9ggMGGPuMca81BjzYmPMd6pdntnU09NT7SIQVRzrOc0XrOs0H7Ce03zBuk7zwVys51XvwJjLbr/99moXgajiWM9pvmBdp/mA9ZzmC9Z1mg/mYj1nB0YF3XrrrdUuAlHFsZ7TfMG6TvMB6znNF6zrNB/MxXrODowKymQy1S4CUcWxntN8wbpO8wHrOc0XrOs0H8zFel7VZVQ1HnrooX4AXdUux0wMDQ21t7W1DVS7HESVxHpO8wXrOs0HrOc0X7Cu03xQ5/X8pBUrVnS476z5DgwiIiIiIiIiIl5CQkREREREREQ1jx0YRERERERERFTz2IFRASJytohsF5FdInJhtctDNF0icoKIPCIiW0Vki4h8wb6/TUQeEJGd9r8L7ftFRH5q1/mNIvI6x3t93H7+ThH5eLW2iagUEfGKyAYRucu+fYqIrLXr840iErDvD9q3d9mPn+x4j4vs+7eLyDursyVExYnIAhG5WUReEJFtIvJm7s9pLhKRL9rtls0i8nsRCXGfTnOBiFwtIn0istlx36ztx0Xk9SKyyX7NT0VEju0W6rEDY5aJiBfA5QDeBeA0AB8WkdOqWyqiacsA+LIx5jQAZwI4z67HFwJ4yBhzKoCH7NuAVd9PtX8+DeDngLVjBXAxgDMAvAnAxfmdK1EN+QKAbY7b3wfwE2PMSwAMA1hp378SwLB9/0/s58H+bHwIwOkAzgZwhX0sIKoV/wPgPmPMcgCvhlXfuT+nOUVElgL4VwBvMMa8AoAX1r6Z+3SaC66FVR+dZnM//nMAn3K8zv27agY7MGbfmwDsMsbsMcakANwA4Jwql4loWowxh40x6+3/j8Nq7C6FVZd/bT/t1wDeZ///HADXGcvTABaIyBIA7wTwgDFmyBgzDOAB1PAOkeYfEVkG4D0ArrRvC4C3ArjZfoq7nufr/80AVtjPPwfADcaYpDFmL4BdsI4FRFUnIq0A/gLAVQBgjEkZY0bA/TnNTT4AYRHxAWgAcBjcp9McYIx5HMCQ6+5Z2Y/bj7UYY5421gof1zneq+awA2P2LQXQ7bh9wL6PqC7ZQypfC2AtgMXGmMP2Qz0AFtv/L1Xv+XmgWvffAL4KIGffXgRgxBiTXzjdWWcn6rP9+Kj9fNZzqmWnAOgHcI19qdSVItII7s9pjjHGHATwQwD7YXVcjAJ4Ftyn09w1W/vxpfb/3ffXJHZgEFFJItIE4BYAFxhjxpyP2T20XIeZ6paI/DWAPmPMs9UuC1EF+QC8DsDPjTGvBRDFkWHGALg/p7nBHgp/DqxOu+MBNIKjhGiemE/7cXZgzL6DAE5w3F5m30dUV0TED6vz4nfGmFvtu3vtYWaw/+2z7y9V7/l5oFr2FgDvFZF9sC73eyusuQIW2MOPgcI6O1Gf7cdbAQyC9Zxq2wEAB4wxa+3bN8Pq0OD+nOaatwHYa4zpN8akAdwKaz/PfTrNVbO1Hz9o/999f01iB8bsWwfgVHvG4wCsSYDuqHKZiKbFvgb0KgDbjDE/djx0B4D8jMUfB7DKcf/H7FmPzwQwag9pWw3gHSKy0D4z8g77PqKqM8ZcZIxZZow5Gda++mFjzD8AeATAB+ynuet5vv5/wH6+se//kD2j/SmwJr/60zHaDKIpGWN6AHSLyMvsu1YA2Aruz2nu2Q/gTBFpsNsx+brOfTrNVbOyH7cfGxORM+3Pzscc71VzfOWfQtNhjMmIyPmwKogXwNXGmC1VLhbRdL0FwEcBbBKR5+z7vg7gewBuEpGVALoAfNB+7B4A74Y10VUMwCcAwBgzJCLfhtWxBwCXGmPcExAR1ZqvAbhBRC4DsAH25If2v78RkV2wJtL6EAAYY7aIyE2wGsoZAOcZY7LHvthEJX0ewO/sEyt7YO2jPeD+nOYQY8xaEbkZwHpY++INAH4F4G5wn051TkR+D+AsAO0icgDWaiKz2S7/HKyVTsIA7rV/apJYHY1ERERERERERLWLl5AQERERERERUc1jBwYRERERERER1Tx2YBARERERERFRzWMHBhERERERERHVPHZgEBEREREREVHNYwcGEREREREREdU8dmAQERERERERUc1jBwYRERERERER1Tx2YBARERERERFRzWMHBhERERERERHVPHZgEBEREREREVHNYwcGEREREREREdU8dmAQUV0RESMi/zgL73OJiOyajTIRERHVGxF5VESunOZr9onINytVprlsNtsds9UWIqpH7MAgqnEislREkiJySER8M3j9gyJybQWKVhdE5M/sA/3Jrod+CODMY18iIiKiQiJyrX2sMiKSEZEuEfmFiCyahff+pojsK/LQuQC+dLTvP8Xv/bmIZEXkvBm+vtTxe96Yog23BMDNx7g4RDWBHRhEtW8lgLsAjAD4myqX5aiISGA691eSMSZijBk41r+XiIiohCdgfTE9GcC/AvhbANfN9M3E4i/1uDFmyBgzNtP3L/O7GwH8A4D/BPCpSvyOY61YluUyrhRjTI8xJnGsfy9RLWAHBlENExEPrA6MawH8GsCnXY9PGsopIleKyKP2/68FsALAxx1nds6yH3uZiNwtIhH7504ReYnrvV4vIveJyJj9nD+JyBmOxz8uIltFJCUiB0TkMucoEXt46lUi8m0ROQxgv6Pcl4nIFSIyCKvRBhFpEpH/EZGDIhITkQ0icm6ZjL4gIs/Z5esRkRtEZIn92Mn59waw197+fDaThnIqt+dKEfl3+3cNich1ItI0VRmJiIgUUvYX0wPGmFUA/hvA2SISBgAR+Y6IbLOPj932CI3W/ItF5J/s0Rt/JSIbACQBfBLAtwGc5GgHXGI/v+ASEhF5u33fkIiMishjIvKmGW7LhwHsBHCZ/bvPcD6YL6vrvmX5dkqZ47eIyFdEZI99vN4tIhe43ssnIhfbjyXtdsXPHI8vsdsLIyISt7f7DY7Hz7J/53tE5EkRSQD4ZImM3+bI74/2+x0UkWtkihE0InKKiNwq1gjbmIhsEpGPOh6/FqXbcAWXkExje94uIo/bv2+riLyrVPmIahU7MIhq27sABAHcC+A3AFbI9IZSfgFWA+AmWGd1lgB4ym4M3Q8gBOAv7Z8mAPeJPRpCRE4H8DiAYQBvBfBaAD+Bvd8QkfcAuNou1ysAfBnAeQAudpXhgwA6YB2E3+64/18B9AF4M4BPiIgAuBPAqwH8vf2ePwdwg4isKLOdXwHwSgDvB3AigBvs+7sBnGP//0329hftEJnG9nwAQBuAswB8CMBfA/hamfIRERFNVxzWMdfnuP1pAKcB+CdYx6Gful7jAfB9WJeGLIc1gvP7AA7gSDvghyV+XxOAK2Adl/8frA6I+6b6Ej6FzwC41hiThHVM/sw0Xz/V8ftzsDplvgfgdAD/BeB7IrLS8fqrYB3DL4GV198C2ANYHSAAboeVz1/b798L4AERaXeV40ew8ns5rDYKMDnjZ0TkrQBW2dv6KgDvgzWS5lb79xXTBOBhWG29VwL4FYBrROSv7MeLtuHcbzLN7fkhrFExrwawFsCNIrKwRPmIapMxhj/84U+N/sA6GP7Icfs+AJc5bu8D8E3Xa64E8Kjj9oOwGhHO56wEEAPQ7rhvMazG0cfs278B8DwAT4myPQHgJtd9X7DfI2DffhTADvd72OV+yHXfWQASAFpd918N4HbHbQPgH6fI7LX2c5bat//Mvn2y63mXANg1g+153vWcnwNYU+26wh/+8Ic//KnfH1gjLR903D4NwG4AT0/xmvfDGgHgsW//k328+3PX874JYF+R1z8K4Mop3t8D6yTGPzjum9TuKPK619jlWmTfPhNA1Hl8t8uacb1umV3+s+zbpY7f3QB+4LrvJwD22P9/if26D5Qo3wr78dMc9wUBHAbwLfv2WfZzPup6bamMHwXwPdd9J9rPfY19u6DdUaJsqwD8n+P2pDacff9EW2ia23Ou4zmL7fveWe36zx/+TOfQQh2aAAAgAElEQVSHIzCIapSILAXwHliNmrxfA/hnmcFkni6nA9hqHHNAGGN6AWy3HwOA18PqZMhN8R6Pu+57DNaojhc77nu2xHv8yXX7jQACAA7KkctaIgD+EcCppTbEHha52h5OOw7gSfuhk0q9pgTt9jzves4hWI0AIiKio3GWfeyLA9gMa8TAR/IPisi59vD/Q/bx8XewjpudrvdZN5Nfbl/S8BsR2SUiYwDGALRi+sfTzwC4yxgzCADGmKdhjQCZjRXEWmB1dBQ7Xp8sIg0AXmffd3+JtzkdwKAxZmv+DmONFFmLI22gPHdbJc+d8RsBXOBqv+Tfv2gbRkQaROR7IrLFvmwnAuDdmFn7Rbs9zzme0wsgC7ZhqM4c7ZcgIqqclQC8ADa4Rh96YU3meRuAHAD30MRjPplUGVHl/R4Ao7AaAW6pYm8gIicCuAfWaJFLAQzAatg8CKtRVwnushjwcjwiIjp6awF8HEAGwCFjzMTxxp5D4g8Avgvg32CNjDgT1okN5/Eua2Y+ueNdsI6j58Ea5ZCCdVJAfTyVI5N3NrrmuPDAmszzcvt2sRMbtdZ+AYq3YYplnL+s5DdFnt9T4r3/C9ZlMl+CdQIpCuuSldYSz58NxdpTbMNQXWGFJapBcmTyzv+ENRTT+fN7HJnMsw/A8a6Xv9Z1OwWr08NpC4DTnNdGishiAC+DddYHAJ6FNedGqf3EFgB/4brvL2FdcrG71LZN4RkACwCEjDG7XD/7S7zmjQDCAC4wxvzRGLMdk88k5A/W7gzcZnt7iIiIpiNuH/P2OTsvbH8GYMAY801jzFpjzA5YHfYaxdoBBex5Lk6DdRnEavtsfgLAcdPchg/D6oBxt13OAvAqOTKZZx8Ar932yHsdCk06fhtr1ZQDKH683muMiQFYb9/3jhJl3AJgkYiclr9DRIIAzsCRNtB0PQPg9CLtl13GmEiJ1/wFgN8ZY24yxjwPa8TNS13PKfu3Q2W2h6hmsQODqDa9C8AJAH5pjNns/IF1Sck77Mk8HwTw9yLyDrFWFfkJJg893Avg9SLyYhFpF2u5r+sB9MOavOl1IvJ6WBNPHQRwo/26H8Aa9vg7EXmD/fq/E5E3249/F8DfisiFIvJSEfkgrOs7f1Sk4aXxsL09t4rI+0TkRWKtgvJ5ESm1BNtOWCMgvmwPfX0fgG+5ntMF60zPu0XkOHHM2O4y29tDREQ0W7YD6BCRlfbx8WOwJrPU2AugU0TebLcDGoo8ZxhWu+BT9jHwzbBOmMSnWc7PALjNGLPJ1X55HMDTODKZ558AjMOafPNUETkb+uP3dwF8XkQ+Zb/2MwA+C+ukD4wxu2BdXnOFiPyj3X55o4h8wX79w/bvv15E3iIir4C1XG0I1rxWM/EtAOeIyI9F5DX27zxbrJXYwiVes91+zZvszodfYfJJqWJtOLdKbA9RzWIHBlFt+jSAtSVGHjwMYAjW0mjfB3A3rE6HJ2BdgvEH1/N/BGtI6POwGidvMcbEYZ2ZSMK6jvQxWEMXz85/WTfGbIJ1xqTDfvw5WCtzZO3H7wHwz7CGu26GNYHWFQD+YyYbbIwxAN4L4Fb7vV6wt+09KDECwhizEcDnYTWItsJajeQC13N6AVwE4EJYE1qtKvFes7o9REREs8UYcxeA78D6kr4J1ipY/6Z8+e2w2gZ3w2oHfLXI++cA/B2sOZ82wjpZ8t+wjpsqIvIaAG+AtWpGMTfCOunSaowZgjVa40z79/27u1xTHL9/DqvD4Ouwjv1fA3ChMeYqx8s/AeCXsJZx3QbrsttT7Pc1sFYJybcz1sGaR+TtzrnBpsMY8wisFdteBas9thFWO2IcQLrEy74Iq5PmEQAPwTqJdLPrOZPacEV+96xvD1EtE6vOExERERERERHVLo7AICIiIiIiIqKaxw4MIiIiIiIiIqp57MAgIiIiIiIioprHDgwiIiIiIiIiqnm+ahegnEcffdQEg8GKvHcmk4HPV/MRVB1z0mFOesxKhznpMCe9SmUVi8UGVqxY0THrb1whlWpbsC7qMSsd5qTDnPSYlQ5z0qlkTqXaFjX/VwkGg1i+fHlF3rurqwsnnXRSRd57LmFOOsxJj1npMCcd5qRXqazWr1/fNetvWkGValuwLuoxKx3mpMOc9JiVDnPSqWROpdoW8/oSkvb29moXoS4wJx3mpMesdJiTDnPSY1aVxXz1mJUOc9JhTnrMSoc56VQjp3ndgTE6OlrtItQF5qTDnPSYlQ5z0mFOesyqspivHrPSYU46zEmPWekwJ51q5DSvOzDS6XS1i1AXmJMOc9JjVjrMSYc56TGrymK+esxKhznpMCc9ZqXDnHSqkdO87sDo7OysdhHqAnPSYU56zEqHOekwJz1mVVnMV49Z6TAnHeakx6x0mJNONXKqWAeGiFwtIn0isrnE4yIiPxWRXSKyUUReV6myuGVzBk/vH8WVT+3F0/tHkc2ZY/Wr61JPT0+1i1AXmJMes9JhTjrMSa/es6rVtgXbFdNX73XxWGFOOsxJj1npMCedauRUyVVIrgXwvwCuK/H4uwCcav+cAeDn9r8Vlc0ZXHTfLrzQF0Myk8Pqrn1YflwDvnv2S+D1SKV/fV1qbGysdhHqAnPSY1Y6zEmHOenNgayuRY21LdiumJk5UBePCeakw5z0mJUOc9KpRk4VG4FhjHkcwNAUTzkHwHXG8jSABSKypFLlyVt3YAwv9MWQyORgACQyObzQF8O6A2OV/tV1y+v1VrsIdYE56TErHeakw5z06j2rWmxbsF0xM/VeF48V5qTDnPSYlQ5z0qlGTpUcgVHOUgDdjtsH7PsOO5/U19eHlStXwufzIZvN4txzz8V5552Hnp4eNDY2wuv1YmxsDB0dHRgaGoIxBh0dHejt7UVTUxMAIBKJYPHixejv78f6PdYZEqdkJocdveNYYkbg9/vR2tqKgYEBtLa2IpVKIR6Po7OzEz09PQgEAmhubsbg4CAWLlyIeDyORCIx8XgoFEI4HMbw8DAWLVqE8fFxpFKpicfD4TACgQBGR0fR3t6O0dFRpNPpicdnsk0igra2NvT396OlpQXZbBbRaHTiPY92m6LRKLxe75zapkr8nYaHhxEOh+fUNlXq75TNZjE2NjantqkSf6f8e8+lbarE3ylfp+bSNlXq7zQ6OoqxsbFZ36YacszbFuv39BRtVzy7+zBeuzjE+si2BdsWx+Dv1NPTg4aGhjm1TWxbsG1RD3WvkvvyUsSYyl2nKSInA7jLGPOKIo/dBeB7xpgn7dsPAfiaMeYZ5/PWrFljli9fPmtlenr/KP7z4X1IOBobIZ8HX3/ryTjzxNZZ+z1zSSwWQ0NDQ7WLUfOYkx6z0mFOOsxJr1JZrV+//tkVK1a8YdbfuIhaa1uwXTEz/NzqMCcd5qTHrHSYk04lcyrVtqjmKiQHAZzguL3Mvq+i3risBcuPa0A2GYPJ5RDyebD8uAa8cVlLpX913Roammq0LuUxJz1mpcOcdJiT3jzI6pi3LdiumJl5UBdnBXPSYU56zEqHOelUI6dqXkJyB4DzReQGWBNsjRpjDpd5zVHzegTfPfsleMmffwENS16Mq358Gd64rIUTbU2hkqN05hLmpMesdJiTDnPSmwdZHfO2BdsVMzMP6uKsYE46zEmPWekwJ51q5FSxDgwR+T2AswC0i8gBABcD8AOAMeYXAO4B8G4AuwDEAHyiUmVx83oEo9uexui2p3HmiT87Vr+2btXY9c01iznpMSsd5qTDnPTqPatabVuwXTF99V4XjxXmpMOc9JiVDnPSqUZOlVyF5MPGmCXGGL8xZpkx5ipjzC/sBgbsGcLPM8a82BjzSvf1qVQ7ent7q12EusCc9JiVDnPSYU569Z4V2xZzR73XxWOFOekwJz1mpcOcdKqRUzXnwKA6kZ/RlqbGnPSYlQ5z0mFOesyKagXrog5z0mFOesxKhznpVCMndmAQERERERERUc1jBwaVFYlEql2EusCc9JiVDnPSYU56zIpqBeuiDnPSYU56zEqHOelUIyd2YFBZixcvrnYR6gJz0mNWOsxJhznpMSuqFayLOsxJhznpMSsd5qRTjZzYgUFl9ff3V7sIdYE56TErHeakw5z0mBXVCtZFHeakw5z0mJUOc9KpRk7swKCyRLiWvQZz0mNWOsxJhznpMSuqFayLOsxJhznpMSsd5qRTjZzYgUFltbW1VbsIdYE56TErHeakw5z0mBXVCtZFHeakw5z0mJUOc9KpRk7swKCyOIRKhznpMSsd5qTDnPSYFdUK1kUd5qTDnPSYlQ5z0uElJFSTWlpaql2EusCc9JiVDnPSYU56zIpqBeuiDnPSYU56zEqHOelUIyd2YFBZ2Wy22kWoC8xJj1npMCcd5qTHrKhWsC7qMCcd5qTHrHSYk041cmIHBpUVjUarXYS6wJz0mJUOc9JhTnrMimoF66IOc9JhTnrMSoc56VQjJ3ZgUFmdnZ3VLkJdYE56zEqHOekwJz1mRbWCdVGHOekwJz1mpcOcdKqREzswqKyenp5qF6EuMCc9ZqXDnHSYkx6zolrBuqjDnHSYkx6z0mFOOtXIiR0YVJbf7692EeoCc9JjVjrMSYc56TErqhWsizrMSYc56TErHeakU42c2IFBZbW2tla7CHWBOekxKx3mpMOc9JgV1QrWRR3mpMOc9JiVDnPSqUZO7MCgsgYGBqpdhLrAnPSYlQ5z0mFOesyKagXrog5z0mFOesxKhznpVCMndmBQWeyB1GFOesxKhznpMCc9ZkW1gnVRhznpMCc9ZqXDnHQ4AoNqUiqVqnYR6gJz0mNWOsxJhznpMSuqFayLOsxJhznpMSsd5qRTjZzYgUFlxePxahehLjAnPWalw5x0mJMes6Jawbqow5x0mJMes9JhTjrVyIkdGFQW10HWYU56zEqHOekwJz1mRbWCdVGHOekwJz1mpcOcdKqREzswqCyug6zDnPSYlQ5z0mFOesyKagXrog5z0mFOesxKhznpVCMndmBQWYFAoNpFqAvMSY9Z6TAnHeakx6yoVrAu6jAnHeakx6x0mJNONXJiBwaV1dzcXO0i1AXmpMesdJiTDnPSY1ZUK1gXdZiTDnPSY1Y6zEmnGjmxA4PKGhwcrHYR6gJz0mNWOsxJhznp1XtWInK2iGwXkV0icmGRx08UkUdEZIOIbBSRd1ejnFRevdfFY4U56TAnPWalw5x0qpFTRTsw2NCYGxYuXFjtItQF5qTHrHSYkw5z0qvnrETEC+ByAO8CcBqAD4vIaa6nfRPATcaY1wL4EIArjm0pSaue6+KxxJx0mJMes9JhTjrVyKliHRhsaMwdXEZIhznpMSsd5qTDnPTqPKs3AdhljNljjEkBuAHAOa7nGAAt9v9bARw6huWjaajzunjMMCcd5qTHrHSYk041cvJV8L0nGhoAICL5hsZWx3PY0KgDiUSi2kWoC8xJj1npMCcd5qRX51ktBdDtuH0AwBmu51wC4H4R+TyARgBvK/ZGfX19WLlyJXw+H7LZLM4991ycd9556OnpQWNjI7xeL8bGxtDR0YGhoSEYY9DR0YHe3l40NTUBACKRCBYvXoz+/n6IyMR7Dw8PI5vNIhqNorOzEz09PfD7/WhtbcXAwABaW1uRSqUQj8cnHg8EAmhubsbg4CAWLlyIeDyORCIx8XgoFEI4HMbw8DAWLVqE8fFxpFKpicfD4TACgQBGR0fR3t6O0dFRpNPpicdnuk1tbW3o7+9HS0vLrG9TNBqdc9tUib/T8PAwWltb59Q2VeLv1NvbiwULFsypbarU3ymVSiGbzc6pbarE3ykej8Pr9c6pbaq3fXkpYoyZoq0wcyLyAQBnG2M+ad/+KIAzjDHnO56zBMD9ABbCbmgYY551vs+qVavMRRddNKuNjLa2NixbtgwAsGPHDlbMMtvk8/nQ3Nw8p7apEn+ndDqNJUuWzKltqtTfqa2tDUNDQ3Nqmyrxd2ppaUE8Hp9T21SJv1M4HIbH45lT21Spv1O+MTbb27R169ZnV6xY8YbZbEe4KdsVX4LVtvmRiLwZwFUAXmGMyTnfa82aNWb58uWzWr62tjYAwNDQ0Ky+71yVTCYRDAarXYyax5x0mJMes9JhTjqVzGn9+vVF2xbV7sAo29CoRCMDYENjOrq6unDSSSdVuxg1jznpMSsd5qTDnPQqlVWpRsZsstsJlxhj3mnfvggAjDHfdTxnC6y2R7d9ew+AM40xfc73YgdG9fFzq8OcdJiTHrPSYU46lcypVNuikpN4HgRwguP2Mvs+p5UAbgIAY8waACEA7RUsE81AKBSqdhHqAnPSY1Y6zEmHOenVeVbrAJwqIqeISADW3Fl3uJ6zH8AKABCRl8NqV/Qf01KSSp3XxWOGOekwJz1mpcOcdKqRUyU7MNjQmCPC4XC1i1AXmJMes9JhTjrMSa+eszLGZACcD2A1gG2wJgHfIiKXish77ad9GcCnROR5AL8H8E+mUkNN6ajUc108lpiTDnPSY1Y6zEmnGjlVrAODDY25Y3h4uNpFqAvMSY9Z6TAnHeakV+9ZGWPuMca81BjzYmPMd+z7vmWMucP+/1ZjzFuMMa82xrzGGHN/dUtMpdR7XTxWmJMOc9JjVjrMSacaOVVyFRIYY+4BcI/rvm85/r8VwFsqWQY6eosWLap2EeoCc9JjVjrMSYc56TErqhWsizrMSYc56TErHeakU42cKnkJCc0R4+Pj1S5CXWBOesxKhznpMCc9ZkW1gnVRhznpMCc9ZqXDnHSqkRM7MKisVCpV7SLUBeakx6x0mJMOc9JjVlQrWBd1mJMOc9JjVjrMSacaObEDg8rq7OysdhHqAnPSY1Y6zEmHOekxK6oVrIs6zEmHOekxKx3mpFONnNiBQWX19PRUuwh1gTnpMSsd5qTDnPSYFdUK1kUd5qTDnPSYlQ5z0qlGTuzAoLK4jJAOc9JjVjrMSYc56TErqhWsizrMSYc56TErHeakM6eWUaW5IxAIVLsIdYE56TErHeakw5z0mBXVCtZFHeakw5z0mJUOc9KpRk7swKCyRkdHq12EusCc9JiVDnPSYU56zIpqBeuiDnPSYU56zEqHOelUIyd2YFBZ7e3t1S5CXWBOesxKhznpMCc9ZkW1gnVRhznpMCc9ZqXDnHSqkRM7MKgs9kDqMCc9ZqXDnHSYkx6zolrBuqjDnHSYkx6z0mFOOhyBQTUpnU5Xuwh1gTnpMSsd5qTDnPSYFdUK1kUd5qTDnPSYlQ5z0qlGTuzAoLK4DrIOc9JjVjrMSYc56TErqhWsizrMSYc56TErHeakU42c2IFBZXEdZB3mpMesdJiTDnPSY1ZUK1gXdZiTDnPSY1Y6zEmnGjmxA4PKamxsrHYR6gJz0mNWOsxJhznpMSuqFayLOsxJhznpMSsd5qRTjZzYgUFleb3eahehLjAnPWalw5x0mJMes6Jawbqow5x0mJMes9JhTjrVyIkdGFTW2NhYtYtQF5iTHrPSYU46zEmPWVGtYF3UYU46zEmPWekwJ51q5MQODCqro6Oj2kWoC8xJj1npMCcd5qTHrKhWsC7qMCcd5qTHrHSYk041cmIHBpU1NDRU7SLUBeakx6x0mJMOc9JjVlQrWBd1mJMOc9JjVjrMSacaObEDg8oyxlS7CHWBOekxKx3mpMOc9JgV1QrWRR3mpMOc9JiVDnPSqUZO7MCgsjiESoc56TErHeakw5z0mBXVCtZFHeakw5z0mJUOc9LhJSRUk3p7e6tdhLrAnPSYlQ5z0mFOesyKagXrog5z0mFOesxKhznpVCMndmBQWU1NTdUuQl1gTnrMSoc56TAnPWZFtYJ1UYc56TAnPWalw5x0qpETOzCIiIiIiIiIqOaxA4PKikQi1S5CXWBOesxKhznpMCc9ZkW1gnVRhznpMCc9ZqXDnHSqkRM7MKisxYsXV7sIdYE56TErHeakw5z06j0rETlbRLaLyC4RubDEcz4oIltFZIuIXH+sy0g69V4XjxXmpMOc9JiVDnPSqUZO7MCgsvr7+6tdhLrAnPSYlQ5z0mFOevWclYh4AVwO4F0ATgPwYRE5zfWcUwFcBOAtxpjTAVxwzAtKKvVcF48l5qTDnPSYlQ5z0qlGThXtwOCZkrlBRKpdhLrAnPSYlQ5z0mFOenWe1ZsA7DLG7DHGpADcAOAc13M+BeByY8wwABhj+o5xGUmpzuviMcOcdJiTHrPSYU461cjJV6k3dpwpeTuAAwDWicgdxpitjuc4z5QMi8hxlSoPzVxbW1u1i1AXmJMes9JhTjrMSa/Os1oKoNtx+wCAM1zPeSkAiMgfAXgBXGKMuc/9Rn19fVi5ciV8Ph+y2SzOPfdcnHfeeejp6UFjYyO8Xi/GxsbQ0dGBoaEhGGPQ0dGB3t7eiRnXI5EIFi9ejP7+/oIG3PDwMLLZLKLRKDo7O9HT0wO/34/W1lYMDAygtbUVqVQK8Xh84vFAIIDm5mYMDg5i4cKFiMfjSCQSE4+HQiGEw2EMDw9j0aJFGB8fRyqVmng8HA4jEAhgdHQU7e3tGB0dRTqdnnh8ptvU1taG/v5+tLS0zPo2eTwejI2NzaltqsTfKZVKIZFIzKltqsTfKZFIIJlMzqltqtTfqampCYcOHZpT21SJv1MwGMTAwMCc2qZ625eXIsaYMu2FmRGRN8NqOLzTvn0RABhjvut4zg8A7DDGXFnqfdasWWOWL18+6+XLN+KGhoZm/b3nmq6uLpx00knVLkbNY056zEqHOekwJ71KZbV+/fpnV6xY8YZZf2MHEfkAgLONMZ+0b38UwBnGmPMdz7kLQBrABwEsA/A4gFcaY0ac71WJtgXbFdPDz60Oc9JhTnrMSoc56VQyp1Jti4qNwMAsnSmpxFkS5xko9qyV36ZsNsuzJIptSiaTPEui3KZwOIyurq45tU2V+DsFAgGeJVFsk8fj4b5cuU0+nw9dXV3H7CzJLDsI4ATH7WX2fU4HAKw1xqQB7BWRHQBOBbDu2BSRtFpaWqpdhLrAnHSYkx6z0mFOOtXIqZIjMGblTAlHYFTfwMAA2tvbq12Mmsec9JiVDnPSYU56lcrqGI3A8AHYAWAFrI6LdQA+YozZ4njO2QA+bIz5uIi0A9gA4DXGmEHne3EERvXxc6vDnHSYkx6z0mFOOpXMqVTbopKTeGrPlNxhjEkbY/bCapicWsEy0QxEo9FqF6EuMCc9ZqXDnHSYk149Z2WMyQA4H8BqANsA3GSM2SIil4rIe+2nrQYwKCJbATwC4N/cnRdUG+q5Lh5LzEmHOekxKx3mpFONnCp5Cck6AKeKyCmwOi4+BOAjrufcDuDDAK6xz5S8FMCeCpaJZqCzs7PaRagLzEmPWekwJx3mpFfvWRlj7gFwj+u+bzn+bwB8yf6hGlbvdfFYYU46zEmPWekwJ51q5FSxERg8UzJ39PT0VLsIdYE56TErHeakw5z0mBXVCtZFHeakw5z0mJUOc9KpRk7/n707j4/zrM+Ff/000lhjWZIlWbYcO3HAzkFNIWxJCKVliVnc5RBwMWUpTdvA6eK0pLzvW0gglBIgodsJXU4LLRQKoRRTWtJCgTQBWvraqYkJARKHOIkVb9plrSOPNPM7f8wjZaxImp9mu+d+7uv7+SSWZtHc1zXPaB7d8yzV3AKDn5TERFNTk+sheIE92bErG/Zkw57s2BXVCy6LNuzJhj3ZsSsb9mTjoqdqHgODYqK9vd31ELzAnuzYlQ17smFPduyK6gWXRRv2ZMOe7NiVDXuycdETJzCoqOHhYddD8AJ7smNXNuzJhj3ZsSuqF1wWbdiTDXuyY1c27MnGRU+cwKCiOANpw57s2JUNe7JhT3bsiuoFl0Ub9mTDnuzYlQ17suEWGFSXMpmM6yF4gT3ZsSsb9mTDnuzYFdULLos27MmGPdmxKxv2ZOOiJ05gUFHpdNr1ELzAnuzYlQ17smFPduyK6gWXRRv2ZMOe7NiVDXuycdETJzCoKJ4H2YY92bErG/Zkw57s2BXVCy6LNuzJhj3ZsSsb9mTjoidOYFBRPA+yDXuyY1c27MmGPdmxK6oXXBZt2JMNe7JjVzbsycZFT5zAoKKSyaTrIXiBPdmxKxv2ZMOe7NgV1QsuizbsyYY92bErG/Zk46InTmBQUa2tra6H4AX2ZMeubNiTDXuyY1dUL7gs2rAnG/Zkx65s2JONi544gUFFjYyMuB6CF9iTHbuyYU827MmOXdWfbE5x6IlxfOa7/Tj0xDiyOXU9pJrgsmjDnmzYkx27smFPNi56aqz5I5J3Ojo6XA/BC+zJjl3ZsCcb9mTHrupLNqe48avHcHRwBufmc1jX2IDezetx655dSDSI6+FVFZdFG/Zkw57s2JUNe7Jx0RO3wFiDUD8l4WmEbNiTHbuyYU827MmOXdWXwycncHRwBrPzOSiA2fkcjg7O4PDJCddDqzouizbsyYY92bErG/Zk46InboFhFPKnJLOzs66H4AX2ZMeubNiTDXuyY1f15dhIGufmc+dddm4+h0dH0rjqonZHo6oNLos27MmGPdmxKxv2ZOOiJ26BYRTypyQ8D7INe7JjVzbsyYY92bGr+rKrK4V1jeeviq1rbMDOrpSjEdUOl0Ub9mTDnuzYlQ17snHREycwjFb7lCTueB5kG/Zkx65s2JMNe7JjV/Xliu1t6N28HtlzM9BcDs3R1p1XbG9zPbSq47Jow55s2JMdu7JhTzYueuIuJEYLn5LMFkxihPIpSXNzs+sheIE92bErG/Zkw57s2FV9STQIbt2zC7t+6u1Yv3UnPv4nH8AV29tiv2sqwGXRij3ZsCc7dmXDnmxc9MQtMIxC/pQklYr/JE0lsCc7dmXDnmzYkx27qj+JBsH4Q4dw5p47cNVF7UFMXgBcFq3Ykw17smNXNuzJxkVPnMAwWviU5LHPfhCnv/5J3HT1xUEcwBMAxsbGXA/BC+zJjl3ZsG2l1ZMAACAASURBVCcb9mTHrqhecFm0YU827MmOXdmwJxsXPXECYw1C/ZSkq6vL9RC8wJ7s2JUNe7JhT3bsiuoFl0Ub9mTDnuzYlQ17snHREycwqKjJyUnXQ/ACe7JjVzbsyYY92bErqhdcFm3Ykw17smNXNuzJxkVPnMCgojKZjOsheIE92bErG/Zkw57s2BXVCy6LNuzJhj3ZsSsb9mTjoidOYFBRPA+yDXuyY1c27MmGPdn53pWI7BGRh0XkmIi8a5Xb/byIqIhcXsvxkZ3vy2KtsCcb9mTHrmzYk42LnjiBQUXxPMg27MmOXdmwJxv2ZOdzVyKSAPAXAH4awKUA3igily5zu1YAbwdwb21HSGvh87JYS+zJhj3ZsSsb9mTjoidOYFBRPI2QDXuyY1c27MmGPdl53tWVAI6p6mOqmgHwOQDXLHO7WwB8GMBsLQdHa+P5slgz7MmGPdmxKxv2ZOOip8Zq/nAR2QPgIwASAP5GVW9b4XY/D+ALAK5Q1e9Uc0yuZHOKwycncGwkjV1dKVyxvc2bs5gkk0nXQ/ACe7JjVzbsyYY92Xne1TYAJwq+PwngBYU3EJHnAbhQVb8sIv/fSj9ocHAQ1113HRobG5HNZrF3717s378f/f39aGlpQSKRwMTEBLq7uzE6OgpVRXd3NwYGBrBhwwYAwNTUFLZs2YKhoSGIPPl+PjY2hmw2i+npafT09KC/vx9NTU1ob2/H8PAw2tvbkclkkE6nF69f0NfXh46ODqTTaczOzi5e39zcjFQqhbGxMXR1dWFychKZTGbx+lQqhWQyifHxcWzatAnj4+OYm5tbvL7UTJ2dnRgaGkJbW9uaMyWTSbS2tmJkZGTZTLlcDhMTE7HKVI3naWZmBm1tbbHKVI3naWxsDO3t7bHKVK3nad26dTh9+nSsMlXjeWpoaMDw8HCsMvn2u3wloqorXlmOaFPPHwF4BfIrGYcBvFFVH1xyu1YAXwaQBHD90gmMgwcPam9vb8XH19nZCQAYHR2t+v2yOcWNXz2Go4MzODefw7rGBvRuXo9b9+zyYhKjr68PO3bscD2Musee7NiVDXuyYU921erqyJEj9+3evbuqx5sQkdcB2KOqb42+fwuAF6jq9dH3DQDuAfDLqnpcRL4J4P9d7oORaqxblLpeUe59fcXXrQ17smFPduzKhj3ZVLOnldYtqrkLCTf1jBw+OYGjgzOYnc9BAczO53B0cAaHT064HprJpk2bXA/BC+zJjl3ZsCcb9mTneVenAFxY8P326LIFrQCeCeCbInIcwFUA7uSBPOuT58tizbAnG/Zkx65s2JONi56quQtJRTb1rMZmngufdABY86ZBC9aymed9j47j3HzuvFzn5nM4emYcFzVO1/2mQbOzs9i6dWusNneqxiZc4+Pj2LlzZ6wyVet5EhEMDw/HKlM1nidVjV2majxPc3Nz2LhxY6wyVet5mp6eRiKRqNlmnhV2GMAlIvI05Ccu3gDgTQtXquo4gMU1qdW2wCD3xsfH0dLS4noYdY892bAnO3Zlw55sXPRUzV1IKrKpZxx2ITn0xDg+dM9xzBZMYjQ3NuCmqy/GVRe1r+nxXeAmVDbsyY5d2bAnG/Zk5/MuJAAgIj8D4Hbkj631CVX9oIi8H8B3VPXOJbf9JrgLSd3i69aGPdmwJzt2ZcOebFzsQlLNLTDWsqknAPQgv6nnq+P2ackV29vQu3k97nt8EA1NzUglG9G7eT2u2N7memgmPA+yDXuyY1c27MmGPdn53pWqfgXAV5Zc9t4VbvvSWoyJSuP7slgr7MmGPdmxKxv2ZOOip2oeA2NxU08RSSK/qefipyOqOq6qm1T1YlW9GMAhALGbvACARIPg1j278NhnP4jTX/8kbrr6Ym8O4AnwPMhW7MmOXdmwJxv2ZMeuqF5wWbRhTzbsyY5d2bAnGxc9VW0CQ1XnAVwP4GsAHgLweVX9oYi8X0ReXa3HrVeJBsH4Q4dw5p47cNVF7d5MXgDg/l9G7MmOXdmwJxv2ZMeuqF5wWbRhTzbsyY5d2bAnGxc9VXMXEm7qGROJRML1ELzAnuzYlQ17smFPduyK6gWXRRv2ZMOe7NiVDXuycdFTNXchoZiYmPDjdK+usSc7dmXDnmzYkx27onrBZdGGPdmwJzt2ZcOebFz0xAkMKqqGp8jzGnuyY1c27MmGPdmxK6oXXBZt2JMNe7JjVzbsycZFT5zAoKJCOq1bOdiTHbuyYU827MmOXVG94LJow55s2JMdu7JhTzYueuIEBhWlqq6H4AX2ZMeubNiTDXuyY1dUL7gs2rAnG/Zkx65s2JONi544gUFFcRMqG/Zkx65s2JMNe7JjV1QvuCzasCcb9mTHrmzYkw13IaG6NDAw4HoIXmBPduzKhj3ZsCc7dkX1gsuiDXuyYU927MqGPdm46IkTGFTUhg0bXA/BC+zJjl3ZsCcb9mTHrqhecFm0YU827MmOXdmwJxsXPXECg4iIiIiIiIjqHicwqKipqSnXQ/ACe7JjVzbsyYY92bErqhdcFm3Ykw17smNXNuzJxkVPnMCgorZs2eJ6CF5gT3bsyoY92bAnO3ZF9YLLog17smFPduzKhj3ZuOiJExhU1NDQkOsheIE92bErG/Zkw57s2BXVCy6LNuzJhj3ZsSsb9mTjoidOYFBRIuJ6CF5gT3bsyoY92bAnO3ZF9YLLog17smFPduzKhj3ZuOiJExhUVGdnp+sheIE92bErG/Zkw57s2BXVCy6LNuzJhj3ZsSsb9mTjoidOYFBR3ITKhj3ZsSsb9mTDnuzYFdULLos27MmGPdmxKxv2ZMNdSKgutbW1uR6CF9iTHbuyYU827MmOXVG94LJow55s2JMdu7JhTzYueuIEBhWVzWZdD8EL7MmOXdmwJxv2ZMeuqF5wWbRhTzbsyY5d2bAnGxc9cQLDA9mc4tAT4/jMd/tx6IlxZHNa08efnp6u6eP5ij3ZsSsb9mTDnuzYFdULLos27MmGPdmxKxv2ZOOip8aaPyKtSTanuPGrx3B0cAbn5nNY19iA3s3rceueXUg01Oaorz09PTV5HN+xJzt2ZcOebNiTHbuKl2xOcfjkBI6NpLGrK4UrtrfVbN2gXFwWbdiTDXuyY1c27MnGRU/cAqPOHT45gaODM5idz0EBzM7ncHRwBodPTtRsDP39/TV7LJ+xJzt2ZcOebNiTHbuKj4UPOD50z3F8+r4z+NA9x3HjV4/VfCvNUnFZtGFPNuzJjl3ZsCcbFz1xAqPOHRtJ49x87rzLzs3n8OhIumZjaGpqqtlj+Yw92bErG/Zkw57s2FV81MMHHOXgsmjDnmzYkx27smFPNi564gRGndvVlcK6xvOfpnWNDdjZlTLdvxLHz2hvb1/zfULEnuzYlQ17smFPduwqPurhA45ycFm0YU827MmOXdmwJxsXPXECo85dsb0NvZvXI3tuBprLoTk6BsYV24ufsqZSm5cODw+XOvygsCc7dmXDnmzYk53vXYnIHhF5WESOici7lrn+HSLyoIg8ICJ3i8gOF+OshXI/4HDN92WxVtiTDXuyY1c27MnGRU+cwKhziQbBrXt24bHPfhCnv/5J3HT1xeYDeFZq81LOQNqwJzt2ZcOebNiTnc9diUgCwF8A+GkAlwJ4o4hcuuRm3wVwuapeBuALAP6gtqOsnXI+4KgHPi+LtcSebNiTHbuyYU823AKDlpVoEIw/dAhn7rkDV13Ubj7CeKU2L81kMmu6fajYkx27smFPNuzJzvOurgRwTFUfU9UMgM8BuKbwBqr6DVWdib49BGB7jcdYM+V8wFEPPF8Wa4Y92bAnO3Zlw55sXPTE06jG2MLmpbMFkxilbF6aTvuxP61r7MmOXdmwJxv2ZOd5V9sAnCj4/iSAF6xy++sA/NtyVwwODuK6665DY2Mjstks9u7di/3796O/vx8tLS1IJBKYmJhAd3c3RkdHoaro7u7GwMAANmzYAACYmprCli1bMDQ0BJEnJw3GxsaQzWYxPT2Nnp4e9Pf3o6mpCe3t7RgeHkZ7ezsymQzS6fTi9Qv6+vrQ0dGBdDqN2dnZxeubm5uRSqUwNjaGrq4uTE5OIpPJoKenB+MPHcL4Q4fQ23YLTp54Aps2bcL4+Djm5uYW719qps7OTgwNDaGtrW3NmZLJJFpbWzEyMrJspunpaTQ3Ny+bqb+/H6lUCslkEuPj495kWu15KjXT2NgY2traYpWpGs9Tf38/2tvbY5WpWs9TJpPB/Px8rDJV43lKp9NoaGiIVSbffpevRFSrd7otEdkD4CMAEgD+RlVvW3L9OwC8FcA8gCEAv6qqfYW3OXjwoPb29lZ8bJ2dnQCA0dHRmtzPxX0XjoFx3+ODaGhqRirZiN7N69f8Cc25c+ewbt26NY85NOzJjl3ZsCcb9mRXra6OHDly3+7duy+v+A8uICKvA7BHVd8aff8WAC9Q1euXue0vArgewEtU9dzS66uxbuHT+kE94OvWhj3ZsCc7dmXDnmyq2dNK6xZV24WE+6q6V6nNS3keZBv2ZMeubNiTDXuy87yrUwAuLPh+e3TZeUTk5QDeDeDVy01eUH3wfFmsGfZkw57s2JUNe7Jx0VM1j4HBfVXrQKnHzyiUTCarMLL4YU927MqGPdmwJzvPuzoM4BIReZqIJAG8AcCdhTcQkecC+CjykxeDDsZIRp4vizXDnmzYkx27smFPNi56quYxMCqyr2o19lNd2NwSyJ/6pVb7qS44e/bsmvcDWjAyMrJippX2bSoccyn7NgHAxMRErPbXqsY+aOfOncPs7GysMlXreWpra0NfX1+sMlXjeVq/fj1Onz4dq0zVeJ6amprW/Lu83jNV63lqaGhAX19fzfZTrSRVnReR6wF8DfldUz+hqj8UkfcD+I6q3gngDwFsAHAgOi7FE6r66poMkNaktbXV9RC8wJ5s2JMdu7JhTzYueqraMTAqta8qj4Hh9r5AfuJjx44dJd03JOzJjl3ZsCcb9mRXra5qcQyMSuIxMNzj69aGPdmwJzt2ZcOebKrZ00rrFtXcAmOt+6oue6Atcq+jo8P1ELzAnuzYlQ17smFPduyK6gWXRRv2ZMOe7NiVDXuycdFTNY+BwX1VY8Lz0+7VDHuyY1c27MmGPdmxK6oXXBZt2JMNe7JjVzbsycZFT1WbwFDVeeR3C/kagIcAfH5hX1URWdgftXBf1ftF5M4Vfhw5NDs763oIXmBPduzKhj3ZsCc7dkX1gsuiDXuyYU927MqGPdm46Kmau5BAVb8C4CtLLntvwdcvr+bjU2UUHoCUVsae7NiVDXuyYU927IrqBZdFG/Zkw57s2JUNe7Jx0VM1dyGhmOB5kG3Ykx27smFPNuzJjl1RveCyaMOebNiTHbuyYU82LnriBAYV1dzc7HoIXmBPduzKhj3ZsCc7dkX1gsuiDXuyYU927MqGPdm46IkTGFRUKpVyPQQvsCc7dmXDnmzYkx27onrBZdGGPdmwJzt2ZcOebFz0xAkMKmpsbMz1ELzAnuzYlQ17smFPduyK6gWXRRv2ZMOe7NiVDXuycdETJzCoqK6uLtdD8AJ7smNXNuzJhj3ZsSuqF1wWbdiTDXuyY1c27MnGRU+cwKAVZXOKQ0+M4zNHzuDQE+PI5tT1kOra5OSk6yF4g13ZsCcb9mTHrqhecFm0YU827MmOXdmwJxsXPVX1NKrkr2xOceNXj+Ho4AzOzefwlcdm0Lt5PW7dswuJBnE9vLqUyWRcD8Eb7MqGPdmwJzt2RfWCy6INe7JhT3bsyoY92bjoiVtg0LIOn5zA0cEZzM7noABm53M4OjiDwycnXA+tbvF80XbsyoY92bAnO3ZF9YLLog17smFPduzKhj3ZuOiJExi0rGMjaZybz5132bn5HB4dSTsaUf3j+aLt2JUNe7JhT3bsiuoFl0Ub9mTDnuzYlQ17snHRE3choWXt6kphXWMDZgsmMdY1NmBnl+1UOdmc4vDJCRwbSWNXVwpXbG+L/a4nPN2SHbuyYU827MmOXVElVOI9nsuiDXuyYU927MqGPdm46IkTGLSsK7a3oXfzetz3+CAampqRSjaid/N6XLG9reh9lx4/Y11jQxDHz0gmk66H4A12ZcOebNiTHbuiclXqPZ7Log17smFPduzKhj3ZuOiJu5DQshINglv37MJjn/0gTn/9k7jp6ovNKyehHj9jfHzc9RC8wa5s2JMNe7JjV1SuSr3Hc1m0YU827MmOXdmwJxsXPXECg1aUaBCMP3QIZ+65A1dd1G7+ZCXU42ds2rTJ9RC8wa5s2JMNe7JjV1SuSr3Hc1m0YU827MmOXdmwJxsXPXECgypu4fgZhdZy/AxfcabWjl3ZsCcb9mTHrqhclXqP57Jow55s2JMdu7JhTzbcAoNiYeH4GdlzM9BcDs3R/rGW42f4bG5uzvUQvMGubNiTDXuyY1dUrkq9x3NZtGFPNuzJjl3ZsCcbFz3xIJ5UcQvHz9j1U2/H+q078fE/+UAQZyHh+aLt2JUNe7JhT3bsispVqfd4Los27Mmm1j35eLa9hTE/PJjAM2TcizG7xNeejYueOIFBVbFw/Izxhw7hqov+zPVwaqK/vx87duxwPQwvsCubUnrycaWqXFye7NgVVUIl3uO5LNqwJ5ta9uTj2faeOuYRL8bsYn1m4XHve/QMnr9zaxDrUeVw8TuKExhUd3z9A6ylpcX1ELzBrla38Bp44MQ8LlvDpyQ+rlSVo9SeQsbXHtULLos27Gl1Lt4HCs/EA5x/Jp6rLmqv6mOXqpwxu1gvd7U+s/Rxv9Z3PNbrUZXg4ncUJzCorvj8B1gikXA9BG+wq5UtfQ3867Ep82vA5UpVrVdwyukpZHztUb0IYVmsxO/FEHoqlav3gdXOxGN5r3UxIVDqmF2tl7tan/Fxcso1F7+jOIFBdcXnXxwTExPo6OhwPQwvsKuVlfMaKHelqlQuVnB8/l3hku+vPRHZA+AjABIA/kZVb1ty/ToAfwfg+QBGAPyCqh6v9ThL9b3Tk07uW45SH/fc6DDWpeO7GppTxV//92k8cXYWmawimRBctLEZb7vyAjSI/fdiKT3lVHF0cAanJs5hW9s69G5eb37Mcu5bqlIf88GBaTw4MI1MVgHk3wceHJjG5783gEu3FP9UuNTHTQBoSsji4yL6vgHFXw+VWi7WqtQxl9txqb79+NnF9/cFs/M5/Nfxs0g1Vu8cFK4et1wuX7ejZ8/i+TsbaroVbHzfOchLrv4Aq4Tu7m7XQ/BGLbsq55MOF/ct5zWwcHrDwjfftZzesNQxu9g01effFS75/HtKRBIA/gLAKwCcBHBYRO5U1QcLbnYdgDFV3SUibwDwYQC/UPvR1j8XK7yFmjZsXNPtXY93rY4Oziz+kQoAmaziibOzODo4s6Y/rk+ONWD73LQ5bzl/ILv447qcxzw1ce68P8iBfM+nJ88V7bicx+3dvB4XbWzGw6dH0NDUjHVNCVy0sRm9m9cXzVup5WKtr4NSx1xOx+XY1rYOySUTLsmE4ILWdab7l9pTuY/rguvX7VxWa76rjahq8Vs5dPDgQe3t7a34z+3s7AQAjI6O1uR+vK/NoSfG8aF7jp/3B1hzYwNuuvriut0sb8HJkyexffv2mjyW72rVVTlbBri6bzmvgYXHve/xQTQ0NSOVbKzJmD/z3X58+r4zKHw3EQC/9PytePNzVz46taueFh7bx2PtlKtar70jR47ct3v37ssr/oMLiMgLAbxPVV8VfX8jAKjqrQW3+Vp0m4Mi0gigH0C3LlnZ+fg/3aW33Jup5nDrXntrEo1NDRAACmB+LofxyfrtpNzxJpsa0NjYgPn5HDJzueJ3KNP6VCPWpxohBX9AqCpm0vOYSc8XvX+peZNNDWhtTZ73h0tOFZOTmaK5y7lv4c9YS8+uxusiK+BuuSh1zJXoqVTlZHV1X6D2v2vKfY5KGW+tlouPv6J52XULboFRp1QVuWh1K1ew3jU7n0PhetjCl7rkvrrkegAYn51fvP68+yz5GUsvB4Dh6eVfuJbpr8Ep+4v+4o3N2NmVwgNPDKGhqRnNyQR2dqVw8cbmoj8nl1N8+Ft9ODYyg8y8Itko2NW1Hu98yQ40FPnDJJdTfO/MFI6PpXFxRwrP3rqh6H2Wmjw3v6asIatVV989NYmHBqdxbv7JTR8fGpzGvz8yiudua63L+y73Gnh6Zwo72psxYHgD/Z0XXYSf+GD+9IZ//MH34dk9GzA8Xfwc3d89vfyY73pkFM+9YPUxb1rfhGSjLN4XAJKNgq71TauOuZzH3NHejKd3pvD9E4U9NeOi9nXonzy36n1zOcUffKsPj46mF39X7OxM4XcNvyt8tq6xAfX+oUUR2wCcKPj+JIAXrHQbVZ0XkXEAXQCGazJCTySbGtDY1LC48ikAGpsakGxqqMkK91qVO14XkzXz8zloNNYFGl1eTDl5GxsbsPS3mESXV/O+QGk9l/OYmbkc5udyT3lMy1jLzbrw+Gt9vbhaLkodczkdl2t8MlPyH9fl9FTq4wJufteUsyyXOt5KvH7KwQmMEs1lc8hpfnIhp/lP8xa+XrxMFbncwvdPrjQeG55BDgCi2yqiSQoFcogmIFZYx3x4cLrkMR8fTZd831Pjq/9BsJozE2u77y89rwd7b7sB67fuxHve/W70bl6PAcMfuw8OTOOR4ZnFzb7OzSseGZ7BNx4dW3Uzt0ptepVrbF1z1tAsbhJ7NoftE6NV3y/3+/1T5/1RDeSXix8MTKGnNVmX9wWWfw0MrjCJuJyF0xtubf2Q+X4/WGHMPxyYwtYiY96yoQkXtp+/aeqF7c3YsqFp1cmEch4TAK59fg/2fvj8noYMkzUPDkzj2Ej6vN8Vx0bS+NZjZ6u6Ca9rbc2N2OrxLiSVdGnPBnz3nZXfunN2dhbNzc0l3beWx7C465FRfP2R87eObBDB6y/fipfv6qz647/smflT7n3jB32m25cz3gcHpnHH/f2Lr3cBsCHViF974Xbz633v69+A9RfswntuuqnMXTlSeNvP7Cp6/0rmBfKTl7/6UxcVzVvJ+1p7LucxgYLfx2dnsG3j+jUdP6Ocxy2Vq+XivDHMZdDQVPw9tnDMRwdncHryHC5oXft73lpf7+Vy1ZOr3zWlLsvljHe5x0w1JXDLq3ZWdDfeI0eOLHt5VScw4nywrQcHSp9ImM5kKziS+GmQJ88vf+mffsh8v1L306vU/ohPDIzgoi1dNTtYlm9/RD31TXui6vvllrMvo6v7AqW/BspRzpgbRPC2Ky/A3te/47zJhGLPq6ueXO03vXB/l6/bgYGBmp+vvYJOAbiw4Pvt0WXL3eZktAtJO/LrFzXhS7++7eddzngr8Xp/+pvejYamZtxxf7/59b7we7GUP/zKybtwrIOlv6Msx2co576l9lzOYwL5ni/d0oKdTZNY12mfeCj3cUvlarkoNDc5inWdK+/eudyYL93SUtLETk4V7T92FdZfsAsPDtiP5VIOVz25+l1T6rJczngLH3Muq4u7AF+xvW3V+1VK1SYweLAtqrVSf2FV9I+ZM/ZfOC4PtOVi4qSciaJS71vOgbZc3deVcsdcymSCq57KWbkpZzmuh8mPDRs2rOn2deYwgEtE5GnIT1S8AcCbltzmTgDXAjgI4HUA7ll6/Itq8qVfV3+8laqc8Vbi9Z5Yl3+ctX7AUeoffuXkLecPZBd/XJfzmIUS62wHq67045bCxXJRaK1dlaqcP8rL4aonV79rSl2WK/HB1dHBGUzNzOBZF3bV9FhiVTuIZ6UOtsUDbdFalLIvl48HkCr34DkuDm5UzoGryj3oVTkHVHJ1X1dcjNnFY7pYjl2+bhcev1o9r3SgrUoTkZ8BcDvyW3Z+QlU/KCLvB/AdVb1TRJoBfBrAcwGMAniDqj629OdU6wDhIyMj6OrqqvjPrYaFA9k+OpLGzhofyLaUg3yXOl4XByiuhIW83z8xUvM/Dkrh4nTahXx67ZWjEq/bWnVV7sG2y+GiJ99+11TqNVvN5WmlA4RXcxcSHmyLaq6UA++4OgiUq/uWc3Cjcu5bzoGryrkvUNqBtlzf1xUXY3bxmKUepKucZdHV6xbw74wTK1HVrwD4ypLL3lvw9SyAfbUe14KpqSlv/ohKNAiuuqjdm9MOlzreRIPg1j27SvpjptxTU5djIe9WPYsdHjxH5fRcCT699spRiddtrbpyebpzFz359rumUq9ZF6+9uj+IZ7UOtAWUfrCt/slzprMBxMVaD2Ljo1IPUFQvB8tay33LObhROfct58BV5dzXZyG89iqhlj2Vsyy6et0ud6CutvVNuO3nLqnYSuRKB9oKzZYtW1wPgZZR6h8zV2xvQ+/m9U/5hLJW+3kDfi1TLifFfOrJtVp15XICsBJK6cm33zWVeM26eO1VcwKj7g+2NTQ0hAsvvLD4DQM3NzWGdR3xfmNwsT+iq/u6Ojhl4f5yTwyO4KLN9gOeutxX1aUQXnuVUMueylkWXb1ulzvOT60+BQsN1yuKy+aePKjfoSfG63rXCNdbFQBcpqzYk12tuqqHCcBy1HKZqoffNaVy8dqr5gRG3R9sS0r846clmcCmluTi6VELT526+G9OkdX8vtG+K7WnEBT+MXNicBQXbu6syR/lrv6IqtTRwnetm0Zy49omi8o5Crav+NqzqXVPpS6L9TT54dOnYD7ha3Z1C/tcLxzU70P3HK/pcRJK4XpXGy5TNuzJrlZd+fxHOVD7Zcr175pSuXjtVW0CIzqmxfUAvoYnD7b1w8KDbQH4OIBPi8gxRAfbqtZ4lrNwEKm1al3XiNZ1tuo0mtDIRv/qkn+B/KSHKpADAAVyiL6PLlecf3td/B+g0MUDvhTOlWjB9U+9DE9euuR2hbdZkGjbiERjw5JcRXJjDRM3dTbHs9bhJCB41tYNuLSrEYnk2nZJWrjvs7au/cj1pd43AcGvX7UNDw1OTB9L5gAAIABJREFU4/REBhe0JfFjm1tMf0SVc99CyQ3t3ryBueSqpzp7SRbVtKEdDZ4sTw0QPHPrBjxzja/bBgh+7aptODo4jVMTGWxrS6LX+Nq7tKcFOwomP3z7FMwnpa5XhOLwyQkcHZxZPNL+7HwORwdncPjkhHcr7bXCZcqGPdnVsitf/ygHuExZueipqsfAqPeDbQ0NDVX9fO0igoTk//DzVV/fMHZsjv+BkcrV1zeCHT2bXA/D7LKtrU7uC/jXlSvsySaknp5d4mvvT695Bg6fnMB9j57B83du9epTMJ/UYr3CZy4P6ucrLlM27MmOXdmwJxsXPdX9QTyrqa2Nnz5ZsCcb9mTHrmzYkw17Km7hU7BntObQ0cE/FKuFy+LqfD+onwtcpmzYkx27smFPNi56aih+k/jKZrOuh+AF9mTDnuzYlQ17smFPduyqutjv6hYO6tccnVK4mbszFcVlyoY92bErG/Zk46KnoCcwpqenXQ/BC+zJhj3ZsSsb9mTDnuzYVXWx39UtHNTvpqsvxqt3pnDT1RfX9QE86wGXKRv2ZMeubNiTjYuegt6FpKenx/UQvMCebNiTHbuyYU827MmOXVUX+y1uYXem525pxrp1xU8DHDouUzbsyY5d2bAnGxc9Bb0FRn9/v+sheIE92bAnO3Zlw55s2JMdu6ou9mvHrmzYkw17smNXNuzJxkVPQU9g/PM//7PrIXiBPdmwJzt2ZcOebNiTHbuqLvZrx65s2JMNe7JjVzbsycZFT0FPYHzxi190PQQvsCcb9mTHrmzYkw17smNX1cV+7diVDXuyYU927MqGPdm46CnoCYz5+XnXQ/ACe7JhT3bsyoY92bAnO3ZVXezXjl3ZsCcb9mTHrmzYk42LnkRVa/6ga3H33XcPAeirxs8eHR3d1NnZOVyNnx0n7MmGPdmxKxv2ZMOe7KrY1Y7du3d3V+HnVkW11i24LNqxKxv2ZMOe7NiVDXuyqXJPy65b1P0EBhERERERERFR0LuQEBEREREREZEfOIFBRERERERERHUvyAkMEdkjIg+LyDEReZfr8dQzETkuIt8XkftF5Duux1MvROQTIjIoIj8ouKxTRO4SkUeifztcjrEerNDT+0TkVLRM3S8iP+NyjPVARC4UkW+IyIMi8kMReXt0OZepJVbpistVARFpFpH/FpHvRT39fnT500Tk3uj97x9EJOl6rHHBdQsbrlesjOsWNly3sOG6hQ3XK+zqZd0iuGNgiEgCwI8AvALASQCHAbxRVR90OrA6JSLHAVyuqjyITQEReTGAKQB/p6rPjC77AwCjqnpbtPLaoarvdDlO11bo6X0AplT1j1yOrZ6IyFYAW1X1iIi0ArgPwGsA/DK4TJ1nla5eDy5Xi0REALSo6pSINAH4NoC3A3gHgC+q6udE5K8AfE9V/9LlWOOA6xZ2XK9YGdctbLhuYcN1CxuuV9jVy7pFiFtgXAngmKo+pqoZAJ8DcI3jMZFnVPU/AIwuufgaAJ+Kvv4U8r/8grZCT7SEqp5R1SPR15MAHgKwDVymnmKVrqiA5k1F3zZF/ymAqwF8Ibqcy1TlcN2CysZ1CxuuW9hw3cKG6xV29bJuEeIExjYAJwq+PwkupKtRAF8XkftE5H+5Hkyd26KqZ6Kv+wFscTmYOne9iDwQbQYa9KaLS4nIxQCeC+BecJla1ZKuAC5X5xGRhIjcD2AQwF0AHgVwVlUXTtrO97/K4bqFHdcr1obvA3Z8D1gB1y1suF5RXD2sW4Q4gUFr85Oq+jwAPw1gf7TZHhWh+X2zwto/y+4vAewE8BwAZwD8sdvh1A8R2QDgHwHcoKoThddxmTrfMl1xuVpCVbOq+hwA25HfQqDX8ZCIAK5XlIzvA6vie8AKuG5hw/UKm3pYtwhxAuMUgAsLvt8eXUbLUNVT0b+DAP4J+QWVljcQ7Ue3sD/doOPx1CVVHYh++eUA/DW4TAEAon0J/xHAHar6xehiLlPLWK4rLlcrU9WzAL4B4IUANopIY3QV3/8qh+sWRlyvWDO+DxjwPWB5XLew4XrF2rlctwhxAuMwgEuio6UmAbwBwJ2Ox1SXRKQlOpgNRKQFwCsB/GD1ewXtTgDXRl9fC+BLDsdStxbeNCOvBZephYMifRzAQ6r6JwVXcZlaYqWuuFydT0S6RWRj9HUK+YNLPoT8ysbroptxmaocrlsYcL2iJHwfMOB7wFNx3cKG6xV29bJuEdxZSAAgOg3O7QASAD6hqh90PKS6JCJPR/7TEQBoBPBZdpUnIn8P4KUANgEYAPB7AP4ZwOcBXASgD8DrVTXog0yt0NNLkd8cTwEcB/BrBftiBklEfhLAfwL4PoBcdPFNyO+DyWWqwCpdvRFcrhaJyGXIH0grgfyHFZ9X1fdHv9c/B6ATwHcB/KKqnnM30vjgukVxXK9YHdctbLhuYcN1CxuuV9jVy7pFkBMYREREREREROSXEHchISIiIiIiIiLPcAKDiIiIiIiIiOoeJzCIiIiIiIiIqO5xAoOIiIiIiIiI6h4nMIiIiIiIiIio7nECg4iIiIiIiIjqHicwiIiIiIiIiKjucQKDiIiIiIiIiOoeJzCIiIiIiIiIqO5xAoOIiIiIiIiI6h4nMIiIiIiIiIio7nECg4iIiIiIiIjqHicwiKhuichxEXmP63EQERFRcSLyPhE5VoGf800R+Zsit/mkiPz7So8tIr8sIvPljqVUXIchqg5OYBDReURki4j8WfTGmxGRIRH5RxF5zjK3bRKR3xWRB0QkLSITIvIfIrLX8DjvExGN/suJyCkR+XsR2VHG2LdHP++lpf4MIiKiOIv+8F94/50XkT4R+SsR6XI9tjV6O4B9q1z/DwC2LXwjIr8oIlqJB+Y6DJE7nMAgokUiciGA7wD4CQC/AWAXgJ8FkAFwSET2FNy2CcC/Afh/ANwO4FIAVwG4G8A/iMj7DA95HMBWANsB/BKAywH8i4gkKpOIiIiIlvGfyL//XgzgtwH8PIC/W+nGIpKszbDsVHVcVcdWuT6tqgNVHMJxcB2GqOY4gUFEhf4CQBOAl6nqv6nqE6r636r6RgD3APikiKSi2/4WgN0AXq2qn1DVx1X1QVX9fQDvAfB7IvL8Io+XVdV+VT2tqncDeB+AZyE/cfIUItIqIh+Ntgo5JyLfEZFXFtzkRPTvN6JPMY6X0AEREVHcZaL335Oq+iXkP4jYIyIpEbk4eg99s4h8RUSmAdwCACJyVbSlZVpExkTksyKyeekPF5E3ichjIjIrIneJyMUF1z1NRL4oIqdFZEZEvi8ib1lmjA0icpuIDEdbeH5MRJoLfs55u5AsM4bFXUiirRo+HX29sOXEJ6PbnBWR9Uvu+14ReUREZJUOuQ5D5AAnMIgIACAiHchvbfHnqjqxzE1uBbAFwCui798C4G5VvXeZ234EwAyAN69xGOno36YVrv8EgFcB+EUAzwHwXwD+VUR6o+ufF/3788h/KnLFGh+fiIgoRGnk/y5oLLjswwDuAPBMAH8lIj0Avg7gJIArAfzP6LovLPlZWwH8JoDXA/gpAG0AvlgwGbAB+Q9Ffhr5P/g/BuBvReRlS37O6wB0RT/jzQBeg/y6SCn+fwDXF4xvK/K7oPwDAEXBrigi0gDgVwH8jaquZZcTrsMQ1QAnMIhowSXI/0744QrXL1z+jIJ/l72tqs4CeLTgtkWJyEUA3on8JxAPL3P9LuRXZn5TVb+mqg+p6tsB/ADA70Y3G4r+HY0+FRla+nOIiIjoSSJyKYD9AO5V1cmCqz6qqndEW1g+Ht1mAsAvq+r3VfXbyH+Y8VMi8uKC+62PbvMdVT0c3ea5AK4GgOi+f66q31PVR1X1zwB8GcCblgxtFMCvR+/3/4L81p2/ISIta82oqhkA49HX/dF/46qaRn7LjLcV3PwVAC4A8LfWn891GKLa4QQGEa3VXAVv+3QRmRKRGQB9AATAa1V1uftdGv37H0su/w8AP76GMREREYXupdH7bxr5P6Ifw1MnEP57yfc/DuBQNBkAAFDV7yE/MVD4PjykqscKbvMjAMMLtxGR9dGuIT8UkVERmQLwMwCWHgDzv1U1W/D9fwFYB2DnGrMW81EALxKRH4u+fxuAO1V1sMj9uA5D5EBj8ZsQUSAeAZBDfnPQf1rm+oU32B9F/z4c3fYpon1UdwL4apHHPIH8cTRyAM5En4QQERFRdd0L4FoA8wBOF05KFJiu0mP/IYBrALwD+XWJaQB/DKC9So+3KlX9oYh8G8DbROQ2AK8G8HOGu3IdhsgBboFBRACA6EjeXwZwvYi0LXOTGwGcBnBX9P2nAVwtIi9Y5rZvB5DCKkc0j8yp6jFVfczwxr+wu8qLl1z+YuQ/PQLyZ0sBAB4BnIiIaGXp6P33+AqTF8v5IYCrCs9IIiLPRn7i4QcFt+sWkZ0Ft/kfADYBeDC66MUA7lDVz0dbcDwG4H8s83hXLDmjx08AOIf8LqqlyETjWW4d4aPIn0nkfwE4hSfXdVbDdRgiBziBQUSF9iO/28c9IrJHRC4UkStE5LPI77v6poJNI/8M+VOm3ikivxIdVfzHROT3AHwAwI2q+oNlH6UEqvoogAMA/o+IvEpEekXkI8hvBfKH0c2GAUwBeKWI9EQHJiUiIqLy/TnyB+T8pIg8U0R+EvkPM/5TVf+z4HYzyB+U83IRuRzApwDcj/w6A5Df6uIaEbkyOv7Gx5A/5sRSXQD+Ilq3+Fnkz4TyUVUtdcuQx6N/Xy0i3SKyoeC6hQOR3oy1H7yzKK7DEFUOJzCIaJGqngDwfACHkP804nHk94F9CYBnqeq3Cm47h/w+q3+C/GagDyH/6cp7AexV1Q9XYYhvBfA1AJ8B8D0ALwLwc6p6NBpTDvlJmNcjf5T071ZhDERERMFR1QEArwSwHcBhAP+K/NYDr1ty0zPIT0p8AcC3kZ/Q2FswKfA7yB8z4hvIT2qcwlPPZILossnoZ3wuerx3lTH+w8ifJe2jAAaRn5BZuG4W+cmYBuTPFlINXIchqgCp8AQjEcVM9KnHFwD8kareXOS2T0f+1Gg/AnAN9wclIiIiH4jI5wE0qeprXY+FiFbGLTCIaFWq+mXkP3HJRhMUq932MeTP1/5fAF5Yg+ERERERlUxEOkTkVQBeC+B/ux4PEa2uZltgiMjvIL/plAL4PoBfAbAV+U3CugDcB+AtaziQEBEREQWM6xZEVC4ROY7874s/VdV3Ox4OERVRky0wRGQbgN8GcLmqPhP5o+u+AcCHAfxvVd0FYAzAdbUYDxEREfmN6xZEVAmqerGqtnLygsgPtdyFpBFASkQaAaxH/gA/V+PJg/Z8CsBrajgeIiIi8hvXLYiIiALSWIsHUdVTIvJHAJ4AkAbwdeQ36zyrqvPRzU4C2Lb0vt/85jd13bp1tRhmzc3Pz6OxsSZPQV0KOX/I2YGw84ecHQg7f5yzz8zMDO/evbu7lo9ZzrrFV7/6VT1z5gxEBKqKjo4OdHd3Y25uDolEAgCQzWbR1NSE+fn8j2psbCzp+rm5OYgIEokE5ufnkUgkoKrI5XKL1zc0NKChoWFxGcnlcmu+XkSQzWbR2Ni4OKaF6+OQKZvNQlXR1NSETCaz+FqKS6bCMc3PzyOZTMYqU+GYc7kckslkrDIVjllE0NDQEKtMhdc3NDRg4RAEcclUeL2IIJfLxSpT4fXZbPa894d6zjQ7O7vsukVN1qSi8xhfA+BpAM4ifx7kPZb7jo+P48Ybb1wMvHfvXuzfvx/9/f1oaWlBIpHAxMQEuru7MTo6ClVFd3c3BgYGsGFD/vTOU1NT2LJlC4aGhiAi6OzsxNDQENra2pDNZjE9PY2enh709/ejqakJ7e3tGB4eRnt7OzKZDNLp9OL1yWQSra2tGBkZQUdHB9LpNGZnZxevb25uRiqVwtjYGLq6ujA5OYlMJrN4fSqVQjKZxPj4OFpaWpDJZDA3N7d4ve+ZNm3ahPHxcVOmlpYWTE5OxiqT9XlKJpNoamqKVaa1PE/t7e0YHx+PVSbr8yQi2LhxY6wy8fee7Xk6d+4ctm3bFqtMC8/Tgw8+2FfuusJalbNu0d7ejhe84AVVHJ1b09PTaGlpcT2MqmE+vzGf35jPbz7lO3LkyLLrFjU5iKeI7AOwR1Wvi77/JeTPULAPQI+qzovICwG8T1VfVXjfgwcPam9vb9XH6MLp06dxwQUXuB6GMyHnDzk7EHb+kLMDYeePc/YjR47ct3v37str+Zhct1hZnJc1gPl8x3x+Yz6/+ZRvpXWLWh0D4wkAV4nIehERALsBPAjgGwBeF93mWgBfqtF46sLc3JzrITgVcv6QswNh5w85OxB2/pCzVwnXLVYQ92WN+fzGfH5jPr/FIV9NJjBU9V7kD6h1BPnTnDUA+BiAdwJ4h4gcQ/70RR+vxXjqRU9Pj+shOBVy/pCzA2HnDzk7EHb+kLNXA9ctVhb3ZY35/MZ8fmM+v8UhX83OQqKqv6eqvar6TFV9i6qeU9XHVPVKVd2lqvtU9VytxlMP+vv7XQ/BqZDzh5wdCDt/yNmBsPP7lv3AgSZcdlkburo24rLL2nDgQJPrIT0F1y2W59uytlbM5zfm8xvz+a1S+VyuI8TzcOie8OUAKtUScv6QswNh5w85OxB2fp+yHzjQhBtuaEE6LQCAkycTuOGGFgDT2LfP/81P486nZa0UzOc35vMb8/mtEvlcryPUbAsMeqqF08aEKuT8IWcHws4fcnYg7Pw+Zb/lltTiismCdFpwyy0pRyOitfBpWSsF8/mN+fzGfH6rRD7X6wicwHBoYmLC9RCcCjl/yNmBsPOHnB0IO79P2U+dWn71YKXLqb74tKyVgvn8xnx+Yz6/VSKf63UErok41N3d7XoIToWcP+TsQNj5Q84OhJ3fp+zbtuXWdDnVF5+WtVIwn9+Yz2/M57dK5HO9jsAJDIdGR0ddD8GpkPOHnB0IO3/I2YGw8/uU/eab00il9LzLUinFzTenHY2I1sKnZa0UzOc35vMb8/mtEvlcryNwAsMhVS1+oxgLOX/I2YGw84ecHQg7v0/Z9+2bw+23T2P79ixEFNu3Z3H77TyApy98WtZKwXx+Yz6/MZ/fKpHP9ToCz0LiUNw3USom5PwhZwfCzh9ydiDs/L5l37dvjhMWnvJtWVsr5vMb8/mN+fxWqXwu1xG4BYZDAwMDrofgVMj5Q84OhJ0/5OxA2PlDzk61Ffdljfn8xnx+Yz6/xSEfJzAc2rBhg+shOBVy/pCzA2HnDzk7EHb+kLNTbcV9WWM+vzGf35jPb3HIxwkMIiIiIiIiIqp7nMBwaGpqyvUQnAo5f8jZgbDzh5wdCDt/yNmptuK+rDGf35jPb8zntzjk4wSGQ1u2bHE9BKdCzh9ydiDs/CFnB8LOH3J2qq24L2vM5zfm8xvz+S0O+TiB4dDQ0JDrITgVcv6QswNh5w85OxB2/pCzV4OIPENE7i/4b0JEbhCRThG5S0Qeif7tcD3WWov7ssZ8fmM+vzGf3+KQjxMYDomI6yE4FXL+kLMDYecPOTsQdv6Qs1eDqj6sqs9R1ecAeD6AGQD/BOBdAO5W1UsA3B19H5S4L2vM5zfm8xvz+S0O+TiB4VBnZ6frITgVcv6QswNh5w85OxB2/pCz18BuAI+qah+AawB8Krr8UwBe42xUjsR9WWM+vzGf35jPb3HI1+h6ACEbGhrCjh07XA/DmZDzh5wdCDt/yNmBsPOHnL0G3gDg76Ovt6jqmejrfgBP2eF3cHAQ1113HRobG5HNZrF3717s378f/f39aGlpQSKRwMTEBLq7uzE6OgpVRXd3NwYGBhZPQTc1NYUtW7ZgaGgIIoLOzk4MDQ2hra0N2WwW09PT6OnpQX9/P5qamtDe3o7h4WG0t7cjk8kgnU4vXp9MJtHa2oqRkRF0dHQgnU5jdnZ28frm5makUimMjY2hq6sLk5OTyGQyi9enUikkk0mMj49j06ZNePzxx9Ha2rp4fRwyjY+PY25uDj09PTh27BguuOCCWGUqfJ5OnDiBXbt2xSpT4fM0NjaGSy65JFaZCp+ndDqN7u7uWGUqfJ7m5+eRTCZjlanweZqdnUVTU1OsMhU+T/39/Vi/fr0XmVYiqlry2kItHDx4UHt7e10PoyrGxsbQ0RHcrrmLQs4fcnYg7PwhZwfCzh/n7EeOHLlv9+7dl7t4bBFJAjgN4MdVdUBEzqrqxoLrx1T1vOLjvG4BxHtZA5jPd8znN+bzm0/5Vlq34C4kDmWzWddDcCrk/CFnB8LOH3J2IOz8IWevsp8GcERVB6LvB0RkKwBE/w46G5kjcV/WmM9vzOc35vNbHPJxAsOh6elp10NwKuT8IWcHws4fcnYg7PwhZ6+yN+LJ3UcA4E4A10ZfXwvgSzUfkWNxX9aYz2/M5zfm81sc8nECw6Genh7XQ3Aq5PwhZwfCzh9ydiDs/CFnrxYRaQHwCgBfLLj4NgCvEJFHALw8+j4ocV/WmM9vzOc35vNbHPJxAsOh/v5+10NwKuT8IWcHws4fcnYg7PwhZ68WVZ1W1S5VHS+4bERVd6vqJar6clUddTlGF+K+rDGf35jPb8zntzjk4wSGQ01NTa6H4FTI+UPODoSdP+TsQNj5Q85OtRX3ZY35/MZ8fmM+v8UhHycwHGpvb3c9BKdCzh9ydiDs/CFnB8LOH3J2qq24L2vM5zfm8xvz+S0O+TiB4dDw8LDrITgVcv6QswNh5w85OxB2/pCzU23FfVljPr8xn9+Yz29xyMcJDIfiMANWjpDzh5wdCDt/yNmBsPOHnJ1qK+7LGvP5jfn8xnx+i0M+TmA4lMlkXA/BqZDzh5wdCDt/yNmBsPOHnJ1qK+7LGvP5jfn8xnx+i0M+TmA4lE6nXQ/BqZDzh5wdCDt/yNmBsPOHnJ1qK+7LGvP5jfn8xnx+i0M+TmA4FIfz8JYj5PwhZwfCzh9ydiDs/CFnp9qK+7LGfH5jPr8xn9/ikI8TGA7F4Ty85Qg5f8jZgbDzh5wdCDu/6+wHDjThssva0NW1EZdd1oYDB/w/lRotz/WyVm3M5zfm8xvz+S0O+TiB4VAymXQ9BKdCzh9ydiDs/CFnB8LO7zL7gQNNuOGGFpw8mYCq4OTJBG64oYWTGDEV99cZ8/mN+fzGfH5bLp9vH3BwAsOh1tZW10NwKuT8IWcHws4fcnYg7Pwus99ySwrptJx3WTotuOWWlKMRUTXF/XXGfH5jPr8xn9+W5vPxAw5OYDg0MjLieghOhZw/5OxA2PlDzg6End9l9lOnln+7X+ly8lvcX2fM5zfm8xvz+W1pPh8/4KjZmouIbBSRL4jIURF5SEReKCKdInKXiDwS/dtRq/HUg46OoOI+Rcj5Q84OhJ0/5OxA2PldZt+2Lbemy8lvcX+dMZ/fmM9vzOe3pfl8/ICjliP7CICvqmovgGcDeAjAuwDcraqXALg7+j4YcTiNTTlCzh9ydiDs/CFnB8LO7zL7zTenkUrpeZelUoqbbw73+YizuL/OmM9vzOc35vPb0nw+fsBRkwkMEWkH8GIAHwcAVc2o6lkA1wD4VHSzTwF4TS3GUy9mZ2ddD8GpkPOHnB0IO3/I2YGw87vMvm/fHG6/fRrbt2choti+PYvbb5/Gvn1zzsZUCdy6c3lxf50xn9+Yz2/M57el+Xz8gKOxRo/zNABDAP5WRJ4N4D4AbwewRVXPRLfpB7Bl6R0HBwdx3XXXobGxEdlsFnv37sX+/fvR39+PlpYWJBIJTExMoLu7G6Ojo1BVdHd3Y2BgABs2bAAATE1NYcuWLRgaGoKIoLOzE0NDQ2hra0M2m8X09DR6enrQ39+PpqYmtLe3Y3h4GO3t7chkMkin04vXJ5NJtLa2YmRkBB0dHUin05idnV28vrm5GalUCmNjY+jq6sLk5CQymczi9alUCslkEuPj42hra8Pp06cxNze3eL3vmTZt2oTx8XFTpo6ODvT19cUqk/V5SqVSGB4ejlWmtTxPnZ2d6Ovri1Um6/PU2NiIiYmJWGXi7z3b85TL5TA7O+ss04tf3Ixvf/v8TH19lVn2HFrYuvN1IpIEsB7ATchv3XmbiLwL+a073+lykLXW09PjeghVxXx+Yz6/MZ/flubLf5AxjVtuSeHUqQZs25bDzTen6/oDDlHV4rcq90FELgdwCMCLVPVeEfkIgAkAv6WqGwtuN6aq531ScvDgQe3t7a36GF3o6+vDjh07XA/DmZDzh5wdCDt/yNmBsPPHOfuRI0fu27179+W1fMxo6877ATxdC1ZmRORhAC9V1TMishXAN1X1GYX3jfO6BRDvZQ1gPt8xn9+Yz28+5Vtp3aJWW2CcBHBSVe+Nvv8C8p+IDIjI1oKVjMEajacuNDc3ux6CUyHnDzk7EHb+kLMDYecPOXuVcOvOFbaemZ2dRV9fX2y3cpqensbw8HCsMhU+T9PT05iZmYlVpsLnaWZmxunWaNXeunN+fh4jIyOxylT4PCUSCZw4cSJWmQqfp4aGBvT19cUqU+HzNDc3d977Qz1nWolpCwwReRmA46r6eDTRcBuAHIAbVbW/6A/I/4z/BPBWVX1YRN4HoCW6aqRgM89OVf3dwvvF+VOSiYkJtLW1uR6GMyHnDzk7EHb+kLMDYeePc3ZHW2Bw684VxHlZA5jPd8znN+bzm0/5Vlq3sB7E8/8AyEZf/zGAJuQnMD62hjH8FoA7ROQBAM8B8CHkJ0JeISKPAHh59H0wxsbGXA/BqZDzh5wdCDt/yNmBsPOHnL1Kltu683mItu4EgBC37gTiv6wxn9+Yz2/M57c45LPuQrJNVZ8QkUYArwKwA0AGwGnrA6nq/QCW+3Rmt/VnxE1XV5frITgVcv6QswNh5w85OxB2/pCzV4Oq9ovICRF5hqo+jPz6xIPRf9ci/6HItQC+5HCYTsR9WWM+vzGf35jPb3HIZ90CY0JEtgB4CYAHVXUqurypOsPbQ5ptAAAgAElEQVQKw+TkpOshOBVy/pCzA2HnDzk7EHb+kLNXEbfuXEbclzXm8xvz+Y35/BaHfNYtMP4MwGEASQA3RJe9CMDRagwqFJlMxvUQnAo5f8jZgbDzh5wdCDt/yNmrhVt3Li/uyxrz+Y35/MZ8fotDPtMWGKr6YeQ/xXiRqn4uuvgUgLdWa2AhiPt5hosJOX/I2YGw84ecHQg7fy2yHzjQhMsua0NX10ZcdlkbDhzwZ0NJEUmJyDrX44iDuL/OmM9vzOc35vNbHPJZdyEBgMcBXCAivxB9fwrAY5UfUjj6+00ncImtkPOHnB0IO3/I2YGw81c7+4EDTbjhhhacPJmAquDkyQRuuKGlbicxROSPROTK6OufBTAKYExE/qfbkfkv7q8z5vMb8/mN+fwWh3ymCQwReRaAHwH4awAfjy5+CYBPVGlcQUilUq6H4FTI+UPODoSdP+TsQNj5q539lltSSKflvMvSacEtt9Rt528G8IPo6/cC+EUAr0b+OBZUhri/zpjPb8znN+bz08IWms973rO920JzKesWGH8J4L2q2gtgLrrsWwB+siqjCkQymXQ9BKdCzh9ydiDs/CFnB8LOX+3sp04t/5a+0uV1YL2qzohIF4Cnq+o/quq/I3+mMypD3F9nzOc35vMb8/nHty00i7Gu1fw4gM9EXysAqOo0gHhOUdXI+Pi46yE4FXL+kLMDYecPOTsQdv5qZ9+2Lbemy+vAj0TkzQCuB3AXAIjIJgBpp6OKgbi/zpjPb8znN+bzj4dbaK7KOoFxHMDzCy+I9ls9VukBhWTTpk2uh+BUyPlDzg6EnT/k7EDY+aud/eab00il9LzLUinFzTfX7XzAbwLYD+BqADdHl70KwNedjSgm4v46Yz6/MZ/fmM8/Hm6huSrrqG8G8GUR+X0ASRG5EcABAO+p2sgCEMcZvrUIOX/I2YGw84ecHQg7f7Wz79s3h9tvn8b27VmIKLZvz+L226exb99c8Ts7oKqHVfUnVPUlqvpodNkdqvoW12PzXdxfZ8znN+bzG/P5x8MtNFdlPY3qvwLYA6Ab+WNf7ACwV1X5KUkZ5ubqc6WyVkLOH3J2IOz8IWcHws5fi+z79s3hgQcmMDJyFg88MFG3kxcLROQVIvJxEfmX6PvLReRq1+PyXdxfZ8znN+bzG/P5x8MtNFdl3m5EVb+rqr+pqj+rqr+uqvdVc2AhiMN5eMsRcv6QswNh5w85OxB2/kpnXziieFfXRi+PKC4iv4X8QcIfAfDi6OI0gA84G1RMxP11xnx+Yz6/MZ9/fNtCs5gVJzBE5P2W/2o52LiJw3l4yxFy/pCzA2HnDzk7EHb+SmaPyRHFbwDwclW9DcDCdqxHATzD3ZDiIe6vM+bzG/P5jfn8tLCF5pEj3/NiC83VrLYFxoXG/6hELS0trofgVMj5Q84OhJ0/5OxA2PkrmT0mRxRvBXAi+nph29YmABk3w4mPuL/OmM9vzOc35qt/q22hGYd8jStdoaq/UsuBhCiRSLgeglMh5w85OxB2/pCzA2Hnr2T2mBxR/D8AvAvABwsu+20A33AznPiI++uM+fzGfH5jvvq2sIXmwoccC1toAvldRnzPB6y+C8nFBV8/faX/ajHIuJqYmHA9BKdCzh9ydiDs/CFnB8LOX8nsMTmi+G8BeK2IHAfQKiIPA3g9gHdYf4CIHBeR74vI/SLyneiyThG5S0Qeif7tqMro61jcX2fM5zfm8xvz1bdiW2j6ng9YfReS7xd8fQz5g2wdW/LfI9UbWvx1d3e7HoJTIecPOTsQdv6QswNh569k9jgcUVxVzwC4AsAvAHgTgGsBXKmqa90B+WWq+hxVvTz6/l0A7lbVSwDcHX0flLi/zpjPb8znN+arb8W20PQ9H7DKBIaqthZ83aCqiejfwv/83wbFodHRUddDcCrk/CFnB8LOH3J2IOz8lcwelyOKa969qnpAVQ+paiU2IbkGwKeirz8F4DUV+JleifvrjPn8xnx+Y776VmwLTd/zAascA6OQiPypqv72Mpffrqo3VH5YYVDV4jeKsZDzh5wdCDt/yNmBsPNXOvu+fXPeTVgUEpETePLgnedR1YuMP0YBfF1EFMBHVfVjALZEW3cAQD+ALUvvNDg4iOuuuw6NjY3IZrPYu3cv9u/fj/7+frS0tCCRSGBiYgLd3d0YHR2FqqK7uxsDAwPYsGEDAGBqagpbtmzB0NAQRASdnZ0YGhpCW1sbstkspqen0dPTg/7+fjQ1NaG9vR3Dw8Nob29HJpNBOp1evD6ZTKK1tRUjIyPo6OhAOp3G7Ozs4vXNzc1IpVIYGxtDV1cXJicnkclkFq9PpVJIJpMYHx/Hpk2bMD4+jmw2u3h9XDLNzc2hp6cHY2NjaG5ujlWmwudpbGwMnZ2dscpU+DydPXsWmzZtilWmwudpdnYWIyMjscpU+DzlcjmcOHEiVpkKn6dMJoO+vj5vM/3O75zDu9+9GbOzT26nkErl8Bu/cQJjYzlMTU2hr6/Pi0wrEcsKlYhMqGrbMpePqGpX0R9QhoMHD2pvb281H8KZ2dlZNDc3ux6GMyHnDzk7EHb+kLMDYeePc/YjR47ct3v37suL3/JJIvKSJRdtBfB2AJ9T1Y8Yf8Y2VT0lIpsB3IX8cTXuVNWNBbcZU9XzjoMR53ULIN7LGsB8vmM+vzFf/TtwoAm33JLCqVMN2LYth5tvTi9+4OFTvpXWLVY9XLmI/KqI/CqAxoWvC/77AIDhag04BAMDA66H4FTI+UPODoSdP+TsQNj5Q86+HFX91pL/PgfgtQDMZ0FT1VPRv4MA/gnAlQAGRGQrAET/DlZ+9PUt7ssa8/mN+fzGfPVv3745PPDABEZGzuKBBybO21ozDvmK7ULylujfZMHXQH6TzQHkD7hFJVrYdClUIecPOTsQdv6QswNh5w85+xqcA/A0yw1FpAVAg6pORl+/EsD7AdyJ/PrJbdG/X6rSWOtW3Jc15vMb8/mN+fwWh3yrTmCo6ssAQEQ+oKrvqc2QiIjo/7L35nGSVeXh/vN2T/d0Te+b0zANSJRIokHz+yLiki98GbcYo0IEUYOKk0QiqBgn7hOV0QSNIhoj4oLiEpVWUTRoNEaNxsEoE0VRVEAmM+P0TG/T21Qv0/3+/ri3em5X13JrvXWW5/Op6ap7b1W9z5xbXaffe95zPB7bEZFrsjZtAZ4GfDXmS2wFbhURCPoz/6KqXxORHwK3iMgOYB/B0qwej8fj8XgsoGAJSYZM8kJEHiQivxO91TY8u5mbm0s6hERx2d9ld3Db32V3cNvfZfc8nJJ1awOuI+boTlW9X1UfGd4erqpvC7dPqOp2VT1DVZ+oquZPuV4itp9r3s9svJ/ZeD+zscEv7iokTwFuIphgK4oCfinVMtm6dcPE6E7hsr/L7uC2v8vu4LZ/pe6FJuUyEVWNPdeFpzRs/5x5P7Pxfmbj/czGBr9YIzCA9wO7gXZVbYrcfPKiAsbGxpIOIVFc9nfZHdz2d9kd3PavxH1kpIWrr27nwIFmVIUDB5q5+up2RkZaqhhh7RGRC+Lcko7TdGz/nHk/s/F+ZuP9zMYGv1gjMIBegvXVq7uIveOEdbvO4rK/y+7gtr/L7uC2fyXuu3enSKfXPz+dFnbvTpk2CuMjMY5RwJeoVoDtnzPvZzbez2y8n9nY4Bc3gfERgmXNbqphLM7R19eXdAiJ4rK/y+7gtr/L7uC2fyXuBw/mHjCZb3ujoqqxVhjxVIbtnzPvZzbez2y8n9nY4Be353MucIOI/EpE/jN6q2VwtmPDEJ5KcNnfZXdw299ld3DbvxL3bdtWS9rucRvbP2fez2y8n9l4v8ZjZKSFs87qor+/h7PO6ipYXmqiXzZxR2B8OLx5qkhXV1fSISSKy/4uu4Pb/i67g9v+lbjv2pXm6qvb15WRpFLKrl3paoSWCCLSBbwZOA8YANbkVPXUhMKyAts/Z97PbLyf2Xi/xiIzR1amf5CZIwvmc5aYmuaXi1gJDFW9udaBuMjKykrSISSKy/4uu4Pb/i67g9v+lbgHnZB5q1YhIZggfBi4Bvgk8OfA3wKfTzIoG7D9c+b9zMb7mY33ayxKnSPLNL9cxC6eFZGtIvKnInK5iLw4c6tlcLYzPz+fdAiJ4rK/y+7gtr/L7uC2f6XuF1+8zF13zTAxcZS77poxPXkB8GTgz1T1S8BK+PM5wGXJhmU+tn/OvJ/ZeD+z8X6NRalzZJnml4tYCQwReRZwH8FVkhuBl4U/fSejAoaGhpIOIVFc9nfZHdz2d9kd3PYvx72UulYDaQKmw/tzItINHAIemlxIdmD758z7mY33Mxvv11iUOkeWaX65iDsC463A5ar6h8B8+POvgDtLeTMRaRaR/xGRr4SPTxeRH4jIvSLyWRFpLSl6wxkdHU06hERx2d9ld3Db32V3cNu/VPdMXeuBA82oylpdq0VJjJ8QzH8B8F2CkpIbgF8lFpEl2P45835m4/3Mxvs1Frt2pUmldN22QnNkmeaXi7gJjFNVdSRr283AC0p8v1cAv4g8fjvwblV9KDAF7Cjx9YympcWaTmhZuOzvsju47e+yO7jtX6p7obpWS/hL4IHw/iuANNBD6X0LTxa2f868n9l4P7Pxfo3FxRcvc/318wwPryCiDA+vcP31uSfwBPP8chE3gXFERLaG9x8QkccCDwGa476RiAwDf0K4momICHAB8LnwkJuBZ8V9PRvo7u5OOoREcdnfZXdw299ld3DbP657pmzkwIHS6lpNQUR+H0BV71fV+8L7R1T1L1T1Oar682QjNB/bP2fez2y8n9l4v8YgWmK6e3eKXbvSsebIMsWvEHGXUf0Q8ASCmcHfDXwLWAXeVcJ7XQ+8GugMH/cDR1X1ePj4ALAt+0lHjhxhx44dbNq0iZWVFS666CKuvPJKRkdHaW9vp7m5mZmZGQYHB5mcnERVGRwc5PDhw3R0dAAwNzfH1q1bGRsbQ0To6+tjbGyMrq4uVlZWmJ+fZ2hoiNHRUVpaWuju7mZ8fJzu7m6WlpZIp9Nr+1tbW+ns7GRiYoLe3l7S6TQLCwtr+9va2kilUkxNTdHf38/s7CxLS0tr+1OpFK2trUxPT7O0tER7ezvLy8tr+013GhgYYHp6OpbT0tISmzZtssopbjul02kGBgasciqlnVZWVmhubrbKKW47zc/PMzw8bJWT/70Xr52mpqY444wz8jrdfnsPb3/7No4ebSKyougGhoaWOXr0aEM4ZdqpRP5HRO4iuHDxaVWdKPUFMohIM/Aj4KCqPl1ETgc+Q9DHuBO4TFWXyn19UxkfH6e9vT3pMGqG9zMb72c23i95Sl06NYoJfsUQVS1+VPaTRE4F2lX1F0UPDo5/OvA0VX2piJwP7AReBNwRlo8gIqcAX1XVR0Sfu2fPHj3zzDNLjtEEjh49Sk9PT9JhJIbL/i67g9v+LruD2/6F3LM7I/lIpbTg0NCk2Lt3753bt28/O86xItIPPJdgIvBHAl8lSGZ8JXJRIxYi8jfA2UBXmMC4BfiCqn5GRD4A/ERVb8h+ns19C7D/c+b9zMb7mY33S55glObGQojh4RXuumum4HNN8MuQr29R1jhUVf3fuMmLkMcDzxCRBwiujFwAvAfoEZHMKJBh4GA58ZjK0pJzF4XW4bK/y+7gtr/L7uC2fyH3XPNdrKd4XaspqOqEqr5PVR9DkMC4m2B05yER+ScReXSc1/Glqfmx/XPm/czG+5mN90ueUpdOjWKCXzFilZCIyH4g51ANVT212PNV9XXA68LXOh/YqarPF5ER4NkESY0XAl+KF7YdpNO5Z4d1BZf9XXYHt/1ddge3/Qu5F+t0DA+vFr2qYiKq+kvgjcAbReRJwAeBlxJvjq2ySlPB7vLUgYEBjhw5su71bXDKLmlqamqyzinTTqOjo3R0dFjllF1O19XVZZVTtJ3S6TTNzc1WOUXb6fjx4ywuLlrlFG2nhYUF0ul0Qzp985tbue66AfIVUJx00nEmJiYKnnsTExPrYk7aqZzy1FglJCJyXtamkwhmDP+Mqr6n6Ausf63zCRIYTxeR3yFIXvQB/wP8uaouRo+3eZjn4uIimzdvTjqMxHDZ32V3cNvfZXdw27+Qe77hoNC4ZSNRSikhyUZEziVYeeQSYBr4uKq+pchzyi5NBbv7FmD/58z7mY33MxvvV39GRlp47Wu3MDUl5JsjK25foRH98lFRCYmqfifr9hngQuDyUgNR1W+r6tPD+/er6jmq+lBVvTg7eWE7NqzDWwku+7vsDm77u+wObvvncx8ZaWF+Xtg40FHp61tt+ORFOYjIaSLyRhH5JfA1oBW4UFUfUix5EeJLUwtg++fM+5mN9zMb71dfMnNkTU3lm+C7tBLTRvMrh7irkORiETi9WoG4SGtra9IhJIrL/i67g9v+LruD2/653HNP3qn09Sn/8A/HrEtcAIjId4DHEqxo9hbgVlUtqbbIl6YWxvbPmfczG+9nNt6vvhSbI0uEkkpMG82vHOLOgXFN1qYtwNMIZg73lElnZ2fxgyzGZX+X3cFtf5fdwW3/XO65OybCli2rViYvQm4HnqeqtRgd8RrgMyLyVoLS1I/U4D0aHts/Z97PbLyf2Xi/+lJsjqxt21ZLer1G8yuHuKuQnJJ1awOuI7i64SmTiYmJpENIFJf9XXYHt/1ddge3/TPuIyMtnHVWF319PRw4UP5M4qaiqm+vZvLCl6ZuxPbPmfczG+9nNt6vvhRKUKRSyq5dpU2O3mh+5RBrBIaqljzXhac4vb29SYeQKC77u+wObvu77A5u+/f29uYpGdlIqVdUPJ4otn/OvJ/ZeD+z8X71ZdeudFVLTRvNrxyKXuIRkWYRuUxEPiEiXxORT4rIDhFJ1SNAm3F5OUFw299ld3Db32V3cNs/nU4XrWWF8q6oeDxRbP+ceT+z8X5m4/3qx8hIS9hvgOZmJTNh5403znPvvdNllZo2kl+5FExgiEgX8F/Au4AVgnrS48DfA/8tIkMiMiwil9Q8UgtZWFhIOoREcdnfZXdw299ld3DXf2SkhXPPfWjekpETNP6SqZ7Gx/bPmfczG+9nNt6vPmRGbAZLrAsrK0IqFYzIqKSP0Ch+lVCshOQfgAlgu6rOZzaKSAfwWeBfgIcAr69ZhBYzNDSUdAiJ4rK/y+7gtr/L7mC3//p12nNReOQFwPCw1ZN3IiIXxDlOVf+j1rHYjM2fM/B+puP9zMb71Y7MiIsTFzvW9xvSaWH37lRF/QQb2q/YpaALgb+OJi8AVHUOuBI4H/g7Vf1UbcKzGxvW4a0El/1ddge3/V12B3v9R0ZauOqq6DrtuW6FcaR05CNZt68RrGj2yfDn14APJxadJdj6Ocvg/czG+5mN96sN2SMu8vUbKp3k24b2KzYCoxvIN1P4AWBRVW+ubkju0NbWlnQIieKyv8vu4La/y+5gr//u3SmWl4snKTaiQDDyotJhoSagqqdn7ovI64F+YJeqHhORLcA1BCM/PRVg6+csg/czG+9nNt6vNsSZIwsqn+TbhvYrlsC4D7gA+EaOfduBe6sekUOkUm7Pg+qyv8vu4La/y+5gr3+5V0SGh1e5666ZKkdjDK8ETlbVZYAwifE64LcEJayeMrH1c5bB+5mN9zMb71d9RkZaYsyRVZ2Rmja0X7H/qeuAj4vIn4lIE4CINInIs4GPhfs9ZTI1NZV0CInisr/L7uC2v8vuYK9/OVdEWludKBkpxDxwTta2RwPHEojFKmz9nGXwfmbj/czG+1XGyEgLD3lIN319PWu3l7yknWKlps3N1Znk24b2KzgCQ1U/JiL9BMmKT4vIODAALALXqOpHax+ivfT39ycdQqK47O+yO7jt77I72Ou/a1eaq65qj1FGEpSMlLt+u2XsAr4mIl8G9gOnAE8nmGPLUwG2fs4yeD+z8X5m4/3KY2SkhVe+cgvHjsWbFytKKlW9FcpsaL+iY1VU9V3AycCfAn8b/tymqv9Y49isZ3Z2NukQEsVlf5fdwW1/l93BXv+LL17mfe+bp7d3lSBJsfHW03OcG2+cZ3LyaNnrt9uEqn4CeAzwC6ALuAc4N9zuqQBbP2cZvJ/ZeD+z8X6lk5no+9ixzETfcQj6DsPDK1VdXt2G9is2BwYAqjoL/FuNY3GOpaWlpENIFJf9XXYHt/1ddge7/S++eJmLL57Ou3/fvn2cdtppdYyo8VHVn4vIPcBWVT2UdDy2YPPnDLyf6Xg/s/F+pVPORN+1miPLhvarbB0WT0XYsA5vJbjs77I7uO3vsjvY6z8y0sJZZ3XR39/DWWd1MTLSsuEYW93LRUR6RORfgAXCScFF5Bki8tZkIzMf288172c23s9svF/plDrRt0jt5siyof18AiNBbFiHtxJc9nfZHdz2d9kd7PTfuTPFFVcEa7erCgcONHP11e0bkhg2ulfIB4Bp4DQgc0loD/CcxCKyBNvPNe9nNt7PbLxf6ZQ20bdy+eWLNSsztaH9fAIjQWxYxqYSXPZ32R3c9nfZHezz37kzxU03bUZ1/dDQdFrYvXu9q23uVWA78PKwdEQBVHUMeFCcJ4tIm4j8t4j8RETuFpG3hNtPF5EfiMi9IvJZEWmtmUGDYvu55v3MxvuZjfcrnV270rS0aI496+fK6utb5cYb53nnO2u3QpkN7Rc7gSEi/SJymYi8Onx8sogM1y40+2ltda5PtQ6X/V12B7f9XXYHe/xHRloYHu7mpps2k29Cruwho7a4V5FpgpXN1hCRU4G4c2EsAheo6iOBRwFPFZFzgbcD71bVhwJTwI7qhWwGtp9r3s9svJ/ZeL/SyTXRdyZZMTl5dO1Wjwm+bWi/WAkMETkP+CXwfIJlzwDOAG6oUVxOMD2df7I3F3DZ32V3cNvfZXewwz/ubOLZQ0ZtcK8yHwY+LyL/D2gSkccCNxOUlhRFA+bChy3hTYELgM+F228GnlXVqA3A9nPN+5mN9zMb71ceF1+8zH33Tdc1WZELG9ov1iokwPXAc1T1myIyFW77AXBObcJyg4GBgeIHWYzL/i67g9v+LruDHf5xZhPPNQGXDe5V5u1AGvhnguTDTcCNwHvivoCINAN3Ag8NX+c+4KiqHg8POQBsy37ekSNH2LFjB5s2bWJlZYWLLrqIK6+8ktHRUdrb22lubmZmZobBwUEmJydRVQYHBzl8+DAdHR0AzM3NsXXrVsbGxhAR+vr6GBsbo6uri5WVFebn5xkaGmJ0dJSWlha6u7sZHx+nu7ubpaUl0un02v7W1lY6OzuZmJigt7eXdDrNwsLC2v62tjZSqRRTU1P09/czOzvL0tLS2v5UKkVrayvT09MMDAygquzbt29tvw1O09PTLC8vMzQ0xPLyMuPj41Y5RdtpeXmZY8eOWeUUbafjx4+zsLBglVO0nVpaWpiYmLDKKdpOnZ2d7N+/3yqnaDt1dHSwb9++qjp9//sP5q1v3cLoaAsnn7zCS196gMsua66bU7SdNm3atO77oZHbKe93v2quepwNHYQpVe0N70+qap+INAFjqtpf9AUqYM+ePXrmmWfW8i0S47e//S0nn3xy0mEkhsv+LruD2/4uu4Md/v39PRvmvFiP8uIXL26oYbXBPR979+69c/v27WfHPT5MPLwQ+JSqLlb6/iLSA9xKMEr0Y2H5CCJyCvBVVX1E9Hib+xZg97kG3s90vJ/ZeL/S2LkzxUc/un6urFRKuf76+URGYJjUfvn6FnHnwPi5iDwla9sTgZ9WHJnDLC/X/6RtJFz2d9kd3PZ32R3s8N+ypVDiP3fyAuxwrxaqugJcV43kRfh6R4FvAY8FekQkM8J0GDhYjfcwCdvPNe9nNt7PbLxffEqZ6Lte2NB+cRMYrwI+JSI3AykRuRH4GPC3tQrMBWxYh7cSXPZ32R3c9nfZHcz3HxlpYX4+3+iL/MkLMN+9BnxZRP603CeLyGA48gIRSQFPAn5BkMh4dnjYC4EvVRqoadh+rnk/s/F+ZuP9ilPORN/1wob2i/U/p6p3AI8E7iaoUf0NcI6q/rCGsVmPDevwVoLL/i67g9v+LruD+f6ve90WCk3cWWjpM9Pda0Ab8DkR+baIfEJEPp65xXz+ScC3ROQu4IfAN1T1K8BrgL8RkXuBfuAjNYm+gbH9XPN+ZuP9zMb7Fabcib7rhQ3tF3cST1T1IPCOGsbiHO3t7UmHkCgu+7vsDm77u+wOZvuPjLQwOZm/MzI8XLgzYrJ7jfhZeCsLVb0L+MMc2+/H8UnGbT/XvJ/ZeD+z8X6FKXei73phQ/vlTWCIyCcIliMriKq+oKoROURzc3PSISSKy/4uu4Pb/i67g7n+IyMt/PVft5Pvakqczoip7rVCVd+SdAy2Yvu55v3MxvuZjfcrTPHSEOXyyxcTmcAT7Gi/Qv/D9xIsR1bs5imTmZmZpENIFJf9XXYHt/1ddgcz/TPDQVdX8899EaczYqJ7rRGRJ4nIR0Tky+Hjs0XkgqTjMh3bzzXvZzbez2y8X2HKnei7XtjQfnlHYPgrI7Wn0Pq2LuCyv8vu4La/y+5gpv/rXrel4HDQ3l6N1Rkx0b2WiMjLgFcAH+bEpJtp4L3A45KKywZsP9e8n9l4P7PxfvmpZKLvemFD+8We/lRELhCRD4nIv4Y/t9cyMBeYnJxMOoREcdnfZXdw299ldzDPf+fOVMF5L0C59tpjsV7LNPc6cDXwRFW9FshMIHIP8LDkQrID288172c23s9svF9+Kpnou17Y0H6xEhgi8irgM8Ak8K/ABPAv4XZPmagWnWLEalz2d9kd3PZ32R3M8s+s316oM9Lbq7HrWE1yrxOdwP7wfuY/pwVYSiYce7D9XPN+ZuP9zMb75abSib7rhQ3tF3cVkr8BLlDVtdnCw0k+vwG8qxaBuYANQ3gqwWV/l93BbX+X3cEc/wsvbOc732mhUPKilNEXYI57HflP4LXA2yLbXh/ODNkAACAASURBVA58K5lw7MH2c837mY33Mxvvl5tCoy+SXHUkGxvaL3YJCcGknlHuJ8YqJQAicoqIfEtEfi4id4vIK8LtfSLyDRH5dfizt4R4jOfw4cNJh5AoLvu77A5u+7vsDmb479yZipG8KG30BZjhXmdeBlwoIg8AnSLyS+ASgosmngqw/Vzzfmbj/czG+22k8OiLZFcdycaG9oubwHgz8BEROUNEUiLyu8AHgTeJSFPmVuD5x4FXqervA+cCV4rI7xNcefmmqp4BfDN87AwdHR1Jh5AoLvu77A5u+7vsDmb4f+xjhctGAFpbSxt9AWa41xNVPQQ8GngO8DzghcA5qjqaaGAWYPu55v3MxvuZjffbSKHRF3En+q4XNrRf3BKSG8OfzyUYdZFpoeeH+yTcnnNh2bCTcii8PysivwC2Ac8Ezg8Puxn4NvCaUgQ8Ho/H46kGJ+a8KIyI8k//NN8wV1NMRoNi3B+EN4/H4/F4jKLwZN+lX+zwFCduAuP0ar2hiDwY+EOCzsrWMLkBMApszT7+yJEj7Nixg02bNrGyssJFF13ElVdeyejoKO3t7TQ3NzMzM8Pg4CCTk5OoKoODgxw+fHgtwzQ3N8fWrVsZGxtDROjr62NsbIyuri5WVlaYn59naGiI0dFRWlpa6O7uZnx8nO7ubpaWlkin02v7W1tb6ezsZGJigt7eXtLpNAsLC2v729raSKVSTE1N0d/fz+zsLEtLS2v7U6kUra2tTE9Ps7S0xOLiIsvLy2v7TXcaGBhgeno6ltPS0hJzc3NWOcVtp3Q6japa5VRKO62srDA3N2eVU9x2mp+fp6WlxSonG37vbd++lfvuKz7yoqlJ2b17H+edt8jRo6W109TUFO3t7Ua0U6nnXgl9gP3EKD9V1VNjv6hnA3Nzc/T39ycdRs3wfmbj/czG+50gzmTfjXaxw4b2k3rORCoiHcB3gLep6hdE5Kiq9kT2T6nqunkw9uzZo2eeeWbdYqwnCwsLtLW1JR1GYrjs77I7uO3vsjs0pn+cDggomzfDe99b/siLRnSvFnv37r1z+/btZxc7TkTOizx8NEHZyHuBfcBpwFXAx1W1phOE29y3ALvPNfB+puP9zMb7BcRbqWyV++6brmJ0lWNS++XrW8RdRrVbRHaJyBdE5OvRW9wARKQF+DzwKVX9Qrj5sIicFO4/CTgS9/VsYGxsLOkQEsVlf5fdwW1/l92hMf3jzHkBcOjQ0YqupDSie71R1e9kbsCLgKeq6odU9euq+iHgT4DLEw3SAmw/17yf2Xg/s/F+wUplcS58NGL5iA3tF7eEZIRgfotbgZJnIRERAT4C/EJVr4vsuo3g6su14c8vlfraJhP8t7iLy/4uu4Pb/i67Q+P5j4y0sBpjafbe3spHKzaaewNwMjCXtW2OYI6soojIKcDHCcpPFfigqr5HRPqAzwIPBh4ALlHVqSrFbAS2n2vez2y8n9m47jcy0lKTlcrqhQ3tFzeBcS4woKpLZb7P44HLgJ+KyI/Dba8nSFzcIiI7CIaPXlLm6xtJX19f0iEkisv+LruD2/4uu0Pj+b/85e0U64Q0N1fnKkqjuTcAtwG3ichbgQPAKcDrwu1xyKxwtldEOoE7ReQbBCM7vqmq14rIawlWOHNqgnDbzzXvZzbez2xc9yu04kiGavUbaoEN7Rd3GdXvAWUXi6rq91RVVPUsVX1UeLtdVSdUdbuqnqGqT1TVyXLfw0RsGMJTCS77u+wObvu77A6N5X/hhe0sLubbq4DS17fK+99fnRVHGsm9QbgC2AN8ANgL3EAwwfcVcZ6sqodUdW94fxaIrnB2c3jYzcCzqht242P7ueb9zMb7mY3LfoVXHAkQ0ar1G2qBDe0XdwTGi4DbReQHwOHoDlW9ptpBuUJXV1fSISSKy/4uu4Pb/i67Q+P4xxkCOjl5tKrv2SjujYCINAPPA96sqq+twus9GL/C2doKMsvLy+zbt6+hVvqp5qo4CwsLjI+PW+UUbaeFhQWOHTtmlVO0nRYXF1lYWLDKKdpOIsLExIRVTtF2amtrY//+/VY5Rdtp8+bN7Nu3b4PT4x/fxf33F573orlZue66Sc45Zz8zM43jFG0nYN33QyO3U97v/DirkIjIh4BnAN9l/RwYqqovKPoCFWDzTOHj4+MMDAwkHUZiuOzvsju47e+yOzSG/8hICy95SeHSkVrMHN4I7rUi7iokUbJXIisXv8LZRmw+18D7mY73MxsX/eKuVnbjjY078iKDSe1X0SokwKXAo1T12ap6WeRW0+SF7czPzycdQqK47O+yO7jt77I7JO//uMd1Fk1e1Grm8KTdG5Avi8ifVvICfoWz3Nh+rnk/s/F+ZuOiX/HVysxIXoAd7Re3hOR+oPFbxDCGhoaSDiFRXPZ32R3c9nfZHZL1f/jDuzh0qIlinZDzzluuSSfE9bbPQRvwORHZA+wnmHgEgDgXSPwKZ/mx/Vzzfmbj/czGNb84q5WJYETyAuxov7gjMD5BMFP4c0XkguitlsHZzujoaNIhJIrL/i67g9v+LrtDMv47d6bo6+uJkbyAlhbl1ltrc3XC9bbPwc+Avwe+BdwL3Be5xSGzwtkFIvLj8PY0gsTFk0Tk18ATw8dOYfu55v3MxvuZjWt+xVcrUy6/PO+M4A2HDe0XdwTGleHPv8/arsDvVC8ct2hpaUk6hERx2d9ld3Db32V3qL9/vLrVDMr73le7Zc9cb/tsVPUtFT7/e+Rv2O2VvLbp2H6ueT+z8X5m45Lfzp2pIquVwYtfvMg735nOd1DDYUP7xUpgqOrptQ7ERbq7u5MOIVFc9nfZHdz2d9kd6utfavLizDNXajoE1PW2jyIim4A/B54EDADjwL8Dn1RVM8bhNjC2n2vez2y8n9m45Fds7otqr1ZWD2xov7glJJ4aMD4+nnQIieKyv8vu4La/y+5QH/8LL2ynr6+n5OTF978/W9O4XG/7DCLSDXwfeAfB/Fp7w5/XAt8P93sqwPZzzfuZjfczG1f8is190dtbfCXPRsSG9os1AkNEuoA3A+cRXClZ6xGq6qk1icwBbMiAVYLL/i67g9v+LrtD7f3jTdSZQWlqghtuqM/M4a63fYR/AMaA/6eqaxOOhMuhfjbc/9KEYrMC288172c23s9sbPf79rdP5tWv7mZ5Wcjfl6jNamX1wIb2izsHxvuBYeAa4JMEwz7/lmDpMk+ZLC0tJR1Corjs77I7uO3vsjvU1v/CC9tLSl6cdNIqd989U7N4snG97SM8Czg3mrwAUNU5EbkS2INPYFSE7eea9zMb72c2NvtdeGE73/lOC0mtVlYPbGi/uAmMJwO/p6oTIrKiql8SkR8BXwbeXbvw7CadNmfCl1rgsr/L7uC2v8vuUBv/E3NdQCOVjGTjettH6AYO5tl3AOiqYyxWYvu55v3MxvuZja1+pYzgrNVqZfXAhvaLm8BoAqbD+3Nhfeoh4KE1icoRbFiHtxJc9nfZHdz2d9kdqu9/+undTE8XGuaZTTLJC/BtH+E+4ALgGzn2bQfur2849mH7ueb9zMb7mY2NfqUkLyRud6NBsaH94k7i+ROC+S8AvktQUnID8KtaBOUKNqzDWwku+7vsDm77u+wO1fHfuTNFX18PfX09xiQvoEHb/vhx5PBhmu++m03f+Q4tn/88m2+8kba3vY0tr3wl7S94Aa2f+lS13/U64OMi8mci0gQgIk0i8mzgY+F+TwU05LlWRbyf2Xg/s7HN73GP6yyp/PTyy/Ouq2oENrRf3BEYf8mJVn0FwQRbPcALahGUK7S2tiYdQqK47O+yO7jt77I7lOe/vkQkQymXQJTNm+G9763PZJ35qEvbHz+OTEwgExM0jY0h4+M0jY8HPycmkOj9sTGajhZfAm5161Z4/vOrFqKqfkxE+gmSFZ8WkXGCCcIXgWtU9aNVezNHsf33jPczG+9nNjb5Pe5xndxzTzOllJ++851ml2DY0H6xEhiqen/k/hFgR80icojOzs6kQ0gUl/1ddge3/V12h9L8T5SHQGkJiyjKjTcmm7jIUFbbRxMS4+NB0iGTfMhOSIyP0zQ1VdLLqwja14cODLA6MID297M6OIj2969tW3nYw0qPu9j7qr5LRD4IPI4geTEO7FHV+s2qajG2/57xfmbj/czGBr/S5s4Klkt98YsXjU9egB3tVzCBISL/B1hU1Z+FjweB64FHEMwSvlNV52oepaVMTEzQ0dGRdBiJ4bK/y+7gtr/L7hDP/8QVESg/cQGZqyWNkLyA0L2tDZmcPDEyIpKIyIyUWEtWVJKQiCQiVgcG0PC22t+PDg6u/dTeXmhuLv7CNUBVZ4F/S+TNLcf23zPez2y8n9mY7ncieRFv1IUtiYsMprcfFB+BcT3wFuBn4eMPAycDHwSeC7wDv9RZ2fT29iYdQqK47O+yO7jt77I75PY/sWxZlMoSFwDnnbdc+5nCjx9fn5DILtkYG1tLSPzB2BjNMUo2oqxLSGSSEOFIiWgiYjUcMaF9fYklJDyNg+2/Z7yf2Xg/szHZb2SkpaTkRaOM4KwmJrdfhmIJjN8jmLQTEekB/hh4hKr+SkRuA76PT2CUTTqdpqvL3dXiXPZ32R3c9nfZHU74ry8PgcoSFhmCxEVFHY5oQiJaqpFdshGOlJCpKUQ1foQiaG9vwZKN6E+fkPCUg+2/Z7yf2Xg/szHV78TFEneTF2Bu+0UplsDYBCyF988FRlX1VwCquj9ManjKZGFhIekQEsVlf5fdwW1/l90BzjnnIczOZr56qrUWWZBAyLnCyMpKkJDIkYhYV7IRjpQoJyGxmlWykSsRsdrfz/7FRbb9wR/AprjzZ3sKISI3AU8HjqjqI8JtfcBngQcDDwCXqGppdTgWYPvvGe9nNt7PbEzzK22+C8iUjdiYvADz2i8XxXpRdwMXA7cAlwL/ntkhItuA6dqFZj82rMNbCS77u+wObvu76L6xRKT8xEUTK/QzziBjPIgjDDLGM8/9LRf90aEgEfHCsXVzSJSakABOJCSic0fkmkMiM0IiZkJiYHHRJy+qy8eA9wEfj2x7LfBNVb1WRF4bPn5NArEliu2/Z7yf2Xg/szHFr7z5tJQ/+iO75rzIxpT2K0SxntRrgC+LyAeAFeAJkX3PAf6rVoG5wOjoKKeddlrSYSSGy/4uu4Pb/q64b9vWTTpdvEQkSEhMMMjYuqRE5mf2/X4maCIrIXFHeMvDalbJRq65I9aVbNQoyeBK29cLVf1PEXlw1uZnAueH928Gvo2DCQzbzzXvZzbez2wa2a/88tQTK4287GX3AI3pVw0auf3iUrCXpqrfE5FTgd8FfhXOGJ7hX4HP1DI422lra0s6hERx2d9ld3Db31b3zBDNJlboY5LT+TmDjOdNRGTu50xIFGFDQiJXyUYdEhKlYmvbNxhbVfVQeH8U2JrroCNHjrBjxw42bdrEysoKF110EVdeeSWjo6O0t7fT3NzMzMwMg4ODTE5OoqoMDg5y+PDhtdnb5+bm2Lp1K2NjY4gIfX19jI2N0dXVxcrKCvPz8wwNDTE6OkpLSwvd3d2Mj4/T3d3N0tIS6XR6bX9rayudnZ1MTEzQ29tLOp1mYWFhbX9bWxupVIqpqSn6+/uZnZ1laWlpbX8qlaK1tZXp6WkGBgZYWFhg3759a/ttcJqenmZ5eZmhoSHm5+cZHx+3yinaTvPz8xw7dswqp2g7HTt2jIWFBaucou10/PhxJiYmrHKKtlNzczP79+9vGKfXvKaDkZGByG/4Ukd5Kl1dq3z3u3cjIqg2sW/fPuPbKd+5t7y8vO77oZGd8iFa4tDaerNnzx4988wzkw6jJszMzBg/iUoluOzvsju47W+c+8pKUIaRY5WNj79rlr6VsXVJiXISEhP0kXmVIzyIMQbCn4OMM8jzX9nFH/1ZT5Cs6OuDluwVS8zAuLYvgb179965ffv2s+v9vuEIjK9E5sA4qqo9kf1TqrphynWb+xZg97kG3s90vJ/ZNJLfidGe5ZamKqmUcvDgiVkRGsmvFpjkl69v0RiXpRxlamrKmBOoFrjs77I7uO2fuHs0IZG1ykZ07oi1VTYmJ5HV1Zwv9ZI8bzFJ71oCIvMz3/0J+jlOC0SSHrkm48wdgVkk3vZucFhETlLVQyJyEnAk6YCSwPZzzfuZjfczm6T94paoFkc56aRV7r57Zt3WpP1qjQ1+PoGRIP39/UmHkCgu+7vsDm77V919dTVISBRZ7nNtlY0CCYl8TNK7LulQKClxIiERF8Xm5cqiuHze15HbgBcC14Y/v5RsOMlg+7nm/czG+5lNvf3WryKSoZJVzE7Md5Frsk7ffo2PT2AkyOzs7Fqtkou47O+yO7jtX9Q9k5DIUbIRTUSsbatCQiJashEUgpxISowzUGJCIg4nRlvk60DYiMvnfS0QkU8TTNg5ICIHgDcRJC5uEZEdwD7gkuQiTA7bzzXvZzbez2zq6Tcw0M3qaiUlIlEKJy4y+PZrfHwCI0GWlpaSDiFRXPZ32R0c848mJCYmSP3857Q2NW1IRKyVbExMlJyQWO3pCSas7O9ndXCQj37lpLwjJYKERGuNZAtxImnR3a385jfurcLt1HlfB1T1uXl2ba9rIA2I7eea9zMb72c29fDburWb5eVM0qL8EpEMTU1www3xRnr69mt8fAIjQWxYh7cSXPZ32R0M919dRY4eLTp3xFrJRlZCojPOW3R3o4ODQUIisqrGG949zKHV9UmJcQY4frQFjgL3Rl+lGlcrKmH9RJ7nnbfMrbfOs7i4yObN2UNB3cDo895jFLafa97PbLyf2dTKr5pzWwA557eIg2+/IiwvI3NzyOwsMjsLs7Osnnkm2tNT/LlVwicwEsSGdXgrwWV/l92hwfwzCYloqUaORMS6ko2VldLeors7GCExMMDcli2kTjmF1TBB8Xf/NMyPDw2tK9lYnm6FabISEhmSTkwUInq1Qxkf3zjKoqHavs647O6pL7afa97PbLyf2VTT7+EP7+LQoabIlkr7OLkn5iwFK9tvdRXm5pC5OaZ++Uu2dXauS0LI7OyGpMS6/dH7CwsbXn72lls4/sQn1k3HJzASJJVKJR1Corjs77I71Ng/mpCIjpAoVLJRbkIiLNnQ/n7e+fFteUs21hIS9+V7xUZOSuQi9zKpcToNLp/7Lrt76ovt55r3MxvvZzaV+vX1dbO+31P5hJwAIvCBD1Q+IXjDtJ8qLCxsTCCEj8mVXMi+ZfbNza29bKXjJLSpCe3shI4OtLMzuF/n/zOfwEiQ1tYk6tAbB5f9XXaHEv1XV5Hp6dJKNkpMSBylOyv5MJh3lY3CCQnTEhHFyJ2oyDe6Ig4un/suu3vqi+3nmvczG+9nNqX4bRxhkaE6SYtUSjl4sLpzalXcfpESC+bmkJmZ3CMZ4iQljh+vjhSg7e1oZyfHUymaenrWkg8aTURE7mfvy9xny5YgW5QgPoGRINPT0/TUsV6o0XDZ30b33MtcbURYpYdVBjnMg8JUwYMiKYMT6YJg+wDjbKL0hET+VTYy2x90IiGRyKSWjULuJAXAmWeu8P3vz1b13Ww89+Pisrunvth+rnk/s/F+ZpPPb+PIigzV/GNXaWlRDh+u8kTgq6swP4/MzrLwy1/S3NWVv7yiQOlFvhKLctHW1tyJhjzJhULH0twMwL59+4wvkUk8gSEiTwXeAzQDH1bVa0t5/shIC7t3pzh4sIlt21bZtSudd+hQoWNz7QPWbXvyk5f5+tdbOHiwiZ4eRQSmpmTt/uSk0NwMKyvQ23tim0gwCgiCWXBXVwm32fvLLR4u+9vjHiQkjjLIAzye8TxJieiYhrGyExL5VtbIXvZzCTcnicxP/iRFvZcxHRgYqNt7NRouu3vqi+3nmvczG+9nNo997FksLORLStTqynzQj7nxxkiJSKbEIs+ohg3zOOQrr5idDZIX4R9rVSmx6OgIEgdFkgvRW66kBDWY9NyG8zPRBIaINAP/DDwJOAD8UERuU9Wfx3n+yEgLV1/dvjZj7YEDzVx9dTuwsf6p0LHAhn1XXdWOCCwtndh2001NZD6YU1MnPqDR+5mR69FtGvnbIbMYgeb/e8LjSRilh6M5ExC5tg0wTgulDXGbpitnIiJXUsInJAoR7xdJTa5WlMn09DTt7e1Jh5EILrt76ovt55r3MxvvZwb5R1RQYHtxNrFMJ7N0MksXM3Qxs+7+icfT4f05HveIKU5un4b3zCJviyQlql1i0dHBcipFc29vzhIK8iUioiMeGqDEohA2nJ9Jj8A4B7hXVe8HEJHPAM8EYiUwdu9OZS23A+m0sHt3akMCo9CxmftRTqw9HKVxT0aPJz8ajpDInYDI3lZuQiLO6IhMyYZPSBSilOymMjnZGImJuCwvVza5lsm47O6pL7afa97PbLxf47Bx6dJsJPx3lXbmNyQbciceCu/bQhmjPn+We7O2tKBdXRtGNRCzvGJt5EN7O2wK/iy2ocSiECadn/lIOoGxDdgfeXwAeEz0gCNHjrBjxw42bdrEysoKF110EVdeeSWjo6McPPjInC968GAT+/bto6OjA4C5ubmCx3o8ZnEiIREnKTHIWNkJiUKJiLHIO/iERC7KHWal3H//PqanpxkYGGB6eprl5WWGhoYYHR2lvb2d5uZmZmZmGBwc5MCBSVSVwcFBDh8+vO733tatWxkbG0NE6OvrY2xsjK6uLlZWVpifn197zZaWFrq7uxkfH6e7u5ulpSXS6fTa/tbWVjo7O5mYmKC3t5d0Os3CwsLa/ra2NlKpFFNTU/T39zM7O8vS0tLa/lQqRWtrK9PT03R1dfHb3/62oNPkpFlOcdppcnKS1dVVFhYWrHLKtJOnsRgaGko6hJri/czG+9WHvr4uNrNUMLlwFTN0ZY2GyHVsJ7M0ld2vWc8qsvZOs3RG3rWLxZYOnv3izblLLHIkImpRYtEo7VcrbPATTbCWQUSeDTxVVf8ifHwZ8BhVvSpzzJ49e/TMM8/M+fyzzuriwIHmDduHh1e4666Z2McCOfd5PPVB6Wa6pJKNVkrLns7QGWt0hLsJiVr8Hsw9OsL2zH4xXPa32X3v3r13bt++/eyk44hLob6FDdh8roH3Mx3vV4Tjx0+sYpE1b8Od307zxU8sZiUaco966GS25P5iIebZsi7ZEE0+ZCci8u/r5BhbiI5qXzevRQPgz8/GIV/fIukRGAeBUyKPh8Ntsdi1K71u7goIltPJTMBZyrHZ+1padN0cGAGKLyPxFCdISJRSslFOQiJOIiJTsrFIW41cC2HORC/d3cpvflOfUgzT6w4rxWV/l9099cX2c837mY2Vfqprq1j0jI7SPD6ec5nM6OSSX7slvZZ8iCYeCpVYnBfe4rJEy7rEQimJh+jjOTpYKfnPxlz9wMYvfbXy/Ixgg1/SCYwfAmeIyOkEiYtLgefFfXKQrZuPtQpJ8WM37oNar0JSwf+cp46cSEjkTkqMbyjZqDQhkXvZzxPvUHpCIomTLf+X1NTUFL29vXWOpzFobnZ7tJfL/i67e+qL7eea9zObhvFThcXFnImG6MiHd715OfLnfO5Si2iJRdxVLJ6ZZ3u+Eov4oxxOPK7PiNrcfcx6XhyqJg1zftYIG/wSTWCo6nERuQr4N4JlVG9S1btLeY2LL16OPeyo0LH59m3cVr3lBk0awlMLEvNXhdlZmsbGkPFxmiYmkLGxtZ8yMUHT+PiJfePjSIkT3mhHB6sDA2h/P6uDg2h/PzowEGwbGGB0ZYXBhz+c1XA7bW30AX1A8UHNC+HNXGZmZpxNYLjsDm77u+zuqS+2n2vezzzWr2hR2UKVzRzfsIpF4Qkl8x8b54LTrphxRUssKkk8zNNOY474zncxrPFHVZSCjZ+/KDb4JT0CA1W9Hbg96TiSwPWJz6rmn0lIjI+fSESMj68lIdbuRxITZSUkspIQOjAQbBsc3LCPtsIjJNqOHWNly5ZKrI3G5XPfZXdw299l93ojIk8F3kNwceTDqnptLd9vZKQl1mjQUp6Taz8UHxkajAbt2TAaNDNCNPPT7JGglf0B3PjY6Kc5V7EoZyWLdo5VLarsEotyRjmUX2LRiOT/pdDUpIyPT3Ps2DG2WNyHtf272gY/Gz5pxjI5OWn1L4Bi5PWPJiQiiYh1IySiIyUmJpClpZLee0NCIk8iIrOPVKpK1gG+7d31d9kd3PZ32b2eiEgz8M/AkwhWN/uhiNymqrGWaC+VkZGWdfNoHTjQzNVXtwP5J6Yr9pxc+6+6qn3d3FwHDjRz001NZK7UTk2duGK7EsxPnnNb5qe5yQtPPWllsaTkQr59HczRzGpVYsqUWFRaXlG/EotGIc6HvvhoCtu/y7xf4+MTGAmS5AowdSU7IREmIgbuv5/U0tL6ko1KExJ5SjbWRkrUKCFRKs60fR5c9nfZHdz2d9m9zpwD3Kuq9wOIyGcIys1rksDYvTu1bhJwgHRa2L07lTeBUew5ufYvL+caUt6Iw8w9SdPESsmjGvI9rsUqFpUmHhq3xCIJSvleqU6ph+3fZd6v8fEJjAQxdghPJiERnTsiX8lGOFIiV0Ki0By42t5+Yg6JQiUbYbIi6YREqRjb9lXCZX+X3cFtf5fd68w2YH/k8QHgMdEDjhw5wo4dO9i0aRMrKytcdNFFXHnllYyOjtLe3k5zczMzMzMMDg4yOTmJqjI4OMjhw4fp6OgAYG5ujq1bt3LwYO7h/gcPNrG4uMjo6CgtLS10d3czPj5Od3d3wefMzMzk3e+xmaDEohqJh1qVWJQ7ymE2nLHCjhKLWlLOH5bK//zPXbS1tZFKpZiamqK/v5/Z2VmWlpYYGhpidHSUVCpFa2sr+/ZNMzAwwPT0NMvLy2v7S/m919PTw/79+xER+vr6GBsbo6uri5WVFebn59deM/v33tLSEul0em1/a2srnZ2dTExM0NvbSzqdZmFhYW1/XKfp8jFt1gAAFa5JREFU6cqdtm7dytjYGCJCZ2cn+/bts8op2k6bNm1i3759RjjlQxo9C2PzWu0NM4lnNCERTURESzWyJrcseYREe/uGko2jmzfTefrpOeeVwPChTcVomLZPCJf9XXYHt/1tds+3VnsSiMizgaeq6l+Ejy8DHqOqV2WOqWbf4qyzujhwYOOs7sPDK9x110xZz8m339N4ZEosKk08dDJb1RKLapRXzNLJIpvxox2yqdXfTmZMhmnzdxl4v0YiX9/Cp0ITJJMlqzqqMDdXfO6IaMnG4mJpb5EjIbFh7ogiCYnZiQla+/urZW0UNWt7Q3DZ32V3cNvfZfc6cxA4JfJ4ONxWE3btSq+brwIgldK1STfLeU6u/S0tum4OjADF/3FZOtESi0oTD5sp7YJOIebZEju5UCgRcYwtKE1Vi6s2NPYF1MIUTjRMTEzQb3H/1vbvMu/X+PgEhglkEhJZJRvrJrjMLtkoNSGxZcuJpEOkbGPd3BEOjZDweDwej7H8EDhDRE4nSFxcCjyvVm8WzHMxX9IqJMWek28/xF2FBAtXIVG2cKyE5MJc3n3VLLFYZhPTdOdJLnTGTjxUv8Si0RvXjNEGHo+n8fAJjCQIExJL99xD8+bN8Uo2yklIhMmHDQmJyNwRmfkkkkhIzM3NWZ2hLoTL7uC2v8vu4La/y+71RFWPi8hVwL8RLKN6k6reXcv3vPji5aLLppb6nHz7N27bONKjoYYILy4ic3PI7Gxwm5uDzP1ct6xjZXY2OH5uDlmtTomFikBHB9rZiWZ+Zm7Zj8Mb2fvC+2zeTLMIPVS6+Onc2r2Gar8aYLuf7b/rvZ/Z2ODnExjVQBXm50sr2VhYoLeUt0il1o+CyB4pkT1Cor3QFJmNwdatW5MOITFcdge3/V12B7f9XXavN6p6O3B70nEkRcXn2srKxkRDNLGQ4zE5Eg8yO1vynFmF0FQK7exktaMjSChkJR7Il4jISkqwZQs0NW6Jhe2/K7yf2Xg/s7HBzycwcpFJSJRSsrGwUNpbpFIs9/bStHXruqU/TU5IlMrY2BinnHJK8QMtxGV3cNvfZXdw299ld08dUIVjx5DZWaZ//WvaOzpyJhQolIjI3J+fr15YmzZtHM1QILmwIdkQTVBsCrqt+/fvt/qzZPvvCu9nNt7PbGzwcyOBEU1IFFllY21/GQmJnCUbWSMm1ko22ts5cOAAw8PDNZJufETcnXjMZXdw299ld3Db32V3TwGWlnKXTBQqrciXlAhLLCpdhHWtxCJmecWGpERWiQVVPvdt/yx5P7Pxfmbj/Rof4xMYMjlJ849+lLtUI1rSkc4/G3gutK0td8lGJkGRmUMi3FfOCIm+vr6Sn2MTLvu77A5u+7vsDm77u+zuAs133EHT4cOF53HIta/EOa4KsVZisWULdHdvTCbEKK/Qjo6gT9PAJRa2f5a8n9l4P7Pxfo2P8QmM5p/+lM5LLy163LqERIFExLqSjRpnqMbGxqyexKgYLvu77A5u+7vsDm77u+zuAlve+EY27d1b8vOySyxil1d0dKBdXTlLLGyfJNH2z5L3MxvvZzber/ExPoGxOjzM8vbteeeOiJZs1DohUSpdXV1Jh5AoLvu77A5u+7vsDm77u+zuAsef8ARWTz65pPKKWpVY2H6ueT+z8X5m4/3MxgY/8xMYD3kIcyMjSYdRFisrK0mHkCgu+7vsDm77u+wObvu77O4C6Te/OekQ1rD9XPN+ZuP9zMb7mY0Nfo1b4OgA81Wc5dtEXPZ32R3c9nfZHdz2d9ndU19sP9e8n9l4P7PxfmZjg59PYCTI0NBQ0iEkisv+LruD2/4uu4Pb/i67e+qL7eea9zMb72c23s9sbPDzCYwEGR0dTTqERHHZ32V3cNvfZXdw299ld099sf1c835m4/3MxvuZjQ1+PoGRIF/84heTDiFRXPZ32R3c9nfZHdz2d9ndU19sP9e8n9l4P7PxfmZjg59PYCTIF77whaRDSBSX/V12B7f9XXYHt/1ddvfUF9vPNe9nNt7PbLyf2djg5xMYCXL8+PGkQ0gUl/1ddge3/V12B7f9XXb31BfbzzXvZzbez2y8n9nY4CeqmnQMBfnmN785BuxLOo5aMDk5OdDX1zeedBxJ4bK/y+7gtr/L7uC2v+Xup23fvn0w6SDiYnPfAqw/17yf4Xg/s/F+ZmOYX86+RcMnMDwej8fj8Xg8Ho/H4/F4fAmJx+PxeDwej8fj8Xg8nobHJzA8Ho/H4/F4PB6Px+PxNDw+geHxeDwej8fj8Xg8Ho+n4fEJjIQRkd0icpeI/FhEvi4iJycdUz0RkX8UkXvC/4NbRaQn6ZjqhYhcLCJ3i8iqiJyddDz1QESeKiK/FJF7ReS1ScdTT0TkJhE5IiI/SzqWeiMip4jIt0Tk5+E5/4qkY6onItImIv8tIj8J/d+SdEweexCRz4Z9iB+LyAMi8uM8xz0gIj8Nj/tRveOsBBF5s4gcjHg+Lc9xRn7HxO0LmdaGxdpDRDaH5++9IvIDEXlw/aMsjzjfayJyvohMR87bv0si1nIpdr5JwHvD9rtLRP6/JOIsBxF5WKRdfiwiMyJyddYxRrVfrn6miPSJyDdE5Nfhz948z31heMyvReSF9Yu6PPwkngkjIl2qOhPefznw+6p6RcJh1Q0ReTLwH6p6XETeDqCqr0k4rLogIr8HrAI3AjtVteE7I5UgIs3Ar4AnAQeAHwLPVdWfJxpYnRCR/wvMAR9X1UckHU89EZGTgJNUda+IdAJ3As9yqO0FaFfVORFpAb4HvEJV70g4NI9liMi7gGlVvSbHvgeAs1XVlNnn1xCRNwNzqvrOAscY+x0Tty9kUhvGaQ8ReSlwlqpeISKXAheq6nMSCbhE4nyvicj5BP27pycUZkUUO9/CROLLgKcBjwHeo6qPqV+E1SE8Vw8Cj1HVfZHt52NQ++XqZ4rIO4BJVb02TCL2Zv9uEZE+4EfA2YASnMv/R1Wn6ipQAn4ERsJkkhch7QQnjjOo6tdVNbMg8R3AcJLx1BNV/YWq/jLpOOrIOcC9qnq/qi4BnwGemXBMdUNV/xOYTDqOJFDVQ6q6N7w/C/wC2JZsVPVDA+bChy3hzanf9Z7aEybKLgE+nXQsCWHsd4ylfaE47fFM4Obw/ueA7eF53PC4/r0W8kyCP5Y1TMj3hIkd09gO3BdNXphInn5m9DN2M/CsHE99CvANVZ0MkxbfAJ5as0CrgE9gNAAi8jYR2Q88H2jo4Uk15sXAV5MOwlMztgH7I48P4N6XvfOEQ4T/EPhBspHUFxFpDof2HyHoKDjl76kLfwQcVtVf59mvwNdF5E4R+as6xlUtrgqHqd+UZxi0Ld8xhfpCJrVhnPZYOyZM4EwD/XWJrooU+V57rATlg18VkYfXNbDKKXa+2fKZu5T8iV+T2w9gq6oeCu+PAltzHGNcO25KOgAXEJF/B4Zy7HqDqn5JVd8AvEFEXgdcBbyprgHWmGL+4TFvAI4Dn6pnbLUmjrvH4woi0gF8Hrg6a/SZ9ajqCvCosLb9VhF5hKo6Nx+Kpzxifpc8l8KjL56gqgdF5EHAN0TknvCKXUNQyBG4AdhN8AfVbuBdBH/oG0OV+kIN3YYuUuR7bS9wWlg++DTgi8AZ9Y6xAqw/30SkFXgG8Locu01vv3WoqoqIFaM/fQKjDqjqE2Me+ingdixLYBTzF5EXAU8Htqtlk7KU0PYucBA4JfJ4ONzmcYBw7ofPA59S1S8kHU9SqOpREfkWwfBMn8DwxCLG9+gm4CLg/xR4jYPhzyMicivBEP+G+WMk7veliHwI+EqOXQ39HVONvlCjt2EWcdojc8yB8BzuBibqE17lFPteiyY0VPV2EXm/iAyYMIcJxDrfGvozF5M/Bvaq6uHsHaa3X8hhETlJVQ+F5T1HchxzEDg/8ngY+HYdYisbX0KSMCISzeQ9E7gnqViSQESeCrwaeIaqHks6Hk9N+SFwhoicHma8LwVuSzgmTx0Ia5o/AvxCVa9LOp56IyKD4cgLRCRFMKmdU7/rPTXnicA9qnog104RaQ8nGkRE2oEnY1ACLauu/kJyx27sd0ycvpCBbRinPW4DMisePJtgIlMjLmTF+V4TkaHMnB4icg7B311GJGhinm+3AS+QgHMJJhA+hFnkHblmcvtFiH7GXgjkGv39b8CTRaQ3LM97critYfEjMJLnWhF5GMFqFPsAZ1YgCXkfsJlgaBrAHa6swiIiFwL/BAwC/yoiP1bVpyQcVs0IZ1e/iuCXYjNwk6renXBYdUNEPk2Q4R4QkQPAm1T1I8lGVTceD1wG/FROLPH4elW9PcGY6slJwM3hTOdNwC2qmusKssdTLhtquCVYlv3Dqvo0grrnW8Pv2U3Av6jq1+oeZfm8Q0QeRVBC8gDwEljvaPh3TM6+kMltmK89ROQa4EeqehtBAuATInIvweSDlyYXccnk/F4DTgVQ1Q8QJGX+WkSOA2ngUlMSNOQ530TkCljzu51gBZJ7gWPA5QnFWhZhYuZJhL9Pwm1RP6PaL1c/E7gWuEVEdhD8nXlJeOzZwBWq+heqOikiuwmSjgDXqGpDTzrvl1H1eDwej8fj8Xg8Ho/H0/D4EhKPx+PxeDwej8fj8Xg8DY9PYHg8Ho/H4/F4PB6Px+NpeHwCw+PxeDwej8fj8Xg8Hk/D4xMYHo/H4/F4PB6Px+PxeBoen8DweDwej8fj8Xg8Ho/H0/D4BIbH02CIyJtF5JNJx5ELETlVRObC5SAreZ1vi8hfVCuuWiMiHxCRXeH988PlqTwej8fjMQbfv2gcROT5IvL1yGMVkYcmGZPHYwo+geHx1JnwCzpzWxWRdOTx85OOL4qIPCAiT8w8VtX/VdUOVV2p8fv+vojcJiLTIjIrIv8hIufW8j0j7/0iEfledJuqXqGqu+vx/h6Px+PxlIPvXzQmIvLgMEGxKbNNVT+lqk9OMi6Px1R8AsPjqTPhF3SHqnYA/wv8aWTbp+oVR/SLtJEQkYcA/wX8FDgdOBn4IvANETknydg8Ho/H42lUfP/C4/G4gE9geDyNSauIfDwcfXC3iJyd2SEiJ4vI50VkTER+IyIvj+zbLCLXi8hvw9v1IrI53He+iBwQkdeIyCjw0XD700XkxyJyVES+LyJnhds/AZwKfDm8evPq7KsIItInIh8N32tKRL4Ybu8Vka+EMU6F94djur8Z2KOqb1DVSVWdVdX3Ap8E3h51iT4pejVHRM4RkT2h0yEReZ+ItEaOVRG5QkR+HR7zzxLwe8AHgMeGzkfD4z8mIm/NFWyR9jhHRH4kIjMiclhErov5f+DxeDweTy1wtn8hIqnw+3xKRH4uIn8b7UtIVhlH9Lu/2PtKULqyW0T+K/y//bqIDIS7/zP8eTT0fazkGO2Z9X/9ThH537Dv8AERSYX7BsL3PioikyLyXRHxf895nMKf8B5PY/IM4DNAD3Ab8D6A8Evqy8BPgG3AduBqEXlK+Lw3AOcCjwIeCZwDvDHyukNAH3Aa8Fci8ofATcBLgH7gRuA2Edmsqpex/grOO3LE+QlgC/Bw4EHAu8PtTQQdmNMIOinpjEMMngSM5Nh+C/BHItIW4zVWgFcCA8BjCf6fXpp1zNOBRwNnAZcAT1HVXwBXECRQOlS1p9CbxGiP9wDvUdUu4CGhg8fj8Xg8SeFy/+JNBN/FDwGeArww5vPivu/zgMvDeFuBneH2/xv+7Al99xR5r2uB3yX4v34oQXv8XbjvVcABYBDYCrwe0BI8PB7j8QkMj6cx+Z6q3h7Wgn6CoLMAwR/cg6p6jaouqer9wIeAS8P9zweuUdUjqjoGvAW4LPK6q8CbVHVRVdPAXwE3quoPVHVFVW8GFgk6KQURkZOAPwauUNUpVV1W1e8AqOqEqn5eVY+p6izwNuC8mO4DwKEc2w8BzQQdpIKo6p2qeoeqHlfVBwg6Ttnvf62qHlXV/wW+RdBRKJVi7bEMPFREBlR1TlXvKOM9PB6Px+OpFi73Ly4B3haO7twPvDfm8+K+70dV9Veh/y2U0a8QESH4v3tlZhQq8Pes71ecBJwW/r98V1V9AsPjFL5GzeNpTEYj948BbeGwytOAkzOlDSHNwHfD+ycD+yL79oXbMoyp6kLk8WnAC0XkZZFtrVnPyccpwKSqTmXvEJEtBFdLngr0hps7RaQ5xgRd4wRfztmcRHCVYaJYYCLyu8B1wNkEV3A2AXdmHZb9f9xR7HVzUKw9dgDXAPeIyG+At6jqV8p4H4/H4/F4qoHL/YuTgf1ZDrGI+b7V6FcMEvRb7gxyGcHbE7QFwD8SlNp+Pdz/QVW9toz38XiMxY/A8HjMYj/wG1Xtidw6VfVp4f7fEnQaMpwabsuQnaXfT3A1Ivp6W1T103mOz35un4jkKrN4FfAw4DFh+URm+KTkODabfwcuzrH9EuAOVV0E5gm+4IMXDZZdG4wcewNwD3BG+P6vj/neUNpQzILtoaq/VtXnEgwnfTvwORFpL+H1PR6Px+OpBy70Lw4RJEeiDlGOEelbEJTFVON9S+lXjBOUpzw88v/WrcHErGgwL9irVPV3CMqB/kZEtpfw+h6P8fgEhsdjFv8NzIYTZaVEpFlEHiEijw73fxp4o4gMhpNH/R3B5Jf5+BBwhYg8RgLaReRPRKQz3H8Y+J1cT1TVQ8BXgfeHk1u1iEjmC72T4Av4qIj0EdSdxuUtwONE5G3hJF6d4RWcyzlRA/orgqtGfyIiLQR1uJsjr9EJzABzInIm8NclvP9hYFgik34WoGB7iMifi8igqq4CmataqyXE4vF4PB5PPXChf3EL8LrwNYeBl2Xt/zHwvND9qawvEankfccIvvtz+kYJ+wsfAt4tIg8CEJFtmblIJJgY9aFhqck0wZxfvl/hcQqfwPB4DCIcpvh0grrK3xBk6j8MdIeHvBX4EXAXwTKke8Nt+V7vR8BfEkxENQXcC7wocsg/EHRYjorIzo2vwGUE9Zj3AEeAq8Pt1wOpML47gK+V4Phr4AkEdbkPEPzhvxu4UFX/PTxmmmBSzg8DBwlGZERXJdn5/7d3hzgRA1EYgP93DA5AuAYSgyfhEEhugsNhuAICFGE92QOQIBAo2GAHMSXBtQHBsPt9rqnotDUvb2b+SQ/Tek8vBK6XPj/JbZJ1kpeqep0Z69z/OEqyrqpNeqDnybQ3FgCGsQv1RfoEydP0fjfpGSDfnSU5Tq87TtOPcP/ym7rmIz0z435637kckPP077Wqqrf0lakH07396XqT5CHJRWvtbulYYBuU3BdgZNMsySo9HOzyr8cDAPx/VXWY5Kq1tvSYd2AAVmAAQ2utPaenke9V1U8CsQAAgC3gFBJgeK21x/QlqwAAwI6yhQQAAAAYni0kAAAAwPA0MAAAAIDhaWAAAAAAw9PAAAAAAIangQEAAAAM7xPzACoL32/MHwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = tsplot(eps**2, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is substantial evidence of a conditionally heteroskedastic process via the decay of successive lags. The significance of the lags in both the ACF and PACF indicate we need both AR and MA components for our model. Let's see if we can recover our process parameters using a GARCH(1, 1) model. Here we make use of the arch_model function from the ARCH package. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration: 5, Func. Count: 38, Neg. LLF: 12311.7936836\n", "Iteration: 10, Func. Count: 71, Neg. LLF: 12238.5926591\n", "Optimization terminated successfully. (Exit mode 0)\n", " Current function value: 12237.3032673\n", " Iterations: 13\n", " Function evaluations: 89\n", " Gradient evaluations: 13\n", " Constant Mean - GARCH Model Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: -0.000\n", "Mean Model: Constant Mean Adj. R-squared: -0.000\n", "Vol Model: GARCH Log-Likelihood: -12237.3\n", "Distribution: Normal AIC: 24482.6\n", "Method: Maximum Likelihood BIC: 24511.4\n", " No. Observations: 10000\n", "Date: Mon, Dec 31 2018 Df Residuals: 9996\n", "Time: 15:54:00 Df Model: 4\n", " Mean Model \n", "==============================================================================\n", " coef std err t P>|t| 95.0% Conf. Int.\n", "------------------------------------------------------------------------------\n", "mu -6.7225e-03 6.735e-03 -0.998 0.318 [-1.992e-02,6.478e-03]\n", " Volatility Model \n", "========================================================================\n", " coef std err t P>|t| 95.0% Conf. Int.\n", "------------------------------------------------------------------------\n", "omega 0.2021 1.043e-02 19.383 1.084e-83 [ 0.182, 0.223]\n", "alpha[1] 0.5162 2.016e-02 25.611 1.144e-144 [ 0.477, 0.556]\n", "beta[1] 0.2879 1.870e-02 15.395 1.781e-53 [ 0.251, 0.325]\n", "========================================================================\n", "\n", "Covariance estimator: robust\n" ] } ], "source": [ "# Fit a GARCH(1, 1) model to our simulated EPS series\n", "# We use the arch_model function from the ARCH package\n", "\n", "am = arch_model(eps)\n", "res = am.fit(update_freq=5)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the true parameters all fall within the respective confidence intervals." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Application to Financial Time Series\n", "\n", "Now apply the procedure to a financial time series. Here we're going to use SPX returns. The process is as follows:\n", "\n", "* Iterate through combinations of ARIMA(p, d, q) models to best fit our time series. \n", "* Pick the GARCH model orders according to the ARIMA model with lowest AIC.\n", "* Fit the GARCH(p, q) model to our time series.\n", "* Examine the model residuals and squared residuals for autocorrelation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we first try to fit SPX return to an ARIMA process and find the best order." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/statsmodels/base/model.py:496: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n", "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/statsmodels/base/model.py:496: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n", "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/statsmodels/base/model.py:496: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "aic: -5188.75603 | order: (4, 0, 0)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/statsmodels/base/model.py:496: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ] } ], "source": [ "def _get_best_model(TS):\n", " best_aic = np.inf \n", " best_order = None\n", " best_mdl = None\n", "\n", " pq_rng = range(5) # [0,1,2,3,4]\n", " d_rng = range(2) # [0,1]\n", " for i in pq_rng:\n", " for d in d_rng:\n", " for j in pq_rng:\n", " try:\n", " tmp_mdl = smt.ARIMA(TS, order=(i,d,j)).fit(\n", " method='mle', trend='nc'\n", " )\n", " tmp_aic = tmp_mdl.aic\n", " if tmp_aic < best_aic:\n", " best_aic = tmp_aic\n", " best_order = (i, d, j)\n", " best_mdl = tmp_mdl\n", " except: continue\n", " print('aic: {:6.5f} | order: {}'.format(best_aic, best_order)) \n", " return best_aic, best_order, best_mdl\n", "\n", "# Notice I've selected a specific time period to run this analysis\n", "TS = lrets['^GSPC'].dropna()\n", "TS.index = pd.DatetimeIndex(TS.index.values,\n", " freq=TS.index.inferred_freq)\n", "res_tup = _get_best_model(TS)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "order = res_tup[1]\n", "model = res_tup[2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we've already taken the log of returns, we should expect our integrated component d to equal zero, which it does. We find the best model is ARIMA(3,0,2).\n", "Now we plot the residuals to decide if they possess evidence of conditional heteroskedastic behaviour" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(model.resid, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find the reiduals look like white noise. Let's look at the square of residuals" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(model.resid**2, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see clear evidence of autocorrelation in squared residuals. Let's fit a GARCH model and see how it does." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Constant Mean - ARCH Model Results \n", "====================================================================================\n", "Dep. Variable: None R-squared: -3819681.668\n", "Mean Model: Constant Mean Adj. R-squared: -3819681.668\n", "Vol Model: ARCH Log-Likelihood: -4471.70\n", "Distribution: Standardized Student's t AIC: 8957.40\n", "Method: Maximum Likelihood BIC: 8989.79\n", " No. Observations: 755\n", "Date: Mon, Dec 31 2018 Df Residuals: 748\n", "Time: 15:56:34 Df Model: 7\n", " Mean Model \n", "========================================================================\n", " coef std err t P>|t| 95.0% Conf. Int.\n", "------------------------------------------------------------------------\n", "mu -15.0983 1.275 -11.840 2.415e-32 [-17.598,-12.599]\n", " Volatility Model \n", "=============================================================================\n", " coef std err t P>|t| 95.0% Conf. Int.\n", "-----------------------------------------------------------------------------\n", "omega 5.9683e-04 7.562e-04 0.789 0.430 [-8.854e-04,2.079e-03]\n", "alpha[1] 0.4445 0.439 1.013 0.311 [ -0.416, 1.305]\n", "alpha[2] 0.0684 0.667 0.103 0.918 [ -1.239, 1.376]\n", "alpha[3] 0.4084 0.944 0.432 0.665 [ -1.443, 2.259]\n", "alpha[4] 0.0788 0.767 0.103 0.918 [ -1.424, 1.582]\n", " Distribution \n", "========================================================================\n", " coef std err t P>|t| 95.0% Conf. Int.\n", "------------------------------------------------------------------------\n", "nu 16.9664 1.776 9.555 1.235e-21 [ 13.486, 20.447]\n", "========================================================================\n", "\n", "Covariance estimator: robust\n", "\n", "WARNING: The optimizer did not indicate sucessful convergence. The message was\n", "Positive directional derivative for linesearch. See convergence_flag.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/chandinijain/Library/Python/2.7/lib/python/site-packages/arch/univariate/base.py:517: ConvergenceWarning:\n", "\n", "\n", "The optimizer returned code 8. The message is:\n", "Positive directional derivative for linesearch\n", "See scipy.optimize.fmin_slsqp for code meaning.\n", "\n", "\n" ] } ], "source": [ "# Now we can fit the arch model using the best fit arima model parameters\n", "\n", "p_ = order[0]\n", "o_ = order[1]\n", "q_ = order[2]\n", "\n", "# Using student T distribution usually provides better fit\n", "am = arch_model(model.resid, p=p_, o=o_, q=q_, dist='StudentsT')\n", "res = am.fit(update_freq=5, disp='off')\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the residuals again" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(res.resid, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots looks like a realisation of a discrete white noise process, indicating a good fit. Let's plot a square of residuals to be sure" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(res.resid**2, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have what looks like a realisation of a discrete white noise process, indicating that we have \"explained\" the serial correlation present in the squared residuals with an appropriate mixture of ARIMA(p,d,q) and GARCH(p,q).\n", "\n", "## Next Steps\n", "\n", "We are now at the point in our time series analysis where we have studied ARIMA and GARCH, allowing us to fit a combination of these models to a stock market index, and to determine if we have achieved a good fit or not.\n", "\n", "The next step is to actually produce forecasts of future daily returns values from this combination and use it to create a basic trading strategy. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "h.1 -15.098277\n", "Name: 2017-12-29 00:00:00, dtype: float64\n", "h.1 227.900514\n", "Name: 2017-12-29 00:00:00, dtype: float64\n" ] } ], "source": [ "out = res.forecast(horizon=1, start=None, align='origin')\n", "print(out.mean.iloc[-1])\n", "print(out.variance.iloc[-1])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('bmh')\n", "fig = plt.figure(figsize=(15,10))\n", "ax = plt.gca()\n", "\n", "\n", "# in sample prediction\n", "#pred = best_mdl.predict(ts.index[0], ts.index[-1])\n", "#pred.plot(ax=ax, style='r-', label='In-sample prediction')\n", "\n", "styles = ['b-', '0.2', '0.75', '0.2', '0.75']\n", "out.mean.plot()\n", "plt.legend(loc='best', fontsize=10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }