{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Covid-19's R across Germany over time\n", "\n", "In an epidemic like the current Covid-19 outbreak $R$ measures the effective reproduction number, that is, the amount of people who become infected per infectious person. \n", "Put very simply, if $R>1$, the epidemic spreads within the population as one infected person infects more than one others. If $R<1$, the spread of the epidemic slows down. \n", "\n", "In terms of controlling the outbreak of an epidemic, it is therefore crucial to know the reproduction number $R$, especially how it develops over time. It informs the population affected by the epidemic to what extent countermeasures against the spread were effective. It also provides a basis for discussion within society, how the tradeoff between health/safety concerns and economic prosperity should be handled.\n", "\n", "This notebook follows the example of Kevin Systrom who estimates real-time $R_t$ using a Bayesian approach and applies it to US data at the state level. See https://github.com/k-sys/covid-19/blob/master/Realtime%20R0.ipynb for Kevin's amazing work that inspired me for this little project of applying his approach to different data, Germany's \"Bundesländer\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "This provides a sketch of the theoretical basis for this exercise, in more detail explained in the original.\n", "\n", "### Belief updating\n", "\n", "Every day gives us a new case count of Covid-19 infections. While this information can be used to compute a static estimate of $R$, we can also combine the accumulated information over time in order to compute a dynamic estimate $R_t$. Previous data allows us to __update beliefs__ about the true value of $R_t$.\n", "\n", "Bayes' Theorem: $$ P(R_t|k)=\\frac{P(k|R_t)\\cdot P(R_t)}{P(k)} $$\n", "\n", "### Poisson distribution\n", "\n", "The Poisson distribution models arrivals over some time period of time. The probability of seeing $k$ new cases is distributed according to the Poisson distribution (with the parameter $\\lambda$ expressing the average arrival rate of new cases per day):\n", "\n", "$$P(k|\\lambda) = \\frac{\\lambda^k e^{-\\lambda}}{k!}$$\n", "\n", "### Connecting $\\lambda$ and $R_t$\n", "\n", "Epidemiologists connect $\\lambda$ and $R_t$ in the following way:\n", "\n", "$$ \\lambda = k_{t-1}e^{\\gamma(R_t-1)}$$\n", "\n", "The average arrival rate of new cases per day, $\\lambda$, depends on the past reproduction rate $R_t-1$ and the \"serial interval\" $\\gamma$ (7 days for Covid-19)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up things" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Bad key \"axes.titlelocation\" on line 298 in\n", "/Users/toby/Documents/GitHub/covid-19/matplotlibrc.\n", "You probably need to get an updated matplotlibrc file from\n", "https://github.com/matplotlib/matplotlib/blob/v3.1.3/matplotlibrc.template\n", "or from the matplotlib source distribution\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib.dates import date2num, num2date\n", "from matplotlib import dates as mdates\n", "from matplotlib import ticker\n", "from matplotlib.colors import ListedColormap\n", "from matplotlib.patches import Patch\n", "\n", "from scipy import stats as sps\n", "from scipy.interpolate import interp1d\n", "\n", "from IPython.display import clear_output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "The NPGEO Corona Hub 2020 website https://npgeo-corona-npgeo-de.hub.arcgis.com/ offers freely accessible data, maps and visualizations from various sources, among them the Robert-Koch-Institut.\n", "\n", "The specific dataset used is RKI COVID19. It provides time-series data of new Covid-19 cases in Germany at the county level. For this project I collapsed the data to the \"Bundesland\" level. Thus, there is daily information about the Covid-19 cases in each of the 16 Bundesländer." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Bundesland Refdatum \n", "Baden-Württemberg 2020-02-03 1\n", " 2020-02-04 1\n", " 2020-02-10 1\n", " 2020-02-13 1\n", " 2020-02-14 1\n", "Name: AnzahlFall, dtype: int64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://opendata.arcgis.com/datasets/dd4580c810204019a7b8eb3e0b329dd6_0.csv'\n", "states = pd.read_csv(url,\n", " usecols=['Bundesland', 'AnzahlFall', 'Refdatum'],\n", " parse_dates=['Refdatum'],\n", " index_col=['Bundesland', 'Refdatum'],\n", " squeeze=True).sort_index()\n", "\n", "df = states.groupby(by=['Bundesland','Refdatum']).sum()\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Smoothing\n", "\n", "Let's smooth the daily new cases data in order to get rid of erratic movements. \n", "\n", "Visualized based on data from one Bundesland." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "state_name = 'Nordrhein-Westfalen'\n", "#state_name = 'Bayern'\n", "\n", "def prepare_cases(cases, cutoff=2):\n", " # new_cases = cases.diff()\n", " new_cases = cases\n", "\n", " smoothed = new_cases.rolling(7,\n", " win_type='gaussian',\n", " min_periods=1,\n", " center=True).mean(std=2).round()\n", " \n", " idx_start = np.searchsorted(smoothed, cutoff)\n", " \n", " smoothed = smoothed.iloc[idx_start:]\n", " original = new_cases.loc[smoothed.index]\n", " \n", " return original, smoothed\n", "\n", "cases = df.xs(state_name).rename(f\"{state_name} cases\")\n", "\n", "original, smoothed = prepare_cases(cases)\n", "\n", "original.plot(title=f\"{state_name} New Cases per Day\",\n", " c='k',\n", " linestyle=':',\n", " alpha=.5,\n", " label='Actual',\n", " legend=True,\n", " figsize=(500/72, 300/72))\n", "\n", "ax = smoothed.plot(label='Smoothed',\n", " legend=True)\n", "\n", "ax.get_figure().set_facecolor('w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the Algorithm\n", "\n", "This implements the relationship between $k$ and $R_t-1$, the functional form, and the Bayesian updating." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "## connection R and k ##\n", "\n", "k = np.array([20, 40, 55, 90])\n", "\n", "# We create an array for every possible value of Rt\n", "R_T_MAX = 12\n", "r_t_range = np.linspace(0, R_T_MAX, R_T_MAX*100+1)\n", "\n", "# Gamma is 1/serial interval\n", "# https://wwwnc.cdc.gov/eid/article/26/7/20-0282_article\n", "# https://www.nejm.org/doi/full/10.1056/NEJMoa2001316\n", "GAMMA = 1/7\n", "\n", "# Map Rt into lambda so we can substitute it into the equation below\n", "# Note that we have N-1 lambdas because on the first day of an outbreak\n", "# you do not know what to expect.\n", "lam = k[:-1] * np.exp(GAMMA * (r_t_range[:, None] - 1))\n", "\n", "# Evaluate the likelihood on each day and normalize sum of each day to 1.0\n", "likelihood_r_t = sps.poisson.pmf(k[1:], lam)\n", "likelihood_r_t /= np.sum(likelihood_r_t, axis=0)\n", "\n", "def get_posteriors(sr, sigma=0.15):\n", "\n", " # (1) Calculate Lambda\n", " lam = sr[:-1].values * np.exp(GAMMA * (r_t_range[:, None] - 1))\n", "\n", " \n", " # (2) Calculate each day's likelihood\n", " likelihoods = pd.DataFrame(\n", " data = sps.poisson.pmf(sr[1:].values, lam),\n", " index = r_t_range,\n", " columns = sr.index[1:])\n", " \n", " # (3) Create the Gaussian Matrix\n", " process_matrix = sps.norm(loc=r_t_range,\n", " scale=sigma\n", " ).pdf(r_t_range[:, None]) \n", "\n", " # (3a) Normalize all rows to sum to 1\n", " process_matrix /= process_matrix.sum(axis=0)\n", " \n", " # (4) Calculate the initial prior\n", " #prior0 = sps.gamma(a=4).pdf(r_t_range)\n", " prior0 = np.ones_like(r_t_range)/len(r_t_range)\n", " prior0 /= prior0.sum()\n", "\n", " # Create a DataFrame that will hold our posteriors for each day\n", " # Insert our prior as the first posterior.\n", " posteriors = pd.DataFrame(\n", " index=r_t_range,\n", " columns=sr.index,\n", " data={sr.index[0]: prior0}\n", " )\n", " \n", " # We said we'd keep track of the sum of the log of the probability\n", " # of the data for maximum likelihood calculation.\n", " log_likelihood = 0.0\n", "\n", " # (5) Iteratively apply Bayes' rule\n", " for previous_day, current_day in zip(sr.index[:-1], sr.index[1:]):\n", "\n", " #(5a) Calculate the new prior\n", " current_prior = process_matrix @ posteriors[previous_day]\n", " \n", " #(5b) Calculate the numerator of Bayes' Rule: P(k|R_t)P(R_t)\n", " numerator = likelihoods[current_day] * current_prior\n", " \n", " #(5c) Calcluate the denominator of Bayes' Rule P(k)\n", " denominator = np.sum(numerator)\n", " \n", " # Execute full Bayes' Rule\n", " posteriors[current_day] = numerator/denominator\n", " \n", " # Add to the running sum of log likelihoods\n", " log_likelihood += np.log(denominator)\n", " \n", " return posteriors, log_likelihood\n", "\n", "# Note that we're fixing sigma to a value just for the example\n", "posteriors, log_likelihood = get_posteriors(smoothed, sigma=.25)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Highest density intervals\n", "\n", "We construct highest density intervals around the point estimates to visualize the area that spans \"most\" of the distribution." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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MLLow_90High_90
Refdatum
2020-10-180.860.571.09
2020-10-190.980.691.21
2020-10-201.160.891.40
2020-10-211.260.991.49
2020-10-221.230.951.45
\n", "
" ], "text/plain": [ " ML Low_90 High_90\n", "Refdatum \n", "2020-10-18 0.86 0.57 1.09\n", "2020-10-19 0.98 0.69 1.21\n", "2020-10-20 1.16 0.89 1.40\n", "2020-10-21 1.26 0.99 1.49\n", "2020-10-22 1.23 0.95 1.45" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "\n", "def highest_density_interval(pmf, p=.9, debug=False):\n", " # If we pass a DataFrame, just call this recursively on the columns\n", " if(isinstance(pmf, pd.DataFrame)):\n", " return pd.DataFrame([highest_density_interval(pmf[col], p=p) for col in pmf],\n", " index=pmf.columns)\n", " \n", " cumsum = np.cumsum(pmf.values)\n", " \n", " # N x N matrix of total probability mass for each low, high\n", " total_p = cumsum - cumsum[:, None]\n", " \n", " # Return all indices with total_p > p\n", " lows, highs = (total_p > p).nonzero()\n", " \n", " # Find the smallest range (highest density)\n", " best = (highs - lows).argmin()\n", " \n", " low = pmf.index[lows[best]]\n", " high = pmf.index[highs[best]]\n", " \n", " return pd.Series([low, high],\n", " index=[f'Low_{p*100:.0f}',\n", " f'High_{p*100:.0f}'])\n", "\n", "hdi = highest_density_interval(posteriors, debug=True)\n", "hdi.tail()\n", "\n", "\n", "\n", "## highest density intervals\n", "\n", "# Note that this takes a while to execute - it's not the most efficient algorithm\n", "hdis = highest_density_interval(posteriors, p=.9)\n", "\n", "most_likely = posteriors.idxmax().rename('ML')\n", "\n", "# Look into why you shift -1\n", "result = pd.concat([most_likely, hdis], axis=1)\n", "\n", "result.tail()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting $R_t$ " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "def plot_rt(result, ax, state_name):\n", " \n", " ax.set_title(f\"{state_name}\")\n", " \n", " # Colors\n", " ABOVE = [1,0,0]\n", " MIDDLE = [1,1,1]\n", " BELOW = [0,0,0]\n", " cmap = ListedColormap(np.r_[\n", " np.linspace(BELOW,MIDDLE,25),\n", " np.linspace(MIDDLE,ABOVE,25)\n", " ])\n", " color_mapped = lambda y: np.clip(y, .5, 1.5)-.5\n", " \n", " index = result['ML'].index.get_level_values('Refdatum')\n", " values = result['ML'].values\n", " \n", " # Plot dots and line\n", " ax.plot(index, values, c='k', zorder=1, alpha=.25)\n", " ax.scatter(index,\n", " values,\n", " s=40,\n", " lw=.5,\n", " c=cmap(color_mapped(values)),\n", " edgecolors='k', zorder=2)\n", " \n", " # Aesthetically, extrapolate credible interval by 1 day either side\n", " lowfn = interp1d(date2num(index),\n", " result['Low_90'].values,\n", " bounds_error=False,\n", " fill_value='extrapolate')\n", " \n", " highfn = interp1d(date2num(index),\n", " result['High_90'].values,\n", " bounds_error=False,\n", " fill_value='extrapolate')\n", " \n", " extended = pd.date_range(start=pd.Timestamp('2020-03-01'),\n", " end=index[-1]+pd.Timedelta(days=1))\n", " \n", " ax.fill_between(extended,\n", " lowfn(date2num(extended)),\n", " highfn(date2num(extended)),\n", " color='k',\n", " alpha=.1,\n", " lw=0,\n", " zorder=3)\n", "\n", " ax.axhline(1.0, c='k', lw=1, label='$R_t=1.0$', alpha=.25);\n", " \n", " # Formatting\n", " ax.xaxis.set_major_locator(mdates.MonthLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", " ax.xaxis.set_minor_locator(mdates.DayLocator())\n", " \n", " ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n", " ax.yaxis.set_major_formatter(ticker.StrMethodFormatter(\"{x:.1f}\"))\n", " ax.yaxis.tick_right()\n", " ax.spines['left'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.margins(0)\n", " ax.grid(which='major', axis='y', c='k', alpha=.1, zorder=-2)\n", " ax.margins(0)\n", " ax.set_ylim(0.0, 5.0)\n", " ax.set_xlim(pd.Timestamp('2020-03-01'), result.index.get_level_values('Refdatum')[-1]+pd.Timedelta(days=1))\n", " fig.set_facecolor('w')\n", "\n", " \n", "fig, ax = plt.subplots(figsize=(600/72,400/72))\n", "\n", "plot_rt(result, ax, state_name)\n", "ax.set_title(f'Real-time $R_t$ for {state_name}')\n", "ax.xaxis.set_major_locator(mdates.WeekdayLocator())\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'))\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choosing the optimal maximum likelihood parameter $\\sigma$\n", "Before we move from one Bundesland to the whole data, we consider a potential weakness of the approach. In order to avoid overfitting the data on any single Bundesland, we compute and select the $\\sigma$ that maximizes $P(k)$ over all the data (every Bundesland)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done2.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigmas = np.linspace(1/20, 1, 20)\n", "\n", "states_to_process = df\n", "\n", "results = {}\n", "\n", "for state_name, cases in states_to_process.groupby(level='Bundesland'):\n", " \n", " print(state_name)\n", " new, smoothed = prepare_cases(cases, cutoff=2)\n", " \n", " if len(smoothed) == 0:\n", " new, smoothed = prepare_cases(cases, cutoff=2)\n", " \n", " result = {}\n", " \n", " # Holds all posteriors with every given value of sigma\n", " result['posteriors'] = []\n", " \n", " # Holds the log likelihood across all k for each value of sigma\n", " result['log_likelihoods'] = []\n", " \n", " for sigma in sigmas:\n", " posteriors, log_likelihood = get_posteriors(smoothed, sigma=sigma)\n", " result['posteriors'].append(posteriors)\n", " result['log_likelihoods'].append(log_likelihood)\n", " \n", " # Store all results keyed off of state name\n", " results[state_name] = result\n", " clear_output(wait=True)\n", "\n", "print('Done1.')\n", "\n", "\n", "\n", "# Each index of this array holds the total of the log likelihoods for\n", "# the corresponding index of the sigmas array.\n", "total_log_likelihoods = np.zeros_like(sigmas)\n", "\n", "# Loop through each state's results and add the log likelihoods to the running total.\n", "for state_name, result in results.items():\n", " total_log_likelihoods += result['log_likelihoods']\n", "\n", "# Select the index with the largest log likelihood total\n", "max_likelihood_index = total_log_likelihoods.argmax()\n", "\n", "# Select the value that has the highest log likelihood\n", "sigma = sigmas[max_likelihood_index]\n", "\n", "# Plot it\n", "fig, ax = plt.subplots()\n", "ax.set_title(f\"Maximum Likelihood value for $\\sigma$ = {sigma:.2f}\");\n", "ax.plot(sigmas, total_log_likelihoods)\n", "ax.axvline(sigma, color='k', linestyle=\":\")\n", "\n", "\n", "## compile final results\n", "\n", "final_results = None\n", "\n", "for state_name, result in results.items():\n", " print(state_name)\n", " posteriors = result['posteriors'][max_likelihood_index]\n", " hdis_90 = highest_density_interval(posteriors, p=.9)\n", " hdis_50 = highest_density_interval(posteriors, p=.5)\n", " most_likely = posteriors.idxmax().rename('ML')\n", " #state = pd.Series(state_name) \n", " result = pd.concat([most_likely, hdis_90, hdis_50], axis=1)\n", " if final_results is None:\n", " final_results = result\n", " else:\n", " final_results = pd.concat([final_results, result])\n", " clear_output(wait=True)\n", "\n", "print('Done2.')\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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bJzs7m6ysLK/zi7YV4uPjOXHihNe6O3v27ClXOcQ/lMAoIicnh9TUVFJTU0lJSWHXrl18/PHH9OnTh8jISPbt28fRo0fZu3cvr776KkFBQZw8eZLmzZvTo0cPXnnlFXbt2sVvv/3GnDlzvBoDgwYNYtWqVXz55ZccP36cL7/8kq+++sprmsm56NSpE1u2bPGsf+HWpUsXtmzZQocOHbyOJyQk8PXXX/P777+zc+dOrwVzyhISEkJSUpLn5g8JCSEnJ4fk5GScTmeVvLdly5axadMmEhMTefvttzl+/Dj9+/cnPDyc/v37M2/ePH766SeOHTvGW2+9RUpKCk2bNi31ta6//nq++OILvvvuO44fP868efPIzc0957KJ1CTnGtfcrrrqKlauXEnz5s0991jz5s25/PLLmTNnDnv27CExMZH58+cTFBTk2aFARGq2M8WO66+/nu+//55PP/2Uo0ePsmnTJpYvX+41lVZEAseZ7ufiQkNDqVevHj/99BMnTpzghx9+4MMPPwTwqh+U5frrr2fHjh18+OGHJCYmsm7dOr744gvP8xdddBEtWrTgxRdfZP/+/Rw8eJA33niDmJiYcic+f/jhB1asWEFiYiJfffUVX375pWf9Pvf2sDt37uTgwYO89tprZ6ybXHLJJbRo0YJXX32Vo0ePsn37dj7++ONylUP8Q2P2ili6dClLly71PI6NjaVnz54MGzaM48ePs2DBAiZNmkSTJk0YNmwY4eHhrF69mv79+zNu3DgWLlzI888/T3BwMH379vWaptCjRw/uvfdePvroI9555x3i4+N55JFHaNas2VkXtzqTTp06YRiG17xTcCUwDMPwWgsCXItjvv766zzxxBM0a9aMESNGMGvWrDNeo3fv3qxYsYIDBw7w5JNP0rVrV9asWcO4ceM8O5b4+r2NGDGCFStWcPz4cVq2bMmTTz5J48aNARg5ciQhISHMmzcPm81G586dmThxYpkLlfbq1Yu8vDzee+89CgoK6NGjB3369FHvkNQJlYlrgGcdm969e3u9rnv7tOeffx6TyUTXrl29pp+ISM12ptgRGhrKo48+yjvvvMMnn3xC06ZNGTNmDB07dvRjiUWkLGe6n927h7jVq1ePMWPGsGzZMtasWUP79u0ZO3YsL7/8MqtWrSoxday4Nm3aMHHiRBYvXszKlSuJj4/n1ltv5d133wVcoz2mTJnCG2+8wfTp0wkNDeUPf/iDZ9HO8rjpppvYt28fy5cvJzo6mrvvvtuzxkffvn3Zv38/L730EmFhYQwdOvSMuxoFBQUxZcoU5s6dy6RJkzy7L7p/XgKPySg+6Uekljl8+DDh4eG0aNHCc2zq1Kl0796dG2+80Y8lEwl8WVlZjB07lnnz5nnNGRURERGp6QoLC9m/fz9du3b1dG7+8ssvPPPMM7z33nt+Lp2URiMwpNbbvHkzmzdvZsyYMURHR7N582YOHDjAAw884O+iiQS0xMREvvjiC7p3767khYiIiNQ6DoeDF154geuuu44rr7ySjIwMFi9ezFVXXeXvokkZNAJDaj273c57773Hpk2bMJvNxMfHM3z48ApvFytS14wcOZLGjRvz6KOPltgSVURERKQ22Lt3L0uWLCExMZHo6Gguu+wyRowYQXh4uL+LJqVQAkNEREREREREAp52IRERERERERGRgKcEhoiIiIiIiIgEPCUwRERERERERCTgaRcSkTpi4sSJREZGApCQkMA999zjee7QoUMsWrSIoKAgYmJi+Mc//kFISIi/iioifqRYISLlpXghIuXhy1ihBIZIHWC1WmnQoAGPP/54qc8vWrSIu+++m/bt27No0SLWr1/PgAEDqrmUIuJvihUiUl6KFyJSHr6OFZVOYKSnp+N0Oiv7MiJSST///DPr1q3zPO7Xrx/9+vUD4OjRo+Tn5zNt2jRMJhPDhg2jQ4cOnnNTUlJo3749AJdeeimbN2/2efkUK0QCQ6DHClC8EAkEZ4oVEBjxQrFCxP+qO1ZUOoHRqFGjyr6EiPhA8WBRVL169bjhhhvo06cPv//+Oy+++CKvvvoqJpMJwPN/gPDwcGw2m8/Lp1ghEhgCPVaA4oVIIDhTrIDAiBeKFSL+V92xQlNIROqAli1bkpCQAEDbtm2JiooiIyPD88VvGIbnXKvVqjmqInWUYoWIlFcgxAvDMLwaPyISeHwdK7QLiUgd8MUXX7By5UoAsrKyyMvLo2HDhp7nmzZtyu+//w64hoG1a9fOL+UUEf9SrBCR8gqEeKHpIyKBz9exwmQUTXmISK1kNpt57bXXyM3NBeDWW28lLS2NrKwshgwZwqFDh3j77bcJDg4mKipKK4WL1FGKFSJSXoEQL2w2m2KQSIDzdaxQAkNERERERGoci8VCWFiYv4shItVIU0hERERERKTG0RQSkbpHCQwREREJKGqUiEh5KFaI1D1KYIiIiEhA0exWESkPJTBE6h4lMERERCSgqFEiIuWhWCFS9yiBISIiIgFFIzBEpDyUwBCpe5TAEBERkYCiRomIlJfihUjdogSGiIiIBBSNwBCR8lICQ6RuUQJDREREAooaJCJSXooXInWLEhgiIiISUDQCQ0TKSwkMkbpFCQwREREJKEpgiEh52Ww2fxdBRKqREhgiIiISUNSjKiLlpQSGSN2iBIaIiIgEFI3AEJHyUgJDpG5RAkNEREQCikZgiEh5ORwOxQyROkQJDBEREQkoGoEhIhWhURgidYcSGCIiIhJQ1JsqIhWhBIZI3aEEhoiIiAQUjcAQkYoomsBQ/BCp3ZTAEBERkYCiERgiUhHuBEZaWhpWq9XPpRGRqqQEhoiIiAQUwzDUiyoi5Wa32ykoKMBqtWo6iUgtpwSGiIiIBByHw+HvIohIDZKdnQ1oPQyR2k4JDBEREQk4SmCISEW4R20pgSFSuymBISIiIgFHCQwRORd2u11T0ERqMSUwREREJOAogSEi58put/u7CCJSRZTAEBERkYCjBIaInCslMERqLyUwREREJOAogSEi50oJDJHaSwkMERERCThqgIjIuVL8EKm96vm7ACJSfRwOB5MnT+aRRx6hSZMmnuM7d+5k2bJlBAcH06ZNG0aNGoXJZPJjSUXEnwIhVjidzip5XRHxnUCIFWWVS0QCi6/ihUZgiNQhq1atoqCgwOuYYRgsXLiQCRMmMGPGDDIyMtixY4efSigigSAQYoVhGEpiiAS4QIgVpdEIDJHA46t4UekRGOnp6apgiASAn3/+mXXr1nke9+vXj379+nkenzp1ipSUFDp37uz1c1lZWURGRtKoUSMAunbtysGDB+nevbtPy6dYIRIYAj1WAGRkZOB0OjGZTNSrp8GiIv5QU2JF8QaRW0FBAQ0aNNCIUpEqdrZYAb6NF5WuFbgvJiL+VVqwcDMMg6VLlzJ69Gjef/99r+fsdjuhoaGex2FhYVXSc6FYIRIYAj1WAMTFxWEYBo0aNfK6pohUn5oSKyIiIsp8PiYmRjFEpIqdKVaA7+OFppCI1AHr16/nsssuIzo6usRzwcHB2Gw2z2Or1aoeT5E6KtBihUZtiQSmQIsVZbFarX65roj8j6/jhVopInXAnj17yMrKYuPGjZw4cYITJ04wadIkGjRoQExMDIWFhWRkZBAXF8euXbu4+uqr/V1kEfGDQIsVSmCIBKZAixVlsVgsNGjQwC/XFhEXX8cLk2EYRjWVXUQCwNy5c7n11lv5/vvviYmJoW/fvuzcuZPly5cTFBREQkICo0eP1pxRkTrOn7Hi1KlTGIZBdHS0Gh8iAc6fsSIzM5PCwsIynzeZTLRo0cLn1xWRc+OLeKEEhoiIiAQUdwKjQYMGpQ45FRGBsycwAJo1a0ZwcHA1lUhEqprWwBAREZGApCkkIlJZ2lJVpHZRAkNEREQCkhIYIlJZSmCI1C5KYIiIiEhAUgJDRCpLCQyR2kUJDBEREQlIDofD30UQkRpOCQyR2kUJDBEREQlIGoEhIpWlBIZI7aIEhoiIiAQkwzA0CkNEKsXhcKBNF0VqDyUwREREJGApgSEilaU4IlJ7KIEhIiIiAaVob6mGf4tIZSmBIVJ7KIEhIiIiASUnJ8fzbzU8RKSyFEdEag8lMERERCSgREREeP6tERgiUllKYIjUHkpgiIiISEAJDQ31/FsJDBGpLCUwRGoPJTBEREQkYKnhISKVpTgiUnsogSEiIiIBy+l0ahSGiFSKYohI7VHpBIYymiIiIuJLqampXo9tNpufSiIitYHT6fR3EUTERyqdwDCbzaUedzgc5OfnV/blRUREpI6ZNGiQ11aq7gRGbm4ueXl5/iqWiNRQhmEoiSFSS/hkBEZpPSMFBQVKYIiIiEiF9Tx6lEXPPON5bLPZyM3N9fynhoiIVJRGjYvUDj5ZA6OgoKDUY3a7XXPOREREpELaAhvffJPs7GwALBYLubm5gKsn1WKx+LF0IlITKYEhUjv4LIFRtDfEbrd7goTmrYqIiEhFXA28YjazcNKkUp8va/qqiEhZlMAQqR18ksAwDMNrukjRnhGNwBCRs1GcEJHiYgDH3r2lPqeYISIVpalnIrWDz7ZRLSws9PzbarV6/q1KhoicTXp6eqlT0USkbjPKOK6eVBGpKMUNkdrBZwkMu92O1WrFMAyvoZ1KYIjImVgsFhwOh3YWEBEvmUC9Ll1Kfc7pdKo3VUQqRAkMkdqhni9fLDc3l8jISK+tz5TAEJEzcU85s9vtWCwWwsLC/FwiEfG3teHhfHPRRUwsshNJcQ6Hg6Agn/XDiEgtpwSGSO3g0wSGxWLh2NGjvDd9OsbRo1jr1+fqUaP4yx13qJIhUscZhoHJZCpxvOhCv0pgiAhA3tNPM/3220uNGW4Oh4OQkJBqLJWI1GRKYIjUDj5NYKSkpPDarbfyr0OH2A1sB9b8+COFmZmM+Mc/fHkpEalh7HZ7qY2NogkM7VokIgCdunY9Y/ICNMJTRCrGMAycTqc6VUVqOJ/ewcuee45xhw4xG8gD7gKGFhby8YQJHD50yJeXEpEaprQ56w6Hw+uYEhgiAt6LgZdFvakiUlFaO0ek5vPpCAzr0aN8DowE2p8+djHwttXKtL/9jTn//a8vLyci5WS1WnnttdfIycnB4XBwzz330KZNG8/zO3fuZNmyZQQHB9OmTRtGjRp11t7Pc2G32wkNDfV6XJTT6cThcBAcHOzza4vI2QVKrFj50EOsPf98Bv3zn1zUvXup5yiBIeI/gRIrKsrhcFCvnk+bPyJyFr6OFz4dgeGIjuYU/0teuNUDGh4+rN5VET/ZsGEDrVu3ZurUqdx+++0sX77c85xhGCxcuJAJEyYwY8YMMjIy2LFjR5WUo3jCorSYoDgh4j+BEiumHTjAhHXr2DB6NNu//77UczSFRMR/AiVWVJQSnyLVz9fxwmcpSIfDQXJ6OubSngOcwcEBkXkVqYs6dOhAw4YNAUhPTycyMtLzXFZWFpGRkTRq1AiArl27cvDgQbqX0etZGcUbHKUNE1ejRMR/AiVWrAIOAJ2Sklj94ot07927xDlqiIj4T6DEirLYbDa+/PhjfvvpJzpecQX9b7qJkJAQxQ0RP/B1vKh0AiMtLY38/Hw+/+ADRm7bxjpgK9ADKASOAXFAfocOZGZmVvZyIlKGn3/+mXXr1nke9+vXj379+gHQunVrAF588UV27tzJxIkTPecVn9YRFhZWJUmE9PR08vLyPNumAnyzcSNvTZpE/YwMnLGxtPzDH3jgiSeIi4vz+fVFxCXQYwVAAjAA2AEc2rGDw4cPEx0dXeI8k8mkKWciVaQmxIqMjAwKCgq8jv343XcsmzCBB/LzuRbY8dFHTHrzTf4+fz4tWrTAbC6tu1VEztWZYgX4Pl5UOoGxa8sWrrjqKk5t3sydDgddgTnAMlyJiw7A/pAQYhs2JDY2VvPORKpI8WBRVE5ODg0aNODhhx8mKSmJadOmMW/ePACCg4O9pm1YrdYquU8bNWpEUFAQTZo0AWDu44+z6plnGGq3sxnokpFB7qFDPLh2LW/s2EFCq1Y+L4OIBH6sALgUMHB1hsyxWHjnlVd4aM6cEufFxcV5VXxExHdqQqyIi4sjIiLC83j31q18+vDDvGY2EwL8GzjsdPLHvczhIVUAACAASURBVHv59MUXeezNNz09vSLiG2eKFeD7eFHpNTB+di/MWa8exukX7AL8GZgC3ApMtdn468cfM+fBByt7ORE5B++99x7btm0DIDIy0msLsZiYGAoLC8nIyABg165dtGvXrkrK4XQ6sVqtHDt2jB2vvMJNdjs/AU8CQ4FRwPyMDJ664QYMw6iSMohI2QIlVhQVB1j37i31OQ0HF/GPQIwVAP+eM4f2ZjMFwFO4OlIfAloDe9au1WhwET/wdbwwGZVsJSx88UWuHzaM/37+OYXjxjHQYmEmMLnIOUFAc+DRLl145pdfKnM5ETkHycnJnkynzWbjlltu4ciRI8TExNC3b1927tzJ8uXLCQoKIiEhgdGjR/t8zRqLxUJ6ejpRUVG8/dxzHJo+nYbAIKBlsXM3hoZywbffcvkVV/i0DCJyZoEQKwBOmUwUrZzM6tqVjjffzK+rVhFiNkObNox84gku6NCBqKgon19fRM4sUGJFZmYmhYWFnsfP//nP2H/5BQN4EIgocm4G8P7tt/PM0qU+L4eIlM3X8aLSCYx7+/ThsaVLmfW3v2Fev57znE5SgKnFzmsBPNmmDdMOHdJiniJ1kDuBAfDhggUUPPUUB4FplJzLdgAoWLGC6wYPruZSikggKJrAOBQUxMsXX8xt+/dz1Gwm8fTxvQ0a8MzXX9OjRw8/lVJE/K1oAqOwsJCn/vIXEnbvJgN4rJTzn7vkEl7cscOrB1hEapZKT0iz//ADL0+bxoD//pcep5MXzwHZQMOi5wGFrVopeSEi5GVk8Buu3pAvgeuAbcBGXL0lOS1b8tRVV/mxhCLiTx/ExtIlM5NtMTEcu+IK4rZu5WezmT8At58+Jy8vj39ddx3vJybSoEEDfxZXRPxsyQsvcOzTT0k+coTzcdUvSuM8vROJEhgiNVel716zw8GmxYu5/PRqoU2BScCzwPHT52QCk1u3ZsRzz1X2ciJSQ7354osApKSkYPn4Y67HNbf9HeBfwEngn8BwICQnh29WrvRXUUXEz4Ieeoj5CQkcjopi765dtMvMxA5cVuScBsC/0tNZ+tJLfiqliASCjWvWELZgAUcTE+lsGLTB1fY4cfr5VGAnsD0oiGZ9+mjtHJEartIjMK4C4gwDR5EXa4QrifFYRAThnToRlZDAI3Pm0LZt28peTkRqqG3TptHjmmvYtGYNA5KSaAv8AXgbV+LzxtPnxQCP5uXxwjPPcO2wYYSFhfmpxCLiL8acObyemYkVeAb4BbimlPNaA//ZubM6iyYiAWbTkiU0zM+nEa4FO+vhap88C6QAnYF2wJawMFrk5WGz2QgPD/dfgUWkUio9AiMG2AsUXw6nHhB36aXc+eyzDL7/flq0aFHZS4lIDfacxcJHs2cT2bAh+aePhQF5uBbyLMoG9D1wgK1bt1ZrGUUkMAzLzMQEJONKUrjrGsWdAOLat6/GkolIoKlnsZCHa+q6uzM1HFeH6gTgAVxTVacWFnLhkiUsX7jQPwUVEZ+odAJjI64sZzAwB/gRWAHc16ABY159ldDQUKxWK06ns7KXEpEaLApwJiXxp8GD+bRtW88CfWFAQSnnZ4SFaV67SB33NXAEVyNk/+n/EoFXca239XSzZgz95z/9Vj4R8b/oiy+mEDADRVsbubgSoEX1MZvZ/ckn1VU0EakClU5gNABGAHcAo4BCoD1wZXAwefn5fPXRRyx/5hnemD6d7Ozsyl5ORGqoAsDUuDEREREMnDGDJy64gK+Cg2kcFMT8Yotp2YFvOnSga9eufimriPhfGq5RF82A3biSFouBD4G7gPHAkOxs5jzwAJXcUE1EarA7xo/n9xYtiAfeAk8HSVnz5E0WS/UUTESqRKXXwDBwDdMCiMY1GgNgh9nM3HvuYcyhQ3QEUjdt4omVK3lw1SratGtX2cuKSA1zV2gotw0ZAkBkTAwRHTvyQVgYV9xwA50aNmTK669jOX6cMCArPJwul16KYRjauUikDloYGclvBQV0BO4B3gNW4UpuTixy3gCzmci1a/nmyy+56tpr/VFUEfGzz+bPp3NwMN/gGu35LyDMZOKwyYTD6SS4yLmZQGiHDn4pp4j4hsmoZLfFv0wmeuJajK+ov0ZFsSg3lwjAiivJ0QB4YuBAnvn888pcUkRqoHyTiQmtWtFowACiPvqIW7KyqAesrl+fQ4MGkb51K08cOuRJiB4IDubbO+/ksUWL/FlsEfGDoe3b88ShQ8wAXjh97EdcI7n6Fjs3FHh1+HCmLVlSjSUUkUCwctkyTo0ezY15eYBr5NaPwMY+ffjbk0+yZPRo/p6YSDPgALDooov417JldO7cWVupitRQlb5zt4WH8x7wPa7RGLnA81FRxMfEEI9rfju45qSFAiGHDlX2kiJSA9UD7jh6lIz33mNEVhbhp48Nyc/n5IoV/L1I8gKgo8NByPr1pKen+6fAIuI38RYLb+Gakrrp9LEGQFYp5+bgGtUlInXPxsWLueF08gKgMTAQaJmYyHmtW/OPVav49333MaVnT9beey9PrFhBbGystlIVqcEqncD45NQphsyfz4fdunFvfDwvDxrErWvXEtWsGSZcSQv436I69tDQMl5JRGq73cBNhYUljseZzSQUO+YEuiQlcUhJT5E6xxISggm4DzgOzAA+B1biGtVZ1FvNmnHbhAnVXEIRCQRHtm8vtTETabViNpuJi4ujSXw8ZGSQ/cUXPD9yJDs2b1YCQ6QGq/QaGEFBQfQbNIh+g7w3Qmw/cCA/7t5Nj9ML5TiBQ0FBxF55ZWUvKSI10Ne4tkdNN5mg2My1SOAorvntS3GN3LIBqaGhvNamTTWXVET8LbRbN4IOH8YEDC1y/Bjw9/r1udYwyCgo4OdmzRj48MOcf/75fiqpiPhTr7Q0DuIareVmAKfi44mLi+OjuXNp/NJLzMh3beBuHDvGK+PG0aRFC67o1csfRRaRSqqyyV93P/IIX//1rzzXqhXfmEy83rgxb99yCw/NmVNVlxSRABYMbA8KYmlMjNc2ZwaQkZDAnNateRt4FNeWiZOBB/Lzeeuxx6q/sCLiV+Nmz2ZvsVjh1v766/mxRQvi69Xj9pQUdr/xBisWL672MoqI/10GTAW24KpPpAIzExIYNHkyhmHw22efcc3p5AWACfj7qVN8OHOmP4orIj5QZQmMkJAQHl2wgFHbtnFi9my6LVjA1KVLCQkJqapLikgAuwqY4XTS0WxmbPPmfBQayuqwMKZ26sSNzz5L/B//yDi8h4VdaBg4vvpKWzCL1DERERE8vHQpU887j1O4GiY7goOZe9ll5O7axbOHDnGD3c6VhsHkQ4fY9cQTnDhxwt/FFpFq9hmurVPTcS34u8BkIrx3b7r17InVaiUqq+TKOaFAcFpa9RZURHymyhIY9eq5miGNGzfmsssuIzo6GqeztL4UEakrfgFSCgu5MSkJm9XKf+Li6DlmDD2uuoqQnBxaFTvfBlyQlsbx48f9UFoR8acuXbvy4Nq1fPHAA7wweDDHn32WwRMn0vfwYa9tEQHuOXGCZS+8UOrriEjt9RCuaacDgUeAxwwDtmyhsLCQ0NBQcuPiSvyMGbA3bly9BRURn6nyBAZAeHg4drtdC+aI1GF24APgaeA64A7g1VOn2Dt7NhkZGbS8+GLPDgMZwDpgO/BL48aa3y5SR8XFxXHPpEk8Mncug26/HavZTNTptbWKCgcKcnKqv4Ai4lcNSzl2XlYWaWlpmEwmLh42jFXR0Z7nHMArLVsyZPx4jGLrcYlIzVAlCYyiyQuA0NBQrFarEhgiddg9uKaRFA86I06e5Iu332bkxIm82LkzbwFLgDggEdhVUECuGiYiAvTo1YtvSlnY95OoKK6/914/lEhE/Km0iSBH4+Jo2rQpAIPvvpuwp59m+hVXMK5FC/7Wvj29Z8+mfceO2Gy26i2siPhElSQwgoP/N7gzNTWV5XPm8OlTTzFn/HiSk5Or4pIiEuBygJhSjjcAzLm5xMbGctWkSTQJDmYc0B0YDCxMTuaFkSOrs6giEqAiIiK4cMwYXm/alGxcW6p+3KABRwcPpvsVV/i7eCJSzWbimhLi9k1EBM1vuIGwsDDPscuvuQazYXB1VhYPHjzInvHjmTt5MlZr8U2ZRaQmqPQ2qqW+6OkRGImHDvHSwIGM/+03goG8bdt49uuvuf/f/6Z9p05VcWkRCVC9gP8CPYod/zA8nMH33QfAz59+yqMOB0WX7AwF4n/9ldTUVJo0aVI9hRWRgHXDyJEcv/pqZk6ezKmdO2kaH0+/Hj1wOBxeHSgiUvsZnTrxsN1O6/Bw7BERdBk8mDvvvtvrnHkPPcTErVuJOv24a1IS33z4ISuuuIIR999f/YUWkUqpkgSGuwLxxsMP8+xvvxECJAGNgGcPHOCJRx5h1urVVXFpEQlQvYBDwOu41r8IB1YAm1q2ZEq3bq6T7HbCwSuBYQci7HbMZjMiIgD/WbyYnj/8wKD8fILS09k0YQJTvvmGZz7+2N9FE5FqNG3t2jPucFhYWEjkr796khdu/2c2M/vjj5XAEKmBqnQNjHqJiYSdvogJ18I5IUBIYmJVXFZEAtg24AZc00KWAvOBYGBIkcrDxTfeyI8hIRQCbwPPA7OAzU2aEB8fX91FFpEAlJqaimXlSobk5xOMq37R22rlwq++YuumTf4unohUozMlLwCcTichpazBZwIMm00LeYoA2dnZNepeqNIEhi0iwutC7vBhi4ysisuKSADLB34G4oH7gZHAF40aMbjI+hY333MPy/r1418mE1fj2hLt78AFSUl89cknfii1iASarRs3cuWpUyWO/yknh6+XLvVDiUTEX86WwKhfvz7pCQkUT2HsN5k4r1cv7HZ71RVOpAawWCzk5+dTUFDg76KUm88TGCaTyZPAuGDIEDaFhwOunlYD2BIaSpsbbvD1ZUUkwI0FfsE1ouJZYGJEBBOXLyeiSKIzODiYNhdfzAzDwL1xajgwKT2dr2bNqlHZYRGpGo1btCDpdN2iqONAE225LFKnOJ3Os55zx8yZTG3XjgOADVgfHs6SPn0Y+ve/ayFPqdOcTidZWVmAa7pVTeHzBEbRBbTunjiRLffdx9T27fmwfn2eadmSDaNGMfrxx319WREJcDOuuYb8pk1pFxODuUsX/vraa3Ts2LHEonsZO3ZwQbGftQPnnzxJampqtZVXRALT5T178t/27bEUOWYAi9q04dbTCwKLSN3w5P/9Hzt/+OGM57Tv3JlHv/iC1ffcw6imTVmTkMD5XbtitVo1AqMWs1gsZz+pjsvJycFxeoqV1WotV0IwEPh8EU/36AtwjcZ4aM4c8qdPZ/ny5Qxo2pRrrrkGk8nk68uKSIB7bs0a9u3bR15eHre0bk1QkCt/WjyB4axfHwNXcHJXK2xAekQEUVHFl+ESkbomKCiIiR9+yKy77ybh0CGwWDjYqhXDZ81SjBCpY2YeOMCESZO46KuvvNogxW1eu5YG//43C9PSCEtJ4fiBA8zYsIGp//43DRs2rMYSS3VxL/5edEvdui43NxfDMAgODsYwjBLTRiwWi9fI6EDl8xEYpc1Fq1+/Ph06dCA4OFiZTqkyGgYY+Jo2bUrbtm09yQsomcAYPH48bzZuTGiRY4mA0bNnjQiqIlK1wsPD6dSlC/946y0SO3fmWFgYDTMzWfnCCxzRIuEidYoJuOb33/lpy5Yyz3E6nWyeP5/RaWm4m7LxwAN79rDkxRdrTK+zVIzNZtMOdkVYrVZyc3PJy8sjOzubnJycEufUlM+rSkdguB0+dIhlM2aQf+IE3150Efc984x2FBCfy8nJISYm5owZ+LrKbDYzf/58MjMzsdvt/PWvf6VDhw6e53fu3MmyZctca1C0acOoUaOqbaRU8QRGjz59ODJ9OpPnzCH1999xAJbGjZk2bly1lEekLgvkWOEWGhqKYRjMufNOHt2xg/rusp86xcwbb+S1bdvOurCfiFROIMWKEIcDm81W5vMpKSm0Sk4ucfw8IH3XLqxWK+GlrKsjNZtNu8x4KU9ywmw2YxiGz+9VX8cLn47ACAoKKhEAdm3dypt/+hOPr1nD0z//zN+WLOHlq67iwL59vry01HEOhwOr1VqjFqCpTl9//TUtWrRg2rRpjBkzhsWLF3ueMwyDhQsXMmHCBGbMmEFGRgY7duyolnIFBQWVGqD63nwzzuBgHrPZeM1mY96pU2z8y1+0E4lIFQvUWFFUSEgI365fz4Bff/UkL8C14O/QfftY89FH1V4mkbomkGLFhrZtuaJnzzKfj46OJqOUHRCtAFFRGsFbC9ntdgzD8Pz/XJT1cw6Hg/z8/MoUr8qVVvbyJDAMw6iStUN8HS98msCoX79+icbIkilTePrIEaLd5wAzf/+dxRMn+vLSUse5ExdasKd08fHxXH311QBERER4DZfMysoiMjKSRo0aAdC1a1cOHjxYLeUqPvrCbeFjjzF9716ann5cD3g4KYn/PPussulS57kX3KoKgRorigoJCeHIL7/QpZSEdTu7nSO7d1d7mWqjQB5Wb7FYArp8dUGgxIrpCQn834QJZ1znIDIyEudll3Hi9GMbkAe836gR191/v+qOtZB7RI47iVERhmGQnJxMampqqXEmKyuL7Ozsaus0rUj5MzIySE5OLrG2hd1uL/frVMV2qr6OF5Uea5+RkUFubq5n+9Ti2Z16R44QhGsbVQAHEAJw+LB2FJAKs9lsFBQUlFhwKSMjA6vVislkqrENXIfDUWaDvjx+/vln1q1b53ncr18/+vXrB8All1wCQFpaGq+99hq33Xab5zy73U5o6P9WnAgLC6uStWrS09NJT0/3OlZWhSNnzx4aA2mc7iHBtaBn4xMnSExMpEGDBj4vn9Q+eXl5pf6tZGdnExUV5bUWS03hrlg1adKkRLywWq0EBQWddRpdoMcKcMX00iqOwcHBhISE0P7yy/k2NpYbMzO9nl/foAEX9Oql+kUlWSwWLBYL0dHRXscdDgdOp9OvU3TsdjtpaWnUr19fi7ZWsZoQK4Z/9hmhoaEl6hfFDZs8mbcKCjj6zTc0M5tpEBREclgY5yUm0iIhAafTWSO/E6R0OTk5noa43W6v0BpqeXl55OXlAa7GfP36/xvrZ7PZPH9rGRkZxMTEVOkioTabjYyMDGJjY73uqdJYrVYyMjIAV527SZMmnueKvqfyKCgoqND7OlOsAN/Hi0onMOLi4ggNDaVhw4Zev2A35+mGpjskOHElMYyYGK8PVmouh8NR5lQAX0tLSwOgYcOGnj/24kPE4uLiKpUI8Aen01ki2FRU8WBR3IYNG9i4cSN33nkn7dq18xwPDg72mjtqtVqrZB0Rd2a1qPr165e6+rcpNhYHEIZ3AiM3KoqEhAStcyJnZbFYsNvtNGrUyKtSarVasdlsNGzYsEbOebbZbNjtdmJiYkqUPycnB6vVSuPGjc/4GoEeK8AVx0tLRoeHhxMXF0eTJk34/M9/Zs/HH9PS4WA9kAKc7N6dRYMGabezSsrOziYoKIjY2Fiv33FeXh65ubkl7qvqlJWVRaNGjQgJCVE9sorVhFjRtm3bcveER0ZE8ITZTCsApxPj5EleevppOixfzgUXXFAjvxOkbO6kRYMGDUokY8/E6XR6Gu+hoaFe36nFp46YTKYqjYfupENYWFip9eiisrOzvb77oqKiPH/ThmFUKCFhMpmIiIgod4fh2WIF+DZe+OTTNplMRJYytwzggr/8hW8jIgjCtVIwwOr69el2xx2+uLT4WWFhIcnJySQlJVX5DjMWi8UzT7Hol5XFYvGq6NbEnW7y8/Ox2WxVNjT8xx9/ZM+ePTz++ONeQQMgJiaGwsJCT9Z2165dJc6pKmUlmgY9/DBvNWpE0VC7NyiI6KuvVvJCysW9EFXxUYHuocI1dc6zO76VFuesVmulY0igxgq3ovf/U0uXsmLgQOaEhtIduBaIOXSIz956q1rLVBu5v2OL99i5v28r0pPna+6Krs1m0zQSPwr0WFFcTk4OYT/95EpenGYC7k1KYuUrr9SY3Rfk7AzD8GoQn2mB1+KcTqfX92jx79XidQfDMKp0PQx32a1W6xnX5CgoKChRjpycHOx2O1lZWec0jSYnJ8dnsd7X8cInLYHw8PAyezvufvRR5ubksHbFCsKTkjgeE8MlI0Yw9r77fHFp8SOn00l2djbwvxu4KvfSLjony2w2e65VPJjYbLYat+ezu7Jos9mqZPTIhg0bSEtL4+mnnwagSZMmtGzZkpiYGPr27cuoUaN44YUXCAoKIiEhge7du/u8DKUp6732vPpqTs2axeRXXyX38GGOAo27d+fNl16qlnJJzeeOC1ar1SvB7j5eU+c8l5XAMAzDM42uMgI1VrgVTWBkZmYSs2MHDxT5Dphw4gSvT5/O1TffTGxsbLWWrSYqbbV5q9XqSQwUFBQQHR1NUFCQ528MXN/BFenR9GV5i/fU1ZZec6fTSWZmJnFxcRW6jx0OB5mZmTRq1KhaRx4FeqwoLj09nRalNMbqA/aMjCrbfUGqX2nrP5RXaZ0bVqvVM5qjtOfz8vKIjIyskvq7u+zuxTWLxzun01nmWh12u52UlJRKXb+wsNAn07Z9HS9MRiUXDMjJySE0NPSsXyBms5mZTzxB5pEjDBw+nAE33qggUcNlZWV5BQmTyUTz5s2r5PfqcDhILrYFVlxcHOHh4aSlpXkFlMjISGJiYnxehqpis9k887UrOsytJrFYLCXmqDZp0qTMudQ2m41Hhwyhw4YN/LGggMSQEP5z0UU8sWYNzZs3r44iix9VtiJ56tQpDMMgODiYZs2aAa4v+uTkZE8vRsuWLX1S1uqUmZlJYWGh1/B5s9nMZ+++y++//ELPG26g75/+VOPncrt/f8U1btzYM33wnTlzuOzhh4krdk4SsO+117hj7NiqL2gNlpubS2FhIY0bN/b6e8nOzvbqyXNPES4sLCTz9JojVfl9fyZWq9UzlRRcQ6Qruw6Gw+HAbrf7veMjPz+f7OxsYmNjKzRfPzc3l9zcXGJiYsocDV0RNa0R746JZ2Oz2Xi+f38mHTjABmAz/+vFjbr/fu6bMsVTr5Say+FwkJKSUuL7o3nz5uX6XnTfT0W5pzuX1hZxCw8PJzY21qf3jmEYJCUled5LWFgYDRs2LJHIr+rFRMv72VWnSpemtK1Ti0tLS+PhK6+k20svce9HH5EyfDgP9u+v4Vp+4s7IVWaqhcViKZHhrKqtd6DkMFZwfdk7nU6ysrL4dPFiFj/zDIcOHqxxU0gKCwvJz88nNTW1xg5rP1dnylYvfPppRq9dy20FBTQB/mCz8fyOHbz0t79VXwEFcN3bhYWF1bZAbmZmJklJSec8PNzhcHjK6nA4PMM/CwoKvN5DVe7mURXsdjuHDx/m2LFjngrLr7t3M+Gyy0geM4ajr7zCWwMGcFPHjp6GZm1TNGaYTKZSKzE167fqP/n5+djtds9ISrfidbOCggJsNhs5OTmeY4Zh+OX+KW3EZUV/vmg9xb0gaGZmpt8XAHfXqSpaj3J/Br7aOaCgoMArSVQbuDu2Og4fzpSwMHKBR4EJwJ3A7998Q2FhYbXtKlFXnMsOIJWVn59f6r1c3nKUFlPc9+SZplOYzWaf1+OLbwFbtCPQMIxq2wklENvrlU5glCdLPGfMGJ7ZupU/2Ww0AvoXFPDQ+vW8PmlSZS8v58BsNmO328+pgute1besn62KBIZ7bldp1/rPypU89+c/0+Wxx7jh1VfZNGQILz3yiM/LUFVyc3N54vbbefOaa1jdrx+P9+vHxs8/93exqkVQUNAZM7onN26kk9Pp6SFxAuFAyL59mvdcjdxfkpmZmaSmplZ5ZcRqtXqSJef6xVy8jO4v3+LzQ2tSAuOtGTO4vUULXurRg1W9evFY1668MnEi88eMoevevcQCTwCznU5eOXiQsd26+XWdgqpgMpm8EhjXjxzJh+efT/H+rg8TErhe62ydkd1u98TRwsJCT6W7tLWY3KMESzte3Yrf26WVwb1qf/Hy2u12z25YSUlJZGVled6X0+ms9sZr8YaJ+71UtLFQdI588e/Gc0nKuNcb83dCx5fco1sH3nknYbGxDOJ/6/I1A+7ds4cVixZ5ppGIb7gb3NURK9z3cFmJvPKUweFwlNqOsdvtZGRknDVJ6G5bVeRvyOl0eiWHiyotGeJwOMjJySE1NbXSa28YhsHnH3zArNtu47mbbmLBtGlltrcCTaUTGOWZ72P65Rei+d9WqgAtgcwffqjs5eUcuL8cbTZbhYKK3W4nLy+PrKysMhuQxb94K5t9dfcOlRYMDMPgk8cf58nDh+kEhAL9MzOJX76cjV9+ec7XrE5P3HILo9as4Z/Hj3N3WhqP//wz/x0zhsTERH8XrcqdLXa4f+NFF+pxANSgoa01ndPpJCUlxWsrsvT09CpNYhRtRJxrj2Lx8hUUFFBQUOCpnJw4cQKLxVJjEhifvvUWB59+mnvT0njG6eR+p5NnsrJo+MILNNm1i0TwqpA3AqYeOcL7L77otzJXheIL+DZq1IhLH3+cFxISOABsAaa2aMEl48fXqGmE/lC8Quq+7yrSiPfHaMfi1yw62sotKysLs9lcolFQtGfW6XSWGJFVnb2M7rpU0cduTqez3HWz4gsOFv39FRYWltkwKkvRkbQ1bTRrWYKDg6lXrx4mk4mjR49yebERRwDtgRPbt1fpSOK6pKCgwJNQcDgcpKWlkZGRUWJqhq+vmZmZWWb7pDx/z3l5eWUmH8qb3HI4HBXqPLBarZ7dnUp7rqxy+uL+fOPJJ6n/2GN0+u47HFu2kPLGG9zbu3eJsgTi6PBqmdBinG5wFG2uWIscl6pjGAa5ubleQ6iL/iFWpIFQnnMdDodXJSA3N5eUlJRz+kLIy8sjJSWlzErF/v37uTQxkSxgOrAEWAtsKyjgvenTK3y9Dx1HjwAAIABJREFU6mAYBhkZGVitVv6zejXB69ZRfFOkv584wQezZvmlfNXpbAmMVv36sbtePa8ERhbguPDCgJuLV1sVjR1uDoeD9PT0Kmv8F62A22y2c+oNK62XNjs7m8UzZ/Jy//5svPZaXu7fn3mPPVYjetu2vvsuWCz0LXb8jw4HyRYLF+M9bcIJdABObdtWXUWsFqXtQPSXUaP484IFvHTeefwQHk4Tq5XvP/yQo0eO+KGENUfx72Sz2VzhUQj+GIFR1ogLN7vd7nnsbsAbhlGu9+bLSvqZ4op7Fxez2exZf6P476O8ZSn+eeTk5FBYWEhWVpZnbnxFYlzRIev++P1WhaJxIyEhgaNFkptZwEkgA4g8vVZSeXq1S/udiUt+fj5ZWVkkJSV57jn3jmC5ublVkii02Wxn/b2d7e/ZndT0hbKmsZTG/XeUm5tb4meqMnFw7NgxkpcsYbfZTEtgEvA4MDMlhX8NHOhVx3PHqUBSLfsRBnftSsavvxIGrAaOAq2AJn36VMfl67T8/Hxyc3Ox2WyEhISUyKoV3c3jbMobrPPy8ggLC8PpdHoCSnZ2Nk2bNq1Q2c+WqT20bx8F+fm8DDwMuJe+NIAnf/qJ5ORkz+J9gcJut2M2m7FarSwYP54BpWSKIwHz6UU9a7OyFu90GzVpEo9t306nb76hfUYGP4SE8MuFF/Lcm29WUwnrtrKmbrmfS0tLIzo6ukKLzZ1Nadsi2mw2z6KN5WWxWDh+/DhRUVGe+PbaE09w8aJF3O1+/cxMts+bx3stW3Ln+PE+KX9VCTkdR4tXH2KBX00mWhZ7zoGrYh5eyxa7LS3pWVhYyKcPPcQrJ064OknMZiybNzPrL3/h9Z9+UrKzFKX1Mrvv6YokJqu7QlvaaAtw1Tni4lxLuRZvHOXl5WGxWHA6nWedeuge+XC27yY3dwdRVFRUiYX7CgoKsNvtpdav3OUB13o/pf1dWywW6tevf9YyFG+UGYbhNcXX6XSWunNBWYr+TmtjAiM+Pp7sbt3Yd+oUnwBxQANgc716DDq964HFYsFsNpf5mRmGQVpaGk6n02tR4brOHT/Odp/l5+f7dKHU0haIL83Z4tWZRl9UlLv9414YODg4uMzvoqKxuGh9p+j6XVVh5pgxXGc2cwr4A5AGfA7YgGt+/53/rl5Nv8GDPedbrdZSOxH8pVq+2ccvWMD4yy5jNHAe8FcgxGTi0E8/BeTCILWF+8sV8GQ+iyvvDVJ867IzsVqtJCUlea32b7fbK5RJPFvPq2EY/DB/Pltw9TQW3bfDBEwsLGTp7Nnlvl51cX+G/8/eeUdHVa5d/Hemz6QXUkkIhE5AOkqRIkoRBf289qtiF0VRLDS7ItxrpSkWiqIiIkURRAERkCaQAIGElpCQXmaSmUwv5/tjMnMnkwkkdK53r+VaGuec886Zc973efezn/3k5+fTs7ycQ7gJl9XAO8C/gJeAhN69m3TehgK7yxlnWvRlMhkzVq6k6M47+Sw8HJtUSmx1NQtfeeV/HhgXAWfKIHha9wXyldBqtWeVnWqo9rQhBBrf+mXLeG3IELYMH86SoUOZPnYse3bsIGvxYq71e26uMZvJWr68SWO8FL4SrhYtsABW3ETFemAO8DYwwOHgD8BXb+AA3k1O5p6pUy/6WC8kAgVPqxcvZuzRo3UUnkpgxOHDbPntt4s2tisJVqv1nEzufD9/MdedhsZnsVi8md5AMWUgX4+G0JQ4xSP9DjRv2Wy2eiUqvuP1/VwgZYj/OCwWS4Pf7UxoChGRn5/Px++8w5ypU/lrx45GH3c5w3fekMvlPDN7Nv9u1ozxwDjcJp7zHA4OzZxJcXEx4CaWGrpvHrUSnDnR9neBx0enMbGo1Wo9bXxgNpspKyujtLS0nsFwIDTWB8K/3Mr//52rn4Q/PD4V5eXldcrFfGGz2erMa77v/YVU+Bw9epTEw4fZDfTEHVMsBoYCt+BOgKyYPbvOMZcboXlRCIywsDBiYmJYAPTA3XN5mCjy9O+/M//VVy/GEP6WaGjx9EdjXpKmypgCXbcp0tRA1zObzWRmZpKVlcWxY8foWFjItUB8gONDgarCwsYP+CLBMwF45G6tgedxZwEmAy/iXlAzli9vNLnncrmorKy8oggMQRAalbVYtWgRnb/6ig+rqnjAYmFSbi7DvviCOZMmXYRR/n0himKjpZR6vd4bFHiyuBaLhcrKyiYT1IHmotMtmhUVFXUCyGNHjrDvmWd49NAhinU6TEVF2H79lffvv59kz7sHrAVm4160pU0gJFwuV8CymsbOtWeLh2bOpCIpiYnAFNzzxVigGnheFPkSmAdMBd4FHoqK4qbFi0lOTr5gY7oUCJSpLj5+nJYB7n2i1UpxTs7FGNZlD4/yz4PzGRhfTBXG6a5VVVVVr6X62aApx3vuaaDYxkMSBTpfYzYCvj4Yoiii1+vrbYJcLheL3nuPd265hZmjR/PxK68EHEtjrmc2m3nsuut4rVMnhs6Zw9hFizh8yy1nPO5KgC+BIZFIqKioYIjTia82RgAeKipi5Zw5wH/KfQMlS3zXRqvVetlJ6y82tFptgxv0htCQN4vHNNzhcOB0OjEajZhMJoxGY8Bn279s/Uxo6F04n+qLQLBYLAGv7R9n+X7mQpaPzH3xRXra7RiBTCAdmIhbZBAFPAJ0zMsjz8eP729JYLhcLhRHjqCirg9GIlC+ffvFGMLfEo3dgPi/JIEm4/MR8PhPPp669EDwvZ4oisybOpVnunZl5fDh7Ln+ej66+WZ0VVWMAPb5HFeKu0Rpm0xGtxtvPOcxn2947u3ymTMpsNkYhNsBe4DPZyKBh/ft4/v584Ezu4hrtdorbgGVy+WN6pW9a/FibjIYvLVuTuAqu53i9esv6Pj+7vCVOJ8JnoDDZrPV88YIlJ0yGo0BAw6Xy9WkYN/T2rGmpsY71u9mzOAfJSV8BDyKu0Xeq0BLoxE7UIK7U0cc7gVaAWQUFDTa6M7jzO87t9psNq9p4IVCi1atGPrqqxxSqXgZ6AWYgTa4/aSkwAzgDWA80Lx1a/oMGlTvPFe6cimQAmPg7bfzW2hovb9viI2l/6hRF2NYlzU8rf08a+25dPcJhIu59pwuoG+ILGgqmhLreD7rf4xvh5dzMTb3zDOechSXy1Xn2Mm3306b6dOZvHs39+3ZQ68vvuCtu++u95435nrTH3gA2aZNzHE6aYM70Xhbbce6Kx3+80ZVVRXxtXN+BbAQmIs7fjT6tI/1+D35rocGg6He732+fBOuRNjt9rPq3GK32wM+W77ruQdVVVXeTmj+MUVT773/NW02Gzqd7qIoK/3jDKfTWW8u9p3DLhSBkZ+fT/z+/RzAreJcCVxf+/8Kgc+AT4BrTSZ++fJL73GX21xwUQgMQRBw1db++BIYVkD8X33qBUFTSj78J5+qqioMBoP3xXI4HOdFWuW/QamursZoNDYov/Tgq/ffR7d4MRNqanhZFPmnKJJsMHBKFFHiVmAsBF7DXb+1BVioUBASEXHOYz7f8Cgv5OnpPI67XKRngM91EEWOb9/ulek3hIY2fZc7GlszKq9dnDwVyZ6tsfw8S/3+h7poalBgsVioqKgIaJ7p+zdPuzCdThewU0igICiQLwb8hxwRRdE7P9l0On4AngZCaj9nxk1c3AFMAqYB3XG35O0LfFZVxZxGtl72vGu+QYfn2hdK7mkymXhm8GBin3qKPhaL93uF4g6+rbX/gHt9LQcqBSHgPdPpdJSVlV2Rc4Z/C1UPuvfuzaFhw9grlyMCJ4FlSiXG4cNJSkq62MO8JDhdyaXnvXI6ndhstiaRk4299sXCxTBN9CcJGoKvqZ3/Onw6tUtDZTd2u53jx4/XWe89snzfzZXnfi+aPZvgFSuIEkVexa0mOwJYdu/mq3nzcLlc5ObmUlpaesZSH6PRiGn7drriNgD2H9eVDv95o2vXruxLSmIzsAgYjru0/S+g3E9JYLfbqayspLy8HL1eH5CUN5vNVzw5fDaw2+1N7nLjC39yr6FSd18YDAbvZ8xmc5P3Jkaj0Ztk0Wq1VFRUXLT2yVar1RtbeRI//u+lp4OJw+E474SB2Wzmw1dfZVzfvqTabLQEfgIewh1DrMJdzn4r7qTqOuBoRob3+NOV4FwKXDQCQ+jaFR1gAb4D3hcEPhMEUoYNuxhD+NuhKYuOy+XyTiQerwqDweBlO89neYJnorDb7d4F338C8s1eiKJIxpdfgijSEdiOO6NqBx6r/fcEYDduMuBB4F5gvsnET+PGeXu+N1XediYYjcYmbwI8JmIGg4HgqipaAK8D2QE+ewKITk31ZnYb+j2vpI2IbxbEY2x0RrRsiZG6BIYImP8mG5NLAU9G5XzB91yezZRn8fbAl4TwR6ByFk9rNt9riKLI8cJC8nCrmsCtTvgAGAUcxN0qz98WLxIwpafXuV5D8AQUnnnSd+5saHN1Lv40oijy8dSpvLhlC0MsFnzPosBN0mTgfie0uBUYy+RyemVl8UKPHvzq4+/hyVBfiMDoQkEQBK9S63Sk51tLl7L3scd4PDSUTSoVWo2G4iNHyP8btKP2ZIkDkY7+Zp3V1dVnvRYaDAa+eO89nhg5ksn33svubdualCg5VzREZF4INGZdPV3XEN85zyOF9yDQ/Vr1xRf8e9gwvh81ihevuYbHb7jBW77gb6zqIaHWvfMOA0SR+bhJ2QeAe4B/A5s++ICpQ4awc/Rofh41itfvvJOCgoIGv4teryfabMZK3W5Gjb0XlzMCGSeGhYWReNttrBEEnsedBAvG7YXRc/9+DuzbV++Y07XGdDqdXt+30tJSysrKzut3uFyh0+nOiVT0TVp4lBCNgcFgoLy8/LQtUxuCx6PLv6zuYqGqqgqtVktJSUmD19fr9ef9GTqVl8dL113Hvs8/52pR5CjwDyAVd2y0GPe+YyjwkSDwq1RKgVTKyT17WL1ypfc8lxOhedHkD89/9hkTunfnBYWCbqGhPB0eTmxoKAc2b/5fK6ILgKY+ZAaDgerq6npOvoHqvc8FJpMJq9VaZ/Pibyjm+zx89/HHhFdWogB+A07KZDyiVNIKSAHeBE7hlj/59kIQgH/m5/PFO+94Wc8zyU+bgjP1Vw90/7euX8/b993H66NHc6h2IUzEbZZTAHwjCLyjUDBTqeS58HCuveMO771oiCGurq7myJEjjZ74LyWkUilKpbLR/hcAj737LpM7dKAc92RVDUxJTubu6dMv5FD/trDZbI0yzWoKPBsri8VS552xWq3egNA3K3K6c3jgn6Wx2+1sWruWWw4f5hhQgzub8K5cjl4QuAW3saM2wLkdgOiToTMYDA0GRb5/97SD88wdDRki+37PpsBznG73bpJwk7ZqoBh3IuAHoEYQ+AR4SqNholLJsyoVz8lk3GWzMePoUf56/nlyc3OB/5S/XEmQy+VoNBokEgnhPq0P/aHX69H+8guf2Gw8KAg8brEwJSODmf/4xxX3nZsKvV6Py+UKWMPtr65sLAlgNBrJzs72vmeH9+9n6g03kDtvHpPz8ngjI4OiRx/lrUceuWibgIu52fAlU10uF1qttt677R+3ev7bo3Rp6LP+/++vbdswzJqFKSeHvqLIxzIZz506xbRrryXn2LF6Y7Pb7ezYto2hJSWsxq0ekOMmMfOAb4AEu513Cgq43WhkgFbLfbt3885dd9U5j6e1LEBcXBy5ISEcx61YA3c5xbHa73MlIxCBIZfLadWnDzcGKGMdYzCw4auvzupanjXAn7QKhECdgK4knA/vD4fDQXV1NRUVFVRUVDRprj6XjbRHVXOpcDYlN+eKjx59lKC8PDrgLj3tglt91AW3r1YCcAPwpSDQUiZDI5fTUqGgu1LJr88/z0v//Odl10r1ovVDCQ8PJzoyktdDQtDX/nDXS6X02LuXL2bMYNz/zDzPK5rKmp9tVs5kMpGXl0dcXBwRjSjZEEWx3sTh6Q/tacfoO/ac9euRACZgpyDwslzORpeLLcDduCXTSbhbj/ojBijN+483v8ViCbhxdjgcGAyGRo0f6spFnU5nPXmiJ2sSFRXlvd7G1atJnziRtpWVFBgM3KRQ8LHNxgO4W8A+IZXyVGQkd9cqE7QuF/9++GFe//57FApFwN9z7muvkf3993SwWNigVvPmgQONGv+lRFBQEDKZrFH+FwCJzZvzypYtLH7rLY5u3w6RkUycNYu2bdte4JH+/eBwOC6IGazD4cBkMgUkRvR6fcCa10DnsFqtKJVKbz24PzYtWsTLJhOxuNVY/dRqpqjVPFdL7o0EjuIOzH2bK2dLJMTW+kV4lCBSqTRgC0PfoNRqtdYLohwOR735wGq1YrPZCAkJoSnw9IT3kCt23L4erwBGhYJHwsI4brXSSipFJZWCwUCIz3vlAp4qL2fezJlM+vhjMjMzOXbsGC1btjwtGXA5QS6XExQUhFqtDlg+4sGyefN4rKCgzryiFASGnDjBzm3buGbAgAaPvZJRXV3tJbedTidVVVV11rGzMd/+/O230W/dSvOaGr6SSono3Rv98eOElZbyhkaDIAiUuFy0B6J27GDN0qU8PGHCaX+fc8XpFFoXAh4Vmkql8maZ/Um0QASGxWIJOE6r1YpGowl43IYvviC2upoHNRpa1d7DtjIZs0SRN6dO5fVly+p83mazIZHJiJHLWWGzMRr3vLZEpcIokVBotTJXLmeTKLJdKqWTRoPO4aB0/362b99O3759gf+UPQQHB7N07lxiTSbsuM3EXQoF7YOCCJPJ6Hxut/KSI9BzKZFIUKnVVMvlOK1WvpJIKFYokAgCMpsNzkNpu91uP+07UV1djdVqJTY2tsHPXI7wdDc8X74fl8o/5Eon5pqC33/6CeXhw4Th3vQX4t53ZAKzcJOfFmAb0F8mI18qJQ+YEB5OTO0znJmZyTtPPsl0H0+MS42LRmBYLBYi8vNRCgL4BMgtJRKW/vnnxRrG3wYXQ+az8N13Obp2LSatFoVcTrVKxf2vvUa/665r8rlMJhNqtbqOJBvAodNxt0LBXKuVIEHgR1Fkn1JJG5WKTwwG7ne56AZ8Cvg3Ht2kVtPXx0W7oWDO04JNo9E0qrTBXyrqv9HxKErMZjMKhQKXy8UXEyZwS00NC61WekulDJFKaa5UMs9uR+9y0VmtpofPtSMlEm4vKmLR3LkMHT2aVq1aIYqiN0B//p576LV1K1PValxSKVwhMk+VStXk/t/R0dFM/PBDNmzYQFZWVsCN5f9w7tDr9RcsK3A62bovebF140aW/OtfOLVawuRyZM2b88/Jk0nr1s2bYW5IIWITBMpxl4mESSTcoVLxtcWCSqPhsNFIR9xlZ/8COgCdgL1hYZT078+/33wTcAf1HkLV9zmrrq5mzrRplB04gEsqJa5HD+57+mnAPQfk5OQQExNDWFhYvTnE4zng+/6eCb4kafL115O+YwcpDgdqIEIm483oaD42Grk3MpJEuZwDFgtFfqoUJ26fjPxjx7i3WzechYX0UqvJFkU6HznSqHFcasjl8kb1na84dYoWgoC/Ji7GZKK8qOjCDO4c4HK5AmaGmwKbzVZvs+zJ7Hmes6ZmeJd/8QVp69eTrtdTLJHQV61mz2+/IZrNtJNKqQJm22w0DwoiSi7nYE0NZV99xX3jxnkTEBcCRqPRW365cOZM8tLT0ep0BMXHM+mjj2jevPl5v2ZVVRVqtbqOCjIkJASpVFqnzNUXWm0gjdd/2m56vEg8cDgc5KenIxEEWkmlOESRDU4nmaJIoiCgOnXKS6T4ok3btrzcujWTDh9mJVCtUpEUHMyWmho6SaUYRJFMtZppzZp5jzG7XLw1cSJ9a1ujeuT7Go2G9CVL+JdGQ0ZcHJOqqvgwMZHQ/xJ/uobes169evFiaioZR48yOj6e9rX3uMLpZPrRowGTU02B3W4/bazjeSYC/b6XI0RRpKamBpPJ9Lfa/P83YNuiRWhwJ3xNuMtos4G02n9E4JXwcHaLIjaTieZSKZ3VamKkUg7YbGy021EBil27OHHiBD169Lhk38UXF43AkEgkOKRSZMA6p5N9UilKmQzBZsN8BcuoLkdcDJnPgvffx7VsGXHAU6mpSAXBXa/9xhs4HQ6ubaK3iUeO5ltOkpmRQX5lJUmCwCSVijetVvZLJCikUiZGR3M0LIx5tXWixS4XS5xO7rTbkQJ/yWTsHDCAaQMHeq/hMTrz30R4CJOampp6m49An/eXgwYiMDznDQsLY/7bb5NUXc3vTift5HIqawOfthIJE5VKtrhcKP2Cv0y7nZVOJ23XreOvzZtZqFbz9AcfcFWPHmz46Scqf/2V26KjKf0bLCSiKPL+pEmUb95Mit3Op99+i6J7dyZ99NEFzfr9nXCp5ayiKPLKuHFYdu/mGrWa+5OTEQQBp9PJBy++CDNnkta9+2nHOOzhh/l6wwbu0+mIEASKRZHNEgkfx8byQWkpu00merpcpAkC3yiVXPvQQ3Tq1YsHR4xALne7rPh6AXngcDiYctttvGw0ug3u7HayN23i1cOHqSwuJlSr5eqQEH4FnB078taiRd7NnNPp9G50nE5nozbjUJckvXvCBN7Nzkb+yy/01moxKZXIBAGrIJBYO+52CgU/CwJjBAEFoBdFXMBGqRRjfj4JBgPPJSZyJRVTyOVy7+9yJgy56y7WLV9Of6Oxznf8NT6eZ86CUL+Q8HTrUalUjVb9BUKgkgrPe6xSqRptRumLYxs2YK6poV94OFcFBaFzOomSyfitpgaLIDDbbmdCSgqhtfPu6Kgo3quo4NDBg/Ts7Z9COD/wlMc4nU7eeeQRwk+coJ9Gw6i4OGocDubdcQe9Jk5k2K23NvncBQUFLJ41i9xDh4hLTubOJ54grUsX73V9CSKPCiQ0NPSslC0Gg6FeLPHTt9+S6HRiEUVMoshbTidjmjdnYmgoJ8xm/igspODUKVq3aVPnuNLSUvRBQXyoUmGxWLglPJwNZjPt5HKucbn41OFgclRUnWPUEgk9q6vJzc0lKSnJ+x10Op23I0ewVMqA4OD/GvICGiYwlEolQ194gcwXX6S9SoUoiuTa7TiA23U6Nv70EzeMGXPW1z1dEtHjnwRuclyhUJwzoXmh4Gnnq9frLyv/g/+h8VBWVSEqFNRYLPwT+By354UMt1KzMCSEZxcu5MTRo2yeOhW908nNSiWzjEYSIyIY16wZRqeTBYWFfDN3Lj0WLLik38eDi/bGKBQKbB078onDgTwxkaldu/J8WhrPde+OS6s9rcHQ/9A0XGjTpT82bGD7ggWUOhyMT0oivaaGt4qKeK+iAq3dzoq5c8/qvB6XZw9+nDePaSkpvCWRIAB9pFIEmYz42k1AW6WSifHxvJCYyPtJSaSnpfFYhw482bIlyzt3Jrh58zq154EMx3z/FkgS7pH5+eJMbY58y0tsNhv5mzcjCgIqiQQRiFUq2euTvWkB7PU5T4bVyicuFy906IDWauVkVRWaoiJeuvNOTCYTmxYvprlEgquR2dwrHYs+/JBrdu3itYgIbo6I4OmgIEYfOsTcN9641EP7r4G/D83FxtJPP8X611+ECgIPxMUhCAKVdjuHjUYe0Wj48ZNPzniOjmlpKB57jHcTErA7nSx0OknVaJBJJLwQH8/g5GROxcbSsXlzUmJjKTl0iO1ffMHrjz7K3p0765A4vsaba5Yt4+7qaiJkMvYaDLxXXMyP5eWc2rWLYVYrM1NTuSUmhgkxMYwtLmZmrTID6hMhjYXvnGM2m5n0+ee0mTePLc8+iywxkeN2Ow7fcgmJhA4hISxyOhFqx71HEJiTlERrk4nHYmKuKPICIDIystEERp8BA0gfMoRdMhkOUeSgy8UnSiWam28mOjr6Ao+0afAoic61DrohTwjP+nM2nhFSq5UCp5M0jYYPKyr42mymJDiYTOCw00liUJCXvPBgXEQE38+Z0+RrNQaiKHqN+jasWUOHkhLaaDTc2qwZComESLmcafHx7Pz88yZ/37XLlvHu3XcTsXcv78fGMs1uZ8/kycx/550Gj/GoFs5mI2c0GqmpqSEzI4P3pk7l5QkT2Lp8ORMSEjgpkTDDZuOp1q3pHRaGIAi01miYnZrK0hkz6p1rzvPP845Gw0dXX03rhARy7HYSFQoGhoRgFwSKgeAA8UG01VrP8FWj0VBWW95S6XQS3UiS9UpBQ8SATCbDZrFwrUrFCZuNV2pq+CskhMzQUNZaLPz+44/ndN3TPSO+z6rT6TynTh4XCh5z4JKSEiorK/9HXlyhKCkuJresjCciIzHJ5fwbdxe2bkAloBkzhoVZWVzVuze33nsvsTfdRJ7LxY8mE0mRkfxfbCzK2rn2+ZQUDHv3XjZtgy/qTPXcJ58wsXdvPkxMxFybOZYAM+PjmT1jBtMu0CL43wy73e4tf/Bk9y4kgVFw6hQLp06lg1qNFNhbU8M+YGrv3gi1KoyPsrLY+ccfXO2jfmgMfIM5URSpPn6clMhInu3Yke+LitCbzRTb7cgDbATMLhdak4mpqam0Dg4GoLKykneefJI3Fy70ZurtdnsdHwz/9mJms9kbNHvMPx0Oh1eZ4R+8eDKsnkXSP+tlsViQ22x0DQ3lp8pKoqRSxqjV/Az8YrWiFEWKBQFdVBS7amr4SSbjiMvFqy1b8k5eHs917Up0rbyw2GRi3OjRJKvVqGQySu12JH8DEuPYpk2MDQrCUUv62EWRNI2Gb3buvMQj++9BY9qI6fV6cnJySEpKIsovu3euOLl9OzEyGbhc2FwuPiorIzgkhFaRkfxWXk7esWNnLMEQRZHUXr3IPHqUU/n5KPLz6SKToXU6iZRKaSGX00IuZ73ZTFp0NA80a+ZWebhcfPLSS9jefJMWrVt7z+dRTOzfupVpajWvFRSQGB3N0+3b89HBg7QGRvvVL8cqFDizs7HZbCgUijpS26bIbn3nmEMZGfzw6adCBlH2AAAgAElEQVQ4KyqwSCTYYmL4VqdDqM0aeu7JmPBwMpRK7ler0YSF0ePmm2mXk4Nj/XoiZTIsV1ibv6ZkJAVB4K1vv+W1CRNY/MsvDI6LQy0IHM/OJuf4cVr5/K6XEk6n07t58XSFaXRHJh805AMD7ndZrVafsR2hP/R6PZkFBaQJAgt0OkamppKgVjPp4EFe6dWLd9PTCQpAKKmlUmx6PQ6Ho9EKI394zA/9PaoMBoOXzNvy009EmkzcWVsu4nC5yDKZCJHJGORwsG/PHvr279/gNdYsW8bOtWspLS4mX6cjFUjVaHioZUsW5OdT7XIhAPlr1rB/xAiu6tq13jkaMvRsLD6ePh39tm2YLBbahoWx9sQJNElJzG3ThucKC0nwexbkEgkUF/PV/PmU5uXRtls32nbuTKfqatShoQDc06IFH2VlMTQ4GK3FwmGJhKsEgR0mE3391KHbw8IY2a5dPWVJ8xEj2L5kCe3kcr7U67mpiX49lzMamkfkcjmt2rdnj0JBptHI6927I6v97C3JybyUm0tNTQ3BtfFkU+EfG3oQqKuWyWRCo9E02tz8QsNqtZ5Vh4//4dLB5XLxx2+/sWLJEsoKCwkJCaF7//5U5uYyOD6eXeXlzIyN5ZDVyp8WC+kuF6P/9S+G+6mMpsyezUeRkXz1zTcsC0D+X+dyse2PP7hhxIiL9dUaxEUlMFwuF70SE5ELgtfpWASCZTLsf5O2Q+cbVVVV2O12jEYj4eHhOJ3OC8qO/XviRDoolSjsdvQWC+sNBi95Ae5A8pkOHXj7668Jioxk9TffIBNFeg8ezKDrr29UUHr8yBHefO45oo1GxIgIIuVyHmvRAoAlxcUcr6pij9lMz1qZtiiKvGazMSg+3kteAEQplYysqWHRp59y7dChtG7dul7g4R8Eeupc7Xa7t57VI/eTSCQBJex2u90bhPqz1BaLBXt8PMONRn7X60mVy/nIaKSzVMrIsDB+t9kI7tOHN+fM4dlRoxgRE4P11CmOm82MTEnxkhcALUNC6KnXU5SczM0REbxeXMyDoaG0kMvRuVzEnfHOXpmQ2e0glSKtfcZcoohLFN1//x+aBLvdXi+r7e874//5n1euZOnHH9NaraZLdDTf6/WoU1N5acaMRmfIzwRbdTVOlwtEkU/Ly7m9a1da1Abow1JS2FBYyE/LlnHzHXcEPF4URd6fNo12FRW8lpiIMSyM50tLuT0mhndzc3k0NJSU2vfkB6eTT1NTvcdKJRKeiI1l5qxZ3D1xIjqdjo4dO3o3ZEkdOvDl5s20iYtjaPPmOFwujuv1pNZ21AGocTg4ZjKRqFSicTqxWq38+uOPbPjuOyQ2Gxalknufeoq+117bqPvhmUdOHDvGqrfe4qWUFKQpKQAsKyjgcGgot8TG8u7x4zwaEkKYREKOzcYnDgfz//iDHTt20KJFCz546ilaSaWs1ukYFhZ2tj/PFYHS0lIchw8zt9akEMDmdDJj/Hg+Xru20f4jFwoul6uegbXHmLYpsNlsp83YOp1OysvLG3WerKwsQkNDadmyJYs/+IBJHTsyc/du2taS5NNzcohUq+kUFsanAwbwuk97yVyrFb3TiU0QaDdggHftPBt4TAEjIiK85Ve+JRwGg4GynBwULhcmp5PdBgO7nE66JyVRZTazvbKSMachYZd+9hn69esR9HokZjMqm432kZFc26wZM48dY2znziTVzjdlZjMvvfgiC9avD/jMnG2p3ZGsLIQ9exCcTq5t3pwlR45wd5s2rCkv5+bQUFrUPgdWl4u11dWcsNtRuFyckkhI2bwZS00NGQcP8kVFBU9FRnrPm6xWkxgczJ8GA2FSKf2CgzE6HHys1VIlihyQyRCCgiiy2wlNSUGv19f5Xg6Hg3FvvMHnKhWLli6l3G7nQ72ex4KDUV+mZQ1NwekUGG3atuW98HDujopCJpEgiiLZtebJDzdrxs/LlnHHgw+e9bVtNls9fwuP94U/KisrCQsL85q9Xmh42pn73x+z2UxVVdUV3b1JFEW+//JLju3ciUIUcQQH889nnqF5UtKlHtoFgcPh4PWnn6YyMxOJIDC+Qwd0FgvpmzdTodXycpcurBIE3iorQyWKWDQa1DEx9cgLcO/hJrzxBhaTCfOxY1Q7nSzS6RDVahxOJ2aLhXsuE6LtohIYERERFEmlyP0WhSqbDckV4op+IeFwOJBIJI3OPDkcDm+g65Fangnrf/yRPb/9htLpxKJUcsvYsXSqrfk8E/7asQNFeTkuQeCupCRez8oiQhAQBIFtZWVs1ulQKRTozWYy9XrMkydzV6dObDl1inUffcR3CxYw68svTxuwnczNZdbEiaj1em7v2JEvc3K438eISiWX4+rfn08PHOCryko0UinOpCRaDhxIz0OHvPciu7qatUVFnHA4uO7gQfYdPsxii4XHpk2jzzXXeM/nTzg4nU7Kysq8hlseWK1W1Go1GenpfDZrFkW5ucQlJnL72LH0HziwQQLDZrNhCwnhkZISJsfFsd1gAJuNDaLI2rAwbnniCW664w7+2rWLB9u25eP0dB5p1Yqlx4/zr3bt6o5NFLkmNJTpR44w02DgwehoNtfUUGgwcAxY16hf8QpEQgKmoiI0tSSGUxQxOhzYY2Iu9ciuKIiiiFarrSfNb0jKnrl/P9MnTEC0WBjftSv7yss5ZbGglEjIy8jg7uHDWbh69VlnqLzXycjgVEUFt0ZEsFerpUgQvOSFB0MTE5m+ebOXwDhx/DhrvvuO4pISuvXtS4ukJNpXVHBjbYASplLxwjXXMH/HDia3asWK8nKWGwxUAzEBsgpaq5Vjx46x7d13iVYoWGcw0Pumm7jnkUfYvWkTudXVfNu1K3lGI68fOkRUSAhBTieFFgu/6vXo1Gq6tGzJnrIy/qqqInnpUmRbtjA+IYFvDx2ioqKCDyZOJPjTT+nSrdtp78fJ3Fw+ePVVJHo9WUePMq97d6Q+a8IdzZvzakEB1zRrRrRazZe5uVitVhKCg2nbtSvNmjVDIpGw8eefeTY5mbUmE78VFKAUBAaGhOC4ggPT0+Hbjz9mXEJCnb8ppFL6AOnp6XTv3r1R5zkXJcHpYDAY6hHmTd0Me7p4nevmYv2qVez5+We6BAVxqKKCEomEYLOZTs2b81Lv3izIyuLLwkI6JyZSVFICgFwqZUBCAu+WlKDTaEhr1Yrw4GB+ycnhBpUKo9FIUFBQk2v5XS6XVwFWVVWFUqlEIpFgNBq933Pt8uU8264d8/76i9mFhYTFxTHt6qu957ilQwemf/cdsdHRrFiwgNJTpzDbbKR06sQzU6eyf80aVBYLEokEpVTKgPh4RKuVQ9XVpMXGeskLgBi1mjvj49n+xx/0q+1O1BQUFRUxY8oUXDodkWFhaBISuP/pp9m4YgWiycTwFi3YWFqKXCrlppQUFprNzKptFb9Rq2WDw8E9V1/NqGbNeHT1akalpKBUqZjWsycAJrudV1at4nofEuO5tm2ZduQIJ202VC4XeXY79qAgVkdG8uF116GufZ7/Ki3lrRdfRLDbUdlsWKRShtx6K7fdcw+PTJ1K8+7dCQoKwmmz8fEXX+A0Gnm5yXfg8kJDz6MgCEilUobefjvNfv6ZQ3o9S7VaerRqhQDsPnECZWZmveP+2rWL7z75BENlJTaHg6QOHXjhtdcCkneBjDwbUkiLoug1u77QJIbdbqeqqgqn00lYWJjXQN+3q9GVjAUffkjHwkLsZjP5BgOSigqmPPAAk2bNomOnTud8/pXffkvWn39irKmhBnj8hRfocB7O2xBOnDiBwWCgY8eOAVU6P//wA+GFhYRHRDC8ZUu+zsriH507c2NaGhNXrABgTEoKY2qTIADvnGHtueeZZ1jw8MOUWyxMGTGC4NrrZpSUsOGHHxhyGXhLXVQCQy6XkzBoELs2bSJdr+eYRIJMoSBHr+eZF19s1Dk8/ZXPRnZ5IWC32xEE4bwEPDqdDrVa3egNQVOVFv9+9VValJfzRGoqKw8dQqvTMe/ll3ny7bfpmJZ22mMLCwt5f/Jkumk0XB8VxfL8fGZ26sTEY8f4o7SUU0olU0eNQgCmb9pEB4WC4a1asf7UKcb270+4Ws3mo0d59v77mf311wHNF202G6888QTtlEpkYWH0iY/H6nDw5smTqEURiyBQolQy+5NP6mVGjmRlcWDfPiRVVXxdWkoNEKRSMW/YMOwuF4dKSkiLjGT+66/Ta+1a76JWUVFBZmYmiYmJxMfHA4Gl3larlW8XLODXL7+kc1wcU0aMQCqR8N3ChezZupWXZ87E5XLx86pV7Nq8GU1YGGPuuotNa9ZwvVRK0l13sfyvv6iWyQiKjaXj1Vfz9OTJ3vObjUbKdTqGpKRgdLmQy2Qc1OnoFR3NX5WVbK2qQiEIFJpMvDF4MC0HDmT+jh2Ul5cTolQS9V9MAD7+5pu8dPfdvCCVYnQ42FlVxRaFgqmzZ1/qoZ0XnK4jgdlsRiqVBly0mtrJwGAw4HQ6vWotDwJtonZs28bsKVO4KioKi81Grl5Pp+RkNubkkNa8OXapFKdez30jR9JryBCemzwZpVJJXl4ePy1disVk4uohQ+h37bVnzHz/+OWXvD5kCPM2byYtJIT0BqTxstr3cuW335K1fj1GvZ4+LVog2bOH9+fM4Rs/4+C2UVE0T0ridYeDuJgYLEolHQcN4kSA0qM5OTnMHjWKoNr7PAz48tdf+dxu5/aoKH5v2ZIis5lZubk0Cw/noXbtWLxzJ9NOnOCu/v0Z27597UXbco/dzmtffMGL3brx3p49PDRgAHEhIewvLGTKI4+wbMuWOgGq74Y5Ozubqffey7+GDkWdnMy7hYWo/NYWuUSC1uVCa7ORqFYzvmNHAPYbjcQPH45UKqW4uJijWVn8Qy5nat++fHf0KD9kZ7NErydUpeLysOA6v9BrtcRqNJT7qYnCAG1FxRmPdzgcaLVaHA6H10DUY65nt9vPanMO/1ESBGqvabfb673HJpMJhUIRMKaw2WznTF7knDhB1urVpAUFkVlSQo8WLcgsLORIURE0b06nyEiCVSrkSiUn9HqctZlpQRAYlpjIBpOJN8aM8W6KR3TsyLxffiGna1ekUimCIBAZGVnvXlmtVmQyWb2132OuDf/pdBASElLnflVXVhKv0fBy//48/ccffOZHAqrlcqJqalj13ntYDAYe7tGDI+XlHMnP5+7hwxkYGUmIRoPWaqVVWBhdwsLYkJtLRnU1r9SWF7lEkcNaLQgCPaOiWLVvX4MExq5t2/h6/nys1dWEqtWIGg23P/wwDoeDhTNm8GSPHnStNTU12+28NWUKOouFBLudP4qLaR0dTaXFQqXVytgOHdBZreyrqODL3Fw+GD2aSLWa93fuJDUigqyqqjpm5Gq5HHlYGB/l5/NYYiJKiYSdNTXIu3fnvQ8/ZM/u3fSUSNi/axeja2q8vxOAWhCQnjzJpIEDveWnK376iVf37cOi1aKvrMQqk3HXo4/y3HvvNfqZupxxOqNvuVzOwGHD+GbFCipMJl6/+WYyS0rYkJNDVLNmHD1xwluSBfDeG29QtncvcmD81VeTlpBAnlbLKw8+yDMzZ5LSqlWd8wciK87kJVFVVYXJZPK2YfXsCc6Xgqympsbbohvc+w5PK/P/hu4iZrOZqkOHSK+p4ZrUVO5JTHT/3eFg4qRJvLNkCWGNUCNWV1dz7NgxEhISSPAhxqc9/TQ9nE5sJSXEh4RQWF3NW+PH07JbN97497/PqxlrSXEx702dSnNBoFCno9xsptvgwYx/4YU6z0P2rl1e76tthYU8ec01RKnVPLVuHbGRkeSbTCT7xByHDQbizmC6nJSURFX79owNDvaSFwBd4+LYceQIZWVlxFziJKL0tddee+1iXrDXwIG8vWYNV3XowD2DB9MvLY0xvXqxaNUqugwYcFoJosvlory83Ov5cDm49hoMBvR6/TlnIR0Oh3eD0Zg2kS6Xq1GKCw9+Wb2ag2vXcn1qKl8eOMCdAwZww1VXERcaynuff87wW29tUA5+JDubqU88QaxMxgOdOrEuN5d+cXF8XVCA6HJxwGpl0vXXo7dY+HzvXvKrqugcHU1GRQWTR45ELZcjCAIto6OJlMnI1Otp4wn4ffD9kiU4T5xAU9uhpl1ICO0jIxnYogV9W7SgX1ISe9VqBt10U71jo5s144eNG9lTWMiDgwez6+RJJvTrx77iYr7NyiIsLo4iq5WjeXk4NRrSunThw+nT2fLdd0hOnmT1ihVsrM24BAocKysrWTFrFnFKJY/3749cKkUqkXBVQgIZhw4R06UL70yejOzIEUqLirBptaxdtYpT2dk8eNVVqOVyerRoQd927ejXujWbjh9nwI03es+f0qoVixYv5vbUVH44cYKJHTowJzubQxYLmtRU7r3+erq0b8/G7Gye6NEDuVRKSlQUfVNT6ZOSQl51NQPvuuuSy6QvBEJCQ7l69GieW7mSIxoNiV27Yg8OJuvECfoPGeJ1h2+I1HS5XJfFfXE6nQi1iiUPXC4XFRUVyOXyeoGWx0TL5XLVa1Go0+kCylMbgs1m82Z3XC5XnfnKv31qaWkpM559lg7h4UgFAbkgUGW3U2Qy0bNVK0qMRox2O88PH84jAwcSarEwY/58tm7dSva6daiMRkxaLVl797Lk66/pf911p80o7Vq9muHx8fRMSeGg0cgxrZYbW7Sgymbjm7w8NpWXc1Kvx5iURIdu3Vj+3nvYzWbevOkm2sfG4nA4qNTr6RkVhdLv3T1lszF48mTGPP001/7jH3Tu1Qud2czJgwdpXTumwpoa8uRy+qaksGj/fn7Jz2dHcTH6mhp2pafzTFoa7WJimLptG/+85hrWHT3KvR060CwsjN1aLRMGDcL36QpXq/krN5cDFRVMGjmSkNpSk/iwMK5r3Zrv9+2jt0+tvlarRVWbwX509GimDxxIiFKJ2W5nXXY2A2Ni6igwFBIJGXI5u4KCyCsrw2KxsNpspigtjdH3388r48cTqdUS4nKRfuIEfWNjiQkKYkRqKje3bcspuZy+d9993sp/LhdIVSr2b9pEslpdx7B0qVbLHRMmeN8hj3Taf07Q6/VeMs/jvO9psW2z2bDZbE3OjLpcLsrKyk6rtJDJZN7fwlO6KIpiwHfbaDSek5meKIq88NBD/KNVK04aDIwbNIicyko2Hz3KwFatcJlMxKnVpAQHs6G0lJjQUG5o146vsrLoFBxMkdmMIzqa7n5tSztERLB071569e/vrf33Hb/BYKCqqgqLxYJGo6lz7z331wNPe1jfOSk4IoKt69dzdVQUJ41GBqek1Pv9vsvOJkqp5K6rr+brffsYkpaG0W6nWq9HhbucKDooiFClkmytlrvatuX3ggJClUocosjHeXkEtWyJLiiIL7OyiOvUiW61qgdf7P7zT9bMn0/nyEimjhzJDR07cn1qKqt+/pmtW7bQPjiY0bWkIriVK2qHgxqbjfLKSnRWKxZR5LE+fZiXnk7/6GiC5HJahYay32hkWNu2fLRvH8eqqgiWSAhXqehTe7/zq6t5f/du/jFoEO07duSbggL+MJvZ4HQybc4cQkJCSG7RgqTkZDavWsUwH5UGwGfp6UwaMoS9RUUsPHiQ3eXl7Dl5kn7R0Tw/YAA9ExIY2Lw5X61YQUybNkRGRSGTyS5oi9zzAYvF0qAnTEhISIPrv6ek8qctWxjTsiVrjx6lRirlvkGD6NmmDTq9nlWbNnHdiBH8/uuv7Fm5ksTgYMYNGUJZTQ0L9+7lqE6HXBDYsHkzI2+5pd41/PcGDbUB94WHSPC001YqlWedJPW0/K2pqcFisdQxtvfAX3F8JSMvL4/q7dupsdkY45OYlUskdI2JYU12Nt1Os3kXRZHPZ89mx8qVHP3zT9asWMHKlSvpM2AA3y1ejC4jA63JRJ/UVEpMJp664Qbu6tMHUa9n3tKlDB058rzsTcvLy3np/vu5ISkJk9PJ+Ouv5/+6d6c8P59v1q5l0A03IAgChQUFLPjoI+KUSlyiiE0U6ZuczAubN6OUy3lj+HA+OXSIE9XV2B0O1lVUsFSn4+W5c884zr1bt3JTAL8zk8mEqUULWrZsec7f81xw0e2GrVYrcUFB3JCWhsmzqAsCUwYO5PN583jpzTcbPNbDEoJ7wmrMRv9CQhRFzGaz173+XFQhngDHozBpiDU2mUxYrdY6LvmNwa7ffiMxJIQfsrJ4+ZZbvA9uj5QU3gwJ4ZsFC3joySfrHVdTU8NbL7xAh8hIkkNDEYHr27blx6NHUWs0CGo1lRIJuVotn2VmklNZSZ/YWPKrqkhr0QKXKLJ4zx6KLRZkMhkOqxWTVktCcjIb17mLHq6/8Ua6dO1K/qFDBKtUWE0m7uvRg39v28aDrVvTOjycMrOZ6fv38/isWQ1+x8G3307otm3M3rKF5hER2JxO9mq1TLvzTu9nbu7dmylLliARRTpYLJRbLJyy2xnapQuHCwp46r77mLdkSb2M984//yRCFBnaoQPgztYcLCxEBEa1bct7b7zBDVFRbCwoYPJddyGvXWxenj8/4FilPjWQgiAQFxdH95tv5sd165jUty+fpqfjlEiIT01lVK30WaZUkhId7V5sqGt6av4vN1v6+vPPmTJsGMlRUdRYLAwVBEr1eua99x53PPCAN4vtH2iZTCbMZvN5N51sKkRRpKysjJCQkDoBjceMz2Aw1BujJ4j3z+LYbDbMZjOCIBAaGtqoxdJXreUxzJNKpQGzLt8tWEC7yEiw2XA4naikUpy1tbL7CgpAIuGV0aNZl5nJoj17UMjlFBYV0UkUkatUDO/bF6fLxdq9ewkKCmLCww/z+dKlDZItZpkMlygSplIxtlcv+rZsyQs7dxIUG8u4224jPjKS9Jwc9u3dy5QJE+gZGkr7uDgyi4v5/tAhru7UiZR27Zi7fz+TfQITh8vFbrudm/yknaPvvpt1cjnT163DVV1Nhk7HXR06MGv3bm4YOJCOtX47NoeDhz78kH3l5VzbvDkKjYa/ioq4e8AAVp44wT/atKFtVBSBQuP86mq6JyfX+ZsoirSMiqI0I6POb2Gz2TCZTHy7YAHtwsKICQ7mmwMHyLVYaNe5MzP272dat27eIPz3ykq6jhzJP598kj///JOCvDxuS0sjNTWVqY8/zrujRmFzOCitquLFgwf5NDubm2vH8mNxMa7Onc/wtFyZ6D94MFO/+QZ7cTF9o6OxOp18W1REynXXec2uBUHAZDJhs9mIjo72bgp8yxgagofEaIrRntFoPKMRnsfAz1dC3pDM/FxbHe/avp1wl4vfc3J4bNAgXv/1V0b260e74mLu7tmT2Zs3s0OrpXtYGGa7HZ3ZTPeEBOJCQvj24EFOaLUMCfD8BCmVWH1ULp6yNE8rZI+hqMfE1JcICvRd/WMbY00N60pLCXK56BYVxR+nTtE6PJyv8vKQajSYLRaMgFMQWHHgAGOvvZZFu3ejramhc0ICoRIJB06exIm7FLNLdDRbi4uZP2QIL+7YQYbTyVtjx3rfsVG9evHK2rVYLJZ689avP/yAwuXivlqvleLqavIqKuibnIy+qop20dE4RZFFGRmU1q5LR/Pzeeemm8hs1oyPfvsNqUJBiFLJPb17MzM9HYUoYhdFiiwWlhw6hFmpJCE8HI0oUmk0YrBa+SAjg9iEBDSRkXStfZ/b126YC3U6Vi9dythx47zjDG7WjHKTiWYaDSa7nYOlpWgtFvYVFXHAbGbq2LEAvL1kCXf26QP8R9U3vl8/Ply8mJfefvvMD9VlDEEQTrs+et7/q/r0wZKZiVSt5obOnZn9++9YBYESnY4SnY78/Hy2r19PfHAwdlEkp7KS9Koqpt53n/eZWfDbb2xav54hPkpAfyNPf9P4xuJs9xeiKFJRUfG3MuOMj49nZ2EhI318rjxIDAuj8tSp0x6/evlyYnQ6csrLuX/oUNonJ3OqvJwXHn4YpctF92bNQBDYfeoUr4wZgyiKHC0tJUytZmRiIhvWrWPYqFHn/D2mT57MoFatOFxWxpSbbkIURQ4XFZEQFsZVTie7d+wgNiGBFx59lFHdulF88iSCKFJuNrM4M5OYiAg0goBCKmXKiBHkV1WRW1nJiGbN0OblnVaZ5EFscjInCwtJ8VN4Z5vNdPEzML8UuOgERklJCS1DQpD73DyH00mzkBBMfgZXvvBkWT2w2WyXnMDwlT6aTKZzIjB8F3GPdCzQ9TwBTmNRWVnJ4cOHsWq16KxWYsLDkUgklFRXs/LgQYwOB20jIylrwMTv3bffJjUyEqUockevXry5ejV3tGzJtAEDqLJY+CgjAyE4mK8PHyY8MpIuQUHoazO0VWYzs//8k+sHD6ZjLVNnsdu5f/p0sn75hfEDBgCw8pdf2LtzJy5B4P+6d+ezzZtZcuAAUwcPZnV2NqsKC6m0Wuly6620P02pi91sdnuIKJWkJSQwZ/duptx1V53PyKVSRnbqxLZ16+gYHMw1aWn0qO2xPrBLF06WlvL57NmMmzixznEqjQaby0W12UxGYSErjh/nmh49EASBpTt3Um2zkW40Mn7MGC95ARAaGorJbkfjk+20Op04fJ5dhUKBIAg8++qrvKLVsnz/fsb36sXsAwf4hx9TfG2nTizLymJM27bev1VbLNT8lxv0FWdnkzZiBEYfB//mEREc37jRm3kxGo31CAxPdu9MHSwuNDxjqKmpISgoyDsWD7HgISV933vPhsrT2cYTbHnmQQ9xeqbsmKdloy88c4z/5sHhcJC5ezftQkNJjYggu7iYtLg4vjpwgHaJiahUKkRBYFVGBqHx8Tzarx8vzZ9Pi9hYOsXHY5ZK2ZeTg8nh4PFbb0UhlfLzrl0889hjxMTFUZCTQ3hwMOVVVbRNS+OpZ5+lSKvlY62Wcd26IQDtoqOxhoTw7kMPIZFIOFlWhtVu5+YOHXNq3nsAACAASURBVFi9axeVDgfBCgXLDx/mjdpNhyiKzKquZvzvv/N/rVtT7XCw2+nk4WnT6v3ugiAwdvx4JBoNG9auJTU4mH2lpSTGx3vJCwClXM7cceOYtmgRV0VH0yUmhpNGIw936cI3ej3vZ2Sgt1goMxqJ8XmfV2ZlEZuURFmATJfD6cTpMx7P72I2myk4cYLmUVH8cvQo9rAwxt94I28uW0bXvn15OysLmdVKvl5P9xtv5JXx4wFo3749qbWB2pEjR7gmPh6FTIbD6WTGmjW89tRT5BQW8uGOHVgdDvIdDj5+/vnTPi9XKgRB4O3PPuOzuXMZ+9VXRIaFERQdTYvaOcBfsVhdXU1UVJTXXLMxGwuj0dgkAqMxZZ42m43q6uo6nlaBEhl2u71JrXgD4c/ffuOGzp3ZeOAA67KzuX3oUFrFxzN31SqcosgzgwdTWlPDkbIyJrZpw6RffmHt8eOMbN2acX37YnU6mbJlCzf6KSi35ufTY/Bg7397jIEDdUOxWq1eAiMQQesPs9nMj4sXs+j559lx+DB/7ttHelYWCXFxTH/qKZRyOZ+sXo1TEHA4ncgEgeXp6fTp2JGdhw6ht9kYf+21fOFy8WtWFm0jI9lTVkZySAhvpqeTb7Xy6ODBdeYJQRC4rXNnNv7yCzf6Gd3JnU6kCgU2p5MPfv+d6Lg42rRqxfqdO5E6nRytqCBTp+Om4cNpWzuffL1+PTqTicEdO3JNmzY8sHAhi9LTeaJXL6bW1pJbnU4e37KFo0YjmuBgkMl4uEcPXvjxR17dsYNpDz1EkVbLyRMn6t2jxIgIKg8erPO328aOZc5zz9FWpaJIJkNQqxFVKtbn5jL1wQcRBAGrw0GIUond6azT0SxYqSTkMlA4nyvOpFrwKJ/6Dx3KjOXLeWnkSGb+9hv9e/Yk/cQJRg4ezKGcHMY/+CDNVCpaBwfjFEXWHzvGlFryorSqipySEm7s1YvPNmyoQ2CA+132zBlnq546286CDRmG/jdj2ZIlBIWFcbi0lBF+81SRXk94XMN29yaTiTVff03nhARevP12ImqTTUnNmtE8IoLmQUGcKioiJiyMLsnJFOp0zP3zT2xSKSaLBa3RiHbjRo7l5vLY44+ftcqxqKiIKIkEg9lM/7ZtOV5Wxhe7d2OTSlEqFJgtFjInTSJYoaBLYiL39evHUkFg64EDlBuNKIOCiAgPx2m3Y3Y4UMtkJIeHkxwejsXhwOXnMdYQxtxzDzOefJKXg4O9pazHdToMzZoRERHRZEL/fOOil5CoVCp+Wr6cIS1bYvJ5KU1WK4dEkf5DhgQ8zmQyUVlZyd49ezCZTERGRp5z2ca5wmq1egNQh8PR6LKWQASFr4xbKpUGJEM8pjuNQfrevUx5/nlOHjzIwT17kDqddE5IoECnQ6NWsyo3l/vuvZfrBg3CqFCw5o8/GDF6dJ0Jv7CwkDXffEOHhASCJRLUUin/17Mnu8vK+Cknh2yjkRKVipH33svxQ4dAEAhTqRjSpQs5JSXszsujRcuWjOrXz3vO39PTUSgUPDxiBHuPHeP7rVsxmM2UFBSQV1FBkCj+P3nnHRflma7/7wzDwNB7FcQKKL0KCIiCWGPsmraaslk3OdlssrvZFDdbk82mGJOYTYyx916xIB0EKSpIkY6AFOl1CjDz+0NmDsWCSc7Z3fO7/vEjM8y8vO/z3M9drvu6mePiQmJZGadv3aJDoaBaKiVi/XqeeuGFB/69YrEYp8mT+fSrr3hhwQLi8vKo7+xkZVDQqGfS0tlJ/p07dHV1sTIsjG6plINpacTm59PY3s6dhgZcfXzYvWMHSXFxNDY2kp2ezt36ekrq6iiRyfjTa68xZfx4Jjs6MicoiN1nzmBpYECkry+3amv5Ji6OzOpq2uVyDmdm4m5tjalEQm1HB5/dvMnzb7+t6cPT09PTPO+I+fNR2NqyLzeXouZmwiZMQG+IgZhqa8uenBwS7txBqVCQ1tTEma4uXv/rX7GwsPi3aJX4n0DiqVPMnjLlXqV00G4MKJUcycggLSeH9NRUWlpa8PD0HLa3Ojo6UKlUP4qC+VNAXfVVqVQayrhCoRhG5xyqddHX1zfsNXVP/tAqrfp3HtVG0t3dPapyKxAI6OrqGtWXv2v7dvqbmlji7k5aWRmmurokVFRgZ2hIfmMjBhIJIi0tmhQKvJyd2XzmDELA28mJ6oYG3KdOpaShgQ1PPom2lhZCoRAnGxtOp6Sgq1Ixy8eHPqWSJyIikAiF/O3DD/nspZeQmJqyMzOTzPp6Yu/cQdvIiIApU/j7yZP0iEQYWluz6fBhXoqKIqukhOvV1ayJisLW3PzeBJIzZ5jm7c2Lzz9Pna4uWZ2duIeFEXKfqR/a2tqcOnoUSUsLsz09UUqliHV1meLoyMQRzs14Kyuyu7tJl0opr6+nqL6eMGdngqZOxX3SJAS6uuzKyMDB2BhLfX3u9vTwTUEBe/7wB3Zfvoz/uHFIhjgxcRUVTIiOZuogk0vd66xUKikqLCTAyIivUlP5/dq17EtKYuWcOYR4eBAWGMjM4GAWzJpFfF4e85YsAf6bwQFQX1+PuLqayTY2ZFdUINDTw3vqVOwtLQn28SHMzw8jXV1qenpwdnH5P9dCAvcSDDu3bOHDl19m0cyZzPbywkClYveJEwQPJszVULMBuru7x3yujmy/ehhkMtmYdar6+vpGXYNYLB72jNQ25Mfg7IkTrJo2jXO5uXT097N2zhx+u3MnT0VHczY7m0B7ewzEYsabmpJWU4Pb0qW0mJhwKDOT7NZWUnt7cfDxIauwEPHAAAdKSjheVsb13l42vPHGsLNWnZQdeQ9UKpXmHqpbdB6Gc6dOEWpujrWJCY5WVoR4etKuUPDcokUY6ulxITub5Bs3WBcVRVJuLkKhEF19feo6OjDU0cHJyoqWtjaWubuz0tsbRCIulJbSa26OQ0gI3kFBuOvrY6SnR//AADmVldzt7MRET49yhQL3IeNUW1pa2L9zJ4YiEYV377Ji6VIiAgIYb2tL6s2byAcGkEulGFpbM3/INBwnW1u+iYlh1qRJaGtpsczHh4Tyco4VFCARichpbuZQUxO/+/hjUhMSMBSLWRsWxpbERF4NDqZYLifQxYW/HjuGVColfEgBA+4xMOr09YdR4/X09OgSCOhRKPjl2rVcTk9nVWgoOZWVRPn6AqAlEHD5+nUinJ1RqlTIBxNk2iIRGR0dBIaHa3QY/p3xoBYSHR2dh167lpYWPT09GBgYEJeURHdbG9OnTaPwzh28XV3JLilBoq9PRW0t3hMnEmhnR2ZFBRJDQ2a6u7Pp7FkSS0pILC7mTE4OUrmcc6dOceTIESwsLRk/frxGSwf+294/LgYGBh4aXzyo6NnR0fF/QtdirFAoFMQfO8bGZ57hQHIy1hIJMVVVXGxqIq21lQMFBTz18stYDhkMMBTbv/kG7cGEa6S3N1eKi9mVkkJGVRUKmYyB/n4czMwoqK3FwsiISxUVGJiZYW9lhURfHz2JhJXR0Vjq6vLFV19hbGaG45CiyFhRX1/PQGUleZWVWBsbc66kBLGBAa+uWoWdhQU3Kiro7e3Fffx4jHV18XFwwNvJiXB3dyxNTMi4fRtDXV3WzZzJp3FxTDY1xUQiobq9nbdjY3ntgw8wGkMSQ0dHBxd/fz45fZq9RUWk9PaS2dvL+GnT8BrUIfpX2ob/9QSGSCTi5q1bqFpasNDXR6VS0a9U8o/UVF55//37amAolUq+3LyZ86dO4WBuTmVpKfsPHMA/MPAHj+36KTCydxN4ZDCh7msfWoXt7+8fFqwIBIJRvbZ9fX0PHZ02FGdPn2bPtm1sWLkSiY4OBSUlzPb3R0uhIL+2lsreXja+/jp6g9dqa2mJ2+TJxKan4zHksN67Ywfj9PQInDyZlMJC8uvqMNXVZbazM9PHjSOhqor5L7xAxNy5xJ0/j+HgBJI1QUG4TphAfnU1fu7uONnY8N2FC1zIy+PC1au8sXw5u+Pi0DY357k1a/Dz8SEuI4OfLV5Mo1RKbkUFc6ZMwcLcnNyWFj49eBCfRwjOSCQSzM3NiUtMxNnMjHHW1hRUVtI3MICRnh5bkpNJr68nubKSU9nZDKhUGGprM3XcOD69cIFlK1awYN48LOzt2XfmDMU3b/Ly8uU4WFmRk5WFbl8fa+bP58SVK7y4ciW2QyYZlFZX09DZSePduzhYW3OqoIC3f/1rQmbMwMDIiOKmJs6XlnKquJgSiYTf/f3vWA2hXxkZGQ07fMwsLPAPC2NGRAS7Dx4keIgBLL57l9M1Neg6OpLQ2Ii+qyu//+tfsbGx+beZIf4/gbjLlwm2taWzt5fvU1OJKSzkm8REbB0ceOO554gOCqK7rY0v//lPIqOjkclkfPCXvxAbE0NacjJpaWn4BwSMWTPip4Za3wbQ6Nx0dXUNc2aG6t+oK7JqKJVK9PT0kMvlwxz++9mKoejt7b2v3VAHzUPR3t7O1s8+4/dr17I/IYElPj7k1NZiLJFQ0tpKl0hE78AAfXI5tra25FZXo1AqCXJ2pr2zk7qWFqqbm1kYEoKtuTm55eXsS07m27Nn8Zg8mRBPTxo6OlgcEUFMWhqtPT3IurpYO3s246ysCPP3J9jfnzB/f2Kzs8mvreWX69cT6OmJvkRCXUMDcqmU5aGhHElPZ0lICEKBgD8cPoyzqytPzpmDtkiEk709Yb6+xFy+jEdAwKh9oaury9EdO/ivJ58kIz+ftNxcXoyOJj43l8ARk3/utLbSZWrKi6+/jo61NcFRUXy1cydR06YhEYuZbGWFuakp3xYVcbSykrjmZqxMTJjr44P/9Ol8fv48NS0tdPT2sjMrC8H06cNo3l1dXZr2hUMHD5JbUYGpREKkry+7k5JYPaSqrX7eFXV1uIeE3GPDDLYxAkyePJnd+/Yxx9mZyzdvMt3ZGZMRwbaRnh5pJSUEh4b+n0xg7Nq2jRXe3hgOYcSYGxuTd+sW46dNG8XafNzeb3Uy9EEi1COTpz82eBjqHHZ0dPyoampjYyPXrlyhrLqajYsXs+PKFaxMTSlrbubnCxeia2DAtrQ0su7cIb62lltSKS/99rcEhIQQuXw5M5csIWzBAvyCgsgbTOS//ItfMG/ePPT09Tl88iQzR4j23i9YU6lUaGtrIxKJxnSPsjMycDUwwGiInYvPy2OOry9/PnAAS0dHisvLeTEqCkszM46lp2NqaIi+gQFSuZxfREaS29DAsdxcMu/coai9HVsPDz7eupWgmTOxtLXlQkwM8r4+dl67hpWHB926unx/+TJiIyNSk5PJzsrCysqKg3v2EOXnx+2KClqUSlZERgLQ3tVFWU0Nzy9bxvHUVCIDA3GysUGlUpFXUUHyzZuUtLWRUFKCamCAgoYGiqRS1v7+9wimT8dh1ixWPf88xsbG5ObloWhrY66XF/7OzpzIzweRiPTycvSMjTE3N0dfqcRqMACR9/fz50uX2PDOO6POt1OHD/OLBQv47uxZisrK+Pm8ecTeuEHkYEuaQCCgqbOTmoYGnCwsGBjcD19nZLD2jTcwHqSO/6cmMCQSySOZ0QqFgv7+fkIiIvjim28wMjQk3M+Pa2VlyPr7udvRgZGODu88/TQ74uMJHj+elIoK2uVyjG1t6ZLLMTU2JjI0lF65HB8vL2aHhpIYH8/VzEzCZ83SPJfHSZaOxMDAwKjnoJ4sph6NO/Ssk8vl99W7+L+MhoYG2kpK8JgwgXnBwfzt4kVW/OxnLF2yhJkhIcyfM4evtm4lMCRklF8glUrZ+eWXTLCyorO7G4muLkXd3bz28sv4enkRl5iI67hxOJqY0CmVklhcjLeHB2JtbboVCjp7e/nLf/0Xkx0d6ejuxnPKFM5dvIjPjBkP9Du7u7vZtWMHW7/9lgsXLnD79m2mTp2KjY0Nhw4fJmLqVHYlJxPg68u4weLKvrg4unt6mGhri4u9PVNsbUkrLMTbwQGxSMRka2t6FQr0xGJKGhp4efZsLpaUEFtezuXKSqJ+9jP8h0xwehQGBga4mpnJx++8w4LZs5kXHo6OSsWhkyfxCwhAIpH8y/Qo/9cTGAABM2dyqaCAj0+e5OKdOyQ1N6MyMsI/IGBYH3h3dzd9fX388Q9/QCiXMy8igvNJSXQNOmwHDhxgzX2ECzs6OtDW1n6sm/pDhP56enqGGU11APKwz5FKpaMmC0il0mEVUqVSOSox09PTM6bqS3lZGd9t2cJEe3sm2ttzJC6O8dbWPP/EE1S1t1Pd2IjluHEEeXmx59w5zmVmknHrFrklJeQXFVFcVkZaWhr9/f0UFxSwPiqKrWfOsD4qipL6etIqKjh07RqH8/J45+uvNdWJouJimmprWT5zJt/HxuI3cSKz3NyILSjgSmkpi1etoqiiggk2NvTL5WBoyIpFixAKhYhEIq7dvMnKqCg8XF3x8PamRVubqZ6e6JuaYuHoiKmp6UP/bn19fbS1tYmIjuYfn3/Os+HhRPv7syM+nuQ7d/jD++8TPmsWoaGh3Cgs5O1f/pK9p05R3dbGW7/+NZaD6y7v1i0Ky8v542uvsXnPHlS6usgGBgicNAmPKVPoU6mYOn78sMBg94ULvL5uHc2dney8fJm/vf02OmIx1/LzuV5SwrtvvMGyJUtYunQpvTIZNfX1TB0MlIRC4ShFZDX9Vl9fH7lIxN6LF5FLpSSXlXG6ro4jO3YQ6OXFE3PnoiMUcj42lsioqEeujf9kuHh48PqHH5JWX8+ql1/mdHw8Dvb2/Pn112lubWX3qVOUVlczztKSG/n5fPrxx/z+5ZeZFRzMTH9/PKZO5W8ff8z8hQt/NEtF7YA8zucMFe5St4TI5fJhwZNSqUQsFiOXy0cxI9S9tFKpdFgQcz9bAf89VvlxHJh9u3Yh6u8nyssLRzs7jmVmoqOjg0osRmBgwCfffce6X/yCzv5+0tLTsbe1xdHOjpa2NkRCISHTpnH26lU8pkwhpaiINgMDFq9YweX4eKyMjWnq6GBJZCTbz5xh+bJlHIuJYaKtLbNG9NQLBAL2xsVhY21NZEgIdxoaeP2TT1gSEkJ5XR3Tx41jSVAQR1JSiC0upk9bm/9avXpUUKktFHK7tRWnEUJT2tra5KWmEurhwV/27GHKpElIVCqqGhsx0dfHcnA/ShUKNsXG8us//IGenh5qa2vx8PDANyyMb8+dI6OykqSaGlpMTZEJBLz+6qusf+45EhMSCJo6FW2RiHBfX2Ta2pwrL6dKLsc3JAR3d3e0tLRQqVSa5NKJo0eZHxBAaEgI51NTaenooL63l2gfn1HrLLO8nPCFCzUTHbq7uxEKhZiamtIulXI+Pp7JFhZcr6nBbcTfXlBTw8TAQJwHGSD/13D6yBFWBAfTPaKq39PbS49YjP2gIv2PxUiHVCqV0tHRoTn/HzR15HEw1J+QSqWPPXUM7tmH7OxsYmNjuRQTw2vLl6MQCjmSmso0S0viS0uxsrRk5rRp2FpYEO7nR7CfH2F+fuTW1hISFTVqX0mlUhLOn+fN559HWyS6J9Dt4EBvdzdNnZ04jNB+uR9kMhkymWxM1WgzS0vOnDqF/5Ce9qKaGvKqqwmfPZtdJ06wZN48GmprCZk+nZVhYexPTEQkEvH03LlsOXeOJX5+LAwIwMjYmPO3bvGXzZs1ga2RkRFXbtwgp7KSv/zxj9jb2tLY0kJOQQHe7u7cbWpCpVIRHx9Pe309r6xdi7aBAQXl5UTPmMHpK1c4mJKCoVhMhK8vMzw9ScjOxszIiM9iYpA4OJBTXs6mDz5gzrx5dBkZYebqSkVzM8tWrWLCxIlYWlpq9vmU6dO5cPEiSTdu4DF+PFGenhy/ehUdIyOmTZnCuuXLOZ+by/m8PDJu3ybtzh0wN2fpypWjguO0hARUcjlZFRU42NoyxdwcewsLLly7hvfEiQgEAqaNH8+utDSO37xJ1p07pDQ3s+ZXv8LTx0ejl/SfmsBQ+4UPg1KpRC6XIxaLudvaSlVpKW09PTg5OqJnYEBlbS22ZmbMcncnzNeXstZWOru7aZBK6VOpEAxO3mnr7GTDiy8S4OuL47hxhAcH097aStWdO7h7eAyz9z8E92N59/T0aOyCQqHQBJMDAwMaMeD/n6Crq8vFc+eY6epKc0cHrQMDzB/C6heJREy0tyc2NXVYsRZg/969yNvb2bBoEfvj4rjd0cFvX32Vzu5u3vzwQ6wsLVkREEBpUxN3OzvpkckwMjNDLBJhYGhIsLc3ze3tfHvqFFYTJqDQ1qaiqoqb+fnMvA8T9O7du7y/cSOd7e389le/Yu2KFdhYWPDJZ58hk8koq6pCLpPhYGqKQiQiwNWVLadOEeTpiUyhwHvyZJzt7IjJysLB2pozOTn09feTUVHBxZISDKdMob6hgbj8fDrkcu709LDw+edZtGzZY93T/bt3szYqCpMhcYqVuTmZ168z1c0NpVL5wKT+/zT+JQkMgUBAbGIiz734Imuffpq50dGEhoXxxRdf4DM4h1rtENy4fp1zZ87w7IoVHDx/nnc2bmRmWBhhs2Yx3smJgwcPEjZkcfT399Pe3o5AIBizJoVaKfxxH4K6eqaGurLwMIPZ2dmpEeBUV067u7tHGV9dXd1h19Le3j4mY7R961bM9fXRAkpqajA3M2Ogv59AV1ecnZwI8fHhRmkpNyoq8J0zh5VPPUVIWBh3mpowMTNjxowZXL16lfj4eCpv38bK2Jgnw8M5mJSElkiEgZERHUol3x0+jMUQFoKXvz/xycnk5Ofz1OzZ93psc3O5WlqKm6cnLZ2dJKWn87NFi9h26hSvvvACujo6JGVmcujCBYrLy5kfEnIvsaOtzTgbG8yMjbmSm4tXUNAj1d+NjY0RCoVoa2tjamPD5j17kEulNHZ384tf/hKrIdd67fp1ombOJCgggAtXrrBk7lxi09LYtGcPyTk5hPj4kJSVxW/efBNvLy/s7OxISkrCz9kZcyMjYtLS8HVx4Up+PgcSEymqqmJZZCQ+bm7kV1QwNywMqVzOP777jndH0GqdJ03i8PHjhA1WVg0NDUdlgtUOMMCEyZMJnjuXyv5+Um7d4o+/+Q1GBgb0DrYu2Vpbk5GVRdAYK6rJycmcOHGCGSMysOXl5Xz66ackJiZy/fp1/P39/yUG6UEwMjIiLSeHv/7pT7zy299iaWLCZHt7unp7ScjLY/2GDUTMnYtIT4/Pv/iCV9atY+qkSQwM7k+Jri4GenrUNDYyYcSos8eFegzZWDV41ArgQ/EgMa+BgYEHUqrvx5qA0bYC7jkzI3vPH3WNX3/5JeuXLyc2NZUILy/CvL0J8fbGZ9o0ksvLWbp6NQDuXl5I+/qorapCoquLrkSC/+TJlDc2oqejw/msLOymTGHlypX8/LXXiI6IQNHVRVtXF3WtrcyfN489J0+iBYQFBHC3vp7xQxhJd5qbqVIo0OIexXfbxYuIxGK0gFdWrOB4airpRUXkVFQwb9Ei8oqKmOnpif4IG5FfXs5EDw8sLC2H3WtjY2POnz1LXmkpJhYWvPTUUyTn59PY2srFnBxib9zg4o0bXG9r49fvv4+VlRUxMTGUlZXhMfh5oZGRhMyfT+j8+aSlp/Pqiy9qRq3J+/rIu3kTVwcHMouLSaqr47/efpu1Tz+NUqlk06ZNzB50qtT7/PzZszwRHo6hgQHzZs/myyNHWL1iBYUFBUwdMvGhrbub7Lt3mT84iUkgECCTydDW1kYikTDN3R1LZ2fe/+47Ovv7mWZri+HgfWnp7OTA1au8+pvfjDn59p9mL8rLyjDo70csEnEuPZ0T6elkFhVRXldH1OLFjz1F5H5QTy5Qt6RJpVLNua4uUPyQZMP9IBQKEYvFtLW1PZB9UVlZSW5uLnp6esNsUlFREe+88w7FxcV4e3sTFxvL6rlzcZ40iRn+/ghNTLhRUsLc4GBKKyqYPCS509zRwdU7d4iYO3fU92VnZWGnr8/4EcmgCfb2HImJIXjIhJ2HYaxskqNHj1JWU0NrWxtTbW3pVyrJKi0lpaQEUzMzBFpavLx2LfHXrpGcm0ufQoG+gQGJeXmYGhvzzLx5nL12jcv5+SSWlfHim28ycYTAX8Xt2yyOjOT6zZscPHuWi4mJrFmxgrzCQt557z3CwsOZN28eKYmJzPH3x9HOjqybN2ns6MBg8mR0DA0pLitjrq8vBnp6JN+4QUJJCR/8/e+UV1UxKyAAa0tLhEIhdjY22FhZYWlqSs7NmziP6NPX19cnPDqau52dHExI4EJREQb29ugNJov83Nzwmj6d0KAgQoKCCPT2Jre6miXLlqFSqYYlherq60nPysLYxIQNzzzDx3v24OPkhImBAVsvXOBwcjL7MzKYtWQJUcuX4xoYyNrnn2fKECaaOjB+FP6VtuJBCQxDQ8NHfpdQKNTYYW8/P44eP35vItHAAL0KBQb6+kT4+pKTn4+bkxOuTk5EBQaSduvWvfGmWlqIRSK0dHSYMyJQnTJxIgePH2fuvHmacco/BiPji/b29mH7qK+vD11dXc046P/f0N3dzb5DhzDV1aVHKsXY1hYnB4dh7zE1NuZSauqolsJLZ88S7OVFdXU1ry5dyqW8PNxdXfnbd98hFovZ+NvfsuXoUbQFAjwnTaJfW5uC6mq0tLToVypxnjCBU1eu8Mf336exqYljp09TWVtLVXU1sbGx9PX1MW3aNM3Z+/VXX6Grrc27v/sdAoGA3YcOkX3tGnZ2dqSlpvLFp5/i4OpKQVUVpeXlVDc2YuvgQG9PD+4uLtiZmHAyOZkXFizgSmEhAwIBVyoqyGlsZM/p08yMiMB71ixsXV2Zs3IlT/3850wewTAdCeHgyOyhiL90iegh7XBqtLa1IdDTw8rKCrlc/sji/VD8VLbiX5LA6OzsJD09nTVr1mgce6FQiJubG8eOHSMwMJCWQUHPD/76V+ysrSm/fZuXX311WOXDycmJcP9RCgAAIABJREFUhIQEZs6cqXEm1LoUAwMD9+1VVSqVmjnranR1dSGXyxEIBGOmmD8omzowMICuru592R99fX3D1LjVFOD7fc7QvrmR/fAPw6Xz5xEJhYhFIlSD4nY/W76cT3buZKKtLVZmZhxPSEBkbMzy1atRqVQcOnSIvLw8rK2tiYuLw83Njbq6On731ltk3byJSi7n2QUL8J42jbzqaqb6+hIwYuFpaWkROX8+Tm5uHE9OpldLC4+ZM5mzaBFGurokZWXx5KJF5N28iYWpKQ729mw7ehSz8eNZuno18SkptLa04D3kMO/q6SHuxg2Ns/4gaGlpDatC29rb4x8WhtzIiPyKClYsWDDs/WlXr+I7fTqmxsZcKyhA0ddHaUsL5VVVeLu7093ZiZm5OSGD2h3xSUkkX72Kq4MD421tuVlezvYLF7CaNo3V69eja2hIbUUFE8eN43pREU6Ojnz4/ffoSCRE3Sfzmnn9OsFhYYjFYkxGqPvCfx+oakMikUjQ1tYmNTmZZfPnDxOPFQgEtLW3Y2Fn91CWSnd3Nxs3biQzMxNLS8tRhuPTTz9l/fr1rFixglu3btHc3MzkyZMfet//t5GalERmTg79KhXmxsb0KRSU1NTwu/fe0yQrm5qaaG9rY3l0NEKhEIVCQUZODrV1dfi6u5OWnY3/oOL6w6AWvrxfUkjd+jFWg93X1zfmgOaH0EtH9srD449bPHnyJD09PQR7etLc2cnplBTkcjlXb91iy7lzvPn++8PWl7unJ6fPnmWgr48Xli8ns7iY6rt30dHVpaqpiZ+//DIffvYZRoaGvPzss8QkJNBw9y79QHNXFyKJBH1dXV5YvpxLV6+SmpuLVCYjITeXnXFx/PmTT0hOTqasvp7evj6iIyJoamvDdHDKSaivLy09PfQMDLB8+XKOnzlDyJCKSn9/P18fPcobb72lGUUH92yFsbExTS0tZObno6erS4C7O+6uroSFhBA9ezZlTU00yuXomZjcq4QmJeHo6IiOjg779u3DyMhoWCU/OSGBObNmaf4/ecoU7rS38+H333OjoYEPPvlEEwBYWlri4+PDwYMHOXv2LOfPnyclJYXKykom2NlhZW6OUCikuLKSZ1avJiM/n8uZmchkMpLy89kdH8/bf/0rZkPGIw4MDAw7L7Zs2YJ/QAAvbtjA3vPnib9+nbTiYpLKy5m1YAGenp6PXA//qfbCedo0/vzJJ1y+do3p4eEsWb2a6X5+5BYX09/fz5RBweYfC7V4rlrlX22PVSrVTyqap163I0V44V7i5L333qOtrQ1LS0sSEhJIS0tjxowZlJSU8NFHH2FnZ8dHH31ET08P3T09tN69i+vEiWhpaWFvZUV7ZycuEydSVFNDfHY2MoWCxLw8vj1/nr9u2nTftsTOzk7qKipwGZEIbu/qoqSuDv9HtHs+Durr6yksLOTtjRtRGhlxIDGRrPp6eg0MEIvF9CkU6Orp4TV1KoG+vrhOn06nQIC3nx+N3d3Yu7lx+OJFlFpa9OnqsmLdOvzuY/+vpqdjb2FBUk4O4sG9KgCef+kltLW1OX78OIcOHaLw1i0m2Nlhb2WFk709exMSeHbdOo4ePcqap59mz5EjuDg4YGxoiMWUKbg4O3M2Jgbv6dOHVTABZHI55YPV+ZHQ1tbG28+PxcuXs3DZMmZHRXHh4kVkvb34TJuGzpDnsuPUKaKXL2fChAloa2sPC5I9vb05duwYBhIJs4OCCA0KIqO0lGvl5dT09DDV358nV67kdm0tiYmJ+Pj4YGdnp7FXQqHwkULR/w624kEJDGNj40ee0UP9LaFQSNicORw4cACRUIiOri7OU6ZgY2xMXVsbF69eRSaXk1xQQOrNm5ibmqJSqeiVyzE2MiJgUFuksLiY/Fu3MDYy4kZhITPDw5HL5TQ3N/O3v/2N7du3k5iYyLlz58jNzcXX13fMLX3qZ3G/RKlac+bfQfeiq6uLbdu28eWXX7Jjxw4OHDjA0aNHiY+Pp6GhARcXl5+87XnTpk28+4c/kF9TQ1JODk1tbcz08yO/pIQdJ06QnJ1N5e3bGFlb4zHiHExJTuaZRYtIzcsj5do1uqVSiuvq0DU2xsTAgFnBwYSFhmLl5IRMIiFq/nyu3LhBa0sLvTIZeWVlrH36aY6ePk1SejoqwNXVFVtbWxYuXIhMJuPLL7/ExcUFMzMz0pKT0RIKcXBwYMv337Ny9WpmR0Yi7+tDWyDA19sbIyMjgkJCUCiVXE5OZtWyZeQXFODu4kJMSgovPfkkx5OTQShEPjDAXamUPceOaeJhiUTCuHHjxqR3AfcKhXp6esPOm+Jbt7AyMMBoRDwdk5zMrLlz77F0x1C8h5/eVvxLEhjl5eX09/fj7u4+LFDT1dUlLi4OLy8vlEolZWVlJCYkMDMoiNKKCuYvXDjscwQCAXfv3sXOzk5Dw5fJZBqxvPv15nR1ddHV1YVYLEYkEqFQKDSieI8j0DUwMHDfbKo6QdLX14dYLB72/eqWGDXU1Zr7VWIFAoHGUI3slX8QqqqqOHnyJD9btYr8oiJKKitxc3XFwsSERZGRxGZmcikzE1l/Pw7OzlhZWfHaa69x8+ZNVqxYQUFBAXZ2dpSUlNDS0sKrr75KSHg4zXI5hy9f5mZDA1N9fTE2M9Mo34+EhYUFYbNnEzZnDq5ubujp6bF//36cJk3CY9o0Ont7EfT1cTouDo8ZM4iKjmbz5s33NrhKxdnLl5FKpaTl5fH1oUP8/o9/HPVM1PRrNXR1dYcdsGoGg7W1NU1NTegIBJgPCb5sra35fNs2ZgUGUlNfT2ZhIfL+fqytrWGQpm9hYYGnhwdffvMNmTdu8I9PP+VEfDwXMzKobW5moocHK1evRigUcvPmTQ6dPImBREK4nx/vbN7MkpUryc7KYuGcOaPWYHJWFpHR0aO0L4ZC3ZcpFou5ePEix44dQ6VU4uvmNizJJtbW5kJiIgueeOKhIpVisZioqCgmTZpEeXn5KMNx8OBB1q1bB9xzwvPy8gj4CR3RnwKxFy8i7+/H2MSEjvZ22lpbmebpOcwBTE9Px9HRkarycuqbmvju4EEMraxol8nYvm8fThMn4u/v/8jv6u/vp6WlZZQNGZpwVItxPgoKheK+AchPBZFINIpt1tnZOeZAqrq6mo8//pi/f/QRX3z9NS+sXk2gvz9dKhV9IhEdKhXLli8f9XszZ80iJS2N07GxWJqZ4TJlCqX19ThOmUJ7RwfSvj6Wr1hBdmYm659+muKyMq4XFmJlY4NYIiEgIICSoiJWP/EErq6udAMOTk40KxREzp2LQFubmro6nJyc6FMoePmllziXmsr5QQZGeUMD3VIpixcsQKSry66jR5FKpeSWlLDjzBkCw8MJDg7WjM6Ee9VNHR0dHJycKCsvp6OzE1cnJySDe+rD775j7pIlLF22jOnTp5Ofn89nn32GqakpTk5OhIaGsm3bNoKCgjTPPjkpidCgIM19OXvhAmnZ2fQMDOA6fTpBQ14DsLOz44MPPuCFF14gNDQUf39/xjs58Y9Nm4gODUVHLKa2vh6htjaRERF4eHvTJRDg7utLRX09z/zsZ8OccrUug1AopLOzkx07drB27VrMzMzwCwxkZmQkMyMjiYiKIiUlhZljqJD/p9oLsVhMY1sbHn5+eA+232hraxMYGMiRI0cIGWT5/VioE5wKheKxggWVSkVubi4FBQWYmZmNqWByv9ZRmUzGSy+9xFtvvYWTkxNxcXF0dHSgUCioqqpi//79eHl5MWfOHO7cucOf/vQnPvz730lMT+duYyOTxo2jVybjSl4eBy9dYmFoKNHh4VS3tpJTVsZLv/rVA8XnLC0t2bN/P36urmzZv5+LGRkk5eRw6OxZVq5di81DVP4fF5cuXSI4OBgzMzOsbWwIDgsjKCyMqVOnUlBURG1tLS+uX8/W3bsJ9vZGTyLB3saG1OxsxKamrH3mGaIWLmTm3LmERUZi94AWIlNTU7Z88w3LVq0iJiaGSZMm0dvbS1h4OO+//z7+/v7U19fz+3fe4VJKChnXrqElFNIkk5Fx9SoTJ07kiSVLmOrpyfGEBOKys/Hz8yMhJYXqujrKysuZOWJ/HDh5kuhFi8ak4yYQCDAxM6MoP5+UzEzqmppoaG7mmyNHmOjlxeIlSzT+pnpajba2NhYWFnR0dqIvFlNbW4vL5Mm4Tp1KXmUlq9evJyoqCjs7Ozw9PXFwcCAmJobZs2dr1qV6DO7DAs1/B1txvwSGQCAYs0ae2t+Ce/7k8tWrOX32LNLeXgL8/DibkICPszOLIiOpaWsj/vp11qxfT2ZmJro6OmgJhdTdvYuvpyd//vxzpAIBYkNDTl+8SH1DA5FRUSgUCjZu3Ehvby8bN24kNDQUfX19jIyMOHz4MHMGp9E8DOpk9cDAwANZ2f8ObSNNTU28++671NXVIRKJMDIyYvz48bz11lssWrQIiUTC5s2b8ff3/8nak6RSKTk5OcyZM4dp7u7Mnj+f7OvXuZqTQ11vL6ueeYaAkBCaurvJLyhg1qxZw85RJZBx5QrPLluGm5sb3XI5VU1NGJmY0NfXR5C3N1paWhgZGmJva0t3dzf17e288OqrXIqN5XZdHX5+fpRVVWFoZISTkxMAGzZsID8/n4KCgnvsz/PnWbBgAQcPHsTQ0JAb+fm8+ZvfaJIMEomEnKwsgofsI1dXV2xsbUlISsJx3DjOJyTwqxde4ER8PAMqFbKBAW63trJt374fpW1lYmKCWCymt7dXs44mTp7M51u24D99Oqfi4zkRF8e5xERUIhFz583T/O7QroIH4ae2FQLVj1ztp06deuwNI5PJiImJ4fnnnycvL4/4+HiUSiVWVlb09PQwa9YsSkpKSExMJCQkBCNdXS7ExfHKq6+io6NDYmIiDQ0NiMViFAoFzz77rOahDQ321c7qUKgpVwKBAH19/WEJFLiXsR2LgzOUTfEgqDcu3DM8Q/vgHwWBQKBJyox1dOrp06fx8fEhJyOD4EERO1MTEyQ6OggBRzs7SioqaO7pwczCQsPqUAfsYrEYU1NTGhsbEYlEeHl54TKC3nju3DmcB5MfY8XunTtxc3fnbkMDq5Yupbq2ll379vGrX/+aw4cP09TUxK9//Wvg3n2trq7G0NCQqqoqzMzMcBzSU6vWjOjq6tIcOBKJZJQRVD9nmUzGiSNHeG7lSk2QsvvwYVo6O9ECdEQiFIDZ4DQDHbGYYH9/Dhw+jJOTEyXl5UREROA9qLgL95yqGTNmYGRkRENDA+np6cyZM4eSW7coLymhqb0dS0tLPD09KS8qYun8+Rpq1sWEBGzGj8fvEUG0WsG+u7ubzMxMZs2aRXNzMwmxsaxftQrR4Hovrqig+u5d5i9YgIGBAZcvX9Z8RmRkJJGDImNqFBYWcunSJV5//fVhP//5z3/O1q1bH/qeH4sfYiuG4szp0/T29KDo7ycoKIjzp09jYmHB2qee0rwnPT2dtrY27tTUoFKpeHJIv5++vj6HDx/mueeeQ0dHRzOq8H6tZmodipFra+i+F4vFY0p4qhOV/1MYamdGXuOj0NfXx6ZNm5gwYQJr1qxBJpNxKSYGlEoGlEp6ZDLCIyI07RH3Q0tLC1VVVejp6WmqgP/8+mu8vL1xc3PjWnY2Zvr6BPv50drRwdc7d+Ls6soTTzxBalISHc3NTBo3joaWFvKKi1n/4ovo6ekhlUq5dOkSxsbGtLa0sGbp0mEB3+Hjx6m8fRsvDw+i58xhYGCAqpoaxNrapGVksPCJJzSskba2NlQqlca+K5VKDh48yOrVq9n1/fdYGhujo6VFo1TKwsFEeXp6OpMnT2bChAnDgsjy8nIaGxvx8/MD4OrVq1ibm+MxbRrpWVl09PTg4+ODTCYjIyODVatWDbtfdXV1FBUV4ebmRkxMDFKplObmZlatWsXVK1cQKpXI5HKq79xh1ZIluLm40N7RwZnYWPyCgvAYUbEdOiL42rVrGgZieHj4sOsuKSmht7cXPz+/MdkK+M+0FwcOHGDNmjX3WAfd3ZSWlmJkZERzczPm5ubDzhM1VCoVt2/fpqSkBAMDA9zd3X9SgXClUsnZs2cpKyvDycmJtrY2Ojs7MTMz4+mnn37sCUk7duxAX1+foKAg0tLSCA8PRyKR0NzczKFDh5g+fToGBga4ublx7tw5tLS0WLVqFdbW1pQUF5Obk4OWtjYm5ubo6emhkMmoqapCYmBAwIwZo3SZRqK5qYk9e/awZu1azR5TKBScOHGCp5566icTiI2NjcXFxYXp06cP+3lVVRWlpaU0NjZiYWKCm6sriYmJaGtpIVMoaO7o4KWXX36s79r67bc4TZhAX18ffn5+xJw9y4RJk3B2dsbMzIxDhw7x4osvAvcYbvX19WRkZGiYtM8++6zms+RyOfv27EGsq0tXVxdWVlYYaGsze5CKfSExEYVSSdSQAGAsaG9vJ+vqVZrv3sXU0pJZgwKRhoaGmnuu1nTQ1dVFIBDQ19fH9u++Q0dLC22hkImOjqTn5/PzwfuTlpZGWVkZQqGQ+vp6Fi1aNCxoEIvFJCcna/7/72gr9u3bN2rSllAovC/D9X6438QglUrF+XPnKC4qYkFkJEKBgKLiYu40NuIXFIS/vz8ymYxzp09Tffs2Crkcka4uL7z44rBz6saNGxpbUl5ejouLC11dXZSWluLk5ERNTQ1VVVWEhoaOCuj+U3Hy5EnN2aO24StXrkQoFFJTU0NLSwuWlpZcv36dRYsW/STfWVRURFlZGU8//bTmZ729vezdu5c1a9YMe+/169fR09PDebClQqFQcODAAQz19REplUydMIHa+noq6uuxsbUlMjKSc6dPszAiAhtra8qrqjh8+rTGV4F7PsaRw4extbPTMBLmzJnDsWPHcHV1vVeI6esjLS2Nu3fvYmFhgUgopH9ggDVr12qu7fz589TW1PD8008Pawk8f/kyLW1tmBsaYm9tzYW4OHS1tUFLC5tx45gTFfWj7O7Q/TLSZ226e5c9e/YQNXcuDg4OKBQKrly5gpOTE15DmK/29vYkJCRo/v8/bSt+9FzBJYPj3B4XDQ0NJCcn09bWxrp16xCLxRQVFXH+/HnOnTtHfX09enp6bNiwgc2ff85Tq1Zx8cIF+gcGiIqKwsHBgZ6eHs6cOYPloCHfvn078fHxCAZbJ5YvX86TQ2Z49/X10dTU9NDrMjExGVOfbE9PD0lJSTQ0NODv7z9MfHQorKysNGrbj9v/pq+vrxn1NhZcv36dpUuX4unpybnTp/Hw9KShoYGWjg4cHR0pratj4YoVzFuwgE2bNtHQ0ICpqammdWfixIl0d3djZ2fHU089xddff82TTz6poSuXlpbS2dnJc88991h/R2RkJK+88gqzIyIouHWLtStW0NPbS0dHB66urqhUKjw8PEbd9/379zN//vxhdG0DAwOMjIyQyWS0trYCYG5uPioIbWlp0RxoISEhfP7pp5RXVNDX38+8+fOH6aZ8//33GurUokWLOHbkCK6urvfotS4uo6hOjY2NjB8/HmdnZzZv3swrr7yCvr4+voP0wW+//RZdXV1Wr15NQUEBsRcvoqujg0wup0uhYOtf/jImgdnOzk42b97MW2+9hba2Ntu3b0diaMjBM2fQl0hoaWsjcu5cvvnLXzQBzP2MxVgwNFBQKBT/IxMKfqitUGPRokWsWrWKJ554AqlUyhf//Cdv//73uLi4sGfPHmpqaqirq8PBwQEfPz88PDyYOITmrK+vj8lgNv3JJ5+kqakJLS2tYXR8NdT7VSwWD9N66e7u1jAwhELhmKqNBQUFmkB15syZuLi4oFKp2LVrFwUFBZrk1rJlyzTrrL+/n/T0dORyOSEhIQ+tUoy8jqFr/1HYsGEDbm5uvPjii1y+fJk33niDxYMtW1KplLfeeovnn39+TJ81FOq2t6KiIj76+GPycnO5HBuLlpYWpubm9Pb0cOXKFd57/30UCgUlJSUUFhbiFhDAsiFJp6KiIqRSKb9/+2127djB5AkTsDAzIy45mWnu7nzwj3/wxuuvU1ZRwerly/H29GT/0aOEhYfzzDPPaNaxujo9dHxaT08PSqWSb7Zt486dO1y4cAH/ceM0iYmqqiqCgoJGJW/s7OzIy8tj3mDwER0dzb69e8m6do2yykreefddzXsLCwtxdnYedj6sW7eO3/3ud3zzzTc8++yz3LhxAxcXF1xdXYkaIsZ75swZdPX1Sc/NxcTUlL/94x9MnDjxodordnZ2lJWVce3aNezt7bG1tQXurYm9e/dy7NgxTYL+h9oK+Pe2F3l5efj5+bF161aqq6txdnamra2NvLw8fvOb32jstBqtra288847tLW1MWHCBG7dukVGRgYSiQR/f3/8/f2ZOXPmmDVv7ocvv/wSuVyusTsvvPACOjo63Lp1izNnzrBly5YxJzEuXryIubk5NjY2lJWV8dZbb3HmzBlqa2s1rLB58+aRm5tLdnY2U6dO5cknnyQmJoalS5fea418/nn6+/t57bXX+PLLLx+blVJWVkZnV9eoNWRubk5bW5vGhvwY9PX1cfLkSYqLi3nhhRc0Z6ZKpeLcuXO89957SCQSDuzfz61bt1i8eDENjY3UNjTwyRtvPHYCysnJiS+++IJXXnmFS5cusWLFCk6ePs0vf/lL/v73v6OtrT0qwDQzM6OgoEDjO80d1Azp6+vj888/JyIigilTpuDh4UFZWRkpg4kAD39/lEqlxoYMhZGREd3d3Q9k0I0MxgBsbGwe6lPMnz+fo0eOkJ2ZSXtfH84uLsyYMYPjx49ja2s77HldvnwZKysrggeTLSqVigUj2nAfB/8btmLBggWjigQ6OjoP9MtHor+/n7t37476+fz581EoFBw8cICKsjI8/P35w7Jlw85bdYzR1dXFF198oWk9VsPHx4ddu3ahUqmws7MjJCSEU6dO3WMglpQQEhKCl5cXcXFxrFy5clSy7j8J2dnZfP311wwMDGh8L3WC3dXVlU2bNjFu3DhsbW0pKyujra2N6OjoHy2sDpCUlISBgQEzZszQ7IXk5GRWr149inXr4+PDzp07Nftv9+7drFu3DicnJ2QyGZWVlfiEh/Pdd99hb2+Ph4cHUVFRnDpxgvTcXAQiEWufeWaYrwJwMzcX48G2IqlUysDAAAsXLsTY2FiTSFYzpd577z3279tHRWWlZi/m5OQgl8t5b+NG9u7ezZQJE7C1sSEzJ4fW9na+/uc/KSkuJubsWcLnzCEqOho3N7cffe/gnl6M2mYqlUoaGxs1e/fAgQP86vXXh7VzBAYGsnPnTubOnau530ZGRkRHR//ga3hcW/EvaSEB8Pb2Ztu2bTz33HMaCqa+vj5ZWVn09/fT29vLkiVLqKur49nnnqOjq4vExERWr16tcSjFYjEzZsxg//79FBcX097ergkQXFxcuHjxIhYWFjgMiriMZY66lpbWI2mdDQ0N/PKXv6SwsJD09HSOHz9OQkICUVFRo5yQ/v5+BALBD1IfVlMBx4q9e/fi7++PjY0NgTNm4BsQQPjs2ZSWl7Px/fdZuHgxkwd7gC0sLCgrK9NUoBcvXsypU6fo6enB1NQUoVDIokWL2L17N4mJiSQnJxMXF8eGDRsei30B9wIsLy8vzl+4gI6eHifPnuXGzZvk5+djYGDA3LlzSUhI0AQOcC9QPHXqFCtWrBj2WeoKqkgk0syZNzExGWUA+/v7Nc9aLpcTe/ky69av505dHcuXLx/2fi0tLW7cuMGKFSs4c+YMxiYmSPT0GFAqcXd3Jzc3l6CgIM2zdXR05NNPP0WlUnHq1CkWL148zHno7+/n5s2bzJw5E1tbWwKDgvANCCAwKIib+fljdu50dHS4dOkS/v7+5OfnU1payhNPPIGHlxeubm64e3pyNTNzWJLuUWhqarovdevq1atMmDABU1NTLl68iIODw79FT/tQCIVCAgICOHDgAAYGBsTGxqItFvPll18SFhaGvr4+zs7OzJs3jxMnThAcHDyMIaGmw7a0tDBt2jTNSDMDA4NR60f9mrqtTP36UMHdh41UVL/+7rvv8tVXX9Hb24ulpSVJSUmcPn2as2fPYm5uTnh4OCKRCKFQyJUrV3B0dOT27dt8+OGHlJWVkZqayv79+7l9+zYhISEIBALa29tJSEigtbVVYwvVehz9/f1jtjW3bt0iISEBf39/9PX17wUDBw7Q1dVFZmYmX3/9NRs2bPhBlHBnZ2eOHj1KaGgou3btQiKRoG9gwJX0dDZu3EhkVBRXr17l0KFDZGRkkJubi6urK8tHtKp4eXmRmprKpUuXmOrsjEooJC4piYjZs3lmkHm3aPFihCIRB48dI6+wkHkLFhASGjqs/1l9j4dSoT09PSksLGTPnj0UFRVRX19PV1eXpqJgZmZGbGwsPj4+w67pzJkzGhos3NunEbNnc+zECWQy2bAWDRcXF7799lvy8vJobW1l79699Pb2UlFRweTJk5k0aRKpqanMmzdvVACiVCrR19fnuXXr8PHz04g0PizQtbOz45tvvuHdd9/l4MGDnD9/ntTUVA4ePMjmzZuHJePGgv9Ee2Ftbc1HH32ESqUiPDycy5cvk5GRgUwm4/Lly+zevZujR49ib2+Po6Mjv/jFLxAKhXh4eFBcXMy4ceMQCoXIZDIkEgmpqals3bqVlJQUon5AlUsqlbJ9+3YmTJhAbW0tq1ev1jxDCwsL9PX1qaysHMV2vB/6+/v54x//iLW1NQqFAh0dHcrKyrC2tmbWrFnY2tqiUqmoq6vD3d2dnJwcJk2ahJ2dHXZ2dnz//fd0dnaSm5vLtm3bCAwMHFZBGyuysrIwMzNDT0+PrVu3EhcXR2pqKuXl5XR0dBAxYvzvD8HGjRsJCAjAzc2NrVu30traSlFREdu3b8fY2FgjhOvu7k7AjBn0qVS4e3mxaPHiMQu4D4U4Fa+0AAAgAElEQVSFhQUZGRkoFAocHR25kZuLXC6noaFBo0MFaKjhcE+r4vTp07z55psUFxdz9OhRMjIyuHDhAgYGBiiVSqZOnYqZmRlmZmZ4eXvj5e2Nvr4+t2/fHpVMUyfUh+r2PApCofCRyRqhUIiNrS2h4eHMiojg6tWruLm5ceLEiVEBh6enJ0eOHGH+/PnA2Kdt/Sttxf1aSHR0dMasaScUCofR5odCS0sLTy8vZs2ejZ+//wNZl93d3eTn549KQAgEArKzs6msrMTMzIysrCxmzJhBYWEhS5Ysobi4mLKyMoyMjIiJiWHFihU/SUD/v42ysjK++uorurq6MDExQUdHRzOmWqlUkpWVRXR0NJMmTdK0v1hbW9PQ0MC0adN+1HfL5XKSkpIIDw9n165duLi4YGhoSEpKCh0dHaNsa1tbG3fu3NEkNk6ePKk5t0UiEZaWlhgYGNDd3Y1CoSAmJobbt29jP24cNXfuYGRkxPr160c9p+DB5JRcLqezs5PS0lJCQ0M5cuQIq1evZvz48dy4cQMTExNCQ0Px8PCgpqaG69evo1Qq8fHx0fzrHxCAvpER8oEBwiMiuH37NmFhYZhbWDAjOJig4ODHjsUeBnXcB/+959U26OTJk4SOED0FaG5uxtLSUsPCU/ssj8JPZSv+ZQmMvLw8FAoFNjY2bN++nZSUFA4dOoSXlxdisRgdHR2WLl3KpUuX6OzsJDQ0lPz8fALvI8CUl5fHtWvXWLZs2TCtCCcnJ86cOaOhBHd1dT2yX1UoFD6SgfHmm29iZmZGa2sr8+bNw9fXFz09PbZs2cLCwfF2ajwOg+LHIDU1lYaGBlJSUggMDNRcw6VLlzA1NR3lpJiamnLhwgV6enpoaGggKioKd3d3MjMz+X/snXdgleX5/j9nz5yTPcheEMKIbEQMyy0VLVjFUVcdVftFq9VaR2vVKtb1UyvaCg5EQQWLAsoSZEOABAhJCITsvU9yRs78/UHfp+ckARKISm2vv+DknHe/z3M/133d111SUkJDQwNjxowRNdrh4eHU1NRw7bXXntHxSQFHZGQkI0aO5K677iI/Px+73c6MGTNobm5m5cqVdHR0sGvXLj766CPmzJkTECx0l8pLrXJ7m6Sk8hE4obAYM2YMBoOBw4cP92Bjo6Ojyc3NZfPmzQQHBxMWFsahQ4dEjfOcOXN4++23qa6upqKigs8++wyr1UpeXp6YzPwz/XFxcXz55Zfk5+dz/vnniwz7qlWrGDlyZA8J+Kmg1WrZuXMnO3bsEAGbBIVCQWtrK0OGDDmt5FeC/8CxefNmkf1NSkri/fffZ8uWLXg8HubOnXtOdBXojpCQEKZOncr+/fux2+2kp6ejVCqJiYnhk08+Ydy4cQwaNIj09HS2bNkScK29Xi+rV6/ml7/8JV6vV4wVvXXx8C/30mg0KJVKcnJyeO655/joo4/Iyclh1L8CUSlY9vl8QrUB8MEHH7B3714mTpzI+PHjCQkJITk5mdLSUtra2rjgggt47733cLvdQv69cuVKdu/eTUhICMHBwcyYMYPRo0dTW1vL2rVrWbVqFcuXL0cmk1FQUMDSpUsZPnw4YWFhqNXqXv1y3G43r732GkuWLGHNmjWsX7+euLg4Fi9eTHp6OpGRkaxdu5af/exnTJ48Gbvdjsvlwmq1MtdP2tgfyGQyJk2axMaNG/F4PBw9epSOjg6ee+45oqOjMZvNzJgxg1mzZnHJJZdw6aWXMnjw4B7b0Wg0TJ8+nbFjx+LxeEhKSuKWW25hRLfWq1FRUZw/aRITJk4kJDQUhUIREGhKHYq6BxyZmZmMGjWKSZMmMWPGDHbu3IlGoyEiIoKgoCByc3PJzc0lMzMTp9PJsmXLiI+P58ILLxQql6CgIF5//XUGDRrE3r17RRYWTpDso0ePZv369ULVM2nSJHbu3MnUqVM5cuQIGzZsID4+vofSY+vWrWRnZwe820aj8ZTvpUwmY9iwYbzwwgtERUURFhZGTU0Nc+fO7ZEZ7Av+E8eL8PBwlixZwpQpU3jrrbdwOBxERkaeqF82mUhISCArK4sdO3bwt7/9TSwuq6qq0Gq12O12HA6HyKo7nU4mTJhAWFgYb731Fmazuc8LMJ/Pxx133EF4eDhut5vk5GQSEhI4cuQIX3zxBfv27UOlUlFRUcFUPyPYk+HVV18VhuMzZ85k27ZtuFwupkyZgs/nE/4NwcHB1NTUcPnll3PgwAGKioqYM2cOEydOxOl0EhYWRkFBAQ8++OAZ3TetVsvWrVtZvXo1EyZMYPDgwRw7doyqqiqOHTtGTEwMKf9q03k6SIkgrVYrJMyffPIJGzduZMKECaSlpTFq1ChB2IwbN46mpqaAMgeVSkVUVFSfzepOhunTp7N8+XI0Gg033XQTHR0d7N+/H5fLxZw5c9i2bRvbt2/HYrGwfv16PvnkEx577DHefvttpk+fzmWXXYZMJuPYsWP8+c9/ZvXq1TQ2NgaUoAKsWrWKq666qse8rdPphAl8X42f1Wr1aWPW7sbgQ4YM4YUXXsBisfSIh6Q4qTd1yKnwY44VvREYWq22X0SWx+Ppl/F1d+j1elatWsWYMWMCnvvi4mIKCwuZOHEiRUVFVFZW4nQ6mTp1KosXL0an09HQ0IDNZqOpqYnPP/+cOXPmnDPjaV/xt7/9TZTdJicni/lRIjBsNhtpaWm89957oltKaWkpu3bt4tprrz1j0sZut3PffffR2dnJz372M5KTk1m9ejVff/01ZrOZjRs3Mm3atIB12QcffMDNN9+MwWDA6XTy1ltvkZ2d3eOa5+Xlcf/993PRRRehUqnQ6/VcddVVTJ48udfjValUxMbGsmPHDtrb26mpqaGzs5OLL76YjRs3smrVKjo7O4mPjyc1NRW9Xs+wYcP4+OOPmTlzJuvWrePYsWPCD8VoNBIREYHNZqOysrKHn9ZAobdyaOndUSqVbN26ldTUVFwuF1999RUbNmzgwIEDWCwWZsyYIcYfn8/XJ+XbQI0VZ+2BcaYoKyvj3Xff5dixYyQnJ/PPf/5TBBc+n49Ro0ZhsVi49NJLKSwsZP/+/ZSUlPDwww8HZKpkMhnPPfccycnJzJ49my+//JLy8nJRRmI0Glm5ciVer5e6urqAY/B4PKxYsYI9e/agVCpFAH+qjGNLSwu/+c1vaG1tZdasWVRUVLB37158Ph9arZYJEyZw22239etaSM68Unu2iy66qIc0qTtKS0t56qmnaGxsxOVy4fF4+MMf/kBzc7OQv3Z1ddHe3s78+fMDpNMSduzYwYp/tYxyuVxkZWVhNBrZtm2baMcltScdNmwYd/7LkXug0NDQwOOPP86ECRO48MILcblclJeXExQUxOrVq3nuuecCBh1/idPp4PF4qK+vB+Dpp5/m4osvpqOjg/nz5/O73/0ugHDwer188MEHvPDCC7S0tFBTU0NiYiJLly6lqKiIqVOnct5551FbW0tjYyNr164lLS2NoqIiLrnkEr777jsyMzOZMWMGVquVDz/8kJSUFCZOnCjUAj6fj+zsbObMmdOvSdXn8/HEE0+wbt06nnrqqYDSALlcTl5eHjfeeKOo5ftvgfTcHz58mHXr1rFv3z7cbjfh4eH85je/AU5kyhUKBTNmzGDPnj3k5eUxffp0br/9dl5++WWOHDmCWq3mnnvuEcHwokWLWLhwIVarFY1Gg0aj4de//jU2m42vvvqK+vp6MjIy0Ol0HDx4kKuuuopHHnkEODE2OBwOUYZ277330tjYyFVXXcW+ffs4cOAAMpmM9vZ2IWufMmVKwPPwzjvvMH36dJqbmwMIK6/XyyuvvEJWVpZYiEqBwbZt23jnnXcwmUw9jL08Hg8333wz48ePF+UEXq+XjRs30tTUxM0338yGDRu44YYb+Pbbb4U5cVVVFR9//PF/XBAloXvpz6lQV1cn5NrSWFBaWorT6cRkMnHhhReyZs0agoODmTt3LhMnTsTn81FXV4fP5yM6Opp7772Xrq4ufD4fJpOJG264QSh+Xn/9dZqamhg0aBA2m42UlBRiY2MpKiriyJEjKBQK5HI5DzzwQEC53vbt23nyySfFccpkMqKjo/sc6EmqksGDB2M0GvtcD/5TwIMPPkhnZyelpaWirEKtVpOWlobRaGTXrl3Y7Xba2tpITEwU80xQUBAVFRWkpaVRW1uLxWJh+vTp4t2AE+U477zzTsAc0hu2bNnCk08+yaBBgwgNDcVut5OSkoJKpaK6uprzzjsPuVxOVVUVOTk5rFixokcGzB91dXXcf//9RERE8POf/5wvvvgCn89HSEgIF1xwAUuWLKHmX0ZyN910E42NjezYsYPjx48THh6Oz+dj+PDhOBwOcnNzefjhh89q3njwwQcxmUwEBQXxzTffMHbsWLG9wsJCQkND+f3vfw/8Wxrsf15Wq5XHHnuM2tpaXC6XMKAcM2YMmzZt4uqrr6a6upo777wzYL/Lli3jhhtu+F4VP7m5uXz77bdotVr27t2LyWTiun+1kXY4HNTV1REWFsamTZt4+umnhf9HXV0dWVlZXHTRRSgUCsrKyvjTn/5Eamoqc+bMQalUsmrVKoxGY4/zghMEvaTsamho6JMC12Aw9CmB0b208JlnnuH48ePMmzcv4HvBwcF8/vnnvPLKK6fd5rmC1tbWHiUkZrO5X2Vf/mXJZ4qDBw+yZMkSfD4fjY2NOBwOLBYLcrmcX/7yl0RERPDxxx8L4shms3HkyBFMJhNWqxWHw0FVVRVOp5Pw8HAyMzP5v//7PxJPYqh7rqC2tpbf/OY3xMbG4vV6uf766/nmm28oKysLULICXHjhhQFJx4KCAsaPHy8SzXa7nVdeeYWdO3cCJ8rwb7311oCyb388++yzHD58mPDwcObMmROwftu4cSPh4eEcOHCA+Ph4tFotRUVFXHnllUJRsHTpUgoKCtDpdAHrLovFwpdffskzzzzT7+vh8/k4evQoOTk5rFy5UiRH4ESMccstt7Bs2TJmzZrFiBEjeOmllwgJCeHQoUMkJyeTlZUlVGxdXV28+uqrPPnkkwNqkOwPk8l0Sj+3PXv28P7771NcXHyilXx4OC6Xi61bt3LjjTcKFZdMJhNx5g+BH43AALjppptQKBQUFxfjcDiYPn06Bw8eJCwsjKFDh3Ls2DEGDRrEjBkzsNlsvPXWWwwdOjRA8tbc3MzHH3+MXq8nKCgImUwW4Jmwc+dOXnjhBdLT03n++efJyckhJCSEKVOmsGPHDnQ6HaGhoZSWltLU1ER2djZ//vOfA0gSj8eDz+dDqVTy2GOPUVxcTHBwMD6fj/r6ekaOHIlCoaChoYGdO3eyatWqPi/0lyxZwo4dO4iPjycvLw+Xy0VXVxc33njjSbOfX331Fa+++ipmsxmNRoPFYsFut/P444/3CHy2bdvGr371q4Br4o/m5mY+//xzKisrGTRoENnZ2WRmZvbJo2EgsGXLFl5//XWys7OZPn06HR0dfPXVV8yYMaOHK3NERES/CJT6+no8Hg+LFi3CYDDw7rvvcvHFF5Ofn8+MGTMYP348tbW1vPfeezz66KM9asl8Ph/Lly9n9erVwAlGPzIykvvvv58lS5ZQXFzMVVddhUql4vjx4xQUFKDRaDCZTFxwwQVMmTKlxzGdrla1N3zyyScsX76c0aNHB2SplUol//znP3nvvff+IyWHZwMpm221WnnooYeQy+UolUrMZjNut5uf//znaLVa5s+fT1NTE8OGDRNBRWtrK+PGjSMiIgK3283Ro0e57rrrcDgcfPjhh8THxwe8L7m5uULtImXYJOzcuZPnn3+e9PR00fpZr9cTHBzM3XffTWtr6wkz2OJihg8fTlVVFcePHxeZtqlTp1JTU8PevXvp7OxErVYTHR1NVlbWia44nHgOP//8cywWC7/4xS+oqalh9+7dgqR1Op28/PLLvQb0f/rTnygrK+Pyyy+nsrKS/fv3C5O3888/n+LiYm677TbWrFkj2vMWFxezbNmyPstvvy+o1eqAlsH9gXQP+oKmpqYecm273U5ubi7p6ekoFAoKCwsZMWIEcXFxYqKXiN+wsDDuuece6uvrmT59OseOHaO0tBS9Xo/NZqOsrIxbb71VKLqk+v3nn3+ekJAQxv6rPEQi0qVWeHPmzGHWrFkiK6hSqXolok8G/7ru/gbz/+n49NNPWbhwoZgvfD4fbrebcePGsXHjRkwmk5B7S0ST0WjE4XCg1+uRyWTI5XIGDRrErl27yM7OFkRjV1cXmzdv5osvvuh1LHc4HPz617/m+PHjBAcHk5SUhNFoRC6Xc/DgQUJDQ8XcID3bhYWF1NTUnGiL3dpKcHAwL7/8shgD4ITBmcvlYvz48VRXV3PllVeydetWcnJyMBqNWCwWYmNj8Xg8TJ48maFDhwInpO3z588nOzubtrY2ZsyYwbRp0856zvjss8+oq6tjw4YNxP3LOyY/P5+KigpkMhkKhYJbbrmF999/n6amJtHRKTs7mwcffJA///nPVFVVERYWRlBQEIcOHRJd4dLT04X60m63M+tfXTa+/vprysrKWLBgwVkde3+wfft2Fi5cyMyZMwMWEB6Ph1WrVjF//vw+bWPDhg0YjUZmzpzZK3HUnaDsq29aX33bLBaLMG4HmDdvnpCgX3HFFchkMrxeLx999BFPPPHEgNXW/xDojcDoa5cfCf6k9Nngj3/8I3K5XIzVtbW1tLS0oFQqBQn2/vvv09bWRmRkJMHBwVgsFo4fP47L5UKpVBIfH09dXR0KhYKOjg4uuOACnnrqqXMyznvrrbf45JNP0Ov1pKWlodPpmDJlCmFhYdjtdsrLy7FYLKxbt474+PgeSmKfz0dubi6PPfYYDzzwAMXFxZhMJrKyskhMTMTn81FQUMDgwYN7kG0A999/Pw6HgyuvvJL169cTGhrKoEGDOHr0KA0NDSxZsoTOzk6eeOIJqqur0el0hIWF8dBDDxEXFydK1XJzc2lsbGTo0KE0NjZSWFjIo48+2kM91V88+uijNDQ0CAJcUp+GhYWxb98+4d2mVqtRKBRceumlFBQU0NjYiFarxWq1olAoeOutt87qOE6FqKioUyarfD4fc+fOJTY2FqPRyN69e2lvbxfl/B9++CEymewHJzB+tBISOCGBlx6yuLg4goODBaFRV1fHlVdeiVwu55tvvmHfvn2YzWYyMjL45ptvWLduHatWrWLPnj2EhoaSlJTE/v37ezxssbGxrFixQvRCHzx4MHq9ns2bN6PX62lvb+fw4cPo9Xrkcjnbtm1j+PDhAdmV9vZ2vF4vCoWCf/zjH2KhUlVVJWp4jh8/LgIIi8XSp8G/vLycZ555hoyMDHbv3k1mZibx8fGEhoayatUqpk2b1oNZb2tr47HHHiMhIUGoLFpaWkhOTkar1QZkHaWWbaeSZ+n1esaOHcv06dMZN24ckZGRP+ggmZiYyJw5c6ivr2fjxo10dHRw++2395CIdy8f6QskD5EhQ4bw9NNPo9VqGT16NElJSZSUlLB27VpKS0tFa5/u25fJZGRmZnL11Vdz9dVXM3PmTKZNm4bBYCA8PJw9e/bQ3NxMYmIiISEhDB48mNTUVPbv38+tt97ao1ZdJpOdkcT173//O2PGjGHjxo04HA5iYmJoaWlhyZIlXHrppT3qaP8bILUxVKvVovNIQkICGRkZaDQaNmzYwJYtW+js7GTq1KkEBQVhMBjYvXs3U6dOFe+JtEjZvHkzx48fp6Ojg7FjxwZkvqR9RUdHi6BECnIiIyPZvn17wD2Q1EsvvvgiJpOJ4uJiRo0axbp16yguLsZgMJCQkEBnZyednZ0cOnSIIUOG0N7ezsiRIzl69CiRkZGo1Wo+//xzYXYcHh5OZGQkW7du5fzzzycuLo64uDiCgoLYuXNnj1pmq9XK66+/TlJSElVVVZSUlDB48GCio6PJz89n9OjRopQsJiYGtVotjCt7q3f8IaHVagkLCztjWa9Op+tzj3mn0xmwD4PBwKZNm1iwYAHvvfcea9asYffu3eTk5HDhhRcKYkQy41IqlezYsYOGhgbS09MJCgoiOTmZuLg4IiIi6OzsZOjQoTgcDr755htSU1NZt26dKGtJTk5Gr9eTmJhIfHw8iYmJaLVaIiIiGDt2rCiFk0ivvkImk4kFy6laNv8UMXToUN555x30ej1ut1sobEpLSwkPD6eiogKz2YxSqeSCCy6guLiYpqYm4YFVV1cnOjiEh4cHEEf+firJyck99j1//nyKi4vR6/WEhYXhcDi45JJLaGpqorq6muTkZEwmE+vXr+fQoUMcPHiQ4uJiYmJiRFt4uVzOP/7xDwYPHkx8fDxvv/02+/btw2g0MnbsWBQKBevWrcNms9Hc3IxCoaCrq4vIyEgmTpxIbm4u27ZtIzc3l7y8PGJiYnj66aeZMWMGycnJZzXHKxQKIiIiUCgULF68GJVKxXnnnce3336LSqUiLS2NyMhISktLhYph2rRphIaGCmXk4cOHhWouODiYw4cPM3ToUEpLS8W4VlRUxGWXXSau1f79+ykoKOC1114bsNaLfUFCQgIWi0WoKSMjI6murmb16tXcd999vZpA97aNqVOnMmnSpJMqwwwGQ4/3239RrlKpRPcsfwQFBfXp3ZaMBSWsX7+e888/n4aGBtatW8fBgwfZvXs3gFAx/qegtxKS05XbdYdMJut3W+TusFqtrFixImD9UFVVRXp6Ona7naKiIuLj4xkxYgRr165Fr9cL1aTkqZWSkoLFYiEkJISmpiZUKhUlJSXs2bNHqBTOFeTm5vLuu++KjkhlZWWCcNBqtURHR2Oz2di6dSt33nknBw4c6JFokclkVFdX88UXX1BdXU10dDTx8fGk/8uvTyaTERkZKbzouhPxy5cvx+v1MmzYMNLT0wkODsbpdJKZmUl7ezuXXHIJDzzwAFFRUSQnJxMdHY3BYOCTTz7h8ssv56OPPiI9PZ24uDiSkpKwWq3ExMTQ1dXFpZdeetbE/4QJE/joo4/EGjM7O5uVK1ei0+k477zzCAoKYteuXULxm5KSQkREBElJScTFxZGcnExTU1NAaepAoi/d9GQyGatXryY8PJyvvvpKxCkhISGUl5ejVqvJzMzsV+vigcCPSmCEh4fz3nvvCRliYWEhl19+OTExMRw+fJgdO3ZQUlKC1+tlzJgxPPLII8TFxbF06VIiIyNJSEggNDSUoqIiMjMzqa+vD2iRJrnfbtq0ieDgYNLS0tizZw/l5eVUV1eTlZVFeXk5mZmZQsERHx/Pp59+yh133CECQKvVisfjwe12s3btWpKTk9m2bRupqal4vV42bNiA1+vF6/VSXl7OkSNHBNPqj4aGBr766isaGxtJSEjgueeew2azUVNTw7hx40S2SKqj2r59e4ArPZyQ/bW2torAXiaToVQqyc7OZuvWrbjdbqKjo2lqauKTTz7hZz/7mcjEnKuQyWRkZGQwbdo0YSjYHb21xD0dJCM2qSats7OTlJQU5HI5oaGhJCYmEhMTQ3l5OT/rp/FXUlISZWVl7NmzB4vFwqBBg7BaraxevZorrrii12uuUqnOaDDctm0bGo2GwYMHU1dXx+bNmykvL0en03HPPff8V0nDJUg1vXDCKfyTTz7B6XSSlJSETqcjISGBmpoakpOT0el0+Hw+CgsLcbvdZGVl0dXVRU5ODvn5+ZSUlKDRaESWNiEhAY/HQ1VVFeXl5SgUCmprawkLC8NoNLJ27Vry8vJE2y6tVhtAHni9Xl577TVMJhNHjhwRiwyDwYDdbicxMVFIxxsbGznvvPPweDzs3bsXnU5HfHw8e/bsIT8/n9TUVJGRjY2NJScnhzFjxgSQYzqdjurqaqZNmxbwDD/00EMolUra2tpobGxkxIgRyOVyOjo6sNlstLS0MHr0aDGOSYTuvHnzfvRsvURmK5XKfndvAk5rdukPt9sdIK3+29/+xpo1a6iqqmLMmDEMGjSI8PBw5HI5n332GXPnzkUul4uxF2Ds2LEsWLCAjIyMgMVhS0sLHR0dJCcnU19fT1NTkzBVVCgUNDc309bWFuD1AwiJv9SRQDqn/ijQZDIZdrtdlLWci9m77wsymYz09HRycnJoaWkJ6OrQ1tYmiIro6GisViszZszAYrEIJWZKSgrl5eU0NzczbNgw1Gq1WHSXlJSgVqtRq9UBxtMS3nzzTRQKBSqVCpfLRVxcHHV1dYwePZr4+HgqKirYt28f8fHxdHV1UVpaytixY0X5gcFgwGg0EhcXx8qVK0lLS+PVV1/FZDIxefJkVq1aRWJiIpMmTUKtVpOfn49OpyM8PJza2lqGDh3KoEGDSE5OFgH59OnTSU1NHZBrq9fr0ev1REVF8cEHHwj1h9SmeO/evRw/flxkmMeNG8fOnTupqalBq9Vis9nYsWMHISEhqNVqampqyMjIYMeOHdjtdmJiYqivr2fKlCmsWrUKq9WKVqulpKSEWbNm/SitJrOysrj66qs5evQo+/btIzg4mHnz5gUoZM4W0pgnQaFQBCgmgoODMRqNPcZDf7PiU0Eulwdsb8+ePcI3JCUlhcTERAYNGkRQUNBZdSj6MdAbgREUFNRvtavP5+tzB6/eIKkp/bufuN1uKioqOP/889FoNGzZsoWCggIiIiKora1FoVAIpaFMJqOlpYXw8HBaWlrIzMwkKiqKuLg4GhoasNvt/fJQ+77x5ptv0traikajISMjg+DgYEpLS+no6KCwsJANGzagUCh46aWXyMjIEH5PknrUX/VSUVGBWq1GqVSSlZWFTCbjwIED7Nixg5ycHKxWK2vWrKGoqIhJkybh9Xq54447hImxtI5Uq9WYTCYOHTrEhAkT8Hg85OTkBBheSomHQ4cOcfz4cerr6xk8eDByuRyTyYTb7aa2trZfBvkng0ajEeXxMpmM4OBgRo0aRXl5OVu3bqW5uRmz2a5ePLwAACAASURBVIzX68VutzN48OCA97m2tpaYmJjvJVEpk8kICwvr03vy9ddfc+jQIdLS0lCpVBw4cIDS0lJRLiOZz/7XEBh6vZ69e/fS0NBAVVUV48ePZ+PGjSLr0djYyBNPPMF9993H2LFjkcvlvPTSS6jVasHAe71eKioqKCwsxOl0MmTIELZt28bevXspLCxk3759IiOWm5tLfHw8JSUlBAcH09bWRlpampg0vF6vYGGHDx9OeHg4ra2tAMLj4p///CdJSUmYzWYqKys5evQomZmZGI1GtFqtMPfMysoKyNq8/PLLvPPOO+Tn5/PNN9+wdOlS8cDK5fIeJR4KhYL6+vqAjhUdHR28+OKLxMbGCkNSj8eDWq0mNjaWlJQUmpqa2L59O9XV1cjlcm6//fYffTEyEPB3yO0rlEolGo0GlUrFli1bMBqNHDlyRHSlAcRirr9t30wmE1OnTiU1NZW9e/eyc+dOFAoF8+bNY9SoURiNxh6ZY41Gc0aZo9TUVBYvXiwys4mJiYSFhdHW1sYdd9zR7+39FCCXy/F4PKhUKkJDQ4mJiRE+OhKhU1hYSExMDAaDAZfLxcGDB9FoNMTExLBmzRqCgoIIDQ1Fp9NRWVmJUqnE5XIRFRXFl19+SVtbG16vl8OHD9PZ2YnL5aKgoICYmBhhkGg2mzl+/DhXX311wOLy008/JSIigvDwcFEH2t7eLlh3i8VCTU2NUPOsXLmS9PR04Y8hSUnb2tooKytjwoQJlJeXBzhqSy7XdrsdmUxGVlaWyAauX7+e5cuXi6BIOtfq6mp2795NVlYWVquViooKoqOjUalU5OTkiPrVHxP+aqvu5nN9RX+CV2kchhPjwaJFi1CpVGI8l6BQKPB6veh0uh6u5lqtllmzZvHcc8+JAKq6upojR46gUqkE4QkIVZ3RaKS9vZ26ujra2tqIioqiq6uLLVu2cNFFFzF9+nTkcrnotmQymfo9BkqGjz+FOaC/iI2NpampicrKSiwWC83Nzdjt9oBrMW7cOFpbW9m9e7cg8aQFXWdnJzU1Neh0OvLy8ujq6iIiIgK9Xk9DQwNdXV1kZGTw8MMPs2TJErZu3cqhQ4coLCxEpVLh9XqJi4vD5/Oh0+nYsWMHVVVVHDhwgNDQUBoaGigtLRVxQmJiYsAYIpW2bN++HThRftjV1cX48eMpKSlh9+7d1NbWMm7cOKxWK62traSlpbF7924iIyNRqVTs37+f48eP8+ijjw4YgSURaXK5nNGjR/Pll19SXFxMZmYmOTk5ZGRkCKWLWq0WMU5cXBxarZagoCA6OjpQKBSiC1pZWRkul4vk5GSam5tJSUmhqKiICy+8EKPRSFFREcnJyfz2t78dkHM42XmdSu0lKU2mTZvGyJEjz9oPTCaTYTab6erq6lVh6q8IkMojZTIZDodDkHFKpfK02VP/7dntdrxeL2q1muzsbEG26fV6EUe//PLLZ9TF5cdEbwTGmZC2Z0qYS9DpdHz11VdERESwadMmcnNzyc/Px+VyERERQVRUlFg/1NfXM3fuXNauXYtCoRCLeplMRlNTE0OGDEEmk9Hc3Ex1dTVms5ljx46ddTv6gcSyZctwOByoVCrCw8PFWis9PZ3BgwcLPwvpeUpNTeWjjz4iLy+PnTt3snv3bgoKCkhNTaWlpUWoJk0mE5s2bcLpdNLZ2Sm6K4aGhtLW1ibG2n379pGVlUVFRQXV1dVUVlbS3NzMt99+y7Bhw7jpppvEOGk0GikpKWHfvn0cP35cGKFnZGTQ3t7Ovn376Ojo4NChQ2zevJn/+7//62GsfaYYOXIkO3fupLy8XBDgQ4YMwWg0cuzYMR555BEiIiKoqqoiNzdXxKWHDx+mvLycxx577HtRUErdYvqCiIgIli5dSmxsLNu2bSMkJETYF0idmiRFyQ+FH9UDA04QAzNnzkSv11NZWUl4eDhOp5OKigrmz5/fwyH5wQcfFIZYcCJTFRkZKWSf7e3tBAcHi4vY2toqTNKUSiUVFRV4PB4mTZrE3r17ufDCC2ltbaWoqEi0/JHL5SxYsIBRo0YFTGgymYwVK1awdetW0tLSWLlyJUFBQUKS7V9Hfd5554mape+++46XXnpJLIKkrJrT6WTs2LEUFhYybdo0fD4ftbW1tLa2Eh0djcPhYMGCBVitVn7/+9+zadMmhg8fjtvtFqoQpVJJcnKy6GogwW63U1ZWxhtvvPG93TsJCoWC4OBg7HZ7n52z+4PuC4kzQUFBAU8++SQymYz6+nqioqLo6OigoaGBzz//POCZOh3867x6q72Uy+VER0f3qGHtjwlpd6xZs4YPP/xQtI9VKBS89tpr35upz38CpMleQl1dHffccw9NTU2CXGhvbychIYG1a9disViYNGkS+fn5ogRLguSIrVKpaGxsFCyz1+vlyJEjpKamUlRURERERI9MpsViYfLkyQHmvQ899JDw2GhubiYvLw+tVotMJiM7OxuVSiVUIB0dHXR1dQnJYGlpKTU1NWRmZlJQUIDX6yU1NZXQ0FD279/P1KlTOXDgAG1tbUIi39rayrJly0hOTmbBggX8/e9/JzEx8UT7UoOBjo4OcY2ampqYPHkyCQkJtLe3U1lZCZx4PmfMmPGjExjdTem6m8/1BTExMX0OXl0uF42NjcCJsXr58uWUlJSQkpLS6/s6ePBg/vCHP/S6LZvNxvvvv09+fj7Dhw/n5z//OZWVlfzhD3+guLiY8PDwHt0mSkpKRAZ76NCh3HbbbSQnJwupucPhwGq1BmT1+gqLxfKDZ0XOJUgGkWVlZYSGhrJ8+XJWrFghWixmZmYGSPolFegVV1whPpszZw5dXV2YzWZKSkpEZ7Guri7hi9Te3i4WUJGRkYSEhAhfgtDQUEGQ1tXVMWPGDAoKCoTBqES0DB8+HKVSydGjR2lqahLZOp1OR0dHB9nZ2RQWFoquKi0tLTQ3N7Nq1SoKCwt55JFHRMlJUVERnZ2ddHV1sWjRojNW6SmVyh4Lw8jISKE8amxs5IMPPhCtkkNCQigqKsLlcolMq81m66FIlBYOeXl5aDQaUa4TEhJCRkaGaLHe2dlJe3s70dHRLF269IzOoS+QTOwkc+gfAlI80NDQgFar7bW81G6309raGuBh09bWJuIs6Zr3FR0dHXR0dIjtOZ1OFi1axMGDBxk9ejSzZ8/u1/bOFXSPw86mFt//+p4J/vGPf7Bs2TKCg4OFgWVSUhIVFRVifWGz2Zg9ezZ33nmnIDJMJhNKpZKOjg5UKhWZmZns2rVLEEx2u53Ozk6+++67H7SE6mR4/fXXWbRoEZmZmSIJMG3aNEFCHD58mLFjx/ZoavDYY49x5MgR8TxL6tiUlBSxHckMvbOzk9TU1B6lVbW1tahUKtEtUVLMWiwWNBoNer2eDz/8EDhRwvPMM8/Q0NCA0+lEp9NRUVEh7vHMmTORy+V4vV46OjrQaDS0trby0EMPDagPjM/nY/fu3Xz44YdU/6sV69SpU5k7d66YK7Zs2cKKFSuorq7G5XJx3XXXcf31138v6sm+mv/6Y9q0abS3txMUFERpaakg3SWV0c6dO39QD4y+aWy/R8hkMr766iteeOEFfD4fNpuN2NhY3njjjR5Bl8FgQK1Wi8kuLy9PLFDgxMTa0NAQ8DuLxSLKP6Kjo0UrNbfbLZzgpbpT6SHp6uri7bff5s033wzYv9fr5ejRo+Tm5opspdFoJC8vj7CwMFpbW6mvr0epVPLdd99x00038cwzz/CHP/xBSJClBWdLSwsmkwmn0ynIm0OHDglSQmpF5na7ufnmmyktLQUQNXMGgwGHw0FDQwNWq5UhQ4awbt06IiMj6ejowG63ixf4+4RMJiMiIkLUc0uS5YHEQGQPMzMz+cUvfsGHH35IZGQkbW1tmM1m3njjDYKDgwkJCcHj8fSp97p/bb1Go+lBYEiMpl6vDyAw+ipp7w1XXHEFl112GTk5OUIuPJDy1f9EdB/Uo6OjeeeddwJqWBcuXMi7776LQqEgNjaWiooKkUX3h9Tyymw2i25AcMIAz2w2o1arhUzR5/MJ4yWfz0dERARHjx7F6XQKonT27NksWrSIpKQk0eLU4/GQmZnJt99+y8iRI4mIiKCtrQ2Hw8GgQYOora0lPj6elJQUTCYTRUVFQgpfW1uLx+NhypQprFu3DqPRGLDwMhqNPP3006hUKnJzcwVJOmzYMKqqqoQ8s7OzU5TdxcbGYjabhXwxLy/vnMjudA9WJNKuNxgMhgAFBSCyWX2FSqUS2eCkpCQcDocwHfSfS6RsWG/mvP7HLnnmSP8fN24cXq8Xj8dDW1sbVVVVxMXFAScIj87OThYtWhQwrvj/W6vVnvHYodfrz2rc+U+HQqHA5/OJuutf/epXFBcXc+TIEdra2sjJycFgMBAUFERtbS1XXHFFAHkBJ1Qahw8fprCwEI1Gg81mw2q1YjabiYqKoq2tDa1WS1NTE5GRkaSkpHDkyBFBLlZVVQEn3tG3334bk8nEL3/5S9RqNaGhocK4+9ixY8LsT+pc1djYiMfjYdSoUWzbto3JkycDJ+Ka+vp67r//fhQKBcOHD+ezzz7jT3/6E1u2bCE0NJT09HTuv//+MyYvpKxqS0uLeP+k8U2CUqnkhhtuYPz48dxwww2C9JXa/5WUlIiFQldXF0VFRdhsNpxOJyNGjGDixIl899134h5YLBZxzaXvHT16lGefffaMzqEvUCqVIsYwGAy0tbV9b/vyhzQHRUREnDRm0mq1GAyGAJNOtVotrml/lRIGgwGPxyO2p1arueGGG7jqqqsABrTL3I+JszGh1+l0Z0VgzJ49m88//xydTkdjYyORkZHI5fKAMkGfzycUeVFRUWzcuJFXXnmFNWvW4HA48Hg8HDhwQBj1S8dlMBj4y1/+ckadMQYSx48fZ8mSJaSlpVFXVycUx2vWrBHq2HvuuYfZs2cH/M5utweQF3AigWAwGGhsbCQqKgqlUkl7eztpaWm0trYGxAOdnZ3U1dWJDomSEkmhUAR0apHMqwHi4uJEeWxMTExAstrr9VJWViZKy81ms/Awy8zMHNBrJpPJmDhx4ilL4LKzs0/abWUgoVar+01eADz88MPMmzcPi8UivDkksv3H0EKcE5GNXC7nrrvuOu3i0Wg0cuONN/LKK69w6NChHkGq2+0WL7vP56OhoQGLxYLZbBbmUWq1moiICNGXeePGjT2ydZKksaGhIaBu6sUXX2T16tWiNtvn81FeXo7BYKCmpkZkCqxWKzabjb179wr37KamJqKjo3G5XNTU1OB2u4XRlVwuZ/v27YSGhorjV6vVtLW1MXv2bGpqalCpVAQFBVFWVkZWVpZ4kaOiomhoaKC2tha1Wo3D4eDiiy/mtttu+0FqniVncThxHzUajTCdGwiEhIQMmJzxuuuuIzs7m9LSUsxms8g0SNs3m80iEytBWtj4w/94ejMKlD5TqVQBGayzlYDJ5XLS0tKE5PS/qaa9r5Aky/DvUoTo6GhKS0tJTk6mtbUVm82G1+sNCHKKi4uJjY3tUQOr0WjEM2E2m2loaKCyspLW1lZBppaXl1NaWsqOHTtQKpWkpaXxxBNP4HK52LRpExEREZjNZsrKyujs7GTUqFFUVlZSXFwsjCClEoK9e/cyZMgQgoKCBMkmk8lITEyko6OD3bt309XV1UPaKJfLRTcnqdTBYDBw9OhRsXgrKytDqVQSFhaGSqXi22+/FfWPjY2NZGVl/eiZHZlM1uOdOllQLdWrAgHma2eyYNfpdLhcLiZOnEh9fT0RERHU1dUREREhxon29nbq6+uZNGnSSbcjl8tFNkc6ltLSUiGPjYyM5ODBgxw4cACFQiHG6+7n3P3/Z0pC/DeTF4DIDkmQyWT89a9/Zc+ePbz77rs0NjbS3t7O6NGjeeONN3o1SZUUXEajUYwfWq0WlUpFW1sbQUFBVFZWYjQaRUnn8OHDhSJUo9EQHh7OokWLxDZTUlIoKSnB6XSKBMT+/fsDygyl8d3tdpOfn8+IESPYunUrcrmc9vZ2rrjiigBTP4PBwF//+tcBu3bS+BYaGkp9fb0osel+fe12O2lpadx+++1CJRgTE0NBQQEjR45k//791NXVidIaj8dDR0cHmzdvZsSIEVxwwQV89913AGRkZJCTk4NerxcLwMGDB3+vLVODg4PFtR7I0olTBfVKpVK8m5J7/8m20X2h0T2B0h/I5fIehJb/GPFDdZ/7vnE256HRaALG8P6ivr4erVYb0Fmku3qutbU1wJRRJpPx0EMPMW/ePEpLS1m/fj0LFy4kOTkZn89HR0cHVqsVo9FIcXHxGZ/bQOGDDz4QpXFSSbtU6qhWq3nuuedEa3p/tLS0BMTTPp+P1tZWQkJChBrJ6XTidrtxOBxotVoRB+Xl5Qn/Io/HQ11dHXFxcUJRLaG2trZHkmHMmDGUlZWJxITVakWj0WAwGCgrK8PpdJKSkoLD4eDgwYM88cQTP5l3oTecqSJz2rRphISE0NLSQmtrK21tbT+qB985E92oVKpTEhg6nQ6FQsFll13GM888g0qlwmKxoFAocDqdqNVqYZpls9koKioSHRskA8iamhrCw8PFwn/nzp34fL5eA2SXy0VdXZ0gMHw+H1u3bg1YhMpkMtxutzDGM5vNNDc3i9p8OJFhM5vNokavuLhYTFZS2yzpZey+wJXJZBw5ckQ8IEajEbvdLoxUYmNjKSkpIS0tjSVLlpzdDThDdFdHaLXaAAJDJpOh0Wjo6urqN0MnBTEDCY1G08MwTwpaVSoVarU64Dk0mUw4HI6ADK9/ACERCf7n5v93Sf4rffdsIWWj/9sXJieDFFDDiXstse1Op5OOjg5CQkJQKBSCdZfgdrvFfZQmYrlcTm1tLTU1NaKHuFRrLgXy0gJEqmmXTPkkR36ZTEZtbS0Gg4Hf/va3onZTUj6MGjWK7du3C2PetLQ0KioqxOQtOXQnJSUJyXFnZ2evAa/VahW16T6fD6PRSFdXF7t27cLj8WC321GpVDgcDkwmEwkJCTidTnw+H2FhYX0yB/u+mXbpmnX/rDcYDAbxXclPAs7sPZO2JZPJuP3223n33XeJjo6moKBAlCp5vV7mzp17WuJQqVSKMUShUAiTUGkf/hJts9lMS0tLj238VDKhPzb8xwN/jB8/vtcAuzdcc801vPbaa4L09Fch+Hw+mpqaxJgfFhbGwYMHGT58OIMGDRLP0F133RWwzTfffJPLL7+c9vZ2EhMTRalL9w4VVquVkJAQ3G43e/fuRavV4nQ6UalU3HvvvWdySfoM6ZwkD5XOzs4efgv+z+mdd97JsmXLhCIqLi6OgoICdDqd6CInkbXSO5CXlwecGH/b2tqora0lMzMTp9OJzWYjJCSEv/zlL70en0KhwGAwCNVGXyGTydBqteh0ugAiQdpmb0mLM4FOp0On04mudf44G6JEqVSi1+txOp0DUhff/fx/CjjbxadkNns69DYfJiUliW6KcKIE0j8ZarVaRYeL7lAqlaSnp5Oens7atWtxu90cO3ZMxCMtLS3U1NTQ1dX1o/qUuN1uQdJI5pnSoripqYnBgwf3+ruoqCg0Gg0ej4ejR4/S0tKC0+kkIyMDk8kkiIjo6GiOHTtGRkYGxcXFwvNNOme3243L5aKqqorOzk6qqqowGAy0tLRw6aWXcssttwTsNyEhAa/XK0r/ABEjSa2rt2/fLmKAn3LJpUKhOONnR6VSMW/ePH7/+99js9nEdZLULD80zhmK6VQBm0wmC5g4JYbU6XSi1WrZv38/DQ0NuN1uFAoF+fn5IuCUHlapt3JzczNut5uGhgbRscBf5i+1XNNqtQG17l1dXb3KmE0mE83NzSKoleTnUjmMxFI6HA5KS0tFZxOJtACER0d3OBwOEQx7PB4sFgthYWHo9XoKCgooKCjA7XZz99139/NqDwxUKlWP+yYtuiQYDAZCQ0PPSK7UV3Oq/qC31qb+n/lnmFQqVa8y8u7n3N14zf///uTIQDC60rH+b4HTO/wzqFqtlosuuoiqqiqCgoJExlNqKZmXl0d5eTl1dXXiekpO+vv27WPTpk0UFhYik8nIycnh8OHD2Gw28X53dnbS1NREUFCQkFlLxnvS/ZbJZCLTvnjxYt58802WL1/Oiy++yLvvvstvf/tbpk+fjslkoq2tjfz8fFpbW7FarSxfvpy5c+dis9koKSmhq6sLm82Gx+MJcJOXjlsKvH0+H1FRUZSVldHY2IharRbjmtPpFCQrILop2O125s6de9LrKpPJiIqKIjo6mpCQkO+NQOttYpVKPLrD/131/92ZBOH+Y/BNN92ERqMR7SIjIyOFiubOO+887ba6LwjS0tKIiIjodaFls9l6EEdyufwns5D4sdHXVrqnglar5Z577sHpdNLV1SVaqCqVSmGKKBkj2u12kS3Mzc1lz549jBkzpodsWC6X8/7775OWlkZ5ebkwC5f8F1wuFw0NDaLTmEqlwmg0isWrVqv93gNG/3dKr9eLUlF/dH/WFy9ejNfrpbq6Gp/PR3x8PHFxcULN0djYKMzSJbWVWq1Gr9cTGRlJRkYGRUVFtLS0EBcXx4IFC06a4TObzej1+n4rEaWS0ZOVZvU3uD9Zu06p7Wlvfzvb59JsNgeYxJ8N/qfA6AlpYXsq6HQ6oqOje9xLnU4nfCG0Wq3oYLRt2za2bdvG7t27iY2NPe0Yn5GRIcpMpNbNSqUSr9fL888/f1bndzYoLy9n3bp1dHV1UV1dHbAuam5u5oILLjjpO6tUKrn88ss5dOiQGN/kcjnV1dUBpKFU1mW32wkPDxdqVQkOhwOj0SiU6nV1dRw9ehSj0chjjz3W495NnjwZjUYjVHLS+CPtU/KSCQ4OFkrJnyrOZuxRKpVMnz6dqVOnirmppaWF8vJy8az+kDhnRitJYeEP6eUPDg7usShsaWkRGRGNRkNpaSn79u0TPZUlLwmpWwecCMJjY2NpaWkRxlrS5NrU1MShQ4dE4GG1Wqmvr+e+++7j2muvZd68eSe98ZI7vMViERnOtrY2wZLW1dURGxuL1WoVmTm1Wk11dbVwmZUCIX80NTWJdqlutxubzUZHR4d4wYKCgkhKSuLCCy8cyFvRZ/SmjpDL5QELfmmRodfr+xWUd6+1HSh032ZvBIy0b0n2J00e8G9ZrT/8n4veyA2po8FAQNrX/xQYvUOpVKJWqwXLfPXVV4t7qtVqKSwsJD8/n9raWqxWK1OmTCElJYVJkyYJNYJUYyyRFRIR0dbWhsViweVy0dLSIuSMbrc7wFBUJpP1GkC1tLTQ0NAgWqVKgfJ9993H7bffTkJCAqmpqUyZMoUvv/yS2NhY7r77bpYuXcrkyZNxOp1kZWWxatUqBg8ejM1mE60fGxsbhdJMUo/FxMQQFhaGQqHAaDSyaNEi4uPj8Xq9FBcXU1ZWJlpKz58//5ReM9L4LJPJ0Ol0REREnDRwB0RWpr+Li5ONsb0pvfz3rVQqxf/P9l0LCgri17/+tTATk7LB11xzTUCd7cnQ3SNAJpMxf/58kUGTMnZOpxODwcCtt94a8Pv/kZMDh94UPWeCW265hdTUVBFXeL1eOjs7hSGflFW0WCxUV1ejUCiw2WxERkaeVEEQExPDwoUL+eKLL/j888/ZvHkzKpWK2tpaiouLqa2txWKx9MgES747Z5IU6Cv85zxAlM12R/fkS1xcHC+99BLJycmUl5dTXFxMaWkpMTExtLe309XVdVLiRarvl7q0Pfvssz0UKRIkZacU//UV/h3sTob+bE/yVOttm9JY1tt4NBAdTAaqhNSfMP2pEKdnex596e4ilXf29h5ef/314r3wf1Yl8rMvBMvjjz8uFon+kMvl5Obm9uNsBg5Op5Obb76Zmpoa6uvrkclkVFRUcOTIEQ4cOMCoUaN4/PHHT7mNa665RngTSeRsV1cXubm5HD16lOPHj9PU1MTLL7/Mxx9/zNtvv92jmYP0/EvXVqvVotfrT+qVJZfLeeWVV0RZn9PpFCSxv4LG4/EQFxc3YC2nz0WczdgjJXxffPFFYmJiaG1tpbm5OaCE94fEObMKkslkmEwmkYk4lUPqHXfcwbfffovL5QogMeDfCgjJTVapVFJWVibYdinjtWzZMrG9goICZs2aFRAoFBYW9iAGJIZOCko9Hg86nY6FCxdyww03CFM/ychSWsj49wD2d7iWyl+am5tRKBQ0NDQQHh4uvuf1erHZbERERIjsjyQTDw0NZebMmTzwwAM/iheCTCbrUQ8rwWAw9JDaSp/3Ve75fQXx3YOw7v+Xy+XiHvhPMpJZZ2/n7H+svS3ABrJGTAosB4oQ+SnCf9xQKBR89NFHXHvttSiVyoD2y52dnXz44YdYLBaUSiVRUVEEBweLd607pIyh1EFI+sxmswW8g1J/8+7vpVarPemYdtVVVwkjte6IjY2le7fr1157jRtuuIE9e/aIrLDP5yMoKAiz2YzFYqG9vR2ZTMbw4cOZP38+iYmJfPHFF1RWVvLpp59is9m4/PLLGTt27CmvZ3cFnPSZyWTCZDIJZ3sJQUFB4vtKpVKM6d1/311625v/hQS9Xk9HR4f4TW8ST61Wi9vtHhBy7+abb2batGksWLAAp9PJL37xiz6bevnXtktjyMSJEzl06BB33XWXaJM2duxYHnjgAaKiogJqg/9HYAwcpAC5L+bMp4JcLufjjz/muuuuo7CwUNR6S75THR0dGAwG4cPV1NTEiBEjWLx48WkXK/4dtm677TYefvhh8Sz4fD7q6+sJDg4Wpt+dnZ28++67Z3U+p0N/snT+JVMAEyZMYNmyZaK7htlsZsOGDaKMxuVyYbfbAxb9DocjwBPgdPBXekpJo+7obYzpS0lqf87d32DRXxXnr+yUSg97+9u5AqVSKcoUfgoYiPMICgrC4/H0WkoiERLwb6WNf8yQmZlJQkICTSotbwAAIABJREFUx44d6/WZu/nmm0+7f5PJRFxcHDU1NSf9TldXlygJ/SHWAStWrKCkpARA+PlJxr0ej4fs7OzTHkdTUxNOpzNgfpTWPJLfWFZWllAmRkdHc9VVV1FYWIjP56OlpQW3293jnH0+3ym7FdpsNnG9XC6XuIfl5eVCyTVs2DBeffXVs7pG5zrOVv0l+Ur9v//3/7jyyit/FPNOCefUaKXT6URQ0FtLKQmzZ88mOjoar9dLQ0ODMOWTsqYpKSl4PB4xoEgdAKT/33fffQHbW7hwYZ/q3VpbW4VszGw2M27cOBYtWkRcXBzLly/n/PPPx+FwiBvq8/lEGYh/baXUFQX+HeTKZDLGjh3Ltddei91uD/heY2OjqON1Op2kpqayZcsWHnnkkQGRyJ4J9Hr9SScJidzovsg+VZaiO34oAqO3/fhncyVIkuHTnUNv59Nbqc2ZQqrP+5+B58nR/XpfcMEF3HLLLWIccLvduN1uOjs7BaHmdruprq6mqamJK6+8UmT+XC5XwADdPfPl9XrFuyy1V5QCdH/4fD7OO++8AfN0+eCDD9i1a5cY0yRXbYvFQl1dHXa7HavVKtoP+isH4uPjeeihh3jyySdPS14Apy0ZCQoKEs+9RqMJIBe6l5TBiQWbRBL6o7fvSpDL5eLaSQaK3WE2m8+63bI/YmJiuO+++3jwwQf7JPmVIF2r7plco9HIm2++ycaNG/nss8946qmnCAkJQaVS9egy8D8MHAZq7NVqtaxcuZIXX3xRuNU7HA4SEhJYunQp06ZNIzMzkyFDhvDmm2/y8ccf9zsTLPnV+EMK7EtLS6mqqhJZ/+8T/VEh9HZ9pZIzibC96KKLAvzEWlpaaGpqwmKxCBf7vpRn9XZ8ve1foVAQFRXVg+jsC/EvxWp9gb9ht/9v/JU/3VWb5xp5AScv0/tPxUARMZK6ujtOF9vK5XKeeOIJ0Z3Q5XKJLnfXXHNNn/ymANLT03ssEL1eL0OGDOG+++5j3LhxnHfeeQwZMoS77rqrxzqmNwXXli1buPTSS5k6dSq33XYb+/fv79Ox1NTU8Prrr/f4XDo36dhOh/j4eBFf9ZbEAHqYlM+ePZsxY8ZQX18v/ASbm5vF/qSE0al8gdatWyeSKRIxJbVpvvTSS9m4cSPvv//+f2Qb4f7gbOdDaZzIyMggNjZ2IA7pjHHOjaRhYWF9WpzNmjWL119/HbfbTUtLi2Dbr7zySu666y6uvvpq4XYtLbal/und29T0ZqJ2MlRVVfHoo48SHx/PkCFDxOcREREsXryYJ554gvfee098LhEakoxdemE7OzvRarVoNBphBHrFFVcwf/78Hp0wpAWXhP5kKk6GszHj614m0lcoFIoAk0ypF7nEyPrj+wriJbJIOve+vsx6vf6kEnt/Ge0PYaw0EG1l/9vw/PPPM3fuXD744AOCg4P5+uuvA1ptSaivr2fBggUiyPQfQyQvC51Oh9vtFmSIlOH1n7ylSVaSm0dHRzN//vwBO59169YFqLn84XK5xN/OVtbX1/Kn4OBg7HZ7r0oN/85ECoVCbM9oNAYoN06m6JJgNBrxer2nVDQNJLHXPXDta4Avldr0dt26L178M7jStfgfgTGwUKvVARnws8XVV1/NrFmzaG5uRqvVimd+1KhRZ73tUy0A/P/2fWe9+qvA6AtmzpzJggULgH8nd6Rx4ZJLLunXu+u/z97mcGnhGRQUJLxKpNLCvkBql3s6dO8IIv3G/92XlGUS2XwuKqzOxWM6GwwUgSGXywkNDaW9vV2UikreaP6QfO6kOF2pVDJp0iQ2bNjA4sWL2bp1K0lJSdx9990kJCT0ef/PPvsst956K6WlpXg8HhQKBZmZmRQWFgYQD06nk9WrV1NeXs6XX37JsWPHePzxxzl+/LhodhAXF0dlZWWAUuTo0aNs2rSJ3/3udyKx29XVRV1dHRs2bGDPnj0cPHiQysrK0445cXFxTJs27bTnpNFouP7663nppZd6lN9K5XHdff1kMhlhYWEB8YzD4aC+vl50XUtLSztli/PU1FTR6MEfSqWScePGfe+k8LmA3krg+wv/sTc+Pl4ocn4MnHMERl8v7vz588nPz2fXrl3YbDbUajWZmZm8+uqrJCYmkp6eTnFxMW63O6Bs4dprr+2xrZEjR7Ju3bo+7ddisXD33XcTGxvLLbfcwh133BHw93nz5rF06VKRge0+UQcFBTFmzBhycnKEG3F0dDSfffYZ9957bw/yojuGDBnC7bff3qdjPRmkMgmJ/OkPzGbzWRlSSi7qcrlcLFgMBsMPRmDAiRdQMg/q68R9uudS6mDyP2XEuYv09HQeeughANavX3/S70mGvRLR1X0MmTZtGiUlJRw5cgTgpESCP/EoqTN+aOdw//ZiZ4K+kmVKpfKkpKYU3En/lmA0GoUpqVqtPu21USqVA6qwOB0kdZx/r/m+/k4yA+uO7tuQxh+pG8LJ/FP+hzPH9zGXyGSyk/oznA1uu+021q1bJzrq9IaEhISzfq8lSAsDp9MpxrjeFIinQl/n0N/97nfk5+ezffv2ADJmxIgR/TYl9N+nlECQtin59EiQuoH0Bzqd7rQERndfEMk7CXpm6P1LDM5FskBq+f5TwUCOoWq1WpRxt7e3i9bj/pDJZD3mJqn72D333MM999xzRvsODg5mxYoV/P3vf2fhwoWo1Wqam5spLCzs9fv5+fk8/fTTbN68mfLycvG5y+Xi2LFjvf7G5XLxl7/8ha1bt7J///4zInu1Wi1PPfVUn0ub7733XmJjY/njH/8oVBFKpZKEhARe+P/s3Xl8E2X+B/BPzqZN0pZeFGxLoaXcAnLJpeIWVFDBVSuHioKgLoggsKCIIIKyKq4/5FgsFEFBtLjKpYjAAkoBBSyCBRQo5W6hB6VX0hy/P7ozm7RpmzaTJm0/79drX2szwzyTzMx3nvnOcyxc6HCAWkcPykJLdaDs2UwYUsCRQYMGIS4uDr///rvd561bt8aDDz7o1H7Xd1LUP23vDTNnzsSff/6Jy5cvu7zd2qi3EUuj0WDnzp3YuHEj9u/fj86dO2PgwIFic+bnnnsO8+fPt3vw6Nixo8MZO55//nl88sknuHHjhlNll5SU4OzZs3j//ffRrFkzDB48WFwWGhqKe++9F9u2bXP4b/v164eVK1fi119/xc6dO8WLx2q1OnwjXF7btm1dboYudIdQKpUVpj2tilwud/ntvzAdm+0UiELTcSHDW34AMamp1WqxD5xUCYegoCAmL7yc7YPMX/7yF6SkpFTZQkGv11cYsyUkJASTJk1CUFAQRowYgfT0dKeaTRYUFCA7O1uygfcGDRqElJQUu5ZZ5cnlckyfPr3WZZR/EKgtofWZn5+f3VsOmUyG0NBQFBUVee2YLkL//pomFir73arqwqbX6z0yFVlDJ+XUmO7WuXNn3HPPPdi0aZPD5TKZDBMnTpSsPH9/f7HbrtD1rabXorMP5D4+Pvj8889x8OBBrF+/HgaDAY8++igGDhxYo2tLaOFUftu202e7Shg/TWgd6+/vLz4g2a5jS4hzjpIBvr6+4r3EG2NdQ0peAO6ZTUWtVjvs+lgZ4UWZq/bt24ePP/4YmZmZTq2/du3aWrXQ+vHHH2v8bwTjxo3DkCFDavRvhg4diqFDh6K4uBjZ2dnw8/Or8gVFdYOq6vX6Ko+7QqHA6tWrMWXKFKSnp8NqtaJVq1Z47733Gtz5D0CcAc+2jihF7LH9rTp16oT169dj0aJFTj2/Sq1eHzWZTIYBAwagb9++4mfCzXT69OmIiIjAypUrUVxcjA4dOmDq1KkOH8D9/PzQrl27Gl/A+fn5WLt2rV0CAwD+7//+DydPnsS5c+fsPo+KisLHH38MoKy5qW2TU6vV6lRyQIqmsLY3Xp1O53QCQ4qKgfDGp/zUo7bNzN3dhFoYVEuq8QgAaZuuk3vYPshMnjwZJ06cwNatWys9/yMiItClSxccOHBAnFHgxRdfRO/evaFWq7Fv3z5cvHgRX331FdLS0ipNWgJliY/IyEiXum7ZGj16NDZv3oyff/650nVatWqFbt261bqMqsakqAlhpPbKZi1yx3TJUhEqRFL1D68qgSFlPCJ7wiCw9V1QUFCFEfldYVuh9fPzq1UCQxiUsqpkqu26vXv3Ru/evWu8rwJHDxsBAQHiSPhStXLT6/XIzc1FYGAgNBoNrFarXcuY8uXI5XIEBwdXOluLMMhwQxprwlu56wVYTe6Hjror1MaHH37odPICcH/3svIUCgU6d+5c63/v6+uLiIiIatebOHEiUlJSHLZOk8lkiI+Pr3Ybt912G7788ksUFBSIg543VP7+/lAqlcjOzgZQFq+kaP0lJJCF8yw2NlbsGljX6nUCAyg7KLbdD2xvHkOGDHHYJ8p2HAZBbef9dZRQ8PX1RVJSEmbOnImMjAzI5XK0adMGH374YZUDX9577734888/qyzP2cF/qlJ+0ElnH6qkqhg4uohsm5m7u5m9j48PfH19vfJNCLmXWq1GcXEx9Ho9Ro8eje+//77SBEbXrl2xbNky5OTkoLCwEIGBgWKyTbhuIiMjMXnyZBiNRuzfvx95eXkOtzVo0CCEh4ejpKSkQszQ6XQoLCysUcXDmdZQjz76qNPbc0TKB+r6+nAu3E+keuiwbe4udBkh99Pr9TCZTCguLhZnyKrsgdu2O4K36dChg2TdqMoPVunj44OAgIBavUAQRqavC47qD0LyID8/X7L7uq+vL5RKpViekAQTzg1H9ZSqHhACAgLqRSug+s5buuFJ1VXIE2+2a6JNmzaSjMtXnS5duuCdd97BggULxBkfgbIH9SeeeAIzZ850elve/NJEClqtVqwfBgYGwmAwSDrGR/mWHZ7SIBIYtm9WqpvSUpjiLysrS7yZqNVqvPXWW9ixY0eN39JERkY6/Lx169b46quvUFhYaDeCflVmzJiBdevW2U3HZUun09W6L53A19e3QmC1HWCqKu5MLAhveysb/E5qDX2kYXJMq9XCarVCLpdjyZIllV7vTZo0wbJly8RkhaOkn+11o1ar8eKLLzrsy92sWTPMnDlTbJZsm8Dw8fGBv78/rFZrjVtXVdVHOyAgwKWm5kKiprETHvCkfGsqzHvPwTrrVpMmTeym+L5+/brdA6VGoxHfWgmJRmfui1IbPXo0du/eXSE2BQYGIikpSbJyHF3fte0iqlKpKsy85C6VNfd2xxg55VuK+vn5oaCgoFbdXGsyuwnVzKlTp8SZtrwheQFI1y3HWx+2FQoF7rjjDixdurTOzuuhQ4fi4YcfFgdVFbp3NcQuILUlTHEv8PPzq3aA9Jqqy4R1VbzjSneB7XRV5cc0cFRBFOb7FYKCXC5HYGAg2rVrh6SkJLsH2+r6gKvVasyZM6fKir5Wq3X67WNJSUmVFYi77rqrVhUMYdpBPz8/hw/uzjyouPvmK1x0dTWfNTVOarVaHIeiqoRBUFCQ2D/cVvl4Y+u5557DHXfcYfdZQEAAxowZI5ZpOwsHALEJY2U3GH9//0rjR8uWLSvd/z59+rhUkZOq+0h9Jxx/KStIwkMRW4DVPWH8J0ctmIQZK4CyYxMcHIzw8HAEBgY6HLjPXXr16oUnn3xSbBUqk8kQExODdevWSdqSScoEWl0mOz05CKYQp5l89C67d+8W/9tbkkTOnCPOnMv333+/FLsjCZVKha5du2LXrl04ffo0vvnmmzqfSlMYJDskJARBQUFMXpRTF3U3b4l/9f7I246fUP4hQBhQSeiHZjuNllarhdlshp+fn3gBPPLII+jTpw+OHz+OvXv3onXr1ggPD8ewYcMqdDkBgL59+yIuLg5+fn64du2ay33P/P390bRpU4f93TQaDV555ZUab1N4K1FVk9jylQ9H/Vnr4oTl9KBUF4QYEBsbi59++qnKdWQymV0Msb1Wyl8TGo0GX3zxBRYvXozU1FRoNBo8++yzuPvuu+3WFbpL2bbsUKlUFfrMqtVq6HQ6GI1Gh283Z86cicOHD1cYXTwmJgbvvfee07+HI/W1y4fUhAH5pH5wZAsXz9NqteLUh/7+/pV2TRDqFYGBgTWetau2Xn/9dYwZMwZbtmxBWFgYhgwZIvk9WMoEmjAzWV10vfHkA4tSqRRb5ZH3aN++vfjf3tICo3zdoTydTgedTofMzMwqnx2mTJmCdevW4dq1a7Xel3bt2kGj0SA/Px8DBw7EtGnTMHXq1EoHCwbK4kO7du0wb948tGrVCmq1WvI3+SS9uniO8pb4J7PW9YgvblBcXIybN2+iadOmFTJPN2/eFN+0BgQEVHtws7KyKjy8b9u2DS+//LLdQ0TLli3x2Wef4c4774RcLkdubq4kTSi3bt2KWbNm2c2IotFosGjRIgwbNqzG23PmOwNAdna22Fw2LCxMnN6wuLhYnCKKFW5qSDIzM9GxY0eHsw8lJCTgiy++AFA2WK/QrSs4ONjuOrh27ZpTlfamTZuKSRGr1Yrr169Dr9fbPRgXFBTYzXoSFBQkDh7nKEEql8tx48YNLFq0CL/99huKi4sxevRoPPnkky5l4JVKZa3HBGqIjEaj5Dfs0tJSr5xOkaqWmZkpyTgGvr6+MJvNDl+M1AUfHx8EBwdLus28vLxqpx51lTfEJqvVKnZDJO+Qk5MjjmWl1Wolm+3LVVVdE2FhYVAqlXb1i8rs2bMHEyZMqDDGVkBAAAYNGoTk5GSH/04mk+Ef//gHRo0a5XD5ihUr8Nlnn4ljSgQGBmL+/Pl44IEH2AKznlEqlfDz86uzLkeO6r4ymQzNmjWrk/KBBpLAsFqtMBqNDh+wDQaDOAqr7UNEZSoLOOfPn8cHH3yArKwsREZGYtq0aYiKihIrAUaj0elpWKtz4sQJLFmyBHl5eYiNjcW0adMQGBhY4+0olUqEhoY6FYhKS0tx69YtsUuNID8/H1qt1mua5RFJ6dq1a+jduzcuXrwIs9kMjUaDzp07Y/v27eJ1UFJSgpycHMhkMoSHh9tdT7YVp8rI5XKEh4fbfWY2myGXy+22ZbFYxLcxCoUCTZs2FZddv35dfJMjTD9aWloqzqEuFZ1OB41G4zUZdiJvcuvWLZdnMxEesCwWi0tvVWui/Jg9gYGBkr9Nta1ruYtGo5F8nAuq/2xfIPr7+3vNuBFFRUUOB/a2TcRZrVbcuHGj2hlLTp8+jTfffBO///471Go1BgwYgFdffRVNmjTBwoULkZiYaFcXCQ0NRXJyMlq3bl3ldq1WK0pKStht1Mv5+PigtLTU4QszhUKBsLCwOj1+jp6VmcBwg6ysLMjlcoSEhFS7bvm3oFXR6/V20/A48zBTl0JCQvggQuSEXbt2ISUlBR06dEB8fLzdIEhCCwi1Wl3hrWVhYaHDab1sCfPHOyM3NxelpaUIDAy0u3ZtW5LpdDpx/6R6Iwx4V8WPyBuZTCaXZgVQKBQIDQ0V397btnx0F41Gg4CAAMjlcly7dg1yudxtld0bN264tVUJYxQ5YpvAcEdyrrYqixflW0abTCZcv37dpW7oxcXF+O6771BYWIjBgwdL3sKqvpJq6vryVCoVfH19xXqZxWJx2xS2QoJCOE9syWQyNGnSpM7H1HL00r6uExj1fgwMZ1TWv9WRmjTrLb+uv7+/1yQwlEolkxdETrr99tvRrl07ABWva2FmHEfjIPj6+iI/P7/KG1dNYoq/v3+FlhlAWdKiqKgIcrncLmnq6+tbbfNTZzgzLStRY6dUKh2OEeUMlUpVYTBQjUbjcgJDJpMhICAAJSUlDusfAQEBYgtKYaBSd72pCwoKQmFhIQoKCtxSmefYPFQdb2otLFxrtteCWq2ucK9VKpUIDg5Gbm5urV9I+Pr64q9//atL+9sQ+fn5wWg0VtvCpaaEKae1Wi1kMhnMZjOuX7/ulnGAhMknVCoVNBoNSktLYTabIZPJEBIS4pHuqGq1usoxXupCo+jEp9FonA5qNTkRyicIXE0aqNVqyfpVcoR7IufZXveOBokTulaUJ5fLxdmP/P39ERQUVOHhoCaDzikUCocPFwqFAkFBQWjSpEm1My1VRa/XO4yFnP2HyDk1TfQpFAqo1Wo0adKkwv3d19fXpetOmEZQmGGs/Cxjvr6+dtd7ZXFMKkKC1R1jEJT/LkTlKRQKrxtbqPw9urIWREJLTZ7j0vLx8ZE8HtkO5CvEb6GO5o6xAm0Tt0FBQWjatCmaNGmCoKAgj57vnn7p1ShaYNSEMEd8dVm0yuYB9/f3R35+fpXNKB01aVIqlQgJCZGkjy3ANxVUUVJSEs6ePQuz2YyEhAS7KT/Pnj2LpKQkcQyUSZMmeV1FwJ2E7yqTyRwmHKr6LYSHBuFGptPp7K5hqX5HRzdGIXlS3dtOlUoFrVYLPz8/qFQqu9kUdDqd1zS5Je/AWFE5rVYLk8lUYRpmR2+jqhtQUC6Xw9fXt1aDX5YfiFOY9r2oqEhs1eGp61pomSbV20ghUUPeyVvihdBVypuoVCrxepTL5VUmEBUKBYKDg3Hz5k2YTCbJuoc2VsJsXzKZDDqdrkatVWUyGfz8/MQEdE5OjhjPKourQjdji8WCgoICSVrHCq3+yvOGZzxfX1/cunWrRueplLHCu650L+FMBq2yk0fIolZ2ggsBqvxbF2F9oTmSsxxla4UpGYkEqampyMzMxIIFC/D3v/8dq1atsqtcJiUl4dlnn8Vbb72FJk2aYNeuXR7c27onZNOFm11NyGQyu39jGz/kcrlbu3IJg/NVR6/XizHGx8fHrpLn6Sw6eRfGiur5+/uL915fX19otdoKrR+cffNn2ypKLpcjNDTUqX9X2XUrvOEVWod5gkwmg16vF7vfBQQEQK/XV4g9Ao1GU2mdReh6wzfT3slb4oVGo/HKlse292dnEopCd5KmTZsiPDwc4eHh7A5eS7b1OZ1OV6O6XUBAAAICAqDT6eymkK0uCSWs4+/vD61WCx8fH/j4+FQZv3x8fBASEoKQkJAKyQpvTtwKA8o7e91JHSvYAsMBrVZrNyWq0MzT9i1JdQcsMDAQWq0WN27csHs7qtfroVarodfrxcFCFQqF3cWh1WqdytwJA7sAZQOq5ObmQqlUcpArqiA9PR233347gLImaP7+/rhx44Z4/mRlZSE2NhYA0KVLFxw4cMBj++oJQl9VKSpAQlcwi8VSJ1lynU5XoR+9kFRRq9UVKnbC91Sr1eKMJ0QCxorqCVOLG41Gu0RCeHi4OD2qs9e+MLCnMF2vXC6HSqVCQUFBhTdbQhcNpVJZaXLCx8fH6dnH3Emr1TpMspSfmcHX11dM/lgsFmRnZ4stWXQ6nZgIIe/kDfFCoVB4bb1Xo9FAqVTCbDbX+GWBkOwTxnGoj3x8fOze1CsUCrcOeAn873ezffivSWs3Hx+fCskmrVaL0tLSGsUj20R0+dgmUCgUdt0L/fz8xGdDb03K2ZLL5QgKCkJubm61Y0BKHStcTmDs3LnT6Sk+z5w5I+6cq/Ly8iqUK+X2hQMhvEG1Wq345ZdfxB//ypUrTm3HaDSKGabyb2OFMlQqFS5evCjuv8ViEYNV+e9pO4CYWq3GxYsXa/S9nPmNHP22Um7flXKlPMaOynXH9m2dOXMGISEhtf59q5KamoozZ86If8fHxyM+Ph5A2SjXtjd4jUZjNxCdbUAWBgmSWk1iRVVqeoycPZ9NJpM4BoWr50FWVpY4eLCjBIHU55kQS4TveuHCBcTFxVW6vsVicamprbD/rsQKZ7ZfGVfLre3vX5NypTrGlZXpyva9PVYAZfHixo0bbo/HttuX+nx25X5rNpsr/LblmxPXt/utUKZtRbd8rBK+d2VNp2vq2LFj6Ny5s8vbqUxlv5FU51JNjkFtyqxu+1XFCsA74sWhQ4cqtICy5a56nfB7V7d9oTvI5cuXa1WO1WpFWloagoOD3XK/Bcqa78fExDhc5sq5LCRlz5w5g1atWkEul8NkMlU7EHJNy7Tdf6HMS5cu2a1jtVqrHTQ5Ly8PISEhSE9Pt/tcinPIUfnC819eXh5u3LiBVq1aic9/Pj4+OHfunEtl2rL9DlLf66xWK7755hu7pLu7Y4UkCYyWLVs6te7JkyernXLQWenp6RXKlXL7jhw5csStbysd7b+j7yl1GeW5UqYrx8CZct1xjG3Ldfc5dPLkSWg0GkmPqa2FCxc6/FyhUNgFA6PRaFc5tM2GG41Gt3RBqkmsqEpNj1FtzmdXz4PqynTXeSaUe/LkSUnG0qmMsP9Sx6fy26+Mq+XW9vevSblSHePKynR1+94cK4CyeFFSUuL2eGy7fd5vpdu+s2W6O1b9/PPPtZo1xlmV/UZSnUs1OQbuutdVFisA74gXu3bt8vj91p1xCnB/3fHkyZOVvkGX4lx2d72tqv2vCXfdb50pty7vd+6ouxUWFuLDDz+sdLnUsUKSLiTdunVzar2AgADJsqDp6ekVypVy+46cOHHC6e9aG47239H3lLqM8lwp05Vj4Ey57jjGtuW6+xwKCAhAamqqW88jR1q1aoXvv/8egwcPRm5uLm7evImQkBBxeVhYGM6dO4dWrVrh2LFjlWbiXSXF967pMarN+ezqeVBdme46z4Ry6+I8jo2NlTw+ld9+ZVwtt7a/T03KleoYVFamu46xt8QKALjzzjvr5DwW8H4r3fadLbMh1tsA6c6lmvw+nrjXeUu8aMj3W8D9dceqvoMU57K762319X5rW25d3u/cUXerbuwmqWOFJAmM7t27S7qeMzZu3Fhhe1Ju39kypeRo21KX6cy2XCnTlX11plx3/P625br7HOrevTtSU1PdXk55Xbp0wZEjRzB79myYzWaMGTMG+/btQ15eHoYNG4YxY8Zg9erVUCgU0Ov1GDlypFv2Q4rvXdNt1OZ8dnU/qyvTXcdfKLcuzmPb8ty1/cq4Wm5t/21NypXqd6msTHcdY2+JFQAwfPhwt20bqPjfgIyEAAAgAElEQVQb8n4r3fadLbMh1tukLLcm2/DEvc5b4kVDvt8C7q87VrVdKc5ld9fb6uv91rbcurzfuSMuVrc9qWOFywkM2/4tdckT5bJMllsfyxOMHTu20mUxMTF466233Fp+Yzm+nirTE+U2lu/pyXI9UaanYwXQeH5rnssNr0xPlcu6Rd3i/bZhldmYym0IsUJmdedQsEREREREREREEqj9MPRERERERERERHWECQwiIiIiIiIi8nrVJjDS0tKQkJCAU6dO2X2+fPlyTJgwwW07Zuvf//43xo4dK86N6w7e8D2Tk5Pxww8/1ElZNSl72bJlSE1NlaysujietjZu3Ig5c+Zgzpw5WLBgAa5fv14n5V66dAnz5s3Dq6++iunTp2Pjxo2wWCwO1y0qKsLu3bvrZL/cxRuuocYSKwDPxQvGCuk1tlgBeP46YqzwbLlSxwqgccQLxor/Yd1CenwOcQ/WLaTnVAuM8PBwuy9VUlKCc+fOuW2nbFmtVhw8eBD9+/fHwYMH3VqWJ79nY1GXxxMom0ItIyMDb775Jt5880088MADWLNmjdvLzc/Px6JFizB27Fi88847ePfdd1FSUoL169c7XL+wsBC7du1y+365G2MFSYWxomHHCsBz1xFjRcPTGOIFYwXrFuS6xhArgIYfLxRz586dW9UK169fR05ODjIzM9G7d2+oVCrs27cPISEhSE9PR4sWLbB48WLs2bMH27dvR5cuXZCRkYG1a9ciJSUFBoMBLVu2rPUO/vbbbygsLMT999+PjRs3YsCAAZgwYQKuXbuGLVu2YOfOnYiOjkaTJk3w8ssv4+rVqzh27Bi6dOlSo3Jq8z3XrVuH4uJiREVFobCwELNmzcKgQYNq/V3T0tJQUlKCH374AXfeeScAYMKECRg0aBDmz5+PK1euYPPmzdi2bRs6deoEnU5X67JqUvbRo0cRGRmJ8PBwl8up7HgOGjQICoUCycnJuHLlClq0aIGkpCRs2bIF+/fvx969e9G+fXtotdoalXfz5k3s3r0bLVq0QGBgIJo3b44OHTrg4sWLWLJkCX744Qf8+eef6Nq1K7766its374du3fvxrfffovCwkK0bdu2Vt9z+/btiI6ORo8ePQAAMpkM7du3x4oVK9CiRQt89NFH2L17N3755Rd07doV7733Hi5duoTMzMw6n2JVKowVdRcrAM/FC8YKxgopeDJeMFY0rFgBNI54wVjBugWfQ1i3cFZDjxdOj4HRp08fpKSkAAD27duHu+++GwBw/vx5vPLKK5g3bx5atmyJY8eOAQBOnTqF8ePHY8CAAS7t4M6dO3H33XcjIiICRqMRly5dEvdnzpw5eO6555CYmAgAuHr1Ku68804888wztS6vJt/zvvvuw969ewEABw8exF133eXCN63ebbfdhlmzZqF///746aef3FqWu1R2PMvbu3cvfHx8MGfOHLz88stIT0+vVXmtW7fGmDFjsHPnTsycOVMMwB9//DFeeeUVLFiwAAEBAfjxxx8BAH5+fnj99dcxf/58/Pzzz8jIyKhVudevX0ezZs3sPlMqlWjSpIlY9vz589G7d2+cPn0akydPRkREBF544YValedNGCs8HyuA+h8vGCsafqwAPBMvGCvs1fdYATSOeMFYwbqFp+MFY0XNsW7hHkpnV+zXrx8WLVqEtm3bQqfTISAgAADQvHlzfP3111CpVLh69SpatWoFoOyA+fv7u7RzeXl5OH78OPLz8yGXy1FUVISdO3dCoVCgXbt2AIDo6Gjk5ubCarXCz88P7du3d6nMmnzPFi1aoLS0FDk5OTh06BAmTpxY4/IOHz6MuLi4Sn8r21luY2JiAAA6nQ75+fm1+Ha1L1sKlR1PR2Wmp6eL2WudTofIyMhalXnmzBk0a9ZMPDYXLlzArFmzYLFY8MEHHwAADAYDgLILu2PHjuJ/t2/fHhkZGWjRokWNyw0JCcHVq1ftPjOZTLhw4QKaN2+OoKAgABBvNnXVH64uMFa4J1YAnosXjBWMFe5S1/GCsaJMQ4kVQOOJF4wVrFvwOcQ1jSVWAA0/XjidwPD390dAQAA+/fRTu+ZJy5Ytw/Lly6FSqbB48WLxc7Va7fLO7dmzB0OHDsUjjzwCACgoKMDUqVOhVCpx8uRJtGvXDhcvXoS/vz9kMpkkZdb0e8bHx2Pz5s3Q6XS1CpT79u2DxWJBz549ce3aNURGRqKwsBBA2cmUm5srriuXSztpTE3KlkJVx7OgoACBgYH4888/0bNnTzRv3hynTp1C9+7dcfPmTZw/f75WZZ47dw5nz57F888/D7lcjpCQEPj7+0Mul2P69Onw8/PDsWPHoFQqkZaWhhMnTqB///4wm804deoU+vTpU6ty77nnHsydOxc9evRA8+bNAQAbNmzAfffdh4MHDyIvLw+BgYHYvn071Go1OnXqVKtyvBFjhXtiBeC5eMFYwVjhLnUdLxgrGlasABpPvGCsYN2CzyGuaSyxAmj48cLpBAYADBgwAP/617/QpUsXmM1mAEDv3r0xe/ZsBAcHo1mzZti7dy9GjRrl8o5ZrVb85z//wZw5c8TPdDod2rRpg7Nnz2Lfvn34/PPPYTabMX78eJfLs+Xs9xw0aBDuvPNOrFmzBi+//HKtyho6dChWrVqF7777DlqtFkOGDMHvv/+ON954AxEREQgLC5Pyq3ms7KqOZ2RkJObPn4/Q0FDo9XoAZQF5xYoVmDNnDpRKJSIiImoVOOPj43Hjxg3MmjULvr6+kMlkGD9+PBQKBf7xj3/AYrFAq9ViwoQJSEtLw82bNzF37lwUFxejV69ete43GRgYiClTpiAxMREGgwGlpaXo1q0bHn/8cXTq1AnvvfcelEoldDodXnrpJQBl/eSWL1+OF198sVZlehPGCuljBeC5eMFYwVjhTnUVLxgrGlasABpXvGCsYN2CzyG115hiBdAI4oW1Hvrb3/5mNRqNnt4Nq9VqtRYXF1tnzpxptVgsnt6VBuX8+fPWw4cPW61Wq7WkpMQ6depUq9lsdmuZX375pXXHjh1uLYPqFmNFw8dYQVJgrGgcGC9ICowXDR9jhXerUQsMsvfHH38gMTERCQkJkMlknt6dBiU4OBjr16/H5s2bYTKZMGzYMMmbrhHVFcYK92GsoIaEscK9GC+oIWG8cB/GCu8ms1rdMKISEREREREREZGEmEoiIiIiIiIiIq/HBAYREREREREReT0mMIiIiIiIiIjI6zGBQURERERERERejwkMIiIiIiIiIvJ6TGAQERERERERkddjAoOIiIiIiIiIvB4TGERERERERETk9ZjAICIiIiIiIiKvxwQGEVE9NWHCBOzevbvC52lpaUhISIDFYpG0vOTkZLzxxhuSbpOIiKi+mTBhAhISEpCVleVw+UsvvYSEhARcv37dpXLefPNNbNiwweGyPXv24MUXX3Rp+4KEhAQcP35ckm3V1jfffIMxY8Y4rLskJSXhtdde88BekTdiAqOeEAKl8L8nnngCL774IrZv3+7pXSMiIqJ6qq4ToUQNhUwmw4EDByp8fvbs2UoTG1S5Xr16oaCgAKdOnaqw7MiRI+jZs6cH9oq8kdLTO0DOGzlyJPr27QsAMBqNOHToEFavXo2YmBi0bt3aw3tHRERERNQ4tG3bFikpKRg6dKjd5/v370dcXBxOnz7toT2rn5o1a4bIyEgcOXIE7du3Fz/PyMjA9evX0atXLw/uHXkTJjDqEX9/f4SGhop///Wvf8WBAwdw/PhxJjCIyKFLly5hzZo1+OOPP2CxWNCmTRv87W9/Q1BQEJKTk5Geno7Y2Fh8++23MJvNeOSRRxAbG4tVq1YhMzMTMTExmDhxohh7rFYr1q5diz179sBkMuHOO+/Ec889B7VajbS0NMydOxcbNmyAXF7WwC85ORnHjx/HvHnzkJycjLNnz6JPnz748ssvkZCQgLvuugvbtm3D5s2bUVRUhH79+qG0tBRNmzbF448/7smfjoiIqFI9evTA559/jitXrqB58+YAyu6RBw4cwNChQ8UEhtVqxTfffINvv/0WJSUl6Ny5M8aNG4eAgAAAwIULF7BixQqcP38eAQEBGDhwIB555JEK5VksFnz00Ue4cOEC5syZU2F5bm4uPv74Y/z222/Q6XQYMmQIHn74YQBlXVE6deqES5cu4ZdffkFAQACGDx+Ofv36if/+7Nmz+Oyzz3Dx4kWEhYVhzJgxuP3228V/36ZNGwwfPlxcPyEhAbNnz0anTp2QkJCA1157DTt27MC1a9fwwQcf4Pr161i2bBn++OMPhIaG4rHHHsPixYvx5ZdfVvqb9urVCykpKXjqqafEz44cOYKoqCg0a9YMAJCTk4PExEScOHECKpUKd911F5588kkolUqkpaVh4cKFmDt3LhITExEdHY2goCD89ttvaNu2LXbv3o3S0lK7uosz23zvvfcwceJErF27FtnZ2ejRowdGjBiBxMREpKWlITQ0VPy9arq+M8euc+fOKCgowH/+8x8sXLgQEyZMwJQpU7Bt2zacP38eEREReOGFFxAdHV3VKdtgMIHRAPj6+lb6YLB7925s3LgR+fn5iIuLw/jx4xEeHu6Wi6u6wEhEde/dd99FXFwc3nrrLRiNRixfvhxffvklXnjhBQDA77//Dq1Wi9deew1Hjx7F+vXrERUVhWeeeQYajQaLFy/GV199Ja5/5swZaDQazJw5EyUlJUhKSsLSpUsxZcoUp/YnIyMDOTk5GDNmDNq2bYsdO3bgq6++wnPPPYemTZti69at+OWXXyq80SIizzGZTFi3bh327NkDi8WC3r17izGiqKgIK1euxNGjRyGTydCmTRuMHz8eQUFBVS4DgD/++AMrV67E5cuXER4ejieffBJdu3YFUPZw1Jgr6OT9/Pz80LVrV6SkpOCxxx4DAJw6dQpGoxGdOnUS10tOTkZqaiqmTJkCtVqN5ORkfPjhh5gzZw7y8vIwe/Zs9O/fH2PHjkVeXh6WLl0KnU6HgQMH2pW3cuVKnD9/HnPmzIG/v7/dMpPJhLlz56Jnz54YPnw4rl69ilWrViEgIAB33303AGDr1q14+OGHMWzYMPz000/417/+hS5dukCn0wEAvv76azz11FOIjY3FwYMH8c4772DhwoVo0aKFU7/HqlWr0L9/fwwfPhylpaWYO3cu2rRpg3nz5iEzMxNr1qypdhs9e/bExo0bcfXqVTFhcfjwYbH1RWlpKd544w1ERERgzpw5KCwsRFJSEvLz8zFp0iTxt1i6dCkeeughdOzYEf/5z39w5swZ+Pj44O9//zsMBoNd3cWZbZaUlGDTpk148cUXUVBQgEWLFiEtLQ0jR47EU089hQ0bNiAxMREfffRRjdd35tj98MMPiImJwfTp08X4+fnnn2P48OGIiIjAp59+isTERCxYsMCpY1XfcQyMespkMmHfvn24fv262CcsIyMDW7duxZgxY9C9e3fs2bMHmzZtwvjx4zF//nyEhITg7bffFvuz2l5ckydPxsGDBzF79mz069cP77zzDpo3b47ExESxvLlz5yIiIgJvv/02nn32WWzZsgV79+4V92nr1q2IiorCggUL0KdPH/zrX/9CQUFB3f84RI1IYmIiRo0aZfe/+fPnAyjranbHHXdg5MiRiIqKQmxsLDp06IDMzEzx32s0Grzwwgto1aoVHn74YVgsFgwePBidOnVC69at0atXL1y9elVcX6VSYcqUKYiLi8Ptt9+OSZMm4eDBg04PVJaTk4OpU6fijjvugJ+fH7Zs2YLhw4ejT58+iImJwYQJE6DRaKT9kYjIJStWrMCVK1cwa9YszJgxAxcuXEBSUhKAskr05cuX8cYbb2D27NkwGo1YtWpVtcuuXLmCd955B/fffz/eeecdDBgwAIsWLbKLN59//jkGDx6Mt99+G3q9XqyTEHmLvn37Yv/+/eLf+/fvR69evaBQKMTPtmzZgkmTJqF9+/aIjY3FlClTcObMGVy8eBE7duxA06ZN8dxzz6FVq1a44447MHbsWBiNRrtyPvvsM5w4cQJvvPEGAgMDK+xHSkoK/P39MWrUKLRo0QJ33nknRo0aZTdWXuvWrTFs2DBERUXhscceg9FoxJUrV8TlQ4YMQXx8PKKjozF8+HB07twZ3377rdO/Rbt27ZCQkICoqCgcOHAAZrMZEyZMQExMDPr06YOHHnqo2m1ER0cjLCwMR44cAQDk5eXh7NmzYgJj//79KC4uxuTJkxEbG4vOnTvjpZdewv79+8W6jclkwkMPPYR77rkHISEhAAClUokpU6agTZs2FeouzmzTbDZj/PjxaNu2Lbp3746WLVvi9ttvx913342oqCjEx8cjMzNTfMaqyfrOHDu5XI7Jkyejbdu24rn1l7/8BX369EFUVBSGDBmC8+fPO32s6ju2wKhHEhMTxRu/yWSC1WrFgw8+iCZNmgAoezCYO3cumjZtCgD46quvMG7cOLEFxQsvvICXX34Zqamp0Gg04sUVEREBAGjZsiVuu+02MdsXHx+PhQsXVri4AKBFixYoKSnB9u3bxfWFwAgAjz32GL755htcuXIFcXFxdfQLETU+jz32GHr37m332ZkzZ7BkyRKo1WqMHDkShw8fxtmzZ3H+/HmcOnXKrstZWFiYeDMUmlIK2X0A8PHxgdVqFf9u1aoV/Pz87P7WaDS4cOECfH19q93fpk2bijGquLgYmZmZdjFCqVSiVatWNfkJiMhFtvULgXDdZ2dn48CBA1i5cqWYXJw8eTKmTJmCp59+Gjdu3IC/vz8iIyOhUqnw/PPP488//wSAKpdt3rwZ9913H+69914AQFRUFDIyMrBr1y48+eSTAP5XQQfKHq7ee+899/8YRDXQrVs3LF++HBcuXEBERAQOHTqEyZMni8uvX78Og8GAqVOn2v07k8mE9PR0XLx4EW3btrVbJpzzgn379iE3NxfBwcHQarUO9+P8+fP4448/xHo6UHYNW61W8aE6MjJSXCbc7w0Gg/hZhw4d7LbZsWNH/PTTT9X+BgLbVifnz59HTEyMXSKnTZs2dt9pxYoV4t933XUXnn/+eQBlrTCOHDmCBx98EEeOHEHTpk0RFRUFoOxlbWxsrN2LDuHvjIwMsTWJ8OwjiI6OtvvtbOsuzm5TaBEClNWNgoODxb8dvXhxdn1njl2HDh3ErrkC4TcByo5naWkpLBZLhfUaIiYw6hHbBxWLxYIrV65gzZo1kMlk0Gg0Dh8MFi5cCJlMJm5DCJjt2rUDIO3FVV1gJCLpNWnSROx7K8jLywNQ1srqtddeQ2hoKPr374++ffvi4MGD+OOPP8R1beNDVZ8JbJMZtp9VNlOByWSy+1vo8wuUvaFwpLS0tNLyiUh6VSVCz58/D6PRiLFjx9otLy0txaVLl/DII4/g/fffxwsvvIBOnTqhS5cu4gNYVcvOnz+PjIwMbNmyRdymxWKxG7yvMVfQqX5Qq9Xo3r079u/fLz5ktmvXrsIsJPPnz4ePj4/dZ/7+/jh48KDdQ74jCoUC7777LubNm4dvvvkGCQkJFdaxWq24/fbb8eyzz1a6HaWy6se+8vf3mtzbgYr39/Lbs723d+/eHbGxseLfti9GevXqhe+++w6FhYV23UcEldVRbD8v38WmurqLM9usqm5U3b+tijPHzva3FVR3PBuyxvvN66HyDyoREREoKSnB6tWrMXjwYLuTW7hQp06dapekAACtVovLly8DkPbiaswXEpE3+v3335GdnY1FixaJFaTvv//epW2mp6ejqKhIrGxkZGSgpKQEERERYpcxg8EgtsbIyMiw+/e2MUen0yEwMBCnT58W+7WXlJTg7Nmzdg8xROReVSVCgbJ6g6O+1UFBQdBoNFi6dCnS0tJw/PhxfPbZZ9i6dSsWLlyIuLi4SpdZrVYMGzYM/fv3t9umbV2C9QqqD/r27YtPPvkEubm56N27t12CLTQ0FCqVCoWFhWjZsiWAsof79957D8888wyaN2+OkydP2m1P6Ho1bdo0cfuRkZEYOXIkVq5cibvuugvh4eF2/yYyMhI///wzwsPDxfJPnDiBlJQUjB8/3qnvkZaWho4dO4p/nz59WmylrVKp7Lq1lL+3A/b394iICBw4cMAu4XjixAlxuZ+fn13SwlZcXBz8/f1x6NAhHD9+HI8++qjd9/zxxx9hMBjEhNC5c+dQUlKCyMhI5OTkAECFJGdGRgYKCwvFVhi2dZdbt245tU13cebY1TR50tAxhV3PWa1WqFQqAPYnt5+fH4KDg3Hz5k00b95c/N/XX39t17/UWZGRkbhy5QrCw8PFbeXk5GDr1q18E0LkpbRarTjl8sWLF7Ft2zakpKQgPz+/1uPTmEwm/POf/8Tp06dx4sQJLFmyBF27dkWzZs3QrFkzqFQqfPXVV7h48SI2b94sNhevzODBg/HFF1/g6NGjyMjIwD//+U/eqIm8yG233YaioiLI5XLx/q/X65GUlASr1Yp///vfyMjIQOfOnfHkk09i4cKFuHDhAi5cuFDlsoiICFy/ft2ujnL06FH8+uuvnv7KRDUizBDx448/om/fvhWWDxw4EMuXL8fhw4dx8eJFrFq1CllZWQgLC8OgQYOQnp6OtWvXIiMjAykpKdi+fTvuuuuuCtu55557EB0dLY4/Y6tfv34wmUxYsmQJzpw5g7S0NKxatQphYWFOf4/vvvsOO3fuREZGBv7973/j8OHDeOCBBwBAHNfi1KlTOHnyJD755BPx+cOR/v37w2KxYPny5bh06RJ++ukn/PDDD07th0wmQ48ePfDFF19Ar9cjJibG7nv6+Pjgww8/xJkzZ3Ds2DEsXrwYvXv3rpDUsVVV3aW225SKFMeusWFqux7Jz88XB8qzWq24du0aNm7cWOlMHw899BDWrVsHtVqN6OhopKSkIDU1Fc8++2yNB3rp168fvvjiCyxZsgSDBw8WB+ISxr8gIu/Ttm1bDBkyBImJibBYLOjWrRteeuklLF26FIcPH67VNuPi4tCmTRu8//77KCkpQY8ePTBu3DgAZS0qxo0bh+TkZHz//ffo1q0bHnroIRw9erTS7Q0dOhRGoxFLly6FyWTCPffcA5VKVaGpLRF5Rnh4OLp3745//vOfeOqpp6DT6ZCcnAy5XA5fX19kZWVh1apVePrppxEQEICUlBT4+PggJCSkymVDhgzBrFmz0Lx5c3Tv3h2XLl1CcnIyXnvtNU9/ZaIaUSqV6NWrF44fP243xpTgqaeegkqlwvLly1FaWop27dphxowZkMvlCAsLwxtvvIGkpCR8//33CAoKwogRI8QB+m3JZDKMHTsWr776Kg4dOmS3TK1WY968eVixYgXmzJkDnU6HAQMGiLMFOmPEiBHYt28fkpKSEBISgmnTponf5+GHH8bFixfx9ttvIyAgAKNHj8by5csr3ZZGo8HcuXOxbNkyzJgxA82bN8eIESOwevVqp/alZ8+e2LFjBwYPHmz3UkP4nh9//DHmzp0LlUqFvn374umnn65ye7GxsWjXrp3DuktttykVKY5dYyOzOuoURF5nwoQJFUb5b9KkCXr37o2RI0di06ZNOH78OObNm2e3zpYtW7B161YUFhYiJiYGzzzzDFq2bIm0tDTMnTsXGzZsEFtQlJ/jufw6mZmZWLFiBU6fPi1eXAkJCZDL5dXOD01E5Mjp06cREhIijr9jsVgwadIkjBo1qkKffCKS3oQJE/Doo4+Kg2kKbOsARqMRn3zyCQ4ePAiZTIbOnTtjzJgx8Pf3R1FREVavXo2jR4/CYDAgKioKI0eORMeOHatcBgDHjh3DmjVrkJmZibCwMDz++OPiGBnl6xCO6i1E5J1u3ryJS5cu2Q0MumfPHmzevBkffPBBne5LcnKyw2ckqr+YwCAiIo/5v//7P2RmZuKZZ56BWq3Gjh07cOjQISxdupTTqRIREdVDly5dwrRp0/D000+jS5cuuHTpElatWoXBgwdj6NChdbovTGA0PExgEBGRxxQVFSEpKQlHjhyBxWJBy5YtMXr0aHGwMyIiIqp/Dh06hOTkZFy9ehVBQUHo27cvHnvssTofnJcJjIaHCQwiIiIiIiIi8nrsREhEREREREREXo8JDCIiIiIiIiLyekxgEBEREREREZHXq9tRVIjIY2bMmAE/Pz8AQGRkJMaMGSMuO3v2LJKSkiCXyxEYGIhJkyZBpVJ5aleJyIMYK4jIWYwXROQMKWMFExhEjYDRaIROp8Ps2bMdLk9KSsKzzz6L2NhYJCUlYdeuXbj//vvreC+JyNMYK4jIWYwXROQMqWMFExhEjcCFCxdQWFiIN998EzKZDMOHD0dcXJy4PCsrC7GxsQCALl264MCBA57aVSLyIMYKInIW4wUROUPqWOFyAuP8+fO4detWpcsDAwOh0WhcLYaIqnHs2DHs3LlT/Ds+Ph7x8fEAAKVSiQcffBD9+vXDuXPn8MEHH+Cjjz6CTCYDAPH/AUCj0aC0tFTy/cvOzkZOTg5KSkrg4+ODJk2aSF4GEVXP22MFUBYvLBaLW7ZNRM6pKlYA3hEvzp49i6KiIgB85iDylLqOFS4nMIKCgqBWqytdHhgYKPZ3ISL3KR8sbDVv3hyRkZEAgFatWkGv1yMnJwfBwcEAAKvVKq5rNBrd0kc1ICAABoMBWq0WarUaISEhkpdBRNXz9lgBQCyPiDynqlgBeEe8CAoKgq+vL4CyeoZWq5W8DCKqWl3HCrfPQmK7Q0TkGd999x02bdoEAMjLy0NBQQECAgLE5WFhYTh37hyAsixqTEyM5PtgNpvF/+abVSLv5A2xgojqB2+LF6xbEHknqWOFzOpihiE/Px8FBQWVLtfr9dDr9a4UQUQuKikpwZIlS8TuXo8//jhu3LiBvLw8DBs2DGfPnsUnn3wChUIBvV7vlpHCDQYDsrOzAZQ1FWvWrJmk2yci13lDrCCi+sGEP+wAACAASURBVMEb4kVubi6Ki4sBAH5+fggMDJR0+0TkOqljhdsTGDqdDv7+/q4UQUQNgG0CAwCaNWtm1+eNiIiIqCZsExg+Pj7sfkbUCLALCRF5BJt6EhERkVRsu6oSUcPl9gQGH1KIyBHGBiIiIpIKExhEjQNbYBCRRzCBQURERFKxWq187iBqBJjAICKPYAKDiIiIpMRWGEQNH7uQEJFHsJJBREREUmLdgqjhYwsMIvIIJjeJiIhISqxbEDV8bIFBRB7B2EBERERSYgsMooaPLTCIyCOYwCAiIiIpMYFB1PAxgUFEHsEEBhEREUmJdQuihs/tCQyAwYSIKuJbEiIiIpIS6xZEDV+dJDDYCoOIymNik4iIiKTEugVRw8cEBhF5hNVqZWwgIiIiybAFBlHDxy4kROQxjA1EREQkFavVyroFUQPHFhhE5DGsZBAREZGUWLcgatgkTWAYDAacOHECly9ftvucgYSIHGFTTyIiIpIS6xZEDZtSqg1tWr0av69eja6XL+MXrRYX2rfHy//6FwIDA9kCg4gcYnKTiIiIpMQEBlHDJkkC48SvvyJv0SK8lptb9kFJCW7++CM+mjABr69bx4cUInKIsYGIiIikxAQGUcMmSReS7R9/jBFC8uK/AgCEnjqF7OxstsAgIoeYwCAiZxmNRk/vAhHVA0xgEDVskiQwLEVFUDv4vElJCfLz8/mQQkQOsZJBRM4qLi5mzCCiapnNZs5GQtSASZLAaNW/P07IK27qdPPmaNGiBVtgEJFDfBghImcZDAaUlpZ6ejeIyMuZzWYYjUbWMYgaKEkSGA8//TQ29O6NIwoFrABuAVgcHo7+kyZBLpczA0pEDplMJk/vAhHVAxaLBSaTid1IiKhaZrMZBoOBzx9EDZQkg3iq1WrMWbcO33z6KZK3bIFvcDCeef11tIiOBgC2wCAihywWC6xWK2Qymad3hYi8mJDsZAsMIqqO1WqFwWCAWu2ogzsR1XeSTaOqUqkQ/8gjuK1tW+j1ejF5ATCBQUSVM5vNUColC0VE1AAJb1LZJJyInFFaWsoWGEQNlCRdSARCxaJ8s3AGECKqDB9IiKg6QpxgvCAiZ/H5g6hhkjSBISQuyicw2AKDiCrDBxIiqo7wIMKZBYjIWYwVRA2TpO22K3tDwgBC5B3MZjNee+01TJs2DaGhoeLnqamp2LBhAxQKBVq2bImxY8fW2bgUTGAQeR9vixW2ccJisUDuYOYzIqp73hYrbPH5g8i7SBUv3NICw2Kx2FU22AKDyDts2bIFRUVFdp9ZrVYkJiZi+vTpWLBgAXJycvDrr7/W2T4xgUHkfbwtVtg+iDBmEHkPb4sVtpjAIPIuUsULSRMYtqODcxwMIu9y9epVZGVloV27dnaf5+Xlwc/PD8HBwQCAzp0748yZM3W2X3wYIfIu3hgrbOMEYwaRd/DGWGGLzx5E3kPKeOFyF5KcnBzcunULAJCdnY38/HwAQFZWFvz8/MT15HI5FAqFq8URUSWOHTuGnTt3in/Hx8cjPj4eQFl2c/369Rg3bhw+++wzu39nMpnsphrz8fGpkICUQnZ2NrKzsyt8rlAoWMkgqkPeHiuAsnhhGxeysrLEvw0GA3Q6nVvKJaL/qQ+xIicnp8IbXYFQv+BU7UTuVVWsAKSPFy4nMIKCgqBWq3Hz5k2k/forioxGWIxG+Gu16N2vnxg0goODoVKpXC2OiCpRPljY2rVrF7p16wZ/f/8KyxQKhV3rKaPR6JZpTYXMankymcyuHxwRuZe3xwqgYrwwmUxid1StVouAgAC3lEtE/1MfYkVQUBB8fX0dLpPL5dDpdPDx8eFLVCI3qipWANLHC0miyecffohrn3+OwkuXoAHwFwAXNBq83r49Xl61CmFhYXzDSuRBJ06cQF5eHvbu3YvLly/j8uXLePXVV6HT6RAYGIji4mLk5OQgKCgIv/32GwYMGFBn+2a1WmG1WvmGhMgLeGOssFgsdmNpsQsJked5Y6woz2KxoLCwEEqlkgkMIg+SOl7IrC6OsLl392788uijuC0vD8UA7rdZVgzg/f79MXvDBgQFBUGj0bhSFBFJYNmyZXj88cexf/9+BAYG4p577kFqaiqSk5Mhl8sRGRmJcePGSZ5QMBgMDruQAEBYWJjb3s4QUe14KlaUZzKZkJWVJf6tVqsREhLi1jKJyHmejBW5ubkoLi6ucp3AwEC7bu1E5DlSxAuXExivJiTg+eRk/BPA3wGUL2pZs2YYuXMnoqOjGTyIGrGqEhjBwcHw8fGp4z0iovqgfOxQKBRo2rSpB/eIiLyFMwkMnU7nsOk6EdVPLs9CYjEYoEJZ4sJRnkRjMqG0tJRTqRJRpdgknIgqUz4+sEsqEdUE6xhEDYvLCYyejz+OPRoNYgAcA1AAYDWA9wEsAnA8JAShoaGscBBRpVi5IKLKlK8/COPmEBE5w10zoBCRZ7icwIh/6CH8ct99kPv5YQPKupEMBDANwN8ARF67hh+3b2dlg4gqxcoFEVXGUYKTL0WIyFl8SULUsLicwJDJZJi+dCmi169Hdlwc5gCI+O8yXwCv5OZiz+LFDB5EVCnb6ZOIiGw5qj+wTkFEzio/kxER1W8uJzCAsiRG1x490Do0FI6G1Qq7dg25ublSFEVEDZDJZGLlgogcYgsMInIVYwZRwyFJAkNg9vODo3cit3x94evrK2VRRNTAsBUGETni6MGDDyNEVBOMGUQNh6QJjL889xy+DAy0++wiAGXPnlAqlVIWRUQNDMfBICJH2IWEiFzFBAZRwyFpVqFHv364On06Fqxdi6grV5Dp5wdZnz6YuHAhAwcRVYktMIioPCFRYTAYsGvbNuRnZqL3Aw+gfYcOHt4zIqpP+BxC1HDIrC52PM/Pz0dBQYHdZyaTCXv37oVer0fPnj0BAHK5HOHh4a4URUT1mMFgQHZ2dqXL1Wo1QkJC6nCPiMjbFRcXY9qIEUj/9luMLi1FFIDv9XqYhw3DvDVrIJPJPL2LRORBubm5KC4urna9gIAAaLXaOtgjInI3SbuQCJRKJSIjI+26jTDzSURVYQsMIirv/YkTkb9pE5aXlqI/gBYAxt+6hbZffIFvv/zS07tHRPUEn0OIGg63JDAAQKVSVXggYfAgatyKioqwad06fL5kCa5cuWK3zGq1chwMIhIZDAZk7dqFOACqcsvijUYcWLfOE7tFRPUQn0GIGg63jax57o8/cOC775CfmYl7hwyBQqGA2WyGXO62nAkRebGDu3Zh3cSJeCw9Hf4ANq9aBd/hwzF6xgxxndLSUg74S0QAgJs3byKooMDhmxYLAHDqZSJyEhMYRA2H5NkEk8mE+c8+i7xJkzAuORl+kybh9cGDkXntGkcNJ2rENk6fjjnp6egIIBjA8KwsKNauxckTJ8R12I2EiAQhISG42awZzgMo3zZrl1yOHk884YG9IqL6iM8gRA2H5AmML5YuxV937sSjBQVoCqBvaSneOHECidOmMXgQNWL3njmDXADzAawCsAHAn3l5WL9okbgOExhEJJDL5bjjuecQqNdjDoBUAOcBfAjgwAMP4MERIzy6f0RUf7AFBlHDIXkC4+KPP6J9uSDhC0Dz558oKSmRujgiqidKTSZ8AOBlAJMAvABgDoCbKSnIz88vW4cJDCKyMXjUKPRbuRIlXbvibY0GHysUUPv7w3zxInZv3uzp3SOieoIJDKKGQ/IERqVTmslkDB5EjdhaiwXdAOhtPpMDmFJQgM2rVwMoq2AwThCRwGw2o0e/flCoVPiopARvm834W34+3vjtN+yfOBFnz5zx9C4SUT1gsVjYEpyogZA8gRF19904oVDYfVYEwNC6NedrJ2rE7gYQ5eDzKACZ58+Lf7MVBhEJDu3di9lPPIGgI0fQtNyyv125gg3vvOOR/SKi+of1C6KGQfLh/hNefBH/SE1FWkoK+ty8iTNqNXa0bYvJixYx80nUiI0AsBRAVwDJANIByAAUKhS4Kz5eXK+0tBQ+Pj4e2Uci8h7ffPIJTr/yCkbl5uKUg+V+AIzZ2XW9W0RUT5WWlkKj0Xh6N4jIRZInMBQKBV5buRInT5zAF+vXo3nr1pg/ejTkcjkTGESNWCgAHwDTATwJQJg/4JzZjKQ1a/CXwYMhk8lgMpWfb4CIGhur1Yq9ixdjem4ujAC+BjCs3DonAUT16VP3O0dE9RJbYBA1DJJ3IRG069gR940ciU49ekAu/18xTGIQNU5XAdwPIA5lrTAErQDce+QI9u/aBYAVDCIC8vPzEXDtGgBADaAtgM8BCDWIiwBWdOuGkS+95JkdJKJ6h/ULoobBbQkMAFCr1TAajXafcYA+osZp5RNPYH5AAPr/9++rKJtO9WMAkSUlSN29GwDYAoOIYDAYkKPTiX8/AqA1gHcBjNPrsWnsWMz5+mv4+vp6aheJqJ4xm818DiFqANyWwLBYLDiakoKvPvoImz79FAaDQfyciBqf2WvWYMCsWTjt64tNADYCeBjAYwB+AJB59SqAsqbjTGIQNW5msxkh996L39Rq8bPuAIJDQjBgxgw88vzz7MtORDVW/sUqEdU/MqvVanVlA/n5+SgoKLD7rLi4GPNHjcJ9qanoZTDgtFyODXFxmLh2Ldp36AA/Pz+XdpqI6h+DwYDvvvsOn73+OiJ//x3Tyy1fFhaGYdu2oXnz5ggKCuLDCVEjdvXqVZjNZnzy9tvI+O47aAsKYIiIgKZtW+QePw6N1YrA22/H9CVLEBwc7OndJSIPyc3NRXFxsdPr6/V66PX66lckIq8l+SCeALBm4UL87dAh3Pbfv2+3WBB36hQWzZyJf2za5I4iicjLWa1WmM1mtBs4EHf//nuF5Y9kZWHH559j9NSpbIFBRJDL5Rjz+us4/fjjyM/PR+q2bWj/6afoW1ICAMhLS8Mbp0/j3R9/hFar9fDeElF9wHEwiOo/t3QhuZmaKiYvBBoAyrNn+WBC1EiZzWZYrVYENGkCg0xWYbkBgPq//dkZJ4hIYDabYTKZULB9u5i8AIBAABN//RUbPvrIcztHRPUKu5AQ1X9uaYFhlTvOi1gVCrjYY4WIasFoNGLJkiXIz8+H2WzGmDFj0LJlS3F5amoqNmzYAIVCgZYtW2Ls2LGQOUgyuEJ469F34ECs+eQTtE9PxycAcv+7/IxWiwWPPgqACQwiT/GGWFGe2WzG1atX0SEzs8KyOAAbDh92a/lEVJE3xgpnWCwWmM1mKBQKT+8KUaMhdbxwSwuMqAEDcKJcYMgBoOzUidOoEnnAnj17EB0djblz52LEiBFITk4Wl1mtViQmJmL69OlYsGABcnJy8Ouvv0q+D0JSQq/XY+DcuRir0eB+ADNQNpDnM4WFWDZ5MgBOt0zkKd4QK8ozmUxo3rw5zgUFVVh2CUBQTIzb94GI7HljrHAWW2EQ1S2p44VbEhjDJ07E9ocewurgYJwAkKzV4sM+ffDCu+9yFhIiD4iLi8OAAQMAANnZ2XYD6ebl5cHPz08cCK9z5844c+aM5PuQkZGBjIwMAIAmIAAJSiXyAcwB8CvKHkRyfvwRWzduFLubEFHd8oZYUZ7JZEJoaChu9eyJDJvPzQAWtWqFUdPLDwlMRO7mjbHCWRwHg6huSR0vXO5CkpOTg1u3blX4/Nl583Dp0iV8+/XXiGnfHi//5S8wGAzIysryiiZkRA3NsWPHsHPnTvHv+Ph4xMfHAwCio6MBAB988AFSU1MxY8YMcT2TyQS1zVSFPj4+bunCsXfQIPgWFmLx0qUwREdjXEEB1gB4E4AQER63WjHxzTfRo39/AIBKpZJ8P4gaO2+PFUBZ3UJ44ZGTkwOVSoUn33gD6zUaFP7yCyy3bqE0OhpPLVgAq9WK69evu2U/iBqz+hIrioqKavRvbt26BYPB4Jb9IWqMqooVgPTxwuUERlBQkF2htoKDg2GxWOyyKsLn8krGySCi2ikfLGzl5+dDp9PhlVdewbVr1/Dmm29i+fLlAACFQmH3NsJoNEKplH54nAk5OcgGMCw9HbOys/GFQoERZjNs05kKAE/m5SHt6FG0HTkSvv8d1JOIpOPtsQIoq1tYrVZYLBbo9Xr8P3vnHR5Fufbhe1t2s+mBUEKNgCgioJRj7xzFBnbs2LAd20FQQSmCeFBB8VOPx4aChYNdPCI2REGlg1SRElr69jpbZr4/NrNuS0hINpsy93V5SWZnZ9+dnXnmeX/vUwoKCujcuTPjnn8ej8fDhg0b6N27N7179yYzMzMpY1BQaOu0FFtRX19BpVIpcxEFhUakNlsBjW8vkn7n6nS6uFAtJb9dQaFpWbBgAevWrQPAaDRGPbRzc3PxeDyYzWYAfv/9d3olOad8kt3OGp2O9oAdeAGYBfwL+FkUqTx4UCnkqaCQApqbrZDtQGTBPXnRxO/3K2mpCgopornZivogSZISgaGg0IQ0tr1QSQ1MNLfb7Tidzhpf37lzJ06nkxNPPDG8LT8/H4PB0JCPVVBQqAfl5eVhpdPv93PllVeyb98+cnNzOeuss9i4cSMffvgharWabt26cccddzR6qpegUmGq/rcEPPy3v9F33TqKAwEeBuTyfLuBt884g+c++4y8vLxGHYOCgkLtNAdbAVBaWso3H33Eb/PnI1ZWEiws5OqJE+l/4okcOHCA16dORS2KjLzrLi4cNUpJTVVQaGKai62wWCx4PJ56v89gMJCfoDCwgoJC49PY9iLpAsbevXuprKxk2LBh4W05OTlkZGQ05GMVFBRaGJECxjqNhtJZs1j2ySdc9ssvnAYEgC1AOrAuN5dTFi/mlNNOS9l4FRQUUsfrs2YRePppRtpsAIjA84WFtBs9Gue773JTRQUZwDKjkT9HjuTJ995TRAwFhTbIkQoYGo2Gjh07JmFECgoKySapKSRrf/6ZNx94gCUPPMCMyy7jx8WLASWFREGhLeIiFHmxRqPh81NO4YKrrqJn794MBn4CngbKga3AOquVH7/8MoWjVVBQSCUb3nsvLF5AyFm5s6SEza++yj8qKsgmVDPnfLebwV98wc8RxcMUFBQUDkcwGFRS0BQUWihJEzA2/Pora+6/n+nr1jFl/34eX72aisce49uPP1YEDAWFNsjj1f99eeGFTH73XbRaLX0GD2aFRsMq4AngfOByQvUwNn/0kVIHQ0GhjWKszoWNZDswIqbbQBC4xOXih3feaZqBKSgotBoUH0NBoWWSNAHjfy++yJ0VFVEdBq62WFj1zjuKwVBQaIOMAPKAyq1bw9WFzxs1infy8rg5Zl8t8PdDh1j5009NPEoFBYXmgCdB/RsDYErQNcAGGLKykj8oBQWFVoUyH1FQaJkkTcAwmM0JD26wWJQIDAWFNsjfgYeBE/fvZ9PatQBotVr6n3YauYTSS5YDzxLqSuLyerEkWIVVUFBo/fS76iqWRrRHlYBlHTuyulcv/DH7/rtTJ66ZMKFJx6egoNDyie2SqKCg0DJITlNmwJuXh0i8QuLNy0MURURRVPovKyi0QW4OBJj7xhsMHDIEgAvGjOGrb79lm8vFycA4QABeU6nQ7dyZyqEqKCikiMvvuIPFen0o3cxiQd2jBxc++CBX9+zJtDvuYPDOneR4vfzSsydnPPwwRUVFqR6ygoJCC0MRMBQUWiZJEzBG3Hcfr+/YwdjKynAaycd5eQy76SYgFLYl93JXUFBoO+gAMaJi+KChQ1kwaBDnrFzJ2dXb0oEHJIk5b76J+8EHMRqNqRiqgoJCCrn4xhs55uSTsVgsDB06FAh1MZu9bBk///wzv//+O7decAF9+/ZN8UgVFBRaIn6/H0mSlA5GCgotjKQJGINPPZXgCy/w1EsvIR48iJCbyzl33cW5o0YBioChoNBW2ahWc/S550Zt69yhAxck2PfkvXtZs3o1Z551VpOMTUFBoXkRDAbDNXMAdDodWq2WgQMH4vP5wvsoKCi0TaZedRXq4mL86el0OvNMxjz6aJ0jvCVJwu/3K/MRBYUWRtIEDIBhZ53FsLPOYsOGDRiNxqhVEiVsS0GhbSEBP+t0fHfKKTxx3XVRrxnz8rATKvIZSZXRSO8ExfwUFBTaBoFAAJ1OB4BKpUKn0yFJEjqdDrVajc/nUwQMBYU2zOPffx+ui7N1xw5esVq54qGH2LF5Mz379DlsepnP51MEDAWFFkZSBQwZnU4XJ1golX8VFNoWk4HigQOZvWABGo0m6rVRd9/N20uW8FBpKU5gLWAEVvXpw9gBA1IwWgUFheZAMBgMCxharRaVSoVKpWLzxo0sfuEF1JLEWddfz/Vjxyp1tRQU2iBaCAsYxwYCvPDpp+i++YY+lZX8n16PPTOTwVdcwej77ycvwYKIHMmloKDQcmiSp31aWlqcgVAEDAWFtsV0oKvBECdeABQWFjLw8ce5q317ZhNql1iqUiF4POz588+mHqqCgkIzIRAIhFNIZIHirZkz2Xb99Uz5+WeeXLEC/YMPMunqq5EkKZVDVVBQSDEfAPe43YyorGQZMEEQeMNkYtRrrzF75EgOHTgQ9x5lPqKg0PJoEgGjvLyc3378kT27d4e3BYNBRFFsio9XUFBoBtgBTefONb7e9ZhjGCqKTAFOAkZKEjP/+IPnb7hBmZgoKLRRgsFgWPRUq9XYbDYOvvEGt1itpAEq4DRBYMjXX/PLsmUpHauCgkJq2Q+cALwHPAF0qt7eGXh8924WTJkS9x4lBU1BoeWRVAHD7/fz9O23s/vuuzl19mx+GTmSGbfcEo7GUFRPBYW2w9NFRVw9fnyNr3/12mtcZzZHbdMBg//4g+3btyd5dAoKCs2RyAgMlUrFbz//zDl796KL2W+Ey8V3CxY0/QAVFBRSijvi367q/2uBNKAceAV4DlgA+PfsiXu/JEnKgqqCQgsjqTUw3po5k9Fff01R9erpQIuFA998wxvTpnHPU08pnUgUFNoQt336KXkFBTW+HvB6SWQNMnw+3G53glcUFBRaM8FgEEmSoiIw2nXowL6MDLQuV9S+pUB+YWEKRqmgoJBKnr/0UmybN+PT6bCmpVG1ZQsB4E9gIXAvkE/IRkzbv5/SkhI6x9gKZT6ioNCySGoEhuW338LihUw3wL52LaB0IlFQaEv0PuaYWl8/6fLL+S49PW77yqIiBg0alKxhKTQjrFYrgiCkehgKzYCSkhJenDCBL59+mkUvvojFYkGtVjN46FB+7NePyPhNCXi1e3dGP/hgqoaroKCQIh576y3+PmsW6m7d6FdWxmTAA7wOTCQkXkAojeR5QeDdJ5+MO4aSRqKg0LJIagSGqoYUEVW1cKGkkCgo/IXf7w9X22+LnHruucweMQJh6VL+5nKxDPgtP59rH300HEKu0Hrx+/243W68Xi8FBQUJi70qtB3mjRrFvQcPkgOUrV/Pc6tW8fhXX9Grd2/GL1rEpBtuoNO2bRi8XjZ368YVTz1FQS0RXgoKCq0TSZJY/d13nL98OWsCAXoBxUAmEPsUSQcoLo47hjIfUVBoWSQ1AkPbty+26n9vA74ANgHqo48GlNZFCgqROJ3ONv0QValUjHvxRbZfeCGvGwz0By51Ovnq2WfZtWNHqoenkGTkiDxRFLFarSkejUKqeaxavIBQIb6Jf/7JWxMnAtC9Z09eWLGC0xcvRnrqKe56913+dvbZKRurgoJC6pAkidKVKykJBDiXUEvVZ4GsGvb3Gwxx25QIjNaPw+FI9RBSjtvtxuPxpHoYjUJSBYxbp09nRv/+jCMkYPQF1qvV2G02fD4fkiQpIoaCQjWCILT5Wg8b16yhaOlSHvd66Q+c4/MxfcsW/m/MmFQPTSHJRDqQgiDU+SGrFF9rncQ6JxmAtHdv+G+bzcbHs2ax7ZlneHvUKKZcdRUH9u9v0jEqKCikHrvdTtXu3RQDgwhFXRgICZ/bYvZdaTBw7KWXxh2jLS8etQV8Ph8Oh6NN+wuSJGG327HZbIffuQWQ1LjsvLw8uvTvzzVbtiA3T+wrihT/9BPznn6aO6dMQRAEpXCOQpvH5/MhimKbF/S+f/ttHrDbo7apgQG7drF792569eqVmoEpJJ3YFTCPx0N6gpookYiiSHl5ORkZGWRnZydzeArNgEDE9TB55EgeXL4cffXf3pIS/nXxxcxZswa9Xp/4AAoKCq2OD55/nsFeL5XVf8vV9cYQ6kDyNSE/YoNKRb9Ro5hwyy1xx1AEjNaNXFvL6/ViNBpTPJrU4Pf7wwJOa0hZT2oEBoB306aweCHTE7CsWgWgFGxTUOCv+6CthzGKfn9czqoIGAKBNi/utHZir/26OJQejwdJknC5XG3+3mltbI+pgfKD0ciQ668HYP3q1ZyyYQPtI143ADdv3cpnb7/dZGNUUFBIPZbff+cOYC+wj1C09y+EJjg3AZWE5h1PSBLdli7lX2PHxj0vRFFs06vzrR05RbUtRzlHNs5oDf500gUMVQ1Opbzd7/cjxXQqUVBoa0QKGG35fvjbFVfwQ0x+ahBY07Mnxxymi4lCyybWoTycICFJEk6nM/zv1vBAVviL7669lmcLC/kgI4NZvXpxaOxYrrzjDgD2btvGsXZ7XAhpH1Fk7++/N/1gFRQUUoZoNKIGXgWeI1T7YiswA3gUmACMAnoBl1ssjPr6a9594YW44yhRGK0X+bf1+Xxhv6GtoQgY9UTVty+xZVNMgL5/fyDkeKa6naocvq+gkApi74G2vJJ8xvnns+mii/goOxsnoRWVGT16cOWzz6JSqVI9PIUkEnvdS5IU51BarVYsFguBQACn0xn1nlQ/RxQal/ueeYbz33yTzNmzeeCbb7hx/HjU6pDLcuKZZ7KiY8c4B2Z5ejpDLrig6QeroKCQMobfdRfzs7JIB+YSisaqAg4NGECnrl3JBeYBTxNqrfqxKLL+s8/ijqMIGK2TWF+iNUzej4RIH0kQhBY/7026gHH7zJnMHDCAVTodbuCntDRmDx7MbVOnhvdJz+jxjAAAIABJREFUdRqJxWLB5XKldAwKbRe5oK1MW36Iyp1Ijlm4kJeuvJIF11zDvV9+ybAzz0z10BSSiCiKCSOPYp0OuYJ2RUVFXEXxtuqUtGZ0Oh09evTAYDCExQuAoqIiys89l40R7ZX3AUuGDOHciy9OwUgVFBRSxaBhw3Bcey2TunfnvcxM1hcWohs5kuc//RS9Vss84ARgInAP8E/g6OJi1v3yS9Rx2rLv1ZqJXdxoq4sdkde3KIotvitLUot4AuTn5zN98WK+X7yYZ77+mt6DBzPj9tujnJFUOp5+v59gMKgYLoWUESvgKdcieKxWnDt2kFdSwn9WrSL/9NOZ9MYbSsHfVkpNUUd+vx9DdUqRPaa4a6J9FVoXfr8fbbVIERuBNWXBAuYdfzzvfPwxDpuNjiedxJR//UuJ1FJQaGNIksTQ4cMJnnMOJpOJEaedRvv2oQo5gd69KSku5mZCKSZWIBswiSLvTJvG4KVLw8dRRPDWSaxPLadqt6VnRSAQiFsk8ng85OTk1PCO5k/SIzAAtFotfx81ir6nnEJZcTFbNm6Mej2Vjqdc0EVxfhUak/qkRsUKGG05hQRgX3ExP40bx/QtWxhnNvNYcTFXLljAzASVwxVaBzWJdnIrVYfDcVjnMlHKiULLJrJSeuSih/z3RWPGIGZkkGuxIH37LTNGj2ZfRKtVBQWFtoNGo6FDhw7k5eWFt42ZOZOgVst/gDMJ1cS4B5gMFO3Yweb168P7KunkrZNEvnhbm/Ml+r6iKB7WZ/J4PDidzjq3tW9Kkh6BAaG85Wdvuokzt2zhDEFg7Sef8OngwTw2bx5paWnhk6jVNslwwrjd7nDqSFtU5NoSwWAQs9lMfn4+Gk1sn4vGx2q14vV6KSgoqPW6FkUxzrC05UmYXq/n07lzubO0lMg7sTugX7kSq9VKbm5uqoankCRqEu0CgQA2m63OKX6peI4oJI/I3zP22SyKIk9ecgmPrl2LHJflKyvjmZEjeWHduhbfIk5BQaFuxK4sR/p4Xbp0IXjMMdi3bOFYYB2htqqlAIEAB2bMYM4nn4T3FwThsO27FVoWiXzqQCDQpiJ6axJsIqMcIfRc9fl8GAwGBEHAYrGEX5MkqVm1oG0ST++1Rx5hwrp1yIEqXRwOBv74I+/MmsUdTzwBxJ/EZOF2u8M/gNfrDW+XJIlgMKg4v60QSZKwWCz4/X7sdnuUOp8MRFEMq5U2m4127drVuG+iiVkyIjC8Xi+vvvpquADizTffzNFHHx1+fePGjSxcuBCNRkNRURG33XZbk4t5mZmZZGdno7HbyYx5LQB0s9moqKhQBIxWSG2iXX3qE7Vl8a+xaC62YtbYsdiLi0krLGTMlCn06ds36vWfvv2WS7ZuJQuQY9jSgOu2bePLDz7gsptuavQxKSgo/EVzsRWH69w2bMwYdo4fz1eSxA7ADdwCdAI+W7WKZ++/n4fnzkWlUuH1ehUBo5WRaPJut9sRRZHMzFhvs3VSm4AhX++SJFFVVUUgECA7OzuuW4vX622QgNHY9qJJUkik7duJzbLpCZhWrw7/3RThPPJqXk1pI20tpKit4HQ6w+HnHo8n6ZOcSGFMEIQai9RKktRkAsYPP/xA586dmTZtGnfeeSfz5s2LGsfrr7/O+PHjeeqppzCbzWzYsKHRx1ATKpUKrVZLVlYWAF0GD+ZgzD5BYHthIT179myycSk0HY11zSsCRsNpLrbi/i+/ZMaWLTz8zTcsGD2aP7dvj3r9wI4d9PZ4iI2nKwoGORCzr4KCQuPTXGyFJElIkoTD4Ujox180ejQVPXqwHrABTwKDgS7AvcDxn33Gj0uWACH/rS23sm9tiKKYMC1IFMUoX721U5NvFHm92+328H6ywBNJQ2vENLa9aBIBoyYidZWm6ETi8XjCk0ZRFOOc5rZee6C1Epu7leyOM7FGMfLz5GgQp9OJ2WxOaFglSWr0PMyuXbty9tlnA5Cenh51fKvVitFoDEeKDBw4kF27djXq59dGbm4uBQUFYaX15kce4bUBA6isfl0EFmVnc8wtt7SpkL+2RGMJD4qA0XCai62Q10CNwCMHDvDf6dOjXj9pxAiWFRTEOTHfZ2dz8qWXJmVMCgoKf9FcbMWKJUv44tFH2T1uHCseeog5998fNadQqVQMGjMGPXAUxIme5weDrP7wQyDkfwmCQDAYVOYErYDaFqb9fn+4dlaqu2E2BHnskiQlLHZe27UcCAQwm811StVNlPJeHxrbXjQ4X8JsNh+2FYvvqKOw795NdsS2fYChf39MJlN4W7Lzly0WS/iHdjqdceExbre7RVdkVYgnGAxSWVkZtc1sNiMIQtJSJMrLy+MUfJ/Ph0ajwe12H7abAoQMUX0n65s2beK7774L/33eeedx3nnnATBgwAAAqqqqeOmll7jmmmvC+8XmAur1+qRMBE0mU9T9LqPRaOLuxYfef5+3ZszAunkzHo2G88aO5e9XXhn3Wyq0fCRJoqKiolGOpVKplNWzOtDcbUUsWkB14EDU/Z+bl8eu009nzeLFHFvtVG3RaFg5dCgX9O6t2AoFhUagJdiK7Y8/zqyqqvDfBz7+mOfcbu6aNSu87bQRI3h57lw6VOf0e4ClgAU4nZCPJvsnZrM5/BxJS0sjJyenSWqnKTQ+drs9HHWfiGAwiNVqRZIkMjMzMRqNcQWjmzNerzc8+U9LSwunrUfOpT0eDzabrVE+z+fzkZGRkfC12mwFNL69aLBakJ+ff9iJ1j+ef55/3Xgj52/fTl+vlzVGI+uGDOGxqVPR6/Xh/TIyMsjOzq7lSA0jGAyGFR+1Wh312RAyVHLrJYXWgRxtE0tWVlZS8hx9Pl9ChdJoNJKdnY3JZKpTcbm8vLx6jy/WWMTy448/snz5cm666SZ69eoV3q7RaKLG7PP5kiIkJqoFUtM91759ex6eM4e9e/dSVlbGSSedRH5+vlKYrxUSCAQa1bFt165di3JAUkFztxWJkKojtSL514cfMn/uXOa/9x4lBw6Q36cPk+fOjdtPQUHhyGgJtuLuCPECoBuQuXkzaWlp4dRUgI7Dh7Nt0SI2AZ8A1wAFwGLAHQySn5+fcGHLYDAotbdaKKIo1upLazQa8vPzw3+npaUlvU5eY1JRURH2reXvIkkSer0+PJ+2Wq2Ndu+lp6fXeH4OZyugce1Fk3h5eXl5zPjiC9Svvsob11xD1YQJTJo/P05AcLvdSVs9CwQCURPZRJNaJVys4Xg8HiorK5OitAcCgThxoLbrRS7amYhk5b7VFIbmdrtxOBwJX//200+ZOXo0z152GS9PnIjNZmv0a3H16tVs2bKFJ554IspoQCiFw+PxYDabAfj999/j9kkWBoMh4XaVSoVOp0On01FZWYnValXuz1ZKbasjR0JLDgVtDjRHW/FFWhpDr78+brtarSZNraZjSQkzKyoYt3Il7w4fzqJXXkn6mBQUWjKSJDU4p7252IpE09MOLhdWqzVq273PPIPh/PN5HpgK9CMkYNwKnL52Lb/88EPC43s8HqW9agsjGAzWyZeOfV2OVmjovdEUCIIQNdeK/C5OpxOTyYTb7W7U79KQYzW2vVBJDVQM7HZ7XPh3IoLBIK9OmoTt++/p7HJR2rEjfUeP5oo774zaLzs7OylVYT0eT1Q7mJro3Lmz0kq1AVRUVBAIBFCpVHTq1KlRzqXcZleuGaHVasnOzsZgMGCz2QgEAmRmZsYJYiaTqcbJjFqtplOnTg0eWyxVVVX1usEXPPssHV5/nb+7XNiBA8B7/fvz9NKlFBYWNtq4nnnmGaqqqsKhXwUFBRQWFpKbm8tZZ53Fxo0b+fDDD1Gr1XTr1o077rij0e8DQRDiUkg6duxYY2jmotde47vZs+leVoY1KwvdKacwZf78GkUPhZaHKIoJU64agtFobJarZS2lTXdzsBUA96lU5AOVwKHCQt77448436CyspJXBw/mjgMHkKcXKuC1Hj34x7p1tXaAUmjdyLWkIp8vsp2p6XptS22YBUHA6XQ26B5pLrZik0pFbMzVU8ccw6PffBPnX+zatYv1F1/M1dWp7zZCXUkKgOcvuojxr72W8DN0Oh05OTlKHa4WgtPprFO6dk2oVCry8/Pj5hVNyeHsldlsTkkh0tr89tpobHvRZALGa1OncsZbb3FMhEL0WXY2ec89x5kXXRTeplar6dChQ6OHANd1nB06dIh6gMkFXgAlfP0wxE5Qc3Nzwy133G53uF1PfR4Afr+fysrKuNx2lUqFXq+PunkNBgM6nS58c5SVldV67Mjx1Rf5cyMn06IoHvYzI/F4PLw8fDi3793LS0A+kAnsAPKuvZbn338/av+W7lzFXh86na7GUO9Na9fy3UUXcW1EbQQrsOjaa5kac14UWi4NdTISodFo6NixY6MeMxK32016enq9HPFgMEhVVRVGozEqpFmhZg6qVDgJ2cQ5Rx/N9PXr43Jv354zh1PHjSMPiJSNLcD6uXO58f77m27ACs0Ku92Oz+ejXbt24XvVYrHg8/kS2gefz4fZbE6K/5lsJEnC6XTWy7Y4HA4cDgedOnVqcd83lpuPO477t22jM6GW6wvz8sgZP55Lbr45bt89e/aw5pJLON9q5SUgD8gC9gCuYcN49tNPa/wcrVYbVXBcoflS38XEmmjXrl3KRAy5fodc8sBgMKDRaNBqteG5USrIz89vFguJTTIbkiSJquXLo8QLgJF2O08vWBAlYIiiiMPhaPRimnVNaYidJFZUVITDcprLj9Zcia1gKzv6EHpYBoNBXC4XGo2GzMzMGgvBRCIXiI3V2SRJilMevV4vXq8Xl8tVp4m+1WpFo9HUyzg5HA4MBgNWqxW1Wh11PdQ3dH337t30Ky3lBeAhCLcaloAnPv2UkpKScBSGx+PB6XS2qtzu2oSsT559lokVFUTGa3QGtL/+itPpbDO9u1s7yegIFAwGkyb2uVyucFhqfSYLbrebYDAYvnYVB/jwaIBsQi2UvTVERmq0WoKAjmgBQwC0ykpp0pCjLBursGEgEECj0dT7vqgpqsnv9+NyuZAkKfys9nq9YV/O7/fHLUjJ9bJcLleLExkdDgdOp5P09PQ62z15chdbPK8l8s/33+flyZPRV1Sgzs5m+J13cuJJJyXct6ioiHk9erDdao3zu2bs3k1paSmdO3dO+N5AIIDdbleK/Tcicnq/XOher9c3WFALBoONljbhcDiSImAEAoFaI0/ljplyJFkgEAj7S6kWHH0+X7OYCzfJWZAkCX2Eo+oAigkppbqYFpcQepDUpVVLbO5SbTlqdW39ErlfbKvVZLffbMkEg8E4QcHn81FWVhYlAsn72u32w4aNJzpmXZCNYV2IbbGaCLnVksfjweFwUFlZGTYokd+rLseKpHPnzmzIyKA3fz1EIRQC/U+vlwVPPw2Evo/NZsPv97eIvLy6UqujZbejByLdqiCJ81oVWiZyq7pk0BhhlU6nM3ycQCBARUVFOFpEdixiqcmmycdJJLzWhiiK9a4R4vP5Gq3ieKpxAJNzcrh60qSEE9WLb7yR93r2jFuJ+aBnTy667romGWNbxG63h3OVG4ooilRVVdV4ndd2T1VVVSVc3LBYLOHtHo8Hl8sVZWti78HI+7I519CJFGFkJEkKn7tE5zAQCMT5JpH1L1pDbanMzEz+fuON3PfOOzwyb16N4gWEoneHjxtHR7U6zu+612Tis8PUz3G5XHWK5lYIEQwGw+lKdrsdq9WKyWSioqKC0tJSKioqqKqqwm63Y7FYwnMGq9UaFv7ritxJpry8vNHGLx+zMWugiKJIZWVlrf8lsm2R709lTZaGtFJtTJokAkOtVuPu3Bnh0CFeJrSyUgi8C1TUMCEzmUzhdIPYCrKyEff7/eTm5uL1erHZbIiiSLt27eLUZEmS6nwTRE4QY6M2ZIdbaacUT02T95rOvfzQrS0KoykEI6/XiyiKqFSqhA6yKIqYzWbUanXCm9blcmEwGPD5fPWeNJXs2cMql4tEj9o8wFZaCoQmUrKxEgShxa+WyNQmYBSceCL7vv6aHP5aWQ0Cu7t0adTaIAqJkSQJv9+PWq1OWtpSYxfvjEQQhCOO0pFXbT0eDyqViqysrKh7EEJ2QRCEuFUIp9OJWq2OsmuxvdPlldK6IDvLkiRhNBrrtELt8Xhwu91kZ2e36EiPuwFTdjazly6la7duCb9LXl4ef3vySaZNnsy5xcVIwOLu3Tlr0qSkdjRry0QuLNTHH5LTcWMjHwRBQBTF8H0Ru7poMpnQ6/VxURFyJJTJZCIvLy88DpfLddiIW6/XG3U8QRDCkwWfz9cs69VIkoTNZovrkiD7MJC4wJ7NZkOlUkXZHHlRBuoendycqW8mvDEnhz5qNcRMAvMAZx1aetvtdtLS0lqNL1YbkYt1crSEIAjhjhc13SdWqzXq2qwPcmcy2UfQaDTh863RaML3qyiKUf9P1rUsCzCRz5SGzAU9Hk+LbvfeXASMJotDGTFuHP8wGLgMeAC4CngcOH3vXn75/vu4/eVQPovFEqWIy1VKbTZbeEXcYrEQDAajlOhI6nOyI/dNdDOkomCKTHNWyusbfQC1CxSVlZVNImDIRQRr+l2dTmdYLKvpdVk9rg+SJPHR5Mm87fWSqO71Wp2O44YPj7umm4vhaAxqM/43P/ooswYP5lD13z7gtXbtOPXBB1MePtcWsNvtVFVVUVlZWW+7I0lSrQ9nOUKqobZUkiR+Xb6cuRMmsPDf/46yFz6f74hXKGTxQv4Mu92e8Fix45dTROx2e9R9Gruf3++PuqeDwSBmsznueRMZQio/7+qC7Ny1dFvh1ul4ZcUKunbrBtRcyOziG2/koV9+4e1TT+XNjh0J5uVRvHNnq5iYNUci/bH63MMOhyNciDvR8WQxIhKPx4PP5wuLeJGfK9sln89HVVUVwWAwnIJ8OGLvwdjv0RyjMHw+H8FgEI/HE2ULIr9vpDABf0VaRAo0wWCQLxYu5IXx4/l8wYKkCslNxeGKHcZy3HHHsbHarkSyTqvluHPOqdMxIqN8WjNms5mqqiosFgsOhyMsEAqCEI6G9fl8WK3WcOSfLD40VpSAfN3bbDbMZjMulwu3243X60UQBPx+f9LtvcvlwmQyhT/H4XBE3YeBQACHw4HNZsNkMsVFCkuShCAI2O32Fh/NL4taqabJZgInnHoqPdq3pyhm+xUOB8vnzav1vWazGavVisViibooJEnC4XDEPdhib5r6nOjIHybR+45kol5XfD4f5eXlNU4Y5DSC5obf7z+icck3fKJaFrEP4mRSk/Ali2jJ4ODBg/Q9cIB84HhgEaEIA4AtwOdDh3LGhReGI4tkmuPvf6TUtrKflZXFrGXLWDp+PFOGDGHaqafyt/nzueiGG5pwhG0LOW9UEITw/SDb2MPZUPleraqqoqysrNb2xWVlZbWGR9aFgwcOMObEE9lx3XW433uPXTNmcN+AAXzwn/+ExyPblfo4UaIo1nlSFrufPMmSQ9jlz010vMj2bhaLBa/Xi9lsjjonsa376mKL5FUyaFi7s+ZAv06dorrJ1DQ5kSSJp6+/ngdWrmRueTmTN21i2OzZPHHNNU011DZF5HVV14m+LMYFg8G4Z23k/RE7EZFD9SPvZ9kmRRIMBrFYLDWmdiUi8hix3yOROJlqhz3yvFut1rCwEzmuWOFS9qPkyZPT6eSBs84i7Y47GPP++2gnTmTcmWdScugQsRxOiG5O1FfASE9Pp9vo0SzKzg77XdtVKj4bNoy/X3FFnY6R6Fpurvj9fgRBwOVy1UucczgctT5HPB4PVVVV4RQwOWIwmfOkVBF5D8mCit1up7KyMpz2Igs8sg8ln3er1Up5eTkmkynunm2pJPJrmtpeNFlLA5/PR26Cibka0B7mYq9pgpkIORQxMtSnvheL3+9Hq9UmfJ+cD6XValGr1Y1a7El2al0uV1z4q+xYq9XqZtcisCHGyuFwoFarw1XBBUGo0wpKYyN3yMjOzg6HuLrd7qTdkDqdDqE6AmE0sIZQX/ISwJydzdRHH0Wj0cRd9/IqU0uPQqhL6F1WVhb3Tp/O2rVrqaiooP+gQUoKVyMTCAQwmUzhMMxEuN1uPB4PHTt2DF93Pp8Pv98fLrpltVrJyMgIOztutxudTodWqw2H2QaDwUapX2I2m3nioou42WRiBTABMACS18t7M2aw2GDgkptvDq8A2e32OlcS93q9db7n5UiStLS0uFoV8nlt165dQodRkiSqqqpIT0+PKqZnsVjC4eGxedZ+vx+Px1Nr+knkZ9WURpOog1JzRDruuKh7vSabt3zpUv6+ahVF/CUC9xFFdv74Izu2beOYfv2SP9g2xJEIGJERAC6XK3xdJoqU8nq9GI1GnE5n1GTcZrOF03gTCfk+n69eop2cCqPRaOIWjWQ7IHc/q6qqwmAwpLR4Y+S5lseUCNkmyf+WcTqdvDllCo+uWMFbwHKglyjS6Y8/uPeUU/h4796oe8zpdIY7m7SUotn1Sfu55h//YPXAgdzz+ONQUkJmVhZdu3cPp9/VBZfLVadi9KlAjjKKFcJVKhV5eXlx9l+u+Rf5X11qfcTec3a7vcX7p7XhdrvDz3r5PNVEqrqENAVutzvKLsgLN/n5+U02hiYTMNLT07F07oxUWsq3hCZsesADaGqo+HukOJ1ODAZD2IjXd9W6tggMCD1I5IdJfao+14Y8IQASGlB5Ut8cV+AbqraKohgOzUplYRpZoc7JyamXaHYkdOrUiQ3Z2VxfVUUaoV7kecD9QKbdzuIbbuDnSy/lH7Nmxb3X7/entDd1Y1DXe0alUrHxt9/4bfFi/hg2jDH//CedOnVK8ujaDrHF7WpCTqVQq9V4PJ7we+QaEZHb5P2tVisqlYp27dqh0+miohIawqIXXuAok4mNwD8JiRcQKsJ2gygydf58Lr7ppqgJTV0qiSda2T0cXq+XtLS0uBB3+KsFdE2CSCIH0ev1httGJ3r+WK3WcB5wIiInOYly+eXWic1NBE/EnbNnR/1d0+Rkw7ffcovbTYC/BAyAk81m1i9bpggYjUhsJIKconC4WgCRPoJc1C+2DXrkvm63O+76P5KCtoejpmLi8oJRenp62LalMq2kPilh8qRapVJFnXefz4dl7VqWEor6/FvEew7s38+rU6Zwz/Tp4W3yAk5LiOQ60oWmXz79lHv27WOg3w9uN6aFC3l6+3amffZZnepbyLUamlt7ezkdK9HzVp5oGgyGKNGiMRfrUunHKzQNgUAAr9cbFsJiyz00BU0qk50/bhwPZGUhAJOAh4HxgGfdOkqrCxY2FpErfUcSgVHXHJ/G+sEiH8yxn+3z+cLhw80t9EjOy2yM4zQHo+fxeKioqKCsrCyp53rhiy9yUkkJ04CvCa2G/BMoANKBq+12On3+OZvWrYt7b106uDR36hJF4fP5GH/RReRMmsTM5cs5/dlnefK009iyYUMTjLB1I08G6jMhcLvd4fBJGVnYgMQpC5IkYTKZqKysbDRHeM+KFegITVYTrQt2qA4ljyTShsZulycHVqu13rbM6/XWeGw4srpFgUCgxslKbIeFWGJXaSPPeV1X1JoLkYUKoWYB46gTTmCrThe3GvN7Rga9TzghSaNrmyS6h+viA9WUopFo8aMp8tllYjuJRWKz2cI1beR9U+V/yXaqJvbv38+ff/4ZLppus9nCqbiReCSJrUSLFwCDgQNffRX+2+/3N+uaa7EciT9UUVGB4aefQuJFNe2A0Zs3s+S//63zcZK9qCgXqKyN2N/qcIsFclc9QRAO285ToXXw6/ffM+Oaa5g+fDj/HDWK9atXN/iYFosFp9MZToNtappUwBh8+unkFRRwScQ2A/Dw/v0seu65Rv0sWR2KbYUq43Q6+b8JE3j4jDO45fjjuXfECPbt2wdQr3aVjfWj1VZEKnKSkcxKu0dCKouaJoP6dKw5Uvx+P3s+/pjrvF6mE0obOTfBfpc6HHz/7rsJ39+SJiKJqEuo5/w5cxj7ww8MFwQ0QBHw5O7dzLvvvqSPryUjt9G0WCxxtSjkIsjl5eVYrdYmcVzqarMOHTrEjz/+yHfffce2bdsSOmA7tm7FWVxMP6CcUHHXALAUeA54H6jIzMRoNMa9N1b4kzsMycVKjySSLBAINLieR33x+XwJBaFEEWyRz5HYelEtjZpsxkWjR/Ne//5EPokswE8DBjD05JObZGxthUR+0eF8AHlBKPY9DoejWU+S5fSz5lCDqiZ/dP/evUweOZKfL7yQzZdeyrTzz2fNTz/hdrvj2tx6PB62HjpEIisXBHQR9q85RvrWRn1rYADs2L6dQQkWTgeKIn+uWlXn4yTDH5cXGEwmE2VlZTX6e263m4qKCioqKsLCt8ViaRFRMwpNx7LPP2fHAw+gX7GCdtu2cfaaNXx8xRXMHjeu1vdt2bSJx8aM4Y4zz+TZceM4FFMrR17ASlXNkyaNe7JYLPSMCNEtBUxAH8CfoIhQQ3E6nXEtuyCkVs68/nry1q7lJOBSwGU288rZZ3PiU08x4tpr6zwxFwQBs9ncoLyfRNEHPp8vnFuXqIp9qkLWIusvJOovrnB4Kisr6W6xACEFcRCQKFPOC+gTTMQgdG3r9fpw/r0c7trcWr/VRF1yJPf98AO3iyJV/BUaLgGdi4uxWq0tIgw+FchdmWS0Wi2iKOLxeJqlY1pVVcWsW26hYuNGDKLI3wjdD/MKC7ls5kxOGT48vO+XL7/MPwWBj4Bs4BnADYwCxgF7gF/NZor37OGo3r2jPkcuBJieno7L5QoLGs0h8qu+yMJJ+/btw6HOiWyx0+kMRzu1lIJzNVGTbdNqtUz+6itm3nQTf/z6K9l+P6LRyIDqmjnNLby7MUhVm89E0RZyxERN5znRe4LBYEpqXdXE7l27+OrNNwkGAlwwZgzHHHdcwv38fn+dWyA3JonOYSCCTGonAAAgAElEQVQQYOZll/FiZSU6YDfQb+tWPpowgT5ff43f7+edqVORiosJ6HRUADNKSphKKHU78lv4AF+PHuG/i4uLOXjwIEcffXSzr5UDRyZg9CwqYll+PifFCD27gMJjjqnzcRr7mSpJEhUVFVHPJafTiSAIZGVlodfrwx0YI8WTRJ2sFBQAVr75JtkWC9cA3au3XSKKLF60iKWnnML5CQrX/vvxx/nj3XcZ5PeTD/h372bmxx9TcN55TH7ttWZR56RJn+w5OTmUZ2djr6xkrlpNl7Q0OqnVfOH3U9oIxd1iqamo049ffcWxGzaQDlxZvS0NmCQIPPnCC5w1alS9DKEcqpdILKnr+2ORq9gmWlVrCiMl54P7/f5wITo5fDwvLw+HwxFVmEuh7uTn51OanQ3VLeMGAU8Aw4kOiXq3oIBL7rwz4THkIl5ykTEIFeVrKQJGXcYpajRIQGSySRAQtNojvtdaO5HtBWUao3BmMvm/sWPRrV9PF2AKIVu8BxhYUsInjz7K0SecQLt27Xh99mzWfP45DwMXAZ8Dm4E5QJfqY/UC5lgsPD1xIpMXLYr7LLfbjcFgSFizoiUiF83S6XQ1iu5ya7uWzOHsRUFBAX6nk+cCAdqp1eD1sm/+fKZUVfFUguugJePxeHA6nbRv3z7p9j6yaHJtabW1FT5sji1JI/nvyy/jfOstbrVaUQOffPstv159NbdMnBi3b7IFYLmDQ25ubvgZJ3eHiuXRm25iVGUl+4G3NRoGpKWhU6lwlZTwzCOPULFyJS94PGRWXyNPCALdgenANOBBoBNQBcwsKuL+2bOxWCw8df316H//nQM2G2U6HQt37Urqd25M6nM/dO/enQODB1Py7bcUVm/zAfP69GHiLbfU+TiR14Tss6vV6iMufBpbdBP+Sge0WCxoNJqE16EiXijUhLR/P05C4sVSYK1Gg16lQhBFbPPmxQkYG9aupWr+fE4OBtmkUvGYXk9W9b217ocfmDt+PA/F1KhKBU0qYOh0OtoPH870ffuYmJVFXvUJudBgYH5lJRvXrGHQ0KFJH8fWFSvwBYMkCkQ/5+BB1vz2G2ecfXa9julwOMjKyqr3xKqmtn2iKNY48ahreJhcDEun05GRkYFarT6sgZckCafTicvlChtROTxNpjVX1m0KRFFkhyiyjlDuqRq4EbhLq+UqICcQ4Pvu3Tnuzjvp3r17rcdqqZOwujgaJ990E0t++onTIlaObYD9uOPqXfnbZrORlZXVLFTjZCGnjrQk9u3bR+a2baiBvoTSqd7S6TjeaMSgVuMxm3lp0iQsNhviqlWcoNGwJRjkeEKF6Gbxl3ghowOM+/Yl7FgjCAKVlZXNOnS9PgSDQaqqqjAajc0yuqaxOJy9+GrRIq7dupX2KhWyRSwSRbr/+iu7d+2iV0w0TktFTmuQi/RptVoyMjIO63ccyQKLzWbD5XKFO/jU1sbX5XJhMBjC3TuMRiM6nS7clrm5YjabOfj229xjtfIm4NRowO1m/4IFnHbVVfTp0ydq/2ROEu12ezhVwGaz0b59eyB0bm02G5+++SZVBw5w7MknM+Dkk1H//jvtgXlaLU9mZaGpvkcu0OsZvWQJz+t0ZKpUCJLEDklCU+3PdSHUuWkhsEWlokyv5/LrrqNbURFTr7mGM1au5EdRZHx2NrktZEHkSCIwAB5+9VVemTiRLd9/j9HnQ6PXU9CvX71+58iuODabLTyWtLS0OhUCjSQQCNSaHiyKYouMGFRIHT9//TVVFgvdgU8JRXVPMhgoEUVKgkE+2LmT/cXFdO/ZEwhdY7NuuYUTg0ECwC1paWQCK0SRVSoVGSoVju++a3DmQWPQ5LGVV953H//56CPyqm/CfaKIRRS5XJL491tvNYmAoc3Oxkwo9FgP+IFthArCOXU62h+BcipHYcjtQGtDFMVw+NeRPNwTVZePRe6LDoSjJ4xGY61h9/IEKNYRVpTduhMMBlm2ZAmrv/0Wr1rNVbfeyvHHHx+1z0vjx/OUIPB1VhZLPR50ksQBrZZTx43DnJfHR4sW0aWwkC7HHhs+5rZt2zAYDPTu3bvFRFnURl2EhItGj2bOb7+x/uOPGXToEHuMRjb178/011+v12d5PB5cLheBQIC8vLxWK2LIbZhbEj998w1ahwMtoQJqb6SlMa2gAG31NX6J0chl333HUSoVHYCHdDqeFEWulST6E7LdiQjodDXeJ63NnkmSFBac57/wAqWrV6MJBFB17cqYSZMoKChI9RAbzOFs3qZly3gkEMCiUhGonkCIwODKSrasXt1qBIzIe1yOMBVF8bCOpM1mw2g0JqwNkwi/3x8WLORFkNoEjNi2nnJERnNJW1qyaBGL//MfsFgwarXoe/Xi1mnTmD97NteaTMxUqbinc2c6V6fBHPL7mXLbbby+fHnUtdfQNuZyqo1cJFOr1aLVanE4HFETV5/Ph91uR6/Xs3HNGhY8+CB3OJ2ogJ9WrODh9HTGulx8AFxmMITFC4AvfT4GqNUcpVLxhSSx1WDgxOxsKquqWOF2cxqhukEHDQYe6NCBvno9ez/4gHuXLuVok4nlwSAPxxTQbe4c6UKOwWBA8HqZmJ1N72qx27x5M/+65RamL1pU5/QzU3U0beQ43G53vQUMk8nU4p7hCs2b5W++ydk6HcsCAdxaLQ/p9czw+eiSmUkXvZ4Odjv/uvtuXvj8c+Y9+yw/fPghvR0O1MA+4FqViqeAk/LzeSgjA6so8m+TiU/fe4/bUlyPrskFDJfLRRe9HrPbzVxRpE9ODh30er62WDi4Z0+TfH7Zzz9jSUvjHZ+P/mo1v2VnM6R9e6w+H0vcbp6qgwiRCFmJPdxKh9lsblCRHblqfm3GMZGz4Xa70ev1pKenR+WsulyuuO4CCvVHEAQevvpqOpWUoFepGJqZyU933cXbnTsz7e23AfjwrbewrVhBJ4OBMTk5UN1XXpQk/vHFFwzSaJiTlkZaWRn/mzaNDzt2xGi1MsTtxq3RMD87m9ueeoqevXql8Js2nLqIMCqVinFz57J/3Djef+cdjFlZTL/6arKysur1WXJtAEEQKC8vb1F97etKZBvmloIoivz5+edotVpUgQAfARdmZobFC4DVPh+FGg0dAa0oIgFT9Hr+FwiwJBikTJL4GTg94rgmQHP88c1KqPrzzz/Ztm0bXbt2ZeDAgY1el0EURe4fNYqxDgcDqnP0ndu3M/P223li4cKU5O03Jof7LfsOG8amDz6glygSKU9tzM3l1IEDkzu4JkKuYxOLXKy8pnMUmYJQVwEjMirU6/UiCEK9Vn4lSUpZNNj6X3/lqzffxOB0YtdqOWSx0OngQa7MyuKc6hbcfouFJ8aOxeFysU4UOTU/PyxeAHTR6bjY62X96tUM/lt0zw6fz1evuhButxtBEMLnMDMzM0qs0Ol0CW230+nE6XTy/vTpjPN4eNHhoEtGBt2yslAdPMh+tRq9Wk17OcVHktguimwKBDhKo+GnYBBTXh4TOnZkoclEpl7PWr2erQ4He1UqJnfpgrH6mumr1fKAycQik4mBLaDmRSxHGoFRvHcvhdu20VujQZIkdvh8BCSJUeXlfPv554xIUBsgEYnuDY/HQ1ZWVp06rkHi9E8FhYZisFoZlZ7O3mAQj0rFS34/d/foQbtqe/f33FwWmM3cdvbZXBwIkOV0cqvRyHybjSrgv6LIme3bc3p11HO+RsOkDh144quvCN5zT52v72TQ5AJGYWEhezp04KU9exh/9NFkyiexfXv+XVXFti1b6Ne/f6N/riRJ7Ny5k8UffMB1Ph/t+vThkT//xJ6Xx+Sjjgrvd5koMn3CBGYsXHhEnyMIQq0ChtvtbpQKwYIg1ChgSJJU48qH3BpMLkYlimKzDvFsKQSDQe4ZNYpzHA4yjEYuateOJRYLHqCotJQpd96Jwe0mq6yMTJ8PYpwElySRZ7Uytlu38LbjgV83bQpdn9WT9pE+H1MfeYQZH37YoiMx6jO5bN++PUFBYO3KlVgPHODau+6qs4ghSVJca0m73Y7BYGg1xf0EQWj2dS4SsXv3bgbZ7ejz8vixspIKoL1Wi1cUeVMQsOn1rHK5OEevpwhwiCL/DQa5WaPhMp0OdDq8ksTYzEy+B9w+H7rMTCp1Oi4955wUf7sQhw4c4LmHHkLYv5/T27XjkE7HIp+PEfffz1kXXljj+/x+P//76CO++eQTJEHguJNO4vq7745rLSrzzIQJHF1ayoCIaItMjYYxLhefzZ/PtTXU0mkpHM7WjbzpJh589VUmb9sW3lYqSWweNIjbayjI2Jyx2WzkVIvbMrUVFvf7/ej1+oSvye+TozXqYnsjP0uSpBaTqrhm5Up+mjqVc/V6Piwvp9TjIU+SyNDpOKe6Rsc+QaAyEOBEr5citZpXVCqerhZ2gpLEVkFAo1IxVKPhu99+QwgGqaysZMCAARQVFSEIQp0FDK/XG2ebY1MEahOenU4n4h9/8GogwF1FRbTX6fjJauWSvDz2OZ1cLUksEQT8BgOLdDqGFhZiOniQy30+5vr9vFxQwLTycgRgapcupGs0lPv9vFxaGhYvIFRbyi1JbPL76dCMhN/6Ul+f6I/Nmxnk9fKHWs0CQWBIx47o1GpWl5fj/fLLOgsYiZB9jZpsdiTNraitQutAFEX2VNufBzIymOxy0d5gCIsXMls8Hs41GFhit3NBZiYVXi+nZ2SwyOXic+CDBML3EKeTnTt3cmx1pHgq0EydOnVqQw4gCEK9JuQqlQqbWo1nwwbOiElnGGAw8H5xMaecf35DhhRH8Z49zH7gAdTff8+SZcu4JjeXAq2Wg8DYrl0xRChIWpUKi8OBZujQcA5ifZDTNURRjHvIyZXvG4NAIIDRaCQYDKJSqcJhniqVCpfLVaOzE1l1v7Ye6K0Jv9/Pxo0bw3mlyZj4f/Xxx1i//RZvMMjoDh2YXlLCKUcdxeV9+tAtL49Fa9dygV7P7y4XOpWKszSaqHF86nZzSocOdKl2QoOSxAN79jCtRw+MajUrHQ4WWSxscLspFATE446jsEt09n9mZmazFjWCwWB4BTEjI6NOyq3L5WL81VdzxsGD3JibS+eyMl764AO6DxpEx8JQ6S2/34/H4wlf/5H4fL6EYp4gCC2qa0siZAcpMu+2JeH1etnx2WdcZTBQlJnJdkHgD7+f31Qqrhs4kA1OJ+01GkYYDGzyeCiTJHySxMpqm7VaFHm1QweumzkT265dPN6vH+cWFnJJx45sW7+evUCfFE5eJUli1t13o9m/n2cGDGBgbi59s7IYnpvLf5cvp8855ySMBPJ4PEy69VZ2LV3K2UYjgtOJf/9+Fs2fj8XrjUuztFqtLH3xRc5Uqeih17PL62WBw8EKj4d2KhVbNRpOHTEi6j0Gg6HZF8KNnOhptdpaowc0Gg1DRo7k+T/+4Bu3m/c1GracdBJT3367ztFWh+um0VS4XC4cDgdqtTpqkSK260AkWq22RgFDrpkBodX+w/3uwWCw0fyUpsRms/HkjTcyKjubVQ4He1wuehoMdNJo6KjV0tNgYJbZjCsnh7T8fN4vLWWARkM7rRa7JGEVRV4PBMjp0oWqzExerKhg/65dVC5bRq+9e9n4xRcsWrKEQaefXue0LHmx6Eh55ckn8e3YgSEtjcFZWfyrtJTlLhfD0tK4rqCAzwWBTV4vWzIzmTVsGLl6PTvcbrb4fOQBDrWaMwsLOeRycVb1fZCp0fCb3c7pEfeTKEm87nZz/VFHsbCsjOEGQzgSTnv33c0+gquiogKTyUS3bt3q90zXaFj/v//xvdfL9MGDOTYnh15ZWWSlpbFo61Z+X7eOLWvX0r6wkHZHMB8IBAKkp6fXKhrKLW/bgi+eCgKBAG/MmcM3b7zBr599xsqVK+l74ol1jkZrybzz4osU7ttHscNBP7WaXcEgqvR0hlbbgr2CwBsVFVg0Gjqp1eSmpXFSWhofuVyM1uu5OD2dX4NBzs7KQqtS4RFFNnq9eCWJPTodva+5JkpoV6lU9Y6QbghJl1qNRmNcpEC/IUPoHCFe/OF2s7q6pV2wkdtySpLE/02YwHVaLd/v38+IwkKWVCudHlEkK4Gzki+KDQp/lHOSTSZTOCzMZDI16kRDFEUqKyupqKigsrISm81GZWUlDodDUXKrkSSJ155/nvGXXELJSy/x5cSJ3HvVVexJQlXtrcuXk63RoAIWms3cM3Agg9q1wyII/O/gQXpnZLDJ5aJnejqXdu/OM2435mohaZvfz0JRJPJX+5/JRBejkRyNhlllZXgKCvjn6adz20kn4TAY+PGrrxr9OzQldY3AeP2ZZ3jUaOTEanvR2Wjk8S5deGv6dCB0H1gsFux2e8LisjUJeYFAoEU66ZE4HI5a89KbO126dGFPp054RJE+ej2zu3UjX6/n6M6d+bK8nC0OB7f16MH3Xi9HZ2Sg0mhIS0tjv0bD1GAQy4QJvPzrr/z2+efc16FDlOM6KjeXdYsXp/DbwYqffybz0CFOKyhAp1azw27n+eJintu7l0HAp/PmJXzfu6+8Qofycq7o3p0Sn49Jw4bx2JAhvH7GGeiXL+d/H34Ytf++ffsYqtXyh8/HZw4Hy9LTueO003jorLOwde7M3gMHMJvNPPvoo8y67Taevv32Jvj2jUtdJiUdO3bklKuvhu7dufzEExmsUjH5llvYvXNn3L6SJEWJAfLz02Qypfyekm1WZLpIbCRZLDUtIgUCgajX6hJtWdcW8s2N5x9/nL5pafxQHfl4bFYWuTodAlAeCPCy1cpDQ4YgarX8bDbTLTeX70SR63Jy+N7l4iu1mqknn8yIHj04Ji+Po3NzOTc/nydPOIG/FxZye+/ePJGTw9wJE+qcTtPQc+nZtQu1wYBBpeLlykr+1q0b6WlprPf70avV3Nu1K1d07crNffqw1mrlvk2buLd3b+454QQqdTrWe730zshgi8eDN2LM7dLS2B1xXVSJIl2ysji/UyfGHnss/7DZ+K/Lxc8t5Fo40hSS3r1780tuLiO6dcMbDDJx2zZu3rSJ2fv3M7ZfP0YEAnjXrmXOXXfxynPPHdHY7HZ71KKhjCiKmM1mrFZri1yAaCnMmTiRc4uLudxgQFdVRXDrVh4bMyZhOl5ro3T9em7p1YuMoiJmaDRY9XpWu92YAwEmVFUxyW5nnUbDGfn57BIEzs3P5xO3m/EdO/IfUWSuz0ca8JrFwkdeLy+lpeE6/nhWd+3KUlGsdzH9xibpSw05OTk4HI6oh2hRUREfZGRQIgj822Zj0FFH0S4jg1m7dqFpZFXs33PmcJok8d7+/ZzctSvD09P5pLiYxTYbQ4xGfrBYOC+mANYqg4EHBwxo8GfLeY/JQlZsZaMYCAQU8SKC6RMmoNm+nfMLC1lfVUWGXo/OZuPhG27g4eee45TTTmuUzxFFkR3btnF7u3Z8XlKCEAzSxWjk37t2EUxL40+nk45paWgBvygyODeXwn79WHjgAO5AgB45OZwwcCDfW62cKUlsdbl4y2zmkT59eOnQIU446iiGV/doz9DpuO+EE3jqjz/wer0tokd7IurqaJh27KB7ZiYVHk+4OJ9apSLdZMJisRAMBqOuf0EQolYia3MgPR4P2dnZzapWQizBYDAcUWUwGMjKygq3zm0uBfIawt1z5vDUAw8w8OBBOgWD7M7K4tSsLBaVlXFBly6U+Xyc0LEjv5SXMywriy1eL1XAuDlzuGDkSADSPB401SJ5pSDwp8NBj4wMDI14fv7YupWF//kP5fv24RUE8rp0YcLMmbUWbV4wdy79NRrydDoWlZbizsjgzrPPZntlJSv372fVsmXY7XYO/fkndrudtKws7nzsMdZ++SW9NBpWVlUxYcgQVldU8G15OYa0NLx+PyXvvstFV10V/pz09HR2ut2oJYlyjYbHI2o+jDjqKMx79/Lg5Zfz0umnk11U1GjnpCmpyz166NAhNi5YwORjjglvGyWKzHr4YV78/PMom2OxWPB6veh0ujgxw+FwHJFjJhd4bGhki+wrRaZ8+P3+Wic5Na3yx/ofdfFHmntKaUVFBW/Nnk3Jrl04nE4MOTmMuvVWrL//TgGg12iQNBoC1VX0e2dns8Vkon1mJu/v28fJRUX08PlIc7nI0emYsnkzeq2W6445BpVKhV8UeW3nTtobDFxdXZlfJkOno0NFBcXFxRwVkXqcCPn3O1IkSUITCHDfccdx3+rVDOrYka9LSrigSxdUwSCvlZZyQ04OtmCQHmo171dUkPH/7J13fFRl+va/02dSJwnphSQTQksCKfTehYAgVVCwrYUVFXUtP9taV9e26lphbVgAQSlSTEgoIRBCKCGN9N7rJNNLZt4/SPJJKAqCK+7r9d9MJmeeM+c593me677u65ZKUUokSGQy/j1mDH85dozNDQ3cPnw4HxQV8Yi7OwKBgDu9vHi8qooQR0fi7HaOy2RYhUI67XZilUrWjxxJnlZLyzUod/5v4GoIgOk334zbjh28WFSEXS7HUyxmgrc3Z9vbGREczBNTp2K0Wvk4PZ0tGzawZNWqKzq+0WikoaGhpytP93P8T9XFb4+amho86uo4abGgF4mYEB7OwYoKnDQa7r35Zjbs2PF7D/E3hajruTbT35+ZXYrtjJYW1paXE+jhwQCbDZPVihawiEQcUquZ7e3Nuw0NTHB0xA7sNBgoGT4chdHIY73WFjcOGsRbzz7Lcx9++Duc2Tn8piUk3e07oW82QSgUgosL7yYm8trcuUT6+qKzWAhyd0etVqMcPBgPD4+rGVbP2L56801cTSZG9O+Pu4MDJU1NrAwJoV0o5KhGQ3JbG44iEaFyOQabjc8NBkJXrGBodDRwrmXo6VOnEIpEl+xz/ieuP2zcsIHChARuHjCAzLY2dJ2djFepuGfMGOIHDWLz999jlMtRDRx41d+VtHcvntXVqNvb8RCLSddoEIvFhAQGUqTRYDAY8HVwoFWvRyEWE+bggI9Mxgh3d8b260eNxYLvsmVMXbaMx7dto1ahYKBSSZBYzE+trayNjkZ43obfbjDQEhhIQEBAz3t/pBKS7o34LyHphx+YKhJh6uyks9ciJUWrJWbu3IsuXLrlrmaz+RezqaKurP71CKvVSnNzc4/5W3dLQqlUilarvSZeOr83nJyd8YuM5LDZjHjOHKavWMHOnTvxdXJiXkAAX1VUsNTHh8ne3rSJxSidnCh1d2dtlwIH4GBiIqM7O/l3ZSWFCgXeAwaQrtWS0djInJtvvmqTqdKSEv7zzDN0NjdzS2QkHnI5+vZ2Nn71Ff0CA+kfEsKebdv47qOPOL57N/sTE2k3GulXXk59ayvlWi1GBwcmqFR8fOYM7h4eeCiVnCotpZ/JxLSgIO6Li8NDIOCjzz7DTyZDZLMhFYuRS6WcMZlYO3UqKk9PXBwdsZnNtIlEhHVt1N9/9lkcTSZ8BQKig4MJ6iXh7LTZeCcnhwejogjppXqUz5z5hyohkUqlv0jWrn/zTe5RKM55NnS9JxAIEJtM6ENCekruujs8wMXbEtrtduRy+QXzpjuWXGw+abVaWltb0ev1F5R+XAnOL3nrPtYveWfZ7XZkMtkFYzMYDH3Ije4Wp5cihC7HfLOwsJCC/Hzc3N2vOnb+tH07m7vvm4QEFK6u+PfygTofNTU1PHX77Th1dBAfGspfYmNRAl9s3Eh/Bwdm+flxoK4OJ6kUZ5kMg8nEIj8/mi0WTBIJVomEmwYNokGno7Gjg3He3kwOCiJdq2WCjw8nWlv5sLKSKq0WP7mcST4+FHV08FF5OekGA4daWmjQaomcORN///MbOPeFRqO5qvIRi8XCl+vWsdDTE2eplGKDgf6urtjtdhaHhODq4sLGlhYqOztJbW3F38ODyf37k9/UxCBnZ4QCAT4KBcmtrawePhxnJyfW19VxXK/noMmESalk8bp1nPb2ZviKFeRXVhLXRfgLBAK8ZDJOW61ErFx53ZeQ1NfX09ra+ott5y8GLz8/PvnmGxykUtwVCsQCAYOVSvr168c0lYr95eXsLClBIhJxJiuLyQsW/KrY2TvhqNfr/1Rd/BewLyEBv6IiCvV6nBQK2iwWbh81ilkDB4LJxNYDB5g0c+bvPczfDKmpqcQaDEh6xXuBQEChQIBCKEQpFjPe15fc9nZWenuzq6kJsVDIfQEBtAmFnBAI8ImPx8HBgfv8/RH1Oo5UJKKwsZGgceN69vn/7RKS31SB0f1wk0qlPVnDbvQfPJjJQ4fSoNWyLieHUeHhKN3caKur46NXX+XtS8hrrwRZWVnM9fdnd1YWcSoV28rKMJrNjDGZGNmvHyP79aPRaOTR2lq+MRrxcHbGyccHYWsrx1JT+eSNN1C5uIBAQG1HByaplFfffx8vL6+rHtuf+O3Q0dFBwtdfM9jJiYPV1fT39CTWzY0x/fujNZk4U1fHwiFD+HbrVqbOnn3VNc+ZKSn8LTKS7+12SisriXJ05HBrK3EuLmisVpROTtw9dCiPHDzIYIWCT6qrCZLJCFEoOKRWIxo1iv9btIiWlhZiBgygsLSUB+LieOvIESJcXNBYLChlMgwWC6eam3GVyWiz2Qj/LwaKawmBQHDZRMvoBQvYs2ED43rV2TUZjRAYeNHrZjQae+rYL0ciaDQaf3cZ3KWg1+sv2FxZLJaLlsr8EdHc3My7zz9PhLMzkxwdSTt8GAwGGpydGevkRGJdHU8MH876/Hw6rVbsQLHJxHPnlVDM+8tfePixx7hnyhSiugi9cSoVU1tb+c877/DXxx+/7DHZ7XZ2bNvGzm++oZ9CgVguJ+/sWWaGhjJ16FC+PHOG2ydNYqmvL40aDa++/z6n0tMJbmlhqERCbmMjOrOZd195hb8OGUJccDCbsrN5cORINhUU8NL8+ZyqruYfCQksGDQID0dHjFYr72ZkMDw4GJvdzpSwME4UFlKn1/NTbS1Pzp7N26mpiHdsAOwAACAASURBVOVyOiwW6jUa9v3rX4yYMAGTyURQZye3TZrEK/v342IwYLRaWV9Sgk4ioaKtDU9nZ4b9wZ9ZlxMvtO3t52JjV1eObjgD7b2MFC+nRKRbndH7dXt7O2Kx+ILn//nlaBqNBpvN1qPqcHV1vWyV1/kkhVarRSKRXJbaymw2X0AoXMwzw2w2X3JDajKZLrmx6r5fo5ydMRuNbP73vxk+aRJ3rF79i2O7GHb/8AOW48d5Ojqa8pYWKtvaSPniCyRSKUOHDWPdu+9yMjUVZRcxo/DxofTsWW4ICiLAxYVmg4H3MzJAIkEmFDLY05NOYISXFxlNTTwwdChbS0v5e1ER0c7O5LW1MXfoUGo0Gt7LycFbImG2vz9ioZBlISFsLiujTaGgyWxmbmQkTTU1JNbUcNxi4f+WLOlpVXq0rIyfvv+eEed50fTGpTrGXAnWv/02t40dy4vp6dzj68uexkZ8XF3PJUWsVsJcXVk7fDgAS1NSCLbbGefvz7qGBhIaGpju5cUwpZIPKiqw2e1EenkR2WvuvldVxbBhw7BarRTn54PdzrPNzQy22/EXCknUaAi76aarOof/Fux2+69O3nh4eGANDETZ0oLZZsNNLielvp4npk3j5aNHGRoSgkkmo1MsRmAy8ejq1bz/2WfXtXLzT5ybE6k//oi8tpYZgwaR19rKml4dhRZFRNB28iRFhYUMCA//HUf628Bms2GWSnmkoIDHgoMJdXSkVKfjHbWa/k5OONps6PR61CYTfxsxgv9kZxOoVJJrNPLXsjKEnp6sfv114kaP5vVHH0VyES8pF7EYrVb7u7Vq/00VGE5OTj3GesbzFhXV1dUYT51iR3Exzy9dih1IKS1FKJXS3trKoJEjL8u99+eg0+moOHqUQCcndhYUMD4igjsnTuSLoiIONjZypL2dBI0GRy8v3l25kjnDhjFlwAAqi4vZvGULy2NiKGpu5q74eFZMnUpcSAgvv/02kSNG4HqeAemfuH6wffNmHBsaiPDw4ERtLWa7nWXR0WzOyeFAYyOBAwZQYTSSU1qKa0AA/c+TiV4pDiYmEieTMczPj+iQEBzc3DjT0IBVJMJBKmV8SAhHKyp4IjaWXI2GSr2eMoOBY1IpNz39NCv/+lcEAgFJe/YQ3NhItdGIE7Bo0CAO1tZyqqmJ1s5O9uj1BMbEUCORsL2oiBsWLuxjoPNHUWAIhcLLNtYbGBHBT4WFJOXloddqSVarOejkxIOvvHLJ7F+3cdbl1JZ2t7W73n43u93+P18b++Yzz/B4bCzRAQH09/BgXHAw+WfPMmb5cnYmJuIhkVCv07FqwABG+/hQrNcTMHcuU84zpPT29eXIoUOsiIzs875SoSApN5cJ8fGXPaZXnn2WrORk3rnlFsaoVPwnIYHhvr7YbTZqtFr+Mn06QV3qQEeZjDAvL7bt20eIuztSZ2eqNRqGhoZiMZnQGAzcHRmJQCjkTHMz0yIjSSgsJK22FoHVilQoZHxwMJltbfh7ePDlsWN4OzqyOjaWIrWa3KYmRDIZdTodESoV2U1NDAwJwWq3E+DpyTcbNmC02VA2NTHU3Z2JoaF8nZvLMbWahXPmUKxWk1tdTXx4OEaDAb9e99wfTYEhk8kuaVLZ8xknJ47v20eYszPWXmuNjY2N3Pq3vyGRSLBdpr+VzWbDwcEBgUCA2WymtbW1532pVNqHPO3o6LhA5WA2m7FarT0Ewi+NvRsajaaPrNxut2MwGC47DpxvTKfRaC74X6FQeEk1y88Zhb7x9NOsCg9nb04OwUFBjAwP5+SJE2SePcuYCRMu+j+Xgtls5t/PPMPqkSN5df9+tFIpnv7+NKnV7Nizh8K8PJry8ng8Pp4lo0czMzKS1oYGdC0tdHZ2MszXl2K9ngajEYFYjLNYzB2DBrG3uhqj1YqPQsGG4mKCnJ2J9fbmqMGA1t0dk1ZLSkMDsaGh3Dx6NG9nZKAxmdBbrXxbXU2cSoXdbufBceNILC1lX20tLy9ejKLXvRLo5kbSmTNETZx4UaUOnCO8rpbASPr2W26NimJ4WBi76utpMZvJb2rioago/p2XR7PBQKPRyPriYgImTaKztZVmnY57oqNptNvZUlnJab0etUSCTSBgUK+ER5vJxHEnJxauXElGRgY7N2zg9fh4pg4fjmNAACZvb0YOG0alRMLIsWP/EAoMtVrdR5F6JfDw9aX1xAk0RiOOUim5LS0IRSICg4I4VVvLU4sWER0SgpuTE34ODiQcO8boK5zzf+K/i6KiImQFBZQ2NaE2GomPiKDfecmqYDc39hYXEztmzO80ymsDq9XKT7t2sXnDBrb98AMCsZhjBw8yRSpl6fjx7GtuJrG1lVK5HOfISDQ6Hbq2NvRWK9VaLZP9/Rnt58f4oCBmhoZSKhSy5sMPGTRkCABNbW0YCgpoN5n4uLCQdJ2Og/X1nGhtZeV99/Wsn/+nFBi9F0hisbjPQ37QoEH8p7GRyeHhbMvMxCSTseaWW5CKxRw8fZqXn3qK/2zceFUbi5L8fJLKy3l/6lSO19cT4e+Po0zG2l4L4A9TU5k/YQLSroeQxmBgW3o6A318OFVVxdO33sqRs2fZkJKCXC7HW6nkzRdf5L1PP/3V4/oTvy1ampqYFxXFd2lpCAUCGnQ6jlVWYndz49Fe7RVvGDmSF7ZsYeKkSZd97DOnT5O4ezc1tbWEDxnCzStWUFdXx4a6Ou4bPhwHiYRR/v6k19TQYbNht9uZqFJxGHglNxc54KxUYpLL2XBeJtnF1ZWj1dXcPXky6xMTifTw4MXJk/k8O5sKV1cWjxnDxsOHkcnlhAUH8+wjj/DZd9/94TIBV3pPP/jCCxQXF/Py889j0ukICw9Hq9VeUjlhMploaGi4rPrjbnO8681LxGAwXFX99PWOlpYWfAQCHM/b2N0UGcnb+/dz92uvseVf/8Ki1fLkmTM02+3ceN99LF6x4qLHc+16aB4oLuZIbS1yBweMej1NV+CD8fn69egrKnhg1iwSzpzh85QUIgIDUUqlaDo6wGrF09kZncnE95mZNOr1FNbUMMDbm4KWFkRaLQ/ddBMldXW0NTUR3q8f/z5zhlvDw9mZkkLswIEYJRJqW1uJHzqU3NJSfjh7lmnDh7P5zBmGBARww6BB7Cwq4s4RI1gcFcUTSUnUGwzUl5czasgQ7EBkSAjZ1dVEDhhARnIyAo2GRSoVAmDmgAEUi0R8deQInm5uTIqIwMPJia25uYQplbheZ/P8cnE5MW70+PE8v3kz1upqxnt5YbRa+aaqCtUNN/Rs7HU63WWRAVarlfb2dpRKJR1dBuPd0Ol0PYREN8Hwc9DpdBctmbNarRiNxh4yt5v4+LUwm819MtF2u/2iNfaX+g6bzXZJz6CmpiZcDQY2HDvGs6tWIe9a240bMoRPEhLIyc4m4jwCsRvpx46x+csvUYhEtGo0hA0ejFwiIdDZmY/S0rhv4UIO5OSQlJODXCbDarGgKStjsL8/AR4enC4vZ19uLofOnOG2uDjO1tSwu7CQIH9/boqKYt2uXTw2cybvHzzIIzExqI1GitvaUCiVGEeOJGj8eF4ODaVfv348s3YtLvX1DPb2JrRfP15etoyzDQ0YLBamyeU0aDQM8fWltLWV52bP5qmEBFwucs8EKBTU1NQA59a2Hh4efYiMKy0dMRqN7PzhBypLSpA5OHDTsmUIuuK/m4MDd3atUc7W1/PUtm3MCAzEYLezXadj9C23sPzuu1n35ptkJCSgEIuJDw0l2tubLwoKmLZwIVqjkbfS0ogRi6nu7KTMyYnH3nqL/3vwQaQ6HeG9yqNDPT0J7cqo/njy5BWdx++Fq1FgAETHxbHdxQV3vZ6ClhZ8nZzYXlTEKLGY+2fPZnNaGmcbGzHabDgqFNS1tPDe22/zwMMPX3fJjz9xDlqtFleplNeXLGHlp58yUadD4+LCx6dPU20yoTEa6bRYGNBlF/BHg91u52ByMkcOHCArM5OY0FAMej1Cq5WkTZtoqqtj5R13AHBrrz3Oq6mpzL7jDja//jrONhtqk4m1qalM9PPDVSrlkFbL1Dvv7EMGzl28mCcSEnC0WHj+nnt6nsfHi4v57MMP+cuaNf/dk+/Cb6rA6P3QPt8NWygUUlZfj6tOR5lWy30LF5JVUsJb27ZxrLCQtvZ2cvLzGT9hQp8Hg8FgYOt335GwaxcnT5zAPzDwot4UFouFrZ99xtpFi3h73z58FQraTSYiz6tb3JKVxaJe7NvnKSk4OjggttlALMYmEKC227lv6VLGDh/OpLg46hoa0NjtV525/xPXHna7nS8//RSrVktc//5UtbVR1tLCWbWax26+mYLqat5PSGBzWhp7MjNpam4mdOBAfH19L3lMi8XCJx98wHtvvEFLaSn69nZmjR6Nj4MDL77yCk/Pn49FLGZrZiZGs5mMhgZS6+up1esZ6u2NBBgZFMTEsDDGhoXhqVRiDAu7gPUN6N+fL776iggfHxaMGMEXWVkcqqriZHs7f50/ny8PH+apv/yFCTExTIyNJczfn/XffcfEKVOAP44CQywWX1HZRmtrKy898QS3TZrEzZMnE+rmxieff46Hn98ly7muRLnwcy0IryW6jTcvp25crVb/zxMY9SdPEnnefScUCDhSV8fClSuZvGABDhERRM+Zwz2PP87QnzFWTj9+nI76epocHbl/5UrCQ0Mpb2ujtKGBXXv3MiQiAvfzzJp7o6ysjPVvvUX/fv2ICAhg+5kzeCuVKBUKFsfEkJCdjamzk7jQUP554AA3zZtH/NSpHM/OptNsxtHBAZFUikKhYFNaGsEuLtwUG4ufjw9b8/Mx2mykVVYS7O+Pl6srY0NCOFRYSG1HB3qbDalCgUIsZsWIEZyqrSWxqAi7zYbOYqHZbMbFxYXatjY8lUoUbm64urjQoNHQrtMxJjqa/bm5DFIqqejoQKJU4uHmRkpeHg/Pns036encPXIk3+bmcri6mv1VVcy6884/lAJDoVD84ngFAgGTZ8+mztmZD44cYVNlJTGLFnHjokXI5XIEAsEVqZosFgsWi+UCU0ur1dqTeTcYDJfVaUKhUFyQqVer1eh0up42iyaT6aqz9r0VAd219ufD1uUef/6z4nyz9d74+L33ELW14eftzbDQUD7Zt499eXmklZTQrteTdfYsUy9SS/7e229zYt8+VN7eODk4MHfiRCw6HSeOHcNRJAKJhCadjqDgYG6dO5dRkZF8k5BApJ8fsaGh7MvNJbe1lfSiIiKCg4n18eFYWRnNRiMiiQST3Y7BbGbR8OG4KpWsP3mS7JYWCnU6ijs7eeKf/6R///49BJanvz/GoiJqW1uJCwpCIBDg6eSEn6srzVotBc3NjFep2HjyJGP796ektZUBPj59FBgAeyoqmLZoESKRCJvNhkAg6PMMOV9J83M4dfIkTz/8MIM9PKivrcVmMLB1yxZqamuZN2QI4l7knUQkosnfnxsefRTnuDhW3H8/0V2y+NixY/EeMoTdZ86wpaCAbAcH5j/2GJNmzCBqxAiGzZpFe3AwQ2+8kRtXrGDDunXcFRfHmMGDST11irHnmZLa7XYO19czZfbs616BUVtbS3t7+69WYAgEAkZPm0ZmRQXtGg0lLS2ojUa8lEo8nJ2p1OmwSyQ8f889RA0YgEwioaK0lGOnTjH+ChJgf+K/Bw8PD7Zs28aUoCCGBQbyfkoKmWo1Ch8fxkZHs/yGG6hsaaG0spLN33zDtxs3YgeGRkRc1+toOHdvvvHyyzTk51NQWMgNMTGIBAI6BQICfHwwWK3YDAbmXIRUTqusZNnq1QybOpWzNTU0tLdjdXHBFhHBkBUruOWhhwg/r/28UCgkLy+PB6ZNQ95r/erv7k5SRgbeKhWZp04RqlL97ygwek+Ci9Wr33nvvTywfDl3zZnDhuRksmpq8AsKQtzcjIeXF0KzmccefBAHFxeefu452tvbeemZZ3jotttYPnEiCSkpPPvkkyAQYDKZkMhkPPrYY0RFRVFQUMDwgAD8PT156cEHKa6p4aMtWxjf1kZgV2lKs05HvcVCZXMzvm5u7MrMJLe+Hn83NyQCAVqzmaPFxTxzzz00q9V8sWcPBTU1mM1mNh04wO01NcycNYt+v6I/9J+4OlRVVvLD1q3U1NTg6OTE3ffei5+fHxu++IK5sbFUVVdTpdXy5Ny5ZFVX8/bhw9S3tbHl5EnMYjEP33svA1Uq2jUa3vr0U6xmMyNHj+45vs1mY8MXX1BbVUVedjbRAwcywNcXs9XKiw89RFpmJodOn8ZkNKLy9UXl68uMESPIKS8n1MkJ/5YWdOHhbF+3jtr2dg6VlTHIy4sTtbVY/f156plnLjgnBwcHHv/nP3nniSf4cMUK1s6ZA8DriYnsOnGC+5cto9Nu54MtW8gsKztXZ2s0snTRItY89BBLly79r/3+V4MrfTh88t57vLhyJdauBaGHqytPrVjBK19/zdDXXrvk/xkMBtZ//DHlpaXnWhgLBMTPm8fCRYv6jOFSkulrjdbW1h5Dzt5BvruGvttQ9Hzjvf9FBAQEUNiV2e59LTKrqwnvqusWCoVEXiKrez5uf+AB/nb33Xz6zDN8vmsXGSUluLm4MHPKFGQSCe+9+iouXl689I9/XDD/bDYbzz32GCMHDcJVKuWrI0dQOjsjE4sZP3AgR0tKeDg+nqe3buUfiYk8u2YNSmdnEtPTMdtsTBo6lJ+OHyc8OJh9WVm4urhQ3OW5EOjuzv033ADA/V9/TUtHB4vGjWNzUhLPL1rEI998Q3VbG/7e3gR4eZFVXc2KcePQm82cravjlsGD+dsPP+BmsSBXKMipqSFMKsXHxwd/mw29Xs8dCxZQ19zM5oQEqnU6TK2tDO7fn+lxcZyprOT/li7lP4mJWKVS7FIp6j9g+7jLjRkCgYCGxkYc3dy4d/p01BoNzzz2GPesWUP4wIFXTApeipxoa2tDqVT2IVl+DmazuQ8BY7FYeo6t0+lwdXW9Ju1be/tg/JxvRnc3hN7judT3m81mrB0dVLa1MSkggHd27+amefNQdRkmms1m1r7+Ou3t7X1KGjPS0ynLzmZyTAwuSiVTujbaIyIjyc3JIU6l4lhhIRWtrdy6aBGV9fU8+u9/MyM2lvbmZo7m52NWKKhpbcWvXz8eXraMtzZs4JEZM/j7jz/SrNVCayszR4/mx6wsbhw2jIjFiwFo0mj4KD//AmJ68ODBbDebcezs5Gx9PYN9fADQmkz8VFVF/6goPjt2jL9Nm8YH6elojEb+vns3t40Zw97qauQuLrS2t2OWSPpcT51Oh5OTE0KhELvdftnxu7y8nHf+8Q/unDOHM6WlPHT77fywfz+FFRW8snYtL37zDXfFxhLq4UFOXR1vpaby9tdf4+bmdtEuKMPj4hgeF3fR73J0dOzj26FrbKS/jw9agwFtZydNGg2evZ5Lu/LyGPcHMTi8WgUGnCMZH+i1LisrLeWNRx9lb1YWjm5u3L9kCR9v3052eTlDwsOJnzOHrLNnefqxx/i/v//9ssti/8R/B1KplBHx8by3Zw+3RUYyMzKSDjc3FHI5U+LieOHTT5EpFAwND6e1owOjyUTi7t38sHkzepOJSVOmEB8fz5DzNvPXAzJPnaKfQECbQAA2G7XNzYglEiIGDKDVYMDJaKTUYkGt16PsVVZotFqxdr328fHh8Zdfvuzv7DQYcFYoyCwrY1dWFnJnZ9rVanLLylBs3szYmJhrfp6/hN9MgXF+LczF2v6JxWJqmprQNDRQ2dGBt5cX7R0ddALPPf44E8eMQSoW09LayjvvvUfi3r28+sgj+PTrxz8+/JD6tjbkMhlKV1dGjxzJvDlzOHzoELt272b0mDHknzjBsK62ce4uLkyOjeXrtDQ2nTrFGY2GsyIRa597jvc3bOBgQQETFyygpr6eRWPGcKaoiMLaWtzd3fH38uKt77+nUyJBJJGARMLihQsZEBzM1q1byc7JIS4u7jdj7XJzc/nqq69ITU2lpaUFlUr1hysbuJY4dvQo32/cSEtLCza7neqqKvYnJ7Np82bOnj7NnXPnMnnECOwODmw+dYoai4UAPz9ScnLwCQhg5aJFtKjVfLxpE9uTk9EYjSQnJzNu/PgeNc8nH31EbHg4VpMJhVBIZX09Yb6+TBo1ih0pKZS3tlLV0IBEKGSgtzf9XFwQCYX4urvj7uTE7uxspi9cyIJbbqEDqNbpqHN05NYnnuDGpUsvev0cHBwIVanwCg3ljW++oV2rpaipifTaWoxWK7PGjuXxjz4ChQKZXI6PtzdRUVEsXbSI/LNnGT9p0nXNHHcrMCQSyRVldPZt387cUaPQ9tp4CQQCMvLyGD1lykXP2WQycf999+Hr7s6QsDAeu/9+FtxwA1Xl5Wzdvp3xEyf2OdalFCFarRabzdaHgLVarajVamQy2WX/3lqttif+dcdLmUxGZ2cnLS0tPdnebhPS/3UIBAIc3d3ZsHMngzw8UEgkHC4uZm9jI3956KErjm8KhYKCrCx0Wi0pZ88S7OfHLfPnk5SWhmdAAFOnTaOluZlNmzcz64YbsNvtZGRkUFBQwN7duxEaDNw8cSJHc3IorK0lyMeHycOGkVNWhkKhILWggDnDhpHT0sKiadM4ePo0m5KTGaxSMUqloqa1lbyqKvoHBuLm7s6YuDg2HzjAIC8v5GIx+wsKSKutxSwQYDQYmBAZyYaUFKYOGUJacTHDVCqMFgtpJSWIBAJUnp6IRSL+lZzM0jVr2H/oEGKBAGcXF5o0GuwiERJHR1wlEqLDw3F2cGBEVBTTxoxhX3o6aq2WeePHsyM9nZj+/Zk+bBjjIyII9vVlX1kZS2699Q+lwHB0dLwss+WC/HzOHDnCfcuWEeDrS1hwMJPi4nj7o4+YeIlY8Wtg6yKPLpcQEQqFfWJe764iFosFgUDwi0adaUeP8uVnn5G0bx+bNm+msryckb1M6brh4OCAxWJB3cu49GLj71Yl6PV62tvbL3kuTU1NNBYWMiUmhk1JSYSqVMzo1YJcJBIxLDyc3YcPE91rEfvVZ5/hKhbT2NbGrTfeyPHsbD7ftYsdKSl0aLXcO2sWO9PTCQwIwGKz8clPP+GiUBAbGkqbVktmaSkDVCqEEgkh3t74KJXMHD2ajceO0c/JidyqKqx2O/fOn8+p8nISzpxBZzRysKiIz9PTefzVVy/YVAqFQuwSCbUlJVS3trIvP5+E/Hw25+fz0kcfMSM+HidfXz74/ns6BQJk7u6I/f0pNJt57rnnGDd+PNOmTcPNzY3E/fv7nG+3CkOr1V6g2jl27BiffvopG778kuPHjvHd5s188+23JP74IxGhodQ1NXHr/Pm8+fXXTJs+nbN5eSyfMYPRMTEkFRaSWFREp5sbuLgwY+7cn5kllwehUMjJQ4eYGhlJRkEBWc3NHK+qoqS+nqaODtanpqIYPJjb77vvsjuG/Z6oqalBq9X+YmeYK4Gbmxsmu53Uo0fx8fDAYLFQpVZz06xZLLzhBvy8vYkeOpTh4eGs/+orxv3piXHdQRUejl9UFP/es4fT9fX0c3FhwaRJ7Dt+HDd3d9zc3bHabBjMZoQSCT7e3lg6OwkKDESv03E2L4+tmzfT0trKsK7EyvWAf73+OnLAwdERmVQKnZ2IRCLq1Wq0BgMSqZQH77mHd77/Hh+FAi8XF4obG3n6xx9Z++KLv6qj5qmTJxHr9eyvqmLK9OnsS0ujvLaWN558ktmTJuHn5YXA1fV/Q4Fx/gL0UouPe++/n9uWLGHE8OHIpFL6BwQwaMgQjmRksDMpCUtnJ1arlbjoaHQdHTg7OfHMe+/RqlYzSKXCx9ubmxYsQCqT8f2OHZgsFpwdHdmxfTu5eXksGjsWx65Mg0wiQerqypoHHkAVFtYzhoGjRxMzYACq4GDKmpoorK9nwfTpbE1OJq+8nI0HD+Lm4YFUJkOqUPD3NWt6JkBsdDQJycnsS0xk5qxZv+q3+umnn9ixYwdCoRBXV1dMJhPx8fFMnTqVbdu20dzczJo1a5DJZJw8eZKXXnqJ55577qrbA/5RkJiYyMGDB6mqqsJgMJxrRapS4e3tTXtHB+PHjqVDr+dERgYLZs3iVGEh8f36ERkeTmSXu/D3Bw6QU12N0mBAo9Nx4NQprCIRz7zwAoGBgbS1tfH6669zyy234O7uTllREbfNn887n3zCyIEDiYmIoKG2lg6dDiQS9DodbWo1bzz+OO999BFPLViAc9cCNauighqTqceZd+Hy5SxcvvwXz1MikSAWi4mIiuKNzz6joKAAu93OjQMHcvett/L57t14eHnh7uaGk7MzEZGRjOjKtsRcZnBNSUnh1KlTrF27ts/7JSUlfNblrK1UKnnwwQd/sw3OlS6GLF3KC5FQSFltLbllZYT4+mLu7LzksZ575hniIiPp7Oxk5pQp/Gv9eqrq6tAZDBgMBj788ENWr16NQCC4JGFgNBrp6OhAJpP1yVZ2y8bb2touu93z+ZuTbrm21Wr9/7YX/IgxYwgOC+OTd97BZDAwPT6e56ZM+dXkrBnIKCoiwMcHS2cnWxMSWPvww7gplWTn5TFw4ED6Bwez7uOPqayuZuLEiZSWlnIoOZnHV60iNTubaSNGUN7QgKNcTnpBAf4eHuSWljIkLIyMigo6DAbScnLIamxEqVRy97JlvPvFFzg5O6N0cqK8tpaYqCjGxcURFhLC1r170Wi1jIqNJQqYt2gRb/z974iEQp5cvpyz1dVEtLWRXFDAQE9PZHI5GbW1fJ2eTkdnJy+/9x5hYWGMnTCB1StX0l5Xx4DQUGpaWjC3tCC/yNx95LbbWP3aa/yYlsZTK1fy6a5dPW37KtvaePJnVEvn43qIF3D5MWPr5s2sXboUrU5HZ9eGXCwWEztwIPn5+QwePLjP5+12O++++y6nTp1CqVTi6OiI1WplxYoVRF/D2ujzx+NQ/QAAIABJREFU/SnOV3b07mJyMaSnp3P08GHkMtm5tYhCQWFxMUuXLuXNN9/saR/ZnVD6peOZTCa0Wi0ikehniQ44J8XOLStj1cyZZOTnE3yRVpUBPj60HD7c89pisVBQUEBMaCgdWi25xcWcrKjg/55+mtUPPsiLTz/NS+++y/wxY/ghI4MGvR6RSMTkmBhO5uTw1M038/wXX9DQ2oq3pyeRwcF8u38/z956K4/ecgtwjkie98wzfJmQwJ1z5qA3GimsriZQIqHR1RWfLnXF+Zg8cyYDIyPZ/u23yDQapkyfzuhx43quzeRp05g8bVrP59987TXuX7myzxwcMXw4SampPR2v4BzhptPpeoggvV7P888/T1FREfHx8ZSVlLDwxhv5af9+nFxcqG9sJEqlQggIhEI2JSZyx8qVvPSvfxHcVRrpqFBwSy/C4h/fffez1+pSkEqlfRKNUqmUTrkco9nM98eP8+yTTyIQCKhraKChqYk1ixaRkJZ2gSnsz+F6iRXXEguXL6ddo6H0xAlOFBUhkssZOXw47RoN3yck0KrVopBIULe0YLPZ/r9OLF6v8Pb2ZvaiReh1Oo7u3EmTWs3uY8cYEhaGUCJBKpUS4O+Pg6MjtU1NjB0zBp1ez3133dVzjMT9+9m8cSPLLmMd/1ujtbWVtrY2XOx2pJ2dLJs9m0++/RYHmQyZoyMysRgbEOTnx/NPP83uffv46cQJ/P396R8R8atJviWrVvHEAw/w4OrVbEtIQCgUEhsZSdivsFK4VrHiN1NgiESiPlnN7taJ5zPTAoEAkUxGU00NOoMBk9lMzPDh7Dl0CCcXF4KCgqivrcXLywuFTEZBaSliFxc83d0RCwSYOzsJU6nYsHkzd959N9NmzCBEpWL9unWsXruWDTt3UllXR1VTEx/u2sWA0aOZcF7NWlJCAgtnz+arrVv5y/33U1BTQ2ZuLjEDBqC3WjFyzl/A1qUqmTBuHJ9t2MCuxES2/fgjmVlZlJaUMOcK3O67sW3bNjIyMpgxYwYPPfQQvr6+uLu7k5OTQ2VlJWlpaTz88MN8+OGHJCcnU9olh29paSHqZ2rC/1dw4MABCgsLaWhooF+/fojFYvr7+eGqVGI0mXB1cUFrMKBub8doNLJk1ix+Sk0lPCAAl675V93QwKc//cTwuDi0bW0UVVcjcXTkgYceIicnh9dff52kpCSkUilJSUkkJSUxJiaGH3bvZsyIEZRXVKAKCeFsURFZRUX4+Pnh5uGB3W7nhnHjiIuJ4dO9e0nNyyOloID8lhamzptH8BXe2C4uLohEop7NRr9+/fD09EQgEDBx6lQ+27ABfz+/cyUHOh3Llizp8/9Obm6XXOhrtVqeffZZjh8/jqenJ6N7lcsAvPXWW9xxxx0sXryY/Px8mpubCetF8l0LdCswpFLpFZlmavV6inJz+Wb/fiqtVkJiYzlTWcnJnBwUDg589NFHHDlyhOLiYgYMGEBzczMn09NxdnRkwqhRrNu4EQdXVyKjorDZbHh6edHc3My3337L5MmTkclkPXXovdHS0tJjhCfrauUH5zYbNpuNzi4C5Zc8LaxWKxqN5qK/x/9yl5HLgaOjI1JHRyZOm8bwmJiryvQ5ODuTlZWFWCQ6tymQSomJieGVN95ArFDg4+/P2YIC0tLSuPe++/j666/JzMxk0fz5YDbTqtGg1+l4eMkSth85QqfNRoNazdCQEE6VlVGl0TBz/nz2p6Uh7lIETI6OZmxsLKEqFcHBwRRXVtLU1sbUUaNwcnAgLiqKsXFxNLW3I/XyYsKkScxfupRGq5XNKSk0AjfdeSd3rV6NxM2N6uZmtBIJK9es4YG//a3Ht0MikXDTsmWcLSigpKQEPz8/HF1c8PD0pKOlhf5dmzWj2cwz69fz+ocfsjcpifKqKu6aM4fRERFUtrcTEBXFlOnTkcvlP7swuB7ixfkKjMsh7JMTE5k2YgRmi6UPMVhVV4fU1ZW8vDw++eQTPv/8c9atW8fGjRvx8PDgtttuY8KECVRWViKVSklMTESlUl2zlund97lMJsNms/0iwdAb7e3tvPj88wwdMoQhkZFkZWczcOBA9Ho9fn5+bNu2DbVazfAuEttgMFwWKWoymS7Lv+Orr74CoRBDRwezRo0iKSOD4UOG8O/vviM5M5PUvDx2p6Tg5uXFqK558uOPP+Lk7MxAX19STpygqrWVhx9+mPsffZT+AQHET5/O2HHjOF1eTkFpKf18fBgQFkZtbS1joqP54eBB7p4zh8SMDGQKBVnFxcybOJF1O3bQrtVypqSEf/3wAy+8/TYtFgvb9u3DZDZT3NDA8dpaHnzyyZ/1NXJ2dmbE2LGMnTyZwC4vjEvh6OHDTOpSutTW13M4PR2jyYS6vZ3QgQP7KGu6r/OePXv4+9//jkKhYOTIkRw/fpwl8+eTkZmJr58fTU1NKJ2dCfbzY2hoKCdzc5E7OVFcWYmrhwdBAQFIrFa8enXiyzh7lk6lkqhLJCvkcvlFyXgHBwccHBz6+Ks4ODgQGRPD46++isjJiQld183ZyQkfLy9cXVw4dvIkU2fMuOTv0o3rIVbU1NSg0+nw8/O7pscFiBw2jMSkJBqbmvBwd2dgSAhvbdjA8rvu4oa5cxkwdCgHUlLwDwi4ZvHiT1w9LBYLH3/8MYmJiRQVFVFaVoZWr+fIyZMEDhyIVa+ns+t+NVkstGs02AQCOjQaHrzvPoRCIZVVVRxJT6d/YCCHjx5l0uTJv+9JAVu3bGFBfDypR45gs9uJHjwYJycnko8do1WjwbErHk0cPRqxWMzg8HDGjhpF5JAhHDl9mgldnnlXCicnJ7KzsymvrEQoFuPp7o7IbmdcbGzPZ35JgXGtY8VvRmCIxeIL2FupVHpRF/AB4eH8+OOPtLe1YbZYyC4sxMXDA4lEglwuRy6TIRYKmTxxIsdOn8bZ1RWrxUKnxYJYLCY7P5//e/ppdu7cyXfffcfx48fx9vZm5cqVTJ45E4/QUOR+fsxeuJCMkycZOXJkn+8/lpZG9JAhHEpPZ/bcuURFRxM9fjydSiVT584lOTkZhUyGUCLB0cGBE2fOEBgSQn5BAWPHjWPsuHFU19SQmZnJ2LFjL/u3q66uZv369Xh4eLBs2TJeeOEFTCYTvr6+tLS0sGnTJlatWsWWLVtYvHgxM2fOZPTo0YwfP57//Oc/TJ069bIMAf/I+OabbzAajUil0p62dthsiEUi5AoFIqEQJ6USmUzGpMmTSU9PZ+1dd7EpIYHkjAxSs7PZkZrK4y+8QOzIkfy4cyedAgEKR0ccHB1JSkoiNjaWtWvXMnnyZJRKJWq1mna1GrFcjrODA0KhkMzsbFbfdhs7kpJQurtjMJmInzWLY8ePExcZydgRIxg3ZgwTxo4lIS2N5atWXVGWQSAQ9Kh6TCbTBQtQhUJBdk4OcrEYvcGASCJh/Hlz7ecIDKlUyowZM1CpVJSUlFwQODZt2sTtt98OnFuEZWVlXXCfXC1+LYExaMgQ/vnRR8xbtowp06bh5eVFXn4+p06fRq1WExQUhEajob29nY0bN9Lc3EzE4MEUFxXRodXi6e+PQqEgKyuLNWvWYDabaWlpwcHBgU2bNrFgwQLkcnkflZjJZOpTE24ymZBKpRiNxj5qim5PC5lMhk6n68m09j5W9/t/oi/sdjvHjx/n2LFj+Pn54e3tfVXH8/P3JzExEX9vb+oaGnB2cSHtxAn++sADKBQK9u7dS/L+/SxZupR9+/YhkUjotFpZvmQJPyYksGL2bFzd3Pju4EGEYjEnSkoIGTyYSp2OBatWce8DDxARFcX+AwdwcnZmyrRpJCYnEz1wIA4KBV7u7qRlZVHX3s6RjAwiBgzAUaEgMS2NA9nZ3L16NUKhEIFAQNiAAUyePp3R48fj4eGBQCAgMCiIcZMnM2XatEuaCo+dOJH8oiJKSkrwDwjgzjvu4HRREd8nJ5N+9izHiosROjkxf8ECZs2di3twMJv27+dETQ1TFi5kWpdK8JcIjOshXvQmMLr9BX4JIpGIzBMnCOvfH3MvH4KNe/bQ0tFBUVERLS0tSKVSRCIRERERKBQK3N3dOXToEDfffDOjR49GpVLxxhtvMGfOnGuWLe72nehdPnI+dDodBw4coKqqCn9/f0QiEa+99hreXl7odDpq6uqIjo7GZrNx++234+7ujqenJzU1Nej1+gt8ESwWC4cPHyY/Px9fX98rXi90dnaSkJDAE089RV5lJbtSUigsK+NIdja33nsvU2bMwAZ4+flxOjMTq9VKdXU1WVlZPLR2LRu//57o8HByy8vRGY3ozWYkIhETRo5EIpEQMXQoM6ZO5dDRo8ilUhwdHfHz8GDiqFFsS01FbzRyIi8PXy8v8srLiRgwgLKGBg6fPcuTL73EkKFDiRw2jFFTpmBTKhk2YQJz5s+/pqbM6cePM1Sl4oMvv6Sgqor+4eEUVlSw78ABZs+Zc0E55Pbt29m4cWNPWXFISAh6nY5OqxWhRIKLiwtCoRAPNzcWzZnD9oQEAj09ySkpoZ+3NyKhkL/eey/f7d1L+pkztLa3syc9nT0nTvD0Cy9c9Bnf3Qmld+vebri6uvasvbvh7OyMm7s7xzIzEQDjYmPpvSoXCYWkZWYy/TI8MK6HWFFdXf2bERhCoZDps2dzJC0NhVjM8dxcHnv22R7vO4VCwfQZM1i/fj0Te5Wm/onfF2+//TYzZswgPj6e8ePHM27cONJPnqSxrY3nX36ZPXv3YtTpsAM2QCgWIxKJEItEjBk1in++8w6H0tIoKi3lTG4u5RUVmM3my/bl+q3wwfvvc9PcufgFBJCQlMSpvDzuXrKEpbNnU9PQQOqpU9jtdpydnQnuZWpbXFFBTXs7Iy5Sdni5OHXqFJ0WC1KpFIvFgkQkIiIsrCfe/hKBca1jhcB+lSnAjRs3XtQ5WyKRXPREOjo6LsoSNzY0sHvHDtRqNVabjSG9JkloSAgVpaXERkezZ98+3NzdGT9+PDu2bsVBocBJqcTLxwepVIq7uzvJyckMHTqUab1kgN34+uuvufHGG/u8V1NTQ1FeHsVlZTz08MMXZHrefP11fNzdMVgsCEQiFA4O6A0GFi5ciEgkoqCgAJ1OR1tbG/379ye8q2zhl/D555/j0UXU2Gw2JkyY0LOJPXToEGq1GkdHR2Qy2QXnUl9fT05OznUfMG02G/n5+RQWFvZke4RCIUFBQQwfPvySG9nc3FxSUlJQKBR4eXn1tJgTi8XYOzvRaTTnan2tVqRyOQ6OjkRERFBbXY22uZmpo0YhEok4kJ7O2bIy7rrnHgCam5r46ssvCVWpsAsEdHZ2snz5ctLS0jh69Cgmk4no6Gg6LRY8PD2pLCtj8Zw57DtwgIKiIsJDQzlbUoKnlxejR46kuLgYN0dHxkVHYzSb2ZmcjLOnJ5OvkOUUi8U9116v1180M1ZRUUFhTg6VVVUoFAoWLVyIZ68SBhcvL/bv39/zevr06UyfPr3PMfLy8khMTLxAunXPPfewbt26n/3M1WLr1q10dHQgl8uvSJoK8O2337Js2TIOHz7MwYMHkcvlODk54e3tjY+PDyqVquezH3zwAVFDh2IxmykuKWFoVBSurq64u7uTmZlJWFgY4eHh2Gw2Tp48SW1tLatWreqjGNPpdBeoxX4OAoGgDzHr6uqKSCTCbrdfUeeD/1+gVqvZsWMHoaGhuLu7U1RUhFQqZU6Xce2vRX5+PnUVFbS2tFBVV0f4oEGEqlQUFhZSXl6OzWZj2LBhPdc2MDCQ2qoq5s2ezZ69e9F3ZcZrmppYuHRpTxlYb/ywdStisZhbV62i4OxZMo4eRSISYbHZUGu1rLr9dmpra0k/ehSBQED4oEEMHjLkmtaRb//+e9RtbaxZvRphr+OWVVSQX1LCuF4eBReDl5cXqampPa8vFivg940Xn3/+ec99o1QqL4vAsNvtbNm0CYVAQHVjI4hEaDQaLFYrQpEIT0/PHoNFkUiEXC7H1dWVhoYGFncZQHajvr6eM2fO0NHRQVNTU8+cGTVqFGPGjOm5nmq1mtOnT6PVahk8eDAqleqS11okEl1SHXHy5EmKiooYNGgQVquVvLw8Bg0aRE5ODt6entjtdoRiMWazmQULFrBp0yY8PT3x8fGhurqavLw8HnzwwZ71S2lpKampqbi6utLU1IRGoyEgIIDFixf/4lwsKCggNTUVgUCAt7c3y3tJpxsbGzly5AgDBw5k//79yOVyioqKUCqV+Pj40NLSQnNzM88//zwymYzc7Gz27NmDj68vQpGIEXFxFGRnM3fGDIRCITabjTc++ACvfv1YPHcup7OyqKyuRiwQUNvczOiJExEIBORmZ2Pr7GTw0KFEDRv2X/NlaG1tZfPGjUybMaPP2k6v17N3714WLVrU857FYuGrr77C3d0dZ2dnHB0daWxsRKVSkXPmDE5dJqcCgYAxY8aQc+IEI4YPJ/ngQSpranBxd8fD05M506fj5OiITqejqbkZZxcXdicksGDhwouOUaFQoFAoMJvNFxjLunUlNno/07rf27hxIwqZjDFRUXj06tKUduIEDh4exMbG4uTkRFJSUs/frsdY8cYbb6BWq/usA641LBYLm7/9FrPFwtpHHgHO7R3Ky8sJCAjgyJEjzO0q97kWpqJ/4tdDo9Fw9OhR5s2b1+f97iTXkiVLUCqVbPj8c2qrq3FQKFC6ueHu7o7eYMDL25vuKN17k52RkYFcLu9jhvvfRF1dHSdOnEDp7Ez8zJnY7Hb2HzjAiYwMZFIpTs7O+AYFYbfbOXHsGP6+vgxSqahtbMQqFDJn3rzL8pK6FFpbW9n49dcEBgbi7+uLo1TKmexspo4ZQ2hQEDYPD06fPt3z+d86Vly1B0Z8fPxFnbgVCgVuveRv3ejo6Likc/eq226joqKCLVu20NHRgbOzM2q1mhvnz+fbr7/mWEYGo0eMQGs04unpybMvvsg/X3kFS2cnJpOJYcOGceTIEVavXk1KSsoFaoja2lpiYmK4ocsVvjfeeustxArF/2PvzAOiKts2/pt9gxmGXUFFVMQFNXPN1LRSy0qtrGw1e9uXr96st7TSzOq1XrMyzcovs0yzTLMixKVyRyVFRHABEQTBYR0YZoZZvz/snJdhUVaXvq5/ymHmzDlnzvM893Pd133dnDp1irvvvlt8vbCwkMFDh6KQyfhj3z4cTiddY2LQ6/VERETwv//7v/Tt2xer1UpxcTFnzpzhmWeeOe9927lzJ+Hh4ej1ejHDc+2115Kbm8u6des4ceIEEyZMYMuWLdx3330iCyUEdBKJhLy8vHqv5WIiISGBn376CZ1Oh8FgIDMzU5TPCyqDkSNHiuUaY8eOrTPJHDx4kMTERIYNG0ZZWZloxOXxeFCr1UybNo25c+ZQZDIRFRWFuaICrVaLyWRixiuvcDI7m/gff8TtdqMLDeXtxx/3kSGNGDGCt996i8DAQPz8/CgtLaW0tJSuXbsSEBCAy+VixuzZvDNvHm+/8w4fvf8+sd27c9XgwWzfu5egsDC8Xi9J+/bx7zlzKCoqYtOWLVhtNgLCw3nzrbeafN+E+wVnA6OG6pJ/Wr+eXdu2cTInh1XffssTjzzC1UOHcjwri5HXXceYZrqG19xg13bMby3cfPPNlJSUoNfrm+zYnZSUJLY0DAoKolOnTigUCqqrq326r5hMJq677jpcTidjrrmG9T/9hPtPZ/guXbqgVqu5/vrrqaysZN++ffTp0weJRELfvn3p3bu3eJwzZ860yJtCUKA11Mrw/ztmzpzJSy+95ENgJiUlIZPJuL4RsuWGMG7cOJL37SMxIQGVToder6egoACj0YhcLicuLo7k5GRxIzJy5EjS09M5lpXFqy+/jEQiYeWaNSiPH+e+++6r9zsiIyP5+KOPUCgUPPjQQzz4Z63sgQMHOHTokDgnT5s2rdnX0ZjrXPb556z+/numP/MMkRER/LptG8dOnOC1WbPOO34DAgLEYLs5uBDzxbg/zVYB2rVr1+gNwdChQ5k+fTovzJghbuY//PBDwsLCkEgkeDwevF4vMplMbO8+aNAgBg4ciMfjITk5mdLSUoYMGcL69evp1q0bQ4YMYcCffkNJSUlnFQb/8z8899xzFBcXExMTQ79+/UhJSWHXrl28//77TZKTp6ens2HDBh544AHWrVuHVColJCSEpKQkrrjiCh588EHemjuXTp07o1Kp2L9/P4888oiPB8/Jkyc5efIkjz76KC6Xi3/961/ExsYSHBzMkCFDkEgkHDhwgB07dvDmm2/Wex7x8fEsXryYkJAQnn76afLy8ti+fbtPLLV9+3bGjh1LfHy8SLAMGjQIqVRKz549OXDgAB07duTw4cM8/fTTDBs2jDFjx/LOu+8SHR3NhIkTyenXj19+/hmVTIbN4aBTly4E6vV8Hx9P79hYrhkxgv1paTwwYQI3T5jQ6PvYVjh8+DD3/Om9AYh+B+np6Vx33XXipiAlJYV+/foRGRnJ6dOnCQsLo7CwkC5dupCTnU14u3ZUVVXRs2dPQkJCuHr0aP7Ys4drR4+muLSUdfHx3HbHHfy2fTt3TJrE0MGDOZSezsIlS3jr3/+ul1CFs3X+QkvXwsJC8XWFQiF+xuPxYDKZUCgU4nOTlJTEiy++yNzZs1GfPk3HiAjSjx/nVEEB6xYvFo9T3yaksbgQc8XVV19NSUkJ/du4E8L48eN58cUXGThwIHPmzMFgMKDT6fj+++/Jy8vj+PHjGI1GAgIC0Gq1TJo0ieF/m3tecKSlpaFQKOpk+OHsWE5PT+e1117j+uuvx+12s/yLL/ju22+x2e3o/PwwFRcTHBIi+qRlZWWxY8cO/P39OX36NOPGjWtTz5OjR4/y6aefcvToUTGZ6fV68Xg8LF68mF+3bOFYVhZ3TJpEXM+efLFyJcWlpbxRa163Wq2cPHmSdu3a1bsfbw46dezIiuXLkclkaPz96dGjBycLC9m8axdfrl7NnXfe2exjN3WuaLMSktrGdwI8Hs856y4DAgK46qqryMzM5NixY1gsFpKSkpj5yitEREayKymJ9PR00tPTOX36NMNHjuTw4cPo9XqOHTvG3XffzS+//MK+ffsIDAykW7duwNmM6nvvvcfDDz9c73lt3ryZu+6666wrfUICJSUlbN68mRUrVvDss88ydtw4rhszhsiOHdm6dStRUVFs3LiRUaNG8dtvv4nKC5PJRFpa2nknrc8++wypVMq1117L8ePHsVqt6HQ61q1bR58/M8YnTpxg2rRpbNmyhbi4OObPn09CQgK//fYb8fHxdOvWrVWNxlqCZcuW8dJLL1FYWMjkyZOJi4sTfSWE7IBer+fxxx8nPDyckJAQ+vfvz4YNG+jTp49P9vuTTz7B4XAwZcoUNBoN+/fvx9/fH4vFgsPhYMSIEVw/Zgy9+/Rh27Zt5J06xRmTCbfLRWZmJoMGD2bg4MGkHzmCTqers/gaAgLo2bMn361Zg8FgIC8vT+zlLpPJuOWWW1i6dClBf0oEp06bRruOHVHodGQcO8bcN9/kzilT0Oh0vL9wIUeOHUMikxHZuTP/8+yzzZrUtFqtKO+tr2OPgO6xsYwcPZq+/ftzw403knLoEL9s3IjD7WZIjaxgQygqKqpXurVnzx46d+6M0WgkMTGRDh06tJkHhlqtbrKUed++fezbt4+KigqCgoKQyWQ4HA78/f2Ji4tj5cqVJCQksHXrVvr3789NN9/M1h07sNlsnDx5ksrKSvLy8rj11lvZvHkzGzZsIDg4GIvFwpEjRygpKWHUn10KnE5no9sjNgSPx0N1dfVfvh1qc2A2mzlw4EAdD5+IiAg2bNjANS2sM20fEcGIkSO58aabiP/lF0JCQigsLBTLVGJiYti/fz8Ap06dYtq0aRiMRr5bt44/UlMpKSvj8ccf92kJWROhoaF0iopi0cKF7EtOpqioiPj4eEwmEw899NAFy7xdccUVXD18OJu2bGHLtm10io7m/qlTG+UVcb4SEgEXc76oOQab4pq+aNEibr75ZnEerqioYNeuXWi1WtG7xuv14nK5zqr2Tp/G4XDQrl073nnnHSQSCXK5nAULFjBkyBC0Wi0j/+zwJJFI6NChA4cPH+bTTz/FaDQybNgwCgoKqKysxGg0kpWVxZo1azh+/DidO3cmICDgnOfrcrl44oknuPfee1m1ahVTpkwhLi6Obt26kZaWxtixYykoKGD8+PF88803oo/G0KFD8Xq9HD16lIMHDxISEkJqaiqjR4/mt99+w+PxUFlZyZgxY0SFWHh4OAUFBej1+jolWzt37mT58uUEBQXx+OOP89tvv7FhwwaGDh1Kbm4uPXr0ENfITz/9lB49epCZmUlQUBCxsbGo1WoOHjxIbm4uL7zwAqWlpXz//feUlJSQmpoqki6LFy+mR48eTL7zTvRGIwmJicyZM4ebbrmFoVdfjcrPj8joaCbfdRc9evZswhPTdti9ezcDBw7k999/58svv2THjh1s2bKFM2fOMH78eJHAWLhwITqdjtOnT6NWq8nPz2f8+PGsXLmS56dPZ8vmzVT9uamorKwkKDiYex94ALPNxm87dvDYE0+QnZ2N0+3mWFYWX65cSdqRI7y3YEGD85FCoRATAhKJBJvNJhqJqtVqMd4Vnl+hXTdAYmIiV199NYOHDiWiUyfkGg29+/bF7fE0Wd17MeeKvLw87HZ7g6V3DUFQSTYWQnywfPlyBgwYQFJSEsnJyWg0Gvz8/Ljtttu48cYb6du3Lz179iQhIYHw8PC/vTEuMHQ6HYmJiXXKD4Rxd80117BkyRKKiopISUkhOzub12bN4oEHH8ThdJKZmUlgYCC9e/fm3XffZcuWLYSEhBAREUFKSgrr1q1j9+7dbNy4Ea1WS6dOnVrt3Ddt2sQnn3yCxWJBq9ViMBjQ6/Xo9Xq8Xi9xcXFce+21KFQqvl1y15HAAAAgAElEQVS7lpTDhwlr144ePXvWUSAJBGZTuv6dDx07dqRHz57s3LWL41lZ2KurKS4v5+777qNL166N6kLSWnNFi0tIGlJU+Pv713shLpcLk8nUqGMfPXqUr776SuzG0KlTJ/R6PX369GHcuHFkZmZit9vp0qULzz//PO3btz/rpFxQwIgRIzCZTJhMJlQqFVlZWTz//PNiFqU25syZIzJHTqeT/Px8jEYj27Zt49577/VxtF61ahUbNmygd+/eHDlyRCQ+Dh48KN6TV1555Zy1UrNnzyYkJITo6Gh0Oh2LFy8mLCyMMWPGnJXA9+nD8OHD2bNnD3K5nJycHG6++WbxnrpcLn744Qfee++9Vn04m4M1a9awdu1a1Gq1GMCbTCZRgirUfffq1Yu4uDiqq6tJTk7G6/USFRVFfn4+jz76qHi81157DYfDwYMPPgicfQ6+++47HA4HUqmU8PBwpk6dSufOndm2bRs7d+5k9uzZHD16lG+//RaTyURERARTpkw5ZzlPRkYGS5cuxW63izXWKpWKCRMmEBQUxMaNG9m/fz9Op5Pw8HACAgK49957W1yrXx+Cg4PFoMLtdnPmzJkmHyM8PPy85ElNWdbvv/9OeXk5EydOJCsriy+++AKZTIa/v3+bOIVXV1dTUlIiZieaAovFwv33349arcbtdqPRaPD396eoqIigoCAxQ/vDDz/QtWtXH9mZ0+nkww8/JCMjg8cee4xdu3b5KJe8Xi8rV65k9erVGAwGLBZLk0z2/mrwer1UV1ezc+dOysrKGDFiRKsGYCUlJSxZsqSOZB/O1kDOmjWr1b4rNTWVjz76iO7du1NaWorT6eTFF18kPj6enTt3olAoiI6O5q677kKhULBq1Sr0er0495wPVVVV5OXlERER0WRV0cVEY8fgxZwvCgoKRCl2UzYm//rXv7j//vspKiqiqKiIpUuX4ufnx0033cSaNWtEJcaAAQPYvn07vXr1Ij4+nuDgYG666SYSEhLIy8tDoVDQo0cPhg8fTnBwMNu3b+fo0aPAWSmtv78/fn5+REZGotFo2LNnD5WVlcTExHDo0KGzGSqNBq/Xy+TJk5lcy3RZwIYNG/jhhx/o1KkTXbp0ITw8nK1bt5KcnEynTp145JFH2LVrF2fOnKF79+588803hIaG8vDDD7NkyRI6dOhAeHg42dnZHDlyhDVr1jBt2jQiIyMZOHAgRqOR1atX43A4RHItOjqal19+2ec8ZsyYgcViQaFQEBERwd69e2nfvj33338/Bw4c4NixY6jVaux2OwcOHODKK6/E6/WiVCqxWq3ExMSwd+9e5HI5Tz31lFguc+rUKfR6Pfv37+fo0aPcfPPNVFZWkpycTH5+PrNmzarj3XGxYDQa620p+7//+78olUqOHTuGTqfjyJEj2O12SktLCQkJ4euvv6aiooJ58+ZRWVnJiBEjyMjIwGAwcPDgQaRSqRiXaLVaTp06hdvtxt/fH5fLRVhYGC+//LKojLDZbOTm5tKuXbvzkneCCkCA2WwW/S7qG+fuP1suAuTm5vLWW29xxx130L59e5KTk9m0aRMffPDBeYm32riYc8WuXbt8jGwbA6lUSnBwMGVlZU1ONDz66KMEBQVRXFx81gtAoUChUIgqHSFb7vV6+fXXX2lhnvhvNAOffvop0dHRonrMbDbz/vvv8+qrr+Ln54fX6yU7O/tsF5IaXhFwlojMyclBq9VSUFDAuHHjCAgIIDExkZiYGDp37iy+d9OmTdx333306tWrxefs9Xr55z//idVqFfdOAqRSKXq9HovFwiuvvCKOYZfLxVtvvcV//vOfi97dp7FrdWvNFW1GYJxLJl5YWNjo/umNxYYNG1i7di1SqRS5XM6kSZN8/m6320lJSWHmzJn1fv6HH37A4/H4PIQej4dly5bxzjvv1Hn/3LlzKS8vx2g0iiUSKpWKzMxMbDabqOCoffMPHz7M66+/TllZGQsWLCA+Ph6r1YrBYCAjIwM4u9Hz8/PjsT+dcL/55hu8Xi+jR4/2OdapU6dQqVQ+9akXA88//zyVlZWo1WruuusuTp06xcqVK+nYsaNovCmRSOjXrx9VVVX8/vvvxMTEIJFIOHbsGAEBAXzwwQfA2UnmgQceoEuXLjz44IM+989qtfLRRx/Rs2dPjh8/jk6n46abbmLkyJHNlnJlZGTw+uuvi+ZP06ZN45tvvkGr1dKuXTsyMzMxmUx89tlnLb9R50BtibQQvDcFjSEwLiYEAsNoNDaLdHvmmWc4c+YMAwYMID09HbPZjNlsRi6X07NnT06cOEFFRQXh4eFcffXVIllpNpuZP38+c+fO5dFHH+Xhhx8W5yahk0h6ejqDBg1i0qRJlJSU/L9UTrjdbubPn8+mTZvwer0MGjQIg8FAdnY2vXr14umnn26V79myZQuffvops2bN8lELZGRkUF1d3SwJolBLXx9mzZpFVVUVYX+WfpnNZqZMmYLL5eKDDz6goKCA0NBQunXrxpQpU1o9O3gpojkk4oWGMAfKZLImkcaLFy8mKiqKdevWUVRURElJCZMnT2bPnj1cf/31fPnll7hcLqRSKR06dMDpdHLs2DFiYmKwWCz069ePH374gbFjx5Kdnc2wYcPYuXMnERERdO7cmcrKStavX0+XLl2QyWQ4nU70ej3Z2dnExMSQmZlJVFSUTwIjJSWFYcOG1Vu2s3jxYvz8/Pjll1944okn+Pzzz+nTpw/p6enceuutJCQk8MwzzyCRSDh9+jR//PEHe/bsITQ0lKFDh/rEWadOnaKiooLy8nLy8vIYOXIk27dv59prrxUz8Q6Hg59++olVq1b5jL+nnnpKVBI4HA7cbjdKpZKHarQThLNB9urVq8nJyaFXr15IJBKOHz+OVqtFLpfTt29fXC5XHSXVhx9+yIIFC9i6dSupqalERUUxfvz4Jhk6tyWUSiXBwcFUVVVhNpt9/lZdXc0999zDVVddRX5+PqdPn8blcomGzeXl5YwdOxaXy0WfPn345ZdfCAwMpLi4GJPJhFwu5+uvv27xOWr/NBUXYm6JREJ4eLhP7OB2uykqKhIVN+dThNntdlasWEFGRgZ9+vRh9OjRREZGXlYeDjt37sRsNp+TwBC85oQESEBAgNgZsaSkpEnfN3PmTMrLy33IIL1ez4033sj69espKioSS3pUKhWffPJJi67vbzQdXq+XH374gT179qBSqdDr9UydOtWn7K4hVFVV8fzzz1NRUYFer2fy5Mm43W7Wrl1bh4h2uVzs2rWL119/vcXnXFRUxLx580RFuDAGhdLHYcOG4XQ62bFjB7GxsXg8HjIyMoiMjGTGjBkt/v6WoqnJhpaixR4YDeFcGynBzb81MW7cOH755RdcLle9tT5C5qAh3HLLLcyePZuysjIGDhzImTNn2LBhQ4OZuBkzZjB16lQMBgOlpaWiysButyORSAgICGDMmDF89dVXREZGkpyczMyZM6mqqkKv19OvXz8+++wzHn74YdxuN4WFhezfvx+VSkVoaCiDBw9myZIlhIWFUVVVVS+7JzDmFxtSqRSpVIrL5eLgwYNs2LABq9VKaWmpaNgqkUjYsWMHFRUVPkRMREQEO3bsoLS0lMDAQJYuXcqwYcNIS0tj2bJlIonh8XhISEhgypQpLarHrI0ePXrwz3/+k6+++gq3201CQgL33HPPWfOsoiJSU1N56aWXWu376oNcLq8TLAj12X9FNDcwevDBB3nxxReRSqX07duX3bt343K58Pf35/Dhw6jVaqKiohg8eDD79+9ny5Yt4rMjyP969eqFQqEgLy+PxMREvF6vmC3p3r07Z86c+X9ruPnuu+9y4MABtFotEyZMEOfwsLAw0tLSSEpKqremtCkQgoqrrrqK999/n9tuu4127dqxa9cutm7dyooVK5p8TJlMRmhoKGVlZfXO8S+99BJPPvkkXbt2RSqVkp+fz9tvv01ZWRlPP/00N9xwQ4uu6VKDVCrFYDBQVlZ2sU+lVdDU+eL+++9n8uTJhISEYDKZxM5egwYNIiEhgfbt22O1WiksLGTSpEn4+fmhUChYvnw51dXV7Nixg5iYGHEDsm7dOqKjo4mOjhaNG0NDQwkPD6e4uBibzYbdbken05GdnQ1AXFwcJSUl7NmzB6fTiVqt5ueffxYJDKHErKZvgVar5aeffqJbt26EhYWRmJiITqfj+uuvZ8mSJWLZnMVi4a233mLGjBkieSGUxERGRvLRRx8xceJEgoODWbNmDcOGDfMhCZRKJf369WPLli2iZ9LevXvJz88nOjoaf39/CgoKkEqlKJVK8vLyfDKUv/76K2PGjMFms7F8+XLCwsJEafWAAQOQy+VkZGRgs9m45pprqKio4Ouvv2bChAmiC31LfG7aCgKprlar6xAYKpWKbt26cejQIZRKJQEBARgMBmJjY8VW24mJiWg0GoYNG8add96J2WzGarUilUp9fClaAp1OJ2b7zWYz/v7+9cYOgYGBVFdXN2rsqNVq7rvvPnETL5PJLivyQsD5zlkovaqurhbJC+F1vV7fJNVlQEAApaWlSP40gpdKpZjNZtatW0d4eLjopyUoMASC9G9cOEgkEiZNmkRkZCRBQUFNUnnpdDoWLVrEI488Ipbf/fLLL+LfT548SUJCgrjHsdlsFBUVoVar6datG/7+/qjVasaOHVunEiE3N5fvv/8es9lMaGgoW7dupbCwUCz96tatG8HBwSKBIewtJRIJJSUl9OrViylTpmAymZBIJGKJyf9H/GUIDDgbgE+dOrXeTFx5efk5mTepVMrrr78uSujCw8N5/fXXG1SRSKVSHn/8cWbPns3AgQPJzc2ltLSUvn37cvDgQbxeL1qtlrvuuosFCxbwxhtvoFKp8PPzQ6lU0qtXL4qLi1mwYAEajQa73U5RURGdOnXCYrGgVqu54YYbqKqq4vTp0xw5coSoqCj27dtHWloacLa13MSJE1vn5rUAZ86cQa1Wo1KpxC4Y4eHhxMbGcujQIXEQlpSUcHUNd3wh+92jRw/Wr1/Pgw8+iMlkon///uh0Onbt2sXs2bPx8/PDbDbz1FNP1dtZpqUYNGgQKpWKzz77jB07dpCUlIReryckJISnnnqqTZ2tgXolUnK5/G8CoxauuOIKZs6cyRtvvIFOp6Njx45IpVLy8vIIDw8nJycHhUKBRCLhyhq9qe12O5mZmcBZEuTLL7/k6NGjPp0ErFYr8fHxl5wp7oWCzWYjKysLr9dLZGQkUqkUt9vNtm3byM/PR6fTMX/+fFasWNGiFoUVFRUolUrCw8MxGo1s2bIFi8VCp06diIyMbJR/Q234+fkhkUgaJKk1Gg2ff/45a9euZffu3QQEBNCuXTumTZv2l6xN1mq1aDSaeqXwlyOaqioTyjrcbjd2u52+ffvy+++/M2rUKDF7lp+fT3Z2tkjIeb1e8vLyaN++PdnZ2fTt25f9+/czdepUFi5cSPfu3dm3bx/p6elUVFQwatQoTp48idVq5dSpU6KCTiaTIZVKOXXqFHv27KF///4olUpsNhs7duwgMzOTpUuXsmvXLhQKhehH4Ofnx6233srSpUuZNm0aq1atonv37sTHxzNx4kSx00VZWRl79uwhOjpa7M6VmJhIfn6+OGZlMhkZGRlMnDiREydOEBISgsfjYf/+/eTk5IhjPCsrS7xn3333HUOHDuXIkSOiqXVYWBgjR45k8+bNyOVywsLCRILm+eefB84mIP7zn/+Im7n09HRyc3OZPHky5eXlrFq1CovFQocOHVrcYag1IEiT6zPJFuY14Tep6e0mlUrRaDRIpVKqqqpwuVwMGjSIpKQkTp8+LXpPBAcHk5SUxODBgzEYDMjlcj7//PNWycDL5XIxVtBoNKhUqgbHhlKpbJLPVM1592LL0JuDxnT9EAgMIUaoCbVa3SQC4/HHH+eee+4hNDQUf39/bDYbRqOREydOiN5OArE1YsQIVqxYwZw5c5p+YX+jRfB4PDj/bPvZVMhkMjp16kRubi4JCQlkZ2ej0WhITk5m27ZtqNVqUdGjUqlEA9f09HRRYb5+/XomT57MLbfcgtfr5fXXX2fbtm0EBweLyTJh7yQ0OXA4HFRXV4uJNaEUyePxUFpaSvfu3ZHL5YSGhorE6YIFC9rg7l36aDMC41yTSWv26K593Ntvv52ff/5ZXESEhSUxMZF///vf5/y8RCJh4MCBjW6RM3ToUO644w42bdqEXq+nQ4cOYmeDU6dOUVZWhkaj4bHHHqNDhw7igiMsOsHBwT5mnzt37qS0tFRkdwMDA9HpdHTr1o2tW7eSn5+PWq2mY8eOos9EYmLiRc0grlmzBrvdjkwmw2w243Q60Wg0GAwGIiIiCAoKIjU1ldzcXCwWC3K5HLPZzJYtWygtLRUN1fr27cvkyZPJysqiX79+BAUF+XQn2b59e5u6Offt25ePPvqozY5/LjREYPxV0ZLsTt++ffnqq6+w2WycOXOGsLAw1q1bx9q1a2nfvj1FRUVYLBYf4jEhIYFXX30VgNjYWAoKCkTpswChY8jJkyeJiopq9vldrhAyjn5+fsjlcgoKCvj555/p0KEDAwcORCKRUFZWxlNPPSVmg5sDjUYjtvJTqVQi0eTxeBrsvNOYYwLnlaLfeuut3NpAG8K/EoT5RKVS1dviXKVSXXTfpKagOWVxcrmcEydO4O/vL2bOly1bRocOHSgqKuLUqVM+ZYESiYTHHnuMuXPnEhsbS2pqKmPHjmXFihVoNBpycnI4ceIElX+27/Z6vej1ekpLS4mOjiY1NZUhQ4Zw8uRJ1Go1e/fu9VEraTQaRo0axZNPPonT6aR///5otVqys7Pp3r07QUFBbNq0CYlEwpEjR7DZbMTGxpKVlcWnn35KVFQUZWVl5OTkiBshrVZLQkICHo+Hnn+aXZpMJpHwP3LkCAMHDiQjI4Pc3Fz8/Pzo2rUrXq+XwsJCDh06JJ6fw+EgNDQUqVRKWloaTqcTu93Ot99+y/DhwwkJCWH//v1UV1f7rJP9+vVjxYoVmEwmnE4nZ86c4dNPP+Wrr75CoVDgcDgYPXo0Dz/8cJN/w7aAv78/Wq0Wq9XqQ1DIZDKfNVdoSSrAYDDw1FNPcf/994vExL59+3A4HPTu3Ruz2YzFYiEuLo6srCw++eQTFAoFbreboKCgVsmQ1o4TWrNc9HInMOD8cYVSqWyQ6BBUsI1VX/r5+bFs2TIee+wxysrK8Pf3JzU1ldDQUDweD5s3b6a8vNwn1v8bFx5CKXBzn+lnnnmGF154gYMHD6LT6QgMDGTr1q0oFAqqqqpQqVQi+TBgwABSUlJ8krQhISGsWbOG4cOHs3XrVg4cOECPHj0oLi4WSUhBBSwQpIMGDeLAgQNUVlbWeV69Xi/vv/8+0dHRSCQSLBYLzz77bJvtqS91XBQFhkKhOGfNcktw2223ERwczBdffEFKSgoqlYqoqCjmzp1LYI0+162Fhx56iE2bNlFcXCy2Vk1NTSUkJESsWfX39xfdjiUSCSqVipKSEh9FiMvlQq/XM2PGDObOncvGjRvR6/VotVpyc3O5+eab2bBhg495TGhoKAUFBezbt++i9SXeuHEjXbt2paysTJRwq1QqiouLgbObikGDBjFo0CBMJhMHDhygtLQUh8NBdHQ0QUFBeL1e8vPzufHGG0UJb00H7JKSEsLCwprFol4OqG9yrW+DKJiiXe5oSeAlBJkajUYkGu6++242b95MRUUFgwcP5scff8RgMODn50deXh7+/v4+46Z9+/b1Orqr1WpOnTolHtfr9YpO0M3dsF/qcLvdLF++nI8//hi9Xk9oaCgVFRUcPXoUg8HgI7s0Go2YTCbi4+O55ZZb6j2exWLB5XKJREhtmM1mjh07Ro8ePXyCupSUlGaRC0LGGxD9j/5qyqWmXpMwT9ZHYCiVSgIDAy8riXhzznXMmDGkpKSg0Wiw2WzExcWJJFlYWJjYjrkmrrrqKgYMGEB+fj7t27fn119/ZeTIkdhsNr7++mvatWuHVqtlwIABbN68mQkTJhATE0N5eTlqtZrDhw+j1WqpqKgQN0IlJSUcPHgQl8sleiYYDAZxXT9y5Ag9e/ZEJpNxxRVXEBMTQ3x8PEajEYfDQZcuXYiOjsZsNtOpUydsNhsRERHA2eD6vvvuY/DgweI1CMqbgQMHimqRkydP0r59e1FtJNQp5+XlkZ2djcFgIC0tjd69exMcHCx6V5w+fZrdu3ezc+dO7HY7EyZMYM6cOfXO38KxIyIi+Pjjjzl9+jQqleqS2rgJHdHg7Fxfk6CovQHQaDTi7yiYsfbq1Yvnn3+euXPnYjQaqaiooFevXhw+fJiTJ0+K3jldunQRVZtCeXBrnX9bQVAPud3uy5LAOJ8Co6YMvyHI5fImeV8FBgaKhv7x8fF06NCBsrIyEhMT8ff3F317vF4vR44cITs72ycO+Rtti127dvHll19SVlZGr169+Oc//9lko+2AgACWLFnClClT8Hq9hIWFUVBQUGe+EObT+vyzQkJC+PHHH0lJScHtdtOuXTtyc3NRq9XicymQGGq1GrlczsCBA6murqaiokI09Z8+fboPySaUMV4oCHPEpRRfXRQCAxrODrUGRo4cyciRI9vk2PXho48+4vbbb8disRAeHo5OpyMnJ0dsjSooKRQKBTabjbKyMnbu3ElMTAxRUVGYTCYOHTrE+++/T0REBIsWLeKnn34iMzOTXr16ceONN/L999/7yJ2FYCgwMJBff/21DoHh9XrF1pOxsbGMGjWqTQwehQnfaDRiNBo5fPgwDoeDgIAADh48SJ8+fUQVTEpKClFRUWKGXAggBSMllUpFbGwsJSUlrF69mvbt21NeXo7JZOLHH39s9XO/VFBfwFD7NZlMRnBwMCaT6bL3aGjJ5qkhImHRokXceeedOJ1Ohg8fjt1up7q6msrKSqZPn+7z3iuvvJKkpKQ6xoAWi0X0mnn33Xf55ZdfkMvl+Pn5MXz4cJ577rnLauN3LuTk5PDEny37lEolarUaPz8/UU0lLNYChPnGaDTy66+/cv311+P1eikuLubnn39m8+bNZGdniwZpcrmcESNGMGfOHJ9nefbs2URERBAfH4/BYCAwMJC8vDy6dOnisxFrLGoH9QqF4pJaYFsKhUJBUFAQdru9Tta4PshkMnGM1JeVMRgMl90z3Jx1a+LEiXz22WfodDo2bdrE2LFjUalUGI1G9u7dy7hx4+o97pw5c7jrrrvo1asX4eHhJCUlid07rFYrcrkcpVJJnz59SExMRCKR4HK5cLvdvPXWW1RVVREfH09ycjJ5eXkcPHiQ8PBwZDIZhw8fFrtKHDp0iMrKSgIDAzl48KDoC6XT6dDpdERHR7Nnzx6GDx8uemoJfgrCuhkcHCwGsB6Ph/z8fMxmM8XFxfTu3VtUZXi93nqJBL1ez7Zt28jJyaFDhw6iR4dCocDr9XL8+HGefPLJJpfVSSQSkWS5mJBKpeh0OiorK1GpVD6ElVarxWKxiEm02mNF+KzFYhE7fEgkEsaNG0dgYCDPPfecWKoj+JrZbDbMZrMPOb5nz55W89Bqa2JBLpeLxq2XG84XEzVmDlEoFE0275bJZIwfP57x48cD8MUXX7Bq1SrRFB7OPjddu3Zl6dKlvPnmm006/t9oHr766ivWrFmDv78/SqWSQ4cO8dBDD7Fs2bImm1fLZDKCgoJEUtbj8VBVVeWTlBYS8jWfM+FZEvwBa5NsQmmIAK/Xi9VqFf+tUqkICQkRuyTWbjt/ISGRSAgODsblcl1S3loXjcBQq9VtRmBcaAQHB7N69WomT57MyZMnCQ8Px+VyodPpkMlkdO7cmYyMDPz8/EQjLqfTye7du9m1axc33XQTK1euFBcotVpdx+k2MjISu91OVVUVycnJmM1m0UPiqquu8hkcixYt4uOPP0an0+Hv74/D4WDx4sV88sknrZ4REdrECd8dGxtLeno6J06cQK1Wk56ejkwmIyIigoULF/LNN9/wxx9/0KFDB5/jCM+CEMB5PB5sNhsBAQE4nU5KS0t9FoW/CmpmkGuidvZaeJY0Go3PJHc5oiUbqIZKazQaDatXr+a1114T2/05nU4mTZpEt27dfN57880388svv6BQKDh27BhFRUU4nU7i4uLQ6/VMnDiR0tJSscbc5XKxZcsWVCoVw4YN49NPP6WqqorIyEiee+65SyrL2BgcPnyYhx9+WDQeVCgUqNVqwsPDKSkpIS8vj5CQEHGDtXfvXkpLS7Hb7aLKISEhAZlMJmYyFQoFKpXKx+wvNTWVV155hXnz5gFnSZAzZ84QFBREhw4dcLlcVFZWEhYWJnZyaipqB9t/tdIrQVYqqIDO55Zf837IZDKfoFypVF6W2dXmzBcSiYSff/6ZW2+9FYPBwK+//orb7aayspIHHnjgnGqfjz/+mDfeeAOr1Spu5qdPn87SpUvFWufY2FifWveMjAz69u2LTCZj+PDhLF68mG+++YaOHTtSWVkpthKtrq6msLAQu91OWVkZAwYMoLKykt9//53+/fsDZ8dJUVERBoOBDRs2EBQUhM1mo7i4mHXr1onnKfgcWCwW0Wm/tLSUDh068OOPPxIcHIxGo+HYsWNoNBpRfSA8D3a7nYiICJKSkjAajSiVStavXy8qfiQSCcOGDWvyvb9UILTaVqlUdeYFqVQqlupC/eoGvV4vkrsCFAoFffv2ZfPmzUycOJHy8nLsdjtGo5EuXbqwfft2dDodfn5+mEwmtFqtaOjYUrT12BXI30u5k1lDOB+B0RgFZWvc32uuucbH7NHtdoukUH3dGs8Hj8dDRUWFqOL+G+eH0+nkxx9/9CnbEvaby5Yt48knn2zyMe+44w4+/PBD0tLSkMvlVFdX++xfc3Jy6NevH2lpachkMnbv3k1ZWZlYLqvVasWkbVFRkTgn2Ww2UVVhMH9MMH0AACAASURBVBgoKSkhNTWVuLg4JBIJDoeDtLQ03n///ZbfmBZAr9eLnk1NKbVqa7RJtHc+qRa0nQ9GcyAYNAm9s5uDsLAw0SissLBQzIQJx+3evbvoA2G323E6nXz//fd1NvIN4aqrruLjjz9m165d2Gw20eUWIC0tjeeee44FCxZw//33k5ycTFhYGFqtFo/Hg91uJzs7m4cffpi1a9e2WgbObrdTUFBARkYGgwYNEidYnU7HjBkzCA0NRaVS0b59e3FRHD58OOvXr8dqtYrPgJBVFAxxhE19zd7mTe1JfrmgoXEglUpFSWfNe6FUKv9fExjnWsQ1Gg3vvvsuFouFysrKBlvIKRQK/vOf/4gdAQRX9/T0dMaNG0dxcTFdunShsLDQx5dhyZIlfP7556Lze3Z2Nvv372f58uWXlRnkBx98IPauFwgJAUFBQQQGBnLs2DFsNhunTp0STesESbjQCtfpdCKXy0UZZO32WRqNhvT0dKqqqtDpdHUWPblcLn53cxfE2uPnUt6gC90umpLBqJktErwrzkX8196ICUQeUMcN/XJBczdUUqmUpUuXkpyczJYtW2jfvj0TJkw4r1eK0Wjkvffeo6KiApvNRmhoqFgOunLlSvR6PampqXTt2hW73c6RI0d4+eWXfeamxx57jO+++05so+lwOERCqaSkBH9/fzE2iIyMxGazkZSUJH6/kOjo1asX5eXl2Gw23n777Tq/4e23387s2bMJCgoS66qFJIDL5aKiooKwsDCysrKQSqUcOHDAR8Xz5ptvsnTpUsLCwkS/LQGFhYWXlVdKbQjn3pCiQK1WiwRVQ+tK7WdFmK+kUinTp09n5syZKJVKqqqqkMvldO/eHafTidPppGPHjq2WdKnPeLK1IZfLL9vfuzElJOdDa6wdERERIgGYkpIiEvMSiaROW+FzYdOmTWLXQrlcTmBgIOPHj+f555+/7BR0Fxq5ubk4HI46Y1ej0ZCRkdGsY44aNQqDwcDChQsxmUxiTCSVSsXn5sCBA+h0OtGXSCgJERLPVVVVVFZWUl5eTqdOnTCZTEilUqxWKx6Ph5KSEpRKJcePHycrKwudTkfv3r157733mtRGvLXh5+cn7j+EzlQCMXOx0SYERmMmC+GHb6pkqy0gBJYtITDg7DVt2LCBkSNHisf0eDwcP36cXr160a1bN9Ht/Oqrr240eQFnJ8BbbrmFf//736hUKtRqtSjncTgcbN68mfnz55OcnIxCoUCr1VJUVERxcbHPBu3WW2/liy++qNcDoKmYN28eeXl5ommR8GD37duXoUOH1vuZPn36EBMTQ0pKCl27duXQoUPiAA8LCyMzM5Pu3buL77dYLERHRzdZ9nW54FzBtGACptPpxEXrUt6gNRYtJTDOxwD7+fmdt9YxPj4e+O/9FMqYiouL0el0FBcXU1lZKU7cQqvE4OBgvF4vFRUVOBwO7HY78+fPF1UGlwIyMzN58cUXKS4uJiIigilTpvh4VpSVlYkks+CULrhcC2SE0HHA4XDg8XjE+nGr1YrBYKCqqkpsIykE//VtAhwOB2VlZaLSIzAwUCQpBVgslmZlemsb78Glq8AQuh8IpQi1A4D6nun6ugwYjUaxFWB9qE3o+Pn54XK5UCqVl1TSoCloqWdOnz59miW/1ev1Plm8J554gnHjxvHaa69RXFzM/v376dmzJ6tXr65DLEilUkJCQjh+/LgoIS4vL+fKK68U3eQDAwPJyckhNDQUjUZD586d8Xg8YivyvLw84uPj6dWrF5MmTfIh9AWMGjWK+fPnU11djdls9tkw1xwLgYGB7Ny5E41GI27oPR4P999/P2VlZZjNZmJjY8X3m81mevToccmOp/OhsV04mpoYqbn+jhgxQqyJ9/f3JzMzky5duohxX1paGnPnzm3yudeHCzF2FQrFZVk+IuBSIDAUCgVjxoxh4cKFot8dnCVY/vjjjzotiWtj27ZtPProo1RXV4tKHjjbJW316tVoNJpmKQhaA6dPn2bGjBn88ccfeDweAgMDueeee3jkkUcuKdVOUFBQvc+C4M3VXPTv359ly5aJ/7ZarZw8eZJNmzZx4MABqqqqKC8vR6lUiskdq9XqU9IpkNapqanAfztJhoeHM2TIEKRSqaiGvVTm3trrjkql+pvAgLM34lIgMJRKZas9LBqNhi+++IKpU6eKD6NKpeLYsWO43W5sNht33XUXzz77bJOPXVZWhtPpxGg0UlZWJrYuEwbKxx9/LE6Y5eXllJSUoNVqxd9DYPdeffVVPvzwwxZf68GDB326qggtqs5nWvX+++/z5ptv8tVXX6FWq8Va1JKSEqxWK6WlpRgMBqqrqxk8eDCzZ89u8bleiqi5wNUHhUIhLmQCLpVJrblojexBaxgJJSUliQGLsHmvrKwUaxlLS0vRarU4nU6xHaWfnx8Oh4PCwkIx41NVVcXGjRt5++23L/oifurUKW677TYKCgpQKpVIJBLy8/NJSUkhPT1drMUW3Ng9Hg9qtRqZTIbH4+Hw4cNERkaKRoTh4eGcPHlSfOaUSqXYhQEQaz8FpVB1dTVSqZTs7GzMZrOYgcjJyaGyspJp06aRl5eHwWAgJiYGvV5PcXExHTt25JFHHmny9dZH/jXVTf5CQaPRiM++cN3COcpkMkJCQqiurvZRZzRE2gYEBFBSUlJnDNRW08DZ38hoNLbmpVxwtEXJWXMRHR3NihUrGvXe/v37c/ToUaxWq+g4f+DAAaKjoykpKaGyspLQ0FD++OMPkaQ2m808/fTTqNVqunbtyv/8z/+c93uUSiXZ2dmiZ0NISIjP361WK4GBgaJbvgCpVEpOTg56vZ7CwkKxA5rVasVut7Nw4cKm3ZxLCI3dqDR101r7eXr88cd59dVX0Wg0uFwu/vjjD2QyGdXV1cycObOOUWxzcSGIhcs5OdIaCgwhlm5pbHHzzTfzySefiP4qwn9tNhuLFi3i7bffrvMZr9fLI488QmJiophwrD3/S6VSNm3adMEIDLvdzuzZs/ntt98oLi6muroaiUQiKjcLCgp49913SUlJYcmSJRfknBqDgIAAOnfuTH5+vk98XVVVxT/+8Y9W+x6tVkvPnj1FryGA+fPn88UXX+D1esW9rRCPCPGK8PsKuO++++qoVy8VqFSqOompSykR0iYRd1MIjIuNmgOytWrMevbsyZdffklUVBQOh4OKigrMZjNxcXH89ttvYg/1puKaa64Ra7mEFk2CtFAikYgTpVQqFcmN2r+FRCLh6NGjLb5G4VhNeV2AXC4nPDwclUqFw+HA6/WKC7TVaqWoqIjMzExcLhezZ8++JJ6TtkBNZUV98PPzQ6/X+/yGwvN6uaI1CIzWuP6wsDDcbjcWi4VTp06RnZ0tSvOFFnrV1dWYTCbR+8Hj8VBUVAT819VcKpVSUVHB8uXLW3xOLcHChQsZNmwYBQUFPnJjiUSC0+nk559/5ssvv6RPnz7s2LFDNKCyWCxUVVVhsViw2WxkZGRw4sQJXnjhBZYtW4a/v7947VarVZx/NBoNxcXFyOVyqqqqcDgc5ObmcujQIXFz7Xa7qaqq4v7772f8+PHk5uaiVCqx2WwcPHiQXbt2kZGRQadOnZq10WxIvXQpZhFrnpNCofDJ7AcEBIhljEFBQchksnO2OhUID6PR6DOe/qrzZGt0LboYmD59upgcEUqwtFotJ06cwOPxUFZWhtVqpX379uJa0LNnT+65555Gf4dWq8VoNIpePRKJhKKiIpEcczgclJaWil3R4GxdvhCTCAalAqkpeN20tKT2YkLw9GkL1F5/r732WhYuXIjFYqGsrEzs8vPss8+KJYpNhUDC1sSlOKddSmgNE09ondjCZDLh8XjweDwUFxdTWFhIQUEBRUVFHDt2rN7PrFq1is2bN4ul58Lv73Q6MZlM5OXlkZeXR3p6OllZWY06j4yMDF544QUGDRrEwIEDufLKKxkxYgT33HMPiYmJ5/xsamoqAwYM4KuvviIvL09MTtT2bJNIJOzYsYP09PRG3p22h8PhwN/fnyNHjnD06FFOnTqFw+Hg6aefrrdLSGti9OjRYvx1qSVRmoP6kijCfvlSwEVXYFzstnc1FwshuG4NxMbG8s0332A2m5HJZC2SLgno3r07Q4YMIT4+Hq/XK7pGO51OcbDodDrRY+NCoLYc3OPx1DFNrA9ZWVmig3tNz5SaC3dxcTFZWVmtZoJ1KaG2x0d9kEgk9b5Hq9ViNpvb6tTaFK0x8QndfJqC2gvKI488wqZNmzhz5ozYmtbtdqNWqyktLRXLRITPCG2uhLpHYdwJ15SQkMCDDz7Y4mtrDvLz81m0aJGPf4yQARCuLTs7m5dffln8TGFhoai+sNlsSKVSXnrpJe6++26f8Xz99dezevVq8X0KhULM0DqdTpE01Wq1ojlxbdjtduC/pI8Aj8eDRCJhz549Tb5mof96fVCr1W0qcRSuoSkBSu0NSM3SpJrXoVKpCAsLO++xJRKJSHAIqo222rRdbFwoBYagJmyteEQulzN+/HhWr14tGrIplUqfWGDMmDFkZGQgkUi44oorePTRR5t8vTNnzuT2228Xu3/Z7XbR88Jut4txyJYtWygvL8disYjPlzCXCZsm4bsDAgIuC3Nif3//OgbArRFrnQuCRFzAlVdeyaZNm3A4HFRWVmI0Gpu9zglJC4vFQkVFBfBfI9+/0TBaQ4EBzYstaqNz584EBARw/Phxn3XI6XSSkZFBYWFhnfaXGzZsEMehsC5WV1eLCRMBVVVV3H777axYsULsmCYkH4KDg3G73bz++uusWLGiwY5VWVlZ7N+/n6effponnniizt+9Xi8vvPCCjxpQWLvrS/LabDY2b97so0Rwu90UFRWRlpZGUlISXq+XEydOIJfLufPOOykuLmbjxo0cPXqUwsJC3G43RqORG2+8kRkzZpw3Nm4IJ0+eZNKkSZhMJp/XJRJJnU6NbYErrriCK6+8ku3bt/vEjoBIDAvwer20b9/+oqgvzkewCL91Q0kUpVIpxnUXExeVwICzE3ZNo7wLjZqBZVtka1rDa6ImPvjgA/Lz80lOTgaoM0mZzWa0Wq04oddu7eP1en1qXc8FwaE7MDCwzt/Wr19PWloadrtdNBQVyh3mzJlz3mOPGzeOjRs3+vRArr0A+fn5XVTzmraCVqttUTtDgaS6VOrQmoLWUGA0JxsVGBiI2WwWNyehoaF07tyZzMxM8T1ut5vS0lKxbWXNDKTD4RBNcd1ut88mx+12s3//fsrKyhqU62dnZ7N69WoCAgK4++67fTLwLcXy5ct9zMI8Ho+obGoIgtGcgJiYGO67774675s1axZRUVEsWrQIi8VCaWmpaAxcEy3J1jb1mRDaYZ7r720FiURCaGgoNptN3GCcDw1lLHQ6XYNlIo29J8Lmxmw2/2UJjJZs3s6lqqwZxOl0OvR6PRKJRFQhtAZeffVVdu/ejclkoqysTCRJ3G43Tz75ZL0biKaid+/exMXFkZGRgclkQi6XI5PJsNvtTJkyhT59+uD1eunYsSN5eXk+84JQuhkcHCwSnxaLhYceeuiS3zRrtVr8/f1F8tRsNvsQe20FwbSzvtdbUjIiPIPC/9tsNpxOZ5sTMn8FeL3ecz6vjVVXq9XqRs/r5zrGNddcw+HDh+v8zWw2M2/ePBYsWODzWkpKCvBfIkYqlTbYccpkMjFp0iTRT8nr9aJSqejSpQtKpZIDBw6c9xwrKir49ttv+cc//lEnnsrNzeXkyZM+r9WO02snSObNm8cHH3xAu3bt8Hg8nDlzpsE5tGaXltrX9cUXX3Dw4EHWrl3brDhv+vTpdcgLgGPHjvHBBx8wa9asJh+zqViyZAnz5s3jm2++8ZknBFWqUG4WEBDAW2+91ebnUxsSiaROPFz776GhoeccT5cKgXFRS0jAtzb4YqBmsHs5+AtIpVIWLVpEcHBwvRtYj8eDxWKhuroal8uFzWYT5fBms5mqqip+++03xo4dyxNPPEFubi4AeXl5zJo1i8GDB9OlSxciIyPp06cPgwcPZtKkSXUmtK+//hqLxSIaiQo1tDqdrlGkzahRo4iLixPvf00VCZydyPv161ennvdyh0wmIyAgoMXPfGsTYxcKF6OERPChCQoKQq/Xi+O8vqBGaHNYu+WZ1+sVWxfXN+nbbLYG69WnT5/Oddddx8KFC3njjTcYO3YsmzZtavT5W61W8vPzxWChJk6cOMGXX37pc57nIy+aAolEwtSpU9m3bx/79+/nwIEDTJgwoVnHqt33HM6eb0OGv/VBcGQ/1xpTs7tJa0Oj0SCTycS2xrUhkJM1cS5CpTXGg9Av/q/qTt+SjbRQ114bBoOB8PBwAgMDCQwM9CGUW3NulclkxMfHc+ONN9K+fXsCAwPp1KkTb775ZquQFwLmzZtHRESE+Kyp1WrRcBTO3ofOnTvXOy8Ivj4mk4kzZ84ANHuMX0gIG3shU2g0GpuduW0KWqucQ+jgBNSJmyQSCUFBQYSEhFzWJaMXEq2hwJDL5a1yv8eOHdvgd3733Xei6bfVauWWW26hpKTEhxgQzLMbglD2Kaypdrudw4cPN4q8EHDixAnWrFkDwB9//MEDDzzALbfcwqRJk+rEP4LRt8vlEr+vdjwidDvMyclp0eY2JSWF1atX13nd6/WSn5/P8ePH65yf1Wpl8eLFYmK3PrRW6fz5IJPJmDFjBqmpqRw8eJAffviBBx98kCFDhhAXF0f//v2ZOXMmGzduJCYm5oKcU00Iht4NzZV6vd6njKk+XCpz0kVXYAhGhheDzaldK3k5EBgA7dq148knn2TOnDnnlLsKrruC27nQk7qkpISSkhLS0tJYv379OeVEVquVvXv3MmzYMHQ6HWFhYUybNk1kjAUIn29si0+JRMLnn3/OZ599RkJCAseOHfOpxx09ejTz589v5B25NGEwGJDL5VRUVIjZ7tbKkgobucrKSjGAu9QzZtA6GzbhGRHUR+eTwwn3XCjlUqvVmEwmBg0axIYNG+q8X1Aw1Pf6ubBlyxZGjBjBhx9+SL9+/bDb7YwfP54jR474vC83N5cXX3yRPXv21BsMu1wu/vOf/7B27VqRNFEqlQQHB/OPf/xD7Bxw+PBhHn74YR8JdX0kR2MgyFHPBSGz2ZgSsYZQXV0tKhI8Hg+DBw9ukqGxkCU/H1QqVauXJqpUKnHTJGR6awdSQrcVoQRJ+Fxb469KXkDLr612mapCoRCDt/rmY6EOvbljqb7vf/PNN3E6nWIL9Nb+vaKjo4mPjychIYGcnBzGjh1bZ5yeK76pOedFRkZeUspHwZ+jpmJMoVDUuZ5zlZW1JoTuR02dX/z8/FAqlVRUVGA0GsV5wuFw1HveNQ3S/8a5ca4SEqVS2aT72BolurGxsURGRpKTk1Pnb16vlw8//JDdu3eTlpYmlqwI5ak1/ezaEm63mzfffJP09HTi4+PrVS7UPGcBbb1X83q9bN26lXvvvVf8TX/++Wdef/11zpw5g8fjQaVSMWrUKBYuXMjcuXP5+uuvz1s239SOQ60BPz8/4uLiiIuLu+Df3RCENU+r1aJUKn3KlKRSaaM6Pl4qBIbE28JUXUVFRZ0gLjAwsEkbNZvN5lNvdaFgMBh8WCiv10tBQcEFP4/mYuXKlbzwwgvnfM+MGTP49ddfxR7zbY1Bgwaxbt26Zn1WMAMUWtBezlAoFKJ6xOVyicZqTR0bfyVUV1djtVpbpStCdXW1KLE0GAwoFArKy8vrDSrDwsLqZMvLysooKyvjuuuuIzs7u97vUCqVDB48mJ07dzY5oOjRowdKpZKDBw82+J4bbriBJUuWUFBQgNFoxM/Pj4KCAsaMGSOWb9UHo9EodkZpDcTGxvLDDz/UaQXZEKxWKzfccINP+Y0AYRNxPhluu3bteOeddxg9enSjz1MikRAeHt6ozV/N56M1ICh4asLhcFBcXCz+WyCZap5DWVkZYWFhf2mCoa0grMUtrRG2Wq0+ZaoBAQHnDdLKy8sbTcZfLjh58iSjRo1qsDYezq5biYmJPq3MLwQEWXV9m5DQ0FAkEomoDoG6sduFhqBmbQwMBoPoN/Q32gYbN25EpVLVIe0kEkmT5w+Px3PeTnqNwfTp01m1alWzP18fcdcWUKvVjSIl5HK56M90+vTpNj2nCRMmMHXqVAwGA+Xl5Tz00EP17hFjY2M5evToeRWn/v7+rF+//oLPa5ciQkNDfcjfoqIi8Rnz9/dvdBxoMpnqxNvNGW8twUUvIYGL555eX8u5hhaZSzEAvfPOO+v1pxCgVCq59tpr6xgBtRWkUinPPfdcsz+v0+nEzMTljtqtT3U6HVKp9C/bKaCxaK2MkkqlQq/Xo9fr0el04uax9jgV6sFrIyAgAH9/f7p06dLgd/j5+bF06VJ+//13Ro0aRXBwMKGhoY2aoDMyMs5JXgAkJCTQuXNnhgwZQmxsLJ07d2bQoEHnJC/gLPnSGuSF0WjkvffeY/PmzY1etOAsc//ZZ59x1VVX0b59ewwGA4GBgYwYMYJPPvmE9PR0+vTp0+Dno6OjSU5ObhJ5AYitYVv7vQ1B6Awil8vrJd2USqXPs1X7Hv7VSzsuBFpj01eTMBZ+0/OhvnnaaDQ2Kjt1qSIqKopBgwY1+HeZTMa//vWvRgf5rTWXS6VScQ6pTe6r1WpxDhf+JqynFxONLSMRpNp/kxdti4YUGM15RqVSKWq1Gn9/f0JDQwkLC2vS+ijg7rvvbtHc36FDB1588cVmf76xaIyXWv/+/cnJyWHv3r2tWvpWHyIiIvjnP/8pKow/+OCDBhPcmZmZ5yUvZDIZH3744d/kBfW3Wq855zZlfbsUErEXvYREeL9CobhgnTME1LdRFjp7CJBIJKjVavz8/KiqqrqksjIymYwXXnjBp7tATXTo0IHo6OgLZgIVGhrKsGHDLsh3XeqoPbh1Oh0qler//WamNSWxtZ9rgSCqmU1oaJKVSCT4+/ufU1YtlAF06dKFFStWiK/b7Xb69etXx/2+ORCICEFK3FoIDAwkKiqK7OxsqqqqRIdzjUbDk08+yaOPPtqikrmYmBi+++47sb1a7bm0c+fOpKam1vvZ9u3/j707D2+qTP8G/s3aJE33BaiUXXakIiK7bIrAoI4oAlJHYFiGXXkZRcSCAqK4DesgUkQFERQEBEEKAgMIyGhBbCu0UKC0hZbSQtc0y/tHJ+eXtGmaNidN2nw/1+UlzXKeJ8k593nOfZ4losrtSyQSaDQaq7uc1Zmczxy3azqjvEQiQWhoaJXfkUqlQkFBgTCutDxeuDhHjGGd5guS4uJiaLVah2KwWq3GvXv3hDtM/v7+UKvV8PHxQVFRkc1Gs/kuu3liPVcxD4Uz93KqTlmffPIJnnjiCWHuKzM/Pz9s2LDB4fO3Wq1GQEAAbt686fRn9fHxEc4LwcHByMzMFOKiZaIiKChIWKHB3Ry9EeEJjXxvkJ6ebnPVnJq2N8rfGDS3/6tz46Bz585o3bp1jeZekMlkwnDRuLi4Gq3UBZR9/k6dOmH06NE4fPgwfvzxxwqvkcvlVV57de3aVfj3qFGjsHHjRoeXc3WUXC5HmzZt8P7771std2rvHOrIMK5HHnkEjz/+uCh1rOtsXfOq1WoUFhZCo9FUq72i0WgqjL6obS5JYNTkBOPj41MrCQzz2Ovy6xmbKRQKq4xkgwYNhNdptVqPSmAAwOjRo7Fz506cOXPG6nGVSoUXX3wRSqUSzzzzDC5duuTyurdv354NdthedcA8rtrbuXpMb/nukPYyyj4+PnjhhRcQFxdn80TYqFGjCsudmcv4xz/+gffee0+cSotMoVBg2bJlGDZsGEpKSoQGSnXHAjuisob8G2+8gV9//RXXr1+3ejw0NLTShKuZeZZshUIhJDDsLelVGfO+oNFoqnVRKZFIEBgY6NDFs0qlQmFhYZ2dVNfTiTUvlb+/P0wmU7Xu3AcEBOD27dtWQ07MyZDyibGgoCBh/5RKpaIkNyvj6+sLX19fyOVymEwmFBUVOZyoCwgIwKeffoqYmBhcu3YNCoUCnTt3xvLly6v13ZjnXKpuktBy7iKz8jHEx8cHJSUlFZKC9nrI1jbzWPGq2lTe3uOytsyaNQs+Pj7o2LEjVq1aJfSYE+t8Z16ZobCw0OFVSmQyGd59911MmjTJ7vwStqxevRrDhw8HAMybNw/jxo2r9jB7lUqFzZs3o3v37gDKEiq//fabVY9suVyOzp07448//qj0OO7QoYPVPFVqtRqfffYZZs6cifPnz9udK0gikWD8+PFo0aIFLl26BIVCgWeeeQa3b99GSkoK+vXrh4iICGHlFVvHS48ePXD48GGb26/qGJRKpRg0aFClz3sbW+dT89Cgmmyr/Fx0YgwPrw6XzIHRqFGjaicxxB6zXJng4GDIZDLcu3fP5vALy3pIpdIKFzDZ2dmi3ikVQ0lJCVavXo1vvvkG+fn5aN68OebNmycELgBYs2YNduzYgT///NMlEwSp1WqcOXPG7pAWb2Fey52sfffddxg8eLBLl7kzmUzCRE+W85BUJi8vDzNnzsTmzZutTsRBQUGIiYnBc889V+l7+/fvj4sXL4pWdzGoVCocOXIEkZGR7q4KsrOzsXjxYhw/fhwGgwFdunRBTEwMmjRpYvd9lheM5nGW/v7+1e5JZjKZhGT1nTt3HL7QsrwYdYRer68zE0DXJRkZGcIQMXcx35myVNXcJ0ajURgGptfrRT3fyuXyCsOSSktLazRMtLS0tNIbOfZYzkVTXFxc5ZA3M5VKhaCgIGRnZ1vdrGrYsKFVHYqKiiCTyURb7cNVTCYTcnJyKu2CL5PJPGoy1PrM8njo06cPtm7dCqDsAlfsyRuru8yyTqfD8OHDceHCBYdeP3jwYMTGxlo9lpqaikWLFuG3336DXq9HcHAwBg4ciJKSEmzZssXmzd/BgwdjcfhF3gAAIABJREFUw4YNVt/NgQMHsGrVKmRmZsLX1xcDBgzA/PnzsWrVKuzZswd5eXnQaDTQaDQICgpC+/btMXPmzErbs+alVC9fvozo6GiruUOkUilGjRqF5cuXO/S5K1NcXIwRI0ZUWDjA19cXU6ZMwddff420tLQK71MoFBgyZAhWr17NyXD/x5H5n6rDYDAI8/sFBga6fAnr8kRPYDgziYflZCKuYHlCMRqNNndqy4k8bU3cVn5CsLrEZDIhMzMTf//733H+/HmrhpVGo0FYWBiCgoIwbNgwYdyYI59Vo9FgxYoVGDJkiCurX2eEhITwzosNgwcPxu7du13+3dy7dw/37t1zaKI3cwM8JSUFMTExyMrKQtOmTTFt2jR07tzZ7nsvXbqEyZMn19ryXFUJCgrCggUL8Pzzz7u7KjWmUqmskqC5ubkoKiqy6glXE+UvOisjlUo56aaHyMjIQHBwsEfGUssJzKqK9zVp11S2slJly2revHlTtFVTqlL+GLUc8mFPaGiocMfOfCyWT/7URQUFBTZXrajOhHjkHMt4HRISgn379qFx48YuuZlUVeLKFqPRiL59+1Y6YThQdlwNGTIEy5cvr9aF4NGjR7F8+XJcunQJBoMB9913H8aNG4fo6OhKeyyVlpZCLpdbfW/mZVJrOgfdsWPH8MEHHyAjIwNqtRp9+vTBwoULRUnuFxUVYcWKFfjuu+9QWFiI1q1bY/78+YiKikJ6ejo++OADJCUlobCwEC1atEDbtm0xYsQItGjRwumy6xNzDBaTeYldd9zEET2B4UzW2dW9MBwNZuYGR/m1uYGygzwvL09YD7m25+0Qg8lkwqlTp3Dp0iX07t0bTZs2tRno8vPzsXPnTiQkJCA0NBT79u1DSkqK1ZKg3bt3x5tvvlknJsiRSCQuX6KKF0CV69u3L+Li4lx+Z83cwAgODq7ydzAn9WoaBg0GA44cOYL4+Hh8/PHHdvctR2f7thQWFoZ33nkHU6ZMsTnMRSaT4cEHH8SIESMwYsQIt09u56zyJ1iDwYDi4mJRPldlFxqWbMV8co+MjAyEh4d7zLABS+aV0xy5AK/uKmtSqRRhYWHIycmpsHRoZT3KqtPDyFnl7+I5siKHXC5HeHi48Pft27dRUlJSo55Vnsj8ecxkMpmwegq5nuX3rFKpsGPHDnTu3Nll+5fJZKrQk6gqOTk5mDNnDs6ePYuCggLIZDJ06tQJY8eOxRNPPAG1Wl0v9heDwSAsB0uepSajIzyZ6CkTZ+6S+fj4QKvVumxiEEfv5CiVSpSWltrMRJrHR5s5evfBk0gkEvTo0QM9evSw+zqtVovo6Gjh7zlz5sBoNMJkMnlko7IqoaGhkMlkyM7OrvYa7o7iRJ2V69ChQ6105ZNIJBV6Ttl7rVKprNbdFEsymQwDBw7EwIEDkZ+fj08++cTm68xDO1auXImvvvrKoZjRsWNH7Nq1CyqVChcvXsSkSZNw9uxZFBcXQ6VSYcSIEXjjjTc8vqu1o8xjKi3JZDLRkjK+vr7Iz8+v9E61SqXi0C8PIpVKPfY8o1arUVpa6tCdUrVajdzcXIeTpFqtVpio0zLxYa/rr0KhsJvAEHOS9PLtqPKT7dpS/nvSaDTQ6XS13uXYVXx9fa3OISqViu0AN7nvvvvQtm1bAK6bRFkikSAgIMChXn1mwcHB2LhxoxAH6uv+4akx29spFIp6t895VAIDKJtsy2AwiH43wXyh4gilUomCgoJqTeLmLerqWDKVSiUkpMx3t2p60WpPfWmQuUJMTIxH7j/OJDAsxcTEICoqCvPmzbO60x8ZGYkFCxYgMjIS7733HqZPn4633noLmZmZaNKkCaZPn47CwkK8//77yMnJgZ+fH2bNmoW+ffsK2/Dx8cGmTZsAVL5kXF1XG4kYtVqN/Px8KJVKyOVyqNVqoYcH57HwLJ44dMRSdZJd1Ykx5nOI+SLYfMFj79xS1bETFBSE/Px8p9sqCoWiwgWKQqGwOTmnpfLJF/N8GPXlYse83Kv5xoin77v1VVBQEKKjo4Xv35XtDaVSCV9f3yqTd+XVx3M3eb76GJNEH0KiVqudnonUaDSKsjyXpfLjNu0xGAzIzs52aCiMTqfD7du3XbpsGjmv/NhhR8fE22Ne0caMk3bZp9PpPLK3QHUmoqvONs0zZ/fv35+JLQc4MmeJswwGgzC8qL5cPNVXJSUl9abRZZ6Xpyrlh4mY32drPi5LlpMXl2d+r16vr/ZqCOVV1iXfXgytTturLrOcH638xKTkWoMHD4ZSqcSkSZPw0EMPCY9XNmeMWOwdd0SepD7OzedxPTDM29BqtdVeisy8FKutYFKd9bhlMpnDd1eUSiUaNGiAW7duOR3EJBIJfH19UVRUZLObs7mboquGP9RXvr6+FU5iSqUS/v7+yM/Pr9HvZl7KzrJBWB/G8rqSpzboXNHAUalUGDp0qOjbrc9qoweETCarcmUa8gyemOysKVsxxjzbv+UNkPKJTj8/P0il0iqPDYlEYrM3qOWQV7lcLixRWlOVDWMxD78yzwum1+uFdoq3nBc1Gg1UKhX0er3Hnuvqq61bt9rste3qJLVEIoGPj0+tzT9DVBNSqbRenU/NRG8xitU9ys/PD1qtFkajEQUFBUIvD/M4aYPBIIz79PPzEx6vbJWQ6maeqnPHVCqVIiAgACUlJU510TTPuO7j41NhMlOJRAKtVgu1Wu10zwFvIpVKK50J3NywcmRdb5lMBoVCAa1Wi5KSEmGb5sSYufHiyWJjY5GSkgKDwYCRI0eiS5cuwnMpKSmIjY2FVCpFYGAgZs6cKfqFvac26sxLCfIuinu58k4ZVY+7YwVQv7pa+/j4WA2zUKlUQmLBfLNGKpXa7IHkaK8kWwkMX19fq4u48nM12GNO8t+7dw8lJSXQarV2Y7hlosJkMiE3N1cYXuIt6uuFQlU8IV6U5+PjUyttDqVSyQQGeTRfX1+POZ+KGSs8sgeGmUQiEXpDmE8K5SdJLH+C1mg0MJlMuHfvnnBBYmvcptjUarUwnromF0JqtVpIspRv7MjlcmFiL/N/tbVkWl1mvsNlb580H9g6nc7mScjcG8gyAFg2UOpK19j4+HjcvHkTS5YsQU5ODhYsWICoqCjhu4mNjcW4cePQqlUrxMbG4tChQ3jiiSdErYOnJjCAst+0uiuEkHikUqlH7x/exBNiRX1jnlg4KysLBoPBaqUbrVYLnU4HjUbjVCPTx8enQtug/I0YlUrlUPvBcsiKv7+/cKPIURKJxOmhxFQ3eGq8sDfprZgs24NKpRJ6vZ43QzyUj4+PMJTZFXPguZv5Rve9e/cgl8thNBqhVqs9ZnU6sWOF6C1GVzVCVSqVzZmdbSUmfH190aBBA6HbZW12YdRoNFAqldXKMEskkgqNA19fX2g0GgQFBSEsLMwqGHv6nX53Mq9tLZfLERAQUOXdEPOwHfPYXsuuulKpFKGhodBqtR6TvaypK1eu4IEHHgBQlnTx9/e36slz69YttGrVCgAQFRWFlJQUt9TTXWzFCHPPqvINIV5oi48xzXMwVriGeeWCkJAQq3aLObnh7Dw55sarmbnXYHlVtYdkMpnVSmsKhQL+/v51/hxIruGJ8UIul9faOUWhUAjXJyEhIQgKCqp3cw3UB1KpFEFBQQgPD0dwcLBwjWB+LiwsDCEhIQgICBBuntcFCoUCarVauNHq5+eH8PBwhIeHo2HDhggICPCYNqvYscLpHhg//fST1UWiv79/pQdvcnKyUDln5ebmWp1kbW1fp9OhuLhYtKXxzp07h86dOzv8+sqW7JPL5VbLnqlUKty4ccPm92PrcxqNRhQWFtaoF8aVK1fQvHlzu6/Jy8uzukMk9vadKffKlSto27YtTCYTdDod5HI5ZDKZkG0074smkwnXrl1zqFzL7zgpKQnNmjWDyWSCQqFAWlpajT5LZZKTkxEaGlrhNxVDfHw8kpOThb8HDRqEQYMGAQD0er1Vw9U8Vtes/DrqYi25ZykuLk70z+1ITLF1DNlSXFwsZOUVCoWQuDCZTCgoKEBycjKaN28OX19f6PV6uxl8Z44hoObHUU3KdeaYrW6ZtsoyX3hV9yRb1e8q5vmmqnJdVZatMsUoy9NjBVAWL7Kzs136vZb/Lh2NFTXdvi3OlGlr++ZhJD4+Prh+/brN9+Xn5yMnJ6fCcSuTyaBWq4X3ib1fu+PYqW67rboqq79Y+1J1vp+alFnV9u3FCsAz4sXx48etbjSo1Wqr9p+rzwW2tm/ZnhDDlStXEBwc7FS7oqrtV9YOcLY9U9X2xSjT3vYlEgk0Go1Ve95oNEIqlaKgoABKpVJ4Ljc3V+jxXlhYKKz6dunSJafaSVXJy8tDTk5OtcowL7ftKMv9VOxzHQAcPHjQagU+V8cKpxMYP//8s8NfeGJiotWHc4atnVXM7dty5swZl06gaav+zl5c2CqjqsSHM2U6sn1nynVm+46Um5iYWO1lsaojMTERKpXKZYFw2bJlNh+XyWRWwcCc/DGzXEVHp9O5ZIxqXFyc6J/bkWNerGOoOvues2XWdD+vSbnOHlPVKVPM47eqcl11PnDHuad8jBKjLE+OFUBZvCguLnbp91r+u3TF+daV8cmZfcHR862Y37+3tNsAcc87jn4/NY3/VW2/slgBeEa8OHHihFvPBa7ehwHXtx3tnZvF2Jere+6vbplitS0qK9cV1x7lyy0uLnZpGZb7qdjnOgC4efMmPv7440qfFztWiDIHhuWyRfYEBASIlgW9cuVKhXLF3L4tFy5ccPiz1oSt+tv6nGKXUZ4zZTrzGzhSrit+Y8tyXb0PBQQEID4+3qX7kS0tWrTAgQMHMHToUNy5cwd5eXkIDQ0Vng8PD8fly5fRokULnDt3Di1btnRJPcT+3K7en6tbllhl1nQ/rEm5zu7z1SnT1ecAV5VVVbmujhu1GaM8JVYAQPfu3V0ejy23z/OteNt3tMz62G4D6s55x9nv31PihTvPBa7ehwHXtx3tfQYx9uXqfkfVLVOs36CycmvjHF+b5zuxz3Xm7dsjdqwQJYHRtWtXUV/niG+++abC9sTcvqNlisnWtsUu05FtOVOmM3V1pFxXfP+W5bp6H+ratSvi4+NdXk55UVFR+O9//4sFCxbAYDBg/PjxOHbsGHJzc/H0009j/Pjx2LhxI2QyGfz8/DBmzBiX1EPsz+3q/bm6ZYlVZk3fW5Nynf1uqlOmq88BriqrqnJr89zj6rI8JVYAwKhRo1y2baDid8nzrXjbd7TM+thuE7NcV593nK2jp8QLd54LaqM95+q2o73tirEvV/f91S1TrO+lsnJrI07V5vnOFXGxqu2JHSucTmBYjm+pTe4ol2Wy3LpYntmECRMqfa5ly5Z4++23XVq+t/y+7irTXeV602d1V7m1Xaa7YwXgHd+zu8p0V7neUqa7ymXbonZ5S9vRm/Zlbym3PsQKicly0AkRERERERERkQfyjLVViIiIiIiIiIjsYAKDiIiIiIiIiDxelQmMhIQEjBw5EklJSVaPr127FtOmTXNZxSzt2LEDEyZMgE6nc1kZnvA5t2/fjoMHD9ZKWdUpe82aNYiPjxetrNr4PS198803iImJQUxMDJYsWYKsrKxaKTctLQ1vvfUW5s2bh7lz5+Kbb76B0Wi0+drCwkIcPny4VurlKp5wDHlLrAAYL1yF8aJ2uPs4Yqxwb7lixwnAO2KFt8UJwDOOI2+JF2xXuAbbFeJzqAdGw4YNrT5UcXExLl++7LJKWTKZTDh16hT69OmDU6dOubQsd35Ob1GbvydQtoTa1atXsWjRIixatAhDhgzBpk2bXF7u3bt38cEHH2DChAl455138N5776G4uBhbtmyx+fqCggIcOnTI5fVyNcYKEhPjBeOFKzBW1D/eECu8NU4AbFuQeLwhVgD1P17IFi5cuNDeC7KyspCTk4ObN2+iR48eUCgUOHbsGEJDQ3HlyhU0bdoUK1aswJEjR7B//35ERUXh6tWr+Pzzz3Hy5EmUlJSgefPmNa7g+fPnUVBQgCeeeALffPMN+vfvj2nTpiEzMxN79uxBXFwcmjVrhqCgIMyaNQsZGRk4d+4coqKiqlVOTT7n5s2bUVRUhCZNmqCgoADz58/H448/XuPPmpCQgOLiYhw8eBDdu3cHAEybNg2PP/44Fi9ejPT0dOzevRt79+5Fp06doNVqa1xWdcr+9ddfERkZiYYNGzpdTmW/5+OPPw6ZTIbt27cjPT0dTZs2RWxsLPbs2YMTJ07g6NGjaN++PXx9fatVXl5eHg4fPoymTZsiMDAQERER6NChA65fv45Vq1bh4MGDuHTpEh588EF8++232L9/Pw4fPox9+/ahoKAAbdu2rdHn3L9/P5o1a4aHH34YACCRSNC+fXusW7cOTZs2xcqVK3H48GH88ssvePDBB7F8+XKkpaXh5s2btb7EqlgYK2ovVgCMF4wXjBc1jReMFbUTK2orTgDeESu8MU4AbFvwOoTtipqo7/HC4TkwevbsiZMnTwIAjh07hkcffRQAkJqaildeeQVvvfUWmjdvjnPnzgEAkpKSMGnSJPTv39+pCsbFxeHRRx9F48aNodPpkJaWJtQnJiYGf//737F+/XoAQEZGBrp3746XXnqpxuVV53MOHjwYR48eBQCcOnUKffv2deKTVu2+++7D/Pnz0adPHxw/ftylZblKZb9neUePHoWPjw9iYmIwa9YsXLlypUbl3X///Rg/fjzi4uLw2muvCQH4k08+wSuvvIIlS5YgICAA//nPfwAAGo0Gb7zxBhYvXowzZ87g6tWrNSo3KysLjRo1snpMLpcjKChIKHvx4sXo0aMH/vzzT8yePRuNGzfGlClTalSeJ2GscH+sABgvaoLxova5I14wVlhjrKg+d8QKb44TANsWnhAvGCuqj+0K15A7+sLevXvjgw8+QNu2baHVahEQEAAAiIiIwM6dO6FQKJCRkYEWLVoAKPvB/P39napcbm4ufv/9d9y9exdSqRSFhYWIi4uDTCZDu3btAADNmjXDnTt3YDKZoNFo0L59e6fKrM7nbNq0KUpLS5GTk4PTp09j+vTp1S7v7NmzaN26daXfleUqty1btgQAaLVa3L17twafruZli6Gy39NWmVeuXBGy11qtFpGRkTUqMzk5GY0aNRJ+m2vXrmH+/PkwGo348MMPAQAlJSUAyg7sjh07Cv9u3749rl69iqZNm1a73NDQUGRkZFg9ptfrce3aNURERCA4OBgAhJNNbY2Hqw2MFa6JFQDjBeMF44Wz8YKxooyrYkVtxwnAe2KFN8cJgG0LXoc4z1tiBVD/44XDCQx/f38EBATgiy++sOqetGbNGqxduxYKhQIrVqwQHlcqlU5X7siRI3jqqafw17/+FQCQn5+POXPmQC6XIzExEe3atcP169fh7+8PiUQiSpnV/ZyDBg3C7t27odVqaxQojx07BqPRiG7duiEzMxORkZEoKCgAULYz3blzR3itVCruojHVKVsM9n7P/Px8BAYG4tKlS+jWrRsiIiKQlJSErl27Ii8vD6mpqTUq8/Lly0hJScHkyZMhlUoRGhoKf39/SKVSzJ07FxqNBufOnYNcLkdCQgIuXLiAPn36wGAwICkpCT179qxRuf369cPChQvx8MMPIyIiAgCwdetWDB48GKdOnUJubi4CAwOxf/9+KJVKdOrUqUbleCLGCtfECoDxgvGC8cLZY5exwrWxorbjBOA9scKb4wTAtgWvQ5znLbECqP/xwuEEBgD0798f//73vxEVFQWDwQAA6NGjBxYsWICQkBA0atQIR48exQsvvOB0xUwmE3766SfExMQIj2m1WrRp0wYpKSk4duwYvvrqKxgMBkyaNMnp8iw5+jkff/xxdO/eHZs2bcKsWbNqVNZTTz2FDRs24IcffoCvry+GDRuGP/74A2+++SYaN26M8PBwMT+a28q293tGRkZi8eLFCAsLg5+fH4CygLxu3TrExMRALpejcePGNQqcgwYNQnZ2NubPnw+1Wg2JRIJJkyZBJpPh3XffhdFohK+vL6ZNm4aEhATk5eVh4cKFKCoqwiOPPFLjcZOBgYF4+eWXsX79epSUlKC0tBQPPfQQnnvuOXTq1AnLly+HXC6HVqvFjBkzAJSNk1u7di3+8Y9/1KhMT8JYIX6sABgvGC8YL5zBWOH6WFHb5XpTrPD2OAGwbcHrkJrzplgBeEG8MNVBU6dONel0OndXw2QymUxFRUWm1157zWQ0Gt1dlXolNTXVdPbsWZPJZDIVFxeb5syZYzIYDC4tc9u2baYff/zRpWVQ7WKs8A6MF+QsxgrvwFhBYmC8qP8YKzxbtXpgkLWLFy9i/fr1GDlyJCQSiburU6+EhIRgy5Yt2L17N/R6PZ5++mnRu64R1RbGCtdivKD6grHCtRgrqD5hvHAdxgrPJjGZXDCjEhERERERERGRiJhKIiIiIiIiIiKPxwQGEREREREREXk8JjCIiIiIiIiIyOMxgUFEREREREREHo8JDCIiIiIiIiLyeExgEBEREREREZHHYwKDiIiIiIiIiDweExhERERERERE5PGYwCAiIiIiIiIij8cEBhERERERERF5PCYwRDZt2jTMmTMHBoPB6vHMzEyMHDkSWVlZWLRoEbZu3epUGYcPH3a2qqLavn073nzzTXdXg8jlHDnGxSzL3rE+cuRI/P777zXa9po1a7By5cqaVg0vv/wyvv76a6vHtm/fjpEjR+LKlStWjy9YsABffPFFjcuqzKlTpzBx4kS88cYbVb7W2bhLVNumTZuGkSNHWv03efJkbNy4ETqdzqnzblZWFkaOHInMzExRX1sTjnyONWvWWH0Pzz//PKZNm4bt27fDaDQCAHQ6HZYsWYIXXngB8fHxdreXkJCAkSNHCu8loop0Oh2+/vprzJgxA2PHjsXMmTPx7bffQq/Xi16Wq49JZ9s85Fnk7q5AfXT9+nUcOHAAQ4cOtfn8rFmzoFAoarlWRCSWqo7xuiA6Ohomk6nG72/bti2Sk5OtHktMTIRcLkdiYiKaN28OANDr9bh8+TKeeuopp+qbkJCAhQsXYuvWrZBKy3Lv3377Lbp16+b0tok81ZgxY9CrVy8AgMlkQnp6OtauXQulUgmlUlnj7YaEhGD16tUIDg4Wq6ou9/DDD+Oll14CUHZh9eeff2LDhg0ICQnBgAEDEB8fj6SkJLz11lto1KiReytLVA+sW7cO6enpmDhxIoKDg5GamopNmzahoKAAL774orurR16MPTBc4P7778e2bduQl5dn8/nAwED4+vrWcq2ISCxVHeN1gZ+fH/z9/Wv8/jZt2iA5OVlIguj1ely8eBH9+vVDQkKC8LrU1FTo9Xq0bdvW6TqXV1hYiJYtWyI8PFz0bRN5An9/f4SFhSEsLAzh4eGIiorC4MGDce7cOae2K5VKERYWBplMJlJNXU+lUgnfxX333YcBAwagT58++O233wCUxQOtVouWLVtCo9G4ubZEdVt+fj6OHz+OcePG4YEHHkDjxo3Ru3dvjBs3DgcOHHBJLwwiR7EHhgv0798fhw4dwubNmzF16tQKzy9atAht2rTBqFGjAAD//e9/8fnnnyM7OxtNmjTBhAkT0KpVKwBAbm4u1q5diwsXLiAgIADPPvtshe0dPnwY33zzDe7evYvWrVtj0qRJaNiwIRISErBs2TIsXLgQ69evR7NmzRAdHY1PP/0Uv/76KyQSCdq0aYNJkyYJd2G+++47xMXFIScnB4GBgRg+fDiGDBkCoOyOx+eff44TJ04AADp06IDx48cL7zWZTNi2bRsOHDgAqVSKvn37YuzYsZBIJLh27RpiY2ORnJwMtVqN7t2746WXXhIaT/Y+w/LlyzFjxgx89tlnyMvLQ4cOHTB16lRotVqRfzkix1R1jJtMJuzcuRMHDhxAfn4+WrZsicmTJ+O+++4D8H9dw//44w+cPn0amzZtqvJYX7RoETp37oz8/Hz89NNPWLZsGYCy3iBff/01UlNTERkZicmTJ6NZs2YAgDt37uCTTz7B+fPnodVqMWzYMDz55JMAyrpTGgwGzJgxA9u3b8eVK1fQqlUr7N27F1KpFH369EF0dDQkEonN76Bt27YoKChARkYGIiIikJKSgpCQEPTp0wcffPCB8LqLFy+iSZMmwvFqr06VxYkdO3Zg+/btAIBRo0Zh6tSpWLNmDQDg3//+N5KSkjB16lQcPnwYe/bswa1bt6DRaDBw4EA8//zzNj9DZXE3KysL06ZNw/z58/HFF1/g5s2baNWqFaZOnYqwsDDHdhAiFzOfO+2dd4HKz63m/XzFihVo2LAhRo4ciZdffhl79+5FamoqGjdujClTpgixxFJaWho2bdqEixcvwmg0ok2bNpg6dSqCg4MdiiU7duzADz/8gOLiYjz88MMIDAys8fegVCqRm5uLNWvW4MiRIwDKhtatXr0aMpkMn332GS5cuICSkhI0a9YMkydPRpMmTay2sX37diG+WFqzZg1CQ0NrXDeiukyv18NkMiE3N9fq8S5dumDOnDkAgKSkJGzZsgVXrlyBVCpF586dMWXKFGg0GhgMBmzevBknT57E3bt3ERYWhueffx49e/YU4s/SpUuxefNmKBQKPP3001bl2Nv2mjVroFKpIJFIcOTIEWg0GgwdOhTDhw8X6v7ll1/i6NGjAIC+fftWGPZLdRt7YLiAVCrFhAkTcOzYMVy8eNHuay9cuIB169Zh9OjRWLp0KTp27IilS5eioKAAJpMJS5YsQWlpKd58801MmTIFP/zwA3JycoT3HzlyBLt27cKkSZOwePFihIaGYunSpcIYMr1ej9WrV2Pw4MEYMWIEvvrqK9y4cQNvvvkmFixYAJ1Ohw0bNgAA/vOf/2DXrl146aWX8P7772Pw4MHYuHEjbt++DQBYvXo1EhISMHv2bMTExKDpcEF3AAAgAElEQVS0tNTqQuXy5cvIzMzE/PnzMW7cOOzdu1e4S/Svf/0L4eHhWLZsGWbOnImzZ8/iwIEDDn2GkpISfPfdd5g8eTJef/11pKamYteuXSL9WkTVV9UxvnXrVvzwww8YN24cFi9ejEaNGmH+/Pm4e/eu8Jpt27bBx8cHb7zxhkPHOgAcPHgQt27dwty5c4XE4e7duzF06FAsXboUWq0W69evB1B27C9cuBCNGzfG0qVLMW7cOOzZs0c4oZeXmJiItLQ04fjdt2+f3bu8DRs2RGBgoDCMJCEhAe3bt0erVq1QVFSEGzduAChLYLRr186hOlUWJ4YNG4bZs2cDAFasWIHu3btj9erVCAkJwZgxYxAdHY2kpCRs2LABf/3rX7F8+XJER0dj586d+PPPPyvU3V7cNduyZQvGjBmDRYsWobCwEJs3b670uyCqLdeuXcOhQ4fQo0cPAPbPu1WdW8v76quvhFji5+cnxJLy3nvvPQQEBODtt99GTEwM7ty5g23btgnP24sle/bswe7du/HSSy9h0aJF8PX1xf79+6v9PRiNRvz55584ceIE2rVrh+joaERHRyMwMFCIDatXr0ZxcTHeeOMNLFmyBEqlEps2baqwrWHDhmH16tVYvXo1Vq1ahXbt2qFHjx5MXpBXCwwMRM+ePfHRRx/h448/xpEjR3Dr1i2oVCp06dIFBoMBy5YtQ+vWrfHOO+/g1VdfxZ9//ikcz7t27cLp06cxffp0vP/++3jwwQexZs0aq54bq1evxsMPP4xx48ZZlV1SUmJ320DZNYtUKsWiRYvw5JNP4osvvkBaWhoA4PPPP8fp06cxY8YMvP7667hz5w5+/vnnWvjWqLawB4aLtGrVCv369UNsbCyWLl1a6et27tyJ559/Ht27dwcANG3aFJcuXcLx48fRqFEjpKWlYd26dUJX75dffhkvv/yy8P5vv/0WEydOxAMPPAAAmDJlCmbNmoX4+HioVCro9XoMHz4c/fr1AwBkZ2fD398fkZGRUCgUmDx5Mi5dugQA8PHxQXR0NLp27QoAGDBgADZv3oybN2/CYDDg1KlTePfdd4U7MpMnT8bWrVtRXFwMoOxOyJQpU6BUKtGiRQvs3bsXV65cQVRUFLKzs9G9e3c0btwYjRs3xqxZs4RsqCOf4cUXXxR6pfTq1QupqanO/kRETrF3jO/duxdTp04VjuspU6YgOTkZ+/fvx8iRIwEA4eHhmDBhAgDg/PnzVR7rQFniZPbs2cIcEAAwZMgQ9OzZE0BZQ3z58uUAgJMnT8Lf3x8vvPACgLLYUlxcjP379+PRRx+1+ZkqO34rYx5G0rdvXyQmJqJv375QKBRo3bo1EhMTcd999+HSpUsYO3asQ3WqLE5oNBrhLm14eDikUilUKhWkUin8/f3h5+cHo9GI559/Hn379gVQlmDZuHEjMjMzKwxfsRd3u3TpAgB46qmnhH8PHDgQe/furfR7IHKV9evXCzcZDAYDjEYjevfujeHDh+Obb76xe961d26NjIysUNbAgQNtxhJLOp0OXbp0wZNPPikkUTt06IDr169bva6yOu3duxcjR44U5vVo0aKFw+fz48eP49SpU8J3YTKZ0LNnTwwdOhQKhQJ+fn6QyWRCT6mWLVuid+/eQo+LLl262EyWaDQaYcjJ/v37cfv2bbz66qsO1YmoPpsxYwYeeOABnDhxAuvXr0dpaSlatWqFsWPHomHDhujXrx9GjhwpzMfTvHlzYbLfwMBA/O1vf0PHjh0BlPWC2LdvH+7cuSNs33z8ArB6vKCgwO62LbcPAM2aNcOOHTuQmpqK0NBQHDp0CLNnzxbO4bNnz8b06dNd9TWRGzCB4UJjxozBrFmzcPjwYeEALi81NRUJCQmIjY0VHjMYDGjYsCEMBgMaN25sNU49IiJCaDQUFRXh5s2bWLZsmVUXab1ejytXrgh3Pc2NFwD461//ivfffx9TpkxBp06dEBUVJTRYunXrhuvXr2P37t24du2acOfSZDLh+vXrUKlUVt1Jg4ODrbrPN2rUyGpSMaVSiZKSEgDA2LFjsXHjRhw7dgydO3dG165dERUV5fBnsOzyabldIneydYxnZWVBp9NZHfMSiQQdOnSwaqh36tRJ+HdaWprdY92sQ4cOVskLoOKxUVpaCqPRiNTUVFy8eFFIFgBlx7LJZLJ5B9be8Tt79myr1VX+9a9/ITQ0FG3btsXx48eFu6FTpkwBALRr1w6JiYl46KGHkJWVJRzHVdWpsjjhiPbt2yM0NBT79u0T4ldhYaHN19qLu+YGT/nvVafTOVQPIjE9++yzQm8Lo9GIxMRExMbG4pFHHgFQ+XFb1bnVVgKjslhiSalUYsyYMTh79ixSUlKQmpqKpKQk3H///cJrKqtTYWEhcnJyhHhg1qFDB2HenB07duDbb78VnhsxYgSeeeYZAGUJiOjoaOG50NBQuxOZjho1Cr/++iuOHz+Oa9eu4Y8//rA7709qaiq++uorLFiwgHNoEKFsqNqAAQMwYMAA6PV6JCUlYffu3Vi6dCneffddjBw5EidPnsSVK1dw+fJlJCcno3fv3gDKboJeunQJO3bswPXr14Vj3GQyCTHJsh1kKTg42O62AVQYCmY+T2dmZqK0tNQqzkil0gpxh+o2JjBcyN/fH6NGjcJXX32FefPm2XyN0WjE+PHj0aFDB6vHVSqVcKehMubJ8+bMmVNhxm1fX1+hC7flCbt169bCUJDff/8dX375Jb7//nssW7YMP/30E7Zs2YLhw4ejd+/eeOGFFzB58mQAZY378hdO5cnlle9Ojz32GHr06IFz587h3LlzWL58OR599FHhzmxVn8HetoncxZFj3JLlhURNJtAMCAio8Fhlx4bJZMIDDzxQoWtmZewdY/PmzbMaPxoUFASgbB6MzZs34+LFiwgMDBQSLu3bt8eRI0dw8eJFRERECL0nqqpTZXFi0qRJVdb/119/xUcffYQhQ4aga9eueO655zB//nybr7UXd82fkzGHPEFQUBAiIiKEvxs3bowzZ87gxIkTiIyMtHv8A5WfW20l5BzZ5wsLC/H6668jLCwMffr0Qa9evXDq1CmroXTOHDuPPfaY0DMKKJts2Eyj0Vh9F/YYjUYsWrQIer0eAwcORNeuXdGlS5dKh58WFxfj448/xrPPPiv09iTyZmfOnEFCQoKw8o9cLkfHjh3RoUMHzJw5Ez///DMOHDiADh06oFu3bhg0aBB27twpvH/Lli04evQohg8fjgEDBmD48OF47bXXrMqw1aYBynqLz5s3r9Jtm+tjS2XzdlH9wjkwXOyxxx5DSEgIvvrqK5vPR0ZGIicnBxEREcJ/hw8fFia+u3HjhtUEOpmZmcK4eI1Gg5CQEOTl5Vm9f+fOncjIyBDeY5l42LFjB65evYrOnTtj7NixWLZsGa5du4Zr164hLi4Ow4cPxzPPPIOoqCirC5aIiAgUFBQI48sAID09HaNHj8a9e/fsfgc6nQ7r16+HRCJBr169MHXqVEyaNAnHjx93+DMQearyx3hYWBgUCgX++OMP4TUmkwmJiYlo2rSp8JjlcVnVsW5WnRNzZGQk0tPT0bBhQ+G4ysnJwffff19lMrK8Bg0aWB2f5gkEmzVrBplMhn379qF9+/bC61u3bo3c3FxhfLojddLr9ZXGCUccPnwYvXv3xpgxY9C1a1f4+flZzWlR/rupLO4SebrIyMgqV0By1bk1ISEBt2/fxmuvvYa+ffuiRYsWDq/GZK6TZWw0b9PMz8/Pqr6WCYzqSEtLQ2JiIubMmYMBAwagdevWVnMQlRcbG4sGDRrgL3/5S43KI6qPDhw4gOzsbKvHJBIJSktL4evrC41Gg9mzZ6Nnz56IjIy0asPExcUhOjoaf/nLX9CpUyebPacra9P88ssvdrdtT4MGDaBUKq3iitFoRFJSkkPvp7qBCQwXM0/2d+HCBZvPDx8+HHv27MGPP/6ItLQ0/Pjjjzh48CCaN2+Ojh07okmTJvjwww+RmJiIP/74Ax999JHVxcfw4cOxefNmHD9+HGlpadi2bRvi4+MrdK0yu3XrFjZs2IDExESkp6fjyJEj8PHxQWhoKDQaDRITE3Ht2jUkJCRg5cqVkEqlSE9PR+PGjfHAAw9g5cqVSEhIQHJyMtatW4cHH3ywygaGUqnE77//jo0bNyI1NRVXr17FL7/8IqzIUN3PQORJbB3jQ4cOxWeffYbTp08jNTUV69atw61btzB48GCb23DkWK+u3r17Q6/XY9WqVUhOTkZCQgI2bNgg6pKjMpkM999/P06fPm3Vm0GpVKJVq1Y4ffq0VQLDXp2qihPmuy2pqanCvDuWNBoNUlJScPnyZVy6dAkff/wx9Ho9MjMzK3SDtxd3iTydWq2udHiUJVecWzUaDXQ6HU6fPo3r169j7969wioD+fn5Vb7/ySefxPbt23H06FGkpqbi888/FyYCFpNarQYAnDp1Cmlpafjpp5/www8/oKioyGqsPQAcO3YMZ86cwXPPPYfs7GxkZWUhKyvLZpwh8hZdu3ZFmzZt8Pbbb+PkyZO4ceMG/vzzT6xYsQIKhQJqtRq5ubk4d+4crl69iq1btyIxMRF37txBUVER1Go14uPjkZaWhvj4eGHIZnp6epVlV7Vte1QqFR5//HFs2LABZ86cQUpKClatWlXhuKe6jX1ka0GbNm3Qt29fm7P/P/zww5g0aRK2bduGTZs2oXHjxvh//+//oUGDBgCA119/HWvWrMGSJUugVqsxfPhwq0bC0KFDYTAY8MUXX6CgoAAtW7bE66+/Xun4zRdffBEbN27E+++/j5KSEjRp0gSvvvoq/P39ER0djXXr1mHevHkICwvDqFGjoFKp8P333+Oxxx7Dyy+/jNjYWLz77ruQyWSIiooSupZVZe7cufjss8/w5ptvCvMBmJdhqu5nIPI05Y/x0aNHQ6lU4tNPP0VhYSGaN2+OxYsXV9pdEqj6WK8upVKJt956C+vWrUNMTAy0Wi369+8vLFkqlrZt2+LChQtWPTCAsmEkSUlJVo9XVSd7caJJkyZo1qwZ5s2bh3/84x/CxMRmzz77LFavXo0FCxYIS0AHBQXh4MGDFZZnsxd3Lef6IPJEwcHBDl0E2Du3VtY7qSrt27fHsGHDsH79ehiNRjz00EOYMWMGVq9ejbNnz1b5/iFDhqCkpARffvklCgsL0alTJwwaNEj0ibnDwsIwduxY7Ny5E1u2bEHHjh0xa9YsfPTRRzh8+LBVYvWnn34ShsZYmjp1aoU4Q+QtpFIp/vnPf2L37t3Ytm0bsrKy4O/vj6ioKMTExCAwMBC///47PvzwQ8hkMvTq1QsTJ07Epk2bkJKSgkmTJmHjxo345z//icjISPztb3/Dxo0b8f333wvD0yvTu3dvu9uuinl4+tq1a2EwGNCtWzd069ZNlO+FPIPEZB4oSURERERERETkoTiEhIiIiIiIiIg8HhMYREREREREROTxmMAgIiIiIiIiIo/HBAYREREREREReTwmMIiIiIiIiIjI43EZVSIv8eqrrwpL00ZGRmL8+PHCcykpKYiNjYVUKkVgYCBmzpwJhULhrqoSkRsxVhCRoxgviMgRYsYKJjCIvIBOp4NWq8WCBQtsPh8bG4tx48ahVatWiI2NxaFDh/DEE0/Uci2JyN0YK4jIUYwXROQIsWMFExhEXuDatWsoKCjAokWLIJFIMGrUKLRu3Vp4/tatW2jVqhUAICoqCj///LO7qkpEbsRYQUSOYrwgIkeIHSucTmDcvn0bRqPR2c0QkZPOnTuHuLg44e9BgwZh0KBBAAC5XI6//OUv6N27Ny5fvowPP/wQK1euhEQiAQDh/wCgUqlQWloqev0YK4g8g6fHCoDxgsgT2IsVgGfEiwsXLsBkMom+XfI8arUaAQEB7q4G2VDbscLpBEZISIizmyAiEZQPFpYiIiIQGRkJAGjRogX8/PyQk5MjHL+WJ3+dTueSMaqMFUSewdNjBcB4QeQJ7MUKwDPiRXBwsOjbJM+kUqn4e3uo2o4VXIWEyAv88MMP2LVrFwAgNzcX+fn5Vlns8PBwXL58GUBZFrVly5ZuqScRuRdjBRE5ivGCahN75dVdYscKiYn9rojqveLiYqxatQr37t0DADz33HPIzs5Gbm4unn76aaSkpOCzzz6DTCaDn58fZwon8lKMFUTkKE+IF+np6aJujzyXQqFAWFiYu6tBNSB2rGACg4iIiIiI6hwmMLyHTCZDgwYN3F0N8gAcQkJEREREREQei0NIyIwJDCIiIiIiIvJYJpOJK84QACYwiIiIiIiIyMOxFwYBTGAQERERERGRh2MCgwAmMIiIiIiIiMjDMYFBABMYRERERERE5OE4BwYBTGAQERERERGRh2MPDAKYwCAiIiIiIiIPxwQGAUxgEBERERERkYdjAoMAJjCIiIiIiIjIwzGBQQATGEREREREROThmMAggAkMIiIiIiIi8nBchYQAERIYzIQRERERERGRK/G6kwAREhj5+fkoKioSoy5EREREREREFbAHBgEiDSEpLS0VYzNEREREREREFbAHBgEiJTAMBoMYmyEiIiIiIiKqgD0wCGACg4iIiIiIiDycyWRiEoOYwCAiIiIiIiLPxwQGiZLA4HgkIiIiIiIiciVed5IoCQyTycSdiYiIiIiIiFyG15wkSgID4DASIiIiIiIich0OISEmMIiIiIiIiMjjsQcGiZbAKC0tFWtTRERERERERFbYA4NES2DodDqxNkVERERUARuuRETejT0wSNQEBhsWRERE5Cp37951dxWIiMiNeL1JoiUwTCYTh5EQeTiDwYBXX30VWVlZVo/Hx8fjtddew/z58/Hpp5/y5EDk5TwxVhgMBhQUFHDOLSIP4omxguo39sCou8SKF6IlMACgpKREzM0Rkcj27NmDwsJCq8dMJhPWr1+PuXPnYsmSJcjJycFvv/3mphoSkSdwd6yw1XgxtzF4s4TIc7g7VpD3YTKs7hIrXjCBQeQlMjIycOvWLbRr187q8dzcXGg0GoSEhAAAOnfujOTkZHdUkYg8gCfECr1eX+Exc+LC1nNEVPs8IVaQ92EPjLpJzHghd7YyOTk5uHfvnvC3wWCAVCpqXoSIHHDu3DnExcUJfw8aNAiDBg0CUJbd3LJlCyZOnIgvv/zS6n16vR5KpVL428fHxyUXCLdv3+ZJh8gDeHqsAICbN2/Cx8fH6rHbt2+jtLQUBQUFCAwMdEm5RPR/6kKsyMnJ4R15LyOXyzmU0MPYixWA+PHC6QRGcHCwVaH+/v5Qq9XObpaIqql8sLB06NAhPPTQQ/D396/wnEwms+qSrdPpIJc7HRoqMGdWici9PD1WAEBAQAD8/PyEv00mE/R6PUwmE+RyOcLCwlxSLhH9n7oQK4KDg12yXfJcMpmM5wAPYy9WAOLHC9GjSWlpKRMYRB7mwoULyM3NxdGjR3Hjxg3cuHED8+bNg1arRWBgIIqKipCTk4Pg4GCcP38e/fv3d3eVicgNPCVWlJ/nwpy8MP/baDSytyeRG3lKrCDvw968dY/Y8UJicrLf1d27d5Gfny/8rVQqERoa6swmiciF1qxZg+eeew4nTpxAYGAg+vXrh/j4eGzfvh1SqRSRkZGYOHEiJBKJu6tKRG7kzlhx69YthIeHC38XFBQgLy9P+DskJKTCEBMicg93xor09HTRt0mer2HDhkxi11FixAvRExgSiQSNGjVyZpNERETkxTIyMtCwYUOhAZObm2s1c7m/vz+0Wq27qkdEHoIJDO8UHh7usmFJ5PlET12Zx6kSERER1ZRlW6L8kBIupUpE5L04jMS7uaTvTXFxsSs2S0RERF7CnMAwmUw258QgIiLvxASGd3NJAsOymycRERFRdZmTFLaWy+MSekRE3ovnAO/mkgSGXq+HTqdzxaaJiIjIC5gbqLYaqkajEU5O4UVERHUUe2B4N5dN35qbm8vGBREREdWIvR4Y9h4nIqL6jQkM7+ayBIZer0dJSYmrNk9ERET1mDmBUVlDlQkMIiLvxPjv3Vy6gC4TGERERFQTRqMRRqOx0oYqJ/IkIvJOTGB4N5cmMDgPBhEREdWUXq/nEBIiIrLC+O/dXJrAKC0t5RglIiIiqhF77Qg2YImIvBMncvZuLk1gABxGQkRERDXDHhhERGQLzwHey+UJjOLiYlcXQURERPWQvR4Y7OFJROS9mMDwXrWSwGAXHyIiIqqu0tLSStsQbLwSEXkvngO8l8sTGCaTCaWlpa4uhoiIiOoZezdATCYTe2EQEXkpJjC8l8sTGACYwCAiIiLRMYFBROSdmMDwXkxgEBERUZ3EBiwRkXdiAtt7MYFBREREdRITGERE3olzLHqvWklg6PV67mREREQkKt6BIyLyToz/3qtWEhicaIuIiIiclZOTg8uXLws9L9gDg4jIO/Ha0nvJa6sgg8EAmUxWW8URERFRPXHjxg0sGT0azW/cQGOZDJsjI9Fj6lT85YUX3F01IiJyAyYwvFet9MAAeJeEiIiIqu/C2bOY17cvFqekoGVxMVILCuCTlITtc+fi55Mn3V09IiJyA5PJxCkKvFSt9sAgIiIiqo7P589Hr+JibAfwAIBn/vd4XkkJ5owdi343bsDX19eNNSQiIncwGo3s4e+F2AODiIiIPFJGRgbC0tLgD6AIQA+L5wIAvJqXh80ff+yeyhERkVuxB4Z3YgKDiIiIPJJSqYRWqcTPANrbeP5+ANf++99arhUREXkCzoPhnUQfQmIwGHBk717Ex8UhtGlTPP33vyMgIIAJDCIiIqqWkJAQ3GrVCg/fuoXfATxe7vkMAIHNm7uhZkRE5G5MYHgnURMYJSUleDs6Go+fOYN2paX4BcDsDRswdcMGPNKrl5hFERERUT1XUFCAEpkMx+RySPV6pABQAdgFoBDA5YYN8fGMGe6tJBERuQUTGN5JYnJy8NDdu3eRn58Po9GIJdOn4+ldu7AVZRNtXQIgAXARwBMLFuCVRYsgkUhEqDYRVYdOp8OqVatw9+5dGAwGjB8/Hs0t7lrGx8dj69atkMlkaN68OSZMmMBjlcgLeUqsyMjIgMlkwnuTJmHc3r0IBXAWwDoATQDMAOAH4Hu1GleHD8eyrVsZs4hqkafEivT0dNG3SXWHv78/tFqtu6tBVRA7XogyB4bBYMCiF19Exq5dOIWyLp5pAF4HMB/AZwB0S5dix4YNYhRHRNV05MgRNGvWDAsXLsTo0aOxfft24TmTyYT169dj7ty5WLJkCXJycvDbb7+5sbZE5C6eFCuKioqgOH8eYSi7GfIAgOYA3gQQhLIupE8XFaHt3r04fuiQy+pBRBV5Uqwg78UeGHWD2PHC6QTGW7164Zk2bdDqp5+gAJAD4GcAMy02LgHwN4MBx9escbY4IqqB1q1bo3///gCA27dvQ6PRCM/l5uZCo9EgJCQEANC5c2ckJye7pZ5E5F6eFCuKiorgV1Ii/H0e1quQmD1WUIBDn33msnoQUUWeFCvIexUXF7u7CuQAseOF03NgZF24gAgA6QCGAogD0ACAAmVLnu0BcO1/jxlv3cKtW7fYzZPIBc6dO4e4uDjh70GDBmHQoEEAgGbNmgEAPvzwQ8THx+PVV18VXqfX66FUKoW/fXx8oNfrRa/f7du3mSkn8gCeHisAICcnB0ajEalhYTDdugUJADXK2hrlFQDQSyTIyspySV2IvFVdiRVcStO7GQwGyOVylJaWQqFQuLs6XslerADEjxdOJzBMKBuPagIwGMAhlM0KngXgIwAvAhgJ4CqA97OzUZifj2YtWjhbLBGVUz5YWLp79y60Wi1eeeUVZGZmYtGiRVi7di0AQCaTobS0VHitTqeDXC76AkVCZtWWkpISlJSUwN/fX/Ryiciap8cKAAgODobJZMKTr7+OD+bOxd/T09EBwEYAw2DdePkyPBxjXnsNYWFhLqkLkbeqK7GCvJtWq4Wfnx9ycnIQHBwMg8EAmUzm7mp5FXuxAhA/Xjg9hKQByua8uAMgGcC7KJsh/NX//df2f69rCmBdSQnWcrZwolr3xRdf4L///S8AQKPRQCr9v0M/MDAQRUVFyMnJAQCcP38eLVu2rNX6FRQUoLCwkHdRiNzM02JFt379MPq777Bi2DC82asX7p8+HQs6dMAelQrHACxu2hSRr7yCJk2burQeRGTN02IFea/CwkLodDoUFxdDp9Phzp077q4SlSN2vHB6FZJPJRKEoGylkTgAswE8iLIJPJeWe60awIdt2uDtpCRniiSiarp586aQ6SwtLcWzzz6Lq1evIjAwEP369UN8fDy2b98OqVSKyMhITJw4sVaHet28eRMGgwHBwcFQqVS1Vi4RWfOUWGFehcTst99+g0ajQZs2bVBSUoJ3Z81C3i+/IEijgbJ9e0z78EPcf//9oteDiGzzlFjBVUgIAJRKJXQ6HWQyGQwGA0JCQuDj4+PuatH/iB0vnE5gvCWRIA1lvTDaomyJsz9Q1p3n3/n5Vq/1AfB+p0545/x5Z4okonrEaDQiMzMTAODn5wc/Pz8314iI3K18AuPMmTMIDQ1FixYtsHTCBLxw4ACa/u/5AgDvdOyItWfPssFK5GWYwCBblEolgoKCoNfreV6oh5weQtIcZRN2ngawCMBZiQQTv/gCfadNQ7zFhBwAkCKRILBPH2eLJKJ6xHLcm6sm+SKiumXx3/6GoqIiAGVJTvMkX9euXcN9Z84IyQsA8AUwJiGBS7UTERGAsnkUbt++jcLCQndXhVzA6QSGEsDLALoACAkIQPTbb+PRAQMwavp0/OfZZ7EmIgLHJBKsDQnB5mHD8PJHHzldaSKqPywTGAaDwY01ISJPMeHgQaybPx9AWUMUABQKBZITE9Hxf+NkLbUzGpF46lSt1pGIiDyXXq9HSUkJ51erh5yeEtgXwBqUdeFsNGECnt44MzUAACAASURBVB43DgAglUoxY/ly3L59G19//TX0xcUY89xzLpuFmIjqpoKCApw4dgxKHx907dbN3dUhIg/QCEDh2bPYvnYtkr77DqacHByIiEDP8ePxe2goHsrOtnr97zIZ2nTv7p7KEhGRRzL34OPyqvWL03Ng3JVIkA/ghFwO/Sef4NHBg4Xn9Ho9Ppg+HUHHj+PBO3dwITQU93r3xtvbtnFHIvIyJpOpwoQ8B7Ztw57589H78mXo5HIcadEC0zdsQJeePd1USyLyBBkSCf4REIDROh36/G8oiQnAx40aIbtVK4w/cQItjUYAwF2UzYGx8sQJLsVM5GU4BwZVhRPE1z9ODyEBAAOAfS1botfAgVaPb3znHYzYuxeT7tzBwwDGZWcjetcurPjnP8UolojqkO3r11v9nZ2djeNz5+KN5GT0NRoxSKfD20lJiJ040WpYCRF5nxIAytJSIXkBABIAUzMy4KfVYv9LL2FcYCBekcvxtkYDVVgYssv1yiAiIuLw5PrH6QTGVq0WMZ064W8rV1YYHpJ98iRa/e8OiVlzkwm3jx51tlgiqmPit22z+vvd6dMx4do13EDZksvvAXgXQGlCAg7s3u2GGhKRp3izRQu00GgqPO4DQH7nDrIuXcK7ubn4UK/H8sJCzP3pJyx5+mkmP4mIyAoTGPWP0wmMJtu34+0ffkDrDh0qPCezscMYAcjYwCDyOpbHfV5eHi798AMkAFaibCLgfwJ4DcArAL5++2231JGIPMP8fftwNzy8wuNFAG77+KDTuXOwfFYD4PmEBOz+8svaqiIREdUBTGDUP04nMDp27FhhXLuw8VatcK/cY3kA0Lats8USUR0T8sgjwr+/27ABk+/exVsAogGoLV7XEECf69dx8eLFWq6hd+Ls3OSJ/P390XHUKHxvMaeFHsBHkZFo06sX2t29W+E9rQ0GXPzll1qsJREReTomMOofpxMYJw8dqrQBPH7xYizt2BG/S8uKuSCVYkGHDpi+apWzxRJRHTNp4ULh34V37+IB/H/2zjs8inprwO+27G56pyMdBAQUBBQLVhTLFXsFFEURvRYUEFARRFEBGyoIyJUPFFAsqIiKCiiK9NBL6JBetveZ+f5IZt1sNiQhm2QD8z6PD2Z2dufM7syZ8zsVCoFgd6YAdC8qInPXrroT7izGarUqD3eFiOSWYcOImjyZ8V27MrltW968+mrunD+fy667jq3JyUBJr4zVwK/An1FR9LjyynqUWEFBQUEh0lBsnDOPGk8hWRwTw/Zbb+WJN94I+brb7ebHzz/nn19+ocV55/HY6NE0b968JodUUFBo4Bw7doxlffqQnJNDAhA4PFUHfN64MYM2bKBFixb1JOHZQ2FhIVFRUcTFxdW3KAoKfrKzs/3BkS1bthAXF0f79u39r7/+8MN0+vFHtgMDKInGfK7Xc9/cudx8//31IrOCgkLdo0whUagMlUpFkyZN6lsMhTBS4wyMgQ4HMT/+yLFjx0K+rtfruWXoUPrdeSdoNBw+eLCmh1RQUGjgtGzZEu3QoRyOieFLSjIxTMCPwHyVivz+/RXnRR0hCIISnVCIaLxeb7km4U+8/TZ/JCTwMtCXEifo2243f02YQFFRUX2IqaCgoKAQgUiSpNg5ZxhhGaN6VWEh677/PuRrTqeTV+69F9vzz3PlO++wcdAgxtx8Mx6PJxyHVlBQaICs+uorjn/1Fel2OypgiErFdLWa5kBLoHj7dnZs3lzPUp4d+Hw+xKBpUQoKkYAkSWzesIF1P/1Ebk5Omdf+/PlnBofog3Hv0aN8+8kndSWigoKCgkIDwOFw1LcICmFEW/kulZOj1ZLarFnI1z5+8UWGr1mDnLjTqbgY23ffMfOFF3h2+vRwHF5BQaEBYbVa+WX0aF4/eJBcoCuwVpJ4SK5mkyQG7d7N8w8/zDubN6NWh8XPqhACn88HoDgwFCIOs9nMm4MH02fXLm5wOPh76VL+uOwyRs2ciVqtxu1wYAhRAasDXDZb3QusoKCgoBCx2O12YmNjKxw8odCwqPHKwAd827Yt/QcODPm6c9s2gquOWgEFa9fW9NAKCgoNkBWff869Bw/iK/37B+DuoH0koP++fWzZsqVuhTvLkFMqldRKhUjjo1GjeG7jRm5yOOgIDC0u5rrvv2fJRx8BcPmNN/JDiMDJF40aceOwYXUsrYKCgoJCJCOKIl6vt77FiGgkSWowk+lq7MCYcOGFPDRrFjqdLuTrqhCGsQColYifgsJZxeQHH0SSJDxOJwbwOzB8lE8F8wEGn08pNatllAwMhYhl924SgzadJwgc/e03AJKSkmj76KPMTE9nMTAZeFyr5fgFFyiNwhUUFBQUyhEOB4YkSX7b6UxCkiTy8/NxuVz1LUqVqLEDY+qqVbTt0KHiA3TsiDVoWw5g6NGjpodWUFBoQFz2+ed8OXcu1993H1+0bInsmrgK+C5oXwH4rX17evfujULtITsuGpLXXeEsoYKsoMCgyC3DhlF0wQU0VamYAHzg83Hdb78xaejQupFRQUFBQaHBEOzAcLlcWK3Bq9R/EUWxzOuSJFFcXIzT6aw1GesLh8OBz+drMOdW68XlI6ZNY/oFF7BBp8MJ/KHT8dqFF/Lft9+u7UMrKChEEJe73Wz78ktSU1Np88wzvJWeTh7QHPjVYOATgwEzcByY2LIl17/6arnJAwrhxeVy4Xa7ASULQyGy2FNQQHAc6AiQWurUjImJ4cC+fbRfv57LJAkVoAIucrtpsmIF+/ftq1uBFRQUFBQimmAHhtVqxWq1hiyj9Xq9FBQUYLPZEEURURQpKirC5XKdkRkYdrsdKLELG0JZca2vDtq0acOH//zDotmzmbpiBR169+b1kSOJj4+v7UMrKChEECKgKl0k3/Xkk7Tq3ZuP3nyThMRExo8cicNm4+PZs/GoVIx88UU6d+5cvwKfweTl5TH9wQc59NdfeJxOfEYjA555hicmTFCapipEBK2cTh4DRgKdgb+NRtb07MmEUaOAEgfG1lWr6G8ylXvv1QUF/P7113QYO7ZOZVZQUFBQiFzkqWtqtRq32+13aDgcDuLi4srsa7FY/I4Ks9mM2+32B3rONAeGKIplzslsNpOcnAyUfA8xMTFoNJr6Ei8kNXZgHD96lKSUlJCvxcTE+COoN91zD03at6/p4RQUFBooGzUa2lx7LZIkseTjj/lz0SJcFgutrruOxo0bo9FoGDB0KCsWLWLNjz/Spk0bDAZDfYt9xiFJEq/cdBPxGzbwINADwO1mx8sv89Lu3by6eHE9S6igAK8ARcDTKhVpl1zCrY8+yqT+/VGpVGi1WrRaLS06duSERkOToGjRYZ2OJu3a1YvcCgoKCgqRiSRJFBUVkZyc7M84AHA6nWUcGIIg+LNT5dcDacgODEEQyjkjQpXW2O12BEHAZrMhSRIJCQl1KWalqKQaFj4/3LUrL/7wQ8gmno0aNfJ/SZv/+YePxoyBoiJSOnfmybfeonmLFjU5tIKCQgPi2RtvZOJnn/H+s8/SZeFCLnS7UQHbNRqWX3UVzdq1w710KdcXFFCoVvNT+/YM+/RTevTpU9+in1GsXbWKXTfcgMHj4UZAfmwlAp/GxnL533/TuWvXepRQQQG+VqnIBDoAyy64gKnf/dspJyYmhoSEBDweD8O7deOVffuQLRAP8FrXrny4datSgqagcBaQlZVV3yIoNDA0Gk25MonGjRujUqlQqVRYLBZslYzjDlzjNiQKCwtJCUo8sNlsWCyWCt+jVqtp3LhxbYtWLWqcK3zXvn389l1wC76Sk5V/2H9+/51vb7uNcWvWMGnHDh5asoQZ/ftzODOzpodXUFBoILz25ZdkZmYS+9139C51XgB0EwQS1q6l8aefMqqggHOAC0SRN/btY/6IEUpzyTBzfM8eij0erqGkrEdGAG602Vj37bf1JJmCwr9YgCuAfCBr9+4yETC9Xg9AVFQUj8+fz5TevfkoNZX3k5KYcuGF/HfRIsV5oaCgoKAQklA9HjweD1arFY/Hg8PhqPQzGmIWhpxZEphdApVPZxFFMeL6YtTYgdHW5+Pk3r3ltgcaD19OnMiLJ08iJ4PHAa8cOsQ8pT5VQeGsQaVSsf6XX+iRl1fuNafLxWC7ncA8LhHoe/AgO3furDMZzwZ6DxhAXlwchynrwJCAg1otzTp2rCfJFBT+5VogDegLvOpy8cnkyf7XZAcGQPtOnZjwxReIt9/OscaN0Wm1/PPLL4rjU0FBQUGhyrjdbhwOB0VFRVVqan6q6SWRiuy4MJlMZc7R4/FU9BY/4RhBG05qHKJYHR9PzwEDym0PLCmJzspCR0mHcNmk0AGaY8dqengFBYUGRJNWrThqMNA+aM60ixL9EKiQBECtjPcMO+07dCB24EDmLlnCK0BU6XYnsLRzZ9675ZZ6lE5BoYR5lGRfpAHZwMmff4bXXkOn06FSqfz7abVaXnvoIW79/XdGlhpkGZs2MWn7dl7+9NP6EF1BQUFBIUxYLBYWvfUWtj178BkMXDp4MJdce23Yj+NwOKplb3o8HtxudxmHeqQjOyoEQcBsNpOUlITH46lSdoXX642ovnQ1dmBk9OvHdT17ltse6MBwlzZG0QBywo0XcMfG1vTwCgoKDYSdGRn0vuQSJnTsSL+MDIyl271AfosWLDGbuTegBs8H/N22LXeed159iHtGM+mzz3jznHN4ZOZMOno8qLRafBdcwNiFC5XUe4WIoAdwQcDfS3Nz+fWbb7jh7rvL7LdtwwZ6rl9P14Bo0oVeL0dWruTQwYO0adu2bgRWaBCYzWaio6ND9m1TUFCILBwOB6/fcQdP79xJI0qC4N9u3szSJ57gzpEjw3qs0wmWNTQHRmAWhdPpRKPRVCnbJPi9kUCNS0heXrgw5PbAh0Ob//yHvw0GAludfBkfz2WPPFLTwysoKDQQtg4YwFsjR/LEvHm8demlTEtJ4b20NF7v25fJ339P7oMPMjM9nb+AqcADqancMW1amWirQngwm81EGwy0v/FGen78Mb1mzWLC0qWc07p1fYumoABAcFjkDlFk/aJF5cb8blyxgksCuslDSWnUFXl5rF+5snaFVGhQCIKA3W7HbDbXtygKCgpVYNns2QwvdV5ASabuLRYLh5YsKdfHoT6oSulFpCBJUjknhM1mq1K/D4i8nh81DrVVFK0L3P7ISy/xgdPJl19/jTE/n9zkZHoNHcrAe+6p6eEVFBQaCA+YTHz/ww/MValQezzkpqTQpG9fRr/8Mq1ateLct99mbFYW9u++42GXi7yCAr4YOZIYZRJJWPlx8WLWvfAC9xw5wsXAV7/+iu3qq7n00kvrWzQFhQpRAXq7vZwDo0XnzpxUq0kIiCIJQGZ0NC3PPbduhVSoMZIk1ZrT2lVautgQU78VFM5GcrdvJ1RYpVNeHseOHaN9+/Z1LlMgXq/Xn7lhNptRqVQRN25UpqYZFJHWxLNWcoW1Wm2ZB5BKpeKJqVMxjR3LypUruSItja7KmL4zDp/Ph9frxWg0Vr6zQp3icrmYNWsWxcXF+Hw+hgwZQocOHfyvb9u2jcWLF6PRaGjdujXDhg2rFSPyH5+PK7/9ln6lCv/w/v1Mycxkzh9/sGr5ci754Qcud7mwAanA5fv28fzIkby9caOSiREGHA4Ha156ialHjuAEioEnCgv5cOVKMh96iDZt2tS3iAr1TKToiuBkXhcgNGtW7lg3338/T06fzrg9e/z9XOzAj126MPOKK8Iul0Lt4nA4cLlcaDQaEhMTw/rZgRFbm82mODBqSKToCoUzl6jkZKyUDH8IJCsujstTU+tDpDJIkoTJZEKSJL+D1O12k5aWFnHXek0dGJIkIYpiuSBCVQm3vqhxCUkoKqotzNiwgZ9mzGDpf//LG8OHc/jgwdo4vEI9YbVaKS4uLjPuTiEy+O2332jSpAmvvPIKjz76KPPnz/e/JkkSc+bM4fnnn2fKlCkUFRWxdevWsMtwAogGv/MCoDVw3ZYtrFq+nLULFnCDw1Gm1EwCehw+zEFFV4SF1StXcnPp+Go5Xn0SwGzm/VGjyM3NrS/RFCKESNAVAG83aYL8JDEDU1u14t7x48sZT3q9nlHLljG1Xz+mN2rE66mpzOjfn3Fffx1xBqRC5bhcLv80gKrWZleVwHRvt9tdJiU60qKLDYFI0RUKZy6DnnqK2U2blnFonwTsPXuSlJRUX2KVwel0+p0X8G8wN9IIR7lLTXRyuPVFjTMwioqKyo2SiY2NLVcrs3r5co6PHcukggI0gHP3bt7JyOABpe76jCEnJwcouSZSUlKUZoB1TEZGBqtWrfL/ffXVV3P11VcD0Lx5cxo3bgyA0Wgso4RMJhPR0dGkpKQA0L17dzIzM7nggsAWejVnGyUjEYO5zOXi3S++wOf1IlFWKfkAT6mM+fn5YZXnbMRqtRKrVoMgIAGLKcnCuB34z86dfHj++bQeNYobBg+uX0EVapVI1xUAl8+axYwPP0RVXIymSRPufOIJouPiKCwsLFezm5yayhOzZnHixAm2bdtGjx49ABSd0cAQRZG8gDHbPp8vbBmdHo+HoqKiMtucTifx8fFIkkRBQQHJycloNJoKPqFhIkkSgiCctj3WEHRFUVGRMq3sDCU6JobzX36ZCe+/T9LJk1h1Ogx9+jDkpZcoLCysb/EqxOPxEBMTU99ilCEvL6/GTmFRFCvMXDuVroDw64sarzCTk5OJiooqty141MrGuXOZWlBATunfRmDi0aO8PX06k5YsqakYCvWMIAhlPI5RUVH+C1GhbghWFoF069YNgIKCAmbOnMldd93lf83n85W5h/V6fa006/kpNpaOLhfdgj77sErFub1706pLF5atXs1tAQ5RJ7C7fXuG9+oVdnnORm65+27GT53KZXv3chwoAh4PeP2l7GwmfvABUQ8/HLF1nAo1J9J1BcAFvXpxwSeflNuekpIS0oDavXUrX4wezTnHjrFOp2NF586MWbSIZs2b14p8CuHH6XSWyYSIjo4OWxmJyWQql5GjUqlITk7G6XSSmJhIdHQ08fHxYTlepGA2m/H5fKdtjzUEXZGcnFwrn6sQGVx1441cdOWVrF+/Hp1OxwUXXBBxzoFgYmJi6tWGslqtiKLolyFcWSGyngzFqXQFhF9f1EqIPNihIYoiMdnZqClpxCX7SXWA6sSJ2hBBoY4JvtDk9MzT9frXpM6qIeLz+dBoNLWa8rx69WrWrFnD4MGDaRswWlCj0ZRRbB6Pp1ayZ1pJEl8LAtcDsknqBf7XsSMzHnmE6Oho3n74Yd5fvJie2dnkaDT81KEDz8+bF3ZZzlb0ej03T5/Oc08/jXTgAPcGvS4Ctx0+zM/LlnHHQw/Vh4gKEUB96wooWXiFMgBDPRcsFgtfjhjBK4cO+etidWvXMunWW3nvn3+UUpIGQvBUgZqkPHu9Xn8/tsD69EAkSaKwsNBvv9jtdmJjY8tdY7XZWLQ2kSQJh8OBJEk1ssdORSToCoUzH0EQ/IFxh8MR8Q6MuighEQQBURRDtm2QncHx8fGoVKqwTUupaaldOPVF2FeIGo2mnPJXq9U4Sw2RQHG8gOcM83afrYS6qE+3F4YkSeTm5p5Vo87sdjsmk6nWPn/Dhg3s3LmTF198sYzSgBKPqtPp9KfXbt++vdw+4eCk3c67ksQs4E1gOjBcr+e+WbP8Ht1nZszg9g0b+O2ZZ1gzdChPL11Kxy5dwi7L2cxlAwcyOSODo/36EezfFgGPSoVOaW531hIJugJKSlFDEcqBsfTDD3k8wHkBEAVctWsXG/76q1bkUwg/wQ4Mn893WinPXq+X/Px8LBYLUNJXo6LPCQy+SJJUpiTa6XRis9n8n9PQcLvd/tKKUA4cq9Vao4VNpOgKhTOfwPu0qmM/65O6cGB4PB4KCwvLlU/5fD58Pl8Zx21V1mM5OTnMe+01PnrpJQ5mZmKz2fhg3DjeuOkmxg4cyCfTp9coiyrc+iLs7tDg7AuZ1oMG8eeBA3R2OpF/1nkpKdw0alS4RVCoB0I5MBwOB7GxsdWOXMgPXbvdjsFgOCs6hTudzlqt4Vy9ejUFBQVMnjwZgLS0NJo2bUpiYiL9+/dn2LBhTJ8+HbVaTYsWLWqlTrUn0AQYS8mYQxEodLtZ88MPXHr55f79Nv38M7nffUfb7GwW//ADQu/ejF+0qMIFjUL1MRqN/OfRR1mUmcnYgMadIvBFu3a8MmhQ/QmnUCkOhwOj0VgrUeFI0BVQMs0slE4M5cDIPXyYNpSURMnvEIDmDgcnjx2Dfv1qRUaF8OHz+ULaER6Pp1xJcmXY7Xb/vzqdrloLHnvpqF6j0UhxcTFQUmoiRzIbEoGLFrfbXeYZ6vF4/M6aiuz2yogUXaFw5iM7IFUqVYMYFCA7D6qru6qDx+NBFMVyGSmB34/dbker1ZZzDgezYtEi9kybxgN5eeiBL7/6ij/Uau4oLGQT0AMozMhg8GefMX/HDlJPYwJMuPWFSqrhqslisWCz2fx/JyQkhEztkSSJj195hb1ffIEtJ4eCxERueeophvz3vzU5vEKEUNH0kYpqWGUHhVqtLldPZTKZ/AZHXFwccXHBA5TOLDweDwUFBUDJDV3RFJ+Gzs8qFcHDk0Xg4/vuY9LChQBkbNrEmhtu4MG8POQ4mAR8OGgQU776qg6lPbPx+Xx8//33HNqyhSMLFnDd0aP4VCp+bdOGW2bM4Iqbb65vERUqQBRFcnJySE1NPe2FR0MgOzu7nANDpVLRpEmTcvuu++038v7zHy612ZDjyTpgfosWDN20ifT09NoXWKFCBEHAYrGQkJBQYWlosC0pU10bQJIkcnJyahwQ0Gg0ZRwqSUlJDWpEfKBdASX3TuPGjf1OmLy8PHw+H3q9vsH3K8vKyqpvERRqmby8PA4cOMDhvXvZ88cfdL3wQm4aMiSiA1tGo7HMpBSr1YrT6USv14elP4Z8D+t0OtLS0sptl5HL6CoiMzOTuddey1S3m+PA98AaYAiwGwhMM3AB0y+6iA8iILMx7CUkFS2+VCoVQ194AX2nTiRoNFyZk8OW995j/tSp4RZBoR6oqC7K6XSGTN0sKirCYrFgMpnKeAaDa1UjcRQRhGcckYwcLYLyKbRnEstDbFtrMHDpnXf6//5q2jQezcsrkxqWDMRv2lSrJTZnG3Jq9hWDBvHEzz+z/cUX+eeZZxj/11+K8yLCkXVipOrG2qSixe/FV1zB+quvZmtpzawIfBsdjf7OOxXnRQRgNptxOp0VZkLIvRpCUd1oa7iyGYNtmnA+808Xn88XMmUcSs7bZDJRUFCA3W73Z4/ISJLkty/kFHMoOS9lgodCpON2u1k6ZQrpr73GxF9+ofdrr/Hm9dezb+fO+hatQlwul/8+k4O2Pp8vLLpOFEX/Z3u9Xr894PF4ypV5nOr+liSJKYMHc6fbzTJKnBfNgHjgMBDcCc0IdN25k8zMzCrLWlvUSg+MinjrsccY+tVXPJufz20OB2MOHkT3+uus+vbbcIuhUMdU5MAI1TzL4XCUWagH1pcG16qGMhrk2q76xGQylRsfXBUEQSAnJ8evqARBKPP9RIKRVFucCyyjJLUbYDPwbadOXHXjjf59JKsVPeV75aQ5HIoDI4zI95BOpyM1NZWb7rqL8y+66IzN/jmTOJsdGBWl8KtUKl778kuyZ8xg4sUXM7ZXL2I/+ID/vvVWHUuoEEzgwrkiw93r9Z6yR0Wo/g0VUVvp5ZEQXLDb7bjd7nLfh9fr9WeuejwezGZzSJvMZDIhimK5oFFNG/MpKNQ2PyxcyCPbt3Oty4UOaAu8fOgQn48fX9+iVYgkSRQXF/udF7KOkySp3PNbFEVMJlOV++0E6yNZ71VHVwLsyMjg3OxsCoBjlDTY/wy4CMjh34b7/nOipDQzcNx1fRFWB4ZKparQgeHz+XCtW0eboO23Wiz8OmtWOMWIeE5n8V3fC/ZTUdkDMNigCP7b6/X6b7pgAyfQyygfq7i4uEzWQl0jT1g5HYNGrlmTS25MJlOZ3/ZMNiQeBlpS0rzzTeAI0LxVqzJR1eYXX8w+yjowfMDe5s1p2bJl3Ql7huP1epEkCY1Gg16v99dp1pWRXpGB3ZARBKHWm4sVFBQwY+JEpowYweJZsyJiUVWXnGoylUaj4e5HH2XEzJncMmYMvS+77Iy7xhoigY0kfT5fSCd9Zc64qt5XkiTVWhDgdBuKhovALJVgG8pms1XJRpRtj2C9cTY6QxUaFrn//EPXoGtcAzQ6fjyig1terzdkeVywnpKnBQU6Ok5F8D3scDjKOSerQmFeHpd6PCwGegOHgFTgSuAk8HeI9/zdpg09evSo1nFqg7A6ME6VfeHxeIhxOst1DRUAXQNoyBIuBEGo9uLb4/GQn59fSxLVnMqMRLfb7c9WqOgGs1gseDyekK8FGi9OpxOv1xvyO7TZbHViYMjOFnkRWB0CDYVQhkRtzUmPFC4ERpf+NxAwBPU/eeDZZ3nvoovYDawF3gCGR0fT8/HHz6qxurWN/PDUarV+J0bg9tpE1oH16YSsDWw2G2azuVYWA5IkMfmxx3ikWTP6Tp/OuOXLafXCCzzdp09ERELqisp0gE6n8/cF8Xg8igMjAgiOCIbqc1HZPVNVvVTb5RD1udAPPLfg1PTqRF1DZXCc6XaHQsNHUKsJdWd7NZqIzxwN5ZQIzoKS9aLsxJCRs7aD79ngtYMoiqdlf1jy8/lZraYXJc6KaOAx4GtgAvAhsAn4B5gGPB0VRertt5frXVgf1JkDIzo6msIWLVABgUmgJ4G4884LpxgRi+yJq26Kj8PhKFOzGGlURS6r1YrFYqlwNKrP5/OPzwlGjjYE3uSCIJS5UX0+H1artU5Gr8qKI1QaWGUEG2IFBQXMnTKFl4YN4//mzcPtdtdrlKc2Cb5KPk9K4pagJr5Go5HXfvyRl9u1A5WKPsuYuwAAIABJREFU0cAYh4N/3niDbf/8U2eynqkIgsAHEybwxnXX8eOYMXw0dixms7lOHRjVGesV/L5Ivjfk2ns5ZTScLHznHbLnzOF/Hg/nUfIM7QZMzcjg/See8O/n8/lCLhDPFCqbAlFcXMzcF19k5ZgxvHvnnXw0caLixKhngg3twMW3TGXP0eBMTIDCwsJyOqS29Vd9OzACkYNCdru9xvpGycBQiHQ6DBjAL0ETCe2ApUOHkIMjIh2Xy+XXX3L2hIx8T4ui6A/Mms1m/33udrtDPteqa1N5PB52zJ5NW1EkEdhTuj0e6AgsAR4HZgJZwDPAeI+H3IUL+W15qK52dUtYx6ieyoEBcNvkyUx88EEeOH6caEoahMzr1o0ZpSNVzkS8Xi86na5cR2hRFKscUZYNfo/Hg1ZbvZ9MFEVUKlWtjv+qqmOlMsO6osWJIAhYrVYkSSpzLLfb7fe8yjd8bRswgiCUkcHj8VR5EkCww2Pj2rV8N2oUQlYWHYCElSsZM3Uqg6ZN4+4RI8Iter1zf0ICN1kspEoSa1q0oOWQIXQJ4bxcNns2Lx86REtJwk5JQ6Gphw4x9umn6fF3qIQ2haryyv33c+eXX/KIz0cBUHzoEC8fPcqUn34C6taBITshA6MnbrebqKiokPrK4XDg9XqrNZHA4XBgMBhqPXtHEAS//pLLy2o6Pk2OrBqNRvYsW0aKKBJDidEmYwSkPXv8f7vdbux2e0R3Zq8Jp/odPR4PE669luc2b0b+5o/u3s3k48eZWDrlSCE0sm0R7vukotGoLpfLf40GP9crkxH+7QXh8/kwGAx+fVHbJVXhCCLJ51vdqHGwbnY6nfh8vgqdD5IksX7NGv766iuiExO5ZcSIMhN8zGYzR44coUWLFkqjW4WI58L+/VmyZQsHNm1Ck5PDHrWa4kaNeOXVV+tbtNPGYrFgMBjKZaOKokhubm6ZNVHgJKfT6b8XioyMDC4+coQr+TfL4gDwOTAGuBz4mJJpJFeUvicNGHf8OJMmTKD/jTfWa2Z0nWVgAFx01VU8uHYtH9x+Ow80bsyrbdrQZ8iQM3ZMptfrpaioCEmSytVohUr/CfUgknsmyP9fXfLy8hrEQ70yrFZrhTVkgbWhgiBUO+JmtVpDRk1FUSy3LVTzrFCEcsYE1gJLksSKKVNQZWXxAiUK4mbgbYeDPWPGsHf37mqdQ0Pgs+xskpcuxTRnDsN/+YU7RowIqTMO//or54liGe+qCLQ4epTCwsI6k/dM49ixYxh+/ZV2Pp8/FTMJGJaRwcqlS1GpVHXiwAg8RmB5mNxhP5S+khsBVqfHhCRJmM3mame8nQ6h6lllnE7nKXVSRdFTh8Ph13lalwuBkoa2AIXAViAPEAMWQl6vF0EQIrpnUk04lSP+q08+YVhGBoHT6TsJAkm//cbJkydrX7gGitfr9U+uqCkOh6NKU7UCt8u135Uhv0cURb8BH9h3Ri5DrU3CYesUFhaSn59fYcZpRYSyNU5lfzx/220UDB7M48uW0WXePGZdfz2rly9HkiTeHjWKj/v3J+eWW1g8YABvjRwZsRm+CgpQck1f//DDHGnShO5qNe+IIq9lZ/O/Bx6I6Ekkp0IQBEwmU8h7L9Qawm63k5OTEzY9ZzQasZUGYHsB7wJ3AfuB8ZTYGCeA/kHv8wG9jxxh165dYZHjdAmrA6Mq2QFFWVkImzbxZk4Ocw8dIm3sWJ6++uozshmZzWZDEASKiorKXaDBRrXT6aSwsPCUo7uqe9GKoogoig3ioX46uN1uvF6vPztDpjrnK5elyN+//DmiKFJYWEhBQUGZbcGez1AGhCRJIR1HgX8fO3aM1KNHaQ0Ex0oft1r54s03/X/LkZaGjlqtpvfFF3P1wIF+p2UoB4ao0yFRvpGnM6C+XaH6bF6/ni75+RQDcp9rNdDO5+PLt95i5XPPMfvee5n+7LO1pjOC+8YELl4qalAH/9Z/C4JQ7r6Su+5X9J66uHeC9YDb7fb3/ikuLj6l4y143KGMnHHi8/mgXTsSgV3ADEpSOwspqU897PWSlZXFg5ddxsNt2vBS796MueUWjh05Ep6TiyBOFe3Zs24dPX2+cnqjZ3Y2u3fsqHXZGiryM62mjj45zdlsNuNwOE7Z1FYOzASWhVaG7Ag0m81ljHt5HHtln/Pt//7HlP/8h2nXXMNrgweTuXdv1U+ulJrqEnlKCJR836H0rPydBOrJ6jQQlSSJZ267jQH//IMkCLwDOIH2+fl88swzjLz+ei5ZvJjn8/IY4PHweFYWA7/+mnfHjKnRuSko1CaCIPDr55/z5NatXCSKqIDmwEuHD7PkpZfqW7zTprplH+Eso+3SpQv/tG1L4KrzcuCC1FQ6v/YaGaNGobnoIoK1lBsojoryl+64XK56KV2tcQlJ4IK7sgwMgIWjRjHlyBHkZWBfr5e2q1fz6bRpDI/gcTjVJbCxUijnTPA2ucmLxWIhKSkp5H7y6MOqloPID9szIQMjFJIkUVhYWO6G9ng8GI3GMtvMZjMJCQnlPiNwJKvH48FisaDX6/3jxuT3JiYmlqtTC3x/4G/idDr9xlxaWpr/tUADMXPXLrKsVvqGOC8d4AkYpWQ2mzEYDCQmBg80aviE0hmXDxvGN2vWcHOAQiwCzF27nrHZWrWNJEk0a9WK35OTubCoyB/Jlyipa5x3+DAi4AFse/fy0qFDTP3mm7DLEayL5HvYaDT6FztyplLgPRUcsZV7dsg9J0RRJC4urswCV35PXdR3By9E5POSkVO9g9PG5YZ6LperTMlJYEae0+nkoalTGbdmDb/l5PA8JSOJAW4Cvtq7l0dbt2asx0MbQCouJvrkSV7at4+X160jJSWlFs64fjjVs6/N+eeza9Ei2gUu/IAd6elc17FjHUjXMJGvXTl7pzI7zm63Y7VaSU1NRavV+kvBAp2RlU0FkLOj1Gp1tTImCwoKyu0fmIFZEZ+/8w6NP/iA8Q4HR4Hc3bv5v337GL5sGc2aN6/y8eWg0OmkTdtstnIjEp1OZzmnvM1m8wdl5OdddWy4DX/8gWbTJpoAG4EXAl5Tu1xs37GDC4Pe01EQWPHrr1U/GQWFOkYQBJx79xI8i04DJBw/jtPpLGP3S5LEonfe4diqVeg8HoSWLXlg0iSaNWtWp3JHGtnZ2Zw8eZIOHTrgdDhwAE+o1dxY2gfjp5QUej3zDDcPGQLArquvZum99/JAQKDFDWxr25bH2rTB6XT6gzB1XbpaYwfGqm++od+AAUDlHcKLiopofuxYuYO2B75cswbOIAeG3NCtIuRpHHq9vkyDTqfTSXx8vN+ICDaMPR6P33ivDPkz5ahnbfTBkB/o9UVFpRqByBMPtFptuWY/wYubUNMRHA4HsbGxp5xhH2iEyB5Vn8+Hw+EgJibGH5GCEsX6x8yZaIBtlEzjWABka7VoVSqKRJHLLrkE+LdxYV2k9tc1FfVmuXbQIN5//HFeW7wY+7FjZOp0WNPTeW/GjHqQ8szA4XDQvHlzjvXqxYmff0Y22VdSUr6UDMiPp9aSRNs//2T/vn10CPPCL9R17PF4ymyXF++B91Tg6y6Xy6/P7Ha7/75yuVxlOmPXlQNjy19/MXf8eAyFhbhiYuh5xx1cf/fd5fZzOp3lHBiBDU0DHRiB55ubm8uM++5jhNXKbP51XkDJAn2rz0cvoA8lJSVQ8mAfu28fC15/nWemTQvHaUYEp7Ix7njsMZ7/3/94IyDb4hhw9KKLaN26dR1I1/AIfn67XK5TNsSTswPkcZypqamYTKbTCpJUN/IIpzdm3OfzceSbb7jO4WAikKrRcBLIzcpi9B138H/r1lXLIeHxeKrd30YOjgQTyqErRzLlXjYqlapa3+8fS5fSTBRZAfw36LVDlOh6gHXA7xoNBrUalyhiC+jRpqAQaQiCgFCanesBfgAOqVSkSBIWtbpcBcCHL7zAJUuWcL+c8bR7N68ePMjz334bMphZVQoLC/nqo48wZ2fT8ZJLuO722yN+CgqU6PYZI0cSu20b+UVF5Or1OFQq5lgs6CkpF7FTMkK1S+n6A6BLt27sevxxpi9cyEVHj5JnMLCxY0cef+89XC5XnQxOqIgaOzB2//2334FRmeder9fj0OkI3ssLiGdYanhVjGY5khhqnm9cXFzIkWBer7fKDoxAGZxOZ62MvYnE7tVyuqVslMgOCdmZELxvVSguLq5w38DFVnCKu81mQ6vVkpWVxVvPPUf2hg0YVSrOycnhHuBF4FGVimfj4uhcqoCdksS0BQu4e/hw/zGDz+lM4FT64qGXXuKZP//kFquV/6pU5NvtzB00iPvmz6dHnz51KOWZgWwUPzdrFnNefpm8P/9EJwgckSS+OX4c+LeeUAQuLCxk18aNYXVgyH0sqoLczFN+X6CekbPbDAZDmbTFQAdGYOmIKIpViiyfDrszMvhq8GCuy8tjpc+HQa3mlx072Pr334x7990y+7pcLuLj48tskx0Vgd/L0cOHeefpp+H4cbw6HVluNx/s30+6SsWyoOMfo8Tg6MS//TGgxLHRFDAdOBCmM40MTuWEj46OZtyKFbz+5JOYtm3DKUk0vvxyJnzwQR1KGHm4XC7sdnvITJxgh2JlDoxAR7zc4yvSy39NJhONTSY+AC6KimKXWs1oo5FEYFVhIfdeeCHdmjWj0GaDZs0Y9847pKSkIIoiq3/8kc0rV2JMSODm4cNp2bJluQa9co8ztVpNfHx8yGu0ov4icpNTWTcF9skSRRG73U5MTEy1vuO927fzODAPMFCiC1apVGxSqzkhCLQFVgFZBgPjjUZUKhWSJDHLamXNihVcPnBglY+loFBXCIJAu2uu4cedO/nD6+W+mBhu1Wo5KYpMtdk4mplJu3NL3PsWiwXf6tV09XiYp1KRFxWFRqVCc+gQ8998k6enTKnycQsKCjh48CDnnHMOX3/yCZkLFjBGqyVdpWLzmjVM/PJLJixcWC7rO9L4aNw4Lv79d9aKIm10OtxeL71cLmSpe8r/FhYy96OPeGr6dP9773z8cWyDB/Pj99/j8fmYfO+9qNXqWpm4Vh1q7MDocGFJMppara40wh8TE4OtWzesR4+W2f5NbCyXDxtWbv/gtNqGRFUWxvI4sVDdpePi4kJGKEI5DORMjlPJ0FAcGDu2bWPBlCkk2O2o4+Npe+WV3PnII9XOHnG73RiNxn9ryEtl9fl8ZTy1VZVf3k+SJHbu3Inb7aZ79+7odLoyRl/wbyYIAju2b2fiHXdwhcVCH7WaRXY7TSWJRsBrwIKoKL/zAsCoUjHy2DE+f/99bn7ooTIyVNV51RA41YJy7pQpjNu7l3i1GpckkaZW83peHmNfeIEev/1Wh1I2TIqLi9HpdMTGxpZpIqnX63li6lQ2b95MfHw8J/buZcuTT3KR1+t3LIvAluRkLjr//LDKFGicV2XfwPTp4PdZrdZyJV2BetRsNrN+/XqSkpLo0KEDPp+vVhwYn02ZwhX5+fwKjE9O9uupz3//nRWff87Ae+7x7xvshAx0zMhZJzabjRm33cZz+fn+32NiQQFGtRon4FWp8EgSsrtfT8lI1f2UdWAIQA4Q36ZN2M+5PqnMgduseXOmfP01GRkZHDhwgF69etXqBK6GgMPh8PeLCo4UBj//5KBJqO8sVA+oSHdeQElvti02G53Uav4BXoqORpIk9okiX/t8POzxsObAAa6MjkZjsTC+f3/ue/ttVn32GVfs3ctzOh1WSeLTv/6i81NPMeC228p8vtvt9j/3RVEsUwIMlTtunU6nP/U6uA+JzWbzZ5xVha0bN3JhURF/q1SkSxJ/Ayt0Oq5PS8NkNtPS6+UWj4epGg1zS50XUOIYHKHV8s7bbysODIWIRBRFLhs4kGnLl/NKVhZppdduM7WadySJ1ydPZsJnn/HV/Pn8sWwZl584wbsaDQNTUuhUGgxxiiJPLV+Ofdy4SkeviqLIe2PHot+yhS42G+NsNuKcTt4JuG96qlSk7t3L4vff58HRo2v3C6gBkiTh2rKFtaLIOVFRpEVFsdHtpkmIfaMBT4gpJ0ajEZ/TyfZVqyjcs4dbR4ygeTXK72qDGjswBtx2Gy6Xq8rG4ZhPP2Xy7bfTfMsWVCYTfycnc+7ttzNk0KAy+8ne/fj4+AY5Eq4qC2NJksjPzy+33efzYbFYKmxmF4jcJDQlJaVcLWWgDG63u1Yi+D6fD6vVymezZ7P+l19wms0kp6TQ+/rruWvYsGp5JWe/9Rb7Fy1iaGIi31osROXns23/fjb/8QdvLFhQLUPU4XCUdNgNaiwjO4eAao9d3b9rFwtefplm+fkcstmYqdHQ7557GP7ss/7vNlSkZcGrr9K8uJhYnY5DWi3JGg1uvR6Ly8VhoGeI9LMWajVLMjLKpMyeTQ6Mgs2baaXRYBVFZJNOVKlIOXHCH5VSCI3X68XpdOJ0OtFqtSGvSUEQ0Gq1DLzzTsbPmUOXzZv9C+ZjwJ6+fXmoS5ewynX40CE+HD+e7D17sDkcGNLSeHbGDNq1bx/yHOR7KjMzk8UzZ2IvLqZjnz5cX7qACHYSy6VWS2fPZu3cuVhzcjBqNBSp1Vx0332Mnjo17ItZx6FDfOP1Mjo5mfUeD78KAgadDpckceTDDzl5/Djm7GxannceN91zjz/93OVy8dZzz5G/bRsqUURzzjk8/cYbfDN7Ns/m5SEBK9xudkkSBaKIU6VCo1IxOCqKSW43IygZL2wC1sfEcLHdziZKMjEAXMDkZs2YPG5cWM+3vqnq76dWq9mzZw86nY5LL730rNUXgYtnh8NRLnU62E6RJKnCYIdcOtLQmPPiizTXarF7PHTRaskSRT6UJKxqNT2NRtb4fExKT2ery8XvHg/tNBreGDmS0QkJXGw0stLhYKfPhxH46YMPuPyGG8pkTQRPHIqLiysTJJHLQCvCZrMRFRWF1WoNOZ2uKjaKKIp8sWQJn02axBcaDauMRoodDt5RqXg+PZ2vHQ4MKhWPxcQwzeejdQUBR41SRqIQgcgNvLVaLa3i40nLzmaDIPCzSlXyvPX5KDhwgP97913O+eEHJqpUfKjRkKjX+50XAEa1mjFRUXwzfz73PfHEKY/55nPPMeDvv7EKAottNmJ9PjqGuG/OUavJ37q1Vs47XIiiCG438Wo12cBxQeD6+HhWu1zcFKSb/oyK4vwbbiizzev1Mnn4cAYePcrdej3mggI+GTaMC599lktLKzDqgxqvZmVFXVUHRlJSEuOWLGHbeefh7tqVW885B9u2bXz8+utl9gusA2xoVKcvhCRJIb3rFRkLgiCU2W632/1Gx6n2g9OrOa2MY0ePMuGuu8hYtIgmRUXMaNGCD5OTufjXX3nxnnuqPCps28aN7Fq8mAcTE1lhtzOudWueO+ccXm/ThgHZ2Xz6zjvVksvtdlNUVFTunAMNhOpEhAVB4NMJE2iXk0OiRsOUTp2Y2749iStW8NaYMdjt9jLptYGoT54kGsgQRY57vXSNimJkcjLTo6LYBmwN4ezaIQgktW1bToYziVPVDQo6HZIkoQ14WPgAl07XIOoN65PAa9xkMoVsMClnIun1eiatXMm0u+5iQtu2vNiqFYsfeohXv/oqLLLIOshut/PGkCE4N2zgTqORee3a8WZsLMsefpifQhxLbsy35qefmDd0KPfs3s3NR45QNGcO44YMqXBiwj/r1nFi7lyiCgp4o3VrXm3Vig9btqT7ypW8G6bFfHFxMS6XiwN793LgyBE0KhVbvF52GwyM79CB+5o3p01iIrEOB//ZvJlbjx1DWLSI8ffdR15eSZeKCfffz+0bNjBWFBkDDD94kJfuu4+MVatIVKt5xeEgrUULnuvWjb4tWvCHKOKTJFqo1TxvMLBMo+HB9HS+GTqUfk88wYakJGYDY4FhKhV3pKXxxA8/kJaWFpZzjhSq4oBfNn8+84YPp83XX3Ni0iSev+UWjhw8WAfSRR6BZaih7plQi2ObzeYfWSxnDZ1qokgk4/V6Yf9+nk9P56BKhVkU+UiSuKNFC0xeL2rg5rg45litHImN5fFOnXAZDDRSq+lrMPCKyURqo0Y816ULgzt2JMliYfH//ue3K0JNRQq0OWw2W4VThmREUaSgoKBK2SwHDx7kz7Vr/U1SXS4XL48cyT09enDwvfc4h5IJUwMNBp5LSqK10cgur5d7UlLI8flIVqmYkJDg75UTiCRJmOPiyjQ1b4gOK4UzD/k61Gg0CFotWwWBrbGxjO/UiefatWNCp070MRrZ8/XXXKbVEq9Wk6HV0ilEBn9brZbsSiYQbduwgZxVq7AKAieiomik13OOVouzdL32uSgyRadjmtHIq0BhhPeo8/l87Hc4MEkS8Wo1yRoNWz0erm3WjA+1WmyUNHRfDSxu144rb7qpzPu/X7yY244do6/BgEqlIlGj4VmNht9nzapXHVHjDAyZ6kT233jsMaZotWjS0wG4DPhp+XLW9e1LvyuuKDPBQxAEPB5PmXro4BrESKO2p3IERuLl7ylUKmgwldW3VhdJkpj36qukFRUh6vWMa9uWHwoK2JGbi0GjIdrj4a3nn+f1efMq/axfFi2iuUrFT1Yr/23ZEnXAwvWqxEQmrV5N/v33882CBZizs2nUti23Dh58yvOpyGCTI7vVGRu3bs0azi8uJhcYGtDF+I7GjZm7ZQtbN2+mXYcOId8raLW4JYkotZpUrZY8t5sktZpX0tM56PMxz2xmryDQqdQJ6JQkPmjUiJjdu3nw0ktJ0WiQdDpa9u3LxJkzI77Wrqqcauxyvwce4LutWxkYcB1nCwJi9+7KKNVKCDSEQz1cZP2k1WpRq9WkpqYyafFi9u7dy86dO7nqqqvCkukjCAL5+fnExcWxcOZMzi0upk16Ov2Sk7H5fGy1WLgxKYkvPv0UQa3m10WLSFGpEGNi6HnDDdxw5518/vrrPGYwMP34cc5PTaV9ejrZWVlMHDmSF2bM4M3Ro9Hk52M0Golq0QKv00mK2cyIpk3RBjyT+sbFsfb338t1Kq8uPp/Pn90ya+JEnmzShHczM/F4vYxp3Zpp2dmoDQY2mUzM6tKFt48fp2NyMuc0akRuXh7P3HUXEz/6iPOOHSNZp2OjxcJvdjsSkCKKHHa7+cDj4c62bTmvtF9G56QkZubn87vHw6WSxO7oaPadey5NYmLY88cfPNioEc9fcQXLs7JYevIk1zRuTNPoaBY//zxdbr+de4YP98tvMpn80w2qMvY80qgsAyPzwAEOz5nDq/HxWEqv8xtEkWkjRvD+Tz+ddeUkgYtpeVqI7AAOFeSAkms8cIKObNvVhaG6du1als6Zgz0vj8SkJPrfeis33HrraV+rPp8PwWpFHRXFg+npvJOby43p6byblcWNiYlsM5loK0loYmJoZDQyOjMTq8tFl5gYvrLbub1VK7qX3ofxOh0vtG/PhB9+wPrII8TGxmKxWMoFQex2u98eq+loWpnMzExef/xxLjEa6RATw3xRJL5XL05kZlK4cSNXJCbyZ1ERk5o25dPjxxml12NQqUhWqcgWBP52Orm8WTP+KCjgUo2GOwwGFrpc3KfXc0KSOCQIbI+N5cphw7BYLAiC4Jc9Nja2XO8eBYW6RA7eaTQaOt9wA5/t2MEbLVqU0efXJSWRk50N0dHMKiri0a5d2ZKZyRVBn3VQEGhy7rmcisXTptFErWat282Eli1569AhnCoVUWo1H4oivTp0wON0ctLtJioujtzjx/ljzRouvfzycJ96WJj96qs82KwZc81mnF4vjbRaukZHMyA5mSPR0czPz8clCFyQkEDLdu3KrecPrFvHoBA2YSebjaNHj9Zbk+ywWTBVzcAoKiqiUW4uydHRmAMW+rfGxTFt/nz6XXFFuQkexcXFJCUlERUVhdlsxul0kpaWFrEGWG07MORJJIIglOnvELxPMG63O6zN7DweD/aDB4kt/bxv8/OJT0xkQufOZJrNnHQ4WHX4MLsyMujSvTtQEpF4d9IkMjdtIlmnA42GlC5dcBQUkK5WYxcEjCHki7LbeW/kSEY2bUrj6GgO79rFlEce4dn33sNUVMR3CxfidTjo2q8fA26++ZTnaLVa0ev11cpI+fzDD+nsdnNt48blXhuUlMTXy5fT7rnnyr0mCAKHnU4u1uvZ5vHQRKOhTXQ0q10u+hsMtNVqmZiUxINFRWjT0kiMikJrNJJjt9N0+3be69aNuNIFe15+PuOHDmXGkiVVljuSOVUmxQ133cXMjAyeXLwYs8uFPi4Os0bDTf36VesYDocDl8tFcnJy5TvXInIkM1zOF7fbjVarDXmdV5ZyHOjACDQA5IV9uOra5R4VZrOZjPXr0bvd3N+yJUtyczkBXNSsGfvtdrbu3UvCRx8x7dxz/fIs/+Yb/q+4mOY2Gx8VFTHu/POJLr1e+jVuzGs7dvDYNdcws1cvUs45B4Bii4Vntm6liyCQFHRtCUBbn4/s7Gza1KAvRKDOkEwmusbFcUPTpvxhMvFpQQF9WrZkTmYmPRISmJWVxX+7dye59MF/caNG/HjyJO+++iqP+nx8XFREYno6T/XogVqlYvQff/BCmza8uGcPQ+PjcQsCc0+epFitZt6AARR7PBywWCjIyWFgfDzXp6fzZm4uFycnU+jxsDIvjzd790Zfek3cbjDw0RdfsPvii+nctSvwbzq7Xq+P2OfnqagsUPLFBx/wRFxcGQd4lFpNd5OJ3bt30yXMZVGRTvAC2u12+/VuVcsn68JxUVxczPiHHkJTUEDHhAQePO88YnQ6/vnpJ17+5Rde+eij07pef1y6lByXC1Gno29MDHenpnJcFOkWH08sIGm1LLbZeLJZM74sKqLY6+Xc6GhuSkri/RMnuDvEwr27KHLw4MEKszdFUQyb4wJgx5YtzHjySWZ0705SqS7pB8xftw5vYSEt9XpS9Ho6xcejVanomZbG5IIC+qhURAkNULVIAAAgAElEQVQC+71eVHo9o1u2ZI7Xy1azme7AXlHkduCq1q3pmZ6Oymbj79Wr6XvVVWXus9q2ZxUUKiPQgXHz/fezbu7cMjoeIF6r5bjXi0MQcEZFcUXjxmzNz2ev200nuUG+KPJJWhrjhg6t8Fi7MjLwHT1aom9K73E30CU2FsFu5x+jEbXdTr+mTRlSalcKosjwceNY06cPURoNva+5hsuvuSZiHOb2vXu5LCWF1r16MWrLFqxuN4mlSQCtDAaebNECALcosi1E+aDaYMAjikQFPX/NanW9tniocweGw+EgNig1HECQJKjAay0IAoWFhRgMBr8BabFY6n1RUhG1nepvt9sxGAzlOvMHRlcqMk5sNpu/Dramo1VX//QT9uJijKU3+R6Xi/+mpfHyrl10btoUldGIQ63mjdGj+XTlSpxOJ0/ceitposj0iy5iZ0EB63NysO7cyf6CAi6Ni+PznBzsPh973W5WOJ0Yo6NxezxkmM181qsXWrWaTJOJ43Y7DyUmMuXpp+mk1fJoy5YYExLY9PvvTFq1ipfee6/CazLUqNRTcfz4cXqoVOxxuynyeLB4vczJy8NXakzY7XbaVtAgdcHMmTzVujUr3W5s2dkc93gYkprKeouFKXY7euCkJBF33nmM69CBlvHxrD16lC3HjtEvPd3vvABoZDTStaCAHRkZnFfqEGqoaDSaShcjl9x6K9bt23moZUsEQKtSsemvv/g/tZoHRoyo0nFcLpe/WW59LtgKCwtRq9VhSemXI6ShImM+n6/SsijZIA3+DWTnSriMb1kHuVwuDuzZQ1tRZIPJhBAby6hOJd0avjp0iA6JiTwV4LwAuDktjZHLl5NQUECbxESidToyzWa+y83FLYrsNZsZ0ro1KXo9HkFgU0EBapWKZno9ZquVIq+3xEFaiiBJHDEYaNq0aY3OKdC5IyUm4igu5pZGjVhvs5EnSeQWFNApIQGv241Bq/U7L/aYTOQ6nVyYnMyCTZv4Xq2GhARuC8jaahwdTRO9nlaxsVi8Xt44eRKiopjYtSsqlYpkvZ4+aWn8kpXFI61bs9dkolHp5x+y2eiclOR3XsjnPKxxY6bPnk3n99/HarWydvVq9AYD11x7bY2+h/qgKs8ql81GjEaDN2jRrRcEcnJyaNOmTYPPYKuqM1TuexW8TTY4I2k09wcvvkiKxYLeaOTJbt2QJImMggI8gsB1ksSKZcu4+a67qv25fy9bxvBu3Xh1+3YeiY7mxrg4HsvP556WLfktL4/xzZvz8OHD/FhYSPOEBFyiyCVxcRx3u4nSakMb7SqVv49WXbB05kzOi40lSa/nmM3GN9nZuCWJPXl59IqPJwrYb7dzf+vWLNy/nxdSU+kXF8cOp5OrVSp+z8tDW/pbD2/XDpPXywG7nTizmbe7d6dl6bn0AXYVF7Nw1iwGP/54nZ2fgkJlBJaQqFQqEjt2RCgsRBPwTNCoVNjj4/nG6aRVqY57qmtXFhw4wNdmMxpRZI9ez+uffEJMTAy5ubnMnzYNoaCALJOJ+ObNeenNN/lmzhwSo6J4ICmJsaWOyp7x8bg9HtxGIy1iYnBIEt0C1p/v791Lz0aNcB48iAf4dc8ePn33XaYtWBBy+lOd4/GAwUALo5Gl/frxyt69/G42c1dKCjEBNsNngsD1IZw7A4YMYcno0TwQoAttgkBO06b1WqYaNou+qouDZs2asT86usyFB7DRaqXDoEEVdmwO7vPgcrlCdtWOBCpyYJjNZrZs3EhyairdunevUjrs9BdfxODxEBcTgzY1lftGjqRtu3Yhm3/K0RW5o30o5D4NXq8XQRBqlB74/aef0rVxY7KzshAliSitlo8OHmRo7958sn075zdvzt29e7M6M5MJTz6JuaiI84xGzk9PZ8GePZzbogXPXXsts//6i8e6dWPOhg30TUzk2YMH6dymDROuvhoV8PPBg7gyM3ELAlMyMujQrBntmjXj58OHcWdl8eCVVzJ31y7MoohGo8FhsfD5p59yf8AEj5pwcP9+LtDrSWzWjP87fpzE+Hiev/ZakkoN4WKnk6kbN7J/zx4+mzWL3KNHS0arxseTptHwYMuWdOnblwKnk8V79jD6+HF6GAxcmJjIFoOB5n36kJydTcvS32Fnfj4+UaRrYmIZOSSgZ2ws+3bsaPAOjKroi6UffsikTp2wejw4fT58ksT1TZsy9uefoYoODNlID2zeWte4XK6SGeal9dKhyjNsNht2u53o6GhiY2NPqRvkSQChxnJWdN9nZmby3Wef4XO5aNa+Pc3btkWn05VxYMhyhWNhE9gg94cvv+Sprl355O+/+SQ3l/evvJI9JhPLTpzgSGEhnWJjUatU/J6byzqrtaTJpduNw2QiRqcjWqvlp+xsDqvVPHrttSzdtg1REOiamMi6/Hx+NZno36kTFpeL/JMnSYyNZeqxY7zaujU2QWCbw0G210uju++uUelhYEM9p9PJsZyc/2fvPcOjKrf3/8/0VFJIIb0SQoA0SiCkUEKJgCBFARVBsGPBgoq9oBz7wQKKIKBC6L2HDgkhEBIIJJBCeq+TSabP/F84mV8SysFyjvr9e1+XLxgze/Z+9t7P86x73etefFxTw+s9enCfiwvrW1pwFokwGgwgkSASCmlQq/m8oIAIPz+83Nz4JCODWX5+bL12jVd8fTuNV4lazaH6eu5xdeWd69d5IiaGn7KykHQJoKxM704PS0uqTGRTm15Pty4BrcFoxEIkormpiYcmTMBYXc1dQUHUa7XwNyQw7qRMddi0aex57z0Su7zraTIZLwUE0NjYaO768HcqRdNoNEgkEjQajdn/oF2Veit07RjSfhz45Vn+q3haKBQKjFVVOMhk+HfrRklLC9/m5RHTsycOjo6cys/n+ubNd0RgKBQKPn33XSqvXkWrUuGr1xMSEMD8wYPZlp9Po0pFgJMTu+vqeNbXlw+KirjbwYEdTU2ESaVM9PGhoraWXKWSPlZW/FxeziBHR7YpFMisrVFrNFwH5jo5/fcHBlM3NbkcC6GQUzU1nNNqmTtyJEKBgDd27UIkEtGsVlOqVFKgUDDCy4t3SkoYJJOhNhpJbmvj0Q8+IO3gQXbk5zPJ1RV7iYSB9vbsVyjM5EU7+tjbs/Mvbkj4D/7/h/aYqn0NmPDYYyx7802eMnkyAKyUy3EMCeFUdTU2VVVM5hdSY2ZAACvKy6mXSECt5t2FC3lm0SLWLllCf7GYPLmcIEtLSgoLmZmQQA+RiKf8/NhQUMADrq4sr6jgcXd3Djc2kqVUUtrczFhvb/QGA6uKijjT2Ii3rS16pZKHIiPZnpeHUCikp9HIU9Om8fWmTX8qiVFUWMi12lo0NjZmMvat4GBSGxuZW1LCSBsbvMViMuzs6H3ffYT063fDMfpFRJA3Ywb/2raNcLmcCqGQIk/PTq1W/wz8zwkMgUDAtEWLeOO115guFOIkkXBSoSC5e3c+e+AB2traflWrvb8LgbFu5UqqMjOJ9fCgtLWVjcuX8+Qbb+DRwU+hI47s38+GL7/k+bg4erm6AqAzGHj3gw949uOPb/pCtLW1YWNjc9sApKO/CPyy4NvY2JgnBp1Oh0AgQK1Wo1arb2gJ1g6NRoNEo+Gh8HC+UCrJqaxEp9PRx8ODn7OzWTh8OLamgGigpyfLzpxB39SEWCrFQizGtXt3RvfqxaH8fI4XFvJE7968OWIEx4uKSLl8mSdjYmgP4VLLyrAUi1l+9SpPjRyJk0ntkFVRwWg/Pz7PzGR6TAw+pjHR6PU8s3Urk+699z/KmyorKzl+7BhqlYqhsbEEBgYCkJuTQ8rp03Szs6O6pARDYyNPBwVRr9Hg7eNjJi8AHCwtGSST8f077yBWq5kfFUUfNzcUajWvb9gA3t4AOFlaMj8yEiIjeaOggO4LF/JUUBAXzp9HtnGj+f5kNjYSbGFBRn09Q1xcSK6qIlOpRAhIjEbmREbe9pr+DriT4EGiUiEWCjt5GeiNRqx1ujsqhWrPVMKfm23sqPZRqVQ3EBitra3I5XIAsxN99+7db0litJMUupuMw80IjHU//ED58eMkBAZyuLycYxkZlLW18e3PP99AYLS/+78XWq3WPI8X5eYy2dmZt0aNYsGhQ9S0tbGtpobxgwax8vBh1AYDJ6qrqbC15XVTYC1XqVhx4ADz+vThpYMH8XZ15fXERLR6Pcl5eUz28OB0dTX5wJumtn8/pKfzVnw8bra2bL50ifuvXCE0IIDE6Ghq6urIzc+nrq4OpzsIPjr6LnX8rB2b1qzh+ZAQtEFBLElNRabTUapU0s3KCgQCng0JYcHZs3xTWMjCsWPNc2GrWo2soYHJQUFUt7Xh360bp6qr2VpayujQUDKKi39RIprWtVK1GpVOh0WH9VVtWl/qVSqy29rYW1XFaBcXtl27xjiTFBR+eVf219ZS2NxMPysrnh03DtUf3Pb6f4k7UWAMGz2a1zdsQHv1KgNlMlp0Ota2tTHw4Yc7KYy0Wi1OTk53pBzVaDQ0NjYiFov/pxvR9pJPjUZzU7Khrq4OGxsbMzHbcXxUKtVN57x2pWbXMt0/E2q1GqlWi9ZgoEGlYkV+Pm+PH28m7gb7+PB1WhpXc3LodZva9YaGBhY98giDnJyI7t2bbefPIzDdX0eZjLmm8iGNXs/8oiLWNzbyUlAQVWo16WVl1KpUGIBCvZ6Qbt1wFIn4vrSUyzY2fDRjhlmynllZyXeffcZjL7zw3x0YIC83l6bmZjR6PckNDbw9YQL59fW8cegQ80NCOH79OvZSKd46HauuX+fzyEjeiIzkilxOg0aDs5MT4yZNYtykSaz85BMWHz3KAKGQMqGQllvsnUX/GHf+g78YOqpGAfr174/ujTd4/9tvMdTUUC8WY+vkxEv9+lHj68uKo0c5UVdHnJMTn5aWEhUZydGCAh6IiMBCIuG9J5/kod69yZfLURqNJPTqxTPe3nx2+DCKxkaC7O3R+fuzu6iIJq2WR/PysJbJcAoPx9fenssXLlBWWEhwr16cSk+nt4MDEpmMVdnZvDBmDI6mGKVZqeTVJ57gq6SkP7wD5O1QW1tLVkYG7p6ebFu1itcTE3knOZl5Tk74WVlxqaWF75qa+PbkSRobG2loaOD5Pn1u6302+eGHUc2cyeHDh3HQapk9ceKfXiIjevvtt9/+PQdQq9XodLpfld308vUldMIEvkhP59viYoqdnOifkIBfQAA1NTV8uWQJJ3fv5tTBg6SkptInPPymmTOBQPCXlIN27CCi1+tZvnQp5ObyZEwMHg4OBLm4EOPlxRdJSQy/Sc9tg8HAyg8/xN/amrs61OwKBQL6ODqy7cIF+g8ZctPvicVitFrtrwrYxGKxObtTV1dn7j2u0+mwtra+6UPa1NRE8r59xFpbE+3tTYyfHyUKBUqjEQcbG2L9/cmvr2fNpUucKivjQmkpY/z9qVMoyKytZVZUFEvPnKFcq8VBJiPA2hp7Cwv8HBwokMuJ9fXlVHk531y8iFKtxt3GhmaDgUTTBuZSZSXbc3OxFAiwc3BgeHCw+dxEQiF9XF05lJ9P6C2CfYPBwGeLF7N11Srs29rwALZt3szWnTvZu307qXv30tvGBg+jkTPHj2Mhk9HdaKRBp2NIz5506/Ki783Lw93Ojsnh4ai0Wlakp5NSVkZBdTVj3d2RdQhAlFotGTY23DtnDjKZDKlMxskDB+jv6MiPV64Q3qsXV+vqyK6p4UxrK70GD2b66NEMCg+nVKulWqUiMirqju/vXwUds37dunX7j8HD4f37GSqRIBQIUJoWMJlIxIGWFsbMmPEff+/A3r2sXb6c00ePotbr6duv3/98wm33gOj4766kWmNjY6dgop0AvdliYjQazWQH/EIEdSRxW1tbO9UsHzlwgCM//kiUtzdpFRU06nSMi45mbEQEP6xeTZteT1hkJKUlJXz05pvkpKRw7sQJLmRmEjV06G8uu1EqlWYipKi4GE1eHj0dHLCUSNhaVMTjo0bx7r59hHt6MqBbN9aXl/PquHGd7s/pq1dJ8PGhTa/HxdkZC4mElw4dYnJICNfr6kitreWJ+HjzZuFwXh5jAwIQCATUKJWEhYTw8LBhuNvb09fdnVG+vny0bh2jujhs32yM6+vrkUgkna6/oznfwaQkxrm7093amrjgYKJDQogPDmbV+fNM8fdnbX4+CW5uVItEjOrVy3wMO0tLVp0/z8PBwazIyeFyayt2QUEojUZmhYUR27MndVIpqaWlVGs0zBk2jLUXLjDE0dEcQKXW1nKqqYmkhgbmjBpFq5UVW4uLaVCrOVVVRYzJHPtQXR2bAW+RiGcGD+7U8coiNvYvSf53RNcW2GKx+KbtPTtCIBAw4u67qfb0ZNHhw+xTq7EMCWHI8OE4m8YF/l+XGwsLi07zUPv4tD+H7eWr7Z04rKysbtiItqtD/8jxbC8TaydbbgWNRoNCoUChUKBUKpHJZAiFQpqbm2+pBG03ov2rYPOPP1J46RJSo5ECuZz+/v6EdSn16tejB+vPn2fIsGG3PM5XH36IRUMD4Z6eVCuVyOVyBnl6crm6mt6mslm9wcC7V67wxKefMmDGDDaXl3PFxoZxzz6L2tKSvampvNi3LzqxmJTGRmpFIv41bRoWHe5tD1tbjmZn03/kyP96WeK3H36Ig8FAiLU1BmtrmrVaUmprUWk0uMlkPNSvHxebmqjQaGhVq9lYXs7p1laqHR2R9+vH0++9Zz7HyOho+k+ahCo0lIjp08m9epWBXRIEjWo1lxwcGDJihPkzsVj8l9xnd8TN1Eb/4P8OWltbqa+vx93d3TzPunl6EjNhAjJ/f4oLC3lp4EA+P3kSQbduxA8aRNLVq6zJy6NnQADZ1dW8N3ky/i4ueHfvTlF1NY0tLXg6OhLp58cgX19Wp6dzqbycx4YMYXVWFpM8PRnm4cFoHx9ahUICZs/msTffJG7sWHYeOYKlUMiJkhJivb0pbmigu40NPb286Ndh7rKQSJAajVSIRPj8D4wujUYjyz//nIz9+ynNyuLUoUMoKiqYGRZGVM+eJDc2crC5GUGPHhh79CBhyhTs7e1xc3O7o7ksJzub/Vu2UJeXx6kjRyi4fp2wyEjzevm/Vjn/IbPvb1m4z5w8iatUynPz52MplZJdUsJbL7yATqtl0dixSCUSzuTkoNbpWLJoER9+/fUNwcetMgx/NivUvnEwGAy8/+qrlF65wrKZMwGoVyg4V1yMs40NfjIZ5eXlN6gwSkpKcDQa8Tdle7IrK9mfn48BCLK3p+k2493Y2Pirmb62tjYsLS1pbm6+ISvTrupoh1KpRKVSoVarmfDQQ3yzdClPBgbiaGnJwsGDmXXgADGOjhy9fp0clYpH772X9GvXqFQqadFqadHrKWlp4URhIQG+vuw8d46vJk/mo927ea1/f6ykUoxGI6kVFeQCWpmMblIpcyMjeffUKZqUSj5NT0crlRLfqxfHLl/mARN5oTcaSSsqQqnTMdjbm6ri4lte80+rV6MpK+PJu+5iz7lzWLW1ERsezsrduwn19WXBnDlsSUnhaHY2E4OCGNmrF2tPneJSSwsWpaVMCQlBpdORWl6OSCAgp6mJYNPm8XBZGa8/9BCL16/ns8ce48MtW7jfw4O+jo7kNjXx8ZUrLF6/3nwubm5uyN3d+fTiRepFIp7y8mJEr168sX07YRERxISEACARiXhk5Eg+P3qUpqYm7LuUmPzVIZVKEYlEd2xm+cBzz7F44UIWmQJAo9HIuqIioiZNuu335HI5c6dNY0xwMC/GxABwKCOD97OzeaNLu+b/Nm7m59Mxu9+eZe2K1tbWTsqodtzMrLfj5rKrL87upCSifX3Jqq6mzWjkvVmzzAHb4OBgVh87RmZkJN9/9BGfTp+OvK0NrU6HVqfjzQUL+GjZMnPW9tdI7tvPQ6PRkHnmDJlVVQTY2THaz4/tJSXszckhyN2d2TExLN6xg+62tggEAupaW9mUnU1RYyMVcjnVra3EeHmxr6qKVdnZyKys8LCzQ+vmRqFcjrVUSrVCwcqLF7na1ER+QwOBjo6k1dTwchfDV0upFAeNhpaWltsutO0lPwqFohOJ1PFeNrW2ojcaO5VCOltbMygsjC0KBU5WVpyoq8PZpJ4zAhcqKlh76RKRERF8X1BAlLMzZY6ORPbsyapjx2js0wcnKysG+/oiFotJysykt5sbwvj4X1QeRiMqQO/sTJONDQFAbFAQBoOBuwcOBKC2pYVn9+yhW/fujH3wQfoXF6M4cwYriYTWv5DnwW/Bna7rer2ebUlJPHPXXfTz8UGl1bIuKYmCyEjG33OP+e+MRiONjY2/kMhSKSqVyhzYSySSm/rJtJefdIRcLqe1tRWRSPSHdO8xGo3mbjG/Bjqdjrq6OqysrG6rovoreV8YDAaKMjKYPWoUScnJtGg0yCQS1Ho932Zk0CoUIhKL0SgUqG6jfmlqaqI4KwtfW1tOX7+Og709QktLxgUHc6SggMW5ucgEAlSA0suLINOa+uQbb5iPMSgmhjNxcby8eDF2Oh22rq500+uxvUnyzMPSkvr6+lsqaG8Go9FI8sGD7Ni8GZVCgaOzM1NnzmTQ4MG3/HsLtZonR47k4z17EAgEnKmqopudHeP79OHElSuM8fHh0f79zd95Iy2Np1euxKUDWdcR1tbWREREADB74ULee/FFvHQ66sRisLCgqLGRKXPn3vE1/YN/8L9A1xKSdgiFQoxGI9Z6Pd+mpbFg+nQcTPNz5DPP8M2ePVgoFIw2+UiZjycQUNfSglIgYOKAAaRcv47OyuoXs28nJ8YPGsSSjIxf1lyjkTqxmI+nTzd//+GFCznx738TZmuLo0zG+bY2WioqeMpklt0R4e7u7MnJIW54134ovw9KpZIzKSmIxGKGREcjkUg4uGcPXlotKTU1PJaYiI+LC++sWAGAjUzG/YMGmb+fk5Nzx78llUopLy9n75o1vDdhgnksT+fm8uDUqdhZWOBoa8uqXbv+0Gv8T/hDCIxfy0LrdDpO797Na+PGoTBtGPp6e2Odlkb/wEDO5+eTWlhIQlQUUr0e3ZUrrFm5ktnz5nU6jsFgMNeUG41GGhoaUKvVuLi4/GmGfQaDAYPBwJFDh9i+eTPhjo7USqWIhUJWpaailEqJGTCAipoa0oqKcMvOJumnn8jNzkYqkeDfqxceXl4oNRqu1tSgyc6mpVs3nnn8caQSCRdyc9m9Y8dtJfQGgwG5XM6WDRuor65GamnJPffei1cHeXFHaDQaqqurb+o2rlAosLKywmg0muv02+ETGEiTlxdzT53CUSLB0tWVCY89xr41a6g2GJgzfjwfbNlCY1sbc6KjOXT+PPf168ee3Fx+yspiYnQ0waZzenr0aL5OTQWtljqtlmUXL/LY3XdTWF1NQlgY665cQSYU8nVGBgvmzGHRt9/SamXFi2PHsiUjg+42NqzPzWVUTAx21tZ8fuIEzWIxH7z1FnqlksraWiysrXlr8WKMRiOn9u7F38mJM7m53DtiBEcyM/kxOZmIgAC6WVqy7vhxYiMiyK+upr6tDZFAwJzYWIwxMby9axfGa9fI1esZFR9PQWkpstJSlFotWy5d4qlp01i6Zw8VDQ14de/O2w8/zN6zZ9lfVoa3qysBffvSw82t0zjPW7iQb19/HQulktTiYqaGheHh6soEU2DSDp1ez0h/f1JPnSJx/Phf9Wz+FWBjY3PHJrfBffpw7+LFvP3555Tl51OjVjN6yhQenjXrhr/t+D4898gjRPv6cndUFDrTb40JD2dzejrXrl4lqENG/L+Nm2U629ra/qNhZntWt2ub4K4ERsd/t/tstKOiogJvKytyqqvp4eKCm6trpzlDKBQyPzGRx999l0VjxiAzqV0Aejg6EmhlRUFBAc7Ozmg0mpuWXuj1eoRC4S3J5YN79zJj4ED8nJ1ZtXs32pYWtAIBFQoFlqaSlXemTuWlLVsorKtjbU4O8x98kG+Sklj+4IP8OykJJ72e06WlRA8ahI9QyNGSEhZGR+Nhb8+6CxeoA56fNYtPNm5kZW4urw0YgFAguOGcdHo9FiLRfwzg2u+ZWq02k006nQ65XE7yoUNcuniRpsZGNl6+zIwOG5a6tjYMzs58tXIlDQ0NlJeXs2HpUsqbm/nm0iV6h4TQu1cvZo0ZQ0lNDf9KSuLVQYN4b8cO+vbuzeqsLF40KesGeHqyNiMDhVpNrx49eK1D4P15ZiZiiQRHvR6xUIimw7wd4OJCaGgoEYmJBAYGcvLIEfrZ2bEuM5OJpqDt74o7Jea3bdzIzNBQAnv0QKPTYSGR8PCwYSzevZvR48Z1IuJ0Oh06ne4GU+dbqR46mmC2o/15aVdA/F40Nzf/ZpLBYDDcoFz5M5F96RLbkpLQq1RU19fj4uHBG++8Y96fnUlJwUKrpZ+XF5733ceW1FQO5eeTI5fz0NSpeJgCcY1Ox6urV5tLXrti1bJlOHfrhtrUYr5Fq2XEoEGsy8lhRu/ejAgIQG80sjglhTkLFtzyfAdHRzN4zx7zv7/56CMa2trMKq92lJg64d0pGhoaeOHJJ7GXSrl3+HBiw8MxGAxsOnaMyxcvMqdDq+N2CAQCdEIhlhIJb06axIJNmxgYGEhmWRkuEglPjhjB4mPH6GVri41Ewvm6OvQ+PrckL7rC3cODvmPH4iiXM87Li62nTxPs6Mj+TZuwtrUl7jZql3/wD/6X6NiFpCMEAgEikQi1wYCNVGomL9oxOTqaD9euJbRD57HalhYENjbU1dSgaWlBoVZzsrgYkZUVU0eMYPfVq0zo1YvXEhMBKJfLWd/a2ilR7+vry1qFghH+/pzKzWVBfDwv7d7N2aIirKRSVmRkILC2xmg0Ul1Tw4R582hoaCA9LQ0HR0cGDBz4u0pKkg8c4PCOHejUaqytrdnx009Y2NlhKRZjp1LxwuTJiIVCPnq6P0kAACAASURBVNm+nSv19VyprSWkw3yVXlGB368oRbeysmLHunXMT0igTa1mS2oqOeXlFFRVMSU2lvv+pLniTyEw8vPzCXNz6yRdU2o05FVWMnnwYHZmZvKaiawwGo1Eh4Xx4ldfUZ6YyMXMTBy7d2fgoEFmqaSTkxNyudycdWhtbTV32uiKdhPLrhm4rtLRO0FDQ8MNZmB6vZ5PP/yQMA8P5NXVNMlkjB06lO9PnqRHUBATTH2Cw4KCCPL15d3vv8fL1ZUP58/HycGBmvp63ly6FE9bW4wqFVnNzbz9wAPm40cEBzNXp+PwoUOMHjv2pudVWlrK4tdf5/W5c/GMj0euULB8+XJGTZ5MRAe2viNu1SrNYDBQW1t7Q9BZW1vLFx98wFNTpuA+axZNcjnfbNlCSHg4Vt26UXnqFN8fPkx4nz5sOXqUaoWCl6ZOZU1yMhqZDJlYTGFNDfMSE/lh/36ei4/nJdP1tGk0vLB/P8cuX8ba2pqhvXsjEYm4fOIEIqGQHw4cYHDv3pSWleFqa4ulTMaqixf5+MUXzZNCD0dHXv32W6KCgymqqGDutGkoWlt56emn8fbxwdvFBSFQ39pKXkUFl0pK6OPri8Sk4GnVakEgwMbampzGRpRaLZYSCQKBgCeHD+fj8+f55LnnADiVmclbc+fyzvLlWOr1JGdloRYKsTMZLMrEYu6JjjaP3QeHD98wzpcyM0no25f00lKyKyqIamzEwcKCGrkc9w4+JHqDgcqWFrzvcJPyV0PXgPw/oXe/fkjd3Qlxc2NWSAh5JSU8P38+7y5Z0mkj29TUhEgkoiAvj24GA+MGDKCqsZEVR44gtLDAaDSiV6nQbN7Mi6+99kdflhnNzc3m+vrW1tabZkLbM/wikei2mVKFQnHDeHUNbNq9JgQCwQ3qi20bN6I3GmnV66lqaiLA1G60HUKBAAupFEVzM71NRGI7gaHV6ejr5sbFzEyiTEF1V9Pk9lILsVjcqSNUu9we4HpeHiP79sVSKuV5UwajTi7n+WXLeOe++/js8GFeTkhg9pAhfHjyJN+88QZGoxErsRhrCwsWzZ5NTVMT0vPnqWlsJL5fP2rs7Pj67FkeCA1lx9WrTJ00iY3HjvHYhAnYWlry7Y4dFDY3k11WRl9Pz/83djodJSZ/kVuhq4m0XC7HycmJpJ9/ZktSEj0cHSkpLeWTuXNJTktjSWoqfR0dqWxtJbWykiU//ACAo6Mjjo6OCObP57U332TZokVsSk4mxDTO3i4uJEZFsTczE2cHB564+25yr1/nnVOnCHNyokWjoU0g4L2jR3lv1Cikpo3b3mvXCB05ksunTlHb1ISoyyZIo9MhtLFBJBJxNTeXME9Prly8iI1KRdLFi0wKCUGt0/H30m79gjvd8F1KT2dqQgJNXQL5cHd3rl27Rt+bZMnuFBqNppPKU6PRmNfOP6J7j8Fg+EuVd/weFBYWsv777/FydsZobc2UsWMpKivjsdmz+fCzz3BxcSF51y6z15WDlRXzRo5k27lzlBsMeLi4oNXpSL1yBaVWy5yRI9m+aRMPzJnT6XdaWlrIz8xkXGgodeXlnC4sJMDLixGRkZyWSFicno6FQIBaIKDV0ZE+oaF3fA3T5szhi5dfZoyPD0fKyrC0s6O+uRmNTHbHymODwcCiF18kxMODIB8f/Nzd+eCnn5BIpej1egrPnWP0uHHY2dmxacMG6mtqEEul3DNlCnV6Pfn19QR2786CkSP58swZhkVEkJadzcS+fXn3nnsobmigTaMhS63msVdfveNrAyjIzqZXnz4knT7N4zNnYmNlxZ7jx3nvrbeIjo8nJCSEh27TcvIf/IP/BTp2IekKoVCIxNkZY0PDDf+vh4MDTUYj+y5dYoCphGNPdjb3jx2LlUzGk0uWsOzkSVoMBuytrBjdvz/rm5r4KCWFPk5OlMrlZNbW8to333Q6ro2NDX79+3PszBmeGTWK5YcPMzEsjA3nzpFSU8M7L7+MjSnx2ySX8/znn3Nk/36UCgUNLS0YjUbEFhYsfOWVX51Qa2ho4NzhwwgMBt5bsAALU/xZ29DAyx99RO8ePTAYDCzZtYvKxkZWv/8+361fT3JREYH29uQ2NXFZLuf79967o99rt2rQq1RIxGLe3rSJqePHk5ydTV8/vz+NvIA/yAOj3UPhTqHX60lLTmZQYCBK02bxcGYmHl5eHMnIYNbEibQqlSzdto3jOTmsP3KEovJyasvLCXB359TJk6xdu5aIyEhsbW1RKBQ3ZCJvZd7YrtLo6O2g1+upqalBp9PdstbPYDB0IjfaW3FqNJpOQcb3332HsaGBqtpa9DodIoOB2YmJLDt4kBdnzUIgEFBZV8fxzExW79mDr4cHrz/6KC2trazetYsTmZn4u7jwyNSpbDl5khHR0QR2UU54Ojuz7dgxhprIkI5obm7m+fnz+WTBAlxNGVOZVEp0WBjfr19P/MiRd3KLOuFmUtblX37Js1Om4GQKri1kMoaGhbFi3Tqm3X8/R/bvx9vNjYy8PO6OieHM5cvE9erFoKAgYkNDGREayo+nThHm74+DvT0/pqTQ2NrKmeJiVpw9i5OvL1YCAb5ubmiUSgYGBhLXrx+Xq6poMxoRGY08MnYsXx46RItSyfC4OHqazDJ1Oh3PLV3K/ePHU1Zby7Nz5+Lu6oqPhwfjhg0jacsW/N3cULa1oQcqmptxMPVQ12g0VDc2EuTtzbYzZxgWGsrE+Hi+2LePoro6ihoaWJaWxouzZ+NgIsHWHzzIlJgYBvTpw6YTJzCKxQhEIsKDgqiprcWnQ+Y6p6KCGhsbBnSRjWo0Gg4fOEBiXBx3DRvGpnPnKK2v52RODqM6eDdodDp+unSJeU8/bf5Mq9XS2tqKVCr908un/mh8t2wZY8LDGRkdjaO9PX169iQ2IoKl33/PMFOdrsZUFqDVaslIT8emtRWBXs93R4/y0nPPMTwmhpjBg4mMjOTnbduYct99dzRO7YvmnY5puyRdr9fT1tbWKRDpGPS0qyvUavVt69uNRuMNc2tLS8sNZKOlpeUv3Xfa2ti0cSObN27kzKlTVBYVIZVKmT10KFvPnkWhVDKsw+ZdLBKxJyMDq4AAZK2teHbvjsZUPqI3GNiTlUXYiBFmslcoFHbKMLdfY/u82R5gajQa87W3trZSefUqvh0INyuZjPTr12lpa2P8gAGsOHWK4oYG1BIJd8XE8NXWrZRXVzPGJHW2trCgr48Pu9PTUWu1zBw+HHcPDzZfusT1pibuHTGCFfv2MTcxEWsLC6LDwxkzdCjLDh5Er9Xi2707pQ0NfJaayrxXXzWrn27mXaBWqzvdN71eT1FREZvXrsXP05MGuZzmxkbui48nxM+PgeHhGLt1IzIiAom1Nc49e3YyPhaKxbRUVFDf1MTec+dAryeqZ08AvF1d+WrPHrzc3BgSEkKgpydxAwYgtLOjZ3AwQf7+yIKD2Z+by5myMo5WVeE7YgQPPvII5y5cwNlgoLCqigBnZwQCARq9njf37UPi5sblS5c4dvgwz91zDxNHjiTl2jWuVFWx6eJFDpWUcO/DD//tPDBkMtkdKRxSTp4kwskJgVCIxlQGIhAIOH3tGn1jYn5z162O59GetGnfA8Avz5NMJrvjlvI3w61Iz78bNBoNzz/1FGMHD8bZ1ZVxI0aQnJpKaU0NTg4O7Nu/n1FjxnBq3z76BQaSe/06vVxdf/GvaWnBzdsbeVsbXx86RM/ISBw8PDh49iw5166ROGFCJz+XNStXom9p4ZFRo8gsLaWitpYquZzR/fsT4O5OXEQE0RER9AsMJE+rZUhc3B1fh7W1NWIHB45dvszrL73E0MGDSYiPx9XRkT3JyUQOGADcvnR51YoVqOvqsJRIuDsujq+2bWPRM88QN3gwsVFRREVE8M6SJZw+fZrx8fHU1tTQIpfz45o13D1qFCmFhWRcv45ap+Nkfj5u3bvzQEICXxw4QFFdHU1KJUcKC1HY2zPlDryhOuLs4cNcKSnhlccfJ+vqVRb++9/klpTg7u7O6JgY/Hr0wCMg4B8PjH/wp6KxsRGFQoG3aY/fERUVFURERbF7zx4SIyI6kfrFNTXoPDyoU6lIy84myMWF3ZcuMWzAABxsbZkyYgTp169zubYWK4mESH9/BgYHE9mnD0YbGwaFhZHX2kri5Mk3EOgDhgzh/OXLnM7I4JlRo3BzduZaQwMTJkzA1tqapRs2kJqby+5Tpwjy8cGg06EHnn/iCebMnMmo2FjW/PgjeqMR31/hj7E5KQlLtZrEYcNwcXRk57Fj7Dx5kuPp6bS0tiIBrtXU4OTujqVMxsj+/RkcHk6vPn0QOjkxIi6OosZGht5hLGhlZYWlpSVn09JIO3+eWffdxw/bt+Pp4oKFSER0B59G2/+xyvMPITC6mp39J9jY2LB11y5CnZ358tAhDhcXcyY/n4kxMew/c4YRAwfyzZ499BkwgGalkvzCQh6YOhWEQura2hh11114eXuzdOlSogYPvqmaouOGuuO5tktFRSKReQPX0NBglpJKpdJO12I0GqmtrUUul5szizqd7pfWX0YjBoPBbASmUCj44O23uTchgc3Jybz66KMcSUlBKBSiNRiIiYhg2a5dFCiVCB0daayuppuVFS7du/PzkSM88thjxMbFcSY1leEREYT07ElOcTFhpg1v+6Itb20lt7aWQTcx8vxh5UpsRCLGDBlCQ3Mza/bs4VhmJueuXEGhUBA7cuQf4oZ7OjmZ4V3UHAKBgLRLlxiRmMjuffsQ6vW4uLjg5uhIYmwsX2zfTmldHXmVlezIykItk3Hy4kUeSkhg1IABiG1sMMhkGN3duW/2bLZv28bL06ez+/x5Tly5QqNCwbErVwjt3ZvG1lbCvb1JHDSIFp0O++7d8e7RA7VWy5ebNyO2sECtVjNr6lRKKyv5OimJs7m5nLhwgeqKCl6dPZt9qankl5Xh4eaG3mhEp9Nxb1wcKdnZXK+qIjQsjKqaGhIiIhg2YADO7u7Yu7rSqFIR2bs3za2tvL12LWIrK0R6PWEBAcSEhbHrzBkc7e15eOJEjl68yJGsLOpaWjiYnc2WCxd486OPOm1yBQIBffr2Zfl33xHk4YF3jx4M6NuX4UOG4ODgwJc7d1Ld3Ex6URE78/N57eOPsTP5XxiNRmpqatBoNP+x/ebfEds2bGDmuHHodDo0JrWBi5MTySdPMtKk2OlIYEplMgouXCDp2DGmTZlCYIdWlVKJBAc7O+oUCnw6fH4rtB/3Tr0fOga/7ZvrEydOsHbtWs6dO8eRI0coLi4m1EQi3EkpjcFgMBsXtpeGdYVYLEYqlbJw4UIcbWwYP2YMqenpOFtZ8eT99/P9vn14OzpyqaiIrKIi+nh7IxaL2ZqWRrlUysI33uBf33zDIB8fJCIRGp2OrOJiLrW2MqqDybDBYOhE1jY1NXXKjLSPU1tbGwqFguPHj7Nz1y4uFRbS38cHG9Mm+EpJCUVGIx6hoZzMyCDE0xONREKVQoFGr+diWRk+3t64W1hgZ/o9oVDIhcJCLly/jp+rK0EeHgwMDkYoFLL73Dl69e6NJeBiIg9EQiHxEREsP3qUo9XV5AkEPPPmm/Tp0CKsra2N5ubmTkaOXclwgGVff41Er8fb3R2NwYBtt270cnHBxtISsUiEi7091hYW7M7IYNTEiZ3Wj8bGRoovXSKrqIi+wcFo9Xos+CUzJBaJaFQosJDJyCsvJ9RkQOpkZ4edtTWrkpN57IUXiB8zhuixY4kbO5aQfv2wtLQkKjaWgykpZBcUsDsjg4M5OewpKMChVy9eeOop7k5MRK/TIVap8HVzIyQwkNGxsUwaNQo3NzcCBg782xEYFhYWd/Quunt7s3bdOixEIr48doxzdXUcuXqVC0VFzHzggd+9/nX0umhubu5EKLa/i7eD0WikpaUFhUKBRCIxP3u/1fvir4gd27ahkstpbGpi4pgxfLhiBffNnEliYiJh4eFcunyZUykpKOVynpo6lQqFgvWpqZwtLianoYGy+nqyKip476238PHyws3VlaFDhpB67hzbdu1i8+bNnD17lv3791NWUMC42FguX73KvXFxjOjfH5VOx5c7d+LboweudnacKyjg+5QUnn7llV/dSnnjTz+x4KGHkHR4r3s4O3PoxAlKq6rYvn07e/bsYdOmTTQ1NRHWocV5bW0tX/373wzq0weNSsXV0lKm3n03zh2SGtaWlvy8YwcvPv44P23ZwgMPPEDPnj25mpvLM7NmER0VRc/QUKTu7kyaMIEvf/6ZyUOGMGbgQJxdXbF3cqJCpeL+Z565Zde4W+HooUPYWVujMxpZuWsXPp6e2NrYsOT11+np74+rszPibt3+ITD+wZ+K9sTzzTxnqqursbCwIG7UKJYsX45v9+442Nhw+upVNly8yNMLFzJm/HiaxWJWHDtGo9FIbU0NUaaGABnFxbw4fz6nMjI4fuECcSbFqIudHckXL2IfHEzfDu90OwQCATHDh9M3Lo4dFy5wsbkZqbMzIyMi+GrzZl5ZtIiYoUNJ2rQJNycnbLt148Hp0/ExJaQlEgkxgwax+uef6RkczJo1a9iyZQt79+7F2dkZ9y5Gxu04m5pKbXk5E0aMYPGqVQweMYIp06axZedOPn71VXYePYpRIACxGIxGYk3nbiGT4eLggEwq5fjly8TehsDoGEfY29sjEokICglhzY8/0tvfn/O5uVhKJGi1WmI7+Iv8bQmMX5t1GBgTw7x33uGRl15i/OTJnExNpaKqiscmTeLTpCTGjBtHWW0tly9fxsfdnZBevbBzc2P6jBloNBqKS0oYGhPDTz/9REJCwg3H7+rOD51d5NVqtdm5u6Nrv0ajwcrKynxDOmZStVotarUalUrVaZPRvqHZsmkTEp2OrNxcvH18CPHxoYerK6t37sTawoLc8nJCYmOZct997Ni2DZlEgl6j4XJxMYteew1LS0vkcjlr1q1jaN++eLq4sPXoUfr4+bFs926O5uZyOi+PpMOHGXfPPTf1tDh26BAGnY5ADw+Wbt3K7PnzGTVuHH0iIzmekkKPHj1wNRnL/R4cP3zY/GJ0+jwzk9iRIxkcG8sPq1YR5OvL5YICxsfEMHzQIJxcXXFyc0MjEDB2xgzunzePbzZt4lRODrkNDUi8vJg3fz7dnZyQ2djw85YtLJg6lbBevRBZWlLd0kJeeTmvPfEE32zfzuWiIqQSCckXLuBoZ8eqo0epbGkhfsAAruTlMTAsjO937uS1d94hNj6e2Ph4CkpKqCgu5tkZMxAJhRy5cIG+gYFE9OzJthMnuD8hgYxr1/Dz90cslaJubcXLxYVuVlaIxWJW7N9Pi1rN4exsqpub+fStt9h9/Dg1dXX08/PjSnExiET4ubkRP2AA4X36ILaxYVB4OIUtLQwfNarTmFlYWGBlZcXAoUP58JNPGBMVZWaR3ZycOJmXR8TddyN0dmb244/j5eVl3oR3DJrvhMA4ceIE27ZtY3AXBUhBQQGffvopx44d48KFCwwcOPB3ZRL/KBw9eJARUVEYDAZUpsykVCrl5PnzjDARGE1NTWi1WoRCIZu3bCH94kWcTIG8VZeNl5WFBdlFRfQNDb2tj0y7mqJdYXUnxJBcLu80l2RlZZGRkcELL7yAi4vLL2Usej0XLlwgPDz8jq5fr9ebydiu6oCO53ro0CHSUlNJGD6cDdu3U1ZZiaVMxqhBg4iLiqJnUBCDIiNxc3dnyebNlBiNxE6Zwqx58xCJRMQkJLB8+3Z2paayLysLg4cH8+bP73TdBoPBTFYrlcpOrR07khtHjhxh6dKlpKenMyA0lAXPPcf6w4c5eukSJ/PyOF5QwKPPPsuQmBgGjRyJ2MODgaNHo1SruZibi7OzM/MffZQfdu8m49o1Khoa2HnhAkUKBe8vXcpX69ax+8wZ0kpKUHbrxoXcXN5esIAv168nMiAAS1NweS4vj4s1NfTw96dRLufKlSt4eHiYa8TbCZiOypKuRsYajYbl33yDi4MDdc3NGAUCHp89m89Xr2Zwr15ITUHNgXPnaJBIiOmiirO1teWHtWvx9PSkl48P0ydN4lh2NrvT0kjNy0Mvk5Fy+TK2lpZcr6wk0N2dFqWSTzdvJioxkaGxsZ3G2dLS0pzlHzZ6NIMSEvAJC+Oe2bMZPHw4qpYWEoYPx2Aw4OTkxMfffMPIyEizF4xer2fZnj2Mu+eeOyIw/sz54rcSGI7du1NQVcWOjAzeWrKEofHxDB0+nH5hYfz0008MuQnx/2vQrvBs7wDSEf+pM1q7V5dSqUSv16NUKrG0tESj0XRSc/zdsXvHDlzs7WlubuZ6RQUPz5vHtfx8Vq9fz4XsbHR6PcXXr9MzMBAnCwsie/cmbuBAogcMoFmlIu36dSaMG0eAry/HTp/m5x072JOcTGlVFS4uLixZssQ8P1eWl/PM/feTUVDA3jNnaFYoqFMoqGhpwSEsjIPZ2Vj6+zPvmWd+dQkjQOqJE8SZkjVF5eUcTUtD0dbGnmPH6BMaSllZGdHR0YwfP578/Hw2bNjASFOi6JF587hn7FhkAgHXrl8np6iIuTNmoNPp2HTgALuOH2f9nj24ublRWVXFE48/zsoff6RVpUKtUBBnUnhYWljg7OiIrbU1VysqOH7tGldLSmhsa+N4QQERo0bRv4tfVkdYWFh0WpvMn1tZkXn+PNcqKvBwd0cmkxHo50dYhzKrOyUw/sy54h8C4/826uvr0Wg0Nw3qq6urEYvF9AwKooefH/vOn+dMaSnO/frx8JNPIpFIUKlUbNy4EZFYjLWNDc7e3lzJzSXQzY3j2dmMGTmSkbGxKIHPk5JIuXqV3efP49CnDzMfeui252ZtbU3/qCiGxMVhYWnJ1u3bmThlCgajkWcXLsTd1RULsRitTkdil70/QOq5c5xOS0MulxMdHc3YsWNJTU1lx44dxMXF3UC4b9+5k5aGBkqqqhgQE0NkRARLvvgCvVbL3SNGMC4hgc379uFob4+vlxfqtjbcO/pf5OSgs7Mj1KRw7QqxWIyzszNisRhbW1vzmmttbU3K6dPkFhZiYW1NH19fZCIRJ7OyGBAUhFAovGMC44+aK/4QD4zfktFQq9UMS0ggICDAfKJio5ED6elo9Xpy8vLwCQig1NkZexsbzl68yMuvv85nn32GVCpl4MCBVFRUUFlZybVr1wgKCup0fK1We8OkezNpZtcsaLv7fLvMtKu5183QLvs8c/Ys42Nj+dcXX/D2yy+zKimJ1+bNIzoykl3Hj5OUnMwTb7/NiRMnqK6qIm7wYK5lZWEQixEIBPy4YQPJR4/y2bJlrPz6a7oJhfh7e/P4v//N50uXmk2jdDodH374IUVFReTn5wMQHR3NiBEj0BkMRA0cyMc//cR7n3xiXrBtbW354MMPef/9980Z4N+DyMGDSU5LI6FDO8+8oiK6myYYW1tbnl20iH8vWcKMu+7i459+4sHERBzt7Nh0+DDlWi0zTIvz64sX3/Q3xo4bh4+p9aEUUBuNJD74IPn5+exPSeHVJ5+kobmZytpaDl29ypqTJ3np5Zd59+23kclkyBUK/vX99zy/aJE5K5qbm4tQJELXvTsfbdpEkLs7Hq6uVDc20qZS4WBvz/a0NJrVao6cOcPqjz9mx/79fLB5M2KBgIa2NiY/8AAZ584R0r8/usxMpFIpLy5YQObFiyw7fhwnPz/Szp3jgzVrmD5qFEP69UOn1/OvjRt59iY1qu3PqX9AAJ9+9x1vvvYaPV1dsZDJyK2oYPKsWVzIyiI7O5uMjAymTZvG6NGjgZs/0zeDQqHgvffeo7GxkZCbTDKrVq1izpw5BAYGsmrVKg4fPszYW3is/C/RrXt3Kqqrce7gsSBXKNALhej1ej7++GMKCwuRSqU0NTXh6urKZ8uW8eG773IyPZ17xoxB3tLC8fR0JGIxjc3NxIwfT21tLYB5ou6KjrXtSqXyP7Zv1Ol0nWrgjUYjX331FV9//TXvv/8+rq6uhIeHk5+fz8GDB5k0aRJ2dnYYDAbWrVtHSkoKjo6O+Pn5MX369E4bbaVSia2trTm40el0ZjJBYCp7OnLkCG6urmzbvRsPb2/0RiN9g4PZefw4E+LicHJwwNrKiq82bOCjL7/E1dW1k3LNzs6ORe+/T05ODleuXGHw4MG3bJ/cXrbXEe3krkKh4Ntvv8XOzg69TsfEceOwtrbmqWeeMf9tQWEh586excfHB6lUSi9TDegDc+bw+iuvoDUp4V54/nmampupra9njLs7n69ciaurK58vX97pt3ds305GdjavPPssazZsQKVQoAfKGhqwcHRk0qRJuLm5oVKp2LBhA7W1tURHR5s39O3jq9VqUalUnDhxgpaWFmJiYkhLS2Pa9OnknjtHTV0dPdzckEokPP300yxfvx6DWo1Gr6dJrebFN95ALBZ3ChQEAgGTZ8wg5cgRsvPySIiJYUYHQ87cggIcAwNplcu5ePUqyd98g62DAwvfeou+ffsikUiQSqXme9/1WXVxcTE/p7m5uQSb1HpCoZDvVq+m75AhvLBiBcHu7mg1GlIuX+aVO8hZ/BXni1+zz6ioreXDf/2L06dPs3XrVqqrqwGorKzEYDAQHx9P//79f5Nirb1E7GaeFzcjINp9LbRaLUqlshNBZjQaqauru6UH1X8TSqWSH3/8kZSUFAQCAc7Ozjz44IP066BS+q1oUyqZOWECr7/3HjqRiPLKSnIKClj4yivmv/nX4sU8+thjfPnll0jS0vByduZqWRkl9fU8NG8eorY2lq1di5ufH8H9+rF69WqGDx/O3XffzeLFi5kyZQrh4eG8ef48SQcOMHPCBFQaDaUVFfTS61E7OzP9/vt/97WILSxobG5mxaZN2Lq40H/gQHbv3o2Tmxv5+fm88MILbN26lXPnzmFhYYHBYOCDDz5ALBbj7+9Pn1692Lx9hoBbsgAAIABJREFUOwkxMazaupWUjAz2njzJ5BkzuPvBB3n//fexsbREo9OxY88ept57L1KZjL07d95wLjqdDoFEwvuff05NTQ1yuZxJfn633eRbWFjg4OBwg1G7TCZj0rRp7N2zB2tLS4RG4y9k7q/oNgV/zbniH/zfwu2STULTXhB+UTUk3HVXJxUU/BIw+/r60tzcTFRUFIMHDybv2jVW7dxJhVJJaWUlXm5uTBw1iokmkuHjlSu519Q98k4xYOBAvvziCx719OSDzz8HYFRCAseSk82drVrb2li3fTsNzc2IBAKu5OcTGhbG3LlzcXBw4Ny5c3Tv3h0fHx/Wrl2Ll5cXZ8+excPDg969exMSEoLK05Pdu3cz+6mneGfJEgwCAb7+/jQ0NeFob889iYkcOX2ah++7j61793I8K4sANzcKKirILS/nux9/vOU1tJck34zsnTpzJt9++SUjhg+HpiYam5upaG5mwfLlSIRC1k+detvx+aPnCoHxd+oV169fb+49/muQn5+PSqUiKCiIt956i7lz5+Lr60ttbS3bN2/GAHSzt0cqldLD0ZHLubn0Cw9HIBB0unCVSsXWrVuZ2eVBE4vFnWpd9Xo9zc3Nd3x+9vb2Zm+BO4FarWbjxo242NsT4OXF9bIy+gUHczo1FZ8ePVBpNFwoKGDGzJmkpKRQdP06ryxYwIFDh7ial0doaCiWtrYUFBQwy9RloaWlhYKCAioqKhjRoS+3wWBg6dKlDB06lMbGRqqqqpDL5chkMjw8PLASCimprOTRJ54AoKioiOvXr+Ph4UF6ejoTJky443G4Hfbs3Im8tpZAb2/q5XL0EgmJ48d3ehaqq6vZsWkTLnZ2KFpbaWptpW9EhNm/4LfiUlYWeTk5iEUijEIhzj164GF6qWfOnMnhAwdIGDSIH7Zt46133jF/b+3atdxjyj5qtVpqa2uxs7Nj/bp1WMtkCIGWtjaGxscjEAi4kJZGYkwMjvb2pF+8SH5FBROnTGH//v0YjUYiIyKoLS0lpgORA7Bs9WpCIyI4n56OQacjKCSEgVFRN9RwCwQC7O3tO22kGxoaaGhoQK/X4+joSFJSElFRUXh6emIwGMjMzEQikTBmzJhOMn5PT0+OHDliPk5CQsIN6qQrV65w8OBBnjMZkLbjkUceYYWp3VJGRgapqak89dRTv/0G3QQ7duz41fJolUrFz6tXE9+/Px4uLhSUlHD8/HmmP/AAx0+cICQkhNbWVs6fP09tbS2TJ0+mZ8+eGI1GVq9cSQ8HB6qbmugXHo5Wq+XUyZPExccTbGq9a2lpedPsUscARSQSdTIF1mq15val7c9619r19PR0CgsL8fLyMv/XDoVCwYEDBxg+fDirV6+mZ8+e+Pv7k52djVarpaamhnnz5pnnL6FQiJ2dHdnZ2ezdu5e2tjbs7OzMZqHjx4/nwIED6LVaxKZ2kNbW1tx7771knj9PdlYWYqEQo0hEi1LJ9P+PvfOOj6pM3/53SjIzmZlk0hMS0gMpJPQemosUaYqiLlYUXQVcG8VdWSyIi6+6ooKwCIh0EUF670UgEAIJqaT3XiaZTCZT3j/CnF+GBCWAovvx+kuHOWdOznnO89zPdV/3dV8302zrby8qKiIrK4uQkJB2mzNLJBK++uorIiMjMZvN5OflMeK++wi6wTz08tWr6AwGIlvUTlrxw/ff46rR0D0yko4tsi2nY2MxSaV0ayNrYDKZ+G79eh4dMQKX66VV13Jy+OHwYaY895zNOiCXy1m/fj0TJ060KRWRyWRkZmZy5MgRunXrhkKhIDExkYqKCl5++WUOHzjQbIbp6IiXuzsPjRkjHKutq+P7PXt4fPJk1Gq10Gq6JTZv2oSzgwNhgYFEXicZtPX1rP7xR/761FNtKgucnJyQSCTo9XpBheHo6NjquVjnAJPJxPkzZ3ji0UcpLCpi37FjAtFZVlaGSCQSVCg9e/bk1KlTwjnamivg3s4X33zzjc18oVarb7nsZfPmzYwcOZLNmzdTV1eHv78/cXFxhIWFERERQU5ODjk5OTzyyCO/SE62F9bnZsWNyqzfA5qamli3bh1Go5HRo0fj5uaG0Wjk2LFjeHl50et6cuF2oNVq2bx5M35eXgzt35/F33xDcHAwEx95RJgv8/Ly+HHrVma9+irQPH9W19Tg6uLCd9u2MWbcOLZ+9x3u12OntLQ0vL29UavVBAQEoFQqyc7OJjY2lhdffJH01FQKMjPp6OlJRU0NqVlZTH355XaXi7SFqqoqNq5dy6gxYwgKDgZg9erVuLu7Y7FYcHJywsfHh6CgICzXS1G3bdtGRUUF48aNIzEujomjR7P/6FGqKitJysjg0b/+FYVCwaZNm5BIJEwYP57jR4/i7OrKX4YP5+uvv2bggAHUl5czZuhQxCIRRpOJNdu20W/IEHxv0lGuLViN5m8k3axziV6vZ/WKFUgkEiwmEyKRiGcff1yIScQaDefPnxeO+yPMFX/ifwt5eXmYTCYC2ij9zcnJAcDf39/mv1viwoULVFRUIBaLGTFihE3yRqfT8e2KFTw9YQLK6/FQ3NWr5FVXM+w2PAMTEhLISEvDTi5vTuKMHs22bdsoLCwkIjyc/JIS/jJiBM7OzhQUFPDTTz+h0WgYN24c69evJyQkBA8PDy5fvkxycjIuLi707dsXtVrN3r17eemll3B2dmb9unV4ubvj7u1NfHw848ePZ+umTUweMwa5TMbuw4e5lJzMhOHDCfTzIz4pifjUVMY//DAazc1tvNuKMVri008+4W9TpnDq1ClKCwvxcnUlu7CQwvJyPlm0iEOHDgnf/bXnijtWYIwZMwa1Wt3uTIZWq2XRokXs3buXrl27otfrGXC9U8O4ceOYMX06YrGYp59+mqMHD+KgUFBcVMSct95q9VtpaWkMGjTIhjESi8V4eXkJ/9/Q0EBVVdUtX19Lw71bwb59+5g6dSq5OTloy8oICQyksamJ//f++2Tm5LD36FH69ulDQkIC3t7eTJgwgRM//cQ7b7/N6vXrycjORunkRGBgoHAfoJk5DA8Pp2+LDfLs2bMZO3YsqampDBkyhM6dO2OxWPj++++pra3FOyCAospKevXqxXvvvYe7uztdu3YlNzeX0tLSVveqvTCbzSxYsAD/oCCC77+f5ORkmvR65s+fb9ONwIpnnnmG8vJytFot/v7+d8WD40ZW7uDBgxQXFxMdHU2/fv146KGHWLNqFUEBAaiUShCJ+Pbbb9FqtQwaNKjV+QoKCnj00UdbXX/tk0+ya/t2ruTlMfyhh5h1vfWQSqXiyJEjjBg5km1btpCTn8/Y+++npraW/65bx6ixY3miRfeYm0GlUrUylbMaygLs37+fhx9+mJ4t/EZ69+7Nxo0biYmJscn4eXl5CRuW9qLlOyWXy3/WXPJ2MWHChNs67tFHH+Vfb7/N/p07cXF1xatjRxr0ekFSXlJSwmuvvWajRgLw8/NjyZIl/KtFxnnSpEksWbKEl156Cblcjkwma7MrRVlZmc09cHFxEbJrpaWlmM1m7O3tcXNza26VdUN269y5c4SEhGA0Gpk4cSLwfx0uZDIZFy5cYNu2bURHRxMeHk51dTUjR44kNjYWJycnVq9ezcaNGwXipKGhgdWrVxMQEMDUqVOFd6ioqIjjx49TV1fHtJdfZtOmTfgEB9PQ0ECvXr1s5pKUlBTOnz8vvDsajabV5s26oHbr1k34N71ej729/S++txkZGYSFheHs7IxIJGLy5MlsXLeOvz7yiLCha2pqYs2mTSxZurTNjIqToyOXL16kqLycwuJifL29ib18GR8/P159442b/vbQoUP5dtUqknJzMVss+IeE0K9/fx5//HGbwF0qlZKcnEy/fv1s5kCLxcKWLVuYO3cua9eupbi4GI1GQ35+Po2NjSxYuJBr6eks+s9/yCssZPP27XSLiqKkrAxdUxP/WbSIgIAAYcNUUVEhEFpSqZSYmBgWffopKdnZJGdkYDSZcHB05KvlywkNDaWysrKVl4K11MVsNlNSUoJIJLJZ06yoqqqioaEBNzc3qioqkEgkGM1mnnzySYJatI8DGDx4MHv27OG+++5j7B20Yf4t5otRo0bZrL9ubm637EeTm5vLlStXCAkJITAwkH379jFnzhzhc2tWeseOHXzzzTc/G79YFU+3+tst5/S6uro2fWvuNdatW0enTp0YPXq0Dbnat2/f5o5l999/yzJ/i8XCjh072Lp1q9B6eMGCBaSlpXHh3DmGDRxIaU0NAwYMoLy8nI0bN3L+/HmefOopElNSmPr004jFYgwGA/M++IBZs2cTEhpKSlISkVFR/PTTTwQGBjJixAhycnIoKSmhT58+5OXlERkZ2ZyQGTeOpqYm8vLycHFxYd++ffTt2xfvG9qV3y6uXr3KY48/TmVlJZ999hl+fn4CAazX63nkkUf49ttvKS4uFsjQGTNmoNVquW/ECC6npPDa3/6GVCrlzfnzGTNmDO+++y6hoaH4+fkxYOBAysvLqampITExkR49evDytGlcuXyZw4cPYy+VYjCZcPL0ZOoLL7Tr2r29vQWlXnl5OdA6Pr4SH09kp05s3bYNY1MT+44c4fnJk/Fwc8MlNFRYw24Hv8VcMXLkyLt+zj/x+0FiYmKzV1wbSY+kpCRMJhNRUVHEx8cjl8uFBJUVAwYMYMGCBYJisWVcBJCens7pq1dRymQ0mUx07dGDGePH39a1jhw5kicmTyYyIIDHHnuMH7dsYdmSJRw9fpxPPv+cDz/6CLFYzPbt27l8+TIRERE4ODhw/vx53nrrLZRKJRcuXKCqqoquXbvyxhtvCCoThUKBp6cnvXr1olOnTsx8802mv/oqp06dQq1WM3/hQjasWYPFaMTBxYUO/v4oO3TgSm4uEX368Po77/xsEuDGeaEt+Pv58d+vvmLWm28iAvILCzl5+jQd/PxuSljcKto7V9wxgSESiW5LhqlWq4Vyjfvvv5+LFy9y5coVoqOjEYvFvP7GG0yfPp0tW7Yw/C9/oaa2lpS0NEQiEVVVVWzevJmamhokEglarZaPP/6YoqIiDAYDTz/9NMOGDbNp+9fe2tL2srlNTU0olUrGjhtHUVERRw4dorKykk9WrqS2poa58+bh5ubG9OnTkclkwqBd8J//YCeR0NDYSElJSbPhZ4vrjoyMZPXq1fTt25fDhw+ze/du9Ho9arWaqKgoQX4tEonQ6XQ8/fTT2NvbYy+T8dZbbzFixAi8vLywWCy4ubkRHh7Ol19+yVstpJztxfr16wkPDyckJASAwMBAdDodixYt4v3332/zGDc3N9xaGFfdbQwcOJDXXnuNxx9/nG3btvHGG2/w4rRpNDY2MmfOHMRiMSUlJXTs2JHq6upWDGRJSUmbrKSjoyOTn3qq1ecxMTHs2LGD5cuX8+6775KaksLaHTuQKRQ0mExMvol0VSQS4erqilQqpba2ts1uOS1l6HFxcTzRxrlCQ0P56aefbIiNO8GNdf+/J4O/nTt34qjRMHvOHGFCW7JkCd27dycuLo7nn3+eK1eusHr1ajw8PBg5ciQKhYIDBw4wadKkVueLiYnhxIkTjBgxolVbRGi+FzdOnFqtVmjbbN1oGgwGqqursbOzs9l8arVarl27xuzZs/nyyy8B2LVrlyAxbmxsJD09nYiICPz8/EhJScHb25usrCyCg4NJTEykQ4cOPPbYY2zZsgWVSsWsWbPQaDQ8+OCDNkSC93UZc0xMDEePHcPNzY3Kykqee+453nnnHZ544gmCgoI4efIk69evZ8WKFcKxbRESVoVQU1MTR48eZfv27djb22M0GvHz8+OVV1656cYmLy+PgQMHcvToUeRyOZWVlUx6/HHeWbiQ4IAALCYTCcnJDIiJuek5+g8YgEKhYO/u3ZjNZi6mpPD01Kl06dIFsVh8U6m9Uqlk2iuv2Hy2YMEC7OzshBpYaN6MlpWVtVJCLVq0iKioKL7++mvGjx+PRqMRvrt3714iIiIICQ1l8dKlXLp0ic2bN9NtwAD8/PwE0rPlORUKBY2NjUgkElxdXXF1deVf775LRUUFtbW1+Pn5IRaLm+dqe3uUSqVNHXfLzbJYLP7ZTLK9vb3QTWXWnDlsWLeOpStW8LeXXmpFYNTW1hIaGnrHmel7MV+0h/h+5plneOaZZ/Dw8CAuLg53d3fKy8uprq7G19eX9PR0HBwc0Gq1zJw5k08//RRoVvNY1VXbt2/n22+/RalUCl2e5s6d+4ttWHU6nVDyda9r87VaLQcOHMBoNHL//ffj4uJCU1MTu3btIiQkhI4dO6LVatm2bRvV1dVA89gtKCho0/EfbO8RwMKFC0lJSWHQoEFERETwww8/4OHhgYeHBwMGDKCgoIBlS5eSmZnJ0qVL8fHxoWPHjvTp25eriYm8u3Ah9vb2NBmNNFkshFxXKA0ZNoxdu3Zhb2/PwIEDEYvFFBYWkpeXx4EDB7BYLGg0GgwGg+B5Zh3vZWVld9xtpiXkcjklJSUsXryY+vp61Go1Q4YMYf369YSFhfHNN98QEhJCWVkZp0+fJjo6WlDT9ejRg959+7Jj506qqqspr6xkw4YNAik+adIkli9fTkxMDPv27kUmlwtjPbprV6JbyOG/uqGd4y/BWmYIzfOERCLBZDK1IuPenDWLDz/4AP+AAIpLSrh89SpvvvceXaKi+Ojjj+/o3v2eY4s/8ceA0Wi86ZplJT+t32tLPeDo6MigQYP44YcfKCwspHPnzsJckZiYSFVVFe9+8MFduVaRSMSTTz1FQkIC5eXldO/dm3f//W9Cg4PxCwjAYrGwZMkS+vfvT25uLu7u7uTm5iKXyzEYDCxcuJDq6mrCwsLo3Lkzer2elStXotfraWxs5MiRI3zzzTe4ubnh5+/P5s2befzxx9m3bx89e/bkpVdeobCwkEWLFjFt+nR6XE+63gpuhaQPCAzk2eef58vlyxHT3Blx2H330f8GUuh20N654q4QGLeLYcOGYTQaKS4u5tlnn2XPnj1s27YNkUiExWJh4sSJeHp6svn77+nevTu5BQWcOnWKPXv2MGrUKBwdHYmPjyctLY3KykrCwsLw9fVl3759bNmyhZUrVwrB5a/B+rbE0KFDWbRoEREREXh7e/PE9U3vmjVrmDZ9umCcGRISQnl5ORaLpTmbep1N/+KLL5DL5QwdOpR//OMfPPvsswQGBnL27FlOnjxJSUkJXl5euLq64ujoyPnz55k6dSrQXHJw9uxZKisrhQEYExPDmeumnQcPHiQ9PR2FQkFDQ0Or+vX2Ii0tjYcfftjmMwcHB5qamn62Vu3XhIODAwMGDODq1au4urryxRdfCFL5iooK+vfvT3V1NRMmTOA///kPs2fPRqVSYbFY2LRpE4GBge0KkMViMfPnz+fjjz/mpZdeonv37jQajZQVFDB79uybvhctXepvJuNqef80Gg1arRZXV1ebMVxSUnJXapWt8PDwIDMzk6CgIC5fvkzwdans7wEHDx7kmWeeETpEGI1GlEoliYmJhIeHs2/fPs6ePYu/vz8PPPAAc+fOJTAwkKSkJHr16kVTUxM7d+4kMzMTnU6HVqtFLpej1+sZPXp0q04jRqORM2fOkJ6eTs+ePenSpQtNTU1C9qolWhos5uXlcfToUeLj4/H396e2thZfX19++OEHKioqePDBB4Hm91Wr1aJSqcjKyiIwMJCsrCwcHR2xWCw89NBDiMVi8vPz+dvf/sa8efOoqKhApVKh0WjQ6XTs2LHDJpvWt29fsrOzOXv2LFlZWezevZuZM2dy6NAh9u/fT0ZGBu+9957N33njGNXr9axYsYLjx49z7do1wsPDmTRpEvn5+Vy7do2Kigo+++wzZs6cCfxfbb/V9Pjy5ctUV1czcOBAfvzxR7Zs2cL8+fP559tvU1RUhMViIS07W3gvb4Zu3bu3WSri4OAgGB/eCkaNGsX69et59NFHhc9ycnKQX98g1NXVoVQqMRgMJCYmEhERgaenJxqNhrNnz3LkyBEeeOABIiIiWLt2LY2NjZjNZnQ6HRMmTLAxYpVIJDb30zrXqtVq4X2WyWS4uLjYqLysQZlcLr8pgQHNWf2blSHY29vbGE87qFSEhIaya9cu+vTpI5zLbDazevVqli1bdscquHsxX7Qn1nBycqJbt25kZ2cLxNf58+cFsv2RRx4hPT2duro6srOzefbZZykqKsLZ2RkHBwfy8vJQq9X06dOHtLQ0hg8fjlgsZuHChYwbN47HHnvspr9tNpspLi4G2p8IuVvQarXMmjWLiooKBg0ahFwu55133qF///4oFApcXFwwm81UVlayePFiRo4cibOzM0ajkf379xMbG9uKwIiNjeWjjz7C3t4elUqFTCZj8ODBlJSU0KlTJ9zc3Fi8eDH5+fnNfizXuwR17NiR6TNmMHfuXF5++WVWrlwpnDuySxciWxBCVvkwNCsNly1bRlBQEK6urhw5coTJkyezc+dOkpKSCA4OZtCgQWzYsIFnn31WOK6wsJCGhoY7UpneCB8fH1auXEloaChpaWn079+fCxcuMH78eLZs2YK3tzfl5eWUlZXh6elJnz59hIzqvn37yM/PRyQSceXKFRYsWMBHH32Er68vIpEIk8nEyy+/TEJCAh6eniQnJxMSEkJNTY1N6WJVVVW7y51unEecnZ2pqKho9blSqeTNWbPQarVUVlbi4+PT7hLCm+H3HFv8iT8GfskDw5rY+LnvjR07lm7duvHRRx/xz3/+ExcXF+zt7enatSuzZ8++q9c7cuRIjh07xsaNG3nttdfo168fBQUFnD5/ni1btvDwww/z/fff4+DgwPjx41mxYgUVFRV8++23girYSjguWbKEYcOGoVKpWLt2LcOGDWPmzJl07twZBwcHjh07xnvvvUdoaCgpKSl89tlnaDQaIiIi2p2ouJU25RKJBD9/fxs/o7uF9s4VdzxD3UkgFBUVxY4dOwT23ipptVgsfPLJJ7z66qtC1rGwsJAJEyYwY8YMJk+ejNFoZO3atRQVFREUFMTgwYNRqVSYzWZ69uxJbW0tn332GfPnzwd+fQLDaDSSmZnJwoULeeaZZ7Czs2Pnzp14e3vbtP6ZPHky8+bN4+DBgzZy/8DAQGJjY/Hx8eGZZ57h1KlTbN++vdkEKjKS+vp6goKCOHz4ME888YRQ83/27Fny8vIICwsjLy/PRl2g0Wg4fvw4TU1NjLuuDDl8+DAFBQUMGTIENzc3oqOjeeWVV9os/WgvrMTTvcKzzz7LvHnz6Nq1K66uroJKR6/Xk56ejpOTE2q1mgcffJAvv/wSiURCY2Mj1dXVfNzOLIPVbX7evHlYLBYKCwuFwPDncCvZh5aBwyOPPMLy5cuZMWOGMIbr6urIycnB0dGR+fPnU1NTg0wmY+XKle36G44dO0Z1dTUPPvggzz33HN988w0SiQS1Wt3KU+ZewjrHWBcmnU6HnZ0dPj4+5OXlodVqMRqNdOvWDRcXFx5++GFqa2tRKpXs2rWL/Px8QkNDaWhooKCggA4dOjSXMqxZw+LFi3n11Vd54TqRWFVVxYsvvoiLiwv19fXs3bsXlUrF0qVLb/rsrl27xpw5c1CpVPTs2ZOMjAxmzpzJpk2b6N27Nz/++CPTpk3DYrGQnp7Ovn37CAkJoaqqCjs7O9LS0vD39ycvL48JEybQ2NhIXFwcBoOBqKgoFi9eTGRkJDqdjvT0dL7//nv69etHWFgYZrOZ3bt3AxAQECDUiCYkJDBjxgyio6MRiUTMnj27Vf1oy7nbaDQydepUQkNDKSkpwdHRkQkTJvDdd9+hVqsJDg6moqKCI0eO8Ne//pUff/yRq1evChm9mJgYIUh3cHDgH//4h0DuRUdHY29vT1VVFS+88AL29vZoNJqbdlW5GazdN248xup3VFlZafP50KFD2bVrFx9++CFOTk7k5uaiUqlQq9VMnz6dqqoqdDodnTt3JjQ0lNjYWMaMGcPmzZuFkhmr0WjLcovi4mIKCgpsfuvGsWFVWrWEVW7e1nF2dnY2gdiNgYRVSdIW7OzshDnfaDTy+eef8+T18rV3332XgIAAJBIJmZmZeHh43Lb64l7PF+2NNV555RWmTJlCY2MjgYGBVFdXk5SUxJgxY1ixYgV1dXV4eXlRVlZGY2MjDz30EMePHyczMxN3d3ciIyNJS0tjwoQJxMbGkp+fj1QqZcOGDQwbNgwHBwdWrVpFXl4eYrGYBx98UOhwcq/r8efNm0ddXR1PPfUUIpGIpqYmhg4dypkzZ5qN7oYP59ixY3zyySdMmDABZ2dnQXk2atQo9u3bx8SJEwXSaOfOnaxYsYLx48fj6upKbGwscXFxXLhwgQEDBtClSxc2bdpEQ0MD3bt3Z/Xq1cycOVNQXaampuLs7Mzhw4dxd3fH3d2dxMREGzXLqVOn6N6CuBSLxbz//vvMmjWL0tJSZsyYwa5du4TOQdCsKNJoNHz44YcEBQVRXl7O5cuXbZRmdwNPPPEEU6dORafTIRKJ6Ny5M3Z2dpw+fVpYl+rr67FYLHTv3p2UlBQee+wxPv30UyHxlJiYSL9+/YiKiqJLly5IpVKkUinbtm3j8ccfJzo6mujoaDZv3oxGo+Hzzz9n9OjRhIeHk5CQwA8//MAXX3zRruu+8V23t7fH1dW1FRlonVvUarWNP8Dt4l7PFX/ifwst3/kbYV03rV3efo548/X1FVSxvyYkEgnvvfce//3vf3n//fdRKBSCqW9ycjL19fVotVqCgoKIi4vjhRde4NNPP8VkMqFWqzEajVRWVnL69GnB+2fHjh106dIFf39//P39qa6uFrwy6uvrUSqVhIWFCeUz27Zta7fq/VYUGHc7QX0nc8Udm3jqr9ei3y4WLlyIwWAgKSkJV1dXZDIZcXFxvPHGG20aSb399tt07dqVH374gfLyckJCQjCZTIwfP56pGMTSAAAgAElEQVRDhw5RVlYmZFcBwVDE2nVAr9djNpvvqnGXxWJh+vTpREdHYzQaSU9Px2QyUVFRwapVq1oZ5RUUFPDBBx9gsVgICQmhsrISd3d3HBwcKCkp4ZHrNeMNDQ2sW7eOHj16UFdXx5EjR9DpdLi4uDBmzBi+++47/Pz86Nu3LykpKdTX11NRUcG0adMEtq6oqIgHH3yQCxcucOHCBaFFTseOHUlOTsZkMlFVVcXy5ctbyY1vhi+//BI/Pz8boxyDwcD27dtZcJOOIr8VTCYTGzduJCsrS6gZt7Oz48yZMwwZMoSMjAybjGxJSQn79+9v93VrNBosFku7jGGhOTP4S5mhlrWqUqmUa9eusWbNGlQqldAK2NfXl+3btzNmzBgcHBwwGo3MnTv3rviL/N7w6quv8tfrrefOnDnDzp07USgUvPbaa3z44Yd4e3ujUqlQKBQ2ZrcAK1euxMfHh6ysLEwmE97e3mRnZzN48GCcnJywWCxCJu3ZZ59l9OjRDBgwgN27dxMcHIyrqys5OTmUlZXx3XfftVocdTodU6ZMwd3dncDAQPbv34+joyN///vfkUgkpKenc/jwYf7617+ybt063NzcKC0tRa1WM2bMGCE75+XlRXR0NBKJhJMnTxIaGopMJuPatWsUFxfzxhtvsHHjRsrKyhg1apTQkQiafXIeeughm8Wqvr6ew4cPM2/evJveV09PT2Ex2rRpE0lJSWRmZlJQUIBSqcTLywsnJyd8fX2FYwwGAxs3bqRv377Y29tz+fJloPk9GjduHNHR0Zw/f57y8nLEYjF2dnYYDAbeeust4Zqt72VbqhaZTEZTU1OrUhHrMSKRyMZfAhDWjRt9S6yfr1+/nm+++QapVEp5eTmhoaFkZGQQFBSEu7s7hw8fplu3bgQGBpKQkIBEIkGj0XDx4kVGjhzJsGHDbK7l8OHDjB07Vijfg1sL/C0WC0VFRTafeXl5Ce9sdXU1Op0OiURy262ujx49ytq1awkMDKR79+7o9XqhNaxVafT888/f1rl/a1hVO9D8/G/Hz8DqRWBt++vr64vJZKK2tpbg4GDOnj2Lk5OTYNptfQYRERGIxWICAwO5ePEiAQEBwnqXm5tLUlIScrmcbt26CcmLqqoqRo8eLZhw/xqwWCxotVocrrf0bgsZGRl8+OGHhIeH06FDB/bs2SOU+jY2NiISiZgyZQrZ2dns2bOHv//978TFxXHp0iVkMhkGgwG9Xs+SJUvw8vLCbDbz8ssvIxKJ6N69OwcOHBDKo5qamggLC0MkElFfX49er2fcuHGYTCbOnTsHNJNqBoNB+L7FYuFvf/sbu3fvpqGhAW9vbwoKCigqKmLNmjWt/p7c3Fz+/e9/U19fL8R7NTU1ODo6kpeXR58+fYiJiSE5OZljx44xffr0Nmvl7xT//Oc/qa2tpWfPniQlJQmJKoPBwLx58wRfDOucGh4eTu/evamtraWoqIj169ezdu1aoeTrrbfeQiqVChswX19fcnNzkUgkdOrUidzc3OY2sUVF+Pj4sGDBgnZtHlr66NwKiouL2yzRk8vldyXB9WuisLDwXl/Cn/gVcfbsWby8vNo08czMzKSiooKoqChOnjxJRESETdL494YXXngBOzs7GhoamDp1KgcPHkSn06FQKMjNzcXBwQEPDw98fX358ccfGTFiBJmZmSQkJPD888+3eqczMzNJTU0VknDQHEvs2rVLSODfKqx+OT8HvV7fKllkRVttbn9N3NMSEoA5c+awcuVKcnNzqaurQywW8/XXX//sJu/QoUPCQzYYDEilUo4cOYKjo6ONeculS5fYunUrQ4YMYcOGDaxatcrGuG/WrFmo1Wp2796NUqlk3LhxtyU7TEhIQK1WC0SONYtQVlbGli1beOoGDwUfHx+WLl2K0WikpKQEFxcXgeSIjY1l8+bNiEQi7OzseO2116ioqGD16tXIZDKCg4NxcXFhz5496PV6unfvjsFg4Ny5czz99NPU1dWxcuVKJBIJOp2O6upqcnJyOHPmjGCup9FoyMrKomfPnojFYnQ6HdOmTWP16tUolcqfDcQrKys5d+4cJ06cICYmhh49epCTk8Phw4f54C7VkN0JJBKJkH20oqGhgX379lFZWYmzszOLFy/G19eXmpoa0tLSWPszLYVuBquhY3txKwoMa92qxWJBLpczYMAA+vfvz4YNG9i7dy/u7u5s27aNBx98UMjU3i255+8RU6dOZdGiReTn5wtkjbe3N7t27WLKlCl8//33KJVKMjMz6devn0BOWiwW8vPzhU21p6cner2egQMHCtJckUhE//792blzJ/X19ZhMJo4fP86QIUOwt7fHbDYTGhqKh4cHq1at4sUXX7S5ti1btgidkQ4fPkxTUxP9+/dnz549jB8/nk6dOnHu3Dl27txJeHg4x677VAwcOJDt27dz3333kZuby4EDB/D09CQjI4PBgwfT2NhIamoqdnZ2WCwWjh49ypNPPsmXX35pQ16YTCZKSkpYtGgRDzzwAFFRUaSnp3Px4sVfXLxazt1nz54lIiJCUI3Z2dmRm5vL6NGjgeYMiF6vp6SkBIvFguF6Z4AePXogkUgoKSkhPz+frl272hgO19TUkJ+fb3PN9vb2iEQi7O3tbfxerH4RNTU1rbo/tazlViqVAoFhb28vvAMKhcKGwLC3t+fIkSPs37+fmJgYGhoa2LNnD4WFhQwePFggun18fCgrK+Mvf/kLp0+fpkuXLhw7doxRo0Zx5coVAgMDhcApPT2dxMRE3nzzzVbX90uwzunWa7RuXqxQKpXodLpbNotsC9aN0Llz54RNnJOTEyaTiZUrV7Jt27bbPve9xO3GGR06dGDFihXk5ubyySefkJGRgYeHBxKJhNTUVIHkUigU1NTU4OzsjLe3NxKJhMLCQoGYaknW+/n5cejQIcaOHSskBfz9/ZHL5axZs4Z+/fq1aut+u7BYLNTW1iKXy1m+fDkHDx5EqVQik8mIiori9ddfb0VaWwlIkUjE1q1biYmJEcaUyWRi165dHDhwgIkTJ5KQkEBaWhppaWnExMQI5ygpKWH16tW89dZbJCYmUl9fT8eOHQWyLykpCYvFQt++fYUach8fH2QymaBOHDp0qHC+hIQENBoNp0+fZuDAgaxbt47JkycLbWSTkpKE0rQb4efnx9KlS6msrKSsrAw3NzdB3ZSSksJ3333HihUr6Nu3L59++mmbXaXuBu677z5WrFhBhw4dkEqlLF++HKlUSlNTEyKRiPLyctRqNWazmYkTJ5KUlMTSpUsRi8VkZ2ez8LrXBzTPVfPnz2fVqlXCBkwkEvGPf/xD2KAYDAbh770VafeNaMtf6+cglUrb7RX3J/7Erw2LxYLZbL4peScSidi2bRuLFy/GaDQiFosZOXJkq33A7wVPPfUUy5YtE8jxESNG0NTURE1NDenp6YjFYoqKioiJieHJJ59k3759NDU14e7uztWrV1sRGKWlpXTp0oVvvvkGd3d3IXaaM2dOu67rxjLYn/ve7wX3tIQEmgffpEmTeOCBB27p+2PGjGHRokXC77q6ulJQUIBWq2Xw4ME23+3evTtbt25lw4YNXL16laFDh2Jvb4/BYBDqDl1cXNBqtTQ2NrJkyRIefPDBVsHpLyEvL69Nwyhr9vZmkEqlrZjC3r1707t3b5vPfHx8yM3NxdHREVdXV1xcXBgyZAgHDx7EbDazZcsWQVZtNZeyYsOGDZw6dUqQDSoUCjIzMxk4cCDQHNBYsyKPPPIIjY2NWCwW7Ozs6NKlCx988IFNNnDZsmWEhYWhUCjIy8sjPj4epVKJWCz+zdm3W4VCoWDZsmVMnz6doKAgRo0aJbTRe/fdd9sd8FjbBovFYkFCf6toz0bHYDAIgcs777zDmTNn0Gg0HDp0CBcXl9sKav6IiIqKQiKREB0dTW5uLhaLhc6dO5OXl8f3339PaWkpJpOJESNG8P3336NSqZDL5aSkpDBgwADi4uJwdnYGmmvDb8wmmc1mnJ2dOXLkCFKpVDBEPHHiBPX19UJgd/XqVTQaDZWVlYwZM4aOHTty5MgRZDIZly5dEoyJfXx80Gq1rFy5Em9vb/R6PcXFxVRWVqJQKLBYLKjVaiZMmEBCQgLV1dX079+fEydO0LdvXzIyMkhJScHPz0+4nvz8fPbu3Yunp6dgWmexWDhy5AidO3fGxcWF9PR0YmNjkcvlODg4/GLWrOXc7ebmxvHjx4WWe126dGHXrl1AcwuytLQ07OzsKC4uFtRb1jkEmsdsfHw8Q4YMEQJni8XC8ePHmTt3rs3vthy3SqVSUDFZCWCFQtGKwGi5qbe+f2az2YZsbXleqVSKSCRi/fr1REZG0tjYyNmzZwWpvFwux2KxkJSUhIODA926dWPz5s2IxWISEhJwd3cXWq6dPHlSaJsskUja7GJ0q8Z09vb2AoFxI1FhZ2eHUqm8I0XjoEGDWLVqFePHj2f16tWoVCrs7Oy4du0as2bNuqu+AL8lbjfOsAZbfn5+fPHFFxw4cIClS5eiVquRSqVIJBLMZjMFBQWCIsvFxYWsrCxUKhXnzp1r1fEqJycHlUpFeXk5rq6ugp+DtTTjww8/ZPXq1bf9txYVFbFr1y6ys7NJS0ujpKSE6upqIiIi6N27NyUlJZSWlnLhwgUWLVrEGzd05zEajVRVVZGXl0dgYKDNOJNIJIJRcEZGhtCJZUyLtsAWiwVHR0eSk5MxGo0sW7YMaFZ2uLq6cuHCBVxcXJBIJEilUgYNGsSOHTsQiUQ4Ojpy7tw5GzLEYrGQk5PD7NmziY+PR61WExERwapVq5BKpTQ2NqJQKIiOjv7Z+3KjfwxAWFgY77zzzm3f6/Zg+PDhJCcns3btWiZPnsyECRMwGo0cOXKEWbNmceLECRISEggODmb79u0oFAqUSiWpqalMmzatFanl6OjYqo1gS9jb299WJlmhUCCTydqtMrbGHH/iT/yeYI2vb7ZxXrFiBZWVlYReN/8FOH36NE5OTs0din5nGDx4MCtWrCAqKooLFy4IpER5eTm1tbVCZ71Tp04xcOBAoXNdly5dSE5OFnzToFmdFh8fz9tvv43FYqG0tBSlUtlu8hJunZj4PREYknffbdFj8DZxpySGyWSykQT/HDp27Mj27dsxm824u7vj6Ogo1Au1HMBWnDp1SvDJcHBw4KeffiInJ4f4+HicnJyoqakhMDBQcLO+evUqRUVFDBo0CLPZTFlZGZWVlTQ0NAjmbzqdjs2bN3PkyBFUKhXBwcHs37+/lcQ1KyuLwYMHC4PtdmGtuTx69CgGg0EgCpRKJUeOHBGCZ5lMZpPpNJvNgkeAWCxGJBKh1+tRqVS4ublx6tQpkpOTuXLlilB35ejoiFwuFzqMrF69GrFYLAQXW7duFbIfarUaDw8PnJ2dqaysZMiQIXel77oVUqn0rtUSy+VyJk6ciLe3N5cvX8bT05MZM2bcVoCgVCqFoNBqKnkrsHYbuBVYz+vk5MTp06f54Ycf8PX1pa6ujqKiIhwcHAgJCbFhTGNiYu5YEfV7xdq1a7FYLJw4cQKFQkF4eDhOTk74+/sTHBzMtWvXiIuLw9HREZPJRFlZGa+//jpTpkxh+fLlREREUFtbK0jHGxsbOXr0qNBru7GxEQcHB3Q6HUajUWjH5+/vj7u7O1KplKysLFJTU7l48SJbtmxh+/btaLVa3NzchDp4b29v6uvriYiIIDAwEAcHB2HDYA34o6OjOXDggJDZra2tJS4ujtdff10gL7p164ZCoaCwsJCwsDA6duxIY2MjBQUF5Obm0tTUxN69eyktLaXrdZd6R0dHPDw8cHFxIScnhwkTJtx0PIjFYptFrnPnzixatIi+fftSUFBAZmYmXl5eFBQUUFxcjLe3N6mpqQJhIJPJ8PHxwWw2k56eTlxcHL169eLYsWNkZ2eTmZnJ/v37GTZsmA3RAc2ZQatiyCqltFgsODk5IZFIBPVYy3e/5TFW4zvrhskKiUQi1KHL5XLkcjnbtm3D09MTk8lEcnKykMlxdXVlz549lJaWotfriY6OJiAggA4dOhAbG0unTp24du0anTt3xsfHh8DAQAIDA0lJSeGVV16x2RxIpdJ21Y23JJtvVE7J5fI7UlNJJBJUKhU7d+4UescXFhbSv39/Xnrppds+771AS7NpiURyW+SL1azViuDgYGJjY6mrq8NkMmE0GpHJZDg5OVFRUSFs/ocPH05mZialpaV4eHgIxq6xsbEkJSU1t6ytqiIyMpKMjAzOnz9PQUEBGRkZVFVVMXLkyNvyEvjqq6/49NNPOXr0KCUlJdTV1aHX63F2dqZHjx6cPn2auro6qqqqqKmpITY2lp49ewrrmNlsZt68eTQ2NmIymYQ5yIqGhgYuXrxIjx49hHmttLSU8PBwtFot27dv59KlS2RlZVFaWkpBQQElJSU0NTUhl8uF8g2LxYJUKqWoqIhu3brRtWtXLl++TFVVFSKRiPz8fCEu2L17N1OnTiUgIIDhw4fz7bffIpFI6Nq1KxKJhJqaGubPn/+rKSduFRKJpM14w1pSptfr6du3L9HR0Wzfvp3MzEzy8/OZPHkyPXv2JCYmBjc3N06cOCH46zg7O7Nw4cJfpaSlLajVapycnG6r04dVZXcjpFLpPX82v4R73e3nT/x6aGpqoqioCFdX11Yb88uXL/P111/bGGpDcyx06dIlG2L29wQHBwfi4uLo1q0bfn5+ODg4IJfLiYyM5J133kGlUnHq1CnOnz8vdIGzt7enV69eXLlyhdjYWK5cuUJ2djZjx44lKioKkUgkJKBuBzKZ7Jb2b9Zywbbmyrvhn9Me3PMSEri5/P1mppBTpkzhiy++oEOHDmRnZ6PVaoWsltlsJjU1lcrKSjw9Pamvr8fZ2RlHR0fOnDmDUqmkuroakUiEk5MTHh4e5ObmYjQaBefXrVu3YjAYOHr0KJWVlcKD1ev1iEQiYaNfX1/PunXr0Gg0DBgwgNzcXCEbU1FRQVVVlY2M8k7QrVs3wsPDiY+Px8vLC19fX7y8vKioqEChUNC1a1cuXbpEZWUl0dHRVFVVcfToUWbOnMmaNWuwWCyCuqKuro6TJ0+iUqnIzMwkICBA6CZgNBptultERkayefNmRo0aJbT/bMtQx2Qy3VVfEXd3d+zs7KisrGxzUb1dtDS5uV20DA6s9ay3gvYoJpRKJWazGZFIxIYNG/D29iY2Npby8nKUSiU+Pj7ExcXdtTaqfwTEx8cLKqTjx48zaNAgxGKxMKY///xz7OzsUCgUuLu7C0aKc+bMYd26dYhEIurq6jh48CCVlZV07NgRtVqNxWKhoKCA/Px8HnnkETZu3IijoyOBgYEUFRWRkZFBfX09Hh4eNoaRWVlZDBs2jLTr7Z0bGxvx8vIiMTGR6upqunTpQnV1NcePHyc4OJj8/HwsFgtKpZIBAwaQlZVFQkICrq6uBAcHM2LECJYvX463t7dg+JmTk0NERATQXArQvXt3kpOTOXnyJJ06dSI7O7vNe/VL8/KN/+7p6SmQJp6enqSnp5OXl0dZWRk9e/bk4sWLNDU1IZFICAgIIDU1lZqaGo4dO4ZMJsPT0xOZTEZYWJjQjSg8PJzk5ORWv31jJxRPT89Wc4pMJrPp8HLjouzo6Njm3yiTyQQFDSCYhZ47d47Kykp69erFpUuXOH78OGq1WjC/unDhAj179kQulzNs2DBOnjxJeHg4u3fvpm/fvohEIs6cOcPgwYNbGWO15722EhRms/mukr0tMXLkSPr168emTZuor69n9uzZf3jn/9tNkohEolbtd9955x2BLOzfvz8pKSnY2dlRXV2Nt7c31dXV7N+/n/79+9O9e3d27dpFfHw8KpUKb29vysrKCAkJ4ezZsxQXFwuu6VZotVo+++wz/t//+3/tutb09HQOHTpEVVUVEolE6EokEomQy+UkJibi4uJCUVERISEhSKVSTCYTs2fP5uOPP6ZXr14kJSUhlUrp2LEj165dIy0tDVdXV+Li4sjPz6empkYYz9CcrZfL5ZSWlrJv3z7c3Nzo1KkT+fn5VFVVsWXLFgICAhg0aBBxcXFkZ2fTqVMn6uvrqa6uxsXFhd27d9O7d28GDx7Mjh07qKurE0p0oqKi+O9//ysEtgqFgs8//5wzZ85w+fJlunXr1mYZzK8JkUiERCJplXjQaDSCj4cVVhWFvb099fX1GAwGQkJC+PDDD9s89+DBg1spgX8r3Iq/1s/hz/amf+L3COvc3Vbmf9myZTfdd7RHGf1bY+TIkVRUVHDy5EnB3Ds4OFjwGnrooYd46KGHgGYF27Rp00hNTSU4OFiwKDCbzZw8eVL43p2iPcoKq3LxXuOOFRh3g8C4MUtihbu7OxaLpdVCExQUhNlsZuvWrXh4eNC5c2eqq6tJSUnh4sWL1NbWYjabSU5Oxs3NTagpUiqVVFVV0dDQgEajwWQyoVAo0Ol0uLq6Cou2wWAgOzsbs9mMh4cHjo6OFBYWCj2GXVxcMBqNdOjQAWdnZyQSCSkpKQwdOpRTp05RWlqKr68vc+bMuaveBNbSkGPHjnH16lVyc3OFEpgOHTrg6emJTqcjISGBiooKZDIZDz/8MBaLBZ1Oh06no6ysjLKyMqRSKSUlJcjlckHWLhaL8fHxwd7envT0dNLT08nPzxc2ib169RIyly3rsKqqqvD09LxrZI01eIPml/RW1Tm/FTQajc24b7nRavkds9lsM4k6Ojre8iQhFouFrMfu3bvJy8sTDDzDw8O5du0aarWaK1euUFpaSlxcHFOnTv2fVWCcPXtWeCc7depEU1MTFy5cID09nbS0NFxcXHjuuedsgjirJL9Lly5kZ2dTXFwsuD6HhIQIG0+RSERxcTFOTk7k5OTQu3dv8vLyaGhoIDc3l7KyMvz9/dHr9TQ0NNDU1CRkcIODg4WSkcLCQurr6+nXrx8mk4mrV69SXl6Oj48P//73vwWyE5rHgrOzM56enhQWFjJ+/HjCwsIoLCyktLSUpKQkjEYjer0ee3t7G+m0tWsJNG96fHx8bBZxqwx45MiRN72fUqm0VbDbs2dPvv32W0JDQ20I0tLSUsxmM0qlEgcHB5ydndFqtSQnJ+Pj40N2djYajUZQf1mVJlby+f7777f53bbkjTeOW4vFImwk2jrmZuPcan5sfUcjIyOZP38+165dQyqVEhERgVqtJjs7m7q6OlxcXAgICKCyspJLly6RmppKQUGBQC74+PiQkpJCYmIiw4YNa1PF0JaS4udgbXv6a0ox5XI5vXr1onPnzqjVahvV2B8FLWMCe3v7284CNzQ02ARbMpmM8ePH4+fnx+7duwV1osViwd3dHU9PT2pra0lNTcXT05NBgwaRlJSEs7MziYmJWCwWwUQzLS2NwMBAm/Eok8koLi5m/Pjx7RoXCxYsoKCgAIvFIsxNTU1NgldKY2MjNTU1AoGQmppKUVERBoOB5ORkJk2aRGlpKWfOnBGIXmuZZ0NDAyqVCp1O10q5p1arOXz4MDKZDD8/P+Li4tDpdPj7+2MwGBCJRAQFBdGxY0fkcjklJSVERESg1+uFzmeJiYlkZmaycuVKpk2bxuTJk3niiSe4//77WxF8IpEIPz8/evfuTVBQ0G++ZimVSlxdXTGbzULiSywWo9FoBALUShy5ubkJz/D3GItY0bIT0e3Cqi6+MWn4pwLjT9xLNDY2UlJSgru7e6tx+N1331FTU4O/v7/NPGIymTCbzT8bA91rREVFMXLkSHr27Mn48eMZOHBgm3OhSCRiwIABxMbGcubMGQoKCsjOziY/P59//vOft234fSOUSuUtk5iNjY1tKs9/awXGHXchuVu40QHZ6nzc1NQkdBC5ESaTiaNHj5KamkpERATLli0T3K4Bod+1wWDAYDAgl8sxGo00NjYSEBBAXl4eEomEDh06kJycjJOTk2DGZN1Au7u7C5tFo9GIQqHAYDC06pGu0+mEzPiUKVMEWfevjdLSUp555hk0Go1NqYq1tae1Fverr74iLi4OsVhMRUUFtbW1aLVa3N3d0Wq1yGQyjEYj/v7+pKamCiZ70DxYNRoNu3bt4tVXXyU2NhZ7e3vc3NzQ6XR07dqVBQsW3DWyRqFQCJ4FbT1/lUqFxWJpVSfv4ODQrnKk24GdnZ1NmU5bnQWs7t/WUgaz2dxuR/CWOHXqFM899xx+fn4kJCQwdOhQIXi0Zv6lUqnwfP8XUVdXR9++fZFIJHTp0sVmM1ZdXU1oaCivv/66zTFKpVIw64RmU9/t27ezd+/eVs8iKSmJsLAwqqurhZIxa0BnJdSUSiUVFRXCuPP09EQsFguMeFNTEwkJCeh0Ory9vRGLxQQFBTF37lzBJPDFF1+kvr4eiUQifPboo48yZcoUoHmz9eijj1JbW4uTkxOlpaVIJBL69OmDq6srFouFQ4cO0blzZ86ePYu3t7ewKQkICKC0tJSrV6/yww8/tGrjCf+narMaGd+IEydOsGjRIsEnqLCwUPhvaFaCZWVl0djYKBDF1s3R4MGDbRbgnJwcZsyYIbSWhOZ39FYCbas5KbS/td+NnbHGjBlDSkoKvr6+FBYW0rlzZzIzM4VA/cbae5PJhEwmY+7cuezcuRODwcC4ceNs3nsrxGIxnp6ev1visLS0FKPRaNNx5o+Cll1IbnXctAVrZ5GboampCa1Wi0ajaXP+/OSTT7h69SoJCQnU1dXRo0cPSktLcXV1JTc3Vxg/VpWjVc2xfPnyNn1o6uvrqaurw8PDQxg3DQ0Ngn+MVc1oMBgEPwq1Wk1GRgZyuRx3d3dSU1Mxm80YDAaBKB8yZAiLFi1i/Pjx9O/fH5FIRGVlJUlJScJ8V11dTceOHVuVu544cUJYv7VaLQEBAZhMJkpLSwkJCSE/P5+oqChcXFw4fPgwPXv2FDYTFouFrKwsvvjii9te435LWC7XXx8AACAASURBVI1bAcrLyzEYDDZrhclkEgydrXEINHuLlJaW3pNrbgkHBweBZLHiTtUXVtTW1rZKJv7ZheRP3EvU1NRw9epVIiMjbeI5aFbjWzsp9uzZU/ArO3v2LF999ZVQCv+/AmtjBpVK1abv4p3Aqnq/FbRltA5/wC4kdwt2dnY2G8+WWdSWzu2A4FwvkUgYPnw4w4cPx2Aw8J///EdYmIxGo9BStVu3bqSlpQkGKRqNhoaGBpRKpU2QrNPpqKiowMXFRQhkCgoKBNLCusm3BsdWV2xrxlOlUpGVlcWFCxcYO3Ysb7311q9+3zw8PHj//ff5xz/+QX19PQEBAeh0OrRaLf/617+EAGn69OkYjUahBdukSZOA5gXLwcGBmpoaRCIRqampGI1Gm8VQJpNRV1fHokWLiI+PFxQb5eXliEQicnJy7qrSpGXGxs7OzkYCLBaLhc1My2yBtR7eShr8WriRARaJRDadFFp+x1q3rdVqW0287UFMTAwajUYg3IqLi/Hy8hI8X0wm088G6P8LUKlUvPDCC+zatYvY2Fj8/f1xdnYWNjmff/55q2NuzDgHBATw4osvCuUPLTd01h7iCoWCDh06UFJSQm1tLSaTCRcXF2pra9Hr9YjFYuRyuUAw1NTUcPHiRaG9n8FgoE+fPsydO1fwYbDCycmJTZs2cfLkSRITEwkJCeEvf/mLzXUoFAoiIyNJSEigpKQET09PpFIply5dEq5Tq9WSkZGBSCQSNvdFRUVkZ2djZ2f3s4ub1TPoZhg8eDB9+vQhMzMTuVxORUUFkyZNEkpnrCqWxsZGEhISaGhoQK1W4+joyKlTp+jcuTMKhYLs7GyhI0tL3OoCKZFIkMlkgsFfe3BjaYZ1DrRK64uLi6mpqRGy6DU1NTbvZ1paGp9++ilOTk5tOpmr1WrBY0ChUPxuyQv4v04nfzTy4kbcCTH7S2POzs7uZzdoQUFBHDx4EIPBIJzL29ubhoYGISFSXFxMfn6+UAqlUChakW5VVVU8+eSTXLt2TSDJunfvzpIlS5g5cyZ2dnbo9XpkMhlqtZrc3FzBV6e4uBhoJluysrKwWCyCO79CocBoNHL8+HH69OmDQqHg2LFjREZGUlRUZDO2HR0dSUlJQaFQCK3ArW2drQo/a3nF1atXcXZ2RqFQEBwcTG5uLteuXcPDw4MrV64IbY1lMhlvvvnmH4K8EIvFNuuC1aej5bNqWb7TElbT13spTZdIJDg5ObVSLd8tQ2+lUinUt99YevUn/sS9wM+ZeFp9/dzd3fnpp58Qi8Xo9XomTZr0P0deQDN5eTdL9a2w7mNuFb+Xroe/j6vAlsAQi8U2E7LV+d8aMFozky0nV2sQaTabyczMRKvV4ujoiIODA/Hx8YK/g9lsxsHBgdLSUvz9/bFYLBQXF6NSqQS/C7PZjNlsFgIE6zVZjeMaGxspLCwUyk0Am7ropqYmduzYwdixY+nSpcuvfu969+7NoUOHSEpK4vjx43h7ezN69OhWi5pUKhUyChMnTmTZsmUolUqkUimurq4UFhai0+lwd3fHbDZTUVEh+DtIJBLWrFkjHG+tIwUEo9O7xdLfuAFp2ZXAwcFBeNYtXbMVCoXQGeRm3inthfW3rL/dluzeeh0tN4Utr9/aoeVOA4wFCxbwzDPPoFarSU9Pp6amBl9fX7RaLdeuXWPx4sV3dP4/Al599VUaGhrYv38/paWlFBYWMmzYMN5++200Gg1Go7GV7LwlrH4lzz33HP/6179sMupWfwzrc3JzcxMIUK1Wi7e3NxkZGUKbQAcHB6E8xGAwkJ6eLtTbv/TSSzfNFotEol+sk37ggQe4dOkSVVVVeHh4IBaLbeYXq0S95aZOpVIJZRYNDQ1tbqolEonN+3MzWOXU0FxC8corr7B06VLBcK+4uBi5XE5VVZVAZlpNqLKysjCZTKhUqjZNldvj+2Cdm+50sXR3dyc9PV1QZjg5OaFQKEhJSSEsLIzc3FzMZjN2dnbU1dXx1FNP3dR0z2p+at3w/E4EjDeFVenzR8edkER3WjozduxYFi5cKHS9KSwspGPHjsLGPj4+XlDBWdfEhoaG/8/enYc3Vab9A/9mX9qmSdpiqVSWIiCyb7IqKCIjLvgKKKjzIiiD8KKMjiIyCsjmvjACMigKDoiggiAoilgE2UQtCmUtlLVAS/c1zfL7o79zJkmTNmlOlrbfz3XNNZKk5zlZzn2ec5/nuR9MmjRJHEGYm5uLrKwscXqVkJzbvXs3hg4diuLiYiQlJaGoqEgsANmqVSucO3cOhw8fxrXXXguz2YwjR45AJpOJIy+cV/ERPiOh6NuBAwfE0TdCXJPL5UhMTERaWhri4+PRrFkzjBgxAtHR0Xj99ddx9uxZqFQqMVlusViQl5cHk8kkJigyMzMxe/Zs9OzZExaLJeTDhgPhvBwzUHV8eBpZBXj+zalUqrAmMISEqTAdSBjdKdUFhXDTRYhzdrvd5yLlRMHgLYGxYsUKpKWlwWKxQK/XIzo6GsXFxejYsSMmTZoUjl2tt4Sl7X3FBIYb57sk7h0ulUqFuLg45OXlidlng8GA/Px8l9c0bdoU+/fvR1FRkXiHQqFQiGtzx8TEoKCgAFlZWWjZsiVycnJQXl4Oi8WC/Px8KBQKMXAXFBSIS3yp1Wqxs1BRUYHi4mJYrVZxjrqnodiVlZX45JNP8Oqrr0ry+ZhMJuTl5dX4mvbt24sF/2ozduxYnDp1Cnv37oXdbhfXmhcq/GdlZVUrTllZWVmt/gNQdaIXHhOWavVW0dr974TiqMKFgDDiwplwVwCAS/ZRo9GICQznx9VqtV/TSDQaDaKjo1FUVCRuT6VSiVOK5HK5OHLF00HuXMhTGDEkkMvlkgztvP3225GYmIji4mLxd5ydnQ25XA6TyRSyKufhJJPJMH36dDzyyCMoLi5GdHQ05HI5lEol9Hq9OK1IOO7dT3jChcyNN96IiRMnYuXKlbhw4QLy8/ORkpICrVaL/Px88Xcl/O6EJEb79u3x559/ijElLy8PUVFRMBqNuOaaa8RlUgPN/Pfv3x8WiwVyuRwXL16stoqR1WpFhw4dcOzYMRQVFblcQFitVjRt2tTjCcaX5AVQ/W736NGjYbfbsXz5cpSVlYmfz5gxY/D555+LHWnhtwhUDVUfPny4y3acL/B84T6Cpa5eeuklPPTQQzh79ixiY2MRGxuLwsJCNG/eXDyPCHc2pkyZgrvuusvrtoQEliCSR18AVefS+lb7wpNAR2AEktRWq9UYPXo0li9fDoVCgeLiYnGVHmH6iXufxWKxYMuWLS6POSexhZU8gKpl2E0mEwoLC2EymaDX65GdnY1Dhw5BqVSiRYsWuOuuu2C1WvHoo49izpw54mofhYWF4vlXuJgF/nsTSFiSz7n+UllZGcrKypCSkoJp06YhMTERQNV0ozfeeANyuVzcvkajwbFjx8RC5qWlpTAYDOIyqfVtKe9AC1WGu+MuxEOhD1xQUCD5UHLn7bmPWCEKNSGB4X4O2LhxIyorKyGTycQaf0DVtDDyj7/HuFqtjogRWhGTwHA+EXq6Y6RUKl0y5Xq9XkwkCGbOnImBAweKc1GFea3CRShQNYz7xRdfxKZNm3DmzBk0b94cjzzyCN555x1x2JxwoV5QUIDKykrodDrxAjU2NhZlZWWoqKgQL9C9dYw8nexkMhmioqI8Fi31RqfTQafToaioSNJs+Msvv4ydO3dizZo1qKysRLt27fDYY4/hrrvu8riyRmVlJUpKSlwK6tntdjRt2hQmkwkymUxcmg347/xSb8xms1g0S0jOeLpgEYr4uQ9z0mg0KCoqgkKhcDkA3acjAd5XtAGqkkNChy8/Px9WqxVms1m8OBGmF3m7mNJqteJdsGDe7VyzZg3uvvtuOBwOqNVqqNVq2Gw2dOrUqU7rPtdXwnLGAuEzF5JnQj0ad84XMoMGDcLKlStx9uxZlJeX48qVK+I8e61WiwkTJuDBBx/EX//6V2RkZMBqteL06dPQ6XQoLi4Wl0+9dOkSLl68CIfDAZVKVe2ipS7kcjkGDx6M1atXo7S0VLxYstvtyMrKwsCBA9GrVy+cPXsWly5dQklJCYxGozh1bNmyZdW2KcQdX3hKMjz00EMYM2aMWCxNSB61bNkSCxcuxKlTp5CQkAC1Wo38/HwMHDgQt912m8s2grXqRm1atmyJL774AjNnzkR6ejoqKiowfvx4jBw5UkzYClMKa0tIhOs91FVDufgItLaPRqMJaDWriRMn4ttvv8X58+eRkJAAm82GM2fOiKsKCVPQSktLxQJyzhQKhThq0VOhRJVKhYKCAnGp7aSkJBQWFqJFixZYtWqVy2tzcnIwb948caSosPxnRUVFteNcJpOJU1MA4Pz58+KqbWvXrsXPP/+MF154AcOHD8f999+PYcOG4YknnsCePXvEfdRqtXA4HOLILl9vkkSi+pzAcE8m6PX6iJ/CRhQobyMwnOO58zEg5aqFjYFwI9nfvxGmxwNV/YxwxMaISWAIwVlY79YXQk0KgTCvUyjoIxQ6jIuLEwtrtWnTBrfffrtLZXwAOHLkiFiRXKiVIaypW1RUhFatWiE7Oxs5OTniKiTCRX5JSUm1E0lFRYVYmM+ZsOqHPwkMIbnj/n6lMGDAAAwYMMDlsZ49eyIjI6Paa4X5smVlZYiNjRVHrixYsABA9R9xTEwMrl696rHdqKgo8X0JU0SEQqueeLrLIFTzd08aCDU7BMJymrm5udU6lsK0E4G3of9Go9HrASokUKxWa1DmpwnatGmDV199FW+++SZyc3OhVCrRrVs3BLiQUL3jPHUIcL2oFKZSePuuhNE5S5cuxY4dO1x+D85Z/LfeegvJycn49NNPsXfvXnz88cewWCxo164dnnjiCbz22mv4+uuvxVFLUVFReOyxxzyOxgL+e+fe15Pr/fffjw0bNogjxE6dOiUOHZ4yZQpSUlLw22+/4bfffkNxcTEuXLgAk8mEDRs2eBwS7Z70qYlwR9f9IkuoM+Ns9OjRuP7667F8+XKcO3cOMTExeOONN3DDDTd4/AzCpWnTpnjjjTc8xl2FQuFzArC+3XFuKAK9SIuOjg6oY6vT6bB48WI8++yzOH78OORyOVQqFbp3746YmBhs3rwZxcXFXpPkwnRU52mpzs8VFRWJ9RiEc6ZGo8G///3vatt6+OGHcfz4cTGx4bw6hnDjRkj4C3coN2zYgF9++QXjx493qSd24cIFvPnmmxg6dKg44umjjz7C2LFj8dtvv4nbElYis9lsmD59ep0/x3CrzwkMT/1iJi+oofO2jGpiYiLOnDnjcgwIK0lRzYRVOFUqVZ2noAmDCDQaTdiK/EZMAgOAeCfDV+4nI5PJBJPJ5FKRuLy8HBcuXBA75N6KKc6bNw8nT57EkSNHxDoYV69eRXR0NH744QckJSWJc6hlMhmeeOIJbNy4EUBVp0FYuUSYbtC1a9dqQ8mF6SnCj8bXZIRzAsNT5Vep9ejRA2vWrPH4nNVqRV5eHvLz8+FwONCkSRN07NjRZT8FwkoH7kkMYfijM2FYt78dDE8JB2E+l3MFe+HOlvtyW762V9uFS2xsLCorK4O+Csgdd9yBXr16oaysDGq1ut4X56sL5+9MqVRW+3dNdDodKioqsHPnzhqHv125cgXvvvsuBg4ciN69e6N3794uz8+ZMwfTpk3Dli1bYLPZMGzYMK9DeWUyGUwmk3iX1JcY165dO/Tt2xepqamw2WxiMcb+/fuLceXNN99ERkYGUlNT0bJlSwwcONDr78/feepCzR9f9OjRAz169PD4nLAKlPOqRuHiz7FiMBjEqYgCT9PbKDQC/dyF4t1Cocq6SElJwZdffikuIafRaKBUKpGbm4vNmzfXeFwLscbbOV9YVcJgMMBut6OoqAg333yz11FTL7/8MkaMGIH77rvPZbShw+EQK8TLZDJYrVYMHDgQGo0GH3/8sccE3unTp/Hzzz+7jJhatGgRHnvsMbH4uVwuh9lsxtq1a3Httdf69HlFGmG6YSDCmcAINPlCVB/ZbDaxtp2z6dOn47HHHhMXE3A4HDCbzZg2bVqY9rT+0Gg0AV87CFOpg3nTtjYRlcDwd/i9e4dYJpNh7NixePbZZ6u9VuhceMvORUVFYc2aNVi0aBF++eUXFBcXY8SIERg3bpzYeXLev4ULFyItLQ1nz54FUJXEEFa/SEpKwvvvv19t35zXFHcfTSEML3Xv4DjP5Q/VCez+++/Hu+++i3Pnznl9jfB59u7dW7w48nSRr9Foqq0i42motkqlclmyLBDCsFn3+hh6vb5aAkOqDol77YtgEX4LDaEwX105f87+Dn0Tivn68nfeRg8JoqOjMWrUKJ/aFGKIP0PZ33nnHXz22Wf49ttvAVQV9xRWDxKkpKQgJSWl2t8Kx5ewZKq/v3Mpqu0LFz3CdLtw3y309TMQ6tZYrVaX1X04+iJ8pPjt6PV6aDQa5OTkBPTb1mg0Lr8Fs9mMVq1a4eDBgzX+nTAawhNhioYwqlOtVuPuu++ucXudOnXCjz/+iP79+1d7P879iF69euHtt98W44g79ymYQNU5evXq1Thw4AAOHTqE7t27V1tuuL6RIoEqjNgMdO63UqkUR7T4KtwJYKJwsNlsHi+2W7dujU8//RTvvPMOsrKykJCQgKlTpyI5OTkMe1l/SLkqWbinrkdUAsNfwl1J55PJmDFj8Mknn+CPP/6o9nqz2YypU6d63V50dLTP2TuVSoXU1FQ899xz+Oabb1BeXg6FQoE2bdrgzTffrDakRqioL9BqtS6jKYTq+NnZ2S4nNeeOkpDMCHYVbLVajc8//xxDhgwRazt40rx5cyxcuFD8t7cLeJ1O55LA8HbxKOXdTaHQoPMdeqGj5jz9oL7d1WiMIy7cOR/3dalJYDAYMGLECKSmptY4CkoofBfo8eacodbpdB4TGHK5HHq9HmVlZWJ7MpkMDz74IB588EG/2zSZTFAqlcjJyalThtz9WKxLEUQhcSPU8Ak3XxMY7pX+BUxghI9U5waFQiEW3JVyrrQvyXehsLgv4uPjMWTIkFpfl5CQgCZNmiArK8vj8zExMbj77rsxbNgwr20nJydXW+4YqDrme/bsiZ49e/q0z5FOquPXU40tfwjLXAtLvvuaDKlvfRUiKQh1fjxp2rSpZAslNBYNKY7U+/GwzkMshToaH3zwATp06CB2emQyGZo0aYIPPvhA0uGPGo0G7777Lo4dO4aMjAycOHECW7dudVk6Vei4uw8FdV+2Rujsu3eE3LPu/v74/K38L2jWrBn+/PNPDBkyxOXEL5fLkZSUhNGjRyM1NdUlOeBNVFSUeBElzB0ONuelwJy5X/CGu6q4v5jA+G8tBq1WW+e7UhMmTKhxrqRCocDDDz8ccIbZfYqL+yoWwmuaNGkCg8GAJk2aBHyxr1QqodVqxWWT65Lkcf5chXpAgWwjEgiFFAXeprUIn5fwOdb0WgoNqUfvCCtMSWXixIm1xmahfs7SpUtrfe1tt93mU6yvbdWj7t27Y8OGDTXeiBg6dGhEngel3iepjt9AtiOXy8URq8KSpZ4YDAaX9y8k7YkaE4fDgczMzFpHw5LvIjHW11W9fydRUVEoLS2FRqMR6yE4HA5888032LVrF86dO4eBAwcGdd6mMGXBnVwuF4s/undGhMqvZWVl4goYAMTVJYRRAp4SGP7cOYqLi0NRUZHLnURfKRQKfPTRR8jPz8fWrVthNBpxyy23eLwIq6mzJZPJYDQaPS5tGSxyudxlyo5Aq9WisLBQfE19vChxHxUgvIdwD9EPJWHZy7qSyWRISUnxeufSYDDg73//OwCgqKiozkOG3ZMHwm/O+Q5eTEyMS7LVaDSisrKyxtEhQp0eT/P5nROOdb3rKBwnWq0WBoMBMpms2vSr2kTisaVUKsXPTKvVwmQy4fLlyy5LtTl/ZjExMSgvL/cY8yh0pL54UygUaNKkScDTSQQDBgxA586d8dtvv3l8/pVXXsEjjzwCoGpI9PXXX4+jR496fK3BYMCYMWN8bvu9995Dv379qtW30Ol0GD16NC5cuOD1bzUaDYYNG+ZzW6Eik8lgNptx9epVSb4fhUIh2Y0TYfUzfwmJd+c44ilG6vV6sXBqfn6+2CZRY5Kamor58+cjMzMTKpUKbdq0wXvvvVdva/BECo7AiCByuRzXXHONSzFHYTTDzTffjIceeihsP3ih4Ke3AnpC9t395CTcgVUoFNUuwP25KBDmOgV68jMajXjggQdwxx13iO/JnS+JiVAXfPGUaXROJtW3JREFzp+1kKiJj4/nBZaf2rZt6/U54fP0d4kpYXgwUNVh9fR7dx5hoVAoqo24qClmCH9jNpu93r2TInGgVCoRFRUFs9ksHjP+xBGFQhGRdwydPxvh83P+ft2/a5VKhdjYWK8FWin4gvU7UigUkn6vS5curTYaQqVSYeLEiWLyQmj3tdde81i7RqVSYdCgQX7Vm4iPj8ePP/6IlJQUsXOamJiIBx54AMOGDcMDDzyAZs2aefzbzp07o2vXrj63FQoqlUpcjl2qqWdSTmETluN2ptFoao27ZrO52vnAfSQu8N955Xq9XjzXM4FBjUFFRQVmzpyJO+64A2PHjsXhw4dRUlKC/Px87N+/HxMmTPB7Kiu5akgJjHo/AsMTnU5X45DJUKntYl2tVlcrCAZU7X9hYaHHk64/Pz7ngqHBVp+GJcXGxiI/Pz8i5uXXhU6nE0fosGNTd6+88gq+/vprXL58udpz3bp1E/9br9f7PIJJuHNms9mg1+s9HhdCEtDhcHj9DQrLnnoa+RETEwOZTOb1u5dq5IP7ik0ajaba3G9v+xiJoy+A/8ZP5wsO59WdPCWrvCWKKDSCmWjW6XTQaDRif0Emk4krgghUKhWMRqO4Apc3SUlJWL9+PRYuXIhTp04hISEBTz/9tMcbKN27d8f27duxY8cO7Nq1CydPnoRCocDdd9+N//mf//H7fSQlJWHHjh3Yt28fzp49i5tvvhmJiYkAqm5AvPDCC1iwYIFYmFtYgnvlypV+txVsOp1OjJv+LjnvzHlVOCnP9cJ0MiEWqlQqcflsb7VVhAKynrblXNjZfSn66OhoFBYWRmw8JZKKw+HAo48+ih07dnh9zfHjx/Hnn39GREFh98UJ6gOZTFavrtVqI3M00HTWpUuXAq4UHQihWFhthMJe7neZSkpKoNVqPY5scB7yDFRd0Hga0qjX68WRKVevXg2o8FRtjEZjWJfTaUwcDgeys7NhtVphMpnqbSImEuTm5qJv3744deoUKisrERMTg86dO2PTpk0uo7quXLlS67LHwrLBvqioqEBubi7i4uK8dk6F5RDdNWnSRDwJZWdnu5xEfY07dWG1WnHlyhWXthISElBeXi4OdRbExsZG5IV/ZWUlcnJyEB8fLyYzHA4Hrly5ArvdjsTERI5kihBZWVlwOBxISEgI6V0jYbljm80Gq9UqTvFyOBy4dOlSvb0DWFZWhh9//BEymQy33nprxCa/r7nmGpd+j3t/xxfCKI5gKSsrE5NZzn0fb7+RuLg4r5+3xWJBTk4OgOpx0+Fw1FjEkKpcvHgx3LtAAfrll1/w8MMP15qw/Pjjj3H77beHaK88U6lUiI6OrjGhHYmCHRdDreGkYtwEWik6UL5eVArD1N3V1PlXq9XicmsajQYxMTGw2WzV7hI7Z9piYmKC+nnwBBs6MpkMUVFRKCoqqrfTYCKF2WzGr7/+ikOHDuGXX35Bu3bt0KFDB5fkBVB1PAp3aYX6G7m5uS5JUn8SeBqNBk2aNKnxuNHr9dUSGHK53OW4VqvVLgmMYF7oCQVJhfaE0SbC8sSe6rJEGmG5ZufPSVhxxFsspvBRq9UhH/LqbdqY+93y+kan0+HOO+8M927USKVSVYuJGo3G7xpewU7qC0WS3acAymQy6HQ6l/11r6vjTq1Wi/W6PK3+xL4VNQa7d++uNXmRnJyMm266KUR75F1UVFTE9nFq0pCmjwCNMIEhzC2vSxEmfwTzx+2cwHCuo+F+knf+sQodwWANeeJJNrT0ej0cDgcvuCSgVCqRnJwsrh/uaYidXq+H3W6HXC4Xj7nY2FgxA1+XpUJrO2ZUKlW1Y9b9BKRWq12SHME+qRoMBly9ehVKpdIlYeO8LLS3osaRgtNE6o+aasGEg1arrbcJjPrA04V+VFSUOCLGV8FOYAgr23mi1+ths9lQWVnpdeqIu/p4MUQkpc6dO9cYX2NjY/HAAw+EvR6VkLQUkotSFBkOlUgddVdXkVdlTSKeOtDCnWvhblswBfOEJCxLqlAoxM64p/bcP4NgTfHgXYLQE+4aU+DcExaeEhhCYU3nC13nudrButByv7D2lMCo6XmpaTQamEwmmEwmlxjqfMHAzjhJQYoC1FLzNuKN5z9pePp8hRokvtLpdGH9PtRqNeLi4pCYmAiDwRBxv2GiSHTLLbegQ4cO1R6PjY3FPffcgxUrVogrw4WTUIMMQLXRnAqFAtHR0YiPj4+4fpBcLm9wI7Yb9AgMdzqdThyiJyxhKlCr1bDZbJJk00KxZrfRaHTZV6HqvzCkXaPRVNsHoTio1HN4PVXSJqovFAqFWFQT8K8gbWxsLEpLS4NWGMm54CdQPYPufNyHauSDp7ubQvE5q9Xa4E6SFB6ReOEnl8urjYoym83QaDS4evWqWFyZ/KdQKLx2+oU+hi99F9biIqp/ZDIZVq5cienTp+Pw4cMAgPbt22PBggV+JTCDyX0lRbVaLY5K1el0iI2NdbnGDPf5QK1Wi/sQFRXV4K7TGmwCQ0giOM9Rd76baTKZYDAYUFxcDK1WC41Gg8rKSmRnZwfcdqgyb57migpJGU8XEXK5HAaDQfIVWiIt00jkL6VSKV6U+JME8LSKkJSErHlZWZnXudRarRalpaUuCdpwiIqK7KvygQAAIABJREFU8rp6EpG/IjGBAVQl8IRYoVarxXOtXq8Pe4e1vpLJZDCbzTU+71x/RBiBWFZW5lJcWVjZjYjqn9jYWCxevDjcu+FCJpMhISHB680ZoXi7e9zRarUoLCwM1W5WYzAYxEKj5eXlDXKabIOdQgK4XsR7KgamUCgQGxsr/vBUKpUk86vCdUEvLBsmFJLyJCoqSvIfMhMYVN85x4pIW2ZKmCrkbWSDcKyH+wQVFRWF+Pj4sCZRqOGI1POKXq8X72Q5Tx0T5kVTdRqNBk2bNvXav9JoNLUmjoU4J5fLYTKZEBMTg7i4ODHeCAXNiYikoNFoxAK7NY0s9ZQ0VSqVXvtkwT5PaDQasd9oMplc4mRDElk9dYk5F7b09a6g8KU7Z860Wi2sVmu1ZRT1ej3Ky8urLdcaro6XQqGAyWSCxWKp8ccaGxsLg8GAyspKlJaW+l3h25lcLo/Yjia5Wr58OTIyMmCz2TBq1Ch069ZNfC4jIwPLly+HXC6H0WjEk08+GdGFGKWm0WjEVV0ibT67MAfc2wlUo9HAbDZHxPcVCftAgYuEWBGpHS6hkK/NZnPpuHpagYL+2y8RRk3YbLZqqyv5Mu1Mp9OhvLwcBoNBjNEKhQLx8fGwWCycOhJGkRAviKQkk8lgMpkCOg8ZDAZxxTqbzYaYmBixRs+VK1eqlSxwnvLhC7VaDb1ej7KyMpdFK9wTuZF0jSZlrIjMHoJEtFotVCpVjSMSPImKinIpzmc2m9GkSRMkJCTAZDJBqVQiJiYGRqMRsbGxLn/rvsxhqPl6F0Imk0GtVsNoNHodcunLhRzvOtUPaWlpuHz5MubNm4fnnnsOH374oUvibfny5Xj00UcxZ84cmEwm/PDDD2Hc29BTq9XiMR2J9Hp9jSdS1p0gqTBW1M5gMMBkMlV7PNyjoOpCqVQiLi4O8fHxkidvhakhzrErNja2Wr/J12kfJpOp2j66r4hEocV4QZFOq9XWOLreuSC7Wq0WL6ADTaILdcliY2NhNBoRExMDpVIpJkeE84UwGyA+Pt4lQVvbtmNjY6HX6xEXFyduOzo6OqISFs6kjhUNegSGcPK0Wq1+/RBlMhni4uKqzRsSljV0LpCp0+lQUVEh3nWpjydSo9GIkpIScWWT4uJi8X1mZ2dXG3kiUCgU9fL9NkanT59Gp06dAFQVnTMYDMjJyRGXgrty5Qpat24NAOjSpQv27NkTtn0NFw4/JmKsCIRKpUJUVFS1EQaBEG6KCHfmhMK9viyJLqyepNfrUVFRgYKCApcOo7BihnNV/ZycnBq36a3guVwuR0xMDORyOWw2G8rKyhAbG+vxDlpUVJRYs0ulUkXcqDfyXSTEC567yRth2VMAXosAR0dHw2q1oqKiQrzmk/LGrKcbTGq1Wqyh5LwQQnR0tHgOcTgc1eI/AHFKi/M+xsTERPxxIHWsCDiBsW3bNp/vWp48eVLcuUDl5+dXa1fK7Xty8OBBdO7cOWjb97T/nt6n1G2486fNc+fO+b39QNoNxnfs3G6wf0MnT55EfHx8UO70p6Wl4eTJk+K/Bw8ejMGDBwMArFary7KrwrQogXMg1Gq1PnWO/eVPrKiJv99RXY6hQH8HtbUZrN+Z0G4ofsetW7eWPD65b9+bQNut6+fjT7tSfQfe2gxk+5EeK4CqeJGTkxOS37Eg0s+3ddl+be1mZmYGZfs1tRnMNtyFo98GSPdb8ufzCca5rqZYAURGvNi3b1+DPt8Cwe07Ctv39h6k+C0Hu98WyedbX9sN5fkuGH2377//3mWRiGDHCkkSGC1btvTptUeOHJFsBYzTp09Xa1fK7Xuyf/9+r6MRpOBp/z29T6nbcBdIm4F8B760G4zv2LndYP+Gjhw5Aq1WK+l36uyVV17x+LhCoXAJBhaLxWWqk3Nm2mKxBGWOqj+xoib+fkd1+T0H+juorc1g/c6EdkPxOy4oKJA8Prlv35tA263r5+NPu1J9B97aDHT7kRwrgKp4UV5eHpLfsYDnW+m272ubDbHfBkj3W/Ln8wnWuc5brAAiI17U1reo7+dbIPh9x5regxS/5WD32yL9fOtLu6E83wWj73b58mW88847Xp+XOlZIMoWke/fuPr0uNjZWsuzS6dOnq7Ur5fY9OXTokM/vtS487b+n9yl1G+4CaTOQ78CXdoPxHTu3G+zfUGxsLNLS0oL6O/KkVatW2Lp1K+68807k5eWhoKAA8fHx4vNNmjTBqVOn0KpVKxw8eBApKSlB2Q8p3re/31Fdfs+B/g5qazNYvzOh3VD8jlu3bi15fHLfvjeBtlvXz8efdqX6Dry1GazvOFJiBQD07t07JL9jAc+30m3f1zYbYr8NkO635M/nE45zXaTEi4Z8vgWC33es6T1I8VsOdr+tvp5vndsN5fkuGH0399pG7qSOFZIkMHr06CHp63zx+eefV9uelNv3tU0pedq21G36sq1A2gxkX31pNxifv3O7wf4N9ejRA2lpaUFvx12XLl3w66+/4sUXX4TNZsO4cePw008/IT8/H8OHD8e4cePw0UcfQaFQICYmBmPGjAnKfkjxvv3dRl1+z4HuZ21tBuv7F9oNxe/Yub1gbd+bQNut69/6065Un4u3NoP1HUdKrACABx98MGjbBqp/hjzfSrd9X9tsiP02Kdv1ZxvhONdFSrxoyOdbIPh9x5q2K8VvOdj9tvp6vnVuN5Tnu2DExdq2J3WsCDiB4Ty/JZTC0S7bZLv1sT3B+PHjvT6XkpKCOXPmBLX9xvL9hqvNcLTbWN5nONsNR5vhjhVA4/ms+VtueG2Gq132LUKL59uG1WZjarchxAqZw1tZViIiIiIiIiKiCBHYIrdERERERERERCFQawIjPT0do0aNwtGjR10eX7JkCSZPnhy0HXP25ZdfYvz48S7r4EotEt7nunXr8P3334ekLX/aXrx4MdLS0iRrKxTfp7PPP/8cM2fOxMyZMzFv3jxkZ2eHpN3z58/j5ZdfxvTp0/Hss8/i888/h91u9/ja0tJSbN++PST7FSyRcAw1llgBhC9eMFZIr7HFCiD8xxFjRXjblTpWAI0jXjBW/Bf7FtLjdUhwsG8hPZ9GYCQmJrq8qfLycpw6dSpoO+XM4XBg7969GDBgAPbu3RvUtsL5PhuLUH6fQFUF8jNnzmD27NmYPXs2/vKXv2DFihVBb7ewsBBvvvkmxo8fjwULFuC1115DeXk5Vq9e7fH1JSUl+OGHH4K+X8HGWEFSYaxo2LECCN9xxFjR8DSGeMFYwb4FBa4xxAqg4ccLxaxZs2bV9ILs7Gzk5ubi8uXL6NOnD1QqFX766SfEx8fj9OnTaN68ORYuXIjU1FR8++236NKlC86cOYOVK1di9+7dqKioCGit2T/++AMlJSUYOnQoPv/8cwwaNAiTJ0/GpUuXsGnTJmzbtg0tWrSAyWTCU089haysLBw8eBBdunTxq526vM9Vq1ahrKwM1113HUpKSjBjxgwMGTKkzu81PT0d5eXl+P7779G7d28AwOTJkzFkyBDMnTsXFy9exMaNG7F582Z07NgR0dHRdW7Ln7Z/++03JCcnIzExMeB2vH2fQ4YMgUKhwLp163Dx4kU0b94cy5cvx6ZNm/Dzzz9jx44daN++PaKiovxqr6CgANu3b0fz5s1hNBqRlJSEG2+8EefOncN7772H77//HidOnEDXrl3xxRdf4Ntvv8X27duxZcsWlJSUoF27dnV6n99++y1atGiBnj17AgBkMhnat2+PpUuXonnz5vjXv/6F7du345dffkHXrl3x+uuv4/z587h8+XLIVyiRCmNF6GIFEL54wVjBWCGFcMYLxoqGFSuAxhEvGCvYt+B1CPsWvmro8cLnGhh9+/bF7t27AQA//fQTbrnlFgBAZmYmnn76abz88sto2bIlDh48CAA4evQoJkyYgEGDBgW0g9u2bcMtt9yCZs2awWKx4Pz58+L+zJw5E4899hiWLVsGAMjKykLv3r0xduzYOrfnz/u84447sGPHDgDA3r17cfPNNwfwTmt37bXXYsaMGRgwYAB27doV1LaCxdv36W7Hjh3QaDSYOXMmnnrqKZw+fbpO7V1//fUYN24ctm3bhueff14MwP/+97/x9NNPY968eYiNjcXOnTsBAHq9Hv/85z8xd+5c7N+/H2fOnKlTu9nZ2WjatKnLY0qlEiaTSWx77ty56NOnD44dO4apU6eiWbNmmDhxYp3aiySMFeGPFUD9jxeMFQ0/VgDhiReMFa7qe6wAGke8YKxg3yLc8YKxwn/sWwSHz8uo9u/fH2+++SbatWuH6OhoxMbGAgCSkpKwfv16qFQqZGVloVWrVgCqvjCDwRDQzuXn5+PPP/9EYWEh5HI5SktLsW3bNigUCtxwww0AgBYtWiAvLw8OhwN6vR7t27cPqE1/3mfz5s1RWVmJ3Nxc7Nu3D//3f//nd3sHDhxAmzZtvH5WzovEpKSkAACio6NRWFhYh3dX97al4O379NTm6dOnxex1dHQ0kpOT69TmyZMn0bRpU/G7OXv2LGbMmAG73Y633noLAFBRUQGg6sDu0KGD+N/t27fHmTNn0Lx5c7/bjY+PR1ZWlstjVqsVZ8+eRVJSEsxmMwCIJ5tQzYcLBcaK4MQKIHzxgrGCsSJYQh0vGCuqNJRYATSeeMFYwb4Fr0MC01hiBdDw44XPCQyDwYDY2Fh88sknLsOTFi9ejCVLlkClUmHhwoXi42q1OuCdS01Nxb333ov77rsPAFBcXIxnnnkGSqUSR44cwQ033IBz587BYDBAJpNJ0qa/73Pw4MHYuHEjoqOj6xQof/rpJ9jtdvTq1QuXLl1CcnIySkpKAFT9mPLy8sTXyuXSLhrjT9tSqOn7LC4uhtFoxIkTJ9CrVy8kJSXh6NGj6NGjBwoKCpCZmVmnNk+dOoWMjAz87W9/g1wuR3x8PAwGA+RyOZ599lno9XocPHgQSqUS6enpOHToEAYMGACbzYajR4+ib9++dWp34MCBmDVrFnr27ImkpCQAwJo1a3DHHXdg7969yM/Ph9FoxLfffgu1Wo2OHTvWqZ1IxFgRnFgBhC9eMFYwVgRLqOMFY0XDihVA44kXjBXsW/A6JDCNJVYADT9e+JzAAIBBgwbh/fffR5cuXWCz2QAAffr0wYsvvoi4uDg0bdoUO3bswEMPPRTwjjkcDvz444+YOXOm+Fh0dDTatm2LjIwM/PTTT/j0009hs9kwYcKEgNtz5uv7HDJkCHr37o0VK1bgqaeeqlNb9957Lz788EN88803iIqKwrBhw3D48GG89NJLaNasGZo0aSLlWwtb2zV9n8nJyZg7dy4SEhIQExMDoCogL126FDNnzoRSqUSzZs3qFDgHDx6MnJwczJgxAzqdDjKZDBMmTIBCocCrr74Ku92OqKgoTJ48Genp6SgoKMCsWbNQVlaGm266qc7zJo1GI/7+979j2bJlqKioQGVlJbp3746RI0eiY8eOeP3116FUKhEdHY0pU6YAqJont2TJEjzxxBN1ajOSMFZIHyuA8MULxgrGimAKVbxgrGhYsQJoXPGCsYJ9C16H1F1jihVAI4gXjnpo0qRJDovFEu7dcDgcDkdZWZnj+eefd9jt9nDvSoOSmZnpOHDggMPhcDjKy8sdzzzzjMNmswW1zbVr1zq+++67oLZBocVY0fAxVpAUGCsaB8YLkgLjRcPHWBHZ/BqBQa6OHz+OZcuWYdSoUZDJZOHenQYlLi4Oq1evxsaNG2G1WjF8+HDJh64RhQpjRfAwVlBDwlgRXIwX1JAwXgQPY0VkkzkcQaioREREREREREQkIaaSiIiIiIiIiCjiMYFBRERERERERBGPCQwiIiIiIiIiinhMYBARERERERFRxGMCg4iIiIiIiIgiHhMYRERERERERBTxmMAgIiIiIiIioojHBAYRERERERERRTwmMIiIiIiIiIgo4jGBQUREREREREQRTxnuHaCaWSwWrF+/Hrt27UJeXh7MZjNuueUW3HvvvVAq6/71ZWdnY/LkyVi4cCESExMl3GMi8qYxHs9TpkxBcXExli1b5td7nD17Ntq2bYsHH3zQ7zZTU1Px2WefYcmSJX7/LVEwBRIDFi9eDJvNhilTpnh8PpBjpi6kOM7WrVuHP//8Ey+//HK15yZPnoz7778ft956a0DbCQRjCTUWkydPRnZ2ttfnExISajwenfshO3furPV4DNYxS40DExgRbunSpbh48SIef/xxmM1mZGZmYsWKFSgpKcFf//rXcO8eEfmhsR3Px48fR35+PpRKJX7//Xf07NkzLPsR6gs7Im8aUgzo3bs3OnbsGO7d8Js/iZH6+h6J/DVnzhzYbDYAwKZNm5CRkYGpU6eKz8+aNavGv4+Li8OiRYtgNpsxbNgw3H777TW+3pfXEHnDBEYEKy4uxq5duzBnzhy0adMGANCsWTPI5XIsWrQIY8aMCeiuLRGFTmM8nnft2oVOnTpBrVZj586dYUtgEEWChhYDtFottFptuHcjqBrDeyQCALPZLP63Xq+HWq1GQkKCz38vl8vF1+v1euj1+hpf78triLypP2fKRshqtcLhcCA/P9/l8W7duuGZZ54BABw9ehSrV6/G6dOnIZfL0blzZ0ycOFEMCnv37sXq1atx9epVJCUl4YEHHkCPHj3EbR09ehRvvPEGLl++jNatW2PSpElISEiA1WrFypUr8fPPP6OyshKtWrXCuHHjcN111wEALl68iKVLl+LkyZMwm80YMWIEbrnlFgBVdzfuu+8+7N+/H+np6UhISMC4ceN4F4MatcZ2PNvtduzZswdjxoyBSqXCkiVLUFpaKr6XdevW4fTp02jdujU2b94MuVyOAQMG4JFHHoFMJgMAlJaW4p133sGvv/4Ko9GIBx54AP379wcAnD9/HitWrMDx48dht9vRtm1bTJo0yaUTBgCjRo0CABw+fBg7d+7EokWL/P/yiCTgSwwoLi7GBx98gF9//RVqtRrdu3fH2LFjxePGZrPhgw8+wM6dO6HX6zFs2DDcddddHtv79ddfsXLlSuTk5OC6667D+PHj0bp1awDAd999h40bNyIvLw+JiYkYOXIkevfujcWLF6O0tBT/+Mc/AACbN2/GihUrsHTpUphMJlitVowdOxYvvfQSLl686DK9Ijs7G4sXL8bx48eRkJCAESNGYOHChVi7dq0kn9+BAwewatUqXL58GU2aNMFDDz3kMSnqLd7pdDpMnjwZAPD+++9j586dmDlzJqxWK1atWoXU1FTY7Xb06dMHY8eOhVardZlCkp6ejtdffx1TpkzBxx9/jIKCAtx4442YNGkSoqOjJXmPRJEsNzcX8+bNw5EjR9CkSRM8+uij6Nixo8dprM7HTmpqKjZt2oRHHnkEK1euRL9+/WC328UpJKmpqdiyZQuGDh2KtWvXoqKiAj179sRjjz0GtVoNoOqGyJo1a5CXl4euXbsiMTERhYWFmDRpEgDv8U7YtxkzZuCTTz6p1j+i+olFPCOY0WhE37598fbbb+Odd95Bamoqrly5Aq1Wi27dusFms+GVV15BmzZtsGDBAkybNg3Hjh3Dt99+CwD47bffsHDhQgwdOhQLFizArbfeirfffhtnz54V2/jqq68wZswYzJ49G6WlpVi1ahUAYMuWLfj111/x7LPPYu7cuTAajXjvvfcAVHWwXnrpJfTo0QMLFizAfffdhw8//BCHDx8Wt7tu3Tr06tUL8+fPR+vWrfHee+/BbreH8NMjiiyN7Xj+448/UFhYiO7du6Nr166w2+3Yv3+/y2uOHDmC8+fPY8aMGXj00UexZcsWHDx4UHz+xx9/RIsWLTBv3jz06dMH77//PoqLiwEAr732GmJjYzFnzhzMnDkTeXl5Hi+UFi1ahOuvvx5Dhw7FnDlz/PnKiCRVWwxQKpVYsGAB8vLyMH36dEyfPh3nz5/Hv//9b3Ebv/zyC1QqFWbPno177rkHK1euxPnz56u1dejQISxduhSjR4/G/Pnz0aFDB8yfPx8lJSXIyMjA8uXL8dBDD+H111/HgAED8O6776KwsBDdunVDeno6HA4HgKppYGq1GseOHQMAnDx5Emq1WkyECCorKzFr1iyYTCa8/PLLGDVqFD755BPJPru0tDS89dZbuPXWW/HKK6/gtttuw9tvv+0SLwTe4p0wxD0uLg5jxozBU089BeC/03pmzJiBadOm4ezZs1i+fLnH/aioqMCGDRvwt7/9DS+88AIyMzPx1VdfSfY+iSLZ5s2bcdNNN2H+/PlISUnxq29fUFCAFStWYNSoUR6njly+fBl79uzBM888g6lTp2Lfvn1ITU0FUNX/Wbp0Ke69917MmzcP8fHxYt8IqDneCVavXu2xf0T1E0dgRLgpU6agU6dO+Pnnn7Fs2TJUVlaidevWePjhh5GYmIiBAwdi1KhRYoayZcuWuHTpEgBg48aNGDJkCO68804AwHXXXYfi4mLk5ubi2muvBQCMHDkS3bp1AwDcdttt2Lx5MwAgJycHer0e1113HfR6PcaNG4f9+/fD4XBg69at6NSpE+6++25xuzk5Odi6dStuvPFGAEDPnj0xePBgAMDw4cOxY8cOFBQUwGQyheiTI4o8jel43rVrF9q2bQuDwQAAaNeuHXbu3ImBAwe6vG7ixIlQq9Vo1aoVNm/ejNOnT6NLly4AgPbt22P48OEAgBEjRmDDhg24ePEiWrRogW7duuGee+4RR1zceOONOHfuXLX9SEhIgFqthl6vrzY6gyjUaooBDocDp06dwtKlS8XjZsKECfj+++/Fv2/SpAn+93//FwDQokULfPnll8jMzESzZs1c2lm/fj0eeOAB9O7dGwDQvHlznDhxArt27YLRaIRcLkfz5s2RlJSE4cOHw2AwwGazoVOnTigrK8PZs2fRvHlzHD9+HAMHDsTx48fRu3dvpKeno0uXLpDLXe9/7dmzBzabDZMnT4ZCoUBKSgpyc3OxcuXKWj+TY8eO4aGHHqr2uNVqFf97w4YNGDRokEucunz5MtavX4/OnTu7/J23eCeTyZCQkAC5XA6DwQCj0YicnBzs2bMHH3zwgThVZOrUqfj73//usSaJ1WrFX//6VzGB069fP2RmZtb6Hokagn79+nnsC/iisLAQTz/9NNq3b+/x+fLyckyePBlGoxEA0LVrV/HY2rx5M4YOHSomPsaOHetyk6WmeCf0ie69916P/SOqn5jAiHAKhQK33norbr31VlitVhw9ehQbN27E/Pnz8eqrr2LUqFHYvXs3Tp8+jVOnTuHkyZPiEOtz587hL3/5i8v2Ro4cCQBipWFhCDkAqNVqWCwWAMDQoUNx8OBBTJw4ER07dkSnTp0wYMAAyGQyZGZm4pdffsG+ffvEv7Xb7YiPjxf/7b5doOrOBVFj1tCO5yNHjmDu3Lnic+3bt8eMGTNgsViwf/9+/M///I94d6Zr165YtWoV8vLyxMRH06ZNxe0J23aOE8nJyR7bVavVGDNmDA4cOICMjAxkZmbi6NGjuP766338JojCo6YY8PDDD+Paa68VkxdAVZLi8ccfF//tfCwCrse5s8zMTKSnp7uMJLDZbEhMTBSngD399NNo164dOnTogAEDBojHZbt27ZCeno6YmBjIZDL069cP//nPfwAA6enp4vQy9/ZSUlKgUCjEx9q2bSv+908//YSlS5eK/7755pvxt7/9TXyPwmgIZ86rE5w5cwZ33HGHy/MdO3bErl27qv1dTfHO3ZkzZ2CxWDB+/HiXxysrKz2ObAGqx0P2baix8NYXcD7uvVEqlbjhhhu8Pi8kFZ23Lxxbp0+fxtChQ11e36ZNG1RWVgKoOd4JSQtv/SOqn5jAiGDCnPOxY8cCqDr4O3TogBtvvBFPPvkk9uzZI94l7dWrFwYPHoz169eLf2+1WmsNKt4KhiUlJeHtt9/GsWPH8Oeff2Ljxo1Yv349XnvtNTgcDnHZN2fOnYP6VIiMKBQa4vGckpKC119/Xfy30KE5cOAAysvLsXr1aqxevdrlb37++Wdxzn5tccLb86WlpXjhhReQkJCAAQMGoF+/fti7dy+OHz9e4/aIwqm2GGCxWOp8jLuz2+0YN26cOIpKoNVqoVarMX36dJw7dw5//PEH9uzZgy+++AIvvvgi2rdvj65du+Lw4cMwmUxo27YtUlJScO7cOZSWluLEiRN48sknq7Vns9nEaScC4eICAHr06OEy7cS5eJ9Go0FSUlK1bbp/Fp4SEJ7UFO+ck0MA4HA4EBUVhXnz5lXbjtlsFkfAOWP/hhorf377ziOoAIgJ0bpsu7b4UlO8E1ZW4XHbsLAGRoTbunUrcnJyXB6TyWSorKxEVFQU9Ho9pk6dir59+yI5OdmlONi1114rzlsVvPjii9iyZUut7X733Xc4ePAgbrjhBowaNQpvvfUWSkpKkJ6ejmbNmuHSpUtISkoS/3fq1Cn89NNP0rxpogaqoR3ParXa5e+EURu7du1C69at8corr7j87/rrr/d4x9Rf6enpuHr1Kp5//nncfPPNaNWqlc/DWInCqaYYoNVqceHCBbHOCwAcPHgQ48eP97uGVHJyMnJzc12Oz+3bt+P48eM4dOgQtmzZguTkZAwbNgxz585Fu3btsHfvXgBVRUWPHDmCY8eOoW3btlCr1WjevDm+++47NGvWrFoSAKhaTeXkyZMu+3no0CHxv/V6vcu+ON9p9cV1113nsj2gqjBv8+bNq722pnjnab9LS0shl8vFfYuJicHy5curXTARkWcqlQoAXEY1nDlzxuU17tPO/NGsWTOXGxQOh8PleK4p3lHDxARGBOvRowfatm2LOXPmYPfu3bhw4QKOHTuGhQsXQqVSQafTIT8/HwcPHsSZM2ewZs0aHDlyBHl5eSgrK8Odd96JLVu2YNu2bTh37hy++OILnDlzBr169aq17eLiYnz44YdIS0tDVlaO7wRhAAAgAElEQVQWdu3ahcrKSjRt2hRDhgzBqVOn8PHHHyMzMxO///47VqxY4TLcm4hcNZbjubi4GGlpaRgyZAhatWrl8j+hrYsXL9Zp2wK9Xg+LxYJ9+/bh3Llz2Lx5M3bv3o3CwkKXiz+BUqlETk4Orl69GlC7RIGoLQb06dMHCQkJePfdd3HixAmkp6dj5cqV6N+/v9+d/7vvvhubNm3Cd999h/Pnz+O7777D999/j5YtW0KpVGLVqlX48ccfcfHiRfzxxx84f/68OAqiWbNm0Gq12LVrF9q1awegajrI5s2b0bVrV4/tDRgwAHa7HUuWLMH58+exa9cul9odgRo+fDi2b9+Or7/+GmfPnsXXX3+Nbdu24b777qv22priHVB1sXXp0iXk5+cjMTERPXr0wNtvv41Dhw4hMzMT77//PuRyOXQ6nWT7T9SQCdM/vvrqK5w7dw7bt293mZYaqGHDhuGbb77Brl27cP78eSxZsgRFRUXi8zXFO2qYOJ4mgsnlcjz33HPYuHEj1q5di+zsbBgMBnTp0gUzZ86E0WjEn3/+ibfeegsKhQL9+vXD448/jhUrViAjIwP9+/dHWVkZvvzySxQUFCA5ORnPPfcc4uPjxTnz3txzzz0oLCzEkiVLUFxcjKZNm+Kpp54S73bMnj0by5Ytw/fffw+j0Yj77rsPffv2DcXHQlQvNZbjee/evVCr1ejTp0+15/r06YOPPvoIO3fuDOhuTPv27TFs2DAsW7YMdrsd3bt3x5QpU7Bo0SIcOHDAa7tHjhzhMqoUNrXFgJiYGPzzn//EsmXLMHv2bOh0Otx0000eC1zWpmfPnpgwYQLWrl2LFStWoFmzZvjHP/6Ba665Btdccw0effRRfPXVV+I+3H777S41Jrp27YqdO3eK88bbtWuHjRs3ek1gaLVazJo1C4sXL8a0adOQlJSE0aNH46OPPqrbh+Wma9eueOqpp7B69WqsWrUKCQkJePLJJ8WCv85qi3f9+vXDhg0bcOLECcycOVNcFvWNN96ATCZD586dxfocRFQ7uVyOSZMm4aOPPsLzzz+P9u3bY+TIkfjyyy8l2X7fvn1RXFyMTz75BKWlpejZsyf69+8vTkmpKd7V1j+i+knm4Bg5IiIiIqqjgoICnD9/3mUOempqKjZu3Ii33norjHtGRPXd6dOnodVqxVFUADBr1ixxNTJqfDiFhIiIiIjqrKioCHPmzMGWLVtw8eJF7N+/H59++qnHFUuIiPyxZ88ezJ8/H4cOHcLZs2fx2Wef4cSJExz53YhxBAYRERERBWTfvn1Yt24dsrKyYDab0a9fP4wYMYLV/4koIFarFZ988gl2796N8vJyNGvWDGPGjEHHjh3DvWsUJkxgEBEREREREVHE4xQSIiIiIiIiIop4TGAQERERERERUcRjAoOIiIiIiIiIIh4rKxE1EtOmTYNerwcAJCcnY9y4ceJzGRkZWL58OeRyOYxGI5588kmoVKpw7SoRhRFjBRH5ivGCiHwhZaxgAoOoEbBYLIiOjsaLL77o8fnly5fj0UcfRevWrbF8+XL88MMPGDp0aIj3kojCjbGCiHzFeEFEvpA6VgScwMjMzIRSqYRGowl0U0QUgIMHD2Lbtm3ivwcPHozBgwcDAM6ePYuSkhLMnj0bMpkMDz74INq0aSO+9sqVK2jdujUAoEuXLtizZ4/k+3fx4kVcvXrV5TGlUgmr1Qq9Xg+DwSB5m0RUXaTHCgA4fPgwACA+Ph5yOWe7EoVDTbECiIx4kZGRAZ1Ox5EdRGEU6lgRcALDbDZDpVJBp9MFuikiCoB7sHCmVCpx1113oX///jh16hTeeust/Otf/4JMJgMA8f8BQKvVorKyUvL9i4uLq/aYXC6H3W6HTqeDyWSSvE0iqi7SYwVQ1beQyWRQq9UwGo0u7RJRaNQUK4DIiBdmsxl6vZ43UonCKNSxQpIpJHa7XYrNEFGQJCUlITk5GQDQqlUrxMTEIDc3V0wqOBwO8bUWiyVkdzKE2MEYQhQZIilW2O12lJWVISYmBkolZ7wSRZpIiRfO7RBR5JE6VkgyLpMXH0SR7ZtvvsFXX30FAMjPz0dxcTFiY2PF55s0aYJTp04BqBoGlpKSEtL9YwwhigyRGCtsNlvQ2yAi/0VKvGACgyiySR0rZI4Aj/rCwkI4HA6XnSCiyFJeXo733nsPRUVFAICRI0ciJycH+fn5GD58ODIyMvDxxx9DoVAgJiYmKJXCKyoqqtXAECgUClxzzTWStkdE/ouEWAEAWVlZ4kWJ0WgUK5cTUeSIhHiRl5cHtVqNqKgoSbdLRNKROlZIksCw2Wycv05ENaopgSGTydC0adMQ7xERRSrnBEZMTAxiYmLCvEdEFIny8vKgUqkQHR0d7l0hohDhFBIiCjuHw8EhoETkEaeQEFFN2H8galyYwCCiiMA4QkSeMIFBRDVhAoOocWECg4giAuMIEXnCBAYR1YQJDKLGhQkMIooIjCNE5AkTGERUEyYwiBoXSRIYnL9ORIFiAoOIPHE4HExiEJFXvAYhalwkSWAAvPggosAwhhCRN1arNdy7QEQRigkMosaFCQwiigiMIUTkDUdgEJE3TGAQNS5MYBBRRGAHhIi8YQKDiLxh/4GocWECg4giAmMIEXnDKSRE5A0TGESNi2QJjLKyMqk2RUSNEDsgROQNR2AQkTfsPxA1LpIlMMrLy1FeXi7V5oiokeEIDCLyhiMwiMgbJjCIGhfJEhgAUFlZKeXmiKgRYQeEiLyx2+1MchKRR+w/EDUukiYweIeEiOqKFydEVBP2MYjIEyYwiBoXSRMYnKNKRHXFBAYR1YSjPInIEyYwiBoXjsAgoojADggR1YR9DCLyhn0IosZD0gQG56gSUV05HA52QIjIKyYwiMgb9h+IGg9JExgAYLFYOJWEiOqEHRAi8oYJDCLyhv0HosZD8gRGbm4uSkpKpN4sETUCHMFFRN7YbDZepBCRR4wNRI2H5AkMACgvLwfAixEi8g9jBhHVhKMwiMgTJjCIGo+gJDCsViuuXr0Ki8USjM0TUQPFDggR1YQJDCLyhDdAiBqPoCQwAKCiooIdDSLyCzsgRFQT9iuIyBPW3yNqPIKWwAC4ZjsR+YcJDCKqCRMYROQJrzmIGo+gJjDY0SAifzCBQUQ1Yb+CiDxhAoOo8WACg4giBoeAElFN2K8gIk+YwCBqPIKawHA4HLwgISKfcQQGEdXE4XAwiUFE1TA2EDUeQU1gALxbQhRJbDYbpk2bhuzsbJfH09LS8Pzzz2PGjBn44IMPwrYaCBMYRJEhkmMF+xVEkSOSYgVjA1FkkypeBD2BwREYRJFj06ZNKC0tdXnM4XBg2bJlePbZZzFv3jzk5ubi999/D8v+MV4QRYZIjhUcKk4UOSIpVjA2EEU2qeKFMtAdyc3NRVFRkdfny8vLERMTE2gzRFSLgwcPYtu2beK/Bw8ejMGDB4v/zsrKwpUrV3DDDTe4/F1+fj70ej3i4uIAAJ07d8bJkyfRrVs3Sffv6tWruHr1ao2vkclkkMuDnlclatQiPVYAVX0LbyOySkpKUF5eLnmbROSqvsQK4YKIsYEoPGqLFYC08SLgBIbZbIZarfb6vFarhdlsDrQZIqqFp2AhcDgcWL16NR5//HH85z//cXnOarW6HMMajSYowzCFwOTL65jEIAqeSI8VQFXfwtsQUqVSiYSEhKC0S0T/VV9ihU6nAwCoVCrGBqIwqClWANLHC04hIWoEfvjhB3Tv3h0Gg6HacwqFwmXYpcVigVIZcG6zzlgHgyh86kOssFqtjBNEYRaJsYI1MIgik9TxIujRhMGEKPwOHTqE/Px87NixAxcuXMCFCxcwffp0REdHw2g0oqysDLm5uTCbzfjjjz8waNCgsO2rzWYLawKFqDGrL7HCYrFAq9WGpW0iisxYIax+qFAogt4WEflO6nghcwRYFriwsBDFxcU1viYxMZFDwokixOLFizFy5Ej8/PPPMBqNGDhwINLS0rBu3TrI5XIkJyfj8ccfh0wmk7TdioqKWmtgAIDJZBKHgxJR+IQrVgBVc2Vr6p5ER0d7vJNDRKEXzliRl5eHsrIy8d9ms5nJTaIIJkW8CEkCIz4+vsY6GUTU8PmawDAYDIiOjg7BHhFRpKotgaHRaHyuq0NEDZd7AiMmJsZl8YDi4mLo9XreSCVqQEJyNHMaCRH5inPbiag2XC6RiDwRrjmsVissFguKiooYL4gamJBMNGcCg4h8xQQGEdXGbrdzrjsRVVNZWQmLxYLc3FzIZDI4HA5YrVZoNJpw7xoRSSQkIzC4EgkR+Yrxgoh8YbFYwr0LRBRhrFYrSkpKxCSn8BgRNRycQkJEEYUjMIjIFxwWTkSeONfEAHgdQtTQMIFBRBGFIzCIyBfsWxCRLxgriBqWkCQwHA4H76oSkU8YK4jIF0x2EpEvbDYb+xZEDUjI1hRiR4OIfMWOBhHVhv0KIvIVR2EQNRxMYBBRxGG8IKLa2O12OByOcO8GEdUDrJlD1HAwgUFEEYfxgoh8wVhBRL7gCAyihiNkCQwOCSciX7lXECci8oQXJUTkC47AIGo4OAKDiCJOWVkZL0yIqFbsWxCRL9inIGo4mMAgoohUUVER7l0gogjHvgUR+cJut6O8vDzcu0FEEmACg4giEod7ElFt2LcgIl9xeipRw8AEBhFFJCYwiKg2HBZORL7iyE6ihiFkCQyHw8FCnkTkM16YEFFteHOEiHzFpZeJGoaQJTAAdjSIyHcOh4OjMIioRna7nTdHiMhnvDlCVP8xgUFEYZFx8iRmPvEEJtxyC+ZOmoTTp05Vew07GkRUG/YtiMhXjBdE9Z8ylI0xaBARAHy6cCH2v/suOpWXYxoA+8mTWP7dd0h8+mmMmjRJfB0TGERUG5vNBpVKFe7dIKJ6gP0KovqPIzCIKKSys7Nxavly3FBejkcB6AFEA3iyrAznPvgAV69eFV/LKSREVBtekBCRr3gtQlT/SZ7AsNls2Prll5hyzz144tZb8e/581FYWCg+R0SNW+r69YjKzsbdHp675/Jl/LRpk/hvXpgQUW3YtyAiX7FfQVT/STqFpKKiAi89+CBK9u/H/wLoAeDcsWOYt349Hl+5Eu07d5ayOSKqh7QxMZABKPHwXCEAXUyM+G9emBBRbRgniMhXjBdE9Z+kIzA+W7QI8fv343kAnQF8BWAtgBsuXsTH06cz60lEGDx8OK5cdx0+c3vcAeCrFi0wcNiw/z7mcDBuEFGNeEFCRL6yWq1cuYionpM0gXFp3z44AMQCmAUgBcA/ANwKIPe333A0PZ3rLxM1cjqdDvcuWICspk3xdwDPAZgB4P+USsjbtoVc7hqWWAeDiGrCBAYR+YP9CqL6TdIEhk2phBXASgB/B9Dx/z9+HYB3bTasnTWLHQ0iQq+BA/HGrl0oSErC8wDmAVhktWLc1q147fHHXV5rsVjCso9EVD/Y7XbeHCEinzGBQVS/SZrA6DlqFBQqFS4CSHB7TgVAfeYMh4MTEQBg19atGHflCsxOj10HoPWBAzhx7Jj4GDsaRFQbDgknIl/xxghR/SZpEc/B996L02lpOLpsGeBwYD+A7wBoAZQDuFJezk4GURhYLBa89957KCwshM1mw7hx49CyZUvx+bS0NKxZswYKhQItW7bE+PHjIZPJgrpP6Xv24HEPCc3O+fk49vvvuL5tWwBMYBCFUiTGCmcnTpxAWloarrnmGvTq1QtarRZA1TQShUIRsv0gauwiPVbUhDdTiUJL6ngh+TKqDz79NK4ZNgwfA0hD1dz2fwD4J4Be+fnY9J//SN0kEdUiNTUVLVq0wKxZszB69GisW7dOfM7hcGDZsmV49tlnMW/ePOTm5uL3338P+j6ldO+ONA8XHH/GxuL6Tp1c9o+dDaLQiMRYcenSJbz+9NMY2aYN3hg4ELapU1E5ejTm9OyJjR9/DIB1MIhCLRJjha8YL4hCS+p4IWkC4z9vvollQ4bgzq+/xg8AHgPgnDt52GLBz8uWSdkkEfmgTZs2GDRoEADg6tWr0Ov14nP5+fnQ6/WIi4sDAHTu3BknT54M+j7dPHQoVrVogQKnxy4AONqtG9q2b+/yWnY2iEIjUmJFbm4uPpg7F0/edRcW3HQT/vjsM7QpKcG7AB4EcNv/Y++846Qo7z/+3n69cXf0DtKFGMGKFUXsRmNMjJKISsQWFdQgCoigoIBEUbAhirHFFon5KTZUukjvSJF2bXtvM78/9mbd29u7272929uD5/16+ZKbnZ15dnfmO9/n83wLMN1k4vCsWezZtUvYCIEgxaSLrWgMsiwLmyEQpJCmthdJp5CYTCbsdjs/fv89WQsXcr/TCcBaYqsjmqoqKisrkz2tQCCIYtOmTXz55Zfhv0eMGMGIESMA6NatGwBz5sxh48aNPPTQQ+H9AoEAer0+/LfBYGiWiAej0YjRaAz/7XQ6Oe+ee5j9ySfw888cdjrJGzCA8U89VWM/CKWRRBo7gUDQeNLdVgDMvewyzjt4kDVAEaGi4J0JpaTuBv4LBIABVisfzJtH5zlzcLvdzTIWgeBEpTXYCpPJhMvlSvh9kiRhMBiaYUQCwYlHfbYCmt5eJC1gFBUVodfr+emjj3ioWryAUM0Lidoihq+4mJKS6BKfAoEgWaKNRSQ2m42cnBzuv/9+ysrKmDp1Ki+++CIAGo2mRp0Jn8+HVtuk5XEAwsqqgkajoUOHDuguvpjNCxdys9GIc/VqFtxyC6PnzqX3gAHhfXNzc8nNzW3yMQkEJyLpbisAJhw8yJ3AbwE7oCfUov0ToAr4GyEx43tg5+rVFBQUUFRUVNfhBAJBI2gNtqKoqIjMzMyE35efn092dnYzjEggOPGoz1ZA09uLJkkh8fl8/PzjjzUOdhmwEIhsbPZeYSGnjx7dFKcUCAQJ8Oabb7J+/XoAsrKyUKt/vVsLCgpwu92YTCYANm/eTM+ePZt9TJIkYTQa2Tt3Lo/u3895ssxlXi9Tt23j9b//vUbBX1EDQyBIDeliK14gFHVhIxR5YQbWADuBMUAmoRTVc4A/mc18+7//Ncs4BAJBbNLFVjQWkUIiEKSOprYXKjnJ5uk2m41Fzz7LkcmTGQn0i3htHfDPrCx0Wi2yLNPpjDO4b/Zs+vXrJ6qFCwQppLy8PKx0+v1+rrvuOg4ePEhBQQHnnXceGzdu5P3330etVtO5c2duu+22Jq8W7vV6a6SGVFRU8Pxjj3Hvp5/SJmrfZQYDBW+/zdDTTgNAr9dTXFzcpOMRCAS1SQdbAXCnSoWeUJqIExhJaFHkFuCCqH0lYO411zD7ww+bfBwCgSA26WIrzGZzo9LHMjIyRNSWQJAimtpeJC1gPHTddTiqqpiwfDnTgFHAGUAlMAOgbVseLC+nA1AGvNCzJ+M/+YS+EeHhAoHg+Mfr9XL48GEWPvIIng0bCHi9bHU6WVxVRXQW6hrA8/rrnHvRRUAovKxt27YpH7NAIGgZ7lKpMABXAc8D2YR8Cxvwp6h9LcC//vpXpr36atq0aRQIBKmhsQKGTqcTKe0CQSslaQHjgErFrYWFvGw2owW+BjYRylVdrdcz3+cjI2J/H/D8qFE889lnyZxWIBC0MrxeL/eOHMnty5fTrnrbOmCHSsXNUWZoZrdu3L1sWbhwp0qlon379qkdsEAgaDEuVamYCzwHlBKKsvgakNVqFkoSiwEXoAH2GAyM+/e/uWTUKBHdKRCcYDRWwBB+hUDQekm6os7zgMNs5mW1mrskiYuAiwArsFOnI8Pnq7G/HlDv35/saQUCQStjx7Zt9Nm0iXbAauC76u0HZBlDRgbXeDx4gCWlpfS//fYaXUeUlmdiciIQnBj0AB4EJhCqd/GtWk3nk09m7Lx53H3llcy0WulQva/H6+Xx8eM5e/hw8vPzW2zMAoEgffjf22+zfskSMsxmPEVFDL35ZkZef334dVmWkSSpRi6+QCBoHSQtYDiBR4A9ksREYChwLCuLqt/+lgKzGbZurfUer2hbJBCccOzdupV+FgsvA22BBwhVEf4WeDYri89zcyl2OMjKzMS/eTMej4eMjF/jtwKBgBAwBIIThLGAAXgT+Aa48h//YMZtt3Ho0CFGqdVh8QJC3Uhu3r2b9xcu5NYHH2yJ4QoEgjTii3//G++0aUyyWtkN/HzwIPv37OFrvZ4Lrr46vF8wGBQChkDQCkn6rr2cUFXwcuB3hCqF/+D3c8PkyfQYNYoNEX1dAbbqdLS/ILoEl0AgON4ZOGwY3xYWEgSuJBT6rQJOBbqaTCysrGSW282Ugwe57p13mHPHHTXeLzqRCAQnDsVADnAHsBg4smEDOp2OA3v20MdsrrV/H1lm38aNKR6lQCBIR9a++SYjrVYeBzYS6mSU5XCweNKkGr6E6EQiELROkhYwsqoPci+hicgtwGK/nwXjxvGne+9l1Z/+xNwuXVig03FnXh7/HjmSP99/f40WiQKB4Pine/fu7OzcmfOjtn8M3AfoIrZ1BNr/9BNHjhwJbxMChkBwYpIJqH/5BYC+gwaxsbS01j4/abX0O/vsFI9MIBCkIxk2GwuB24EzgS+BLUCW2cxTEVFawq8QCFonSQsYnwLXRm3TAaeUlXHw4EH+OmkSpi5dyNVquctmo8+KFcwYMwaXy5XsqQUCQSvjunvv5XBUl4ByoHuMfU+qquLgwYPhv4WjIRCcuPir08k6dOiA5ayz2KrV8gMwE5gGPN++PRdGhIYLBIITF09xMW5CHRFfIeRnnAvcDeS8+y7Tb78dSZJEBIZA0EpJWsDYSexCGjmShNfr5eXHHmPcDz9wo9tNP+CPZjM3LlvG/IkTkz21QCBoRWxas4avnnyST2UZf8T27oQ6FylUAP8BPi0spFevXuHtQsAQCE5M1mRk0GvUqPDf9/3zn7w2eDAVKhUTgEnA2LIynrr9dpJsrCYQCI4DRt59Nza1mo8JNQ94mFDKe3/g78BFn33GB6+8IgQMgaCVkrSAcTrwedQ2GdjQpQu9e/fGtWED0U2KussylStWJHtqgUDQilg8bhxP7N3LfcATwBvAImB1794s6tWLo4QKey4CegMjLBbm3Xgj+/fuBUK5qiL1TCA4MZgLfAg8kp3NltGj+f3YseHXqqqq6H3kCL+TZdSEaumc7vczcPly1q1c2UIjFggE6cLQc86BU09FS2iRNbo30TBZZu+yZWJhRCBopSQtYNwLbAU+ANzAIWBy27Zc/uijqNVqVHWom7IwGgLBCcWFe/agAroCU4ELgdOAzqedxqMffsjdBQWcDtxFqM3qBlkmb/t2Zt9+e/gYYrVEIDgxuA04Gcho355bH3sMVUTq2Y/LlzO8rKzWey5wOPhyyZLUDVIgEKQlny5ejMpm4xdCBcMBdgHPVP/3EuD3+YRPIRC0UpIWMFSE+rT3IpRntggY/uSTIfUTUPfpgz3qPSZAP2BAsqcWCAStCH2Uo9AR6AEEAwFWfv45fS0WLiEUnXEhIbtyP9B/1y7emj8fEAKGQHCikEPIr9DHeK2kY0eORbRYVjgKlHTt2swjEwgE6cyXH32ENHMmM3bu5GRCaalfA18RWiAZD1wBHN2/H5PJJPwKgaAV0mTNjwcTKo6j6tWLc8//tc/AmBkzmDFoEOu0WlzAV1otT//mN/xl8uSmOrVAIGgFfBVRz0Lh4/x8LrrpJnZ++y35hELGxwJdql8PVP+96513CAaDwtEQCE4gnIDcu3et7aeecQbfnnQSnohtEvBm9+5cPWZMqoYnEAjSAI/HUyMVZM2bb3KV1QqEupBkA0uAcYAie7YHphmNvD17tkgjEQhaIUkLGPMzMzETSh2Z2akT5z74IHr9r2smRUVFPP7ppywdMYKJOTn8mJlJls/H8o8/FpMRgeAEYsSUKczs1IlDgAV4o7AQ63XXMXDIELKLi+kHbAe6AT8Q6izwCvA0YD98mF9++UXYDIHgBGGtVssTAwdy28yZtV5TqVTc+corPHX66cwrKmJ8RgZjOnTg0hkzyIgRmSEQCI5f5g8bxpzzzmP23XfjdrsxOBzh1zSEUt1Prf57MzCLkF/xEWDatk34FQJBK0QzZcqUKckcIOvii/lQpeLIBRdww9NP03fw4Fr7vDd/Pqe++y63uVyc7fNxbmUlW9ato6p7d04aNCiZ0wsEglZC19696TZqFP9yu/mhWzcunTePi68NNWHu0Lcv3y5dyi8OBz2AdYTCPE8Dzga6BoN86nRy9qWXkpmZ2XIfQiAQpISvMjL425NPkpOTE/P13Lw85IwM9qxaxR/NZs6x2/lyzRrMBgNDzjgjxaMVCAQtxW8eeIDTLBZ67NjBizt3EsjM5KwDB8IrtGpgOaGIrt2EojqHAx2Af1utXHTLLeTnR5f5FAgE6YxKTrLnmM1mwxGhdsZi+siRPLJ1a41tMjD7nHOYs3x5MqcXCAStBK/Xi9FoZNeuXbjdboYMGVLj9VVffsl706Zh37uX+YAh6v1Pd+vG+B9+oGPHjikbs0AgaBl27txJXl5ena87nU6evfhiHjlwoMb2uR06MGHDBkpLS5t5hAKBIB0wq1S4q//9Stu29Jszh5UTJnDP0aMYAD9wp8FAW6+XaVHvPQosu+ce/jFvXkrHLBAIkqPJamDUhyGGwKECtDZbKk4vEAjSCFmWa3QUUDhjxAjmfPsthT17YgCMwPOEKobPBPxmMyaTKbWDFQgELUIsGxHJN0uXcmWUeAFw7dGjfPLqq800KoFAkM50MZtxer2Y+vTh9rw87srNZeoZZ/DHF1+kgyF6WSQUhWHcsiX1AxUIBEmhTcVJ3CUlyAcOEOmO+ABf+/apOL2gFRIMBtFoNA3vKGh11CVgQGjS0n34cHb9/DNvAA8ARYRWUObb7Wz8/nsGDhzY4ORGIBC0bhq6x2VJirkCowH8Xm+zjEkgEKQ372dkkDV2LE/4/bGKgREAACAASURBVOQCHuDF/fvRqdW4S0vh0KEa+3sBuY40NYFAkL6kJALjkvvuY35pKZsIraTOBMZmZXGeqBYuiIEsy5jN5pYehqCZqE/AALjhgQd4Ii+P8YTECwAd8HdJYuXChaJiuEBwAtCQgHHe5ZeztEuXWts/aN+eUaNHN9ewBAJBGiIDzxkM6Ox2ZlaLFxDqOvL3sjK+efFFGDaMX6Let7i4mFHjxiFJUmoHLBAIkiIlAsbQc8+l+G9/4wu9nvuBh4B/ulz8d8IE9v/8cyqGIGhFeL1efD5fg7VVBK2ThsruFBUV0e+kkyiM8Vqbykqs1e3RBALBiUtubi5D7r2XZzp2ZD/wCzCvXTs6jx1LcXFxSw9PIBCkiAf792fSKadwoEcPussy0X2IVEBmeTl3PfMMH1x3HQ8UF3OHRsO4jAwO9OtHhy5dRCcSgaCVkRIBA2Dvf//LBJ8PXfXfucBD+/fz6sSJqRqCoJXg8XgAsNvt4qFynNLQ6qqqsJBYv7wtK6tGm2aBQHB8Ek+a2MgbbuAvn33G88OH82RpKcb27fH4/eFniEAgOP658qmnuHbqVPKoTgmJsY8nOxu9Xk+Xfv040+fjhWCQFzwe7v/+e2Zef72I+hUIWhkpETAkSSKzrKzW9iwgcPBgKoYgaEX4/X4gtFLvFbnMxx3xND4aOXYsS4qKamzbpdGQN3x4cw1LIBCkEfHWuVn44IP8deVKXqyo4PENGxj01FM88de/NvPoBAJBuiBJEq9MnMixHTs4BfhP1OurgK4jR+L3+9n99ttca7OFa/IVA+O2bWPJ7NkpHbNAIEiOlAgYarUaT4wiOTLgzc5OxRAErYjIGgc+n68FRyJoLhqanJxyxhm0f+wxHuzdm7F6PXfrdMxt147TLr9cROUIBAIAtm7aRN9VqxgYYRMGBoN0X7GCzRs2tODIBKlGST21Wq1xieSC44cXxo/nyi1byAZWAi7gCeAlYLxKxZeXXcaf77+fw4cP07uystb7OwPlGzemdMwCgSA5UpZC0uGii9hYHfrtAo4A7xQUcK4o5CmIIBAI1HA+mkrAEJEc6UNDRTwV+p92Glk+H3N9Pp7z+5l/5Aibxo7lyw8/TMEoBQJBSxKPjdjw1VecFaMd+1kWC6uWLm2OYQnSELfbjdFoxGg04nQ6MRqNQsQ4gWi/dy87gcnA3UAFYADKAE/XrkxauBCVSkWbNm04GmMx1QGooyI+BQJBiHQtcJsyAeMvDz/M2r/8hVtyc5mpUvFftZqNBgNl+/eLB40gTHSHiUAgkPTNEwgEROHHNCLe+/2dp57ioYMHyar+WwPcYjTyzfz5zTa2ExWn0ynssKDV0bFPH/bpdLW27zMY6Ni3bwuMSJBqIp/vig3z+Xy4XK6WHJYghRQSarWeB7QF7gUmAI8Bfd3u8LWQl5eHf+hQfiEkWrwLLACebNOGq+65pyWGLhDERUv5Zw6Hg7KysrRsqpASAUOn06HRaPA5nUx0OJgqy9wuScwsL8f9zDN889lnqRiGoBUQq0VmslEYLpeLQCCQ9u03T6R0mbjy248cITPG5qzy8hPqu2puZFnGZrMJkU+QVsRjI8695BI+7dMHd8Q2N/BZ794Mv/jiZhubIH0wm80xFznS0eEWNA+DgUoglodnz8khI+PXviR3z53LwvPPZ5JGw2+BG4D+bjcfzJuX9j6i4MRElmWqqqpwu90N79yESJKE3W4HSPm546HZBQyNRkNxcTFarRbHqlX0ilKRfm+x8L/nnmvuYQhaCbEeIMmmfyjvT8cbEELjKy8vP2HCXuNNIfHl5BAr9sadlxcu9CpIDpvNhs1mQ5Zl3G532oYKHs94vd4mve/dbvdxYUfisREajYZ7X3+d2eedx6wOHZheUsLT55zD399447j4DgT1EwgE6nwWBINBkTp6gqAmFKH5YtT2zVotxRdcgEajCW/T6XRoKyuZGwzSCygAbnS5GPDJJ3zxySepG7RAEAeBQICqqir8fn9YTGhugsEgsizXqCfk9/vTrv6ctrlPkJOTE3ZEcmJMINWAWijlAkJqXyyRIRknRJblsIPj9XrJzc1t9LGaC4/HEzYMfr+/WdqEejweFixYgNlsJhAIMHr0aE466aTw6xs3buSdd95Bo9HQvXt3xowZE3cXgESJV8C4aOxYlmzezM0mEx7gKHBEr6fTyJG43W6yRQHgpPD5fDVWKWVZxm63k5+f34KjOr5wOp0YDAa02tiPWkmSMJlM6PV62rRpk/T5lGgav99PXl5eo46RLrYi3mO2a9+e8a++ykuPP45l1SqyHA4+X7KEvz74YJOPSZBeNJQm4na7MRgMKRrNiUe62IrtQC9CLVT/BpQC6q5d6ThyJGMefbTGvnv37uXkgweJHsUIj4fn3niDS6+9tsnHJxBEEq8PDKF7TJnDKJHkdfkTieDxeLDZbBQUFITnHHa7HafTiSRJqFSqWosAHo8nKb+7qe1Fs0dgZGaGgsCLioowt2sHgJNQ7tk84HNA36tXcw9D0AqoKw8/EAg0WvmLTDXw+Xy1VpgbOnYgEMDj8TTq3PESKdA014rR119/Tfv27Zk6dSpjx45l0aJF4ddkWebll19mwoQJTJ8+HZPJxIZmrOAfr/Eees45dJgyhdtKS5msVvMD8E1GBtaKiuNmlbmlCAQCmEymWtudTidOp7MFRnT84XQ6sVqt9XZFcDgc4XbRyUSIybKM2WymvLycYDCIw+HAYrE06ljpYividfBkWWb66NFctXgxM3bvZtJPPzF03jymiwLhxzXBYLBBW9Xcz+7moDWNOV1sxUPAJYTqX/wJMHTtyoNffsltkyejVtec5mi1WvwRERkKEiCrU1YWUHCC4nQ6qaysjDvaNTrCrKnmCHa7nUAggNFoxOVyIUkSDocjPK5YPkuykc9NbS+a9W7VaDRh46FWq7lk/HgmFxYyA/gtIaXUp1JxdN8+kXsmqPfB3dibNrpWQuQkIRgMUllZWe/EwWazYTKZMJvNjTp/QwSDwbjaxiZ7f3Tq1Inzzz8fCImKkcbTYrGQlZUVXgEePHgwe/fuTep89ZGI8ODz+bjB4WCmJHEz8JjNxsXvvcdr06eLNJIksFgsdT5AxffaeJSIivLy8nBNEa/XS1lZWS0bJstyjRVki8XS6NouDoejVgqQy+VqlN1MJ1sRD6uXL+ec9evpGrGtXzBI15Ur2b51a4uNS9A8KPbJbrc3+CyRJKlV1UtyOp2YTKa0TXeNJp1sRUfgWuAcYFBVFYcOHYq5X/fu3dnevXutehkf5+Zy3ujRzTY+gQB+FQ7itUvR/lhT2Aa/3x8+rizLWCwWysrKGrSnyfqGTW0vko5DMZlMdeblGAyGGurnoNNP5522bZllNqPon1fIMt1XrGD+tGn86a67kh2OoJUiyzIVFRV13kBOp5OCgoKEj2uxWGoIIyaTidLSUlQqFVarFbfbjc1moyhGCy0l90zB5/PVUvOTxWw215hkqFSqWhNLj8eDx+Np8PNv2rSJL7/8Mvz3iBEjGDFiBAAnn3wyAFVVVTz//PP84Q9/CO8XCARqpK0YDIZmERSVNndWq5VgMIjRaGzwPeveeYfJUWHCfYNB3v/qK44cOUJOjJZogvrxeDz1rs5brdZWL2LYbDb0en2N4m3NjdPpxOfz1SkaGI3GsO2BkMBgi2oBajKZKC4uTsjO1Gc77XZ7TNuW7rYCQrY7niiMtZ9/zl9iOHVDzWa++eQTStq2bY7hCVoAZcUwLy8v7qLDbre70elUqaaiogJJkrBarRQXF7f0cIDWYSui2Z+Xx0Cdrk4f46rHHuORBx/k0v37UQcCLCsspPTqqzm/Z0/Ky8ub3M8THD8okV+5ubkJp0P5/f7wNen1ehv0X2VZpry8vNZ2n8+HLkb3rXhxOByNLnJcXwR1fbYCmt5eJC1gFBUV1Zmzn5ubW6PmQDAYpJfFQnTw1kBJ4uuVKymZOjXZ4QhaKT6fr96LVaPRUFJS0qhjR0/GDAYDmZmZ+P1+srKyUKlUFBcX17opo1d48vLywilRTYHNZiMnJ6eWESsqKqpRdMpoNKLX6xv8/NHGIppvv/2W5cuXc/PNN9OzZ8/wdo1GU+M78vl8TZJjF42irObl5ZGfnx9Xzn9WHddEht9PQUEBhYWFTTrGEwGj0Vjj+opGpVI1+l5LF5QiVIWFhc1yLUfjdrvD9Wvqc0pycnLIygo1BjYajTGdELVandC4HQ5HTJECqNO2pbutgJAdbGgikZmZSd+hQ9n9r38xNMpW7M7Kov/Qoa3+Wj6RiawhY7FYCAQC4Ws93pox8fgOHo8Hr9eLXq9v0md8IkSuikLIhhUUFKDT6TCbzahUKvLy8pKauDSG1mArIpd89qlUBM44gx49etS5f5s2bej07rs8+ec/02PfPgZ4vexevZptq1fT+6abUip8C1oHkiTVSLPQ6XQJ+5+RKW+ZmZkNvt/r9cacF2VlZTVqQVdBo9E0ujZQZM2MaBqyFdC09qJZZcbok2dlZRGI4ZDIQLCZCgYK0gefz1dnvYmGwqmCwSB+v59AIIDNZos7/CrWze90OmukhCg56NFEp7Q0VW6qEtlRlwIaOWZZlsPfWzIVgNeuXcvWrVt59NFHaxgNCBkkt9sdromwefPmWvs0JYmkkKi6diU6y1kCvB07tqrQ4HQhEAg0mFYgy3LapvTFc+0EAgEkSUKWZSorK+uMJlGir5qCeFczlJoX9XVI8Pv9VFVVxfUbKA5VXdRl2+ojXWxFPKtb2dnZXPnHP/Jhnz5UAs8BM4EngHcLCug/eHCzjE3QvPh8vnDV/aqqKux2Oy6Xq1F1jxrqRiJJEhaLpcXr/0SPUZIkbDYbZrM5HNkVGRGaDqSLrZg4bBhPd+rE9N69+d9NN3HPnDkNvueFceOYvn0793g8/MHl4tEdO1g/eTL79u1rljEKWg9KFHQgEAi3aXY4HBiNxnAKh9vtTtgnj7zHYz3fA4FAjbTSuvwTl8uVVJRsMr5zMudtanvRrEtT0UpxXl4e1pNOwnn0KNlAOWAEDmdkcMrvf9+cQxGkARaLhWAwSGZmJpmZmTUUwHjyulwuFyqVKhz+1LZt2/BKstLyJy8vL7xqp6zCxiLa8Hi93hqquyKYROJ2u8nKykKtViNJEoFAoFEVec1mc71GwO/3h7+byBaLPp+v0atD3377LVVVVUybNg2AkpISOnToQEFBAeeddx5jxoxh9uzZqNVqOnfuzCmnnNKo88RDIhWYb3rsMWZs385de/bQHrAAL3TqxDUTJxIMBnG73S22YtYaiXei7ff7mz1yIRgM1hsJEgubzYZGo6k3yiHy3lLqTER3VlHCtCVJwmAwJNWpILLTUUMEAgGsVmuD4oTSf72+FZpgMEhVVVWDxcCibVtDpIutaMhGqNVq9Ho9BQUF3LN4MQ9ceCGzrVaUtfad5eXMuO02nv3kk2brqCRoepSc7Mh7JNn2gUokhyRJuFyu8HMcqFG4LtWpc5Ikhe/PWB1Vou2EYmvijcIIBAKoVKo67awSddLY+yNdbMVDb7+NwWCI+3Ps37+fPrt2Ee29/fXYMd6eNYtpr7/e5GMUpDeKP+Lz+TCZTGRnZ4eFQ6UBQPR8wu12J5TGHCkcxPIBlM4gSj2r+uyRyWSisLAw4a6Ffr8/7gKisUhmIbWp7UWzeqixjMnfFy5k6u9/j3vrVvpLEu2AVQYDZ8XI8xEcH3i9XlwuV/iGdblcuFwu1Go1mZmZqFSquBwHt9td45qKNB4WiyXcmUJx+hNZRY5e/agr2iI6pzIYDCaUX6uEmjc0FuVzRTo1yayKP9hAS8EhQ4YwZMiQRh+/uWjbrh3jP/qId559lh+XLcPv93Pu9dfTo29fIDShzcjIEBOUOAgGgw22HVRo7ggMSZKoqKhAo9GEBc36BBNZlsNtlmVZrjEBiSRWcVKPx1NLwPB6veH97HZ7UgJGopOeeH8Dj8eDJEl1plE4HI64nIlEV1tai61QHDeNRsOeDRu4w+UiMlGgbzDImpUr2bF9O/0HDGiZQQoSJtJXaCo8Hg9GozHsvHs8HoqLi5EkqUbUhRJ9loq0M4fDEU5T1Wq1cX/mRPLfTSYTkiRRXFxc6zN5PB5MJhMFBQXhtLZESRdbodFoEvIBTCYTpTHE/HzAYTLh9XpF+90TCMUfUavV4Tp0kaJpXc/ZRASMaOFAicSMFBeVeUg8UZPBYBC73Z5w+/Vku5ik0zykWVNIYjleHTp0IL9tW6ZKEncA1wCzrFbsc+aw+vvvm3M4ghbA7/fXWVVbcR7iXRWWJKmGIVFUSrPZHDOsK5EbTQk7V4j3Jnc4HAmllsQzefF6vXi9Xvx+f41jp2tYf2NIVHD4Zc0a7j18mDeOHuXsuXOZdvnllB07Fm4ZKWiYRMKjk1HZ40FJpQgEAtjtdioqKqisrKzzGrfb7ZSXl4dXQWLZE0Uojb4fY4WQR74/sv5OY0LUm2vVVpblOn8zp9MZtxDi9/tbZcvhhmxE5CRux4oVnBrjdzjFaOSnFSuafGyC5qO57HmkaOnz+XA6nVgsllr3RipSE2VZrlFjK5Fne7z2RulwpqSiRKN8z3a7vdntfXOTaNHNAQMGsL5Ll1rbV+t0DL7kkqQjfgTpR6wICgWn0xkWFBK9F+vaPx67EnmdKZEeiaBEhiRCsgJGOhV4bzYBQ6VSxXRAHA4HBdu2EV1y7A9mMx/HkbcmiJ/IB3YqzhX9n6LwN5fz7Pf7KSsrqzWZUZz+RPNZlRtbCeuMl3jz6GNNpCoqKrjvmmu4a+BAHjv9dGbefjtlx45hMplq5bu2didDIZEUEoBFU6bw8JYtnFz9+fvIMo/u3MnrjzwC/CoiHS/fT3MQ3bKzIZrzu6xrLErOezTRq6QQuuei74/6Jj6Rr8W6vxUbYrPZwgJIvN9Bc054FMcqEpfLhdVqTbgd8fFG5Ipyn6FD2REjTH5Hfj6de/dulQJOa8VisWA2m8P3UuR95HA4aqRFRuLxeDhWLUqnAqvVGnPxIRX3isfjafQ1Wdf4YkWeRf47cuLhdrvDxwkGg5SXl7fqBZJEUxEzMjLoM3o0iwsLUZ4E6zUa/u/MM7nwiivw+XytppWtID6sVitlZWW1oqjrWyiIh7oWMJVaDvXtp0SbKd2VErUJsiwntICq1NRLhvpS81NNs8XJ1aWIut1uCmJ84TogKFZSmwyXy4XFYkGr1VJSUtKsIfY+ny+ulpipQgmtTvSBrOSDVlZWJnSDBgIBPB5Pg3nm0Ybmi08+4a177uHuQIBTAcxm3IcO8cTu3Tz0n/+Ql5dHMBhkx44d6HQ6+lanTbR2EhUwAjt3kh+1LRNQVxfbkmUZk8mESqWibdu2ogVaBF6vN/wgTfSabi6UyKm6XlOpVOTm5oad0ljF+5QHsc/nQ6/X19u+FELfg81mIysrKxz9EYmSI+92u3E6nWEBvl27dvV+lsYUyUwEZfVUSYHx+XyNKjzq8/mOu5DoyAiM6269ldvmz6f39u3ogB2AC9gxeDDX9+mDx+MRtXJSQKw0NaXavnIPQu0OdRBbrGsJUiVgNBYlqiLyOSdJEpWVleFOabEiEy0WSzhtJpYNsdvt5Obm4na70Wg0jU4raQk0Gk3CwtfVY8awbehQnp0/H3NZGSePGsWjt94afu5YLBbUavVxZzdPRJS0MeV5HVlHRknVbCzRaSQ2my18HofDQU5ODn6/v04/wW63J+Wzer3euO9Vn8/XJDY2GAymJM2uIZptBHVNULp168b+Dh0gSp3aDbQbNizhyY0gNspKptJ1oDnbQrVk5e66aIx6rqwMNcaYuVyuGt9xrOs4ckzrV6zg3XvuYYgiXlSTCdyxZw8fLFhA/6FD+d8TT3DqwYP4NBre7N6dCUuW0K+6l3JrJdF7PFhHvm/0diW1oDGFVY9XlJoRiaKo7MnaYqWDTuT/G7q/lGK9yqS9Pvui1LyI5zPW1/tckqQaER2yLIedkPoc2GSdn3hwOp3hFm6NFUvSKeyzKVCpVDUcKL1ez4R33+XhG29E2r6dCwMBrFotPquVQwcOoNFo0r5WTiLFGdOVWPeqx+MhEAjUuPecTic6nS68+gjJhzY3FbEEgqYm2Y5mkYW+4ddFG2XSrRRMj35PRUUFEDu6zO121/BRAoFAQvW9WpLGCBgAffr3Z1Xnzth27GDf22/z7ObN/HXaNNq0aYMsy5jNZkpLS8WiSCvG6XSGRQUFi8WCSqWqlTreGJRU74yMjFrCoc1mw+Fw1Hv9RNf2S5REbEki8yKLxcLzDz3Evu++o9DnQ87Joe9113HLP/6RsjpBDZHyCAyVSsXIhx7i2fHjyS8v5xgQAPYWFPDYxReLlZImIBAI1DDmzSFgKAX1lP7pxwNKV4vGEFlwLxgMYjKZKC4uDhumyPw2WZZ567HH6B8IoMRU/AL8B/AApwH7Nmxg+8svM8vlQjFtV23Zwowbb+T5jRsTDplMJxKdULcbPpydmzfTN+KaPgTkDxtWa1+lwnxTTVQ8Hg86na7Vfd/K5DuZMNhEVXal1VikUNFYtd/lcoVrU9R3jOYOe1YiM+oiVfVXkg1nPt5SSGJdlxqNhi5VVTygXBOBAL5Nm5h6xx088dlnWCyWeru6tCRKFFlRUVGrEjGiRc5Y16ksy+GJs4IkSbVCrNMJr9cbtx+aqNhRVwpNIkQLGMr3LstyvdGwiUzyFdvWGkSMxj6f595zD1ctXcqt1d+Lfe9eZuzdy+T//IeMjIxwMcfoItBNjfK8bs6FxhOBWBPrWIs4TS3o2+12MjIyYvoDyuJDfSRjD+JZaFH2i1fsCAQCPHLFFWTv28c8IBfA42HHggXMPXaMx998My2u1WaTFesz6Jf8/vf4hw+nv1rNROAx4GWLhTfGjOHw4cPNNaQThmhBoSkEBmV122QycezYMcrKyrBarceNeNEUmEwmrFYrVqs1vNrhdDrx+XyYzebwfpWVlXQrL0cP/Ax8Tki8uBm4n1Do808//MBdEeIFgAa4dNculi9blroP1UwkIjDcPH48S6+4gldLS1kLvFZQwJsjR3Lr5Mm19vX7/bXU9mRIpMhsuqCkVyRbfybRFS0lwkEppJvsQzkdik8qAm0soSTZXuypJLoAcmsnloDx8Qsv8JejR2ts0wNn7NnDls2bcbvdCdWBSSVer5dgMJiW0Yz1YbVaw9eV8hmOB+IV/FwuF5WVlQl97qbwmSLH15zfe31Ra62dY8eOUbhqFSdFfHe5wJ+3b+e/b70V3paKWhhmsxmz2dyq65C0BErEg9lsprKykoqKihq/V2MKYzYGv9+Pw+FosedLPMKEEskZDw//+c/02LePmwEnMBOYBXwMHPz8c/bv35/EaJuOlKeQQMj4atau5bSIL9MA3Pnzz7z1zDNMmj8/LcJTWivRD8hAIJB0eKrRaDzuVvGaGiUnXyEYDGK1Wmvtl5GRgSYzkyqzmUxgBfB4xOvZwCBJoggwAq8BMiABar+fM44da8ZP0fwkmpqg0WgYP38+e/fu5cXHH0dltTJk8OBw/YNonE4nXq+X0tLSpMappF/5fD5yc3NbRRipcg02hSPk8Xjizv9NtEhoa8JoNKJSqSgpKUGj0eDxeHC73a1OvPX7/a0ukqguYvkHLoulVq0cgCK3G6vFEtqnOkIr3UikfV66ENnWWKVSJZ0WkU7E+h1iRVooEWc2my3u6J6m8KMU0UKj0TS7wHC8+X0ajQZJktizezcDoyKDAAbIMv/bsCH8t1I/oblWnD0eT/jecbvdtWrDCH5F+S2U6z/WtelwOMJpHakUhBpTm6qpcLvdMaOElAVUiD/VZO+ePbjWrCEIdAdmAJMIpbcDbPd4mH3XXSz+7rumGHpStEgExqFDh+gTI3ywLWA7cEC0MEqCYDAY80JN5uaqy1AIGodKpWKd283NwF7gjKjXdxFqL/wf4BngDuBB4GHgemDtv/+dwtE2LcqKeqIpHseOHmXRbbdx51df8cyPP3LmrFk8eeWVlNUh5gQCgaSvWWVC3pom5y6XC6fT2SSTiXiP4ff7MRqNKet41BIoYfDHjh3DbDYn1UWgOdm9ezerV6+Oeb0eTzY8loAx4qab+CKGOLGiWzd+O3QoEPoO0nGiHdkRIp1XYZ1OJ0ajkYqKCsrLy8ORmS6X67i6/6PTcN1ud63FiMgWivHWGlIiy5JFlmWsVmtYrBfEj8FgICsri569erG9pKTW6ztVKroMGlRjW32RUR6PB4fD0ej7NtI3b+nfMt2eaUqrdZfLhclkory8HIvFUqOLTjRKNEQ629GmRhF2InE6nVit1nBtm3h/2y+WLOEcnw8d8BIwhl/FC4D+QMddu2qlBbYELSJgdO7cmf1t2gChleXtwCrgIJDbpUu9F6egfupS45XKuw3h8/lqCEiyLB+3IYQtxZxx43jMbOZ1YACgJJfIwBbgCGAB1gJ/AHIi3tsN6L52LfuqO3C0NhorYCx+9FEm7d5Nj+q/ewCTdu3ijRhpJArJCKHRokW6CxjKfaqkbzTFZCJSuFSOH2mX3W43FRUVVFZWCnvdwlRUVPDoVVfx5WWX8ea113Jz3778dehQvlq6NHwtHE+/UaxownMuuogtI0bwhcHAl8CTwDi9npzLLqsRdZFuodqKk67Q0pOYuvB4POG00YZq0xwPKC1gy8rKMJvNuN3uGr9TdGpBPPdXU3UBUMYXK8JTUD96vZ7c3Fz69+9P5WmnsV+lQgY2Ad8Bi046iStuvrnGe+pKRVAm1jabrUaacLxERwm0dNqkx+Np0UiCSBwOB2VlZVRUVGCxWNJ20SBdiBQwlFTqRJFlmTX/93+cAhwFfoKwzx3JoKoqdu7c2dihNhktImDk5uaSffHFLNPpeFSlYrdOh1+vZ35GBtnFxUCoAqq4WBNDkqR6J1r1rTwpFayrqqqw2+1YrVbMeTtPNAAAIABJREFUZjNlZWWtLi83nfnm88/xff01PYCpwGXAOkJRF5NUKvZotdiAb4FSYHCMY/SvqmLnpk2pGnKT0th7Wn3gANEl1TIB6hFyvF5vo6/daBFAScNKN5Qe5pWVlU1a+0PBZDLhcDjCxzebzdjtdioqKtJuIngi88K4cQz98Uf2uVwMBt4MBnnt6FGksWOZcdttaVNTpKmIlQqjUqmY+NJLfNa/PyqVioeBZ3w+NO++y9I33wzvJ8tyWkV5RosB6SpgnGh+gNVqpaqqqsZzQLF50R07ILaAEd0yOl1/2xMJvV6PWq0mOzubCS++yFtXX82tmZnsNxjwGQxkBgKs/uKLWu+LVQsjcpLo9/vjukeU1fBAIFBLgGruttwNoUSTlJWVtdgY4NcFk+PleZUKlPmd3+/HbDYn/N1t37KFP557LpcfPsx7hCK+tYSixKPZ0bYtXbt2TXbISdMiNTAAxj/3HL//7DPmGY0Yqvc9B3jt9dfZdeGF9OnfH7vd3ioqIKcLDYUJ1ZdfZ7fba4gfLeGs7N2xgwWPPIJ5926KAX9uLkNuuIGb7rmnUV0lZFnm+2XLWPPxx6h1Oi4aPZqTTzkl7vfv2bOHY0eOMGjw4CapXr972zYW3XEHp0ds6wU8ADyqUvGywcD/BYP8GegJTCSkgP426jg/Fhfz+yFDkh5PS9DYB1KwutbF5yoV63Q6MtRq3MEgxgbCwe12e6O6ksSamCsdSdIFv9+PxWJpVmFFkqQaTlowGEyryZ8Atm3bRt6aNWwAioHRwMtqNXa9Hg1g/Oorln7wAVdcdx0+ny/uuibpilarrfN+Xvnll1y9YwfnVduZLOD2qiqefPllLrr++vBnd7vd5OXlpUVNkOiJb7pFyvj9/lZR88VkMrF182bad+xI7969m+SY9bUijaauFXq3241OpyMnJyftI/mOd9RqdY30s6ysLNy7d/OSLKOpXnQdcfQozzz1FAPPPJOSiBQTj8dTo86A3++vFelos9nw+Xzk5+fHXMT1eDyYzWa0Wm2dha6bs95GfUR2qVCKPreUfUyk4KQghCRJjU5vfe/FF1n57LOoHA7OAboAzwFXA/OAO4EPtFr0Wi0OoCw/n+zs7Kb+CAmT8jaqCr/88gvn+v1h8ULhjxYLC155hT5z5uByuWIKGEoRl+ZubdTaaEh0CAQC2O32WiKGUoyrJamoqGDh7bdTUFHBrPx8LLLMFpeLildf5VW7nVsnTUr4mHMeeICTf/iBBwi16v1g3Tq2/OEP3HjvvfW+z2KxMGfcONrv389hq5UX1Gp0nTrx7Ftv0aY69akxPHfXXQzx+aiguiBn9XYjcK1Wyx5giSzzJKFq2LOBycBJ1X8D7FepODR0KJ06dWr0ONKBeAQFlUpFVlYWLpeLtsOHs2jbNgpzc5mU82tSzQsuF2uXL2fYuefGPIYkSVitVlQqFVqtNhwWXFhYWK8YUZeAkQ4FtiRJCndHESsUJzZms5nJf/gDZ0oShcDJwDMaDaNLSuhU7ai7JYm7p03jossvP24EjLpY+/HH3BlD1Bx28CBbtmzh1FNPDW9zuVxpcT9HP3slSaqzQHF9KC0fvV4vxcXFSRcdVmxnS/sG8fDyE09w4LPPcJlMmGUZv1pN8YABTHrxxRqT0OZESQ9Rnm1KNyhlYuj1esWkrIWJbo27fu1aLjx4EI1KRVCWWS/LBIAbysv5zyuvMOYf/wjvq6RUKvdlLEFPqQkjSVItX1GSJCzVxYTri1yMjpT2er1YrdaY97TSKj0/Pz/p1vHRUe+JFn1W5hGK39ZYHA5H2qSxtDYaY6u3btzImrlzUft8XKrVsjEQYCRwKrAZuAh4NiOD59q0QVd9je2w2Xjmvvt4KiKysSVokRQSCE22C6sVa0mWWS9JfCdJSECgWqWWJKmWkVCMQGR11ZakKXMak6GuVn/R2O12HA4HTqczHBZvNBpb/DP8+7nnKK6o4N68PF51ufhXIEBmfj5kZPDDu+8mXDBm0/r1dPr+ewZKEjNdLp71+znocrH89dcbPNYLDz7IWbt3U+V0EtRouCE3lztdLmZfdBGL585t1Od799VXKfzlF3zAtYQq+5YTqnuxHshSqXhDpaJDZib/q7539MAEYCEwQa3moc6d+d8ttzD+xRfTfjWsLhKpgZGdnU1+fj7t27fntkcfZV1pKVfn5NTY5w6tli9efrne4yiFLSPzt00mU73OZKy2dI0NwU+k/3Z9SJKEw+GgvLwcu93e4vesIDmCwSBrVq7k++XLG319zLjjDs73ejmiUuEnlIrWJTs7LF4AZKrV3KvR8Nk776RlActEqc+pzi4sxAHsA57IzOTpoiKeLCjgM4OBnCjbkQ4Tc0WsiKYxvo3H4wk/15OtW+XxeGq1JExHdm/bxl8uuIDg+++TZ7ORodUyuWNHZnXsyPlHjvDYpZeyc+vWlIxFmbwC4bS+SBudDv5qJEeOHOHrL77gwIEDLT2UlBG9aux1OMgNBNgsy0zR6bC3b0+gQwdezchg97Zttd4fb8HNWDXnbDZbXAKWskABoWvKZrOFO6JFo7TuTDYqUomyit5W1/hiRRIZjUasVisWiyWp8ZxoqWr1EQgEWPDEE4wfNYpbhg7llrPP5q2XX05KCJVlmWenTuXhSy7h9uHDGX/ttXQNBumh0XCaRsP3KhUVgAb4DbBPpWJKYWFYvADop1ajXreOo1Fty1NNi0VgDBw4kNc6daL33r28lpHBOR07kq/X8/SxY2RHhOvbbDaKi4vDE57IatdutzvhVYqmRJZlzGYz2dnZtZyjVKK08YoXZV+1Wo0sy2kxEdq7Zg0dVCpW+3x0z89nRHV0zbCcHC4OBpn90EM8vmhR3Md77uGHmSXLPOPx8Gjv3mRWO72HPR6mjx3L+H/+k9fmziVosVDatSvX3HorHTt2DF1Te/aw2utFVquZ3KEDmdXX8uk5Obzx4Yf8dNZZnDJsWNxj+WX/fr6ZN4+uGg06nY42Ph/jgA8JFet0ASuzsxkEnJ6VxS6tljctFq6TZbIItRg+2q4dJ7Vpg2n7dl6aPp27H3+8Ra+5xpKIgBG5WpKZmUmPNm3AYqE8GOQDvx+XWk2xJKGqXtVIBKV/eF0panWJgX6/P2Gb43K5sFqtlJSUJJSCEggE0Gq14ZVQUcTq+GHzunW8/9RTnO/3owee0Wo585ZbuODyy+M+xspvvkG9dSt5ajW/y87mlepJ610GAy5JYqHHg1evR6VWE/T7Caxdy+/+8peY7SBbE/UJGH96+GHmffQRrkCAR/v0QVv9OXc4nXz22mv0nTUrvK9S3V5ZLbTb7ej1+pRGqNQ1CWrMZDfyWE6nk5ycnJi/s2JXYqF0t2gNqQ5lZWW8ct996I4dw6LRoFermdCuHa+ZTBRmZTG4pIQzbTZm3HYbL33zTUrC8p1OJ5mZmWEhKRFcLhcfvfEGx3buJKOwMOyT7Nu3j327d9Nv0CA6duyY9Bi/+/xzXn38cX6r1XJmfj7LvF4qevVi/Jw5rT46qz50Ol2t6/7ckSOZ1L49TqORx7t1C/sl5+TlMe3oUcxmc430YZ/Ph8PhQK/XN7iI5HQ6ycrKQqfTJRzlbLVakWUZSZLCQoLH46nhEwWDwfAY6opWr4/IFJFYokFd16/ZbMbn85GRkRG2L8FgsIbgYbfb8fv9FBUVJTQmpQi5IMS0ceNov3Urg9RqbujcGb1KxffvvceUtWuZ+tJLCUfdWK1W/n7VVVyvUrG9qgqfJHFRZiaSx0M3tZovfD4mGgy84vfjqv4dNut0/D3GM7enw8HOnTtp37590tE/jaXFBAytVsuFDz7Ik/fdx4JBg8KOxumFhSzYto19P/9Mj5498fv9WK1WCgoKwiuQCtE5aanGbDaHc8IzMzNbJF9MmRw1ZmKTLuGMWzdvRjKZkGWZ1YEAk6oNcZnfzxaPh05aLQVlZbjd7lohgLHYtX07BRYL73s8jO7cmUyNBkcgwFqHg1yNBm9ZGZN/9zsm9u5Nr9xcLAcO8MK4cYyaODG0Ul9VRTudjkyNhky1mp1uN/91uZBUKgI+H5+MG0eeXo8ky6izs7nurru49Kqr6ryJl8yaRU+Viky9nou1WhbLMiV+P12BMpUKz7nnclKXLqg//ZQcjYabi4vZkZPDAosFnyxTnpHBa717Y6i+vg5t386Mu+/mn++/32S/QapI5DqNdDZ0Oh2e/Hx2VFXxgUbDuFNOoUiv5xeXi6l79lBVVUVxdQHgeGnIyY9FY0K7FZvldDopKCiocz/FoYicRGRlZeHxeNLmXhUkj9/v5/0ZM3g8O5tVHg/vVVRgl2V2TJmCR5K49Mor4zrOB88+S2+tlp99Pv6s15Ofl8dUm43vPB4+DQYZ178/pdXXqisQYPzu3fj9fjweT1Ihvi1Nfc/ZHj16YD/1VO6qrESrVmP2+1nvcNBGq0W3fTsmk6mGU60IgxDyJ9RqNUVFRSlbGKlrlbMxdW0iJ1RKcd/IFBkletXj8VBUVFRrQu/z+cI+TWtg4bRpFJvNFBgMaAMBgioVn1qtXNqxI/2rfYhT8/M53+1m4fTp3DttWrOPye/3U15enrC9XvHtt7z8j38wqXt3srRa1v78M7NXrMCXk8NJLhcmp5NPZBlvmzbMWry43udIfaxbsYIPpkzhkXbtKDYY+Hd5ObZgEMOWLfxzyhQmPPlko47bGoglzuTm5qI66ywuWbWqlv82Wq3ms7ff5sZx42pst9lscQnALpcLl8uFRqNBkqSEffToRclowSRSEEkk7UwpQOv3+2nTpk2NyKFIYomoSioUELYvfr8/pr3yeDxUVVVRUFBQSzgKBAI1xJOsrKxwTS9BiHcXLcKwaRM2WeZvXbqEt5+Tn4/7wAF++Pprhl94YULHfG7iRHq7XKyRZdpnZGDy+fiNXs8yj4eKQIB+Gg3vBoPcptOh0ul4W5YpHDCAQ0eP0jnqN9ydl8dZHTrgcrnCkU3xztGaihZLIQHo2K8fl3ftilatJijLrLRY+Npo5JqMDJYuXhzez+VyYTQasVgsNR4M0apfKvF6vWHHRwnzgtBNbzKZOHbsWLPkcSkTK0mSMJlMx0W3ls+XLOGh7t0p02o5VP35njOb+USrpaRvX7YXFbHNaMRkMsV1vO+XLmVcSQkr/X76ZGfzocnEAoeD3K5d+R7I1Wp5asAAeuXmcsTtZo3JxDWZmSx98UW+fuMNJJ2OqkCALLWa/9rtLNfpkPPzWe12s0+r5czCQq7v2JFFp53GqwMH4l+yhOcff7zO8Xj27cML3N6mDR8DhXo9OdnZLMvIYG+XLkxfsoRxjzxCRVERX1RPdvtlZHBfu3Z0ysnhzp49w+IFQGeDgdIDB1pl6Ge8ERgajabGPjqdjuGjR/OcLDNxyBCK9Hq2W63ssNl4sHt33mxEak90q9TI7XU58Ymm7rhcrvCxoivSR+L3+6msrMRsNlNZWRkeV2TEWXPg9Xr57ptv+O6bb1ptWlJrY8U33zAyGOSlI0f40GJhVLduPHf66Yzp1YvNzz3H83FMtNatXk1heTnlssxlBQU86fVSolbzXmEhP3k89CsuDosXAFlaLWNyc/ni449b/e9cXw0MgDZ5ebTT63mjqoo3PR6KevTgWGEhu6qq2LRxY419lfSuyOJ1qUyprEsoTbQVss/nq7W/0+kMfw4lJUT5nEpbUOVcNpuNqqqqViNevP7CCxz44QfUKhWdsrKwyTJeSeKoJNE/Lw+T38/Co0d55sgRlprNVNWTRhIIBPjhu+/4ZtmyJkmZSdRe/7x3L69PmsRTJ53Ep+XlvHDoED/YbOwvK+M6ScLm8dC1oIB2mZl093i495JL+GLp0nqP+cuBAzxx551Mu+EGxl16KQ/dcQdut5v/vfoqbQGDRsO8I0fIzsvDo9cTyMxk+1dfMWfGDBbOn8/7b79NVVVVEt9C+lFXdMkpZ59NnkaDJRhklsnETJeLmS4Xi202qsrLY74nkd+4rmKdiSJJUo0UwOhrNR677nK5woUeg8EglZWVddq7yAgPhcjUELvdTnl5ebhDWSx8Ph+VlZU4nU5cLhc+nw+Px0NlZSUmk4mqqipsNhsVFRVpkcqeLhw5fJhP5s8nX6XijPx83MEgc8vKeMpoZJbJxDqXiy8/+CChY5pMJozr15Ov0aBVqylSqxlZWMhKr5c7SktxqdWskiRMGg0PB4OMVqvJevRRnnzrLRaUlOCKuObXA/ozzyQvLy/cAEKZj6aSZonAiDc81efzkQdsczh422xmRO/e5Op0vP7zzxzdvbvGvnXdnEqF51QTrU4qxiQyzNvhcJCRkVGj6I9er290uI3dbg93VTieVmWDXi/tDAbu79ePf2zbxkKjkWEDBnBa+/YADCkp4YJu3Xhp7lweeuaZBo9XWFqKT6Xit/n5fFJZiSk3l6u7dOGd/fvZUVXF4JwcivV65uzbR0FeHr/t2pVtVVXs3bWLwe3acW3v3szcuBGvLJOt06GRZSq9Xnrn59OnemVnaHExs3bsQKXXIwMHvvqKrb/7HQMHDaoxlu+++AK3xcKFbdrwntXKhJISjJLEYZ+PHW43D/zzn6hUKnJycjh1zBiWz5vHQrOZG/Pz0QIrvF5urFY3LX4/a2028rVaegeDbNq0ia5du7ZY+FYyNDTm6Htaq9Vy3uWXs/yFF3AEAjyzbx+/6dSJHl278v3hw2xdvbpGAbV4UaIwIqkvfFspmhWvyhwZMRZrVVTZR6lpkcqc8xVff83XixYxPCuL7UYj/5o9mz/ecw/nXnxxysZwvLJg7lz2rVmDOhik3GajbYcO9Bs6lOtGj2bZp59yvt+PRaXi5KIitBoNc/fu5fROnSirqODY0qX8vGcPN919N6cMHRrz+IunT6ezWs3V7drx4dGj/K5NG/7jcLDb56PMYGBQjMjE/pmZrNy2rdULGA1FOrY/6ST+u3Ej2cXF/L5HDz7av58jbjfdiov5cMECzr/ggnrfrwiber0erVZbY4WpqalvAUYJ046HWLVNlIjVYDBYS6hV0l/tdnura4W8e+dO1r/3Hie3aYPfbmdkcTE/2mx4fD5KDQYOud28bDJx12mnUZqdTaXLxbRVqziwbx/devSocayN69bxwbx5XJSXR7ZKxbNLlnDK737HyKuuStnnWTRrFj11Or6rqqK0oIAiWabK7SYP+N5kolthIT2LivhrtT8EMOull+jYuTMDBtdutL5r506eveMOzi4uptzr5dYePah0ubj9kkso9PnopFbzVnk5vyktxWAwcOOAAfxn/37Wm0zs/r//4zelpWxyOFi2cCFZ3buz4O23U/ZdNCd1RSeMuOIKZs+fj8lsZvxZZ7HBaGRdVRXqrCw2rF6dVil3TqeTjIyMmG3dGypKrMwfImkohdztdoeFn1h1PRTBs765iBJRCtQocBv5HDpe5jINYTQa+XH1aopLSznl1FPr9FdnTZjAZSUl7KyspIPPx9Pl5dw+bBjtqiMnPYEA9/70U0K+6ILp0+mo13PU6aRjZiYuvx9LMMiwNm34yGRicocOVPj9vGuzcSw/n7e//z78rL170SKeffxx9m/dSgDIad+eO2+4AahZnDbVcxHNlClTpiRzAK/XW8vh12g0cT3w27Zty6tvvcUGo5HHL7yQjrm5HLDbKc3Nxe52061a4akPSZJapJ2L3W6vtVoRyxFQQrW8Xi82mw2n04mmuhZCvCgRHspkqLHFBNMVL3Bo1SoGZWdzadu2vGI0Mm7wYKxeL0t+/pmvKyrYZjZjsVo597rrGnyYHD16lDf/+18mdurEjGPH+NuQISzev5/uJSU4nE4ygSNeL8N69WJU7960y86mf0kJvykp4YudO7mpa1eGlpby+oEDDO3YEY8sEwTaGQwEJImRHTvy3L59TLjgAs7v2ZOzu3XjrK5dmf7GG1z+xz/WuInffPppesoyvVQqsvR63rBY2Or1strno/CKK7jmppvC+/YdMoR+o0ax8tgx3jWZ2NizJ93PO4/sAwf42mrle7WaAYMGYc3J4e3Dh/ntRRfRtWvXtGrtWR/KSl9ZWRlt2rSp877VaDQYDIZaKyY+n4/vPvqI9UePcteZZ1KYmcn/fvmFfU4nQb+fI1Yrp55+esxj1oUsy+GJioLb7a5XxPD7/XHVH3G73bUmDoFAINzWNRgMYjKZWiTf3OFw8M60/2fvvMOiurP//5oGM0PvTXoXFKSoSBGwa9QkphvNbswmMZts6v6S3U3bdJOvKSYxm8REsfeOXVQsKKhIUyz0XgYGGBim//5QWOy4azaa3ffz+Cjj3DufudzPuee8zznv8z7xcjmHGxuRyuVotVoydu1C0dVF9C1ovPwP/4RarebpadMYodPR0daGSatlVng4jc3NNJ4/z4JFi7Dr6CC3qQlXS0uSXFw40NrKIFdXlp8/zxNRUfjY2aFRqTiwfTtnysoYccWEnb+/+ipW1dVIRSJiZTIS7O3Z29VFq1CIWCpl1MsvU1dczGBzcw4qlaxqa+NQZyenVSpCH3gA34AAzM3N74gRojfCtYQoBQLBTX0Cv7Aw3vv+e/4UHs6H+fmkhoSgAtpMJhqam2lQqW56f+t0ut6sYQ85cLv1AfpWbl4P/XVO29rarhkEaLXaG5Ikd2PgsGTePOT19cwKCmJ7TQ257e285+dHh9HI/tZWGgUC/pKcjI1UyrmWFooUCsb5+LD62DESx4/vPU97ezufzp7NmwMHsrm0lNLOToQ6HZkHDhA8bNgttyT+K6iqrGTPggVYCwS0Ggy06vXc6+vLtqoqbIVCJCIRrQYD04ODLztuqIMDaSdPkjBu3GWvq9VqXp85k4fd3Wk3mRjp5cXm8nIUej1N7e14SKWYGwwYxWIadDoeCQritexscltaCLS1JcXLiw6jkdEBAXTo9aBSMWbGjP9oWfi/gu7u7hsScUKh8LrBvVQqZdeJE0QLBOytq8PF0ZH7Bw3CIBRi0GpJz8xk9KRJv9TSbwkGgwGBQNBLTPaFyWS6Suejp7Kzs7PzXxJw1uv1SKVSRCIRSqXyrqnQuhPx7Zw5HElLo/nUKY5lZLB00SJc/fzw7NMeAtDU1ET51q1IursxFwrJVCiI8fIizt2dI/X1rKio4KhCQaBMRqXRyMBrkJhXwmQycWTxYro7OgiVSilQqRALhdRrNEx3ccHP2pp17e0UGQy0WVryxpIl2PeZoiMxM2PP1q08HRrKH6KiSHF1Zcu2bTSbTASEhPS+TyAQ/Ecne/0iBIZYLO5Xj61IJOJkSQlh3d2o9Hp+KC4m0M8PSzs7zjc2kpmTw5jJk294DqPR+B93xoxG4y21h1zJlmo0GmQy2TVHIvVkfvoGwSqV6t9WFb+T4eHtzefr1qFVKgmxsKBArWagkxNzz51jemoq4yIjCfH2JvP8eewDAnC/gZCVSqVi7dy5PBYZyffnzl0UQDSZGB8aysrCQuLc3bEzGMjt6mLmpY1fplRyuLaWzWVlOFhb4yMUMkAuJ8nVld2NjdjIZHhYWiIB6tRqGjUaRoaGIjMzY97Jk2Q1NnK8sRGtWo3cwwOvPmJQ2evXM9vXlzW1tVR3dxNmaYlSLKZKJuPjJUuuYixtbGwYOWECU2bOJGXKFAbHxPD+8uW4OTvzbFISbtbW+Dk4MCE0lH9s20bq5Ml3vHPRg74EhqOj41U2QiQSIRaLcXBw6B172hcmk4mcU6forK7GRiZjY00NrQYDyaGhuDs4cDQ7m4LiYhJvkmG9Ej2ESQ+u5RxcuQ6xWHxN4kij0fTqWLS2tl5FNPZkPCQSCQqF4ldrgdu8Zg1DGhs50tSEwMyMWD8/HKytEYvFXCgs5OjJk6T8rxKj39i3cydpX37Jt3PmECyXY2lmRklrKxMCAshWKHg6OZnRAwey7dQpZgYGotBoEBmNnO3oIMXfn62VlUwLCWFPZSWJAwcyLSaG0QMHUnzmDMWNjQyOigIgff16zu7ciYVAwJ9CQ/mhspLzXV24mZvTYDJRaWvLX+bOJT0ri4MlJTiGhzNj1CgSBg2i1cyM/MZGRiQnY2ZmdscTn9d65onF4psmLGQyGUcPHKC2poZxYWEsLy5m2tCh3BMRwZiBA9l94AAiR0e8fHyue46efdvzd8/42VvxM3oqqsRi8TUzUzqd7obkpV6vv6afcCV6dLj+W7Dihx8IMJkYIJOR4O7O8ZYWVtbX024yYRAKMVlYMNrbm49PnEArlxPo43Mxq15cjHtQEKdOnMDKxoZXZ83iCU9P0s6e5YXkZEYHB5Pg58fogADe+f57Jj388C+eef/588+xUSoZbGlJcUcH1ubm5CmVWJqbX2xv0umwk8sZ5uqKyWQit7mZky0tWEskFGm1jLgisN64ciXdRUW0azRM9PdnZUkJr6SkcLqpicb2dv4QEUFBfT013d04yeWcUCrRi8W4y+XYm5tTrlIR6OxMWXc3s5KSGBMWhjgm5o73MW5GYNwoqSoSiTidn49jbS1GqRRzMzM2lpUR7uuLh6MjJ0+fRmhrS0BQ0C+1/FuCRqO5rn9iMBh6/SqlUtmrj/fvJDx7Pu+3MMHq18L7r7+Oa00N1a2tPB4Xx8PR0YwPCWHl2rWYrK3x7lMZplQqqd27l5r2dp729SWnrY1UX1/Sa2oQOjvzu5EjiQ8JoVMkYvWBA9z76KM3/XyTycTR9et50MuLvXV12AmF1F1KhG9RKGjX67EzM+OCXM6YV14hOi7usuPXLlnCuO5uQi+RGhKhkGhHR1YePkz8pEm9dvI3QWCYmZn12+B1qtXoT55ke00Nf7/3XpytrTnX1ISbnR21DQ2EJSbeNNtpNBqRyWQYDIbLxGF+CSiVSlpbW//t85hMpsvKQ7u6ulAqlWi1WoRC4WXlbr8FnYvrwWAw8N5rrzFj0CAsPDxYVVdHvlJJuUrFa5Mn42hpyYXmZn4+dow2vZ6obTB8AAAgAElEQVT9GRns2LiRQwcPEj18+FX32bb160nU6Qh3cyM5LAy9RMKpmhra9XqkYjFPDx7M+rIyOvR6xvr58empU7TZ2BAaHk5BRQWvjx7NT2fOkNfSQpdezyGFAhtzcyQiEWUdHQhNJnKVSh6JiGBebi5/mTaN5NBQ4oODsZDL+W75cnZt3szWVavYtGED1ZWV3OfpyTB3dwa6uiKysmKkry/FNjaMvAk5Bxcd9sLCQp4KCkJvNLK6qIgd5eUcq67G0mjENjQUb2/vX+rXc1thMBhoa2vrrcC4ksCws7PDysqql8i4EkKhEP/wcDLWraNMpQIzM56Ii2PL6dMM9PdnVGQkZRcusOPAAVKuyEzdDD1rMRqN/RpRajQaL1u/yWSipaWFjo4OOjs7b6im3RO4/FrZz5M5OSz95hsE3d0EeXjgYGvL0cpKYgICeHDYMMYNGkR9dTVHiotvuaLlvxEZu3ZRvGkTZy5cINTREUuRiNrOTgZYWXGmtZU/jx/PhaYmvjxwAJlIhKNEwsxBg1h37hxlHR3oBAKEZma4WFgw2N8fubk53x09yonGRjp0OnJyckidPBmVSsU3b76Jj4UFlubmuInF3OPjg5+DA2YWFhglEiKffhr/4GC8Bg6kLD+f6bGxCAQCBAIBAU5OVFZVIfb0ZICn511JYEgkkpsmR4RCIY0tLeQeOUK7Xs/MpCQ87eyoam0lq7ycGC8vNmdmkjp58i2VvPb4Gf1Fd3d3b9byWsepVKqbEphX+gnX+5z/luDi6JEjFO/fT4BMxtbKSka5ujLe25upfn7IpFJkY8YgEAg4XVXF4yNH4uXgwLazZyluaqK1uxtJfT3Fubn8vGABfubmyAQCggcMINzNDbVOx76yMqrb2xns4ECZyYRfYOAv8j1MJhNKpZIV33zDn2Ji2Hz+PB0aDQKhEHNzc4QiEQ/4+rK+tBSJSMRgR0c+OnsWh6AgvENC2FtfT159PZMfeogjBw+yYsECDu3dy+G9e0l2caG0pYW67m4eHTqUjzMzKWhsxM/OjgcCAnCyseFQdTUmQCSTIZdIEJpM6I1GfBwcONvezp9SU3uF9X8LBMbNkqpqrZY1a9cyISiIw42NvDp2LCeqqshtaMBKLmffvn1MeuihO75qzWAwYDAY0Gq1t20cqclk+tUSLb8FnMzJ4cjq1TjKZDwybBg+PSSASESinx8Ltm8nODqatH/8g4M7drBvzx5KSkv5y5AhfHP2LHZmZpxXqRDb2TEpIoJ5hw9zoKKCo1VVtHd0YO3ign9AwA3X0NXVxaIFC5jh68swDw/qdTr0AgEakYg2BwcGTJtG7PPP88grrxAQGnrV8duXL2eqs/NVrze2tyMPC+ud1PObIDDMzc373bvp7uHB+/PmcX9kJNXt7SzJyyM8LAy5rS2lDQ1k5eaSepNgRK/Xo9VqaW9vv6x39XZCq9XS3Nx822Z595SSw0VHpm9Fh1ar7e3nV6lUd33P8o2wPC2NaIOBob6+eNjbMyI0lHuio1mVm8vUiAjmZGRwvKkJN1dXhBIJgy5VN1gJhaxYtgw90KVWs/j771m9bBl5p04xxt0dW5kMARDs7MymoiKEIhGD3N3RdXfzSFgYWXV1nG5rY/Lo0aQMHoyTtTUH8vIYExBAfEAA/l5eSB0cuCcigp9PnkRsMpE8YADlKhVNnZ1Uq9U8kJiI3mjkwx07+P7wYSrb23G2sSE1PJzyxkaqa2uZkZTE7uJiYuztkUkkOEilzD97lpHPPMOAfhIPWfv2MczSkvcPHmTSqFFMTkwkJjycoro6ShQKRiQk3Pb7/ZdAD4HR0NBwzQqMHvLiehAKhWi1WvZmZGArEGAtk5FVWcnrDzzA3tOnKaivRySRUF9XR5tGw6DBg/u9Lrlcjl6vR6lU9qsn3GAw9GZke8iLK6cA3InQarX8+MknuMnlnKmuRg/4Ojvj6exM/CVnXSgQMHjAAHYdPUpEcvJdN1qvhxj6T/RjKhQKPn39dXzt7BABUqGQbo0GS3NzWtVqvJ2caFSrOdXWRlZpKb8bPJh9ZWUkursT7OjIkaoqGrVa/B0cKGltZXRYGEsLC/nbjBkEenqiM5kI9PDg5zVr2LV+Pa5iMSa9nhfj4lhUXMzJpibatVqOtLRwXCjkpUuP873bt5Nkbo79FXvM1dKSPWVlxCUl3ZUERn99C09fX9KWLMFSLGZsWBhfZGZSZzAQER5OWXs7J86eJWLEiFua5mA0Gq9KpphMJhQKBR0dHZeNFYSLbR09SZWeMuy+5+qP4JlOp0MqlSIQCK4rgKxSqe46HYtbRVNTE59/8AFrFi7kq/vuY19FBZ5SKQfq69lfX8+ysjIqvb154+OPqW1spOLsWfxdXVl1+jRdAgG1SiWPxMfTqdcza/x4sgsLuS80lPTiYqYOGkRefT2rSkoYHBGB1N6ePcXFlDc03DIRfjPUVFfz1Ucf8d0XX3BwyxbkQiHJHh6Eu7lxobWVQoUCHfBqYiLfnjzJzKAgdldXc6S9nfdnzWKglxfONjZEBwZiK5fzw5o1mNXW0tbUxIWSEkQGA0kDBnCoshKNyUSX0YhAKsVeJmOEvz/na2uJ8/BgclAQ+6ur6RYIMBeL0eh0tGs0tGm1RPr5Eezi0rvm3wKBIZFIbvgd7BwcWLp6Nc0tLTwWF8e8Q4eIiozkwZQU4sLDAVi7ezfJo0ff9rXDP1tDbsczS6fT3bY45X/4JyorKvh5/nzWrVjB9vR0XNzccOujS3M9LPvuO+SdnXTr9Uy8QiMPILusjJysLJyA8ooKmqureX7sWJaePMnvgoIY5OLCz+fP87ukJL7PziYmPJyGjg4eTEoibuBAVq9fj4WDw1X6Pn3x9Zw5PBYZyfysLPzlckYOGIBIIuGoTsf8DRsYER+Ps7PzdSvOjmZmEiWR9JKaPchsaiL6nnt699ZvgsCQSqX9dnrNzMzIycvD02hkb0UFs6dOZc3Ro1QolYjMzblQWsqg2Nje0We1tbXs3b2bFoUCjwEDejd832ynTqe7rboY7e3t1+0x/XfQ2dmJSqW6prHRarV0dXX9pplPlUrFvPfe48WUlMsMt1go5MDZs9R1dDBx5EiKa2ro7O7Gx8WFIF9fpo8Zw9DQUOpaWkjfsYOOigo629q4PzGRiIAAthw6RNKl8mABkBwYyPxjx5g1dCirTp9Go9XySHAwyysreeJSu8GiAweobG0lxccHsVCITCLB0cKC9u5u9BER2IeGsv3UKfQmExKZjHMdHcyMj+fzffswSSQYjEai/f0ZGhzM4bNn0en1eDs48Ny4cVjY2fFTfj7ZCgX7WltplMuZ9fLLV10PS0vLa94LArGY1Vu28MC4cYR4egIgEgqJDgxkZ3Y2w1NTfxUdmFtFXwLDycnpKofC2tr6pg9wjUaDR0AAu7dsQW5mhquTEwcvXODe1FRcHR0pa27G2tqagwcPMjQxsd9jlnv63W+lx1On0yGTyVAqlXcNybhn1y4cFAoEYjHOjo6cq66mWa3miYQEhFdce3OBgCqRCB9f319ptbeGCxcuMG/OHFalpbF2xQqWpqWhaG1lSFTUZQ/mmpoafv7+e9auWsW2LVtwcHLC4wZtadeDyWTixaeeIsjWFrVOh0QgAKORGA8PTtTU4GBhQadOR9WlFkl/V1da29uZGRXFV9nZtHV3E+rsTFZNDZ729pxTKGhSq5k1dSrLMzM53dBAVGQkOoGAXZmZhLi6IhYISPT0JLOsjGeHDiXY3R2RhQXZLS3M/uQTHJ2cAGhqbKSrpASvSwG60WTCBJQpFHR7eREZHX3XEhj98S2MRiPu/v7sTU9HbTAQGRGBVCplZ34+HQYDFnI56du3c8999/U7aDCZTFe1kbS3t/cKd/etlujo6LhKkLcv8dLR0dHvIKOrq6u3jbSzs7O3Ta2HtG5vb79jCdPbgb27dvF/77xDp0KBn5MTqX5+JAYFIZDLqezsxMHBgcFBQcQ8+iieXl6EDxnCzg0bKGlpwXvAAEobGghxc6NSoeD5qVN5dv58JoWHU93cjKuVFSWtrZxXq/nbjBm4Ozjg7uBAcmQk+06dIvZSu9XtQHd3N5+9+SZtdXXE+vtTVl/P+48+ytd79zLO15dRAQFMCw9n7ZkzeFhZMWPIEPKUSgRCIWb29oy9ote9oqmJ6ro66pVKBvr5caa0lA8efphl2dm8EBPD6sJCpDIZYjMzMJmYMXQoOfX1bD9/nuauLowiEScbG/FzcCBuwADy6uspVypxsbEhuk9y5bdAYJiZmd2Q+DQYDMSNGsX3P/6Ih60tHj4+xIWGsi4ri+15eSg6O1E0NDA0JeW2XouzZ84wf+5cju/fT+aePZw4eZLI6Oi7IiH134SN69ez8aef6GhuxkwoRCoUci43l+VLl2Ln7IzXDZKRy3/6iRHu7pxrbCQ5OBiVRsOS3FwyqqvJqqzkTH09QwMC0ANqvZ5AOzsmR0YSGRTEjupqcpRKwv38ONfQwMCQEIqqqnjjgQc4WVpKdlkZNpaW7Nu3j9SJE69rqzLXr+eBqChGDB5MZmMjOxsacPT3p9PSktR+6Ls4uLmxJT2d6Eu6QHqjkVa1moNGI+Puvbf3fb8JAkMmk92S0Q8JD+eTb77h0eRkfs7I4M9PPklKbCwJQ4Ywdvhw3vnsMyZOncrcTz7hwvHjeFlZcfjgQRYvXUpUTAzWVwQpPaWet6N/Ua1W/yLjUP8HWLNsGWYqFWEuLsiucKYPlZXRqFYzNSGBHSdOYCOXo+js5NFRo1i0ezefr1uHl5sbQpMJo0DA+7Nn4+LoyJZDh8ivrqa2rY1Ae3u69XoWFhQQmJLCmgMHeDs1FRWwuaSEdpOJiVFR/Lh/P9mVlfx1xgw+S0/HRSbDTi7ncGUlnx49yltz5zIsMZF7Z8xg0hNPMOWJJ3Bwd2djejr2jo5YyGRYW1hg0OupUyoRisVYymRIRSISgoNxtrUlafBgRkREkBQRQW59PQkTJlz2fYVCIfb29uh0uquC6MCQEFasWcPMK8T8AFra2jA5OODl5XXHKGVfDwaDAaVS2VuB0dcREIlE/RLG1Ol0WFlbU1hcTEVJCQ42NojlclrUaloNBsKCg6lqbsbCyoq0tDSm3n//vxyomUymG7akGY1GOjs776rs56fvv49Er2dsTAzjYmMprq0lv6yMxJAQrKRSFCoVu4uLqVUqqe/qwnv4cJyvUTp4p6G9vZ1vPvkEY1cXHs7OyGUybKysMHZ3s371avIKChg+YgRnz5whbf582hsbSYqIYMLw4Rw9dIiN6ekkJSff0h5au3IlqqoqJEIhmExIxGKmRUSwPi8PKzMz7OVyjlZVMSgwEEVXF3EhITR2dGArEvFYVBQudnaYyWQUtLVhP3gwxuZmKtrb8b7Uahbk68vqffvYlJlJyIAB2MpkpEZFUVBSQrirK0vy8jjV0MDmc+cYP3s2cUlJvWvz9Pbmh2XLCLGx4eucHI61t3O4oYFNRUU8/vTTODs735UERn99C5PJhLWtLSU1NZwqKmKwvz+l7e386bHHGBERwcjoaGykUg7l5TF4yJB+r6mvXs6VVRQ9tqKlpeWqlo6+ehZGo/GyNlS1Wk3Gnj0UnzmDm7v7TQmanvGGEomkl9D4LcJoNPLd11+Ts28fsX5+KNraeDQ5mazTpwlzdcXV2prh/v5EeXuzMC+P6c891zt+O/fUKUQaDY0qFY5WVmg1Gnzc3NiZl4dAJMLVwoIWtZpET0/WFhXx9H334XCFOKyLtTU5FRWEhIXdlu+zbPFinHQ6Wjo6CHB1Ra3VMjkyklBfXxYeP87hqioya2uxcnRE4e7OsdJSbM3NaRaJkEilJAQHU1RdTVpWFodKS9ly/DgJYWEMcHFh5/HjDPTwYFhAAMmDB7O2oABbmYyCujqcra1JDA7mRFkZD8fEEB0QgLmVFZ7OziicnVFqNFQ0NOBsYYEJyKmpYXxYGNJL9uG3QGD0h/g0GAw4eHiwctMm/jh1Kh+sW0dySgr3TZhAXEwMHWo12/buZWQfjS2dTkd+Xh5HDh3CZDLd0rPyxPHjLPj8c96aPp2qujq6urtRtbayfccOxt0hoqH/7VCr1Xz07rscy8jA3cEBZ0dHJo4YwSNjx5IcHc3khATWbNiArasrTtf43RcWFlJeUECAlRVnamspUyjYXlXF9CeeYNzo0QyJjubYyZN06XS0dXXhZGNDe3s7CQEBSCUSInx8iAsOJnzAAObu3YuLnR33DBvGD3v2MCgqioenTCF+6FDMzc1ZuGIFY6+IK3qwY80aUkNDkYhEhHl7M2LgQPxcXcmqqCChH1pnjk5ONBuNfLNjB9vq6zluMLC7uRmXgABihg79bWlgyOXyW3KOhEIhObm56NraiBkyBD8PDzYfPsymrCyOFRfjbG1N2qpVJIWG0tjaSrdAwIRx4xjg7s6XX31F3DV0MsRi8b/NnPcI8d2NSt13A3alpzMjIYHFe/Ywwt+/9/WO7m52VFQgkEgoq6+/WAZpMCCTSjlbW4tOJkNkMlGnUBDg5kZYYCBdGg0fLFlCh1rNjx98gGtAABsLCylSq2kQifjDiy+SMnUqiw4epLy9HY2VFToLC9qVSo43NODj4sL42Fjio6PJrq1ld1kZzn5+GKysGNlHubwHvv7+/LBoES62tggAF1tbFEolIrH4IntuNGIpleJlb49lH+ZfrdVypKmJpD6liAKBAAcHh17W/Urn19rampILFwi3s6Nbq2XZoUPsOXuWI+fOUaNQkDRxIpaWlnd8qX8PgdHY2HhVBUZ/ett7zqHRaIgeMYIj2dnkFBQwIiKCMoUCmVyOQSzmyYcfJnn4cEICAvj4//6PCffcc0ulmSaTibSFC9m2aRO52dns2L4do9GIX5979G7EhQsX0NXVcba0FE9nZ7ydnRkRFgZCISsPHkSh03Gsq4thkyZhcHBg7eHDDLtUWninY+XSpTiYTLg4O18knIRC3nrxRZKGDWNCcjLONjYsX7+enenpOFpY8ML06USEhGBvY0N4YCButrbsPHyYyH4Gsx0dHXzz2Wc4W1vzUHw8G7OyeHrcOBYcOMDk8HAsZTIOl5fT2tWFRiBgaGgoJXV1/OneezlcUcHmoiIKm5s509HB4PHjef611/CLjWX/vn0o2ttJHTaM9OPHKa2pwd/dHWuZDL1Ox8NJSZhZWrKruBgzc3N0ZmaYnJ154f/9v8vWJxQK8Rk4kLd//pkP3nmH5MREEuLiGDtyJJ9/+y2Tpk69KwmM/voWQqEQlUrFsIQE9u7aRV1LC889/DACgYAz5eUcyM3Fxd6eY/n5tzQ2WK/XY2FhgUAguCZ50HeM+pXQarXIZDLa2tp6KysPHzzIsoULGRIcjI1MxooVK+jo7CTwJoKBPQKhv8UKTbVazTfz5pG2YAFijYb6xkaspFJiQkORcLGK6HxtLb4ODjR3dvLpvn1ETZ3KoMjI3nOEREayce1aXOzs0BuNtHd2ojUYaNfrSY2I4GRJCS8kJ3O4spKKlhZSoqOxlsnYlJPDprw8Dp0/j6qzE2xtCb9OK2LPKMge0uRG0Ol0zP3wQywlEqxkMhQdHcQNGkRNQwPhnp6MCA0lftAgEsLD2XbuHG9//jlRY8ciCwtj9MMPc/DQIbpVKk5rNDzz1FM0dnTgZGlJTUMDAokEa0tLEkNCyCwsZFhAAEODgxkZEYGHoyP55eVIL7VVbzx1CkVnJzmVlWwuK2POd9+RMnkynWIxTUYjA1NSePGtt/h6wwaKqqooUyqJnDjxricwpFLpDeOBnnZtX39/Dhw8iKqjgyExMcRcKvnX6/WEBQZyNC+PyKFD2Z+RwacffcSKpUtxkMuJCQvj5IkTrFu/nuEjRty0gqKlpYU3X32Vt598ki9Wr2bqpEncM3YsCUOHUldfT15xcb+fRf/D7UdLSwvfzJvHvM8/JyYgAIFej0QsRqvXMy01lcLSUtJ27SLrzBms5XKOnzpF0qhRvcfr9XqMRiPLfv6ZV+6/n03Z2US6unK4qoo3X30ViUTCoi1b2HroEO2trThYW2MukdCl1yOWSPCzscGqT9yw4NAhgseMobigAHsrK2w9PBg1YkTvZwV4eXG2pATPoKCrCISN69dz4cwZkgICkPRJxtUplZQKhcReOs/NIBCLqW9s5O+vvUZyfDzjRo7ETiZj1caNDL0k+vmbIDAsLCxuqQTKaDQSGBrKgrQ0pqWm8u3GjUQkJfHQo48SO3w4+efO0a5Q4OvmRmBYGFMmTMDezg4/Hx/GpaYy9+uvSe1z88BFB+bfNbodHR3/NeJYvwZaW1uhtRV3Z2cW7t9PbWsrR0pLWXjsGC+9/z6K1lZampu5Z/RoDubkYDAa0YnF1CoUuNrY4OXuTl1jI56uruw4eRKVRsPT99+Pq6MjNlZWxERGEhMZib+HB/tychg+YgRxKSnET5xI4oQJxCcn801aGn6enmjUapIGDUIsEhHi48PwQYMY4OzMwZISEq+4t+DiRpXIZLRWVCAUChkRHs6B/HyUnZ1YWVhgbWHBqEGD+HHPHsxEIpxtbCioquKd9ev5fx99dBnhJpPJen/ucYz7wsbGBncvL35evJitBQU8/MwzDIyMpN1opFKhQCQS4R8Q0K8Khl8TBoOB1tbWaxIY/e1t76vsP3rSJGycnVm/aROJw4ZRo1Awbfx4vlyyhKOnT1PR1IS6s5NWpbLfehgAaQsXMtDTE1VnJ8quLmxsbTmSlUV9fT1DLk2DuBvx1RdfkBQcjJuTE6syMhgfHY1IKGSgtzcdOh0tNjY8/+yzODo4MMDDg0ljx/LNDz+QMmrUf3y+97XQI052rWfLnm3b6FQqL7Z8GY08O2MGZmZmVNTUsOfIERAIOJiVhb2lJWKhkNFxcSzasoX0nBwKa2rYc/QoeYWF7Nu/n1WrVlFXV4erq+t1W5CWLlqEUKMhKSKCytpaJg4dysdr1jAtLg6lXk9OZSVKoZAvly7l7PnztDU3Y2NpSVd3NxOHDiUxMpJQPz825Oby2ttvI5FIcHBwYOzkySxbvhxlVxdSCwsszM2xlkoJ9fHBDDhQWMik2FiShwxhaHg4R8vKuG/WLNyu0QKTf+oUscHB+PcZ02YmkSAWCAiJirorCQxLS8t+CekJBAK6urowmUzUNjSgrK9nREQEHy9fjtHOjujERMoUCg4fO0bq2LH9Jn9NJhNCoRCJRHLNKUM3Qk/FVg/poFarWb5oEc88/jgrN2+msqEBoVhMZmYmQcHBOF1qB/pvw//NmYOFREJbRwd+zs5EhIRQVVNDfHg4Gw4f5vHUVBydnNiYn8/R2lpaZTJe+ctfLjuHXC6npqGB2vJy7K2tiQ8NZe2hQ8RFRqLq6mLmhAl8vX07ErEYdzs7ss6fJ6uigshx43jo8ceJT0mhQaPhXFkZ8fHxV61x48aNLFy4kA0bNrBjxw52797N4MGDr+u879m1C3szMxTNzcSEhJB/4QKPjRnDpqNHaVIq8XR0pLqlhQ83bWLc44/jHxCARCLB3t4eMzMzBvj5sWjDBt566SVOnTnDN8uWMTk+nuzTp1Gp1YwdMYKTxcWYm5lxsqQEHycn2rq6WHvsGFJfX06XltLc1oavkxO5dXWY3N356NtvkUqliMViQsLDSRg1isGRkVhaWpIyYQIBcXE4RURcVS15J+JmBIZMJruhvevxu0wmE8MSE/lq/nxenDmT06WlfLdhA/m1tWTm56NsbaWqtpbzRUWYDAb+/vrrDHB3Z8OOHbSrVAhMJo4ePUpin2q4K2Eymfjjs88S4OGBTqNhVGoqwf7+1NTXs+fIETxcXDh56hQjRo78XyvJr4DGxkY+fO89NN3dyEQiTHCx0ttoxNHOjhaViqLWVp557jkSU1Jw9fFh3ebNjBozhvb2dr744guOHz/O0aNHKcjN5b74eBJjYtDJZBRUVZEUG8sXq1fz+O9+x6atWxkRHU11VRVGgQAnOzuefvBBfty9m9zycsoVCjYWFlKm1fK3998n8/BhjhcV8cxjj1HX1MS8NWvIrazkcFERitZW1FrtVb7uirQ0Xn7qKeYsWYKDTIathQVZFy4wZ/t23pozp99+wKIFC5j94IOXvd/Bzo6Dx44xZOhQJBLJb4PA6K+T0QOBQIDBYKCypobcU6cIGjIEf39/vv7hB06dPk1WVhaB3t40tbby6IMPAnCutJRdmZl0dnWhaGkhIirqMob1WoJbtwKdTtcvka3/4V+HUCxmzjff8PDIkUyMj8fG0RGDmRlid3cmTplCWEQEWzZtYta0aQxwc2NTRgZ2Tk74DhhAQ2Mjcrmcjq4uck6fxjcwEEd7e4I8PHC+pJfSgy61mvNNTVcx2mZmZpwtKkLX3U3qsGFsO3SIIf7+CIVCNDodf1+yhMdmz8bhOvPg/QMC2LJtGy3NzRSWl/PC/feTVVREdXMzQoGA/PJyUgYPRmMwsOLIETafOsUHX3/NgAEDLjuPXC7vvXd7Moc9EIvFWFpa4uDoyKbdu5n5xBNs2LqVhpYWRiQm4urmxvKVKxkyZAju7u43DTQzMzPZsGEDw6+YLlFSUsLcuXPZv38/ubm5xMbG3nbF7R4Co6mpCWdn58sIi/7q5lxJ8AQEBXG2pITSCxdIjo9nSXo6z//5z8TFx9PW0YG7pyc7d+5kzNix/TLURqOR5Wlp6PR6RqSm8sBDDzE8Lo6Jkyaxf/9+LC0tcekjcHa3QKVScSwriw6lkkfHjsXT1ZUPlyyhtL6e3NJSthcV8e4bbyDp4zAJBALUnZ1o4Ff9zlqtlm+//ZbVq1ezceNGtm7dSn5+PrGxsb2/04qqKurKyzEJBAhFIkbGxfHl4sU0aDQMT0mhXavlaFYWLg4OCE0mztfWEpGczMOPP05TSwsGoPtSNtXe3h6DwUBubi6rVq0iMDAQhz4z0QH27tiBr5sbfq6wdAgAACAASURBVC4u1Le1cezMGYYGB7Pv9Gn2njnDlCef5OW//Q0bGxti4uJYuWYNMf7+dOr1rD98mMzTp1l68CDvz5vXq+8EF22SSSjkwtmzmJmZIRQKMRmNPD5hAqcrKymrrWXLsWPsyc0lLSODWW+8QeR1SLWDBw4QGxSE5SV9HI1Gg9FoRGpujrO/f7/2w69pL65HYPS3zUer1aLX6xk4aBBpixfT1NbGfdOnkxAfj52dHUFBQSQlJrJg4UJGXCNIvR56fJ5/t3Vsy+bNRAUHs2jNGl5/6y1GpqQwIiGBsePG8e677zJx4sQ7vi3wdmP37t3UVVRgBJqam5EIBCTFxJB37hy5Z8/yt8cfZ+2hQ+SVlaE2GDjX3Mw3Cxde8zoNiY1l7/79WIvFVCkUOFhZUdHUhFavJy40lHHDh+Pj7Y2PtzfL9+9n+KhRjBszBrho+/z9/CgoLMTCyqpXhFUoFLJq1SoaGxsBmDlzJgqFAnNzc5YtW4anp+c19XT2793L/ampZGRlUd/UhIVUSnZxMX+ZMQMNsPn4cWo6OlDJ5fzhueeuOr5bo0HT1kZlTQ2rdu9mytixnCws5KWHHmLV7t1oDQZcnZxQdXYSHRTExuxsVmZlEZiQwKt/+Qvjp03DLzoa54gIpsyYwfgpU266/2UyGba2tojF4n4RGL+mrbgZgSGXy29KBvSMC5VKpZw5exZnS0vWZ2Xx5gcfMCIhgYSRIwmLjGTBDz/gZG+PlaUlXh4erNu1i9l/+hMyS0u69XpO5uYyZMiQywSCTSYTO3fuZNWqVfy0YAG2lpZEhYRQcO4cD06ZwncrVlDe2krcqFGoTSZyTp5EbmGB3w2EGf+H24uOjg7S0tL44fvv8fH0xNnREaHRiNTMDAcHB+rr69Hq9dSqVLz08suYTCb2HTzImfPnGTdqFLszMti+fTtvvPEGI0eOZNiwYezcsweTVkuItzcuDg7kXbjA6cpKXnjxRZasWIGVTMYLTzzBgZwcGpqaMJhMjIuLIz4qiuDgYBzc3UmIjaWiu5u4hARGjh7Nug0bCPLyYmlGBm99+CEJI0cSn5RE1LBhLFu2jGHDh7Nw4ULWrFnD/PnzsTQz4/5x40iKj+dUbS37iotx8vfHYG5+S6K0h/fvZ2R0NMr2dn5et46MnBwOHT+OEAgMC8PKyqrfBMbtshW/CIFhZWV1Sw9eoVBIZ2cnscOG8Y+ff+aJmTP5x8KFPPToo6xduxZ7OzuGR0dTUlZGSlISn3z7LW1aLTFxcTS1tZFx4AAxsbG9o1zgn+PHbsVQ6vV61Go1Wq0WlUp1V7eOmEym3nGOEonkjnOE1Go18+bN44NPP2X13r3sz8vjREUFh86d48NPP0UgEGBmZsaZs2cJdnfH19OTBydOJD0zE3MzM4L9/cnJz+fZRx9l5+HDeAwYQNTgwezPyiK+TykpwHdr1nD/9OnX3Fj7MjLwdnHB2d4eb09PFm7fzrHiYjZlZeETFcX4iROv+x2EQiHxycmUVFZyoaSE3Tk5SGUyRHI5bVotHWo1uWVlnKqsJDA2lo+++OKaZMiV0zf6zvmWSqW9gf7BzEyMBgO+QUFMmToVOzs7vH18GD9+PHPnzmXq1KnXJTBUKhVvvfUW2dnZODk5XWU45s6dy+9//3seeOABiouLaW5uJuAmo5luFTciMPrb234lwQOQkJTE4iVL0BsMhERGoursZPny5URFRWFjY0OzQkFmZiZ+fn5s27aNiooKPK8zRnLp0qVoOjvRGAzc/+CD5OXl8dNPP3H48GFkcjm5ubmMvIYWyZ2O3NxcPJycqGtsRKjTER0ayj0jRyK3tGTxvn3ExsczYsiQq+xlWVUVMhubfqlt/1L48ssvsbCwwNvbmxdffJGJEyfi7u7Op59+SkpKClu2bGFvRgZV1dUIuGj7GltbCY2NZcq992Jra0t+QQGd7e34enlRWVVFt1DII48/Tl5eHqtWrUIgECCVSrG0tOTll19m/PjxxMXFMWrUKL766itiY2Mvu18PZ2byxNSp/LhuHb6urtybmkqrRsOJkhLe+ewz4hMTe6+lRCJh8rRpFNXUcLK4GKmVFXIXF15/771rEkMhAweyYtUqLKRS3F1cGBQQwModO/jDvfeSMmwY4YGBVLe0cO+sWQy9wZhboVBIQW4uFjIZn6elcfz8eQ4XFLB1714eeOihGwYwd4K9uBaB0R+h3x70qPGLRCIiY2LYkJ7O4489RnVNDT+mpbH/8GGyT5ygqbERqVzOkSNHMDMzw/E6hHVf3IrY77VgMpn4v88+w1IuJyYhAV9fX9avX8/69evJysrC1dUVjUaD710ioHs7sHnzZnbv3o2DlRWWNjaMTEzkVEEBtfX1vPHUU+SdO8eyXbtwtrPDKBCgFAr5ywcfXHeSjEAgYPSECWilUorOn0cil1PX2sqIQYPYfuwYhaWlVDY2sjQjA4/QUJ547DHEYjGr1q9n0bJl/LR4MaXl5WTn5JCXl8fGjRs5cuQIBQUFmJubM378eLZv386sWbNISkoiKSmJefPmMWjQoKsqt/QGA6fz8nhq+nSyTp2iuqEBtUbD2v37MZhM6MViWgQCXv7rX69ZiSgUCsnMyKCqqQmDQMBAf38C/f1J37ePFx9+mD3Z2ah1OkYNH05mURHnGxoYNmYMT//xj73H29vb4+Li0u8JgT24GYFxJ9iKmxEYFhYWN40FdDpdb3XUwPBw3v3sM954+20sLS2prq4mPT2dU6dOYdBosLWywgQUXbjAsy+8wCeffIJGo6G0tBSBQMCKFStITk7GysoKk8nE66+/jrW1Nbm5uShbW7nvnnvwsLdn16FDWFhaYu/jw4OPPIK9vT1e3t6MGTeOhQsXMuoa1b//w+1HZ2cnf//73+nu7kbX3Y2jvT0arRapVEp7WxsvPfUUxwsLOXn6NBHR0dg7OPDZvHkEhobiHxjI/oMH2bBxI9OnTyc4OJg1a9bw7rvvMuuppzhXVUVpWRmeTk50qtUUVFURFR3N5u3bsZbLGRkbS2piInYODmzZuxdVVxdDgoORmptjJpEwd+1afv/HP/aS9+PvuYc3P/yQF159FRsbG1asWMHWrVvJzs5GLJGwZcsWdDodjY2NmEwmBnh4kHRJGDbI35+h0dF4enhwIDeXpOTkfl+j/IICbMzMmLdiBY/NmkXq2LEMGTqUE/n5CIVC/P39b0pg3G5b8YvUJ/0rwbJEIkGj0XDvgw+ybtMm7rv/fhYsWADA5KlTkXR3o1Aq+eKHH0gdN663TMbLy4vomBjmz5/P22+/fdk5e4Su+gONRkNLS8tdr+atVCr58MMPKSsrw8rKCnd3d9ra2ggLC+OZZ5751YiM9vZ2tmzZQm5uLt3d3TQ3N/P2229ja2vLc30mcmzcuJGioiLCL42u+sNzz/HxO+8wYehQIoOD8XN3p6C0lAcmTsTSwoL3/vEPAn19OXfhAp1qNRFhYXyxZAkPjR2LWCxmyZYtWHt4XDcAu+/BB9m2Zg2dajVtbW34eHmRd+4cTv7+PHvp4X8jyOVyXrqi//xWceU9KpFIeknBvo6DWCLhZEEBf33zTeCiE6xSqZDJZLi7u9/wMywtLZkzZw6nT59m165dV/1/Y2Njr6GIjIwkKyvr3/pO18P1RgHeyn0pEomucla++sc/eOKxx4ifMIHt27fzu9/9jh9//BGDwUBeXh4mk4nu7m6kUilKpZKlS5cyduxYnnzyycvOc/78eYwaDQNcXdmxYwclJSXMmjULuDgB6auvvqKtra3f003uFBw7dgxLc3Oef+EF1q9fz57VqxEJBIjlchJGjSIhIYHNO3cy7Z57eo8xmUxknTzJW31Upm8XrqUfIBAIsLa2vmrKg8lkoqmpiZcv2QmtVou1tTXTpk0jLS2N6upqBg0axIPvvccXc+ZQVFhIpULB4tmz2bVrF6tXr6arq4uBQUFMf/BB5jY00GEwsHfvXlauXElISEjvZ8tkMkQiEe+//z7wz3ttwYIFvPrqq73XRdnVxc9r1/L2yy9zPC+PFZmZyGQygiIiCLnGHHW4aGvuu1RBeCMIBAI+++or/vzii3i6u5Nx/Dj+Awbw+apV6LRaiisq+P1zz93U+Rg0eDDrVq0iIyeHN958s7fC6coWtWvhTrEXfXGrYwb72lVfPz9cPTy4UFJC2sqVuLi5cerYsd4ETHV1NR0dHcybNw+pVMqnn35627PEfVFUVMSYsWPZv3cvoyZP5qOPPiIhIYHZs2djMpnIyclh7dq1pPYRDPwtw2AwcOrUKUQiEc2trXRqNISFhvLqK6/w3vvvM+fnn/n9vfciFov5evly/AcP5rU//KFf505MSrqspH/3jh0IFQoUej0tej0f/+MfHMzMpLqmhpUbNhA7bBjtKhUeAwZgb29PVFQUmZmZeHh4UFBQQEREBGKxmK1bt/Laa6/13pO2trZ88MEHfP/99/zlipaWvRkZ1FRUMDAggLdfeQWTycSew4c5WFDA1D/+EQsLixuO9LWwsKBFpcLBxYUhw4aRlZXFu6+8wqDwcNJ37mRgZCSNra1sKy7G1d+fN1966aY+we3CnWgrrkR//Iu+FRqOjo64eXri5OTEt99+20smZmdnExwQgFqtRiaVYpJI+P7774mPj+f06dOMHj2ajIwMBg4cyLPPPsucOXOYP38+Xl5eZGVlXUx6xccTNnAgPy9cyFOPPkrali0sWLSo1y9paWkBLo7o/v3vfw9ctH1Tpky5Kkml0+nQaDT/dvvwhQsX+O6776irq0Mmk+Hr68vTl8Se/xuwevVqgoODaWhowNrGBq1ej1gk4qlZs3jjr39l3qJFvP7HP9LU0sL8NWv4aelS/vrmm4jFYrRaLVXV1Tg7OzNw4EA+/PBD6urqEIlEjBw5kuTkZM4WF7Ny925sbG1pV6tZumoVbm5uBPr4kHXyJHFRUSTExpIQG8u3aWk89+WX+Hp5IZJKeea113B1de1dq0wmwzc4GF9fX9555x3uu+8+Jk6ciNFo5LnnniMlJYWWlpbe6p0J48bxzdKlPPvII71x9vvz5zP9qadu6Ro9NmMGs59+mo/mzMHJyalXA+iZZ5/l888/Z8yYMTd9Pt9uW/FvExjp6elXjQuzv6KEvz9Qq9W9ve3bd++m4ZKSt5mZGXILC9alp+Pp6Unm0aMMiYvj6NGjlJeXc+HCBVxcXKivr2fr1q2XGSGxWIx1H2VprVaLUCjs/dODnvGOdzu6urpYuHAhNjY2+Pj4kJCQ0Pt/5eXl/PnPf2bMpRLJ/xS6u7tZvnw5ra2tlzmUPSTGkSNHLnt/R0cHW7Zsobq6uve1hNGjOVZUxIYjR3Dz8CBo8GBe+PvfcXF0xM3VlbLGRsQyGfmnT1NdV8ewqCjmrVnDhfJyPH18GO/vz44dO667Rgdvb7KzshAYDBRWVhIXH4+vnx87d+68/RfkCohEoquC4Z4KIKFQeJlT4+TiQsa+fWRlZZGdnU1ubi4ymQyNRkNrayvJyclkZGT0vn/06NGM7meJWF/DI5VKfxFxuC1btlBbW0t1dTUNDQ2XkTNWVlb9Jhs7Ojquub577ruPL774guTkZP72t7/h7e1NdnY2MpmMwMBAKioqSEpK6n0Y7N69+2IgcWlPlJeXU1VVRUxUFAcyMzmRm8uUKVN49913UavVmJmZodFoeP7555k+ffptuCL/GWg0GoqKitBptXi6u+Pm4YGbhwcm4KfFixk7fjwNjY0czs3lVFERwX5+nMjPp6yqiqSUFHbv3n3b1lJaWsrOnTtpb2/vrXATCATI5XLs7Ozo6urC29ubsZeEFVeuXImVlRWenp7s37+fNWvWUFNTg42NDWKxuJe8GDZsGIWFhYyZNIkxkybx04IFLF68mH379mEymTAzM8PH35/X3n2X+yZMYMmGDSxbtgydTkdxcTFWVlYYDAbCw8N56aWXGDduHDKZrLdVYNWqVfj7+yOVSikoKEAmk9Gi0/H0W2/h7uiIsqOD8xUVzH7++RvamlvBmEmT2LhuHej1VDc00NzSgrlczmNPPokR+vU5IqmUkPBw8vPzL3u9ubmZQ4cO9f58K7YC/jP2YseOHZclFK60hzeDXq+/bIJYi1LJR3Pn4uHpyfHjx3F0dKS4uJipU6eyefNmwsLCMDc3p6SkhIkTJ/Liiy/+YoR/bm4unp6eODo788nHH+Pg6IhGoyEnJwe4eH1lMhlpaWl3ZcvaraKpqQmFQoGNjQ06rZb8wkIqq6v53eOPM/OJJ6isruardeuorK5meEICbp6e/9Y+i0pM7P13dnY2AqGQtz74gKHDhjF//nx8fX3p6uoiKCiI9PR03N3dOXjwIObm5pSXl/f6kMeOHQMu+pDd3d3I5XKqqqrYvHkzeXl5dHZ24uTkhEqlYtykSfywaRMdSiUmk4n2ri5SUlMpKCjo15rDhwxh9+7dKFpa8Pfz47k33iA1Ph5HR0eOnDhBQXExz8yeDUB+fv5Ve/5fha2tLdnZ2b0/34m2Ytu2bTecxmNra3vTvazT6ejo6Oj9WSQW88EHH6DVamloaKCsrIyOjg6CQ0PZsGYNMqkUZWcnjk5OnD9/npCQENasWUNcXBzFxcWIRCJmzJiBp6cntra2qNVqzM3NCQ4J4dMvv+Sh++9nR0YGjc3N7Nmzh0WLFpGSkoKFhQXp6elYWVlhZmZGUFAQnp6eZGVlsXjxYmbOnNn7HLW0tEQul6PX6xkxYgSBgYG3fO1KS0vZt28fNjY2REZGUlhYSHFxMY888giPPPIIXn00lH5r0Gq1ZGRkcObMmd5qt7CwMM4UFaFqb+dQVhaPTZ/O7j17eOSll7CysKC0upq4uDiysrLYsGEDdXV1ODs74+bmxty5c3uTj3K5nPT09N54eHB0NACSo0c5XVyMg4MDsrAwtmVlsXzLFpzt7KhvaaGmqYlnZs/u3Tf5BQXkX2Ej/j975x0eZZm9/8/0TElPSEhIICQgBANoFASkSECwAWJZECyIi4pdLKuo/FZFhd11dS2gLgKufC00wQIIKF0gNCGFNBJC+mQmk0yS6TO/P/B9NkMCJCQg7O59XVwXSaa87zvznuc859znvgMDA3nhhReIi4vDbDaTmZnJ559/TufOnf3ue5lMhsPlIqJbN56aPx+FTHaSvVZXx/HiYo4XF7fqOkkMaV1gIAUFBXz55ZdkZGSg1+ux/db8XbFiBdHR0Rw8eFA873zHinYXMG666SY/qqdcLverFrUWdrtdVB5tjY3s+uUXOnfuzMCBA7FYLLzz3ntkZ2VRYbGQmprK3LlziYqKYtCgQZSWlmI0GklNTW3WaY+MjESlUlFbWys6T3K5nMjISBQKBV6vF5PJ1Oag6nK52LhxIxUVFQwdOvScAkdH44MPPqBHjx6o1Woefvhhv4CdmprKwoULGTNmzAUV5Js9ezYhISFERESIjpZcLhcK6sNOETs6cuQI9913X7PP8cZTRjmenjWLxsZGLBYL0dHRyOVyLBYLy7/6ikOZmcR37cpjzz3XTG/idDi1E3+hEBwcjP63GfWmsNvtKCVHkyYoyM+noKAAu90uOtJwcnZs1KhRYuPXVjTdKDidzvMi8HfLLbeQl5fH0aNHSUlJ8aOaSfdpa1BXV9civRxOdjZlMhmjRo1i9+7dXH755ajVapKSkrjuuus4cOAAPp+PkSNHYrFYWLduHZGRkaSmpjJ79myio6N55LHHcDidJy3l0tOZMGGCX0xbsmQJSUlJHU6DPV84fPgwo0eP5sorr2Tp4sWEhYSg1+koKikhNDycSZMmATB27Fhee+01jhw7xvDrr+eKujrS09MZPXo0Kb+psbcHlZWVrF27lk6dOgm9FrlcTnx8vN/39ujRo5w4cYLGxkb0ej1qtZqgoCC2bt2KSqXipZdeEoXpN998k5iYGAYMGOB3HxmNRvbu3Ss2fyqVikmTJzNgwAC+WbmSAI0GQ0gIcXFxVFdX09jYiNfr5fjx4wwdOpTk5GQWL15MZWUlbrcbmUzG+vXr+eCDD9i4cSNPPPEEMpkMr9eL0WgkMDCQ9evXc/XVV5/T+nc6TJo0CY/HQ2VlJSEhIa1y6mmKwsJCxo4dS1BQEEajkS1btqDRaJg0aRI3N2HbtBUXIl6MHTvW7300Gk0zLZIzwefzUV5eLn4ePnw4zz37LG63m+joaOx2O1dddRV5eXncf//9rFixgkGDBjF8+HD279/P2rVrWbBgwXlZL10uF7m5ucx94w3uuecennjySQwGAytXrqSoqAifz0d8fDwBAQGMbcEF6z8Ny5cvRy6Xk5SUxO23386ab75h1YoVrPn+ex68/34Su3fHXFNDn379uPe3rnRH48CBAyQmJXGipETcw0ajkZtuuol169YRHR1NWFgYU6ZM4eOPPyYwMJCBAwfy8ccfU1JSgsFgwGq1UlNTw8aNGxkwYAAymYyvv/6aN954g86dOzO4ieJ/RUUF+/fvb9Pne/z4cRoaGhg3YQJ3/OEP/PDdd5RYLDhlMt774INW5zttQUBAABMnTjzn51+IWHHjjTc2a6RKkMlkrRqBPDVejBgxgmnTpjFu3Di6d+/Ojz/+SJcuXRh7ww2kpqbyyUcfYT56VMTlqqoq7rjjDj755BO8Xi9arZbu3buTlpZGcXExycnJxMfHo1KpeOKpp1j+1VckJSXh9vnYuHEjDz30EGvWrKGgoIBevXoRGhrKTTfdRHh4OG63m9TUVBwOB8uWLcNisTBr1ixOnDjBwYMHkcvlbN++nbFjx7ZpL+Lz+Zg+fTpdunQhNTWV/Px8Hn/8cZRKJXV1dXz00Ue88847/5GCwm63m1mzZmEymdDr9XTu3BmFQsH06dNPjrNt2MDnX33FfVOm8NRjj/FrRgYbfvqJp/70J7Zs2cL27du5/fbb+fjjj+nZsyfDhw/nww8/JCkpCZfLxV133cWXX37JK6+8ItaQuro6FAoFIaGhvDh7Nm//9a+kDR9OSu/e/JKeTs4337B46VI/OYSWcP311zNlyhReeOEFFi1axC+//EJYWBgJCQliFFsmk5GYmIjb7WbyXXcx+a67ANi6dStVVVWtjjtyuZyoqChkMhnbt28X53LPPfewevVqKisr8Xq9fP7556xdu5Y//OEP5/qRtDlWdLgGhkKhaHFDdjYoFApRYOjTpw8rV64kNDSU7t27c+TIEfLy8ujXvz/FxcVs3bqV/v37k5ycjEajwWAwcOWVV7Jy5cpmlEuXy4XNZvNzE5Ho5B6PB6vV2mYxrrVr1/LSSy9htVrJyspi48aNrFixglGjRrV5vrAj8eWXX6LValEqlVx11VXN/n7kyBGuvfbaCzZGUl5ezk8//URYWBg6nU7oOahUKiZOnMh3331HUlKSqFDu2rWLnTt3ctttt7Xq9VUqlRCOgZMLbepVVzH2hhsYNHiwH/vmYoRMJiM0NLTFBFmpVLb4OV119dW88cYbTJkyBblcTm5uLjt27BB0tbMl20ajkYKCgmazZ3v27CEhIYHQ0FA2bNhAXFzcedHAMJvNVFdXEx0d7ad50RbdHKnb1RKGDh3KBx98gFarFZ13nU6H2WwmPDwcp9PJddddh06nQ6PRMHDgQJYsWcLNN9/M1q1bueKKK9i0aRPTH3hAMHAGDhzo9x69evXi+++/Z2iTLt7FDJvNxtatWxkyZAgDr7mG7klJxHTpwpWpqVRXV4vz27NnD+Xl5YwaPRq9Xk9YWBh9+vRh2bJlHVL4XLRoEY2NjajVaiGIJ5fLue2224SQc21tLXq9nt27d2O1WtFoNMTHx3PgwAECAgKIj48nOTkZgKysLGQyGS6Xi7KyMvr16yfeq0ePHnz55ZeicHr99dezbNkyxt5wAyNGjmTEyJGsXbsWlUrF/fffz86dO6murqaoqIiRI0eybNkyvF4vAwcOZMyYMQwcOBCNRsO//vUvKisrBV1SJpNhMBhQqVQcPXqU3r17d7gKt1wubxND6VRkZGRw4MABNm/eTEJCAh6Ph2uuuaZVr/d7xotTi5RqtbpNbghNnUjg5Hqxd+9e5HK5+Oy8Xi96vZ4DBw4wZcoUKioq2LJlC0VFRRiNRsrKykhJSenQdd3tdrNw4ULcbjc6nY6uXbtit9tZtGjRyZHY1FR69OhBdXU1GRkZjBkzpsPe+2KE1+vls88+Q6VSUV5ezvDhw+nduze3TpxIUs+efLRoEYezspg0ZQrDzqP+UHl5Oenp6SQnJ2Oz2YS15vHjx8X35PLLL8fhcDB27FhWr15NdnY2Xbt2ZciQISQlJdGjRw+2bt3K3XffzfLly8nNzT3pstejRzNxT4n5ldgGe+7U1FTS09NZvnw5OTk5uD0e8gsKuO2220Rc7Gi0VsTz94wVZ9LAUCgUrRqxkMlk2O12wQxUKpVkZmaK4lR1dTWTJk3i008/ZcyYMYy98UZuve02PvnkE3Q6HcHBwSK+BAYG4na7ueKKKwgODubo0aNERkZSXV1Nfn4+qamp3Hb77cQnJBAYFMRPP/0k4rHdbic8PByPx8PgwYNPjnxu2kRubi5btmzBYrHQs2dPqqqqsNvtjBw5kl69etGtWzfeeecdJvw2atUa/N///R9GoxGtVktRURGTJ08WeZhGo6Fv3758++23LTrxXOpYt24dpaWlBAYGMmDAAAoKCggODiYoKIhrr72WMWPHcvWAARzNz2fBJ5/QPzWV+x94gOjoaL7++mt0Oh2dOnWisbERu92O1WolJSUFi8WCQqGgW7duxMTE8M9//pP8/Hy2b9/Ol19+yZQpU+jevTtHjx5l+gMPUFpRwfbdu2mw2Ujs0cOvyHk6yGQyqqurMRqN7N69my5duqDVaklLS+PQoUPi+z5mzBgOHjzIunXrKCgo4LvvvmPnzp0899xzrc7nDAaDGD/VarW8//77pKWl8dlnn9HY2EinTp2477770mlibgAAIABJREFUGDJkCN27d29V/tNRsaLDNTDOdXMsiTY6HA5kMhnvvfceDz74IGVlZcycOROHw8HXX3+NyWQiNzeX66+/np9++omMjAyqq6txOp14vV7Gjx/PtGnTxKzY6ZgVHo+nVbPAp+L7779nyZIlpKSk4Ha7uemmmzh8+DBms5l7772Xm2++mYyMDHw+H5dddhkzZsy4IHZ1+fn5lJSU0LNnTzweD42NjYLWI43mOByOC2rLJAX+ppCSSblczrRp01i9ejVWqxWPx4NKpWJEG0RlLnXo9fo2bwq1Wi09e/YEYMGCBURERNCtWzehit4WSIvhhAkTuP/++1m8eDEKhYLAwEDu+q1ae77QHg2MM32H9Xo9o0ePZufOnXTt2hW1Wo1KpSIjI4NffvmF22+/nUOHDpGeno7BYMBut2OxWMjJycHj8ZCSkoJOp+Ott94iLy/Pr3jhcDhwOBwEBgaeFxrs+cKiRYuoqKjAZDIRHh6OwWBAr9eLGCvhxx9/bHb/yeVyunTpQl5envjenSusVqvYODb9vGUyGZs2bWLbtm3COrC8vJz4+Hi6dOnC8OHDRYyPjo6mtraWTz/9lKKiIl599VX279/PwYMHaWxsZNy4cTQ2NvLpp58SExMj/NhjYmIYOXIk8+bNQ6lU4nK5qK6uJiQkBKPRyIsvvojZbObrr79mxYoVdOnSRWw86urq2LZtG0VFRZhMJsaPH88vv/zil2h4PB6Ki4sv2Nx5a3HVVVexbNky1Gp1uzv5v2e8AM5Jk0KpVPoJbvbr148ff/wRg8GAz+fD6XTi8/kICwtj27ZtlJWVUVtbK9apLVu28PPPP6NQKBg0aBDPPfdcq8SGz4R9+/Zx2WWX0a9fP3bt2kVFRQV5eXkMHTqUuLg48bjk5GQqKiooLS1t0dniPwUmk4nQ0FDS0tJYsmQJs2bNYvr06URFRbFhwwZiu3QRjKfziXHjxrF27VpuvPFGDh8+jMfjwWQy0bVrV5HDDR48mI0bN7J//35GjhzJtm3buOmmm8jLy2PDhg0UFRVxww038OWXX6JSqRgyZAjZ2dmsWbOGfv36iY2Aw+Fg7dq1vPvuu206Rq1Wy+zZs2lsbKTqNye2yMjIi8Lmuil+71jRFG3JLVQqld/aft11150U9v5NZyIqKoobbriBv/zlLygUChwOB6GhoRQXFxMZGelX7GloaEAmk7F//34efPBB/vKXv9C/f3/0ej3ffvstFouFsrIy4uLiSElJobCwEJfLRUhICC6XC4VCwffffy8EY7OysoQ+XFhYGEVFRUyYMAG73c6+ffuw2+0MGTKE1atXC1blqTAajbz//vuiOCytWTabzW/j6XQ6sdlsBAUFndM+6VLAwYMHBbtywIABKJVKNmzYwLFjx0hLS2PIkCGUlJRw8OBB5r7xhh+7KS0tjZycHL799luuvfZacnNzycvLY+zYsVRVVeH1evniiy949tln6dOnDyaTCY/HQ0VFBYMGDUImk7F8+XLefvttoqOjsVgshIaGCs2T1uDOO+/kwQcfJCYmBp/PR8+ePXE4HFx11VX88MMP6HQ65s+fz0033cSIESPYs2cPZrOZefPmtSleNC1eDhkyhMDAQDZs2IBOp8Pn83H77be3Sy+qPbFC5munauWpdO620jybor6+3m9m1WazsXjxYtLT01GpVAQEBHDjjTeybds2OnXqRF5eHiUlJQQEBOBwOOjTpw+RkZHk5uZis9lYsGBBh3dO7rzzTrp160ZdXR1XXHEF27dvp2/fvrhcLtavX8/gwYMpLi5Gq9WKBfCjjz6ia9euHXYcLeG1114jKCiI0tJSTCYTcJJ9MmTIEDQaDR6Ph19++YV77733gnSOc3JyeOqpp+jSpYtft1XqfgUHBzf7cn766ae88sor58TgudQgk8no1KlTm298j8fDM888g8ViISoqym8++nzObHcEHA4Hubm55OTk0L9/f0GHby3FU4JEqT8TnnvuOTweDzabDYVCgUajIS8vj8mTJ7Nlyxauu+46IYJqs9koKioiLi6OqKgorvzNltJut/O3v/2NRx55hKVLlwpHH6vVSrdu3XjzzTfP/WJcIJjNZt58800GDhzIli1bCAkJISgoiKKiIjQaDX//+9/FY1977TVGjBiBQqE4OaNdV0dAQAD79+9n3Lhx7S5gzJw5Uyx6cLKY6fV6SUxMJD09nW7dutGnTx/g5KImJVD3338/jY2NfPXVV+j1esrKyrBardTX13PffffRu3dvTCYTP//8M0ajkYCAAG74jeY7Z84cXC4XQUFBzJgxA51Oh9Pp5PPPPyctLY09e/bw66+/EhUVRWhoKJWVlVRVVRETE8NVV11Ffn4+e/bsEYmO1+vllVdeYfXq1cTFxTFs2DAqKyv56quv+MMf/nBR0v3//ve/0717d79i8m233dbmcZQLjfLycj9K6enG7c6EU3MKgHnz5omCZVpaGitWrODyyy/HaDSKXMbj8aDT6YiPj8disVBVVSX0UFauXNmupsTmzZvJysoi9beZaDjpfnTzzTc3s5IuLi4mLCyM8ePHn/P7XQzw+Xxs2bJFaBWMGjVK2MS+9NJLlJeX88QTTwAnc8rdu3fjdDqpqanhb3/72wU7zvT0dD788EMee+wxvv32Ww4fPkx9fT3JyckEBgYydOhQ4uPj8Xg8WCwWvv76axITE8nOzqakpASNRkNiYiIVFRWkpKSwefNm7rrrLlQqFdu2bRPrnFSUeuk3Qe6LGQEBAeeka3chUVNTc9oRkrYcf0NDg58ens/n48knn8RqtZKUlESfPn3o1auX+Lu0lrz22mtMnjxZfL4ajYaYmBhyc3O58847Wb9+PcHBwaIIrtfriY6O5rnnnqNTp05kZmbyxhtvEBERQVBQEEFBQeTk5CCTyRg5ciSrVq2ia9eumM1mQkNDqa6uFs2WHTt20LdvX7RaLUePHqWmpoYvv/zS77x8Ph/z589n8+bNpKWlkZGRQXl5OUlJScTExFBTU4PL5eK+++7j888/x2KxoNFoaGxsRKlUsnjxYuBkPrFmzRrcbjfjx4/3E/n0+Xzi3NrClLsQqKio4KuvviI7O5vExESmTJnCp59+iuU3PZqJEyei1+vx+XwcPnyYAwcOUFJSwp133sltt93WrGlms9l46aWXqKurIzQ0lMmTJ7Njxw727t2L0+mksbERjUaDTqcjMTFRNOZnzZrl912UWMnBwcHnVBh/9tln8fl8opCwatUqEhISGDhwIJs3b2bjxo1ERUXRrVs30tLSGD58eJsF80/VYHriiSc4ceKEYCo1ZcyPGjXqgjrWdXgBQ6vVnnV+53RozcYEYOHChezcuROv14vb7UapVDJkyBDS09Opr69Hp9NhsViIjIwUTiYdgddee43jx48LDY2CggLGjBnDzz//TE5ODv369aOyspJRo0Zhs9nIzs4GEAvd+WRizJ49m2uuuYasrCxycnIoKirirrvuora2lvT0dDwej7AK/Oyzz87bcUh46KGHqKurIyIiAr1eT0lJCV6vV1T+ZDIZXbp0YfTo0bhcLtatW8eNN954zhoOlxrCwsLOubiWmZnJtGnTmDx5st/vL4UCRk5ODrm5uVxxxRVikWspSJ4NVVVVZxz9kjaakhq0zWajvLycsLAwbrnlFnJzc8nOzhYsjKqqKsHYUCgUREZGUlhYiMFgEFVzlUpFdna2sFqeN2/eeS9Mthd5eXl88cUXXHHFFcDJhMvpdKLX69m7dy+vv/66eOzu3btP2sVqtWzfvl2IKFVXV7Nq1ap2bXh//fVXlixZQllZGSqVCplMhs/nQyaTYbFYCAkJEZoMPp+P77//nsTERE6cOEGPHj0YPXo069at4/DhwxgMBmQyGfHx8RQWFvLII4+I2OpwOFi4cCGLFi1CLpdjNBpZsGABR44cwe12ExISQmRkJNOmTaP3b24hDoeD6upqYaFZUlLCnDlzSEpK4siRI36sMZfLxe23305cXBylpaVkZWURHBzMiRMnmDt37u86Qng6vPvuu3Tr1u2SL2CcS8w8XU5x9OhRFixYwLFjxzAYDFRVVZGcnCyKnlqtFrfbTX19PQkJCYIBUVVVxbFjx1i6dOk5d70fffRRLBYLDzcRatu6dSvR0dFER0fz448/CkadVqvloYceanEk9GLG7t27eeedd3C73SdtjauqUCqV9OjRg/j4eEwmE5WVlSQnJ5Oenk5ERAS33nqrX5dz+fLlTJ48WTiSXShkZGSwZMkSQkNDcbvdmM1mSktLCQkJQaVS0bdvX/r160d+fj6rVq0iODiYwMBAqqurSUxMJCMjg65duxIQEIDZbKZ37970/83avbGxEUAI/004Dw5PHY1LvYCh0+laLf7rcrkwGo1+v/P5fEybNo1rrrmGzMxMkpKSuOqqqygpKWHVqlW8/fbbxMbG4na7mTp1KlqtFplMJjT6NmzYIEZky8vLiYmJYe7cuc3e+9VXX6WoqIg777yTNWvWiDEBvV7PgAEDWL58Ob1790ahUKBSqfB6vVRUVHD99deL8RePx0NmZiYPP/wwKSkpmM1mvvvuOz744AMCAwMZNWoUe/bsITQ0lPLycqKjo5k+fTobNmxg3759dO7cme7du/t93ocOHeLhhx8WBYC+ffsik8k4ceIEaWlpjBs3jmeeeYbjx4+LkeiEhARefvnl372QUVdXx6OPPkpRUREhISGkpKSgUqnIzMzEbrcTHByMVqslODiYKVOmiHhsNBrZtWsXc+bMOe1rv/7668hkMsxmMz179hSaN6WlpSxatEiMzMJJEdnz0Zg9cOAAq1atorKykvDf9MyKiorIysoSDKFT3TnbAr1e38xkICsri2nTpgldlKaaF5d8AaOlE24LjEbjWenZLpeLqVOnotFo8Hq9+Hw+AgICiIiI8KsIZmZmMnny5A5x3vB6vfzxj3/E4/EIeld4eDgWi4WCggIiIiKIjo4mMDBQUMN8Ph+NjY3U1NSIWce0tDS/G6WjsHDhQjQaDREREfh8PtFV2rlzJ/3790elUuHxeNi/fz+zZ89uNtffkaisrORPf/oTYWFhpKSkUFBQQHFxMRaLhYaGBnw+n7D40el09O/fn4kTJ15y1pTnivYU+QDReT51LvFSKGAcPXqUvLw8vwKGSqVqs0hUS53VlmAymVi/fj1Op5Prr7+eWbNmcfXVV/Prr7/6aSZs2bKFsWPHii67w+FArVafdO9wuYiKiuLAgQN0794djUYjKtCrVq1q20W4wLBarcyYMaMZ26myshKZTCYsYiXMmTOHrKwsv9nEhoYG6uvrmT9//jkfx6uvvkpMTIyIQaWlpTidTjweD1qtlk6dOjF27FjKy8vZuXMnCoWCW2+9lRMnTpCeno7L5UKtVlNSUiIKD1deeSU+n499+/YRHh4u7FZTUlJ45plnzvlYAd566y02b95M586dxRoDJzVWtm7dyuTJk4mIiMDr9bJlyxa0Wq2wWf29ERAQIEZ1bDYbxcXFLFiwgLS0NPGYS7GA0Rah36Y4W07hcrnYsWMHCxYsQKfToVar8fl8hIaGYjabBSNLQlZWFvfeey8A8+fPF4WxCRMmMH78ePLy8li4cCFFRUXY7XZuv/127r33XuRyOcXFxcyfP5/g4GDKysoYPXo0Wq2Wn376ieLiYlQqFQkJCWItLCkpoUuXLpdEp97pdDJ79my2bNmCUqlk+PDh2O12srKyMBgM9OrVy4+d63K52L59O+Hh4YLirFQqCQkJoaKiArfbzdKlS3+386mtrRW6K2azmffff5/s7GwxinvDDTcQHx/P4sWLsVqtREREoNFo6NGjB+np6VitViEIe/fddwt2jWTLLI12Xey41AsYgYGBrdYl8vl8VFRUcOq2yOfz8fzzz6PX64mMjCQrK4vq6mrmzp3rp2Fy/Phx5syZg8lkQqPRcNdddxEcHIzD4cDlcrF582ZeeumlFu1JvV4vzz33HOXl5dxzzz1UVFTwzTffYDAYUCqV1NTUoNVqmTJlChs3buTgwYMMHjyYuLg4Nm7cKEYzHQ4Her1eMMcke/CQkBCUSiVhYWHk5OQQEhLCwIEDKSgo4I477sDpdLJgwYJm+yWv18u3336LRqNh+CkaNDt27BBjMIMGDaKqqorjx4+jVCqJioq6oOypljBz5kyKiopQqVR+hgGHDx/msssuw+l0cuTIEVwuFzqdjtjYWOrr64mNjeXZZ589YwGmtLSUt99+mxEjRnDkyBFOnDiBTCZDpVIRHx9/wfKBDz/8kIyMDEwmE3K5nJiYGOrr64mLi+OZZ54556bK6VjiVquVf/3rX6xduxalUslll10mCrQXuoBx0WhgSGiNdYpKpSIxMZHCwkJ8Ph8KhQKLxSJEjFwuF3a7nd69e/Ptt9+2u4Dh8/l44403MJvNooq3fv169Ho9paWldOrUifDwcIxGo5jfttlsREZGUllZSa9evaisrOTEiRO8++67fPjhh6xcubJDP+ipU6fy7LPPMnjwYEJCQvD5fOzZs4fU1FTxmSgUCq6++mqWLl16XgsYVqsVn89HTU0NAImJiSLI22w2ampqePHFF8/b+1/saO/GQafTkZKSQkVFRYc6HlwItFQvPZeYodPpWlXACA8P97M8HTFiBJs3b+bqq6/2e5zUNZGOR1q4rFYrnTp14uDBg1xxxRXiMT179uTYsWPs2bPntPeStLn++eef6datG+PHj29GET/feP311/F4PGzfvp0hQ4Ygl8upqalh586dfPjhh80eL5PJxIZNGrHRaDRYLBbMZnObEtmamhqMRiNVVVXs27ePcePGodFo/LQjcnJyqKuro7a2lsLCQrZv347FYhGLblxcnNAFsNls5OTkYP7NYjs3N5drrrmGMWPGCIrmkSNHuOGGG9pzyQB4/vnnKS0tbWavLen0rFu3DpfLhcfjwefz8eyzz7b7PTsKWq1WfH8lMdvk5GQ2bNhAv379/ES3LyWca25xtpxCpVJx3XXXsWnTJrKzs9Hr9TidTiwWC/369cPr9bJv3z7BiggJCeHll1+mrq6OuLg46urq8Hg8vPfeeyxcuBCdTkd1dTUxMTFERkayZs0a1q5dKwRgtVotsbGxdOrUid27d+N2u4mPj6eiooLw8HC/Qn6XLl0oKCjAaDSetci7bt06vv76a+EE9+STT14w94D8/HzuvfdefD4fgYGBpKSkYDAYyM7OFmNjUvHC6/VSV1eHy+VCqVTi8/mQy+UMGjQIj8eD0+kkKSmJjIyMC3Lsp0PTzyEsLKzFTqbX62XJkiWEhYVRV1eHXq8nNDSU6OhoNBoNmZmZpKWl8dVXX2EwGEQXfvLkyZdE8eI/AW2JG9IG9NQYKZPJmD9/Pjk5OezatYtbbrmFtLS0ZqMFXbt25ZNPPmH9+vUsX76cjz/+mM6dO2MwGFAoFNx3330tFi+k4/zrX//Kjh07WLx4sYgTJSUlwEkxxeTkZP71r38xdOhQwsPDqa2tZd26dfTu3RuPx8OxY8coKSkROWZwcDDBwcGi8Ot2u8XfJXHT3r17s2zZMiEqDCf3UNnZ2dTV1REdHY3L5RKb1Pr6enJycoS9bHh4OKmpqWzZsgW1Wk1UVBSNjY3s3buX9PT0ZrnWhUJxcbFwCGuqISTZfgYHByOTyUhLSxPslbKyMsaPH9/M9bAlxMbGCreWlJQUUlJS8Pl8rF+/nnvuued8npofZs6cSWlpKRs3bkSlUjF8+HAiIyPbnWsGBQW1OOKuVCqZMGECXq+Xr7/+ms2bN5Oenk5YWFibLFM7Ah1ewGgvs0Cv11NfX9/iRqcp/vjHP/L000+j0Wior68XlKodO3ZgtVqFUFt7nSiys7O5//77CQ0NxWazMWrUKEG1OnDgAHFxcQQHB9PQ0EBdXR379u0TdKFjx44JtWC5XI5arebyyy8XXZn3339fULvbi127dmE0Gvn0009FwqZWq5sFb6kr11FwOBysWrWKnTt3Ul5eTllZGU6nk9DQUDp16iTo4XByQ7R79+4W6XP/LZD0GNoDuVzOQw89xLPPPktlZSXx8fFUV1d30BFeGDSNE+cSM+RyOUqlss0OQnfffTerV68Wgbm0tJSioqLT2rIGBQWJ0RPpOB0OB263m65du7J69eoWCxhut5snnngCo9GITqfjl19+4YsvvuDtt98WfuPnG/X19ZSVlZGUlERVVRVLly5FqVTi9Xrp2rVri92FhoYGAgMDycvLIycnB5fLRUNDA16vl23btjFmzJjTdiVKS0t55ZVXOHToEA6HQ/xeo9HgcrnYs2ePH2vI5/NRXV3Niy++yEsvvcQPP/wg/MY7derE+vXrGT16NAqFgsbGRr799lsWLlzIZ599xp49e6ivrycyMpLExEQ0Gg2FhYWoVCqho9EeyGQy/vznPzNr1ixRHJHJZBw6dIjU1FTxmft8Pnbt2nXeHADOBU3ji0ajQaFQMHXqVKqrqwWd+VLEuQqFabVarFbrWR/38ssv88ILL3Do0CHCwsKorq7GZDKxe/duAgMDRSHt4MGDBAQEkJSUhMlkom/fvuI1Dh06hNfrpU+fPhQUFFBaWoparcZut3PvvfeydOlSUXhVqVRinr68vFxsWOBk8a+goACNRkNwcDAHDx487XhlQ0MD48ePR6lUEh8fj0wmo6ysjIcffpiPP/74vHfPnU4njz76KFqtFrlcLkbwJDSN74cOHSI7Oxun04lGo0Gj0aBWq3G5XKhUKhQKBVqtluLi4mbMl4sRcrmcvn37snfvXvr37096eroQ0Kurq6Oqqoq4uDhuuOEG3G43ZWVlqNXqdtmS/g9tQ1sLny0VMCRcdtllXHbZZWd9/i233MItt9wC/NupsbVx99prr+Xaa68VPz/++OOUlZVRX19PSEgIQ4cOpbCwkPr6egoKCujUqRNlZWUUFxcLtndUVBQWiwWdTodcLkej0RAdHc2RI0cICgrC4/HQt29f1q1bR69evUhNTaW4uJg9e/ZQVVUldAa1Wi07duyga9eueL1eMjIyKC0tJTo6moqKCuGOdezYMaFRlJOTIzSjXn75ZdavX9/KK9+xqKysFLFFKpru3LkTh8NBTU0N3bp1E7peUsPEbre3qbn7yiuvMH/+fGpra4Vg9IwZMy647WxsbCz33Xdfh73emSzbpWLYxIkTmTBhArW1tXg8nt+F/d3hNqparbZdWg8ShftsLIzQ0FCGDx/Otm3bKC8vx2q1YjKZUCqVQmk/KCgIi8VCfHw83bp1a9Nx+Hw+5s2bx5w5cwgICMDj8RAZGcmJEycYOHAg8fHxKBQK0T1Uq9XExMSQn58v5rslkTq9Xo9KpSImJkZsYCMjI9m4cSN33HFHu4s+hYWFvPrqq+KcJYtIs9ncokWX1Wpl3Lhx7XpPgPfee49HH32UAwcOUFlZic1mw+12079/fwICAjAajWKDeOzYMTIyMnjqqacuqmT/QkOv13dIF97n8zFs2DCioqKorKzkiiuuoE+fPhedGnlTeDwejEYjNTU1xMTEiO6FWq0+J5qby+VqsxuIWq2mtLSU+vp6tmzZQm5uLrW1tYKe2bQ7cvz4cQYPHoxOp6O0tBStVsvu3bspKyujsrKSoqIitFptiwJ7ixcvJisri9raWkpKSnA6nVitVtauXcvdd999QYK90Wjkp59+IigoCL1eT0REBGFhYcJOtiXByeLiYrKyssjNzaWhoUFcY4VCQXp6OkuXLuXYsWOMGDFCnMPq1au5++67Wbx4MWazGY/Hg0ajEXZycrmchIQEamtrKSsrIygoiOrqatavX8+MGTNITU1l8ODB/PDDD0InJzExEbvdzt69e8nKyiI7O5ugoCCmTp3KoEGD0Ol0ZGdnc/jwYTIyMigpKeHqq6/mscce67B7QCrU7N+/n/r6eux2O2azGZPJRGBgIEajkfT0dJ566qmLhgml1WqbJR5erxen04lOp6Nv374kJycLO+uLGU2Liq21QmwJcrkcm80mRMdOB6VSydixY7njjjsoKiqirKyMnJwcgoKCCAsLo6CggIKCAuRyOQaDgYaGBnr06IFcLsfj8VBYWIjVakWlUlFfXy+6kYGBgYSGhlJbW4vBYCAkJIT8/HwxL242m6moqGDAgAGUlZVx+PBhIbJrt9spLCwkOTnZb+RNwokTJ7jxxhvxeDz07NlTfPcVCgUKhYLCwsLzLtq9du1afvnlF1GAUKlUhISEiOsn6QNUVVVRVFSEXC73EzuU7MCVSiUymYwDBw4A8PTTT1/U65mEQYMG8c033xAaGsrll1+O1+vF4/HgdruZN2+e0BuqrKwkISGBp556ql2q/R2JpnpEp0NrbVR/T5zJRlViP7QWHd3kUyqV7cr5Bg8ezOeff0737t3Jz88nNjaW8PBwgoKCOHjwIJ07d6a4uFjo/+n1ejweD2q1GoPBQGBgIBqNhqKiIsLCwjAajUK3pWfPntTW1pKfn4/X6xWi3ZdddpnIySorK4mMjKS4uJja2lri4+PJzc3FYrGIsamqqiqioqI4cuQIsbGxhIaGEhwcTG1tLU6n00+w+EIhJCSElStX0tDQQE1NDbm5uURFRWE0GlGpVJjNZiIiIsS6kp2dTffu3f1GLc8GtVrNddddx8iRIxk2bBi33HLLRZMLnCvUavUZx/kle2np/1LOIbGYL2SDpMM1MNojTijB6/UKK5rWwOfzsXHjRiG8Bic3N263W3wYCxYsaPX72+12Jk2aRH5+vrj5ZTIZPXv2pK6uDrPZjEKhwOv10tjYSM+ePSkrKyM4OJiamhrMZjN6vR69Xo/NZsPn85GUlITT6SQ3N1d09PR6PYsXLxZ6EOeK2bNnc+zYsWZ0trKyMhITE4mPjxed1IaGBgYNGtRuitM333zD3Llz6dy5MxUVFfTo0YP8/Hy0Wq2oUHu9XsxmM05HYic9AAAgAElEQVSnE4PBwBdffNGu9/y9oNFo0Ov1mM3mdr9WREREh1BHpc1UU0RHR1/0GhiZmZkcO3aMq666SlwHqfDWVpyqGN5a1NXVceutt+J0OoVQVnR0tHDLCQoKoq6ujvj4eD755BN8Ph+33XYbVVVVREREiPtMcur44osviIiI8HuPadOmYbFYqKmp8fubzWajf//+F4SFVFdXx9SpU5uJ4FmtVnr27Mljjz3W7Dk2m43rr79esFvsdrsofjR9zODBg5k9ezaLFi3iH//4BzKZDI1Gg8/nQ61WI5PJRBLl9Xrp1asXMplMdD+kTu0f//hHxowZA8ADDzzA8ePH8fl8pKSkNDu2+vp6Pvnkkw6+SmdHbW0tq1atErZrcHKEaciQIdx4440XfCzodFCpVERERDTb9DkcDuFMJeFMHZaLBU01MCSB1XOFNLrYVvztb3/j0KFD5ObmYjAYqKmpISgoSHzXJabF0aNH8fl8REVFodVqcTgcLQr8KpVK3n33XV599VWOHDlCTEyMWI/dbjeTJk2ioaGhmZOb2+1mxYoVzdb4adOmkZGRQVhYWItNGoVC0eKoWEfiH//4B5s2bRLHJqnw19fXi7gQHBxMaWmpuFeSkpLIz88nKSlJxHEpZ4uOjr7otYVOhcfj4a9//St5eXliHZk4cWKH6K+dL8jlcqKionC5XDQ2NmK32/F6vSI2S82BS10Do1OnTme0Xm8Jkm33xYJt27bx8ccfEx0dTVFREV6vF6vVyuuvv84rr7yCz+fDarWi1+sJCQkRTSKJGW4wGNBoNKKQKG00O3fuTOfOnamsrKSuro65c+fy9NNPi7GRzMxMOnfuLFxJIiIiyM3Nxe12i1Epk8lETU0NwcHBhIeH43a7OX78uGBhhIWF8eOPP5733NRms1FZWUnnzp2FS4pUcCkpKSE0NBSfz0dDQwORkZFi1A8QTfO33nrLT//rvw1KpZKIiIizflanE9Fvq6Nge9HhIyQdUVmWOnet3ZzIZDKGDh1KWFgYHo+HvLw87HY7crkcr9fb5gv6zjvvkJ+fj16vRy6X43a7xXlJFkeAYFlERkZit9upqalBrVYzbtw41qxZQ1hYGFVVVYJCfeDAATQajZj7rKmp4auvvuKFF15o2wU6BXV1dS0GaGm+bfXq1dTU1IhqWWxsrHAAOFesWbMGQLg2yGQyYb8oQS6XtyvpvBggiR7JZDLUarXfoibZ97a2BiiNEXUELvbu6enQURoYcO7XICgoiLi4ODIzM5HL5ahUKpGg+Xw+3G43BoNBUL0lsct58+b53WfS/bRo0SKef/558XuTyURGRgZqtbpZNV6r1ZKRkdHu++9McLvdzJ49m59++gmbzYbH4+Hyyy9HoVBQX1+P0WjkrbfeavG5Wq2W3r17c/jwYTweD0CzzZRWq2X//v243W5WrVqFUqkUndem5yRdK41GQ0NDg0iipGtSUVHhN06TlpbGRx99JAodTQsDFovld+niwMk54mnTprXJo/33gDTTeyqkglI7exW/K9qbV2i1Wmw2G3a7vU3P69u3r5gtlpT+u3fvTn19PbW1tRQXF1NQUIBarUapVBIQEIDdbhfXWnJBqa+vJzQ0VIjTWiwW5HI5dXV1hIWFodFoCAgIIC4urkXXFJvNxqFDh/zcSNxuNxUVFWg0mhY3bx6P54IIY48cOZLNmzdjMplQqVSo1WpqampQKpUi15DOt2msl/4vNXskXAqsi1OhUCh4/vnnhYaHJKR7MUPqmKrVatRqNfX19TidTkJCQoQYpMVi+b0Ps904l/wiMDCwWdH398SwYcOIjo5m6dKlxMfHExERwYMPPkh4eDiJiYlkZmaKLrjFYsHtdnPixAlCQ0NF4aK2tpa6ujrGjh3LI488wj//+U8KCwvJy8vjzjvv5NZbbxX3sNls5ujRozQ2NhIdHU1CQgKZmZkoFArcbjedO3fGaDRiMplITk4WtubBwcEcPXpUjIL6fD4qKyv57LPPOnTEAf5tc79ixQqxB1Kr1YSHhyOXyzGZTMTGxopilFarpaamRpg+yOVyP8at1WqltLS0Q4/xUoM0cnQ2nMv49vnARVnAgJOLmt1u95ulPhMkld28vDx8Pp9fd6miooIlS5YwbNgwEhISzrqw7N27VzAsvF6vmDEzmUx+yXx1dTVPPvkkw4YNE5RBKemeMGEC06dPJzY2loKCAg4fPuynSSFtfrZu3cozzzxzzpsxn88nLEpP7WKrVCoxz9f0enz33XeEhYUxc+bMc3pPwI+6L9G+pSqmZG0rwWw2X7I+9k3FHXU6HU6nU9CZ9Xo9brdbeGifDR1psShRhKVN5qUCKbFvrwYGIBKvc+mUSEU3p9PZrCghxbCmrxsSEtLi56dSqYS4n4R3331XxC3p3KTEVnIDkjRqzgdef/11fvrpJ+rq6ggJCaG8vJyKigphqzVq1KgzWnolJydz8OBBcfwtfT4Oh0NszFQqlaDRq1QqsbAplUqcTic+n4+ioiKSk5NF/HM6nYSHh4sZVIDJkydjtVr59NNP2b9/v9AXqq6uplu3bjz00EMdeZn+oyBpCbSE0wnTXUroiO5daGgo1dXVbRo7GzlyJH/+85/R6XQcO3aMsLAwLBaLKNhlZmaK+CGTyQgJCcFkMlFdXY3NZiMrK0scvzQrHBoaKp7j9XrZvn07mzZtYvTo0YSGhlJRUQGcjJUOh0PEo1NzBClWSRvmuro6v+bK8ePH/QqrHQmz2czixYsxmUzk5+dTUFBAjx49qK2tFWwKaaQETjIPpTEeabRW+n/T+OLxeC5oB6+jIWl4XAo4lYF16oiWNOrc1qLfxYRTi2athVRQvJjOvWfPni0yN//+97+LMbKqqioiIyPFvVVaWkpAQIDQvVq5cqVo1rQkShsREUFgYCAHDhxApVIRGBhIWVkZUVFR9OnThwMHDgitB7vdjlarJTs7G5VKRWNjI263W+TMEqtHrVazYsUK7r333nYX9VwuFx999BEffPABDQ0NIr6EhISI9U9imkvae9IIv8lkEk1ls9ncTEzV6/X6aY/8N6K1e5S2MprOFzqU03OuweJ0aOvM6z333ENjYyMKhYKGhgYqKyspKSnBZDIxe/Zshg4dSkJCAlOnTj2taF9JSQm5ubl4vV7BlqiqqiImJoaioiIOHjxIRkYGVVVV3HPPPcKa51RxRsnCdNy4cQwZMsTvZmsKq9VKeXl5m86zKbZv305hYSH5+fk0NDQAJ2/EEydOcPPNN/Pzzz+3aAm1efPmc35PQNjr2Gw2tFotRqORTp06CaGfiooKrFYrx44dIzY21s8J4lJC02REp9MRGBhIZGSk2AAqlUoxy3w2dDTV/FIV44OOKWDAyYXrXJ6flpYmEmm3292sECTZKEro27ev+C44nU6OHz/OsWPHMJvNjBw50u+5xcXFBAQEUF9fj8vlori4mMOHD4t/5eXl55VOuWfPHuDfi4xKpRLz5QEBAc0KLqfij3/8I4GBgcJhw+12C4vSgoICysrKkMlkZGRkCA0kSdjUZrMhl8sFLVmKxR6Ph4yMDLKzs8nIyMDr9fKPf/yj2XvPmDGDXbt28c4779C3b1969+7NvHnzePfddy+aRfNixNkSj0vd8aAjGiPS2GZb33fGjBmYzWbRGKmtrcVmszWjpktJe3h4OLGxsfz666+Cji9ZHErjqKdi9erVwMkcxm63YzKZ+PXXXzl8+DC//vorJ06cECKiTY8tPj4eg8EgNitZWVlkZmayZcsWYfPe0di0aRM33HADb7/9NkuXLhXFztzcXMxmM1arVdDHmzJDoqKiRLzIz88nPDycwsJCUfCURk+efvrpDj/m/wRIbMG2QKL9n5p7qNXqVr2WXC6/6EfNzoT2xI3Q0NBLIm5qNBrmzJmD3W4nMDCQmpoaHA6HYJAuWbKErVu3smzZslaNAj3wwAP4fD5sNpvIHQ4ePIjVahVCvVJhRBoRk2KbJJZsNBoxm800NjZisVjIzMykoKDgnM7P6/WybNky+vTpQ7du3XjrrbdoaGhAqVQKMfemn5PX60WlUvk1v9VqtWDg+Xw+TCaTiI3SzwMGDCAqKuqcjvE/AUqlstU51sWSi3XoUXS0MJHEWDhVC0Oqcp9ahBgwYADBwcGYzebTWiy6XC5+/vlnrrnmGnbu3ElwcDBer5eCggJMJhOvvPIKjY2NBAcHi46pJKQlk8kIDQ3l888/p0uXLmc9fqVSKajHs2bNYtu2bc02Llqttl1jFl9//bVIFrKzs4XLgEwmIzU1lRUrVrT4vLZUlqXrs23bNtasWSM2LoGBgbhcLvR6vRDrkRK2+vp6goKC+Mtf/iLsly5GSIllS0yGlm7olooGSqUSnU4nCkgtQQrwHQmdTofdbr+ougRnQ0cyMODktTcYDK1yGWiKyZMns3fvXtavX09gYCCFhYV07dpVMAgqKir485//LB4fGBjIqFGj+Pzzz6mqqhLdbJPJxI4dO1i3bh15eXkEBARQUFCAVqvFYDCQlZUldHDgJHOhqqqKV199lVdfffWcz/t08Hq9QmOnpe+01+s9K61cr9ezdu1a7rzzToqLiyksLKSxsZHGxkbxmOPHj3P//fejUqmE4ra0EZGSBI/HQ2NjIwEBAcIhYcKECdxyyy1n7FJKloqDBg06l0vwX4mzdX0vhUT8TOio3EKr1VJXV9dqfS2Au+66i3feeQelUilGoTweD8XFxfh8PhEz1Go1JSUlBAUFERgY2IxdILESWoL0+169ejF8+HAWLFgg7iePx0NtbS0PP/wwX331lXiO9PeqqipxTI2NjUJ8d/v27Rw6dIiRI0fywQcfdMhIg8fj4Y033hDWjvDvEaWmMUdq6JSWlhIbG4tWqxWxOiYmhrKyMsrLy9FoNBiNRuLi4ujRowePPPJIs5G1/wEx5qhQKPy0Yc6GwMBA1Go1ISEhVFVVieddys2PtqA9cUPK941GY5vixe+BYcOG8fPPPzN//nwOHTpEREQEo0aN4o477mhzs6Rbt24EBgZy4sQJvF4vMTExeL1eEe/q6+vxeDzN1hwpDkp7gaZwOp288sor/N///V+rjmH79u188cUXpKenU1ZW5ve3pkVh8M8fJcFqh8MhRrylvDs8PJyqqiquuOIKqqqqBFssMjKSxx9/vEVR8/8WKJVKwVhp7eMvBnToUXT0SUkdw6aJM/y7MupwOPzooCEhIYSHh3PixImzvnZNTQ033XQTs2fP5sUXXxRdSamiWFdXJ/QdJEGj6dOn88wzz5zTuTz++OPs27cPq9UqqKQymYz4+HiUSiXLli0jPT2dAQMGcPvtt7c64ZREaGQymbj+ktaCpIJeVVWFw+HAarUKkabTFWBKS0ux2WwkJibS0NDAQw89xPbt21ucd7JarWJO0ufzMWDAAJYtW3bRKGw3hTQDfSoknZOWCl5tKTicWsAwGAx+BTbJA76jISnVX2roqAIGnLy2ktZDaxM7mUzGO++8w+HDh3nggQcARJHSYDDw2Wef+Y03wMnOxJIlS/wWZ7fbzWeffdbs9R0OB6GhoYK90BQSbbwj4Xa7+eabb1ixYgXHjx8Xc6BOp1PEEp/Ph1ar5ZFHHjnr6xkMBn744QeysrIEs60luFwuoeotzcdGRUXx+eefC6em/+H8oiW77FNxqWrmSOio75FMJiM8PJzq6upWxwqlUsn06dN5//33xfiIVqtFr9fjcrmEZbvkZCStidIxOxwO7Ha7GLEyGAzNku6pU6eKn2tqalpcb3fv3k1WVpZw8fp//+//8e233+L1eoXG1annZLVa2bBhA+vWrePGG29s8/U6FVlZWRw/ftzvdy6Xq9laqVQqefrppykuLua7777DarWSkJDAnDlzWnRT+R9OD7lcLuI5IHLfs0HSt4CT948k7ii51P03oL1xQxoXPl1D9GKCVqtlzpw57X6d2NhYgoODKSoqorGxEbPZTGhoqDAl0Gq19OzZk8OHD/sVwnw+H7Gxsafdf2VnZ59V+yszM5O77767RR0gaHmkVRpHM5vNIheWvvtGo9HPmWnhwoUMGDCgTdfjPxmSyUVb84P/yALG+UhWg4KChDoy+M/6arVavwKGTCZj8uTJwobrbCgsLBSbFwlNO8TS/LbP5yMhIaFd1MauXbvypz/9iUcffdRvw7l792569OghEpbly5fzzjvv8N133zWb0ToVlZWVZGdnY7PZ/Gh+Pp+PmJgYevbsyQsvvMCUKVMwmUx+yU1+fj779u0jISGBhx56iH379omNmVKpJDExEZfLxbFjx854DE03c6WlpRetcFVwcLDQIZAgKTFLHtGnoi2LvES1c7vdBAQEEBQUhFKpFCKf52oBeDZcaolIR4p4SpA2JYBfl6k16Nu3L3v37iU/P5/09HQuu+wyrrzyyhYfu2PHjtMurKeisbHxjDavHWnTZrVamTx5Mr/++quIk1LSITEnZDIZvXv35sknn6R3796tfu3k5GSioqLOOOZ26nnGxcX5iXP+D+cXrZm5v1Q1cyR0ZG6hUqnQ6/WnHSNtCQ888ABr166ltLSUmpoaIQaXkJDAypUr+eijj9i/fz8mk4mUlBQmTZrEkiVLWLdund96LxX8DAYDSqWS+vp6YmJiuPrqq8VjTud25Xa7mT59Or/88gsAO3fu9OsMny7u2e12Fi5cyJtvvkltbS2dOnVi+PDhPP/8861qlDQ0NPDcc8+xY8cO5HJ5s4K5zWYTLAzpOOLi4rjllltQKBQ8/vjjZ32P/+Hf0Gq1eDwePB4Pcrlc0PYlaDSaVhUwTv1stVrtaUeY/lPRERstSV/mvwnPP/88U6dOxev1Ul1dTW1trWiIjB8/ng8++IBFixaxbNkyampqUCgUREREMHfuXJ555hlyc3ObvWZVVRWrV69m4sSJLb6n0+lkxowZZ8yxpBgnFUIktvmprhiSSYIkviwJm/+vePFvyOVyISx9Ls9taTriQuOiL2BIF1lSBG5a8WspsEyYMIG//OUvrd5otARJYE+q9nm9XoYPH97ujdbmzZubLf5S9bApSktLGTlypBhxOXToEM899xzl5eWEhoZy5ZVXMmLECF5//XU/GyBJrMfpdDJz5kxkMhlJSUlERkb6UT7hJHNj5syZWCyWZqMPbrebnJycNp+f1GW62Kw8pVk5g8HglxzqdDohhNaSGGRbadeRkZF+GwSdTnfe50elc/u9A0lr0dEjJBKk2HOujJSkpCRhwXw66HQ60W1tDc70uKbfi9zcXP75z3/S2NjI+PHjGTVqVKuuicPhIDs7m3nz5ok5dAk2m02MdLndbvr37y/m7NuKtiaB/2NdtB3tuYdbK7wlCcheiujoNcVgMNDQ0NDqYqdGo+HTTz/lpZdeorCwEIVCQXJyMm+88QYGg4FZs2Y1e07Pnj358ccfm/3e6XT6rUOnMr1GjhzJDz/80OJxFBcXc8cdd7B8+fI2xbn9+/eL/5tMJrKzszl8+DDLly8/4/Py8/OZOHHiGR0ZvF4vFovFjwH65z//+XeNA9L35VJZFyUoFAph9yhtzk5dC1qbl7TU3LjYcrPzjY74DkqjxBeD68KFwrBhw+jbty+HDh0C/p3LhISEMGPGDACmT5/OHXfcwaZNmwgMDGTEiBGoVCpuu+023nzzzRZf9/HHH+e9996jd+/eXH/99aLICbBo0SKKiorOemzSPe3z+QQ7/nSfTdMcbPv27Ze8EHhHNiECAgLadX9IIu2/Jy7qERIJGo2GoKCgZsr9LQUWrVbL2LFjWbp06Tm/n6SwK1Eyw8PDefnll9t1DkCzIsKZUFNTw6RJk8jNzfVLVMxmMwUFBc0SD6fT6fdlaupIcrrqcUdbBsXExFyUVGVpIZduWCkANN1EajQav+snOSu0BU3HeC4ktFrtGfU3LkZ0dAFDglarPW8jNddccw0JCQktdhfaCqlImZeX55dkS0UGjUaDSqUiOTmZe++9F4VCwbJly9i/fz8Oh6NVi5jUxYP2JfLXXnstBw8ebNV7KpVKbr311nN+r/9G6HQ6goODxexwWxJlnU7X6iRE0nO61CCXyzu8ayxpErXlesTGxrJ48eJWWyCrVCqCg4PPGJtVKhX33HOP3+/uuOMO5s6dS01NTYvP2bVrFykpKa0+7tNh165dPPPMM8ydO5esrCwqKyvZu3cvmzZtEs5mrS3W+nw+v8f+8MMPv5vtcUBAAKGhoaJ73JaE//e2G5bYVE3dsE7F6XIsjUaDy+XC6/WiVCrbLFj7n4iOdEWsra3tkNe6FCCN2M6cOZOCggIcDgexsbFMnjzZbwQsKCioGaNi5syZLFiwoEUBYZ/PR25uLrm5uaxZs4ZHH32ULl26EBAQQF5eXquOrWkBw+v1EhUVhdPpPKvt7cW4N2kLDAYDBoOBysrKDolR7WVvn7pn+j3Qobut81ndPR0FX1L7b4rXX38dt9vN/2/vzKOjKu///77L3NmXzEzIwhLC0iJrWITAEQFBFpdCq6JizxHEg1hUWjy0WtSgXyiCh5YKh6AcgtpWepTaVo4CZZGA0oDUArIphAgiEBJCEjJZZsn9/cHv3s5MZrkzc+/Mncnz+gtmJs/nLs99P8/zuZ/n89m6davkMqzBCFtHKIrCK6+8Isu5SckA7M/x48fjstO1a9eAxJnB5VWVwG63K1ayLVH8nV42mw11dXViiVkBnU4XkAgynbZmpJMDI9TkX24HRnNzc9zPfSQYhsGsWbOwdOnShNtqamqKGOXU1taGtrY2HD58GIcPH07YXs+ePeP+20WLFuH8+fPYv39/xKoGOp0OM2fOxAMPPBC3rc6I2WwWS3ACELf9RJsc0DQdNSGrP+mayFOpeUW8ZRKl6pVOp4u6dTA3Nxdjx44N+IxlWSxcuDCizoTbZpKVlSVm25fCli1bsGXLFkm/jQWltkxGQ0i8KDgATCaT5IWnTqeDXq8P6zhKBlK2gwllkf0dRgzDwG63w+fzoba2VnJltExHLgeGwWAQc8gpAU3TsFgsaGhoSKkDzZ++ffti586dOHjwIGprazF+/HhJiR5pmsbAgQPx+eefR/0tz/OSchYGY7fb8corr+DBBx8ERVF44IEHIjowOI7DI488ErMdNWEwGMQtZeFyksWCHA6MWJPny42sM4NUhAyGC5NbtWoVKisr8dFHH2H9+vX49a9/HVf7Q4cOlW1CvmjRoqRMIkeNGhXgfX/00UcVs6XX63H//fdj+/btGDNmjGJ2EsH/mgtlxYKzcPvXrBd+ly5wHKeapDrRCOXAkHuBYrfbFXPaxdNuqrdU5Ofnh6z5LhWGYVBaWort27djxYoVmDp1KnJzc2E0GpGdnY1hw4bhpZdewsGDB7FixQoycY6BUGGcBoMBTqczal8zGo0xXWviwAhEKAOoFBRFYeLEiRF/E67SzuOPPy5W94mFvLy8lG8TyM3NxeOPP54S28K2UP//S7keVqsVdrs9peO+4JiQQvDvBC1gWRbZ2dlp/7ZZDoQKc3K1peR2YJvNBoPBIMmBlUxomsYdd9yBGTNmxFSl4qmnnpJVhziOQ1ZWFpYuXYrvv/8eX3/9NR566CHxWX/ppZfCVnPU6/WYPXt2WlcZ8Z/jCy88Em0v0fsj5BdJJRSfoLuvsbERTU1NoCgKeXl5ch2XZHieR3V1dVTP6NWrV3HnnXdKflPNsiwGDRqEsrKyqMk0Y2H58uVYv369bO0Fo9PpsHPnzg77+YcMGSLmy0iEnJwc3H333XjwwQcxYsQIRTuwkCgmkb2HNE0jNzdX0m/r6+vR3NwsTgJS/XDGws2bN8WKKmrl7NmzePHFF3Ht2jXMnz8f48aNA0VRyM/Pl92WVF2IldraWkydOjViUstgsrOzUVNTI+txSMVkMuHQoUMxTT4IySMrKyvspDVSH6YoCl26dInZOVZTUwOPxyNOmNXMt99+C5PJBJ1OF3P0olQEzVcKj8eDYcOGhYyY0Ol0+Oyzz9CjR4+Qf1tVVYUJEyZI3sYBAL1790ZVVVXKcj84nU68+uqrmDFjRtJtsywLh8PR4ZkQ5qjhYBgGXbp0Ecf74ISAyUKr1UouIdvc3BwQDZeTk5NyR3kquXHjRofE2CzLyjp3b2trC/mW32g0ilXu4omE9S9F3tLSktIIIDkZN24czp07l3A7a9euDZv4058rV67gd7/7HSoqKsDzPHr06IH77rsPP/nJT8I6N9IBIUGq//Pd2toaNgpPCkajMabozXAEj5/J9gPI9to2VeJJUZSkEPrc3FxMnz49Yh3i8ePHY+3ataioqEB+fj6GDBki+yL2t7/9Lb788kt8+eWXsrYrUFxcHDIZ4V133YUPPvggobb79OmDXbt2JeVNntlshl6vh9vtjhi2Ho1YjlWn08Hn86VlHXq1L0aAW8+XUNP7yJEjmDRpEjZs2KCIrXAlmBPF6XTiwQcfxObNmwMmxXa7HbNnz8aWLVtE54ZOp8P999+Pe+65B3Pnzk36ooKiKDz00EPEeaFShD4a6ftQJfxomkZ2dnZcYy7HcTEtiFPJvffei02bNmHw4MGK2TCZTGJOGZPJhNbWVlkXrxqNBrNmzcLGjRsDtrVpNBqsXr06rPMCAAoLC7F27Vo8/fTTksPKb7vtNvA8H7V6WCIwDIMxY8ZAr9eLJRd5nsfAgQNx1113SU4qKycURcHpdIZ04EerOBNc1pbjuJQ5MOL5rVar7dTOCwD473//i379+gV8Jvc1ERL7+z+LZrNZjOYVtDXWvAD+263SKfI3Gr/5zW/w/PPPJ1TBpX///pg+fbqk3+bl5WHt2rVx21IroZ5vnU4Hh8OBxsbGuMZzudZwJpNJ0RcA0ZAtAiMW77HceL1eXLt2TdJv58yZEzIz+IABA7Bz586kvHXneR7PPfcc9uzZg4aGBrAsC4qiEppYsiyL8ePHY8OGDSHf6LW0tG4DGpgAABqhSURBVGDOnDk4cOBA2DaEiUfw/lmGYdCnTx+8/vrrSSlDRFEUcnNzxcEikTfpFotF8n5cnufh8/nSZjtGuhH8bOl0OmzcuBE///nPFbHn8/lQU1OjiOPg4MGDeO+99+D1evGzn/0M06ZNA0VRaGpqwr///W/YbLaACKXRo0fj4sWLsh9HOOx2O0aOHInS0tK03TqQ6UiJLOB5HjU1NQELqkSiJ4Q3N+kQgUFRFO68805s27ZN8TxObrcbHMehra0NdXV1su5D53kef/zjH7F9+3Y0NzcjJycHixcvxqhRoyT9fXl5OWbPnh11YcRxHCoqKvDpp59i1apVHRYOcmSwt9vtePvtt8NufUkVer0eWVlZYb9vaGiAy+UCwzAwGAxobW2Fx+MBTdPIyckJGJuCoxuSAU3TcDqdMc09hHNyOp2dXuOXL1+OOXPmBHxmMBhkd977R3r4z1MFPB4Pbt68KTkHTagoESFKLhP4xz/+gTVr1khO0OlPr1698M9//lOx6Lt0wWq1hk3I63a744qslzNiq66uTuzvyY7AkM2BEW0AURrhgfd4PFEHn08++QQlJSVobGyEzWZDcXExVqxYkfSszdeuXcPRo0fRq1cvtLa24uGHH4547A6HA263Wyz/ZjabMXHiRDzyyCMYPXq0pA55/PhxzJ8/HxcuXAj4vGvXrigrK4PL5UJZWRlqamowZswYDB06FHq9HqNGjUqal5/juICQr5s3b8adLMbhcGSUVzudCeUcnDFjRtzlPaXgcrlUkT182bJlKC0tlb1dYd+01WpFnz598Pjjj0Or1aJfv34R3+4SkoNQ5jjU4jPS9hF/fD6f2Ie1Wm1C4xTP87h69SqsVmtaODAKCgpw4sSJpCaFjHdSqCTNzc0YOXJkxPDyu+++G++88w4A4NSpUygtLcUPP/yAoqIiLFq0CCaTCWvXrsXKlStjctBoNBpkZWWhoKAAzzzzDCZNmpTo6chOtEV8e3s72traoNVqQdM0eJ7HjRs3YDQaO8wP2tvbcfXqVaUPGcD/ri0QXxU/j8dD8l0A2L59e0B1DCAwOkIu/LeRRHJAR9q25F8y2263d4hYampqSihqQY3U1tZi5cqVKC8vx7Vr16I6aKZMmYJNmzal1TZupYimbdXV1TE5phmGQU5OjhyHBiDwmUhbB4bJZEpKtQsp+HuE0ona2lo8+uijOHXqVMDnGo0Gc+fOlaWUq8DZs2fxxRdfwGazYdy4cSl1PgUT3Jfa29vjLh2Um5ur6rwQnYlQg9Fjjz2GP//5z4rZTDSCh2VZtLe3JxzF4fV68eyzz2Lv3r3ixIZhGAwbNgx/+MMf0LNnT5w4cQKHDx9GXl4ezGYz1q1bh5MnTwK4tbd94sSJ0Ov1KCoqwvDhw0m/TgMEB6qgXTdu3BBLdAe/vUsW169fh16vTwsHRu/evXH8+PGkH6sa34Jev34dU6dOFbfh+ZOTk4Nt27aha9euUdvZvHkz1q1bJy7ShYodNE3DZrOhR48emDJlCqZNm4bCwkLZz0NulIj+Tcb9T2QrGCGQUHN+qQ7iWBH6RqQ344KjOHjOyjAMsrOz4XK5wHFcyJdrPp8P1dXVsh+3mvjmm29w8OBB7Nu3D+fOnROvVWFhIRYuXIj77ruPzG/+P3l5eRHnCbG+4JUr/4U/9fX1cLvd0Ov1sjsNIyGbAyPSw5xsPB5PypLmycGVK1ewbt06VFZWoqCgAIsWLZLVY6Z2Qg08QrhkJIJDZOX2NBISI1iEnU4ntm3bhuLiYkXtNjc3w+v1RtwHHQ6hHF0iCZP8+eGHH3D27Fn07dtX0mKDkL6ECmHmeR51dXXQ6XQpGy+bmppA03RaODAefvhhvPPOO0nPq+ByueD1etHc3AyaphPeeiEFm82GlpaWiCWgXS4XFi9ejH379qG1tRVarRbFxcVYs2ZNTJPSlpYWHDlyBBaLBYMHD07rN51KRFkmEvUplXTYxpUuhEriqdTWGo/Hg4aGBtjt9oiL7OAEhzRNw+FwSIqY8f9bjuNgtVpx/fr1lCXnJaSG4Gj0UMSSQgFQ7rlIBbI5MNQWqp+qTNKExAkVNRH8kBoMBrS0tIgebiGczz90T8ns9YTYGTFiBM6cOYPm5mYUFhbiySefxLx585KWO6etrQ3t7e2iMyOa9PkPHlIcaAQCcMtxarFYFC/TGS9erxdut1v1i6fJkyejtLQU3bp1S9ncwufzgaZpXLt2TVEnhlCJIN1fviQbKRP8eFD6LXio3BuE+AnlwEh19K3H40FbW5s413A4HDEtHIVoPafTCY1Go3jFJEJyoCgKdrsdLpcr4k4BnU4nvkCLRm1traTksZn2Ule2bIVq8+hotVriwEhDNBpNyEGHZVkYjUbwPC++1aRpWizhK7x9slgs4sChJocaAfj8889x4MABNDY2YujQoUlf4AVnbr9+/XpYJwZFUQHbqiwWC5qbm2VN7qcmGIaBzWbDzZs3QdN0Wm7BUwtCBSW1ImyLUjvvvvsueJ5P6SJECO+3Wq2yRWGFQnAmaTQasCxL5i4SUSpcmWEYcBwnLgpYloVer+8QlaHVamEwGFBfXx/T2GA0GonzQkGEXCepRKPRQKPRQK/Xg6KomI/HZrOhvb1d1KBQVdXMZjM4jkNDQwPRjDTBYrGI69NQBRMMBgMoiopJI0wmk6TxKZm5pJKBLA4MjUajOjHW6XRJeWPqn5CHkDiRnA7BOVZMJhM4joNGownYR5qVlYWGhgbVv2HsbFAUhQEDBnT4LBVwHAe73R624gDHcQF9iqIoGAyGjIzC8K8zrtVqE8o501mhaVp04qeD7qjthUMkUr0QASBu+VHq+fffImMwGDIuiZ8S6HQ6RV9SOBwOeDwesCwrOtJaWlrEhaLw4kRI1CskspNy3MncJ94ZUZMGx5vjRMhNIyCU0xQiwViWFUsAOxwOWSKGGIYBz/NkTaMQ/ls3Q2mX2WyOq+8KWhhp+yHHcap6LuRAFgeGGidDHMclxblgs9ngcrkidhyCdCLtdQ5e7NI0HfL3NE2rKimpWigrK0NlZSV8Ph9mzpyJYcOGid9VVlairKxMTOT23HPPJSW7eSoXJ1qtFlarNWTln1CDi5ILmFTBMAwcDkfARImmaej1ehKuGgM2mw06nS5jJn5q0go1ODCAWw5zJZ7/YGep0WhEU1NTxvQluTEajWhpaZE9EV0wFEV1mNs6HA40NjbC5/NBp9OJlUO0Wm3UBYTQptLHnQrUpBcsyyY9Z04yoCgKFotFrERks9nEOTHDMNDpdAlHThqNRrFKT2NjI3mJEQabzRbXNfKPqmBZFgaDAW1tbeA4DmazOaGEvmazOUB/GIaBXq8XNYzjOFUEGsipFQk7MISQR7VBURT0er1iCw6DwQCTyQSWZaHRaFBXVwev1wuO4+DxeMjkIw78HzaCvBw9ehTV1dVYvnw56urq8PLLL6OoqEhcHJSVlWHOnDno06cPysrKsGfPHkydOlXx40r1/RZyqQRPPEMdlxBGHLzXNp3JysoKqd/p7sAwGo1ixIzb7e4QXis4boRzF/YXBycClgLHceKEWS2L7URQk1ZotVpVTLoA+RYJ/tA03WFBK4QPK51EMh0REnybzeaUPGsMw4R9OWI0GjuMIyaTCW63W9yKYjAYMq7qiJr0ArgVqasWzZAbvV4PnufBsmyHOYqwgI3H6UBRFHQ6HQwGg3jf2trayFbSEJhMpoAoitraWknrPZqmOyTuFhwhQOLRyBzHwWKxgOO4lM+rwyG3ViQ8Auj1etXWoRb2EskJRVGgKEp0XgD/K42Ul5cHh8OBnJwcOBwO2Gy2lE5oKYpSpXMpFKEmcgT5qKqqwuDBgwHcqj1usVhQW1srfn/t2jX06dMHAFBUVITKykrFj8lqtaoiV0BwOG+kAcBisaim2lK8cBwHm80WMRu1EMGmNliWjarpLMvCarVCo9GI52kwGALO1V+/gVsTCZvNhuzsbBgMBuh0OkklDimKyrhwcLVohbDNS034L46ECandbofNZuswDxIimSI9R1lZWSHnT8Kb0M6OsD1UiKoUxgs1Xhv/ykJ6vR4Mw8BkMsHpdCIvLw9WqzUj5zhq0Qvg1oIyE6Mv/AkeywQ0Gk1ANGUoXaFpGiaTCVqtVsyHIFRHycrKCniuSA65WwhrPrPZjC5dugSM9yzLwmazidfcP2pL6IvCeGGxWELqltC+HAjb6tWK3FqR8Op29+7dHUrFhePcuXPiwSVKfX19B7uh2vf5fPB6veJi3ufzxR0dcfLkSTHc5YcffpD0NzzPw+PxiPvZvF5vWA9pZWUlevfuHfBZQ0ND3IOesDfTPzttKBvBJGJTSvvArYdWo9HA4/GA53kwDIMTJ05E7Uty9iEB/76kRPv+nDt3Dk6nU/IzEwtHjx7FuXPnxP9PmjQJkyZNAnCr8oB/Ah+dThfwVtpfQHU6HTwej+zHV15eLk7waJqO2/EZ6z0KpRXBuN1u8bnkOA67d++OaMPr9UZ8Ux/tGZL6nMSKYDdc+6HCosMRKZJMaD8RrYhEqOMXjt3r9aKuri7km2thv/rFixdDtiuMBxcvXkTfvn2jHkfwfQ4+X4Zhwo4FcmlJuP6bSPtq1woA+Oqrr3D9+nXF9di/fSlaIYzhwfoljPWCjmg0Gpw/fx69evUKeY1omsbly5fD2oymMUBiOiLl2ZVbp0LZlKpVly5disvmsWPHMGTIkLj+VgrBfcjr9YJlWdTV1cnigIvlOZfSf2NtP5JWAOrQi0OHDsFsNoNlWVRVVXX4Xql5nXC9lZ43AtLnjjzPw+fzicmAaZoWNYtl2QCnvM/nA0VRuHTpUodzaG9vF++V/3MbPHeXSqxaEuvcQi6t8rfLMIz4oiPaPfZ6vWAYBhRFwefziddZuB+XL1+OaLe+vh61tbVJG+/i0Ypo7Nq1Cw0NDeL/ldYKWRwYhYWFkn57+vTpgJNLhKqqqg525Ww/FIcPH1Z0T9jp06c7hKeHOk+5bQSTiE0p7SdiV4l77G9X6T50+vRp6HQ6We+pP6+//nrIzxmGCRADt9sd8Abav1+73W5Foqr27t0ry3nHeo/i6c+J9oNoNhN5TqTYVap9AaF9ufUpuP1wJGr39OnTcSVKjMWuXFoSzmai7atZKwBgz549aG1tVVyP/dtXYryNdvxqH2/l1JFw8zYlterw4cOKVmgId4/l6kuxPOdKjXXhtAJQh17s27cv6nirhI74j7dK6hSg/Nwx0jnI0Zdjfc5jtSmXjig13kqxm8zxTom5W3V1NdasWRP2e7m1Qpb9BcOHD5f0O6vVKpt3qaqqqoNdOdsPxYkTJySfazyEOv5Q5ym3jWASsZnIPZBiV4l77G9X6T5ktVpx9OhRRftRKHr16oWdO3finnvuwY0bN9DQ0ACn0yl+36VLF/Ft4bFjxxSJDgCka0UkYr1H8fTnRPtBNJtK9TPBbjL6cZ8+fWTXp+D2w5Go3XivTyx25boH4WwqdY/VohUAUFxcnJR+LEDGW/nal2ozE+dtgHx9KZbrk4qxTi16kcnjLaD83DHSOcjRl5Wet6XreOtvN5njnRJzt2gRM3JrhSwOjBEjRsj6Oyls3bq1Q3tyti/VppyEaltum1LaSsRmIscqxa4S19/frtJ9aMSIETh69KjidoIpKirCf/7zH7z88svw+Xx44oknsH//ftTX12PGjBl44oknsHnzZjAMA7PZjFmzZilyHHKcd6xtxNOfEz3OaDaVuv+C3WT0Y397SrUfjkTtxvu3sdiV67qEs6nUPVaLVgDAI488oljbQMdrSMZb+dqXajMT521y2o2ljVSMdWrRi0webwHl546R2pWjLys9b0vX8dbfbjLHOyV0MVp7cmtFwg4M//0tySQVdolNYjcd7QnMnTs37He9e/fG//3f/ylqv7Pc31TZTIXdznKeqbSbCpup1gqg81xr0pczz2aq7JK5RXIh421m2exMdjNBKyieFPolEAgEAoFAIBAIBAKBoHLUV4uKQCAQCAQCgUAgEAgEAiEI4sAgEAgEAoFAIBAIBAKBoHqiOjBOnTqFmTNn4syZMwGfl5aWYsGCBYodmD8fffQR5s6dC7fbrZgNNZznhx9+iF27diXFViy2169fj6NHj8pmKxn305+tW7eipKQEJSUlWL58OWpqapJi99KlS3jttdfw4osvYvHixdi6dSva29tD/ra5uRl79+5NynEphRqeoc6iFUDq9IJohfx0Nq0AUv8cEa1IrV25tQLoHHpBtOJ/kLmF/JB1iDKQuYX8SIrAyM3NDTip1tZWnD9/XrGD8ofneVRUVGDs2LGoqKhQ1FYqz7OzkMz7CdwqoXbhwgW8+uqrePXVVzFt2jS8++67itttbGzE6tWrMXfuXKxYsQKrVq1Ca2sr3n///ZC/d7lc2LNnj+LHpTREKwhyQbQis7UCSN1zRLQi8+gMekG0gswtCInTGbQCyHy9YJYuXbo00g9qampQV1eH6upqjB49GhqNBvv374fT6URVVRUKCgrw5ptvYt++fdixYweKiopw4cIFvPfeezh48CDa2tpQWFgY9wEeP34cLpcLU6dOxdatWzFhwgQsWLAAV69exbZt27B792707NkTWVlZWLhwIa5cuYJjx46hqKgoJjvxnOdf/vIXtLS0oEePHnC5XFiyZAkmT54c97meOnUKra2t2LVrF4qLiwEACxYswOTJk7Fs2TJcvnwZH3/8MT755BMMGjQIJpMpblux2P7qq6/QvXt35ObmJmwn3P2cPHkyGIbBhx9+iMuXL6OgoABlZWXYtm0bvvjiC5SXl6N///4wGo0x2WtoaMDevXtRUFAAm82G/Px8DBgwAN9//z3WrVuHXbt24ezZsxg6dCj+9re/YceOHdi7dy8+/fRTuFwu9OvXL67z3LFjB3r27Inbb78dAEBRFPr374+33noLBQUFWLt2Lfbu3Ysvv/wSQ4cOxRtvvIFLly6huro66SVW5YJoRfK0AkidXhCtIFohB6nUC6IVmaUVQOfQC6IVZG5B1iFkbiGVTNcLyTkwxowZg4MHDwIA9u/fj3HjxgEAvvvuOyxatAivvfYaCgsLcezYMQDAmTNnMG/ePEyYMCGhA9y9ezfGjRuHbt26we1249KlS+LxlJSU4Mknn8TGjRsBAFeuXEFxcTFmz54dt71YznPKlCkoLy8HAFRUVODOO+9M4Eyj07VrVyxZsgRjx47F559/rqgtpQh3P4MpLy+HVqtFSUkJFi5ciKqqqrjs9e3bF0888QR2796NF154QRTgt99+G4sWLcLy5cthtVpx4MABAIDBYMBLL72EZcuW4fDhw7hw4UJcdmtqapCXlxfwGcuyyMrKEm0vW7YMo0ePxjfffINf/vKX6NatG+bPnx+XPTVBtCL1WgGkv14Qrch8rQBSoxdEKwJJd60AOodeEK0gc4tU6wXRitghcwtlYKX+8I477sDq1avRr18/mEwmWK1WAEB+fj7+/ve/Q6PR4MqVK+jVqxeAWzfMYrEkdHD19fX4+uuv0djYCJqm0dzcjN27d4NhGNx2220AgJ49e+LGjRvgeR4GgwH9+/dPyGYs51lQUACPx4O6ujocOnQIzzzzTMz2jhw5gh/96Edhr5V/ldvevXsDAEwmExobG+M4u/hty0G4+xnKZlVVlei9NplM6N69e1w2z507h7y8PPHeXLx4EUuWLEF7ezt+//vfAwDa2toA3HqwBw4cKP67f//+uHDhAgoKCmK263Q6ceXKlYDPvF4vLl68iPz8fNjtdgAQB5tk7YdLBkQrlNEKIHV6QbSCaIVSJFsviFbcIlO0Aug8ekG0gswtyDokMTqLVgCZrxeSHRgWiwVWqxV/+tOfAsKT1q9fj9LSUmg0Grz55pvi5xzHJXxw+/btw/Tp0/HTn/4UANDU1ITnn38eLMvi9OnTuO222/D999/DYrGAoihZbMZ6npMmTcLHH38Mk8kUl1Du378f7e3tGDlyJK5evYru3bvD5XIBuNWZbty4If6WpuUtGhOLbTmIdD+bmppgs9lw9uxZjBw5Evn5+Thz5gxGjBiBhoYGfPfdd3HZPH/+PCorK/HUU0+Bpmk4nU5YLBbQNI3FixfDYDDg2LFjYFkWp06dwokTJzB27Fj4fD6cOXMGY8aMicvu+PHjsXTpUtx+++3Iz88HAPz1r3/FlClTUFFRgfr6ethsNuzYsQMcx2HQoEFx2VEjRCuU0QogdXpBtIJohVIkWy+IVmSWVgCdRy+IVpC5BVmHJEZn0Qog8/VCsgMDACZMmIANGzagqKgIPp8PADB69Gi8/PLLcDgcyMvLQ3l5OR577LGED4zneXz22WcoKSkRPzOZTPjxj3+MyspK7N+/H1u2bIHP58O8efMStueP1POcPHkyiouL8e6772LhwoVx2Zo+fTo2bdqE7du3w2g04t5778XJkyfxyiuvoFu3bujSpYucp5Yy25HuZ/fu3bFs2TJkZ2fDbDYDuCXIb731FkpKSsCyLLp16xaXcE6aNAm1tbVYsmQJ9Ho9KIrCvHnzwDAMVq5cifb2dhiNRixYsACnTp1CQ0MDli5dipaWFowaNSrufZM2mw2/+tWvsHHjRrS1tcHj8WD48OF46KGHMGjQILzxxhtgWRYmkwnPPvssgFv75EpLS/H000/HZVNNEK2QXyuA1OkF0QqiFUqSLL0gWpFZWgF0Lr0gWkHmFmQdEj+dSSuATqAXfBryi1/8gne73ak+DJ7neb6lpYV/4YUX+Pb29lQfSkbx3Xff8UeOHOF5nudbW1v5559/nvf5fIra/OCDD/h//etfitogJBeiFZkP0QqCHBCt6BwQvSDIAdGLzIdohbqJKQKDEMi3336LjRs3YubMmaAoKtWHk1E4HA68//77+Pjjj+H1ejFjxgzZQ9cIhGRBtEI5iFYQMgmiFcpC9IKQSRC9UA6iFeqG4nkFMioRCAQCgUAgEAgEAoFAIMgIcSURCAQCgUAgEAgEAoFAUD3EgUEgEAgEAoFAIBAIBAJB9RAHBoFAIBAIBAKBQCAQCATVQxwYBAKBQCAQCAQCgUAgEFQPcWAQCAQCgUAgEAgEAoFAUD3/D8FSbjcoKHgaAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## plot all states\n", "\n", "ncols = 4\n", "nrows = int(np.ceil(len(results) / ncols))\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15, nrows*3))\n", "\n", "for i, (state_name, result) in enumerate(final_results.groupby(by='Bundesland')):\n", " plot_rt(result.iloc[1:], axes.flat[i], state_name)\n", "\n", "fig.tight_layout()\n", "fig.set_facecolor('w')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison of current $R_t$ across states\n", "An overview of the current $R_t$ in each state, red indicates Bundesländer from East Germany, grey indicates those from West Germany.\n", "\n", "Point estimates of the current $R_t$ are all below 1. Considering uncertainty of the estimates, expressed by the error bars, it does not seem sure that the situation is under control in most of the Bundesländer. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "# Since we now use a uniform prior, the first datapoint is pretty bogus, so just truncating it here\n", "final_results = final_results.groupby('Bundesland').apply(lambda x: x.iloc[1:].droplevel(0))\n", "\n", "# Uncomment the following line if you'd like to export the data\n", "#final_results.to_csv('rt_old.csv')\n", "\n", "\n", "\n", "## standings\n", "\n", "West = [\n", " 'Baden-Württemberg', 'BW',\n", " 'Hamburg', 'HH',\n", " 'Rheinland-Pfalz', 'RP',\n", " 'Saarland', 'SA',\n", " 'Bayern', 'BY',\n", " 'Hessen', 'HE',\n", " 'Nordrhein-Westfalen', 'NW',\n", " 'Niedersachsen', 'NS',\n", " 'Schleswig-Holstein', 'SH',\n", " 'Bremen','BR'\n", "]\n", "East = [\n", " 'Berlin', 'BE',\n", " 'Brandenburg', 'BB',\n", " 'Sachsen', 'SC',\n", " 'Sachsen-Anhalt', 'SA',\n", " 'Mecklenburg-Vorpommern', 'MV',\n", " 'Thüringen', 'TH'\n", "]\n", "\n", "FULL_COLOR = [.7,.7,.7]\n", "NONE_COLOR = [179/255,35/255,14/255]\n", "PARTIAL_COLOR = [.5,.5,.5]\n", "ERROR_BAR_COLOR = [.3,.3,.3]\n", "\n", "\n", "\n", "#filtered = final_results.index.get_level_values(0).isin(FILTERED_REGION_CODES)\n", "mr = final_results.groupby(level=0)[['ML', 'High_90', 'Low_90']].last()\n", "\n", "def plot_standings(mr, figsize=None, title='Most Recent $R_t$ by State'):\n", " if not figsize:\n", " figsize = ((15.9/50)*len(mr)+.1,2.5)\n", " \n", " fig, ax = plt.subplots(figsize=figsize)\n", "\n", " ax.set_title(title)\n", " err = mr[['Low_90', 'High_90']].sub(mr['ML'], axis=0).abs()\n", " bars = ax.bar(mr.index,\n", " mr['ML'],\n", " width=.825,\n", " color=FULL_COLOR,\n", " ecolor=ERROR_BAR_COLOR,\n", " capsize=2,\n", " error_kw={'alpha':.5, 'lw':1},\n", " yerr=err.values.T)\n", "\n", " for bar, state_name in zip(bars, mr.index):\n", " if state_name in East:\n", " bar.set_color(NONE_COLOR)\n", " if state_name in West:\n", " bar.set_color(PARTIAL_COLOR)\n", "\n", " labels = mr.index.to_series()#.replace({'District of Columbia':'DC'})\n", " ax.set_xticklabels(labels, rotation=90, fontsize=11)\n", " ax.margins(0)\n", " ax.set_ylim(0,2.)\n", " ax.axhline(1.0, linestyle=':', color='k', lw=1)\n", "\n", " leg = ax.legend(handles=[\n", " Patch(label='East', color=NONE_COLOR),\n", " #Patch(label='West', color=PARTIAL_COLOR),\n", " Patch(label='West', color=FULL_COLOR)\n", " ],\n", " title='East vs. West',\n", " ncol=3,\n", " loc='upper left',\n", " columnspacing=.75,\n", " handletextpad=.5,\n", " handlelength=1)\n", "\n", " leg._legend_box.align = \"left\"\n", " fig.set_facecolor('w')\n", " return fig, ax\n", "\n", "mr.sort_values('ML', inplace=True)\n", "plot_standings(mr);\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }