{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Radio Light Curve Module\n",
"\n",
"**Lecturer:** Poonam Chandra \n",
"**Jupyter Notebook Authors:** David Kaplan & Cameron Hummels\n",
"\n",
"This is a Jupyter notebook lesson taken from the GROWTH Winter School 2018. For other lessons and their accompanying lectures, please see: http://growth.caltech.edu/growth-astro-school-2018-resources.html\n",
"\n",
"## Objective\n",
"Produce and analyze radio light curve data, fitting a broken power law to it.\n",
"\n",
"## Key steps\n",
"- Plot the radio light curve\n",
"- Determine its spectral index\n",
"- Scale the data based on its spectral index\n",
"- Fit the data with a power law\n",
"- Fit the data with a broken power law with a turnover\n",
"\n",
"## Required dependencies\n",
"\n",
"See GROWTH school webpage for detailed instructions on how to install these modules and packages. Nominally, you should be able to install the python modules with `pip install `. The external astromatic packages are easiest installed using package managers (e.g., `rpm`, `apt-get`).\n",
"\n",
"### Python modules\n",
"* python 3\n",
"* astropy\n",
"* numpy\n",
"* scipy\n",
"* matplotlib\n",
"* emcee\n",
"* corner\n",
"\n",
"### External packages\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import emcee\n",
"from astropy.io import ascii\n",
"import corner\n",
"import os\n",
"from timeit import default_timer as timer\n",
"import matplotlib.colors as colors\n",
"import matplotlib.cm as cmx\n",
"from scipy.optimize import least_squares, curve_fit\n",
"from scipy.stats import f"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def load_data(filename='radio_lightcurve.dat'):\n",
" data = ascii.read(filename)\n",
" return data\n",
"os.chdir('data')\n",
"data = load_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Make a plot of the radio lightcurve\n",
"Make a log-log plot of the flux density as a function of time. Make sure to modularise your code so that we can re-use parts of it later on. For bonus points use different markers for each telescope, and use a colour scale to denote the observation frequency."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_data(ax, sm, data, scaled=False, **kwargs):\n",
" telescope_marker_dict = {'VLA':'s', 'ATCA':'o', 'GMRT':'d'}\n",
" \n",
" \n",
" for row in data:\n",
" freq = row['frequency']\n",
" colorval = sm.to_rgba(freq)\n",
" \n",
" telescope = row['telescope']\n",
" marker = telescope_marker_dict[telescope]\n",
" \n",
" if scaled:\n",
" flux = row['scaled_flux']\n",
" rms = row['scaled_rms']\n",
" else:\n",
" flux = row['flux']\n",
" rms = row['rms']\n",
" \n",
" ax.errorbar(row['delta_t'], flux, rms, linestyle='', marker=marker, c=colorval, **kwargs)\n",
" return\n",
"\n",
"def cmap_setup(cmap='viridis', min_freq=0, max_freq=17):\n",
" freq_cmap = plt.cm.get_cmap(cmap)\n",
" \n",
" cNorm = colors.Normalize(vmin=min_freq, vmax=max_freq)\n",
" scalarMap = cmx.ScalarMappable(norm=cNorm, cmap=cmap)\n",
" sm = scalarMap\n",
" sm._A = []\n",
" \n",
" return sm \n",
" \n",
"def make_plot(data, scaled=False, model=None, params=None, tvals=np.arange(10,400), plot_models=False):\n",
" fig = plt.figure(figsize=(10,6))\n",
" ax = fig.add_subplot(111)\n",
" \n",
" sm = cmap_setup()\n",
" plot_data(ax, sm, data, scaled=scaled)\n",
" \n",
" cbar = fig.colorbar(sm,fraction=0.046, pad=0.04)\n",
" cbar.set_label('Frequency (GHz)')\n",
" \n",
" ax.set_xscale('log')\n",
" ax.set_yscale('log')\n",
" \n",
" ax.set_xlabel('Time (days)')\n",
" if scaled:\n",
" ax.set_ylabel('Scaled Flux Density ($\\mu$Jy)')\n",
" else:\n",
" ax.set_ylabel('Flux Density ($\\mu$Jy)')\n",
" \n",
" if model:\n",
" plot_model(model, params, tvals, ax)\n",
" \n",
" if plot_models:\n",
" plot_physical_models(ax)\n",
" \n",
" ax.set_xlim(10,300)\n",
" \n",
"make_plot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Determining the spectral index\n",
"Write a function to take a subset of the data and calculate the spectral index and its uncertainty. Using multi-band observation at 162 days post-merger calculate the spectral index."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def calc_power_law(freq,S0,alpha):\n",
" S = S0 * (freq) ** alpha\n",
" return S\n",
"\n",
"def alpha_calc(data):\n",
" freqs = data['frequency']\n",
" flux = data['flux']\n",
" flux_errs = data['rms']\n",
" \n",
" popt, pcov = curve_fit(calc_power_law, freqs, flux ,sigma=flux_errs, p0=(50,-0.61),absolute_sigma=True)\n",
" \n",
" alpha = popt[1]\n",
" alpha_err = np.sqrt(np.diag(pcov))[1]\n",
" \n",
" return alpha, alpha_err"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sel_data = data[data['delta_t'] == 162.89]\n",
"\n",
"# alpha, alpha_err = alpha_calc(sel_data)\n",
"\n",
"# print(\"alpha = %.1f+/-%.1f\"%(alpha, alpha_err))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scaling the data based on the spectral Index\n",
"Write a function to take the observed data and scale it to a specific frequency based on an estimated spectral index. Don't forget to include uncertainties! You should add two columns to your data table called \"scaled_flux\" and \"scaled_rms\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def scale_data(data, alpha, alpha_err, ref_freq=3.0):\n",
" f_scale = (ref_freq/data['frequency'])**alpha\n",
" rms_scale = np.abs(f_scale*np.log(ref_freq/data['frequency'])*alpha_err)\n",
" \n",
" scaled_flux = data['flux'] * f_scale\n",
" scaled_rms = np.abs(scaled_flux) * np.sqrt((data['rms']/data['flux'])**2 + (rms_scale/f_scale)**2)\n",
" \n",
" data['scaled_flux'] = scaled_flux\n",
" data['scaled_rms'] = scaled_rms\n",
" \n",
" return data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Modify your plot_data() and make_plot() functions to add a keyword parameter \"scaled\" that is by default False. If scaled=True, plot_data() should plot the scaled data instead of the observed data.\n",
"\n",
"Scale the data to 3 GHz based on your estimated spectral index and associated uncertainty, then plot the scaled lightcurve"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = scale_data(data, -0.6,0.1)\n",
"make_plot(data, scaled=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting the data\n",
"We now want to characterise the radio lightcurve. You should be able to see that it initially rises according to a power law, peaks somewhere between 100 and 200 days post-merger and then declines according to a different power law.\n",
"\n",
"However, when we published the first paper demonstrating evidence of a turnover we only had observations up to 200 days post-merger. We will now determine evidence for a turnover using that subset of data.\n",
"\n",
"Create a new table called tdata with the data up to 200 days post-merger and plot the data using your make_plot() function."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = load_data()\n",
"data = scale_data(data, -0.6,0.05)\n",
"tdata = data[data['delta_t'] < 200]\n",
"\n",
"make_plot(tdata, scaled=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can fit this data with a \"smoothed broken power law\", which combines two power laws with a smoothing parameter around the break point. One functional form of this is given by\n",
"\n",
"$S(t) = F_{\\rm peak} \\left[ \\left(\\dfrac{t}{t_{\\rm peak}}\\right)^{-s\\delta_1} + \\left(\\dfrac{t}{t_{\\rm peak}}\\right)^{-s\\delta_2}\\right]^{-1/s}$\n",
"\n",
"Write a function smooth_broken_power_law() that outputs a smoothed broken power law that also scales based on frequency and spectral index"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def smooth_broken_power_law(t, nu, F_peak, t_peak, delta_1, delta_2, alpha, log_s, nu0=3.0):\n",
" s = 10**log_s\n",
"\n",
" return (nu/nu0)**alpha * F_peak * ((t/t_peak)**(-s*delta_1) + (t/t_peak)**(-s*delta_2))**(-1.0/s)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Determining evidence for a turnover\n",
"\n",
"We now want to fit a smoothed broken power law to our data and see if there is evidence for a turnover in the radio lightcurve. In our paper we do this via a parameter grid-search to minimise $\\chi^2$. \n",
"\n",
"Here we will perform an MCMC fit using the emcee package, to determine lightcurve parameters and the spectral index of the source. First you will need to write 3 functions that define your Probability, Prior and Likelihood.\n",
"\n",
"We will use a uniform prior with $\\delta_1>0$ (since we require the lightcurve to initially rise), $0 0.0 and log_s < 3:\n",
" return 0.0\n",
" \n",
" else:\n",
" return -np.inf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now write a likelihood function that takes the lightcurve parameters inside the tuple theta, along with the observed data."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def lnlike(theta, t, nu, S, S_err):\n",
" F_peak, t_peak, delta_1, delta_2, alpha, log_s = theta\n",
"\n",
" model = smooth_broken_power_law(t, nu, F_peak, t_peak, delta_1, delta_2, alpha, log_s)\n",
" inv_sigma2 = 1.0/S_err**2\n",
"\n",
" return -0.5*(np.sum((S-model)**2*inv_sigma2 - np.log(inv_sigma2)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now write a function to calculate the marginal probability using the lnlike() and lnprior() functions you calculated above"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def lnprob(theta, t, nu, S, S_err):\n",
" lp = lnprior(theta)\n",
"\n",
" if not np.isfinite(lp):\n",
" return -np.inf\n",
"\n",
" return lp + lnlike(theta, t, nu, S, S_err)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now fit the data using the emcee package. The function get_starting_pos() provided below will set up an array of walker starting positions for given lightcurve parameters. Examine the lightcurve and estimate some reasonable values for these parameters and add them to the function.\n",
"\n",
"Now write a function called run_mcmc() that will load the observed data, take the starting position and then run the emcee Ensemple Sampler. Use a small number of iterations and walkers initially (100/20) to see how long the code takes to run on your laptop. Then increase both parameters to a larger number so that the algorithm takes ~90 seconds to run."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def get_starting_pos(nwalkers, ndim=6):\n",
" F_peak = 110\n",
" t_peak = 150\n",
" delta_1 = 0.8\n",
" delta_2 = -2\n",
" alpha = -0.6\n",
" log_s = 1\n",
" \n",
" pos = [np.asarray([F_peak, t_peak, delta_1, delta_2, alpha, log_s]) + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
" \n",
" return pos"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def run_mcmc(data, niters=1000, nthreads=1, nwalkers=200, ndim=6):\n",
" t = data['delta_t']\n",
" nu = data['frequency']\n",
" S = data['flux']\n",
" S_err = data['rms']\n",
" \n",
" pos = get_starting_pos(nwalkers, ndim=ndim)\n",
" \n",
" sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob, args=(t, nu, S, S_err),threads=nthreads)\n",
" \n",
" start = timer()\n",
" sampler.run_mcmc(pos, niters)\n",
" end = timer()\n",
" \n",
" print(\"Computation time: %f s\"%(end-start))\n",
" \n",
" return sampler"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now want to inspect our chain to see if our algorithm has converged to a reasonable solution. First, extract the chain from the sampler, and then write a function to make a figure showing how each walker moves around the parameter space. Your figure should have 6 subplots (1 for each dimension), iteration number on the x-axis and parameter value on the y-axis.\n",
"\n",
"MCMC algorithms typically use a burn-in phase, where the sampler is moving towards the optimum solution and not yet accurately sampling the parameter space. Add a parameter chain_cut to your function that plots a vertical line at the end of the burn-in."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/chummels/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: overflow encountered in power\n",
" after removing the cwd from sys.path.\n",
"/home/chummels/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in power\n",
" after removing the cwd from sys.path.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Computation time: 103.129886 s\n"
]
}
],
"source": [
"sampler = run_mcmc(tdata)\n",
"chain = sampler.chain"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QIJvNPrRelkqlkMvlkM/nUSqVIBKJdnwcdptUeZ5HtVpFJpNBV1cXRWUikYjeR/a32WymDECrAIhhYWEBAPDaa6/tOPIG2lOt29Vs2WU9PT00EIFtSIxGIyKRCAqFAhYXF9FsNqFWq5HJZDA1NYXV1VUEAgEsLi7i0qVLSKVSqFareOuttzA7OwulUolyuYxGowGHw4FYLIaenh6srKwgGAxiamoKcrkco6OjGBsbQ7FYJJV0f38/vvnNb+LWrVs4cuRI2wZJIpFgbW0N5XKZJg319/djZWUFer0eYrEYw8PDGB0dRX9/P+bn59umKW1GJpOhvx/mZ7w5Ul1YWNj2MR8XAqkKEPCE8Pl8mJ6efuj1raRaKpXw85///IG3E4lEOH/+/CNHqg+6rUQiQbVapZaKUqlEgpqdPL5UKsXCwgKcTifK5XJbqthkMj10WgrHcVQz43kec3Nz1GahVCq3qD5bEYlE4PF4wHEckskkMpkMbty4AWDj2Bw6dOihoqXdJtVW4/nTp0+jUqngww8/JCKNx+Nk46hUKqFUKiEWixGNRolEN+PzhiJsRmtUyF7bgwiDkYVarYZOp8PZs2cpvXnkyBFEIhH09/fD7/dTBD48PIxarQaj0YhwOIxCoQC9Xg+pVEptMDqdDhcvXsRPfvITJJNJ2O32tug0nU6jXC7j1KlTMBgM0Gq1KBaL9F2QSCRQKpX0eWlNJ6dSKSQSCQAbm0+Wsm00GpBIJPSa2O9KpYKJiQm8+OKLDzSQYFEve90PwuZINZ/P78ksWYFUBQh4TGQyGdy8eRP1eh0qlQrHjx9vu35ycpLUlgAwODhIUcRmVCoVrK+vo1gs7kr6VyaTIR6P47333gOwUUOdm5tDLpdDsVh86FxWhnK5DJ7n0dnZCbvdTqnLdDqNSCSCSCSyozUxEUytVkNHRwfEYjHOnDnzwNd38+ZNKJVKXLhwAV6vF9FolMzeY7EYYrHYUyPV1sfiOI4idbFYDJFIhMnJybaIWyQS4cSJEzAajTh37lzbY4VCIUxNTT2yorV16AEjhAell9la2W1YKpZF2sz8v16vY319HaFQiDZFiUQCqVQKfr8fCoUCCoUCbrcb5XIZNpsNBw8eBMdxKJVKeP311+FyuSi6SyaTEIlEsFqtqNfrMBqNVHbo6OiAWq3esv7W48U+A7VarY1UpVIpCoUCKpUKvbZoNIpGowG/34/x8fEtx6BcLkOj0SCXy1FUH4/HEQqFoNFoMDAwgGQyiUKhALVaTVaIXV1dj/Se7AQCqQrYHpuIQsBnYIrPAwcOwGq1kkkAg06nQywWo5OHRqPB8PDwAx8rn89jfX0dPM/vynzO0dHRtvWw1Kper29z03kYeJ6HRCKB1WpFf38/rFYrXVcoFB4aDTQaDer9YyfjcrmMo0ePwmazQalUPlQcwqIdu91OkYfNZsP4+DjeeustIpTWCJxFQxzHoVarYXl5+XMFVmazect7tRmtkWorAbBItV6v4+DBg3A4HHj//fdRq9WQTqeRSqUgl8shl8thNBphs9mwsrKCqakpSr1uhkwmQ2dnZ9t7LpVK2yLVVlKNxWJt94/H42g0Gm01WIVCgXq9jlKpBK1WC4lEAp7nUa/X0dnZiYsXLwL4TBjEhEl9fX2Ynp5GKBRCs9lEIBAAx3G0IXA4HDh27Bg+/vhjRKPRNhW5XC4n9fm9e/dQr9e3JVX22lj6mkWZKpUKPM8jGAzS5o+VL7bru24dxZfL5fDee+9Bq9UikUggGAxicXERHo8HJ0+eJMOOvTDqEEhVwPb467/e7xU8syiXy+A4DkeOHHkgCfb396NSqWyxZHsQ2P1ZzfVx0r+t0ZVarW47gadSKVgsFuh0uh2Zp7M0HM/zmJycBMdxkMlkuHTp0gOJoRWtghyj0YhisQi9Xg+TybTt/ZrNJpRK5ZY1sPmajFQ/+uijttdw8eJFShkvLS1t28fJJpW8+OKLn7sWBmYQLxaLoVar6XVUq1XMzc1Rn+b6+jr1b+r1eszNzcHtdkOn00Emk0Gv128RK7F6vM/na7us0WjQZqHZbLaR6t/93d/BYDDQRieVSqFSqVCbj0gkgkwmw+XLl2EymSCXy+nxeZ6ntQAbnxO2ZolEglOnTuHw4cP44IMPSKHLasgffvghfd7tdjsRHTvem487x3E7ilTz+Tw6OjroNoODg5ienobH40GhUIDf76dU8cNG7PE8T9c1Gg28//77WFxcxAsvvIBQKIRYLAaPxwNgo+69trYGQCBVAQL2Ffl8vu3kkMvlyPbtQeju7t7xPNJWYtyNSLUVxWIRfr8fwEb0vJPULTv5dnR0kKI0kUjg+PHjn0uOrWAn1Z2kPlujHnZ7dqKUyWSo1WrgeR7lchlWqxUGgwFOp5NS7Ix0X331VUgkEjQaDfziF7/AyZMnydzg1q1b224qCoUCfD4f3G433Y69Fy+//HIb8f/sZz+DRCJBNptFOp1GPp+HRqOByWTC+Pg41tfXsbi4CIfDAblcjrGxMVgsls89DvV6He+88w5mZmZQqVSItC0WCymBE4kEESO73djYGG0AgA3CYLVwdhzZhJ1cLoc7d+6gVqvR5onVe+VyOTo7OyEWi+kYlMtlrK6uAvhsKs/c3BwSiQQ+/vhjnDlzpo1UGdnuJFJlgik2lKCrqwsKhQKJRAIulws+n49qydvVS9n6m80mzWU1GAxoNBoIBAKo1Wool8vwer3Q6/Vtaf3dhECqArbH669v/P7Rj/Z3HfuMQCDwQJHNg6T7j4PNJ58njVRbwQjqxIkTKBaL1Me4+Tla07KtJy+VSgW5XA6n04lYLPZIpNq6hnA4vO2MVo/HA51OB51OR5EVIwOpVIpEIoF3330Xt2/fRm9vL0ZGRiiKY6TK6m7AZ4b7brebSJWlbufm5jAyMtLWBwlsDDNYXV2lumErCbaegNmxdjgcOHz4MKampshgXywWo1wuo6urCzKZDENDQwiFQjvu+5VIJDh9+jRKpRKlZXmex9jYGOx2OymNn3vuOQAbQrm1tTXk8/k2kU8rybWmkSUSCW0COI6DxWJBKBTaEkWLRCLasBSLRaRSKfT09MDj8SAYDCKRSFDf6sjICLq6uhCLxSCVStvU0ex5Nz+2XC7HuXPnMDk5iatXr+LatWsQiUQYGRmBVCpFIBDAjRs3YDab0dnZSX2tDwJ7PrFYTOpju92OeDwOkUiEzs5OdHd300ZhaGgImUyG2nB2EwKpCtge909Qv+5gNZhTp061kdFOUrs7QWv6t/X/R8HnkapcLqfHv3r16pbbjbT4PLeqL41GIwYHBzExMYG1tTU6sSkUCojFYlgsloemhNnjrK6uolQqtaV3N8Pj8cBgMEAikSAcDpN7EQBotVqkUima02kwGBCNRhGLxWA2m5HNZpHJZFAul7f0traSBTvput1u1Go1qgG2rlcikUAmk1EP54PQ2oPMiJ9FZyqVCsFgkGqAm6PvQCCAfD5P/Zytz82ibZ1OB4VCAaPRSCIno9GInp4eSvuurq7iypUrsFgsWF5eRqlUgl6v39IfDXy2IWBpUrYWliqWyWSYnJzEwMAAenp6SDBUqVRQqVSQyWSwsLCA7u5uUnj39PSA4zh0d3fj4MGDSKVSuHnzJoDPlMuba8IMbG3MLIKpzHmeh1KppLp0q6GF1+tFIpF44Fi4UqmESqWCWCwGl8tFaxwYGEA0GsXKygp8Ph9KpRIkEgl0Oh3C4fBDbTyfBAKpChCwA1SrVYjF4j2Z8wjsDqluJx4CNgjFZrNBJpNtue3CwkJbFMnShPV6HRqNBkqlEjqdDul0miInJjBJpVI4deoU3bc1fc2em4lHTp069dA+WalUip6eHhw5cgRutxtzc3MUPR89ehSjo6NoNBr44IMPcOjQIczNzZGVX7FYRD6fh1Qqhd1ux9jYGILBIK5fv46hoSF6jtbo7UHHi62dqWU/733gOA4GgwEdHR3UG9rX10eRttlspseYnZ3FwsICEc/Q0FCb+rRVbAR8JuDJ5XJYXFxEf38/0uk0AJBBA4ve8vk8gsEgurq6tpAqmxhz9OhRVCoVdHd3t5EqOybXr19HOp1uI9VSqYR8Po9qtQq1Wo1SqQSNRgOHw4Genp628Xyt7T6st3m7SJVdrtfr4XA4yOLwxIkTZH9oMpngcDjgcrkQiUTw5ptvYnV1dYsK/O7du+js7EQ6nYbVaoXVaoVKpYLb7UYkEkEoFEK5XEZHRwcOHz68p0PlnxlS5TjuBwC+ASDK8/zhlsv/JwDfAdAA8BbP8//7/cv/BMB/f//y/5nn+Xef/qoF/LqgWq1uSRXuJjaT0F6RqlgsfmCd1+fzUTsPc5thnq4ymYwa/Ftt8mq1GqamppBMJrGyskLPw05wR44cQTqdxtDQEFwuF0Vu20V/zAJv84xUVv9iGQOpVIqXX34ZjUYDR48excLCAtbX1xGJRLCysgKPx4NAIICFhYW2NiaPx4NGo4FqtYo7d+4gm83CYrHQZimTyVA7Ry6XI2cfv99PbSdisRg8zyObzWJ8fBwKhQLnz5/HnTt3AGwIbdgxYpHzoUOHSBXNzCG6u7vbVNUAqA1lYmICMzMzGBsbw9LSElKpFObn5xEKhTA0NITx8XFMTU0RkbH3dXx8nHqSa7UaKpUKpqenMTs7i+HhYepFZUTI2m9KpRIJpv7pn/4JCwsLCAaDWFhYgMfjgUKhwLFjxyibcfToUczMzGB1dZXe97m5OSwvL1N5oLW+ux2pzszMYH5+Hs1mE319fbSpqVQq8Pl8uHDhArq7u3Hnzh2aSLS5JSyZTMJmsyEej9PnlZlmDA8Po1KpYG5uDo1GA1qtFqOjo3Tb3cYzQ6oAfgjg/wPwX9gFHMddAfBNAMd4nq9wHGe+f/k4gN8DcAhAD4Bfchw3wvP8/k5VFvClRblc3lNS3cuaaiupPgwqlQrRaBRzc3MoFotwOByw2Wwol8uQSqWkwl1cXMTS0hLdLxaLoV6v49q1a1ses1arYX5+npx+ms3mtsKQbDaLjz/+GOl0mpryN7+m1tfCJppIJBLcu3cPXq8XKpUK8/PzpFhNp9OYnp5GvV6HXq+Hz+eDSqVCs9lEoVBAvV6Hy+UionO73dSLGwwG4ff7iaBLpRL6+vrQ09ODVCrVFslGo1FEo1EoFAoiOplMRraGrdE5U54ODQ3Bbre3WUcyXLt2DTzPY3R0lOwlBwYGYDabcfr0aUppVyqVtqzCrVu3kE6nsby8jEqlAo1Gg0ajgWw2C7/fj+HhYaorszWKxWKkUiksLS0hmUwC2Nh8sHYcg8GAgYEBnDlzBg6HA3fv3qXNDXt9n3zyCX784x8jHo+js7MTjUYDOp0O7733Hubn5xGLxdDR0YGLFy/CaDS2pcT9fj/q9Tqlu/V6Pf2OxWKQyWQwm804ePAgRkdHYTAY0NfX13a8urq6qK+WtRzJZDK43W4olUqo1eq2euzNmzfh9/tJMb2beGZIlef5axzH9W+6+D8A+L94nq/cvw0bB/9NAG/cv9zNcdwqgLMAdjbVWMDO8fzz+72CfYfL5UI8Ht+TiRYMO03/NhqNtlaFVrRGAz6fDyaTCQqFYkek6nA4oFQqkcvlkMvl0NPTg2g0Su0gLDpoTRFXKhXqe9RqtTh8+DBkMhmJdp577jncvn0bMzMzZDjAmvyDwSDy+TxFPjzPo1AogOd5JJNJOtlFIhHE43F6TtbP22g0KHVar9chl8tx+PBhvP7665idnUWtVkNXVxfkcjk0Gg20Wi1efvlluN3uthaVy5cvI51O0/8qlYrcg3Q6HXp7e/Haa69hamoKfr8fBoMBlUoFn3zyCUqlEm7evAmv14uJiQlMTU1hZWWFiOncuXNt0TZ7na3v19tvvw2ZTIZXX3217f1gqluHwwG9Xo9isQiTyQSTyUQWkhzHYWFhAfPz89BoNDh+/DhUKhVisRgqlQoOHToEnU5H0WC9XidDCfb4rSnaarWK8fFxjIyMYHl5GalUikzxjUYjurq62tp4stksCoUCstks/v7v/x6JRAJmsxmXLl2CRCJBLpejWmulUsHdu3cRiUTw+7//+/ScpVIJPM+jp6cHJpMJhw4dgkQigVwuR7lcRixNQ4zhAAAgAElEQVQWwy9+8QucO3cOiUQCfr8f6XQaTqcT/f39tNGt1WpoNpuU+uV5nnyLW9uCJBIJent78ctf/hJra2s7ai97VDwzpPoQjAC4wHHcnwMoA/gjnudvA7ABuNlyO//9ywTsNr773f1ewb6D1bHGxsb27Dl2QqorKytwOp2QyWT4yle+soUk2QmbpWW1Wi0uX76840h1aGgIsVgM8XgcFosFlUoFIyMjsNvtCIfDW0wHisUiXC4XotEocrkcLl26BLPZjHw+j2g0io6ODhw8eBB9fX1QqVQ4ePAg1cKY6pIZ0rO0MzvZstfv9XqRy+VIsJRIJBCNRqlVpNlsolwuQyQSYXR0FDabDbOzs6hUKlAqlTh69CgymQwJgDYPwGZ1u1qthmg0SlaOSqUSdrudHKVCoRBUKhVCoRCy2SxKpRLS6TSpXSUSCbq6uihiWltbg9vtxsDAQBuRbiZVr9eLZDK55b3x+XzgOA5arbbNiKL183HkyBFks1mqvQ4NDVHqMxwOo7+/HzqdDrVajdTTbrcbjUaDjqdUKiWXKLlcDofDgaNHj1La9Pvf/z5lF3Q6HYnHAoEAnE4nMpkMRfZqtRo9PT2w2WzkhmSz2XDx4kVotVq8//77WF9fxzvvvIOjR48C+GxAOqthB4NBGAwGUhuXy2U4nU40Gg2k02lEo1Fks1msrKzggw8+QCqVwtGjRzE5OYlwOExZAGAji9JsNuHxeJDNZlGtVuH1erG+vo5SqQSpVPpQM5YnwbNOqhIAnQDOATgD4L9yHPdwN/AHgOO4bwP4NoAtKQMBAnaCcrkMo9G4p+KG7WqqHo8HTqeTRDvVahXVanWLkpadcNmJm7WU7IRUGcbGxhAIBEiVOjAwAKlUCrfbjWQy2fac1WoV+XwelUoFhUIB4XAYZrMZUqkUHo8HMzMz0Ol06OnpQTabfWD7UblchlKpJJHOZlKt1+vQ6XS4cOECgI263dTUFN3G4/FAr9ejUqlArVbTyDum8pydnUWxWIRYLCb7wNbjxJ5vfX0dTqeTpqc0m03kcjmkUil4vV40Gg3o9XpoNBqIRCJIJBL8/Oc/J4u90dFRVKtV2Gw2vP766/iLv/gLSv9u9pxt/TuRSEAsFm+xy2P1Yo7j6Pfm+7Nonlk0sj5N9v6z19Z6XSQSoUk17L4XLlzA9evXEQgEMD093aaIzufzOHDgAE6dOkX3ef755xEKhVAqlSizUa/XodVqYbFY4HQ64fV623QIZ8+exVe/+lWa88s2OcvLy6RInp6epp/JyUnEYjEYjUZoNBqcOHECHMdhfHycfJYDgUBby9LQ0BD6+/tp7e+//z5cLhdkMhlUKhU6OjogEokwPDwMiUSC69evP3RM3JPgWSdVP4D/xm98SiY4jmsC6AIQANDqhGy/f9kW8Dz/PQDfA4DTp0/v/pyfLzt+53c2fr/55v6uYx9QLpfJXPzzbO12A60n4FYv2+XlZVSrVSSTSVJ9bh7rBoDGY5XLZXKgCQaDNMGjNWUcDofpNr29vbRhYCPCnE4n1R2ZWrizsxPPt5QDms0mRUkzMzO0DrFYTO0xGo2G6lmVSoVuz9afy+Wg0Wjous01183D1FvNMUQiEZLJJHks63Q6rK2tYWpqCt3d3UQkLAq6efMmRUK5XA6VSoUEVrOzs9SraTKZIJFIUCwWEQqFKLXIhFtSqRQHDhxAd3c3LBYLCXOCwSBKpRJu3bqFeDxO1pBqtRpHjhwhoRVLOeZyOdRqNVgsli2+0ZuPARNxPahPU6vVIplMPjTb0UrEAwMDuHDhAoaGhvD9738foVAIWq0W+XwetVoN6+vrSKVSADY2TalUCkqlsk31Pjk5iUgkgl/+8peoVCqkQtZqtfD7/cjn88hmszAajThz5gxu375NM1UNBgPC4TAymQy0Wi3kcjnMZjPK5TLGxsZoSlE6nUaj0YDRaIRCoWizMgQ26qXlchlqtRr9/f1wuVwYGBhoq13/8Ic/RDweR3d3N2QyGQwGAziOg9vtRjgchlgs3rU+81Y866T6YwBXAHzIcdwIABmAOICfAvhHjuP+H2wIlYYBTOzbKr/MuH/i/XXEJ598QoKMBw303m1srr9dv36dammBQIDqnsyknoGdaMLhMLkfMeENS7NuVt3Oz89TPWttbW1Ln2m1WiUv4osXL9Jga0bQEomElKrMd7X1hAeAfHBv376Nu3fvwuv1kqkCM9KYm5uj+3q9XqjVahSLRTJ2l0gk0Gq10Gg0MJvNpEwGNvyNC4UCVCoV8vk8Dh06BL/fD4lEAofDQVEL63dk0WcgEEAkEqEIu1KpUMuFXC5Ho9GA1WqF3W6HSqVqi6KZKprVF1UqFfx+P4LBIEKhEHQ6HU2jYSrcWCyGVCqFUqmEe/fu0RSXUChEfZnbgW0imKnCZjgcDlgsli2Ctdb/7XY7kskkRWs8zyMej0MsFlN6uK+vj1K3rc9dKpUQiURgMBig1+tRKBRgNBqRy+Uo0yCVSqm1qLu7G36/n4gM2NhEKZVKKBQKxGIxLC8vw2az4YUXXkAwGMSdO3cglUpx/vx5VCoVBINBAIDVakU0GqUUP4NcLqcxdaw8IxKJEI1GMTk5Seuu1Wq0QV1dXUU+n6fvtNfrfei0pSfBM0OqHMf9E4DLALo4jvMD+DMAPwDwA47j5gBUAfz7+1HrPMdx/xXAAoA6gO8Iyl8Bu41KpQKr1YoDBw6gs7Nzz59vcwsJO1mwMVzj4+MkgtlMqgqFgtKbrc4zly9fBoAtaa5KpYKBgQH09vZSu8tmsIir2WxieXmZiILh/PnzFDG0Ovmw1o6+vj4StiSTSZhMJoyOjgIAmbG3ZgCYuGVlZQX1ep3SsIFAgCJap9NJ6V+r1UrRDmu5aTabkMlksFgskEgkbXZ4Xq8XoVAIoVAIqVQKKpWKjAKYBSJ7fcwViamDFQoFkSo7uWu1Wpw9exYejwdyuRwzMzMYGhrC+fPn4fP54PP5KNVZqVSQzWYhFosxMDCAcrmMeDwOtVq9rYFIK4kyUk2lUigWi+QQ1Npryj4PQHv6l21KbDYbenp6MDc3h5WVFWi1WmpjEYlEbc5PjJTFYjEikQh8Ph+USiVWVlZw+fJlSKVSKJVKdHR0UOTvcrnQ0dGBaDTa1rrFzPVfffVVVKtV9Pf3IxQKweVy0fvG2qji8TjK5TL6+/uxvLyMTCaDjo4OGhDAnsvn88FgMMDv9yOTyeDq1as4c+YM6vU6HA4HDAYDiaPY+89KEyxi3m5k4+PimSFVnuf/3UOuev0ht/9zAH++dysS8EUHm/1oNBofOjLsYWCm5lqt9rFs+R4HrH7G/mZgnrIAKKXZSqqMSNhrZG4yAOB0OmlDIJPJ0Nvbi0ajgUajAZlMBp1O11ZDazabWFhYILN0ADh27Bg4joNCocCJEydQKpUwNzeHcrmMI0eOUHtJ6wgyjUaDAwcOwG63o1arwWQywWg04sCBAxCLxZifn8fIyAgOHjxIzz01NQWn04n5+Xl0dnair68PhUIBsVgMq6ur5JoEbNhDMlUni5Zv376NhYUFTE9PQ6lUQiKRIJVKQSqV0tgvn8+HWq0GjUaDK1eukGnFysoKSqUSRZUsMgyFQnC73bBarbBYLHTyLxQKcLlcuHHjBtVyW2d5KhQK+Hw+GsrOpr6w6H5xcZEmBj1sAEC1WsXU1BTW19dRqVQQiUSgVCpx48YNNJtN8jRuLRWw49/6GWLXMSEXsBElA2hrYWFZAhap8jyPYrGIer2Oer2OSCSCnp6etoHgzNRDLpdDq9WiWq2SSxNL4XIch1AoRJuHUqmEeDyOGzduYHFxERcvXkQ8HgfHccjlcggGg/D5fJDL5dSby0Rkc3Nz9B1gGYZ//Md/xN27d6FUKvH2229jYGAAer2e/IPZ2jQaDY4cOYKRkRFEo1GEw+GHGvQ/CZ4ZUhUgYLextrYGl8sFk8mE48ePI5vNQqPR7CiVy05MjzJU+kmxuabKwEzPW9fDDAwWFhawtraGWq2GxcVFACDP2HA4jJs3b7YJ9M6dOwexWIxgMAi9Xo9QKISxsTHaOGQyGbjdbvp7cHAQVqsVfr8fKpUK3d3dNJs1nU5Tm4fP52uzNmSvJ5PJ4Nq1a5ienoZGo0E2m8Xx48eRyWSQTCbJGJ5Fga0iIpaiTKVS9Lo7Ojpw5coVfP3rX8fMzAytlaVuA4EAPB4PkskkgsEgVlZWYDKZkE6nYTQaYTKZ0Gw20dHRgcuXL+OVV14BsJHqZ3XXTCaD/v5+BAIB+Hw+iEQirK+vA9iITsViMQm0tFotrFYrpXBZTygzVTCZTAiHw7h69SrGxsbQ2dlJ4/AkEgkikQg+/vjjtgwAA3sf8/k8crkc1tfXIZFIqA2Jbaw2K8Vbjz/rtfV6vTAYDCReY1Hn4OAgLBYLurq6oNFoEIvFqM+WzRyNxWKYnp6GVCpFNBpFOp2m56xUKpDL5bDb7RgcHCRnp2w2SypdZpQxMbFRoXO5XOSvzDYKMzMzyGQyMBgMlK4fHBzE6uoq0uk0HA4HarUa7HY7KZyZy1ImkyGFdDqdpvqyXq+n6UharRYqlQp9fX0YHBxEsVgkYdVuQyBVAdvj5Zf3ewWPDSZuaDQamJycRDKZhFqthtFofOBJDNgQ7dhstjbHmaeFzTXVVjBSYetZWFign2w2C4VCgenpaaysrKBQKBBpKRQKOBwOyGQyup6pYzOZDHK5HHw+H/7gD/4AANqEMCzV2Wg02qwH2VpWV1dpconX68WZM2faHoMpNBOJBDQaDTQaDZHe1atXodfr0dHRgYGBAWi1WnR1dbXdl9VZS6USHA4HVCoVOjs7oVKpyLx+fn6eXodSqUS9XofVaiVTA51OB7PZTKKjQqGA4eFhDA4OQiKR0GxZRpBSqRS5XA5LS0toNBqkGmVWgCqVqk0wdOTIEfT29iIcDoPneUpDzs/Pw263UxahXC5jYWEBdrsdiUSCWneY4TurIbZCJBJBp9PRe87S4yzyZGnlQqGAeDyOd999F2KxGOFwGKlUCqlUCv/6r/8Kn88Hr9cLl8uF0dFRWK1WitLY3FUWXTabTTLRL5fLyOVyqFar0Ov1sFgsUCgUiEQi9N1i5hMKhQJarRYnTpzA3bt3USqVsLq6iuXlZSgUClIZs8/5+vo6/H4/+vr6MDQ0hEQigVwuB6vVikgkQpsJo9GIVCqFgYEBykIkk0kYjUbE43Hkcjn09/djeHgYly5dwrVr12Cz2VAoFGh+sEqlomMQDAZx69YtNBoNhMPhXZ0GxSCQqoDt8ad/ut8reGywL36ruKVQKJC4ZbPSlHmc2my2R2pD2S1sR6psHVKplJr3mVLy5MmTNHFFJpNheXmZ1Jz9/f145ZVXoNPpkEgk4PP5YDaboVQqyfptbW2Nps+0kio72TL16WZSBYDh4WGk02m4XC5aO3uMZrOJiYkJuFwumtnZ09ODUqkEs9mMU6dO0cQct9tN3r71eh3JZBLf/OY3SX2rVqvJFYilrg0GA7W3iMViKBQKqFQqWK1WcByHcDiMYDBI/YmshmsymWC1WnHv3j2K3ICNVKjD4cD8/DxkMhltKjo7O5HJZNrmh27+fDDHKVa/ZC02gUAAcrmc6q7RaBQLCws4fPgw1bRtNhu+9a1vPfAEHw6Hcf36dZRKJZry89Of/pTMNFi2olgsYmVlBUajkQYSMNOH7u5ujIyMYHh4GMPDw3j++eehUCjg9XqxtLRELSoshc2iuFwuB47j8Pzzz5MBxPT0NKrVapvaGwANFj98+DC0Wi0++ugjlEolMum32WwkWrpy5Qp+9rOfUS371q1bcLlcFGU2m00cOHAAw8PDNHXI4XBgeHgYHo+HelHj8Tg6Ojrw6quvUnq8XC6j0WgglUohFovB7/eTxkAsFkOr1cJsNmN0dJTek/fee+9RvqafC4FUBXxpwaLNVgcd1hIxPDy8pW/Z6XRiZWUF4XCY1LBPk1Rb07/sNzu5td7mwoULqNfrdPK7cuUK1Go11tbWIJVK0dvbi0wmQye9YrFIqUyXy4Xnn38eer0e9+7dw8TEBKRSKfL5PC5evIje3l7ajLDfwWCQXHo2eyAzS7rNNVUAdFlvby8NSD9z5gwJr86ePYuOjg6EQiF8+umncDgcmJ2dxcrKCtbX1yGXy5HNZtHV1YVms0mimHq9DpvNRuT45ptvIh6PQy6XU4RqMBiwtLSEbDZLLTXM87W7uxsKhQLNZhP9/f1tIrR33nmHprIAGwYCHMfBZDK1ZS9YurF1o8Eut1qtkEqlqNVqWF5eJvtC1pvJJr/4/X4Ui0XE43HMzMyQN/PQ0BBtXLxeL7V2MbVtPB4nl6lyuYxqtUrG/ufPn4fNZsO//du/YWhoCNPT07Q5YCPcgA31tcvlQldXFxlXhEIh+P1+XLt2jciZ1edZypY99/LyMtLpNAqFAr2HrI1mbW2NxEHRaBSjo6Ntxil37tzBwsICAoEAms0m2WGyTa1KpSLTC9ZK1N3djQsXLpAzE0v18jyPkydPwul04u7du1R3X1hYoDq8wWBAV1cXRCIRfuu3fguDg4P4jd/4DfzN3/zNtqMIHxcCqQrYHq+9tvH77bf3dx07QLPZRKlUIkJsJVV2wmcCpAdFBQcOHMDKygqNEGPqQrlc/lT6VFsjVbZem81GNm4MrKeUpS6Z0IVFT0xNWSwW4fF4cO3aNdqps5M4i0jYyZZZ7i0uLpJYZ3Z2Fp2dnbh79y7cbjc0Gg1qtRqlefP5PBKJBNLpNIlZWtfBjrtSqaTUarlcRrFYRLlcRiaToTYLsViMZDJJ6lNmjahWq2Gz2RAIBKiHtF6v0yzVSqVC7T1syHU2myWzeplMhueff55MHI4fP07m8YlEAlarlYwXWCr71KlTkMvlmJ2dpY1BtVpFLpcjgmJRfKtC1mw24+TJkxgdHcUnn3xCLUjZbBaDg4OIRCLI5/M0H1StVlOriNPphMPhgNPpxPLyMrRaLUqlEkqlEo1Bs1qtWFtbQzAYJFEPG8YukUhInONyuWAwGBCPxxEOh8n8gG0UWI210Wjg0qVLNIj+zTffRKPRQC6Xg0wmQyAQoAiQZTLYPFU26LxarZL7kVKppAifWV5++umnaDQa6OnpwdDQELU1Mf9fuVyOTCZDvbH9/f1tA9WZKtvlclHqndV+gc+GkKvVakpbK5VKiEQiUkezzY/ZbCZNQDqdRigU2hPNhECqArbHQ2qPzyIWFxextraGV155hfrYYrEYpX+q1Sri8TgSiQQymQxMJhPOnTtHhMkUo/V6HR6PhxSLrFdzr8FxHBETG60Wi8XQ09PT9uUPh8Nwu93UkqDX6yGTySg15na7MTU1RSrLsbExIqJ6vY6jR4/iK1/5CvR6Pf74j/8YsViMlKiNRgOJRAKRSITEJSqVCiaTCclkEk6nE59++im59EilUqTTaeRyOdy5cwc8zyMWi2F9fR3j4+NkQVcqlbC0tIRf/vKXyGazZPZgNBrRaDTgdDohlUpJ6crUw/V6HWq1mgRnLOKIxWLweDwAgOPHj2NwcBCnT59GNBpFJpPByy+/jNnZWRpcLpfLyblpZGQEH3/8MR3TWq2GpaUlxGIxSCQSmM1mGqA9PT2NbDaLfD6P1dVVDA0NQS6Xt6XDM5kMwuEw1tfXkU6nkUqlEI/HoVAoEAwGUalU0NfXh4MHD2JmZgbr6+vQarXUQ8nIqVAoYH19HYcOHYJarca1a9cQi8UwNTWFWq0GpVJJ5h5sKIDdbkdvby+i0Si6urrIOMHtdsPv96NSqSCRSJAb1vr6Ou7du4fbt29DJpPh6tWrEIvFyGaz8Hg8kEgk8Pl8uHv3Lur1OiqVCj766COk02mam1sqlSj13mg0qN2oWq3i+PHjKJfLOHToEPU5u91u3L59myJuj8dD3sEikYhm6BoMBvT29iIWi9Ga2Cb3xo0buHXrFoCNksPKygqNh/vkk09I9MbaqLRaLSmcWf1ao9FgfX2dhrm73e4vhvkDx3HneZ6/fv/vgzzPL33efQQI2A0kEgk0m038/Oc/B7Axv5JFPSzyy+fzKJVKEIlE8Hq9GBoa2tIryepUOp0Og4OD5EEKfDZ5ZC/AcRylCHmeJ5/TRCKBYrGI8fFxABvKTdbGwlLb9XodtVqN3JRUKhU4jkM2m8Xi4iI11DMVrNfrRUdHB/L5PE1bYY5NrcO+mRqY1T2ZD7BOp8PQ0BCGh4dx9epV8DyPfD5PApF0Ok3qVeYLy3psWUqxs7MT3d3dGBgYIOeqWq2GZDKJXC6He/fuUctOqVSi+ifHcW1tHazdh02ssVgsUKlUOHbsGOr1OgmLCoUC5ufnkUwmUavVSATEPHFZRoLVF2UyGdXfWY9kPB4nz1uRSAS/349QKASPx4NoNIpSqYTl5WUEg0E4HA5SA7/33nuQy+XkWtTV1QWtVgu3241oNIrbt2+TwIZFb6xVZ35+nkwwxsfH6TN98+ZNRKNRclSamJgg0mMiLYvFAqlUShH7xMQElEolDhw4gK6uLvzu7/4ueJ6nuq1MJqNND2uJKRaLsNlsJFjq7+/H/Pw8pFIpCf9Y3+gbb7yBaDRK0TRrrbl27RomJychFouptUqn06FarUKhUMBgMMBqtcJoNMLpdGJ4eJgEUcyDmaWC2etlG4VIJAKv10vHSSqVolAokFJZrVbDYrHQZyyXy5Gr0sMmOz0J9iJS/WuO4z4A8CcA/gDAf9yD5xAgYAvkcjlyuRy59qjVatjtdmg0GvA8Ty0ki4uL4DiO5kUyAmInoEwmg1KpBJVKBYvFgng8jvfffx/ARrqJqRh3G93d3SSsYb66bEpMa19qrVaDwWDA8PAwlEolLly4QHVEYMPflQlqnE4nIpEINBoNjh07hlgsRoYHfX191H6QyWRgNpuhVqupF5ORkcPhoBouE69YrVYcOnSI6mfMYN7pdCKVSsHlcuHdd9+Fz+cj31xGTMyowePxoFwuE8EsLCyA4ziawjI8PIwzZ85geXmZUq7sdbFeSpYCVyqVqFQqJAxis1XT6TTS6TQRPkshM3FOqw/thQsXcOvWLUSjUchkMhItfeMb34BUKsVf/uVfYm1tjewbi8UiIpEICoUC7HY7RkdHyWSD53kiwHK5jHK5DI7jKBplJvqhUAiZTAYSiQTxeBzpdJpSxgqFAh0dHZSu93q9uHDhAkqlEiwWC1ZXV2E0GmG321EqlWA0GlEsFsmBiG1C8vk8CYA8Hg80Gg3q9TrMZjPi8TgCgQCpwnt6eshHuVgsQiqVolKpQCaTIRwOI5/PQ6lUYm1tDdFolBTMfX19iMfjmJ+fh8lkIlJn38lEIoFGo4G+vj4aPL60tIT+/n4sLi5SH3E8HifSXF1dRTQahVQqRSQSgd1uh1arpfdaLpdDKpUiHo8jEokglUpRzy0r8zCFdzKZxOnTp3Hs2DFEIhGIxWJqsdlt7AWpvg3gLWzMRc18zm0FCHgisFSV3+8ngwG9Xo8XX3wRer0ei4uL8Pv94HkeXV1dOHr0KNRqNZ577jnEYjGEQiFy6BkaGiKjADb8+sCBA+Rk0+qj24pCoYBqtUonksfFwYMHYbVacfXqVUxOTsLpdMJkMm0xZa9Wq7RRiEQi+Nu//VsMDg5ieXkZ6+vr1IzPZnD29/cjk8nA7/cjHo/D6/Wis7OTbOVqtRrC4TA9bj6fh8lkol5Mpr4dHR3FqVOnMDc3hyNHjuCll15CuVzG6uoq9SKazWbqMb137x6Z8/f09NDxKZfLUCgU1LricrlgtVrR19eHrq4uOJ1OrK6uwmAwoLu7m8iWtfYwUtVoNGROIBaLqS+Z1WhZ9MhqkiKRiGzpjEYj8vk87t27R5kHltFgm4k7d+6gXC7TJB7WdsL8kDmOw4cfftjmcczqrGxjwk7uL7zwAgnFqtUqfD4fmVeMjIzAYrFQrY+1tohEInIPUigU0Gg0iMfjqNfrMJlMJMoCQDVFJkpjLVOsf5aRJ+sJTqVSiEQiWFxcRDQahc/ng16vR7lcps0d2wg0Gg2K+sbHx/F7v/d7+Id/+AfcuHEDjUaDvIuXlpbQ2dmJoaEhdHV1IRgMwmazUeQPABqNBsFgEPF4HJlMht4/s9mMcDiMjo4OmEwmGAwGyGQyKBQKyGQyKJVKjIyMEOlKpVIYjUaYzWa8+OKLADZm4bIabyKRAM/z6OzshNFohFKpxMmTJ3Hs2DHcu3cPlUoFNpsNv/mbv4m/+qu/euzv7IOwF6Q6zfP8TY7jvAD+8x48voCniW98Y79X0AZ2kmIChFQqBZ/PR1Z9/f39WF1dJTXmZuu/Vl/U0dFRdHV14fDhw7h9+zbi8TjVX5n4QSwW08DsUqlEJvQM5XIZv/rVr+j/c+fOPZEDE4vA7HZ7m0H9ZlJlRM9Gb6XTafKfZSKaVCqF7u5ufO1rX8NPf/pTSi0y4Qhrc+jr66NaE1PZ9vb2UgS6vr5Ovb2JRIIM05VKJZRKJUZHR8n27ytf+QoN+h4bG4PX60WhUIDD4UCxWIRarcbMzAwKhQLVce/evUuzar/zne9gbW2tzaO1VqsRkc7NzVE0Ozg4uKUtiuM4HD9+HC+++CIds+PHj+PGjRtYWFhAtVqlpv/19XUyZe/q6oJarSZrSHbcM5kMGShYLBZotVpS7iYSCVSrVfz2b/82LBYLLBYLeQgzf10WXQ8PD+Mb3/gG9UouLy8TiZw4cQIHDhwg8djAwAASiQQGBgboPbBYLDh37hxyuRxcLhdtdhhxs4HwzLe4Xq9jaGgIg4ODEIvF+Jd/+Rfo9Xq8/PLLOHbsGL773e8iGAzSfFZmsJHP5zE0NASTyYSVlRUS/DAz+q997WuIx+PIZrO0sWBDxNfW1pDL5TA4OAibzYYf/OAHcDgcOHz4MKrVKsLhMPR6PVwuF6Vv2ZhBduyee+45NJtNXL9+nY4lAGofS2wUNUYAACAASURBVCaT5HzFNjcejweZTIZEVpOTk6jVamRewUhYLBbj3XffxdLSEiwWC2Uodhu7Sqocx/3Z/d/j9y+a2c3HF7AP+KM/2tWHYw4owIZqlUWCO8XHH39M9Saj0YilpSWkUikcP36c/D6Bz1xm2MmNRTitbjMsfcTqe+vr69TKwZSnrWB9fKx3jk0hCYVCOH/+PI0NexJSZcpZnU6HVCqFcDgMAERaAKitpVXFzBSler0e0WgUqVSKWmLOnz+Pd999F6VSCd3d3dBoNDSAXC6XU0S4vLxMbkA6nQ5dXV1UX2N9qCxaWlhYQK1Wo/aaZrMJl8uFn/zkJ9Dr9ST4SqfT5LeazWZhMplQLBZhNpsxNDQEv98Pn89HJDozM4ORkRFMTEzQrE2WBXC5XHQyZ05F9Xqd0pmNRoNEV4cOHSKVqlgshkwmQz6fRyqVQqPRwNjYGKXHU6kU8vk8PvzwQwAbESubGtPd3U1pVPb5mp+fp40DE5MxAmBp8nw+D5/PR3NlWcQol8uhUqlQq9Wg1+tx8uRJEgDpdDpcuXIFVqsVs7Oz6OjoQDqdRqVSQTKZxKVLl/Dxxx+jWq0iEolQq8/58+eRyWSQz+eRz+cxPj5ODko2m41Ij/khs1aWRqMBs9lMgwiY01Y4HEYkEkEul4NKpYJUKqX+05GREdy+fZu+U52dnbBYLHjppZdw7949zM3N4cc//jEJBd1uN7lQZTIZTE1NYW1tDdlslsoOBoOBavAs0yCRSHDw4EHI5XJUq1UYDAZ8/etfJ5OMQqGApaUl2ggyQRrTGdhsNkoJszT1m2++SROeAoEAOI6D3+9/7O/qw/DEpMpx3P/G8/z/ff/fN+7//j/u/wgQQOrOarVKdnDARtR58ODBtpQhc3F5GJrNJsxmMwkRmCCCXbfZ5m+z9V8rqbITPwCMj4+jt7cXMpkMGo2G0mutaFWLLiwsAAD5ybpcLiwtLSEcDlOkMDY2tq1jy9zcHD788EPqodTpdMhkMjSCzOVyobu7G81mk1KY7HUYDAYSZgEbbSRqtZrqlqlUCp2dnRgcHIRWqyXREgBKAS4vL8Pj8cBut+N3fud3sLCwAK/Xi5mZGayurkIul+Ps2bMoFou4c+cOOjs7MTY2RrU/Jq6JRCIIBAJYWloiD+JAIACXy0VpONanyTYvSqUSU1NTpMpuNBpYW1vDj370I5w4cQK5XA4TExNIJpOYmZlBLBYjlandbsfRo0dRKBQwOTnZloFQKpVIpVKYmJiAWCyG3W6HQqHA2NgYbty4gUAgAJ7nMTAwAIVCQUO+lUolurq6UKvVkEql2j5LbFjAyZMn0dfXh46ODiwtLaG7uxtKpRJWq5UipWQyiWw2i2KxiKWlJQQCAajVaqjVaiKhM2fOIJ1O4/Tp0/jWt76FSqWC6elp1Go12jixzU0gECAD/X/+53+mdGowGESxWMTa2hrkcjlWV1ep7cfr9UIikUCpVMLj8aDRaND803A4jNdeew1msxkSiQTJZJKmHkkkEiQSCSJhsViMer2ORCKBa9eu0caUHWudTkfqeIlEgpMnT9LzsRqqRqPBwMAAstksQqEQFAoFlTRYOxXrL5bL5YjFYjCbzdBqtf8/e28e3Oadngk+HwgQB3GTBEGCNylRoiTrsCzbcrvb7iPttTOTo5PdbCfblc7upHZ7tra2Nluzm2S2Zv/IbFV2ZrOTbFLZTTKTpFOpJN3l7nS3Y7fdbkktW6IOiuIh3iRAAgRBnASIGwTw7R/U8/ojLclui+r2wbdKJRIEPnzn772e93ngcDhgNBoRjUZRKBQwMTGBJ598Eh6PB7Ozs5icnESxWEQoFJKAhttl/3d7exvlchnFYlGAeGazGWfPnhXQ2H7bfmSqf8EfiPRVFGXzAPX7MbG7Kie4dOkDb2JsbAzXrl0TgvPBwUEhH2A0rHWC3d3d950fa2howMDAgPSS/H6/UA6y5wbcO1O9l1Pd3NzE2NgY2tvb0d7eLhkiy8daY0bNPtCxY8dgNpsRDAZlFjCdTmN1dVV6UXsds9YuXbqEO3fuyHwfxbxZVlRVVXqZHR0dePLJJ3d9PhaLyXEGg0HJVEhRp9Pp0Nvbu0uphdyxn/3sZ2E0GvG3f/u3MhrBrKylpUWI0okmZWkyEAhIn/P73/8+HnvsMQQCASGPTyaTMo7EQMDtdqOvrw9msxnDw8O4fPkyLBaLkGz09fXB6XTi5ZdflkxpfX0ds7OzsFqtQpnHrLqvrw/PPfccmpqaRDauoaEB8XhcHDRHPTKZDOx2O+x2O9xuN3K5HOLxOGZnZ0Wd5ejRo0I8kM1mEYvFsLS0JKVfsiS1tLSgs7MTFy5ckPZAS0sL8vk82tvb0dTUhK6uLnR1dWFsbAwulwvBYBAWi0X6uyQkIHF9LBbD6uoqpqen5V4NBoPCiMSAs1wuY2ZmBlarFR0dHWhvb5fzUygUpKKQSqVgMBhw+PBhfOELX4DNZsPCwgLefPNNEQKYmpoS8JnJZJI+u9VqRb1eRyQSQVtbm7RPAoEANjc3YbVa8a1vfUvmQXmel5eXcenu+uD1euFwOCSA49iQXq8X8BX70k1NTRKEbW9vo1qtClCvv78f4XBYVHioycu+vd/vF7DY0tKSBEKqqgroicEcr31zczM2NjZE/i+fzyMcvqcM90PZQztVVVUFuaEoyot3f+zhz6qqvvqw33FgPxkrlUpIpVK7iAYe1ra3tzE1NYVEIiF0eufPn5eHkmCgD2ptbW1SnruXU+Ui39jYiCNHjuz6e1tbm5B653I5tLe3w+fzYWFhQcSTtUZHPzo6CuAdajZSvz3zzDO4ePEilpaWYDAY8Nxzzz1QMm55eRnFYhG/8Au/AJ1Oh+effx5+vx+3b9+WUQ32jNgP1Z7X2dlZLCwsoF6vi+i40WgUtCvJBS5durSrF6zT6XDo0CHRuDQYDIKYNplMeOKJJ1CpVPDaa69JiZe6m5TlSiQSWF9fh16vx8LCArLZLNxuN37nd34H8Xgcf/qnfwq73Q5VVeFyufDCCy8gnU7j8ccfx3e+8x2sra0JdR5VYYaHh7GysoJisQiz2SxEAUeOHJFjMxqNCAQC+PrXvw6XyyXjMORytVqtQtfI8aJkMgmv1wuDwSD3yNTUFNbW1hAIBKRMXSqVEAwGsbW1JSIFRJN2dnaitbVVxA36+vrg9Xrh8/lw4sQJlMtl9PT0YHV1VYKMubk5IbR4/fXX0d3djVqthoWFBRk9CoVCuHz5soDp7HY7vF6vkBOwl1ir1TA/Pw+Hw4H29nY8/fTT6OzslADwxo0bUtLNZDKCSPZ4PKJrm0wmxVn39fWhsbERBoNB2hik52TFw2QyCZ8ys7633noLdrtdxnbYJqEYuMVikVlwsiQVCgWMj4+jUqngyJEjMnfLasDjjz8OvV6PK1euyMzz1tYWNjc30drainK5jNXVVdhsNhnRIlMUHaV23Gpzc1PQvcx4BwYG8MUvfhFvv/027ty5Iz1itkj20/YbqMRm0jc0Px/YR8SuXr2KfD4Pr9e7W58RQF4zunA/6r5YLCYMN8DODc7FeGBgAD/7sz8LRVFw/fp15HI5TE1NIZfLidKI1nQ6HU6dOvWeaNq2tjZh2dE6Ve4/6coaGhrQ3d2Nxx57TP4+ODiIwcFBzMzMIBAIyKA5HeFeDVJmquVyGS6XCy6XS5hdGhoa0NTUtIthZ3x8/IGMLZwLJGDHaDTKPOLx48cxOjqKRCKBkZEROJ1O3Lx5E8BOf5W9ICqGqKoqTDgsD/f39wshfSwWk3EZZnapVEoEyimBxn5wKpWC3W6HXq9Hc3Oz9LI4a+n1ejE4OIhqtYpKpYL29nY0NDTg+PHjGBkZgdVqxenTp3H58mUpAc7MzEi/Tq/Xw2q14tixY5iZmUEsFoPP50MkEoHFYsEzzzyD2dlZhEIhIcVobGyEy+WSURav1wuPxyOziMViUeYrb9y4Ab1eL/1lXoetrS3U63XcunVL6Ap7e3sRj8cl03e5XGhpaUE0GkVXVxf6+/tx5MgRmetl1SObzSIej+OVV16R7RJQRfQ2WwzhcBjT09PY3t4WJiuihU+ePIlDhw5haWlJuGz1ej3W19cxPj4uzxtbI4VCAd/4xjewuroqiG32l7e2tlAsFjE5OYnf/d3fhc1mk5IoM0tmjKqqYnJyUqTWOE9MZDSRx3SyNpsNHR0dMBqNQr/Y19cHi8UCvV4Pl8sFh8Mh+2gymXDmzBl0dHRgfn4eer0eR44ckeeffVS/3w+n04lsNouGhgb09/ejtbUVm5ubyGQyMgO7uLgIr9eL48ePo1AooLOzEy6XS7a5trYmQLRqtQq73S7PZDKZRGdnJ4aGhmA2m3Hu3DlMTU2hWCzi9ddff+Aa8+PavjpVVVX/ej+3d2APb0tLS8LDCew4hjNnztxzsWe0x4FsYKdPGU8k8Me///sAdmjzvvSlL93zu1555RUpWwI7jqW3t1f0NBsaGpBOp5FIJGC32yUSplYorV6vIxqNysJ+P2NPhOhHlreAdzJVOhzOnu51usCOI/H7/Zibm9u1fbLcaAkZhoaG0NnZKb2vvcTqqqrCYDCgt7f3nvtOIAUAmSlkX/CLX/yigI/a2tpw6NAhlEolIXUgeQIZfsgupKrqrj5UtVqFwWCQWVJSDdpsNkFN/vCHP5SsU0vj6Ha7YbPZ4Pf70dLSgkOHDgHY0RstFApwOBzo6elBLBbD0aNHZezE5XLB6XRiYmIC4+PjcDqdyGQySCQSMvur1+uxtLQkVHKNjY0IBALSM6MDYtmbmcz6+jpSqRTa2tokqLPZbDh58qSo8TidTnGI1NZkWZEkAR6PR1Cxb7zxBrLZLJ544gn8/M//PG7evAm73S4EGZxf5fgLpfLMZrOUb/k3lqbr9bqQaWxubqJcLqNarSIejyOTyeDQoUOS6bJ/+MYbb8BisaCvr08y2+Xl5V1lUY7ysPJAx8kSaktLC8xmswByOBI0NTUFYEd5icEuWyU+n09mTTOZjJTJWbXgPca+aqVSkf7k1taWCNuPjo5iaGgIa2trcuwEDJXLZUxNTcnzmUqlcPXqVVGhofxdOp2GyWQSilGPxyOCEby3BgYGpIfb1dUl86mRSAT9/f27BOSpOMRKCQFRN27ckBnVxx57DCaT6cOfqSqK8usA/gbA/wOgBcCoqqr/535+x4H9eEZRZgoIE0jxoLLk9va2ONVsNotyqQSfz4empiasrKzg2rVr7/pMvV5HIBCA2+2W8rHf75fhcKfTiWAwKCML1Dc9evQoBgcHZTtE5/HBe5BFo1GsrKxI1E3u35aWFiwvLyMej0tPc21tDePj4zAYDFheXkZzc7P0d4aHh/HSSy+JYyHDzcLCAl5//XVh/qFlMhlx2mtra/D7/WhtbZVS6MbGBp5++mnJ/oCdOcHR0dFdZPXsAxHBSP5cArVWVlaEKenQoUM4duwYYrGYAFGIoF1ZWUF7ezs2NzcxMDAgowYEhCSTSUQiEQSDQTQ1NUl/aWxsTJh41tfXhVeV84CxWAzHjx9HrVaTEQ6z2Qyj0Yienh64XC4cO3YM4XAYR48eRXd3N3K5nEhqKYqCjo4OPP3008hkMjh58iSuXLkiKirXr19HKBRCNpuFwWCAoigy7M+eWrlclmF/l8uFcDgsYK5kMgmdTodYLIbm5mbk83m0tbUJmOj48eNSEu7q6sLw8DCuXbsmcnCKoqC3t1dAb6lUCoVCQcja6YTm5uaEMo8i37lcDsFgUABKHo9HyB7cbreIADQ1NWFwcBBzc3OYmpoSYgOCn/R6Pbq6uuB0OmEymZDP58WB0/mS/J/nvlwuw2Aw4HOf+xxOnDiBWCyGeDwOnU4nWTDvM7vdvquiks/nxSFNTk4iGAzK9gGgpaUFwWBw12wv+53s64ZCISGT4LbMZjMsFguGh4cxMDCAVCqFhYUFhMNhCUTIF8y5Z3IuF4tFtLe3w+v1IpfL4fLlywK8I090b28vLBYLmpubcebMGXzjG99AsVhErVYT/Vzen0Rg6/V62O12WCwW6V8bDAZ5jce037bf5d/HVVX9K0VRyqqq/ueKovyHfd7+gf2YVqvV0NraitOnT2NzcxNvv/32PZ2VVvKrWCxidnYWlUoFpb4+1Ot1nD9/Hnq9HiaTCZ/61Kfe9flCoYBisYinnnoKvb29qNfr+PM//3Osra1ha2sLKysrcDgcACAIW+AdRRPuA0sxjIzf69hUVcW5c+eg1+vFaddqNUHVMotgue7v/u7vhAu0oaFBSAeYVbLkVSqVcPHiReRyORw+fBjPPPOMzGxSr5QanclkUkpVHEUIBoMYGhqSyJ4SVENDQ4hEIgiHw8hms8INy5KZXq8XXuJIJCJRvtlsxvPPPy+i2aqqCgdtMpkUlZaTJ09iaGhIkNH5fB6pVEr4Yt1uNxobG7G4uCgOiv1AZkRLS0sCMAEgQKKlpSXMzMwIMXkkEhF1ks3NTZw4cQJPPvmklNEtFgs6OjowNDSEXC6HW7duYWFhQSgNa7UaOjs7cfPmTVSr1V0asN///vcFbOT1emG32/H0008jHo9jaWlJqCaJMOaYyPr6umSpHBVqa2uD1+tFY2MjyuUyOjs70dnZCb/fj2vXrsHhcAgD0/r6Olwul5RBvV4vWlpaMDk5icbGRmSzWQGBmUwm1Go1URKanJzE1taWIGJZdTh06BBu376NWCyGWCwms5PsSRoMBnR2dkov3OfzIZ1OS0BAoJnH40FfX59QbRJwRS1ZBlaVSkWEvjOZDBobG1EsFmGz2eTZobA61wISX3i9Xpw6dUrUajgKtLW1BZ/Ph76+PqysrMiYE+dUAUglitKDJLdgab2pqQlPPPGEzDqfOnUKhUIB3d3d8Pl8uHPnjtyrrGTk83kRWUilUsjlcjh37pysV08//TQOHz6My5cv4+LFi8KmxHbKM888g6amJjkP3d3d2NraQrVaxcLCwrtwE/th++1USaT4P939/yenm3Vg9zQyuwDvAG32OtV6vY4333xTfiftl9Vqxe2nn0ZfXx/OdXfLWINWOFm7DY4OADvl1a985SvCi1oul/HcXSTxvYgZAOxyolrVk/tZrVaTaJnlXFVVUSwWpcyTz+dht9vhdDrxxBNP4MaNG6hWq3jiiScQDAaRTCbxgx/8QIAxHOu5desWgJ3xE6vVKpk9wRxvvPGGZJsNDQ3o6OiQPo5er0ehUMDFixdFIgvYoTisVqtYW1sTkEhTUxNsNhsymQxCoRD0er1ovXZ0dIhj8Xg8MBgMKBaL2N7eFmBJIBCQ0jeBOJxhZUDT19eHarUKo9EIu90u6jXs6ba0tODMmTOSccTjcfj9fuh0OkxNTWF8fFwIy7PZLGZmZuDz+dDZ2Slo2tdeew3Xr1/Hl7/8ZQSDQTmPwA5TlMlkEgAPCd5LpRJaW1uxtbUFg8EgM6gulwurq6tCm0duYt4XLBWyR0htVbI66XQ6GAwGLCwsCHNQvV5HKBQS0Wx+r8vlwpkzZ6AoCm7durVLSCGXy6GjowMDAwMCvNnY2BCBbyKmCVDjeFAkEkG9XpdsbmtrC1arFalUSsqRdrsdZrNZZnabmppESYYkBw6HQ0qapDHM5/MolUqw2WyChmZP02q1YnFxcRctZDqdxtjYGBwOhxAgkCQ/EAhIHzmdTku1qVAoCJuR2+1GOp2WeV/yNlutVrhcLhEZZ8mY0m0kTuF52N7ehsvlwtGjR4Urmsfb3NyMlpYW2T5Vh4xGI44ePYq3335bWhfLy8uYnp6WNgLvQ5aKOdNKFaL5+XlEIhHBGdy5c0dm1BcWFj4SIuWqoihfBHBTUZRzAO6tuHxg+27FYhGjo6Oo1Wrw+XzSC2NGBrwDtKGzSiaTwjwSjUbhcDiQyWRw4cIFRKNRnDx5Esf6+nD69Gk4nU6ByVcqFXFCLGGSpEDbRzSbzejv7xd+2b3AH+18IfeVxgxNa6VSCTdv3hSEqtapAhAVld7eXkFoTk5OIpPJCKIwGo2ira0NqVQKV65cgU6ng91ux5EjR6AoitCo8VwSfVgul6V/u7GxgbGxMaFFpKi20+kUsXDKo7HHdOTIERm/yWazaG9vF6KJrq6unapAqQS73Y7jx49jYGBAHC1HdaampoQ3lgshSQc6OzuFNN/n84ksmsPhwNmzZzExMYFqtSojIIqiYHBwEKlUSrImSo719fXB4/HA5/Ohu7sb5XIZr7/+OsLhsGRrwA6tI+cD4/E4NjY2MDExIYApOkCr1SrC6JxNZGBAkAwdInVI4/G4aJYyG5ydncXc3Jz0yEOhkGi8Uu6Li3pPT4+AtSwWC3w+H5aXlwHslECDwaA4wIaGBlEoMhqNMh9J5R2LxYJQKCQl+nK5jHw+D6vViu7ubhw5ckRK6SwrMgCqVqu4du0a0um0oGYpzL65uQlVVXHhwgV873vfk2oGy65WqxWnTp1CW1sbXC4XAoEAwuEw9Hq9lIkff/xxOJ1O3LhxA3NzczJvyl5kLBYTnVSTySR/v3XrFgqFgkjE8VkjWIhVC6vVikqlIv3h5eVlmT8lVWYkEsHKyooEKdVqFS+88IKMTp0/fx4TExPiGG02m4zyUBknl8sJ0BHYyXqLxaKI0vN6U+xhe3sbBoNhV+WA185isQg4i2XmxsZG2O12GakZGxuD3+//SKjU/M8A/gWAfwZgGsBv7fP2D+w+Rro6DoZrnSqzOC15wdbWFq5evQpgx0kuLi6it7dX3tfb24sTJ06g+ytf2XGGP/qRlHkuXry4i4uVZrVa30UbB2CXTJbW9nLaap0q8O6Men5+Hi+//LJkutRapKJIPB5HKpWCy+WShSUSiUgWRIRgQ0ODIGuPHDmC4eFhHDt2TL6nUCjg2WefFe5TVVVx+fJl+T2ZTMJkMkm20tPTI2U7gmnYe+MDffz4cQAQftZnn30W09PTuHPnDgKBALLZrPSDAch31et19Pf37wQ4x47B4/FgaWlJ+Im5wHOwn4hUzmASZXrmzBmYzWZ8+ctfFtksqvhwrCMcDsPtdot8lt1uFxLz0dFRVKtVdHZ2wul0ioMgGxEd+MmTJ2G1WpFOp2UfGdSZTCa0tLSgra1NUL3kiCWjUDabFQCOqqqSSb/00ktSpjWbzfj2t78tvcnGxkbhd2XbgFJvZIdyOp2S3RUKBbS2tgqPbrlcFro/g8EgvdTGxkbJ2hg4Op1O1Ot1yYr8fj9efvllyfAcDoc4covFgt7eXkFbGwwGxGIxGVOiADpVkLRC742NjXItKpUKPB4Ptre3EQgEJNuMRCKizHL9+nVpFxAApKWlJOiLzxirCbwfWQ0gOxTL8wQRcSaUpVkCmBKJBFKplOjDFotFBINBLCws7ApwCFQkIQkzcV4rk8kEn88nQgOkG52dnUUul0Nzc7OMdmmz5kQigccff1y0cInC5rrn9XrR09OD5eVlqZywYsQAZ79tv53qbwB4GsCr2FGoAYA/fT8fVBTlPwH4WQAxVVWP7/nbbwH49wBaVVVNKDsr9B8CeBFAAcCvq6o6tj+H8NE0OicudgCE9ICLGv8n9B7ArozqxIkTQjguDD53eyrAzvgG5/ZoLHeura2hvb39nvv2QZzq9vY2IpEIXrsrjs7ZwpWVFeh0OpEjI8uL0WhEb28vJicnhRs3lUrJLCa5PpuamnDy5EkRTHY6neLItPvR0NCAxcVF1Ot1PPbYYyiVSjAYDHjhhRfg9/sxPT0t4BAem8ViQaFQ2HVMHLPQHhf7V5yD7O/vF51Rq9UqhA0EhbBv+sorr8jPRHPabDYJdsrlsii8nDx5UqTkLly4IEPz8XhcFjWCyLjYsRRZLpeFfzcUCqGxsRFXrlyB2+3Gr/7qr8pYzFNPPYWxsTERqCYBw/LyMpaWlgRB/Nxzz6G5uRnXrl2T0Rhea5bcmQlRvs1mswlYqlaroVgsQq/X4/Tp02hpacGnPvUpTE5OYnp6WjJIZqtbW1uo1Wro6+tDuVzGxsaG/I0OhmVwtgs4t2i327G1tYVUKiUkJENDQ2hsbBRBBS7oLLEnEgkpnQ8ODiIejwvxAAk12BZxOByCHiexBMnk2ZPU6/VQFAWFQgHBYBDhcBh9fX3o7u5GW1ub0EeSeIEIbn4HEfhEGlMQvL+/X8Zw7Ha7ZL1UACIAj+LgBBYxgOB+EfTIc0eWKzKnFQoFEXhPp9MC8KK4RTgcltEp4gNyuRy6u7ulH93R0YFKpYL5+XlBblOqje0RipvfunVLKi7kTWawSW1WBtesorB6FgqF7rlmPYztt1P9HID/AsArqqq+pCjK//tjfPavAPwxdtRtxBRF6QLwMwCCmpf/MwCH7v57EjuOezfdzCfMuJCTRQZ497gHQRGU/lIUBR6PR2TOHA7HfUdYisUiFhcXAeBdgt1+vx8bGxtIp9PilLWmqioSiYQwuXAc5UFOlUhGllfX19exurqKRCIhTmx1dVUyIpJzU8uTZR+WcwFIb4eLDYEr2ox4ZWVF+jVEaH7xi19EKpXC5uamLOLs2zU0NODUqVMwGo1SVn6QUyVvLzMHPuA2m21XZjM+Pi4zphsbG7h8+bIgsFnOpij4wMAA3G43NjY20NHRgcbGRpw8eRLFYhE3b94UTVCj0YipqSk4HA4hl+foRnd3t3CyGgwGmM1mPP744zIjaLfb0draihdffBHf/e53kUqlZM6TaE6Xy4WlpSUBQBUKBREomJycxMWLF4Vknr1il8slTD4ElQ0ODopuLQMFBhnZbFbK2Ovr66InSn1cbmd+fh6HDh0SLdFIJCLXn/cZM/mJiQkEAgHU63WcPn1atnPo0CGMjIwgGAxKbxfYYQ1qb29HqVRCuVyWvikFDiKRCFwuF+x2O6rVKq5cuSIl92KxiEqlgu7ubtn3/v5+YYean58XSr1SqSRo5CtXrsBqtSIajQrHM0dKKpUKisXiLtk5vHAJBgAAIABJREFUzsAyIyMlYTKZRENDg3Agu1wucdB8NnjO3G63lJHpTKPRKDwej8weE3j2hS98AaOjoxJk81wVi0WhOCyVStJGIpCIJA2Ul+MojMlkQnd3N9rb22GxWPD888/LaJU2sCGBPrBTKRseHkY8HhcGKIq5ZzIZGeGjfCFVqfbb9tupJlVVVTXO9H3jlVVVvawoSu89/vR/A/hXAL6jee3nAHxd3amVXFMUxakoSruqqpEPuN8fedM6VZY/tJR8tOHhYQHOkAP2Xu/ba5z/BCBlJwC7kHha56TdpqqqCAQCQl4/MDAAYMcpjoyMYGxsp8hAnUYCQ8htCkBmNTkknk6n4XK5ds2+EolKcA4J87lYMIPlIDn7keFwGE6nUzLaXC6HcDgsnyFyk3Oszc3NCIfD6OnpQbVaRUdHB65fv45kMinoYy5OlUpFRllSqRSuXbsGt9uNY8eOCRE4/7dYLDLmw1EGs9mM3t5etLe3w+FwSKmSi1xHR4d8DxGSqqqitbUVn//85+FyuaCqqoxyrK+vo7u7G0ePHoXL5cLCwgJcLpcEYgaDAW1tbcLH6vF4pNx98uRJKY+qqop0Oo1wOIw7d+7AaDTCZrMJuQClyGKxGMbGxiQjOnnypBBOdHV14cSJEwKYqVaraG5uRnNzs4ik2+12JJNJIV3PZrOw2WzSz7ZYLPB6vTIOwxLqxsaGcCgTgc1REAZDiqLINhoaGtDT04NDhw4Jfy2F4NPpNPr7+6XfRzIKsgIBkHIzUe08jwQWkaSEmb/L5RIxbfYFu7u7d9FpsleoKArK5bIQ4icSCZhMJgHzNDc3Y2RkBBaLBVtbW8jn8yLWrSUHYUmazyTBO3zGyuWytHQIuuLMrcPhEH7exsZGJJNJCRRcLpcEihwnIntUuVyWPj7pDVkm1lZ2GJizf0xzOByC0GXPu1AoyPqmqipWV1dlH1jyJUkJKwi8nhyXYj/4QeQsH9T2e4t/CACqqn7v7u/fepiNKYrycwDCqqpO7Ckf+gBo8/a1u6994p0qe5pzc3MSuTJTZYmJrEJ7P7vXqdbrdZQKBRju9pZoU1NT8gDOzc0JqYI203zjjTdgMBhw/vx5Kc9pvwuAZJ5EOdbrdZhMJrS1taFWq4ng9ODgoMzzjY6OYmNjA16vF6FQCAMDA3jxxRexsrIismL1eh0DAwMIBoNSQiQxgNVqRT6fl0UpHo9LOcpoNMrDTy1KVVVRqVSwvr6OO3fuANjJqE+cOCF9MI4Q5HI56SV1dXXh1KlTSKVSiMfjAg6hw/X7/ahUKrLgcRHz+/0Ih8OoVquiBZpMJmG1WuHz+XYhr/v7+9HS0rJr9q+trQ0bGxtYXl4Wvl2WyckCxRGj7u7uXSW+np4e4ZXlqIrX60VzczOi0ahQHbLsNz8/jx/84AcIBAIy+sFqh9FoRC6XQ6lUwubmJpaWlrC4uAibzYZgMAiDwQCTyYTp6WlxiKwebG5uCpKcgtvPP/88wuEwYrEYxsfHRZA7n89ja2sLRqMRpVJpF7CGfTWOqwQCARSLRWSzWXi9XsRiMeTzeVy9ehWhUAhTU1N49dVXEYvFhPy/Wq1icXER5XJZng86hs7OTuE71ul0cLvduwjiOR9K4NrRo0cxNjaGUqmEZ599VkBEdHg6nU76fJSYI5EDx9n4rFmtVhEP8Pl8aGlpQVdXlwR1J0+eRCgUwvz8vID5yBbW0dEBp9OJyclJIRRRFEXOIQFKZCQiLzLpD0nyT3IFri0+n09K+RSwd7lc+MxnPoNoNIp//Md/RCaTkWyUbSQGzESoVyoVTE5OQqfTIZfLwel0irg9g9NyuSytLSr5uN1uqRjEYjEAkMBNr9cLdoFSiYVCQUaG9tP2m1Fpbs/vP/qg21IUxQLgd7BT+v3ApijKbwL4TQCPROX9w2J0VgTpMPoEdpxqoVAQmjve1Hs/u9epxuNxrJ8/D4vZDN3dKJ0ZFOfjotEotre3Zci8Wq1idnYW29vbuHHjhix8DIq0jpcUa1/72tfwxhtvwGw2I5FIoL+/XxYBztItLi4K5VwikcAPfvADbG1twel04stf/jIA7OrFXbhwAXfu3EGxWBSmFvYbS6USurq6pH/z5JNPwmazCXnC2toaPB4Penp64Pf7JTPyeDxCLMFeZqVSEfAIZ+ImJiYQCoXg8/mQTCZRrVaFPJw9qFdffRV+vx+ZTEZKUPl8HvV6HQ6HQ95HMebNzU3MzMzg0KFDEohYrVbpfXEhZKYUCASwvr6OxcVF9PT07CpDkzVIVVVBxJpMJnR2dsJut+P06dOSAZ0+fRpvvfUWIpGIkHowq+U8L0u6DEBYbgZ2FuuRkREhlAewSwWmVqsJqQHBKCaTCfF4XPrJRqMRTz31FDKZDEZGRmROdn5+R7Nje3tbiOfNZrOQFaTTabS0tMi8sN/vl6rB0NAQstmsLLa3bt2SMZdcLge73S7E9qQWZP8+lUoJQpejNwTRsDTNa0cWJmICWM4lN3GxWBTVH1ZZOF5DpZlMJiMz13TuPN/pdBojIyOSOTKLm5qaEj5j9kiXl5el58x7V0uAYLfbodPpYLPZ4PV6kclkhE2MTEfkD+Z+UNKNUm7b29tS4iaJ/vXr1+XYCBYjMEqrFlWv12WWurW1Fa2trfinf/onbG5uIhwOY319Xcr/7I8TN8AxHLI9EWjm9Xrx1a9+FRMTExgZGQEAfPOb30SxWMQv/dIvYXNzE1//+q6O40PboxAp3y8bANAHgFlqJ4Cxu6M6YQBdmvd23n3tXaaq6p8B+DMAOHv2rHqv93wcjM6K5OWVSgU3b94U2Sitk92LsqVTrdfruHjxoqDk6vU66p/7HFwuF1rvvodCzhzmPnTokDgvl8uFSqUioyfc7urqqizodIp80KmdqNfrEY1GMTo6ilwuh/X1ddy8eVMWRfZOGdWSjaZYLOLWrVtYXl7GwsKCZEaZTAZWq1VmQc+ePYvW1lbMzc3B4XAIQ0soFBIgTKFQkIWWkHw69JGREVG2CIVCaG9vFxHper2Oc+fO7Zq3u3HjBoAdxLLBYJDxhs7OTjQ1NQmJP8vqRGxWq1UBg62trYmTe+WVV5DP59Hf3y+IyfPnzwtIhkw4dND1eh0LCwsIBoNwuVxoa2sTpGM8HpdAANihaSR6c21tDW+//bbQM3Z1dQlZRaFQwJ/8yZ8ImvLUqVMwm82w2+3Sc3Q6nXA6nTAYDIjH46JAxDLo7Oys3IN6vR4+n08QsaxQ+Hw+AWKxZ/k3f/M3iMfjkpV2dXXJdcvlcpidnZXSdLlcRmtrK9rb24WIZGJiAmtraygWi8hkMtI/7urqkp5uc3Oz7CsXd4KwrFar0ANqZ2NbW1uFOpCAuebmZlQqFRkXyefzWF1dFeR5R0cHNjY2EA6HkUgkxMFSacbr9aKrqwt6vR7d3d1CjqF1RCRbYdbG4JWsYjxWghUZaLAkrEVKsxTMKgqzYwY/LL3X63V4vV6srKxIJcBms8kI17Vr10SgfXp6GtlsVtYa8vxWKhVBVLMVw3lj7lsqlUI0GsXhw4cFdEngHIMx9l1ZmbNYLDhz5gyKxSI6OjpQLpeRu8tXvri4KOh8AqR4PokT2U97pE5VUZTfAOBXVfXSj/tZVVWnAAjdhaIoKwDO3kX/fhfAf68oyt9jB6CU+ST3U4Hd2SZLOceOHcPbb7+Ner0ufdTx8XG0trbiqaeeetdnuUBRbQIA1sbHoVcUjIfDmJmZgdlsFqfb0tICt9uNfD6PpaUlWfQI+giFQujs7JRe5q1bt9Dc3IxEIiHfzbEUkodvbGygp6dH6N5sNpsw1rS1tcHpdErPiL2Z+fl5LCwsoFwuo7+/X7QjiVbkjCD7pmTa4UjI7OyskB7k83nJLAKBADKZjKhncGGNRqNYWFjA9vY2FhcXsbW1hYGBAaysrMDv94sKCHuDlUpFZgEpDQZAFtlCoYBEIoFyuQyTyYR0Oi1E5Q0NDVhaWsLGxga6u7vR3NyMTCYDh8OBZDKJaDQqVG0st+p0OulbulwuUVfxeDyIxWKyULHf1tbWhueffx6nT5/GzMwM+vr6cOnSJaTTaXz3u99FJBKRMuu3vvUt9PX1YXBwEL/3e7+HYDCIQqGwi1igWCyiq6sLOp0OFosFnZ2dmJ2dld9JI8fRG/a8GSgRYGI2m9HV1SVSej6fT3QymZ3wGrMcTFQ7sMNjTAUk9lkJ3FldXRVUMIlCTpw4IdeQSNhKpYLe3l4J0NjGSKfTwuxEUg3O5HKOkqXYhoYGOBwO6R2zN0ynwzKm0+nE9va2cHNTGk+n0yGbzcrID881e4omk0nGeQwGA8rlMgYHBzE/Py9OkyQwBDFZLBbk83mpivB9bMOwnM95YlYhOjo6JOhk3/jZZ5+V0jHbKQT6NTc3w+VyyXPB7dTrdeFP5ut8Vmu1mtzHvD9Y1SArFEekvF6vlPVJN0k+ZqKQk8kkjh49isbGRtleoVDA7OzsexLMfBB71JnqKwBOv583KorydwCeA9CiKMoagH+jqup/vM/bX8XOOM0SdkZqvvrwu/rRNg7KK4oiMl7d3d146aWXhPfz2LFjuHHjBpaXl+/pVJnJDA4OClig6ytfQb1Ww+TXvgar1QqHw4GFhQUp01FHk9FnPB6H1WqVRYFjNgaDQSL38+fPAwDC4TA2Njbw2muvYWFhAdFoFI2NjTh8+DCuXLmCRCIhw96BQAAOh0NUJkgTFwqFcOXKFYTDYekZMvMgSnZ9fV2cPgEwAISz9ejRozh69CjeeustJBIJtLW1CROMwWCQIMLtdssAeTAYlIwvl8vhL//yL/Haa6+hv79f6OKuXLmCZDIp/TJgp8Q7OjoqRPSNjY3IZDJoa2uThYD9zfn5eRmRSqfTkqGwdMfjaWlpkUyb1HAcMfnsZz+Lz3zmM6IYNDExgeXlZQSDQaEiZB+Ms7eM8IniLRaLAkIplUqYm5uTvhUdRmtrq+yrx+PB8ePHxXH19PRAr9cL8IuBn8vlEuQxWwTVahUNDQ1oa2sTlZq9JWWSPXg8HqmKsAzNAC6Xy+GVV16BwWBAV1cXEomE0NORaIBZHK+DzWaT/mgul4PJZBLHStFtvV6PtrY2QZi2tLRI8EIeZ9I3smTLXiu/i6+xT0pkNoE8q6uriMfj0nfmfUxnzXItHSCvI9V1CMgxm80SXPK8ms1meL1e6TsDEHUkq9UqKFmO4bBt4HA4BNgUDoelSkA6Q6rKMGDi+Fo2m0VPT488Q/w+bUuEf2N5vaGhQTAP3Edtj1xLts/gOhaLYXR0VIJZ3gMEq925cwfLy8sSJJRKJczMzNxXcethbN+dqqIo/52qqpxN/R9VVf2d9/M5VVX/y/f4e6/mZxXAv/zAO/kxNG3PbGJiAsCOU2XvAXgHsKQFCwEQsAF7ZVrmI0VRoAJCfUaBakahnDs8dOgQXnrpJenpLi0tIZ1O49SpUwKq8Pl8sNlsAlAYHh5GU1MThoeHEQ6HEQgE0NHRIew2nFfr7++H3++Hw+HAF77wBZkhJECBYxs+nw+FQkGEsZmhm0wmma2rVCpIp9O4c+eOPGCBQAC/9mu/hoWFBREN93q9GBgYwOHDh0XXkueWQB8u0hy9yefz2NzcFJ1RKofk83kkEgkUi0V4vV4hT+d14KLOnjBnUT0ejywuqqpKKZ9sPtFoFGazWajz6JQikQhsNhsURYHf78fq6qpcz4WFBWQyGQSDQUFnRqNRTE9PC2sRKdzcbjcGBwdFE5POm1y78XhcCO9ZNuT+ks4xn89LZsZjZHUinU5jcHAQRqNRNDhVVYXT6cTQ0BAmJycRDoellEz6PrPZjPn5ecTjcVFEAbCLKpLjVFR2IRkIeXe9Xq+AsILBoIymEBnLc8PxE852k3WLPU3OrjJj5nViv5IocIK32HdlubOlpQU/8zM/gzfffBPpdFoQ4G63W0be5ubmYDQa4XK5UKvVUCgUZM7YYDBItmaz2dDT0yPPHkvndFZOp1O0ZhmsaveRJd56vY7V1dVdrR4izFka5rVtaGhAIpFAc3OzILV5bdfX1wWRzaCJJBh0+nSUTAr4P58LBny8NsRBMACIxWJwOp3Q6XTyfj5DJH1ZXFyUKhOBSaxccO3bT3sUmWpRUZQvAzgG4PIj2P6BAQJMoJEhRWvValWkl7S293c6XXLPalmRFEBm7/r6+oREvF6vw+fzYXV1VRx6MpkUZiKiDllyYjlIGxmSjYesLHRU169fRzQalbGR8+fP43vf+x78fj8SiYRsJxgMIpfL4cyZM2hubsYv/uIv4pvf/KYwRrH/Vq1WJePRjuPk83mcP38e2WwWFy5cwOzsrMyM9vb2SomPdIWBQADNzc1oa2uDxWIREvfBwUFxXHT2XLwByDydwWCAz+eDXq/H4uKiZNuZTEYo9gDI3CMXnpaWFkEKz8zM7JrxtFgseO2114RdqKGhAa2trRgeHsbi4iIqlYpkJmQF4vgKnQZJA9bW1lCtVmVQH9ipWoTDYczPzwtnbiwWE+kvBizMlFZXV2VGsFwuI5FI4PLly3KfsWxI4JDb7RbKQBJ4dHZ2wu12Y2hoSFimKLNGkB0FByhL1t7ejuHhYRQKBRQKBemrWa1WuRe1DrOlpQXDw8MycsFzQ0J89v9IFtLe3o4333xTkLnM3jnGwbLu8PCwKMxwX8LhML797W9LgKeqO9q3Ho8Hra2t6OnpkWyVIgTRaFSe03w+L+VZnlc+g0ajET6fD6FQSMZzWCniqFZDQ4MEwZwfJmMS+5N2u12yTzoyjqQxA+fniOa3WCxwOp2C1G5qahLqU+CdcbpCobCrd6soCtxuN5599llRzWJLh+uD3W6XoAiASODxPrFarQL6MhgMsNlsgiegAhXbUMQHlMtl6YMHg0EBVu237bf024sA4tjJIpcA3H/w8cAeyq5fv/4uwNFeS6fTQqp+584dUS3hw0pQAMkRdDqdyIXR6ndLaltbW1KuItdtIBCA3++Xnttbb72FkZERfOlLX8L169dFTmx8fBzhcBg+nw9GoxGpVArhcFhIBQiY2NjYwPT09K7Mq6GhQaL+Wq2Ga9eu4fbt25iZmcHa2pqUeak9OT09LTRr3M9UKoWxsTE0NzeLk0+n02hra5P+ZlNTk8ztssfb1taG/v5+4REuFAqi6FKv1xEMBuF0OmVedWpqSkYRFhYWhNi/paVF+n9kHOKxE/laq9WEjq1UKgkYprGxERaLRRbH2dlZUYCJRqOSnW1vb6O9vV3GObRzrkeOHMHt27cluOAYDeccWSInbR6rBFpKu3Q6LaMufX19kqlysSqXy1heXhaUbygUkux8b4bDcqTJZEJHR4f0MJlNsudOkhLS0mlHnIgCJQCHlQGOnQA7wWM+n8eJEyfQ0NAgSFJyC7PPxwycfenW1lYhu+esLKXutIu/wWDA0NAQarWaqAKxx04HwpIuNVrZU2ZA5vF4MDU1JVUViqwDO2VSlpfZp/Z6vdja2sLIyIj0lRmUEUjHmVZWYnQ6nYComIFrZ7w7OjrQ3d2NiYkJcVwtLS2CQE4mkxIIEaVL58hrxuCa7ZClpSUJeHiNiHpm6Z7XjCNaWiQ773s6U/IR53I5+d1isQiBC0FaXq9Xxm44O2yz2eByueR5aW9vlyz+vdbQD2L7nam23v3/H7CjWNPygPce2Ac03gwDAwPo6+sDAFGZ0Wah7FVwIH9mZkbIAYCdUqYW2MHSlta2t7exXalgeXkZ586dg9VqhclkEsRhT08PNjY2hH80n88LlWAoFILf78cPf/hDGS8gKpdO7dlnn8Xw8DAqlQquXr0qkXImk5FMYGJiQqJzEs8z+q5UKpiamkJPTw/+/u//HtPT0xL5kqeWzuXFF19ENpsVnc5isYhYLCbsKizNDgwMiA4tpeEGBwdlJKmpqUl4cz0eD9rb23Hp0iXEYjEZY2DJkeeUGfZ3v/tdKR/W63XpuRoMBhkl2NjYQLFYhN1uR19fH7q6uvDGG2/I+IEWzZlOp4V0gkQQvPbUsDQajULvVygUkE6ncfv2bRSLRXR2dsrIkaLsiB7Mzc1hdnZWZj5DoZDoihIQkk6nRU6LCiwsNRIQwgWLDobfwZ5tS0uL3KN6vV70Lqn9GgqFxLnl83nJkpipc8FlKdLv98PpdCIajWJ5eVlKv+FwGENDQ/B6vdKTLpfLWF1dxerqKoxGI9LptJTTSRzAIHJ7ext37txBOp2W0j91SVnFOH78uJDR81oTDETULZVdCDQiExal3Nh3ppYwnS4DP4Kq6Iy05P50IKlUSoK5ZDIp14TjLZx/Zh/YZDJhc3NTAmxVVYWAoVAoSEmXJWKtafl3l5aWZByMCjmsejH40ul0MifNwJXAMZbTyQPc0NCAVColPVeW+NkbzuVycv+xStbY2CgazsQYsILi8XgkMeDIDbe137bfc6p/rSjKUwD+KwAW7DjW/R0COjBZrEi7pTX26bjQAJAsgYhBLdrX5/MhHN6ZRmLvRWtj587h8uXLiEajiEQiGBgYEO7QZ555Bg6HA4VCAfF4XMjQqQUZj8cxMzODcDgsoCL2GHU6HZ5//nkMDw8D2EHzkWTg85//vFCncRyI/RKWcxiBE3iSTCZlrpXRMwBZ0MxmM86fP4/R0VHMzMwI8nNkZERYWIB3xAaAnRL72NgYNjY2ROCcfSb2z5aWllAqlaQfSKSyqqoYGhoSoE4ul4PVasXs7Cw2NjZEg1Wv16Ojo0MI9QmiIBHG+Pg41tbWpHxG6kKqnBDRyl4dHXkkEhH5vuXlZel/EV3MUiLngQkSa29vl0U0kUjgzTffxMbGhjiytrY2AZyRRanvruZuS0sL0uk0PB6PVAqYlRIURDq6crmMQCAg5BylUknmPV0uF9LpNPL5vLA9kZpOyxXLuU1gR1i+Wq1KwMaKTGtrK/r6+qTMZzQaJdPS9vmAdzAFpDrkWAn7hFzkycZDhC/HN7q6ugTIxnlMlv2JOC+Xy0gmkwIi4u+1Wg0Wi0VaD5Ql9Pv9KBaL0lemc2KrgM+szWaD2+2WygBVfnisfPbprGl8n5aJjcIMWgEO9jlZMWKm2tPTg3A4LA7Z4/HA7XbD7/fDbDajtbUV9Xod8Xhc7m8t/kBbKmbQyGx6a2tL/s5RIh4TZ2gtFosAuIgpoENl6drpdMLtdqOhoUFmgznOVa1WMTMz82OuwA+2R9FT/W8AbAD4fQBfeQTb/8TbXuARAOHwvHjxIsbGxjA/Pw+v14tPf/rTsqBxMZqYmMCrr76KWq0Gu90u/UatLimwo/hwqa0Nr9vtKN4dLF9dXcXt27dRqVSEE/eb3/ymaHa63W709fWJZmhXV5fwoJIRh8i/0dFRIeRg/4OlHZ/Ph2g0irGxMWGBsdvtePbZZzE+Pi7gH5boGOEePnwYmUxGYPZk6iGqVqv76Ha70dXVhfX1dVy7dg1Xr16V2U4uKBaLRcqD3L/m5mYJJsLhsAAgWK7jSNORI0eEiJ8oWvKekpCcnLW1Wk0o2BiVE0xCUnltL40l0M3NTZhMJhnbYVYfjUaRSqXw3HPPYWNjQ0aWmO3YbDYcO3YMXq8XuVwOnZ2dwtw0OzuL/v5+dHR0IB6PI51Oy2JMvU/ub3t7O3w+HyYnJ6VUH4vFcOHCBTlfXNTJw8rXuRiSh5aIWwACNKHz5ELIAMlsNkvQyBEMArnobJlx8ryzRMhxKQZeBOEwWOLiTPk63i90ZCQtyeVyUjI2m83CoFQsFmUBZ/BBWTJm/nQqpFG02+3y3Qx6yC7F/jr3i60EyvAxY/V4PCKQQBUnANK7N5vNIiPIbJkleZI5EE3MSgn7oSzbcz84BtTV1SV6wHR0nBcnsYnBYNg11uNyuXYRgDBrZLDAUSotOpftCO43Ef5E2jNopAgEWdp4rri/vBeMRiP6+vqEkGQ/7VE41SgAE3a0VL2PYPufeKNT1fJWPvPMM9ja2sIPf/hDGW1hWZALbk9PD0KhENxut2zDbDajsbER4XAYHR0dMsPF3g9CITizWcSKRVFnSSQSqNVqGBkZgd/vx9TUlES3jO7JA/vKK6+I82MpZnNzU0gJLl26hFwuh6mpqV2k4xw1oLwUsEOIf/nyZdhsNlkkSYRAcEhnZyccDgfW1taEzYhoR/Yy0+m0iDuTii4SiSCRSMjiymieDqtUKqGpqWmXCHIsFpN5u2q1imQyKXOLPp8Pra2tQvhNRRs6Akbk/MfeDzOY7e1tuN1uGWuhQ2CPrlp9R+y8sbFRxlWsVqsM1DMjIAp4c3NTBA+ampoQiUTgdrvxxBNPiBQanT/LnE6nU8armKlxnxsbG6XXzACjVCrBZDLh6aefht1ul4Wxv79/V0maGRT7nwxaOLepZR7igsyRo3K5DJvNJuICzNRZjqRDo3oPeZGZJbEdQgYmsiExq97c3ERjY6MERwTnkWi+VqvJ/Ojhw4extLQkDovKMyaTCblcThCtJC0hIIh9fToePndEsjM7Ja0mnQaD42w2KyM/DBwpp0eWp1wuJ60egtpisZh8zmq1SoWD+8nvZJbHwEfr0FiSLRQKCAQC8Hg8sFgs2NzcRDweFydfr9cF96DNOPlMsp/K88G2DwMpVquYJTNAU5QduTyt9qq2t+50OgVUZTKZsLa2hkgkgkKhINUtloMjkf2nN3gUTvVvAVSwQ4L/5iPY/ifS2BviTQPszlS5QBGcQb3FhYUF2O12ecBzuZw4vVAohPX1daHdq1aruHr1KlZWVvDCCy9gYWEBv/Lqq/i5YhE/73BgdHQU5XIZa2trMBqNwtjU0NAgJVmWjxwOB8LhMK5duyYUbw6HQzh52Z8CdpRhZmdnZSEaGRlBqVSS8mUkEpEMllJazPhY6uVDkkgkZCEhuw6Zai5duiQOKxwOY2VlRRYeUu2xb8tFVa/Xw26370LORqNRtLe3IxaLyYNKRRKWbz0ej5xnLljM1ACYGQDMAAAgAElEQVTImAw5lVl+JhCDA/bMIvg5ZnmUWiMJOZU+SLpP5p+3334bg4ODcq9Q05SyaCSwX1xcxNWrV2UkhDO4DASoLbqxsSEC3CxfMgNjVtDb24tPf/rTKBaLmJ6eFpARMxMeC+9HBiV83e12C58xAEEuk3yhXC6LbB4DGQKzmHXSSU1NTSEajQrpCPuc3F8ikrl/zEbp0K1WK4aGhmSBp5oTgVWczzx79iwef/xx/MEf/IE8fyS1KJVKyOfzcq4tFouoJzEwItiL54TbZ3BDXmBFUeD1eqXFQMINln+pdjMxMSEZJZ2j0WiU+8LhcMhMN9cSHvvm5iYASObI88/AjsFKqVTC9PQ0ksmk7CeDKjq6pqamXeDIYrGIlZUVABBaTe2oH9/HVgWPmfujDZzq9TpWVlak5M391fICM8Ais5eWDY4o4v22R+FUvwDguKqq/0JRlP8NwD8+gu/4RBiJ0QEILZmqqkKIv7fJTkakWCwmWRej+a2tLfj9fuHuTKVSuHHjBkZHR7GwsACn04mjR48KjVokEsHU1BRO3e3vMYLXgmzi8biUfMgDS5JvIh9ZgiU3MIfIi8Uibty4gWw2i0wmI6LeMzMzmJychN1uF9JuOqquri4UCgWEQiHpx3BWkJqKLAdzwWRvhchg9kS5gE9NTUnJWzsryqyDwtAEVzBqX19fl/k9Mr9w7IVIZrI8OZ1OETPgwDvHNti7Yz9SSyvHkjh7iVrHur29LRks0dnFYlG+kyjZSCSCWCwmQUIymUQqlYLH48Hi4iJu376N73//+8hkMgIMomg295dVDe4vy4wMNEisbjQaZWTB6XTKdSCil5mWtqfHfquWaIDsRHSOWq5bLeiJY08MsJjJkIGH10FbJWAQsxc5rFWgYW+cPeRoNCrjMOfOncPo6KgAYpqampBIJETQgc8ke78kK6BDI08vOXq1BBwkGmFmyvEbtguYtZGFiyNDRqNRqigkemGAyHNG7AUdFysr7N+TKY3fwaxdq1zDtgTvRz5fsVhMeL/53SwVkxiG91BjY6MEsnxWtS0nosK5DQCCtmYFAICA1ojDIFsX54EZPAAQmtCenh5MTk6KkHoikUBrayv22x6FUx3AOwoytkew/U+MRSIRAaMQDFMul3Hz5k2cPHlyl1NNJBL4zne+gx/96Eei1OB2u+F0OhEKhQQIQF3UK1euIBaLib6g1WoVlh1GsYuLi3isXodeUyIiryszGp1OJ+UgRpks7RH8QBCLxWLB9evXZcTCarUKXRup6Vg+ZmRP51wqlURLkeeBpbxarSbUZJVKRZwiUYNk4uGDpt1XAPJeZoVEYTJ44DnRKoewB0RhAnK/sizodDoRiUR2kZJzceTsXS6Xk14WaQwbGhrQ0tKC1dXVXaTle43bJSCNcnRauTBG+DxHBB8VCgXMzc0JYcDw8PAuykAeBxdY9n/p7Bl8MMPjED2dYEdHB86ePYu3335b9oHzndy3veVYLoBUKeFCzgyE9xX/kUREmwGzZUDgEM+dtm/He5f7BUAcrbaMTsAbKxdbW1vS92QmynuDCOyFhQUYjUZxhCyZ0gGsr6/Lvc+Mj5UlctHSGZMXe3V1VfqajY2NsNvtuxRzAEhfNhQKCTCK6GU+92xZ8J7WyrdxW3TEwDtTBAyW6NTYqmD1icLfLAcTaWwwGAQUpn29s7MTS0tL0lJhFk5jAMXggfcAKwoA5NrRafPnWq0m40XaChFbU0wM2KPnse23PQqnqgIwK4pyHEDHI9j+J8aIliwWiwgEAmhqahLSdxK3c4ZzbGwM09PTiMViUnrc3t7G2tqawP+ZcRYKBVy6dAkulwuf+tSnsLCwIFFrMBjExMSEOM9/Xqmgqigo3l2UKVUF7PTYuAhwQWUJiBEph7O535Tn4mwaRyioOKMFpbBPBUAWO7fbLX0tbZmHSEuCE8j8w0VUVVUBfBAJzQWGvVn+jSU7bSYBQKjkSI1GGjoas1aDwSBoSO4je4Z0Ulx0uXATgc1FkKVD/n4vwg4GBxxXovoMy+LMcgHIIsYxC5bg2tvb8cu//MuYnJzcFQRwn7mYcbFLJpPIZrPI5XICemF5kAvWysoKXn/9ddy8eVO2wXI/70GdTodMJiMZopa68NixY4IkZ2bFTImlzOXlZane8D3b29tSDqYD5XwlnSCzYWbGvHfJ8kOjkouq7lALrq+vY2trC6dOnZKgp16vC2p7bm5OKBO1c6q8btQb5X1CsB7vD95nnL1kn5pgKZ4j8vzyutfr9Xf1uonstlgsWFlZgaIoSKVSgrwHIPO2vEe0pVdm2CzjatVytPc0j4fPH7NbBtpa6kWeAzJFaYk4tAQMDGZZvSFpPr+XFRRtxs5erzYQzmazEnzwe+icAcg6xcx+P+1RONX/C8DXsDNW874oCg9st1WrVdy6dQsbGxsIBAISfZMUoVbb0UvU6XT4i7/4C+kjUk2kWCwiEolIyQ+APFjMPjiaQZBHKBRCR0cHdDqdKNqYTCbU6nXoNI6ISFAtRF/7MBIgw4WQC67L5RL2JPbeSMbORY2cvnwANjc3sba2JsfACJyOTAuxZxTORY1RLrATybPkREdFZ8+SprZfw4yeiwY/pyX25mKhlZ3SZlwUJYhGo7t6okTNarN6On46Zc4tKooiZTmtU2WGyDJ6rVYTrlwuwCyN87gZ/bNczFIt+7xcsAj8cblc8n7tCAXL31y4WAav1WpSEn7rrbfeVY7X6XQy/kPHBmDXgs6FbmVlRRwH7ymtqaqKaDS6a/yI55JBJhd9ZiwkyOc14Gd4D3EelQtvLpcTrmP2jEmiQmfO7fL3bDYrnLnEGdDJUUGHpXKi0AkyYk9SW7rmc8vfuX8sjxI0VKvVhACfCFftM6PFA/A+2EXwcve88R6jw2pubpZnicIZ2ioCR8xYLidpBZWnWInRBhh794Gz5tp90c4eM4jVPoesXvG8MCsm6E17HbX9X54Pjt0QO7Hftu9OVVXVIID/db+3+0kyqi0sLS2JE1lZWRH5JGBnLm9rawuXL1+WyI6KNACkz8nhaG1fihlWqVTCyy+/jPX1dVlImAkQsv+Hd5v99bs3ImH4NL1eL4sORaz5oNNhWSwWzM/PC+qSZVrgHVCExWIRwAof2lwuh3g8LtkowVAEB2kzC23GyOyCTl/LgcqMhIPsLP1pATRa1CSNYBK+T1smIwJTC7QBIJkHI3w6EP6NDz2zbC4ezJx5HbXHxs9S95PHxWyfmQK3rz12flZVd0Sxjx49CofDgW9961tYXl6WcSeOkVCei05RO+tJZ8cRBWYcDQ0NQhHJYEAbbGiDCS2ROoMLKr4wiNP2X7XGyoj273RK/JkLNp0zv4fbpnPl/UYHQKOIAXu2wA795pEjRyQLI8sQADgcDphMJgkcWf7lSBcJPmq1mrANaYNQ3kc8bi3aV9tP5jnj6IuWUYiOj893vb6jONPc3CwlT+0x8/xpj52vl0olAURpwWREZtPxMrPl/+wLa9cJ7u/8/Pyu/iz3g8b94fw51yztOA9HzxgMcBvanjPve2a2PJ987hlQf+jJHwBAUZTfAnD27rZvqKr67/b7Oz7uph2ZaW5uxsrKioCCTpw4gXK5jJaWFvzRH/0Rbt++LWLVXMRYkgJ2btKmpqZdjgB4p7RMBiBGhnw4WFb6Tr0Ove4dQWDewFxAma1x23zg+DMXDZajtfNx7Lmy1KjNMgAInRwXZT5UWsd0v/OnzQy56GsZibT9GX4fH/R7GTM0GiNqngueM6I3XS4XFhYW5MHmPmmjazowfp4OQfs92kxMe+20g/EEKO1dXLgtZvha1CQZjIiIjEQi4kR4XETVtrW17Sr7c7vafwBkwaKD3btY8ncCT9hT4+vcf2Z+ezPUvedgb+CjdZw8L6Re1N4P/J/jHerdviavHwDp5e79HBHm7HPyfuJ1poC39jnR9jFDoZAwPdFJamn8eF7oeLUlXe315PPLoEELzuP1o8NnS4LZIY9F23tnEEJj+0TLBawNjBikc80gMI33jPZ603ge9t5H3Bdt5Un7PLCfzPNANDF5vbXlY22bgNeSARuPS1t50spQ7pc9ivKvTr2rOKMoyr9/BNv/2Bsf5KGhIdhsNqGt481FcgTqTBIazvIPo2je+NqFWTs8rdPpJALlAwm8U3IqlUoYrNeh297GHN69kLGUSYBRJpORUQYiF3k8zCy4LyzdaReLvQ8cy5JceAne0J6jvUYYPRe6er0umSf7kACkt7T3wdeadlHVPrjaUQVgtzNmRsfMkX0m7f4yQtZme9rMQbu9ex2n1pEDEPEB7Xu1x6XtYXEBVhRFZgq1JWiqzgCQigDLxSRT4D3FBY3fTbo8bWB0L9Meo/Z9dOTLy8u7Subv17TBFK8RndW9TJv5admDeC20GRgtn89jenpa9p+LNKsj2nK2qr7T/gAgKHECCbnPPCfa49CeK+33E5HNKpA269SeW64FLMuzx6itWGi3z+PheWCQrd0P7Xmjsw8Gg9DpdFLq5/bYr9Xa3l7qXqOT33vMWiet7cHuvdf2Vq+0ZWfuL/cplUq96/v3yx6FUz2m7KjU6AG0K4ryoqqqrz6C7/lYGNlf9s5rAdh1s7D3uLKyskuFgsPp2rEQLppOp3MX8IQZAtUnuHjuzf60D+j/t7MjeP7u/u7N7FR1R0KJGRj/15butJkLF/G9juZemQdf1zrV9zJt5kTb+zntMTzI7reoP+izezO4+2Vbe8uh/D5tf+l++7D3+++3QGl7jXt/Zlmd1IBaZ8IeM/vP7I0xs9Y6RYKPtD2ue9ne47zXcXG/7vf397J7BRXa4Ed7brTlVO39rn32mEVqS4QsI97rWJj90pnezx4UMNwr+9ZarbYzB67tbfN92uqRNmNlsKQ9VkV5h1hDS/FXr9eFV/hB+0Fj4KU9J/c6t9os+kHPsTYAudf9y+3fzzlzJppgMW3VS2s8Po4i7ac9lFNVFOXrqqrupSK8CIDMy2/ggFT/vlar1XDhwgXUajV0d3fj5MmTAN65sba2tjA+Pi59RJZkqA7D2UQyJzESZc8yn89LNshZPEbuHAPY25d6UMkNeHdmwYV273Gx/MzjYckTeAdE834XTu37Pshiu9f2PvCPwt5PAPAo7X7nTDvvyWvADF57TbSZNGn6uChqjQETAzNt6e2DnN8HleB/XLufc7vXuWEGrnXGvIZ77znttd37twftv/aZuJ/dq9SvNY503e85ZeVKC7TjdvaCk7S9UR7T/YLb+5m29K099r29Uv7tQQ7sXs74XqYt7+99nTiC93MMe0FS+2UPm6me4A+KoryhqurPqKr61w+5zU+METXZ0NCwq7bPDOfatWtCuk50oMfjQSqVwtLSElZWVmQEZXNzc1dZkDcnbxxtGYpltvdyoA9j2gdam6U+rCPbr31+lA71w2Z7S8Hac0iHei+ELW1vgLR3cd6bhe79/EfBHhQEcZF/1IHY+zFtqfZexgD2XlncvZ6dvfcD8GDHd7990oLpPsh50t437/XZvZUyrb3f9WFvm2U/7WGdqvaI9p+a4mNuRBR6vV6Ew+FdiEcSol+/fh0ul0seapvNJpEh5bAIEdc+SIxAtYTUvAHfT8S8n6Ytrx3YT97ulTFo7V4L0YOulfZv72cB1pbyPor20wwUPoiDIvBob1Vp72tcI4DdQQV7sj/pa/bjft/e86IlCdHa/c6hqqpCW7mf9rAi4l5FUX5dUZTTAO6NBjiw+9rIyAhu374trDyjo6NIJpPI5XIYHx/H/Py8kM8TIj89PY18Po9XX30Vc3NzMiSu7YkCOzdMNpvd9fuBHdhPww7uvQ9uDzp3e0vxfP/eMar7bYvO9172MA71p3W9WYre+/0ca7qXfRjLv/87gMcBfBVAp6IoUwCm7/6bUVX15Yfc/sfOKpWKcK+SPpA9yKWlJYyNjaG1tVUkvzgEzz4JEZeklAPufxMTBPUwD8jvfeBPHtiB7djH2an+NEvC7wfE9iCjE/ooVxG0dr9jvx9g8L1K6R/UHsqpqqr6Z9rfFUXpxE6f9TEAPw/gfTtVRVH+E4CfBRBTVfX43df+HYB/hh3Vm2UAX1VVNX33b78N4L8GUAPwP6iq+vrDHMtPyubm5rC6uorHH39clCOmp6dx+/ZtOJ1OzM/PCy8nZ0jJtMNs9UHowr0ln4d94H/4UJ8+sAP7eNtHOWB4VE7lw2bvNe+837avIzWqqq4BWAPw2gf4+F8B+GMAX9e89gMAv62qalVRlN8H8NsA/hdFUYYB/AqAY9jhF35TUZTDqqo+OuTNPhm5TglSMpvNuHPnDiYmJmAwGDAzMyOIS626g1Y+6SdpJ+/+P/ET/+YDO7ADO7CPnj2KOdUPZKqqXlYUpXfPa29ofr0G4Jfu/vxzAP5eVdUygICiKEsAzgEY+Qns6kMZlRIymYyMKASDQWSzWVGkoUrK3tGT91NqehDc/oPYf7j7//MPfNeBHdiBHdiBAQ8PVPpJ2m/gnQzYh3fk5YCd7Nj3E9+jH9MmJiYQCASwuLgoun5E3zU1NQmVH3lBtQ70/c5ePcoxmQM7sAM7sAN7sH1oMtUHmaIovwugCuBvP8BnfxPAbwJAd3f3Pu/Zj2fr6+viGO/cuYNAIIC1tTUkEgnRVOQMqRbFpuWxPLADO7ADO7APr33onaqiKL+OHQDT59R3UrUwgC7N2zrvvvYuuwum+jMAOHv27E8VVWCxWLC4uIi5uTnE43Hk83mRaqO00r04cIGPNiDiwA7swA7sk2If6vKvoigvAPhXAP65qqoFzZ++C+BXFEUxKorSB+AQgBs/jX38cYzUYByXyefzkoFS4HkvvdeBHdiBHdiBfXTsQ5OpKorydwCeA9CiKMoagH+DHbSvEcAP7jqfa6qq/reqqk4rivINADPYKQv/y48C8ndhYQEzMzNYW1vD1tYWrFYrTCYTisXiu7g6Pyx2oDJ/YAd2YAf2/u1D41TVu3Jxe+w/PuD9/xbAv310e7R/pqoq4vE4YrEYZmdnkc/nUSwWhWLwXtyrHxb70MOpD+zADuzAPkT2oXGqH2dbXl7G9evX8b3vfQ/BYFC0THO53COhydpPe/ru/wfO9cAO7MAO7L3twKk+YpuamsI//MM/YHR0FIuLiyiXy8hms6jVah8JNpP/4+7/B3OqB3ZgB3Zg720HTvUR2dbWFpLJJP71v/7XCAQCIrXGedMDMNKBHdiBHdjHzw6c6iOwzc1NvPnmm3jttddw48YN1Ot15PP5hya3P7ADO7ADO7APtx041X2y8fFxrK+vY3t7G6OjoxgbG8OdO3eQTCY/McTVB3ZgB3Zgn3Q7cKof0Px+PyKRCObm/n/23jy2riy/7/zct+/7Ix/3nRQpUqI2qrR1qVRdm7u6G+7YnQ7SwdgZoG3EAcZBBpN0ZoIZTBBgDM9kEsOwgTbiZALH0zFiY5xUd6dcVa52dVV3qVSLVFopUQvFnY/bW/kWvnfnD+qcuo98pCiKEiXV+QAEyfveu+/cc88939/vd37nnGskk0neeecdbt26RSqVolgskkwmH/tm4AqFQqHYXZSoboN8Ps/58+f5+c9/zvvvv08ikZArJOVyud0u3o7y27tdAIVCoXiKUKK6RSYnJ/nRj37EjRs3GBkZ4aOPPmJ2dlZuFP6sorZ8UygUiq3zpRZVsfDC7Owss7OzzM3NMTw8zIULF7h69So3b95kcXFxt4u5q7x477farFyxFrHEpspkfzKwWCyUy+UNkyHvty2kyWTatURK0ZZMJtMTuxDOVtG+TA+EpmlfnovdId6991vNU1XsFrvZ2W8VTdPQNG3XymkymbBYLHK63to1xG02GzabjWKxSD6fx2RaXfZdlNdsNlfs3byWrezlvJUyintpt9vlNpeapmEymdB1HZPJtGFSp7EdGD+zXSPCYBR+ouv64Ye6OGM5d+pECsWjRHRau/G9AtERPQ2I+nrYMm9U55vdi52sJ7PZjN1u37HzrWUnyioEzWazyf2RdwKz2YzJZFpXB2azGYvFgsXyRaDRarVitVplOfx+P2azGU3TsFgsWK1WdF2vKONaMVp7T43/b0VQHQ7Hhq+ZTCasVis2mw2Px0MgEMDhcMjrM5lM2Gw2rFZrxWccDkfVtqZpmqwHcW7jZ++HOOdO3i/Blyr8e+jQIT7++OMH/lw2m+X27du89dZbfPLJJ+i6zvXr1xkdHWV+fv6pD1fsBsLKrPawVrOKHQ6HtGx3ms0sWmM5dtoLEdcpOnZN0yiVSlIMH6ZdCVHVdR2LxbKtehOeRbXPbuQpmEwmPB4PhUJhR5L2NE3D6XTKTHqz2Vx1a8TtIEToQbP017YX0fnrun7fHIv7eU8CIRYrKyvSiwSkNyzEwGg8WSwW8vk8NpsNp9NJLpejWCxit9txu93y/YVCAZPJVHHdTqcTt9vN3NycbJNms1kuo7qVdqTruhQri8Uit7GEVU9ZtHMhoGsNGuG1GgVPeN+FQgGr1UqhUEDTNNxuN6VSqaJu1j6fRu9bPAvGvsVsNuP1end8iO9LJarbxeVysXfvXvbu3SsXw3c4HDgcDhKJBB999BF37tzhzTff5MKFC0xMTFAul5XYboKwLtcuiCGs67UPbygUolgsyocekJa36CSM53G5XCwvL2+p891OB20cTxRlFmG3rXxWdFzGa4EvOgIxPiaOi07TuFa00eMQHYamadIbER1ye3s7N2/epFAoyPLZ7XY8Hg+JREKOw4mOdCNhsNlssqM0irYRi8WC1+sllUqRz+fl8QetY2OHKsRZ0zS8Xi/Ly8syhCnuebUQsdE4MRoBopwej4fl5eUNw8vVjAqz2YzT6aRQKMh7YbVaZV+wFqNhI+r4fiFJ4V0ahcAY9rTZbOuuu1wus7KyIg3VfD4vyyXazsrKimwTVquVlZUVisUimqZhtVrxer3k83mSySS6ruNwOOS1a5qGw+EgnU5vWHZRX6JOjIjyOhwOotEoJpOJaDTKysqKbL9Wq1WGrcXzIcogzi3uo8/nI51OS4FeWVmR1yjaqBDufD5fUf/iftjtdvx+vxLV3cbtdkurDyAcDvPaa68BcPz4cc6fP89f/MVfEI/HmZubY2Vlhenp6WdyNSVjp/ogSStGC1V4HuKYGGsRr1ksFsxmM263G6vVytLSUkWHLqxXIW6iEzKbzVIExGvCei4WixWdkngYjZ6z8CjWXqPxdSEusNpJu91uksmk/JwohyifsZ5gteMpl8tYLBZyuZwsu8ViIRQKMT8/D6xa8CIMJix1m80mX7Pb7XL5S4vFQiAQoFwuk8vlMJlM+P1+6uvrGR8fr7gH4hzGTlx0WqJcxo60paWFyclJWU7R2RWLRXnMarVKL8n4XRuNl1XzfsQ5xL0y1pvT6cRms5FKpXA6nWQyGdkpG++f0dsRIibKIDp8Y3h1rbcNyDoXEQTRpvL5fEVd2Ww2aeCJ+hJi4XK5pAFg9ACFEKw1YFwuF8FgkJaWFpLJJAsLC2SzWbLZL7aTFoIorstqta4THJPJRCKRkG2wWCxSLBapqamhXC4zMzNTEa4V97O1tZXR0VEKhQJ2u52VlRUKhYJs3+Ke53K5df2Z0WgwmUwV46aivu12O42NjWSzWXw+H4lEoqLdZjIZEokEKysrWK3Wintk7FtE+xL3RQhwuVwmlUpJr1d8r9PppFgsrjMMH8UUSCWqO8j+/fvp7+/n+vXrXLhwgdnZWZxOJ/v37+fKlSvk8/mKDv1p4DcMf2uahsvlklaxuA6jJ2AM8axtsOLBF2IiOnPRIYsOYWFhQT4k0WiUUqlEOBzG4XBw8+ZN+RCtrKxIr0zTNDweD7lcTv5vNptlp1pXV4eu66RSKXK5HMvLy9jtdnw+H4VCgWw2K8ssHn7j36JjFF6xEGNjhyvCnsViEY/HQ7lcJhAIsLCwQCqVkh0NrHZAaztt0SnZ7Xa+/e1v88477zAzMyPFUZRP3AdRv8JzKZVK2Gw2gsEgxWJRdobBYJCGhgZyuRzz8/MUi0XZ+Vmt1nUhO6DCQxH3rqamhlKpxPLysrweo1CKOiiVSmQymYqOXng6+XxeekxWqxWfz0c2m5VGgTiPzWYjHA6TSCRobW1lbGyMVCrFt771LT766CPm5+cxm83yHoly5HI5OdZo9L7Fef1+P6VSSd5HIRzCkFhrsAF4vV4KhYJs7+J94nrL5bIUoebmZsbHx+U1ulwuXC6XFFCLxUI2m5VtUxgCwohxuVy8+uqr6LrOlStXZAhXeGzCwxaGRDKZxGKx4Pf7WVlZIZvN4vf7WVpaQtd1PB6PFMxyuUxLS4vczKNcLrO0tITJZMLlcklx9nq9LC0tyTYKq87E4cOH+eijj2SIWRiL4pkX96FUKuFyuQAoFovyuMVioaWlhVAoRDQaRdd13G43ZrOZQCDAvn37uHz5MgCJRAK3243H40HX9YpQtWhLItIFq0N04XCY5uZmPvzwQzKZDJqmyedNtAMh1CIsHgqFmJ6efoAe8f4oUd1hzGYzr776Knfv3qWrq4v5+XlcLhcejwen0ykt2pmZGRl6eRQZ2FartcLKF53bWq/gft9/fc17XS4X2WwWp9MpxTGVSsnvFFahGF8SnbRo1KLDFA+s2WwmlUrJh7OhoYF0Ok2pVCIUCuH3+6VVm0wmgS8sXuGleL1eyuWy9G6EWInOMp/PU1dXR6FQkKF7p9PJ3r176erq4t1336VcLhOJRFhaWiKbzeJyuWRnJkJNIlQoDAPxwOZyOdlx+nw+UqkUgUCAVCpFTU0NS0tLeDwe6uvrgS+mcmmaRjablXVhs9nQNI1oNMr+/fuZnZ3F4/Fw69Yt7HY7fX19nDt3Dl3XiUQijI+PV4RrhcgFAgHS6TQ+nw+n00k6naajo4OhoSGmp6e5ePEiNpuNrq4u2fnMzMzg8XgIBoNyNyWfzyfr0ejlCTEOBtPFygUAACAASURBVIPk83kp7sJIcblcTE1NyXoSnqDwfPP5PJlMBr/fTzAYxGq1ypXIhKFUX1+P2+3GbrfT1tZGqVQil8uxZ88ePvvsM4LBIE6nU9ZnOp2uGDYQhprdbpcek9VqpaGhgXg8Lr0WY8RCfE78Lzwom80m21gikagYy3M6naRSKWkcimVJvV6vLEMmk8HpdFJfX0+xWGRycpJAIEBDQwMjIyMUi0VyuZw0ENPpNG63m8XFRdnWvV5vxX0Q4UthSInkn6tXr8pr83q9uN1u/H4/4+PjOBwOPB4PDodDGsLXr1/HbrcTiURIp9MsLi7icDhwu90VbT0YDPLSSy/x2WefyfsvPGbx7AvEMTHuGY1GpWHY0dHBK6+8wjvvvEO5XMbn8+H3+zl48CCxWIzr168TDAYpFAo0NzdLo1gYQJlMhlKpRCAQoK6uDrfbzfT0NNevXyeXy0njTAioMI6EQeJyuaSR7PF4KqKOO4US1UdAT08PJ0+eZHR0FE3TGBgY4Pd+7/ekdRyJRPB6vdy6datiCzjRCNamw1ej2jiQ0TNwOp3yQbfZbORyuQoPURwzJhSYzWbpuWUyGQBev3fuN0BmEYqOsrm5mWw2W2GVGx960YGKMojXRchPXK/wWIUVLixQi8VCbW0tqVSKTCZDJpORVq3oBL1erwxjige3XC7T1NRENpslnU5jNpvp7OzE5/ORy+VobW3F4/HQ0NDAwsKCHFsU1yV+HA6H9JBFmUX9ifcC8r2iszKO7SwuLkoP9siRI3z22WfyXhlDfw6Hg+bmZgqFAoFAAJfLRWdnJ/Pz8wQCAYrFItFolFgsJjsI7t0T4THbbDbsdjutra0sLi7i8/lobGzkO9/5DqdOneLKlSu89dZbjI2NybC6z+ejr6+Pn/zkJzQ2NtLb24uu68zNzRGJRFhcXJTCOTs7Szwex+/34/V6sdvt8t4CBINBvvrVrxIKhZibm5NeVKFQwGaz0dTUhNPpZGpqCoDm5uaKsKLw2IQHEQqFuHv3rkwGFPfJbDbT0dFBXV0d165dkxEMl8uF3+9nZmZGeoZibFAYX8KDEh6cw+GgUCjgcrkqNr0Q1+Xz+aTn39zcTC6X4+LFixSLRZncY7fbicViLC4uVnihKysr+P1++UwIURZlCQaDcozY5XIRDoeZm5tjZmaGWCxGXV0d6XSadDotBVF4iZFIhGQyKQ2WdDpNOBymo6MDn88HQDQaZXx8nHA4LJ/1wcFBPB4P8/PzJJNJlpaWCIVCHD9+nJs3bzI9Pc3Q0BA/+tGPpLEoIj21tbXU19ezuLgojWUx/urz+SiVSrjdbiYnJ/F6vUQiEXK5HF6vl2g0SjgcpqmpST4j5XKZ1tZWTp48ya/8yq/w9ttvE4lE5L0JBoMAcozY6XTicDgYHR3F5/MRi8VwuVwEAgGmpqZwu93U1tYSDAaJx+PS4AiHw3g8HtmuhDfr9/tV+PdpIRwOU19fTywWw2QyMTQ0xIULF7h48SI+n4/jx4/z/vvvk81mSSaTJJPJdVl9m03iBqQVLkIwoqMX3orIbBShK7GovxCwYDDI9PQ0dru9IlGltbWVpaUlxsbGAPgf7wn+W3Y7LpeLo0ePcuXKFVKpFHV1dSwuLuJ0OpmeniYYDMpOX4wHinHQYrGIz+fD4XBIgbTb7TKrV7xXWKsAx44d47XXXmNsbIy5uTnOnj1LTU2N9FIKhQKNjY20tbXh9Xq5dOkSk5OTFQ+U8HwPHDhAQ0MDFouFgwcPyjDc6OgomUyGQqFAX18fly5dwu12V4QenU4nV69erQgf2Ww2OQak6zrhcFjuRmScBiAiFKJD7O3tJZfLcfv2bVKplBTDpqYmzGYziUSCuro6KRBHjhyRY64rKys0NzcTj8elZxYKhbDb7SQSCYLBoPQ2vV4vCwsLdHV10dHRQTgcpru7m9HRUTo6Okin0zidTmlECW9Z3OOxsTGmpqZkCFEIg81mo7e3l9HRUcxms0yI0XWd2tpavvGNbzA+Pk4sFpNGWDKZpLGxkVdeeYXJyUnsdjuTk5Ps27dPhmJnZ2dZXl6WhqDL5ZKikM1mKZVK+P1+nE4ndXV1tLS0YDabZRSora2NwcFBuSuUzWZjdnZWiipAQ0ODDDdGo1EOHDjAhx9+SD6fp6amhnQ6Lcfshafe1taG2WxmcXGR5uZmbt68KQ1Wn8/Hiy++yOeff05DQwPf//73+eM//mOuXbsmhxoOHTrE+fPnsVgsdHR08OGHH6JpGoFAgGAwSFtbmxTxmpoa7t69SygUIhaL4Xa7uXHjBk6nk0AgINtfX18f/+gf/SN+93d/l+HhYSk4DQ0NxGIxGa0RdS/yCZxOJ5cuXaKuro6lpSUp8GJsMRgMous6LS0tBINBFhYWGBgYYHl5GbPZzPLysiy7MEKF197b2yvH3kulEn19fTgcDmZmZvjqV79KfX09t27dwu12k8vl5PXV1tby+uuvEwgEKJVKdHV1EQwGuXv3LhaLRQ5XtLS04PF4OHDgAGfPnsXhcGC325mdnSUajdLf34/L5WLfvn0MDw9LY9rj8RAKhejq6iKRSNDe3o7b7aarq0v2jWfPnt3R/l+J6iPAbDYzNDTERx99BMCFCxeIRCL09/fz1a9+lQMHDjAwMEB7ezvvvPMOw8PD0vMyJpgIz0h4k0bvVYioGKcR3pSwzs1mM/X19QSDQW7fvk0ul5MWYm1trfQMhEC4XC4KhQJ1dXWYzWampqZWH2KTifK9MZJIJEIgEKCmpgaLxUImk5Fh0kAgQGdnJ8FgEJ/Px+eff47JZOLo0aNcvnyZ6elpDh8+TDKZxGQyMTw8TE9Pj0zqECEvWA0jWq1WTp48SXd3N9lsFqvVypEjR2SH5ff7ZYfudrsZHBzEarVy7NgxfvzjH8txUo/Hg8fjkd7UsWPH6OrqYmJiAq/XSyAQIJ/Py/97e3vx+Xw0NDRw5coVIpEIZrOZsbExksmkLKMIKwkv5ciRI8TjcWkQiLmCTU1NFAoF2traqK+vJx6PMz4+TigUwmazkclkaGpqwu/3Y7VaaWpqoqWlRd5jTdNoaGhgZWVFhujgi7Eql8slw3WxWIz+/n5MJhPz8/MyciHCpLW1tbS2tlJTU0NtbS09PT14PB5MJhNnz56V1rzdbieZTEpDK5FIyHE7n89HXV2d9EJF4pAIG9psNq5fvy4TbpaXl/H7/bS1tUkDQLTvl19+mWQyyY0bN6SnKCIhHo+HcDjMc889RyaTYXFxkUAgwJEjR5idnZXeeUdHh/zehoYGdF0nFovR3NxMIpFgdHRU5jGIEKXIIrZarfL+19bWSoNWvF94Nvl8nlAoJA0xv9+P2+2WiUnNzc10dHRQW1uLy+XC6/WSTCZlwlV7ezuBQIBf//Vfx+v1MjIyUjHNZc+ePQAMDAzw8ccfSw+5s7OT5eVlmVVcW1srcwFqa2txu900NTVRX19PMplkYGCAl19+mX/37/6dHEq5c+eO9IZFJKCuro5IJCKfUWHQLy8vyzoKh8MyipNKpUin04yNjUnP3u/34/F4ZBt8/vnnmZ+fl0MSTU1N1NbW4nA4pMeaz+cplUosLCxw8OBB2ccIQ0f0dSJMf+bMGS5evMjdu3dpbGzkhRdeYHZ2lqmpKV555RXeeOMNYDXK09raSj6fZ2lpSQ5/RCIR5ubmCIfD1NbW0tLSwtGjR7l48aIMy4shmZ1Eieojora2lpdeeom33npLWr2dnZ10d3cTDod5/vnnOXjwID09PfzRH/0RxWKRcDjM4uIi169fl+niooMRq6EsLCwASGvZYrEQDodlgo84VldXx3PPPcf4+LgUKWMWn7A6hfUbDocpFov09/fzySefEAgE0HWdgK6jAfXRKE1NTZw6dYqjR4/y3nvvMTs7i91ul1ah0+kkGo2yuLiIyWSit7eXr3zlK6TTaWkQ2Gw2Tp48ia7r9PX1MTIygsPhYH5+nkKhQCgUore3F6fTSTgcZmZmBrvdTk9PDz09PVitVq5evUpbWxtNTU243W68Xi8ej4fW1lZ8Ph9LS0tSJIQnI5InzGYztbW1TExMyId1YGCA4eFhrFYrLS0tNDU1YbFYmJ2dZWVlhWAwSG1tLclkkmKxiMvlkmOfIvnM4XAQCASwWq1kMhkZ7opEIrz66qvy/tXW1pLJZBgdHcXpdOJ0OrHb7dLTFRmjAB0dHXz88cf09vbicDiYnJwkFosxPz8vMyddLpcUhH379nHq1CnOnTuH3+9nYmKCI0eOVGR5DgwMyGzVvr4+NE3jwoULslMT403CuxFjuTabTY4v1tbWcuPGDRmmE52i8DJFwpkQr5aWFr797W9z69YtIpGInFIxODjIyMgImUyGgYEBJicnZebn0aNHqamp4eOPPyaVStHS0sKZM2c4deoUmqbxwQcfUFdXR0NDA1evXiUQCBCNRuWiAt/+9rdJJpP85Cc/kZ59MBiUIf2GhoaKcfvW1lba2toYHh5mcnKS5eVlKTTinuzfv5/3338fm80mZwHEYjFyuZycntHU1MTk5CQul4tEIsHMzAwmk4lTp05x/Phx/vRP/xSbzcbevXuxWq1MTU1Jr+lv/+2/zXe/+11GR0cZHh6Wou5yuWQYc3x8vGKhiVgsxsmTJ9E0jSNHjsi+olwuMz4+TjqdJpVK4ff70TSN2tpaIpGIFOXFxUUGBwfp6upiYWFBZgzX1NQwMjIin+VAIMDevXv5m7/5G0KhEAsLC7S0tJDNZqVxUV9fz8svv8ylS5c4cuQICwsL2Gw2Ojo6WFlZYW5ujlwuR0dHBy+88AJXr15lenpa5lYIo9/r9RIOhxkYGJAJV7FYTNZFLBajtbUVt9tNc3Mze/fuZXJyUjoXNTU1aJrGxYsXZUhf5IE0NjYyNDTE7//+78t7ttMoUX2EiOzVZDLJ17/+dZaXl6mrq5Ovi4fm9OnTjI+PyxCF6MxFpxaLxQgGgwQCAT766CNSqZR80PL5vLSaRaMT414NDQ2YTCbpYd25c0c+IF6vl4mJCaLRKGazmdbWVlwuF7/6q7+Kx+NhcnJytYEWCujAb/3WbzE5OUkoFMLtdvPJJ5/g8/nk+OTKygptbW1yrE/XdV544QUaGhoYGhqS4atSqURnZ6ecJiLC3x0dHTJJQTxEIqxlXDmmr6+PK1euYDabCYVCeDweYNXDF5Z8Y2MjiUSCnp4ebt68icVi4dixY0xPT9Pe3i7rcnh4mLt37+Lz+aivr5ehPqfTSVdXF1NTU4yPj1Mqlejv72d5eVmG0wKBgBRa0bEIK7unp4e2tjZaWlro7OzE7/ezb98+fvazn8msXLFYgIhCzM3NVSRyweoYpRCKUChEfX09Y2Nj+P1+mZAi6igSifDd736XhoYGmpub5fizuF6BCJVGo1FaWlqIx+N0d3fz4Ycfytfz+bwMBc/OztLY2EhXVxc1NTXA6t7BjY2N2Gw2otGoDOHX1NQwOjoqjTQRHYlEIrzwwgs0NTVx584dABYWFohGo4yMjFBXV8fhw4dJpVJks1kSiQS/+Zu/ia7r9Pf38/nnn+Pz+Th16hSwGm0QHeWBAwfIZrNMTExgMplke4jH45TLZRn+7+/v5/DhwxSLRRYXFzlz5gzDw8NkMhnOnTtHfX09uVyOoaEhPvzwQ5kjIAyNWCwmvXMRmm5oaKC/v5/R0VH53aJTF2PqIgx+4MABme8gDFkxvaSrq4u9e/fKsdCWlhZZT06nUwq/MLbEkoPCULbb7Zw+fVqOyTqdTtra2kilUszMzNDU1EQqlZIhU5HDceTIEe7evcvQ0BB+v18mAsGq8ZVOp6mtrZWZsk6nUw7vvPLKK5w+fZrf+Z3fweFw0NbWxle+8hWuX79OR0cHuVyOCxcuMD8/z507d2QEpLOzk76+Pmpra6mpqZFZ97dv3yadTstra25ultfc1NQEQE1NDfF4nObmZu7evYvT6SSRSDAyMkJzc7M8v/DOXS4X169fp1QqUV9fz9DQEHv27MHhcHDy5EnOnj37SNZ2f2JEVdO0P2Y1L2ZW1/X+e8dCwH8CWoE7wLd1XV/UVges/g3wS0AW+DVd1z/djXLfj+eee27D16xWK42NjTIJpa2tjWvXrslwjRCenp4eufhBJBIhGAzKDFOv10tPTw/Nzc34fD7eeecdcrmc7PTa2tq4c+cONTU1hEIhJiYmePnllxkeHub69etywrdIYYcvVk+x2WxQLBINh/nmN7/JX/3VX0nvORAIkMvliEaj8mH/1re+xczMDO+9954MR4ksvkAgwMrKigwx+f1+wuEwY2NjFVNeMpmMHHsVoShjZqEYU1k7NUlk/y4vL8tQtLByxdifOJfL5eLUqVOMjY1x7do1GU70er1YLBY57SYQCDA6OsrevXvp7++nq6uLzz//nLGxMZm9KsYmdV0nGo3KMT+v1ys9RBEpgNUIRldXF0eOHGFyclJa0MPDw4RCIfbt21cxJ7OtrY2GhgbMZjN3797FarVy6tQpBgcH+eEPf8js7Cx1dXUcPXqUhoYGAoEAgUBgwzZnNps5cOCAnD+raRrf+ta32LdvH6lUCpvNxo0bN7h+/TqBQIDm5mZefPFFotGo7OhPnTolp7OIlX+6u7ux2+3cvn1bfg8gsz9FiL5YLLK0tCSnHsGqkHd3d7OwsIDP5yMSicg2JabTANLYEGNlYlhA1Gtrayutra1MTU3h9/uJx+Nks1lqamqIRCIyxL5//356e3sZGxuT0YlQKITJZJL3u7m5mXA4TKlUore3l76+PvL5PN3d3SwvL3PgwAG6u7tpamoiEAjIZJhjx45hMpm4du2afIZENAWQnn1fXx9Wq5VIJEJzczPt7e3yHonrBHj99ddlOF9kDO/du5ezZ8/idrspl8sywxe+yGK22Wz09fUxNzdHa2srExMT0ogVeL1evF4vn3/+OQMDAxWrLg0ODtLY2Eg8Hufu3bsAMgKzvLxMZ2cnx48flzMdxHSleDzO4uIi6XSafD4vE6qEMSISEY11cfHiRW7cuMHy8jKxWEy2HfEegH379lUYTfPz89hsNvbt20dHRwehUIiRkRHy+byMROi6zvHjx+X9evnll+V5z5w5U7GQyk7yxIgq8O+B3wf+g+HYPwXe0XX9/9A07Z/e+/+fAK8BXfd+jgJ/eO/3U4WmaRw4cIDBwUFu3bolxa2rq0tmwkYiEelBzc3NYTKZ5ENkHKB3OBw8//zznD17VlqvYhxsYGCAUqmEz+fj4MGD0rr3+/0EAgFpTXu9XjktIRaL0dnZyWeHD/PSSy/J7ERYFaajR1er22azce7cOerq6qQVHovF5GouoiyvvfYaH3/8sexIxdjt3r17icViXLx4EafTSX9/P2NjYxXzC0VCTTQapa6uTnpsxoUUSqWSnOLicDg4cuQId+7ckdMxhKgaH9h9+/aRSCS4e/euTBJrb2/H6XRy+PBhGUobGBjg0KFDHDp0iDfeeIOf/vSnJBIJBgYG0DSNeDyOxWKhpqaGAwcO4Ha72bNnDx6Ph1OnTsnOTyA6+fr6ej799FOamppkwkhjYyP5fJ6uri5aW1uJRqPU19fLhC9j1rcYt6+rq6Ojo0N23Pfj+PHjnDt3TtaJSN4C+PzzzwkGg2iaRltbmxz3EuOyoVCIEydO8Mknn1Aulzl48CCffvopgUCA559/nng8zu3bt6Uhkc/nZbsS7UWM44lOLRwOMz8/T11dHc8//7z8LqDimowRi8HBQaampuTrIrPV5XIxPDwMrCYmTU9P4/P5pFCJHATjyj/t7e2yHf7BH/yBNPi6urqIx+OEQiH2799PuVzmrbfeYnp6mt7eXtlmRBj1s88+k+HykydP8sMf/pCJiQlpcMBqSF/TNG7cuEFvby92u72iHYsyCTo7O+nv7+fatWtyTNpqtcoxQyEWxrmi8IWRCV8kNb744ovSqwbo7u6WxtTBgwdxOp3Mz8/T2dkph3GEiIk6fuGFF7h9+7YcAqmvr2dqaop4PM6tW7col8sUi0WCwSCvv/46drudeDwOQCQSYXZ2dt2KUmLc/eDBg2iaRjKZlN6pQJTZ7Xbzta99jR/96EcyaVAYNiMjI6TTabxeL/39/djtdq5du0YqlaqI1qyt453miRFVXdff0zStdc3hbwKn7/39/wA/ZVVUvwn8B311oO5DTdMCmqbV6bo+9XhKu7OIhAuAdDotrd3u7m6+853vcOvWLc6dOyfHrQKBAL/6q79Kf38/n376KRMTEzIzbu/evVy4cAGHw0FjYyOdnZ3oui7HMUUiTXd3N/X19djtdrq6uohGo0xPT+N0OllZWaGuro7jx48T3LMHmpowGSxcsTC2cU5fY2OjDF8apyQYFw+A1U6yvb1dWqzz8/Ny2kwoFJKp+cYOFOD555+Xf/f19ckpAaJTFRmf4ruOHTvGsWPHADh37hxzc3MV5QBkCOrmzZsyKceY3ev1ejl06JA0IGDVwp2cnGRmZoa6ujomJydZWlqSi1LEYjFpBADSazSKant7O8vLy3JaRkdHh/QGYNWzFckrra2t6+rgF7/4hfSUhVF24sSJdZ3zRggjqpqh0dnZicfjYWFhgVAoRE1NDTU1NfJ6hGFljKbAF53UL/3SL1EoFFhYWOCNN95gYmKChoYGeX6RoQ6rAg6r4U4x1i++RyBC7cZFHUQdGetG0NXVJe9BoVCQCwqIbHRxTmM7EONyAL29vXLak66vrjnrdrtlp7xnzx4ZjRDLkYrFPhYXF+Uc26GhIVKpFG+//TYej4doNCqvVWTct7a2yjHXtdcsENPTAClGYt5mY2MjLper4vPGhMdoNEokEpGfd7lc1NTUsLCwIBPYfvmXf1m2Q4Df+I3V5V5mZ2cBOH36NB6Ph4GBARYWFqTH29jYKMtqt9uZmZnhypUrANLjFWPuYtqK0+mUQ0BGcrmczAoul8t885vflO1AtGlj2xbXWFdXR19fH42NjRXnFH+L/ggqvX/BoUOHvpTzVGsNQjkN1N77uwEYM7xv/N6xp1JUjQwNDcmQnhh/EFltly5doru7m0gkwnPPPUdHRwcXLlyQXiisdrzGsZaWlhYGBwcBGBkZkd9jXLs4Ho9z4MABampqZFhPZKIevnkTbt7E/Prr8rOiodrtdg4dOlSxwIPwpHRdr9hZQ2QBikQtQSgUAla9t1gsJpdjE9md1di3bx/nz58nkUhUdNgtLS2MjY2te1CMS+EZOyxhbYspRyL5QwigmF9pRIzx7N+/n76+PqampmSCVX19PX6/n2984xv81//6Xys+JxK30uk0DQ0NOBwOfvrTn3LkyBFOnTpFU1OTrLP7LX4v7tWFCxfwer3SY34Q1q5na7y+9vZ2ubLNSy+9JL0p8Tes1vXs7Kz0Ni0WC1//+tfleZqbm/nggw/kvEqBmH4j6O3tlQlHG3Hy5Elg851xBJqmyWdBeKGXL1+uEB6jp7r2+o2e48zMjAxJCkTSTSwWY2JiQi5aIYyKQqEgz3fmzBnZloxLI4pr7ejokFN41nLkyBFpuAhRFPOuU6kUtbW1VYVCfPetW7eoqamhUChw8+ZN3G43DoeDgYEBZmZmcLvdFfPD1yKOicxju90uv+/FF1+kq6sLWDXCRCLX8ePHMZvNvPXWWwByqpj4rlgsxtTUVIUALi4ukkgkaG5u5qWXXlp3b0T9Ge+RKI+YCiX6nbq6OqampmQfYjabZd1W80wfReYvPPmiKtF1Xde2sR+qpmnfA74Hqw/608DrBgEDOHjwIN3d3Rw+fJg333xTjidYLJYKCxhWO++BgQFpaVaz8GDVavza174mw809PT3cuHGjYlUbh8MBf/iHAJi/+c2K8xw7dkwmZohFAoxzZIGKJfA0TZOeYzXEgyAWZwgGgzJJxOilwmpYr7W1taIz6O7ulqu+rH0AA4GAXPd2bR2YTCbi8bicIrO8vMzy8jLvvfcepVJpXUjVarXy6quvyoU0GhsbaWxs5NSpU/zsZz+T7xsaGlo3ZtPZ2Sn/LpfLhMNhent7MZlMFWNq90MkhkxOTtLT01PVY7sfnZ2d0shaW1/wxYpcxsxh498nT56kWCxy4sQJhoeHqy5W0tTURDqdrvDSxRSobDbL888/v84zrcaDGgxree6558jn89IDFQZbf3+/NHKMWCwWIpGIDMkbkwvF1B0x9WdyclK2U4Goz7UeKKxGR2ZmZgDktLZq1yeEPJPJSKER83tdLpc0RtbusCOeObEE4MGDB+ViKKKdbKXOxTN848YNTCYT4XBYrpxmvK7e3l6KxSKjo6P89V//9Tqv2eFwyL5J1I1RVIV3GwgEqhoJwvhbu/3fkSNHmJubq7iWw4cPywSmteV8lOHetTzpojojwrqaptUBs/eOTwDGoHvjvWPr0HX9B8APAA4fPvzUblIukjnefXd123DRcKxWq8zAFIg5eLB+8XpBIBCgu7sbgLa2Nrq7u7l16xZLS0uEw2E59UQgHmwRZo1EIhVlM4rqnj175PzOB+0QxXxbEZ4UU06MuFwuTpw4wY0bNyqOic+vpa2tjStXrlQsriHqRiwwLupEdFLCQjd61QJjmFlgHAcEKuquGiaTiePHj2/6nvt9XmTDbofe3l4pqtXu0ZkzZzbdTSUUCvG3/tbfAuDv/t2/W9W7FlM9jAgxGhgY2FLnvhVqa2ur7hAjiEajlMvlClGF1XaxlhMnTsgIhdvtJpPJVCR+Ge/5Cy+8IEObgUAAu93O3NxcxXqzazl8+DCJRIL333+fkZGRis0kqhEKhWhpaeH555+nXC7zl3/5lzidTk6fPl21rVutVgYHB9F1fZ0x+iCIDGdd1+no6MBms9Ha2irD20Y6Oztxu90UCoWKaFi1drVWVHO5HA0NDRXCa0TkYKztA4LB4LpxUqh0nMTYPVDVG39UPOmi+l+A/w74P+79/kvD8X+oadoPWU1QSjyt4Yv9XwAAIABJREFU46kPgpjQLSYzwxcehWh0YvnBat6H8diJEye4ePEi09PTFRmDi4uLeL1eufqQQCQpFAqFdZ2hMdwmlrQzZvk9KMZtrjbqcIxJSWIlmc0QBsHaehFjaSaTieeee47333+/4nUxjaQaxk7DZrNx+vTpqvX+NFLNa9iInp6eqsdFaL/aeXdyX9yhoaH7vkeEBxOJxKbZ0aFQSBorIuHJ6IUbxyzFNJFvfOMbcqGOdDotDbxqbddkMhEMBqWRupGnKhAJWIKWlha5atdG7IRXZjab181cEMK6FpfLRUdHB+VyuUJUq41XrhXVfD6/6Sb0oi/Yzkb1drtdbgKx2XO80zwxoqpp2v/LalJSRNO0ceB/ZVVM/0zTtP8eGAW+fe/tP2Z1Os0Iq1Nqfv2xF3gXECIjxgLhCwtMdFZi2y3xQG8U/nU4HPj9fqanp+V7xFzBvr4+stmsDC0LxI4baxHhWr/fz6VLl4DV0F8sFpPe5INsGlCtE1uLeMi8Xi99fX33PefahCmB3+/nK1/5CuVyucLyPXr0qJxnuBlirVyx0IFic0SH/yg2m78fhw8f3tL7RAfs9Xq5e/duxX31eDxyCpbA2KaM2bKbiWU4HJZRkQeJ5rzwwguPZAOOnUAM/RSLRWKxWNVojdlsJpvNsrS0RKlUqsjar4ZYFWk7nmYkEsHn8+Hz+R7rs/nEiKqu639ng5derPJeHfitR1uiJxejFyEeSNEwxYLXYt9AIz6fr2I/WDHmJ84nGuCDIqxvWJ3qkMvlZCKDmKf2IJ6PWMR7bWajkQd9yNZOOTBiDBkdPnyYTCazZcvWOE6qWM8rr7xS0Q53U1QfFKfTuc4L7+3tJRQKVR0WWIvwjqt5lWLBffG+rSI84s0wbgv4uBkcHGRpaWnDcX6x4pgx/2Dt0ImRarkJ2+FB6vhheWJEVbE1Tp48WdEI14ZH2tvbqa+v5+zZs3L9VoHH4+HMmTPy/5aWFgqFwuaJLv/5Pz9Q+dbOL+vt7aW5uXnTB2ctR48exev18otf/GLDh2GzVPlqiPPc7+EyJqU867S3t8sVdB4Va+/Powj/Pk6EUG6VjbxjsbY3PHwi1lrOnDmza95sLBbbNLrT19dXMSZrMpmqDhMIjHOkt4NYUnGn63gzlKg+ZawdnHe73aRSqXXTV4xjPxvh9XrlpP8NMSQkbQeTyfTAoRexc8tmSRxijeCNEhyqlUNRiRhPfpyICMOjmB/4NPEoRXUr3uxuYbPZHuv45nPPPffYvXYlqk85Bw4cYHZ2tiIbF6C/v58LFy48fIblv//3q79/7dce7jwPgDAENkvi0DTtgUKvg4ODXL169aGsXsXDo2kax48frxh7/DJinA+tDL5Hh1jx6nGiRPUpx2KxVJ3EHAwGOX369MN/wS6K6v2mGzwIYnm9ahw+fFh1bI+RrYxHPusY29uT6lUqtofqSRRPBEbDQCS27KSobkZdXd1955UqFDvJ2vnSimcHdTcVTwSHDh2SSVTj4+Ncu3aNYrGoOhzFM4nyVJ9dVPhX8cQgOprp6Wm5KMVOrbqjUDxJVNveTPFsoERV8cRgnHt69OjRx5olqFA8TqrtLKN4NlCiqticH//4sX2V1Wrl4MGDrKysrFvNSaF4llCe6rOLElXF5lRZlvBRstkWYArFs0JNTQ2tra1omqayoZ8xlKgqNucP/mD19z/4B7tbDoXiGcJutzMwMLDbxVA8AlQwX7E5f/Znqz8KhUKhuC9KVBUKhUKh2CGUqCoUCoVCsUMoUVUoFAqFYodQoqpQKBQKxQ6hPam7yD8KNE1LAcO7XY6nkAgwt9uFeApR9bY9VL1tD1Vv26NH1/UH259yE75sU2qGdV2vvmuwYkM0TftY1duDo+pte6h62x6q3raHpmkf7+T5VPhXoVAoFIodQomqQqFQKBQ7xJdNVH+w2wV4SlH1tj1UvW0PVW/bQ9Xb9tjRevtSJSopFAqFQvEo+bJ5qgqFQqFQPDKUqCoUCoVCsUMoUVUoFAqFYodQoqpQKBQKxQ6hRFWhUCgUih1CiapCoVAoFDuEElWFQqFQKHYIJaoKhUKhUOwQSlQVCoVCodghlKgqFAqFQrFDKFFVKBQKhWKHUKKqUCgUCsUOoURVoVAoFIodQomqQqFQKBQ7hBJVhUKhUCh2CCWqCoVCoVDsEEpUFQqFQqHYIZSoKhQKhUKxQyhRVSgUCoVih1CiqlAoFArFDqFEVaFQKBSKHUKJqkKhUCgUO4QSVYVCoVAodgglqgqFQqFQ7BBKVBUKhUKh2CEsu12Ax0kkEtFbW1t3uxhPF8PDq797ena3HAqFQvEI+OSTT+Z0XY/u1Pm+VKLa2trKxx9/vNvFeLo4fXr1909/upulUCgUikeCpmmjO3k+Ff5VKBQKhWKH+FJ5qopt4HTudgkUCoXiqUGJqmJzfvKT3S6BQqFQPDWo8K9CoVAoFDuE8lQVm/Mv/sXq73/+z3e3HAqF4olgcXGRGzduoOs6HR0dRCKR3S7SE4XyVBWb8847qz8KhUIBjI2NEY/HicfjTE1N7XZxnjiUp6pQKBSKDcnlcoyMjFAulwGYmZkhGAySTqfRdX2XS/fkoURVoVAoFBsyNTXF7du3sdlsaJoGQH19vQwBKypRoqpQKBSKDVlZWQHgpZdewmT6YsTw5s2b0ntVfMETM6aqaVqTpmnvapp2RdO0y5qm/Q/3jv9vmqZNaJp2/t7PLxk+831N00Y0TRvWNO2V3Sv9M0w4vPqjUCi+lBSLRcxmc4WgAmiapjzVKjxJnuoK8I91Xf9U0zQv8ImmaW/de+3/1nX9/zS+WdO0PuA7wF6gHnhb07RuXddLj7XUzzp//ue7XQKFQrGLFItFrFbruuOapilPtQpPjKeq6/qUruuf3vs7BVwFGjb5yDeBH+q6ntd1/TYwAgw9+pIqFArFl4eNRNVkMilPtQpPjKga0TStFTgAnL136B9qmva5pml/rGla8N6xBmDM8LFxNhdhxXb4/vdXfxQKxTNPOp0mkUhU/ORyOSyW9UFNFf6tzpMU/gVA0zQP8OfAb+u6ntQ07Q+BfwHo937/X8Dff4DzfQ/4HkBzc/POF/hZ5xe/2O0SKBSKx8DS0hI/+9nPqr4Wi8XWHTOZTCr8W4UnSlQ1TbOyKqj/Udf1vwDQdX3G8PofAW/c+3cCaDJ8vPHesQp0Xf8B8AOAw4cPK7NKoVAoqpDL5QDo7+/H5XJVvBYIBNa9X3mq1XliRFVbnQD1b4Gruq7/K8PxOl3XxbIdvwxcuvf3fwH+VNO0f8VqolIX8NFjLLJCoVA8doSQiTmjO4WYOlNTU4Pb7b7v+5WoVueJEVXgBPD3gIuapp2/d+yfAX9H07RBVsO/d4DfANB1/bKmaX8GXGE1c/i3VOavQqF41nnjjTeoq6vj8OHDO3peIarVxk+rYTKZ5Gd2gnK5TDKZxGQy4fV6d9xoeFw8MaKq6/r7QLVa/PEmn/mXwL98ZIVSQGPjbpdAoVCs4VGsufugorrTnuqVK1e4ffs2APv3739qc2CeGFFVPKH8yZ/sdgkUzyDT09MsLCzI/y0WC52dnesWGFBU8ijDrSsrK2iahtls3tL7jYlKhUIBTdOqTr3ZKrlcDrvdTj6fp1AobPs8u40SVYVC8ciYnp5meXl53fHh4WFKpZL0dsrlMrW1tfj9/l0o5dPDo8y2XVlZ2bKXCpWe6ptvvonJZOJrX/vatr+/VCpJUX2as4qVqCo257d/e/X3v/7Xu1sOxVPHysoK586d2/D148ePEw6HicfjfPjhh091R/q4KJW+SBv56U9/yokTJx7KO4RVoR4ZGWFubm7LXiqsD/+Wy+WK8q3lfuculUpYrdanfqUmJaqKzTl//v7vUSiqIDrY3t7edeNjJpNJekUiIeVp7kg3olgskkwmCYVCO5J4Y0wMSqVSZDKZqtNdHoREIsHw8DBms7nqfNSNqCZ+P/7xhikw9PX10dLSsuHrpVIJm8321M9/VaKqUCgeCaJjtNls2Gy2Dd8nxOZZnJ5x/vx5pqenOXHiBKFQ6KHPJwyV9vZ2bt26tSNjj6Leh4aGiEQiW/7c2mUKzWYzPT09Vd87Pj7OlStXuHLlyqbnrKure2yimslkSKfTO35eJaoKxTNMJpMhn88Dq+Lm8Xge23dvdT6lSE56mr2TjRDJWMVicUfOJ0TV6XQC7Iioinp/UE9ahH+F99zT00NHR0fV98ZiMWZmZqq+BjA6Oko6nZa74TyOtnD27FkymcyOn1eJqkLxjFIsFnn33XcrvImXXnoJh8PxWL5fdIz3y+h9lj1VIaY7dW1CwHZSVEXZHjTzWojfVqbiuN1u2tvbN3w9mUySTqexWCyPTVQLhQL19fU7fl4lqorN6e7e7RIotsnKygq6rtPe3o7NZuPatWssLy8/caL6LHuqQrAe9NqKxSJ/8zd/s87DFedxOp1omsbVq1cZHh5mcHCQurq6bZXxYT3VS5dWF7l7mIQpu90O8Fg91XK5LI2TnUSJqmJzfvCD3S6BYpuIjikQCMi1XB/n/L+thn+fVk/1008/JZvNcujQoaqd89zcnPz7QUUik8mwvLxMLBZbtw6v1WrF7/ezf/9+UqkUN2/eJJFIbFtUt+upappGsVhkamoKm832UNOhhKiKcjwOUS2VSg+U7bxVlKgqFM8oRg9EJArt1Njeg3z/Vj3Vp0lUS6USExOr+3ckk8mqoppKpeTf2/FUATo6OjZMcGpqWt1P5M6dOw8lQtv1VBsaGsjlclitVvr7+x9q4Y6GhgYKhQLNzc3E4/FHLqpbbZvbQYmqYnO+973V38pjfeowdhxCVDeaWP8oOpcH9VR3O/xbLBYZGRmRyUAmk4loNEo+n2dpaYm2tja50LzRONmo3MbjD2owiHHKrYRUH9az266nGggEOHTo0La/14jdbmfPnj3Aagj4Ya4nnU7ft76LxSLZbLbqwiQPixJVxeZcv77bJfjSUS6X0TSNdDrNrVu3gNUOr7u7uyJMtpXziM+KBJCNpjU0NjZy4MCBnbmAKt+/GWs9VSFqjyI0J8hms1y7do1yuUxNTQ2RSITp6WkuX76M2WxG07R1i8Xruk5/fz+aplWE0TfqwI3CsF1PdSsrHJnN5k0XXbgf2/VUHxUPYySMjY1x/t7c+mKxyMTEREU7bGhowGq1UigUuHTpkppSo1B8GXj//fdJJpP4/X6SySQ2m41cLofH46GtrW3L5zF2JpqmcfDgwaqdyPj4OMlkcsfKX+37N8PoqeZyOd566y00TePVV199oGXzHoR4PM7ExAQmk0kuTj8/P8/NmzcZGBjA6XQyMTFBNpulsbGRK1euEI/HMZlM7N27t8JT3UhUjUK3XVF9kj3VBzl/MpmsKKPdbl83Vix4mN1vstksAIcOHSIej5NKpbDZbGiaRj6fp729ndraWrLZLOl0mr17927rezZDiapC8YSRSCQAWFpaoquriz179vDmm29y9+5dstksuq5jNpvp7u7e1JtbK2obJbKkUimWlpZ2+Cq2N09VbJSt6zrFYvGRiaqomzNnzrCwsICu60xNTaHrOoODg7hcrgrPvVgsous68XichYUFbt++LcdMFxYW1o2pCk/XuLZxNeLxOPPz8+uOLywsoGnalq7/YUX1UXuqk5OTfPrppxXHzGYzr776alUhF9dTKBS4fv16hXHicDg2XGACVhPxrFYr9fX1JBIJlpeXOXbsGA0NDfz1X/81kUiEuro6UqkUoVBITalRKL4M2Gw2YrEYAwMDstOpr69nfHycsbExOeE+Go1uugLOVj1Fs9m8zjMQ4m3E4XA8UEh2O/NUjeV4lGOs4tosFgsNDQ3y+PT0NI2Njeu8qNraWvL5PKlUig8++IBLly5JryiXy3Hnzp2q32O1WqUgV+Py5cukUqmqgrbV5Qd3SlQflacq6mloaAiTyUQ8HufmzZvkcrmq3qrJZCKRSPDJJ58wNzcnly4slUoUi0UaGxs33ES9WCzK/IEbN24wMTHBhQsXaLy3haUQaJWopNg9Bgd3uwRfOlZWVrBarRUP/MDAAAMDAwAsLi7y/vvv37cj3WrHYbFYKryB8fFxPvvss3Xvq6mp4ejRo1u+ju2Ef43leJTZwOLcY2NjLC4uYrFY8Pl8FeUxYrFYCIfDtLa2ous6hUIBi8VCKpWir69PZuIKzp8/Ty6XkwbLRvcql8vR1tZGf3//tq/lYcdUtxpR2C75fB6LxUJtba38vs1EtbOzk6mpKRk9OXnyJG63m4WFBT744AMymcyGolooFKSoGpOQxKpiop4e5bj9EyGqmqY1Af8BqAV04Ae6rv8bTdN+F/g6UABuAr+u6/qSpmmtwFVg+N4pPtR1/Tcfe8G/DKjdaR4rIlS4Wdhvq4slPIinauyUhWdx8OBBeWx8fJzFxcXNC7+GBw3/6rr+2ERV1M3NmzfJ5/Poui69mY1EVdd1GRlwu91Eo1HGxsbw+XwV0140TcPtdpPL5TCZTBt6ksLzepDks2o86Z5qPp+vuEax+IgI9cPqkMfnn38uk/SMiWKiXEJIz58/v+FYczabJRKJkM1myWQyeL1eNE3j/PnzcvGTmZkZmWj2zIoqsAL8Y13XP9U0zQt8omnaW8BbwPd1XV/RNO13gO8D/+TeZ27quq7cKMVTyUaJGFuxoO8nqvl8nrt37zIzM0O5XN6SqAoxN5lMclzKGBYtFovMzs7y3/7bf1v3ebfbzcmTJ9eJ0cOGfx+Hp7qysoLX661IpKkmqkbDQ4z3Xrhwgdu3bxOPx7l69WrF9QgPTKwQpOs6mUyG27dvr8tyftgVrh4msQd2xlPVdV16kWtZWVmpCGULgTVmUM/Pz7O0tERtbS0zMzOk02nsdruM2BQKBT777DOam5s3vVafz0dTUxM///nP0XWdcDhMLBaTO+qUSiVptNbW1uL1erd9zRvxRIiqrutTwNS9v1Oapl0FGnRd/yvD2z4EfmU3yvel5rvfXf39J3+yu+V4hrh8+bKcKrMRDyOqt27dYmRkhHg8jsPhqCpqxWKRpaUlotGo/K5SqYTJZGJ0dJSxsTGSyaQMidbX15PNZtd9ZzqdJh6Pk8/n14nDg3TWwtt6mIzZtYhlGqt5NbquSxEX4cLNRNVisZDP50kkEjIzt1gs4vP56OjokFualctlrl27Jjt+4XUtLCwwOzvLnTt3ZHk0TSMUCj301m1ms1mGN7fDTohqqVRicXGRUCgk24wR45ZyxvYmmJycZGlpiddff50333xTGi5CVEdHR4nH43R0dLB///5Ny1Iul7l9+zZWq5VQKMSRI0ew2+0kEglaW1vp6+vb9nVuhSdCVI3cC+0eAM6ueenvA//J8H+bpmmfAUngf9F1/WePpYBfNsbHN3wpkUhw8eJFTCYTBw4ceCTraD6LLCws4PV61+0xCquCCw8mqouLi/z85z+vECGjZV5NVD/99FNmZ2d5+eWXZag5m83icDi4desW2WyW6elp2UHabLaqnVE8Hicej8vPwqqnPDo6yuzsLMlkkoWFhU23fgPk+4xh1IfxVLPZLO+++y7lcpkDBw7I0K6gXC6j6zqapknPSXTy1cTFZrMRj8d57733ZNnsdjter5empqaK3VlGRkYqPGFd1zl//jylUolkMlmRVdzW1vbQ3tJOhH8fNvQr6q6hoYHW1tZN37tWVFOpFBcuXCAej8sxUXF/YPV+iPHRtYab8HaN7SuRSHD37l08Hg/hcFhem0h2etQ8UaKqaZoH+HPgt3VdTxqO/8+shoj/471DU0CzruvzmqYdAv4/TdP2Gj9j+Oz3gO8BVTsxxfY4d+4cc3Nz0iJPJBJKVO+xsLDA5cuXNxSFRCJBW1tb1V07rly5IqfMbMRaUU2n05TLZdrb26UX5HQ65RSRaiIh5qvm83n5XUIwEokELpfrvh315cuXmZub48aNGywtLcnpCdPT09y+fZuVlRVKpRJut/u+Y1fDw8PMz89jsVjkmK7T6azw4mpra9clBG2EceUo43KBAjF+azKZpKhu5qnu3bu3YvqFpml8+OGHTE9PV82STiQSzM3NEQgEcLvdlMtl6uvr6evr48SJEwB88MEHpNNp7t69W1HXNTU1G87hrIbJZCKbzfKzn636FW63mwMHDmzqeY6OjjI+Po7ZbJaLXWyHYrEoVyfK5/MUCgV5/2w2W9XcAE3TKgROjC2bzeYKUS2XyySTSd5++23OnTvH8vIyi4uL+Hw++QyI4YhXX30VgNnZWW7cuCG/X3wfPPxKTVvliRFVTdOsrArqf9R1/S8Mx38NeB14Ub/XenVdzwP5e39/omnaTaAb+HjteXVd/wHwA4DDhw8/PYuLPuHE43HcbrecGP84LMCnhdnZWRKJBDU1NeteEztjVHsNVsebcrncAyUqlUoldF2ns7NTCkQmk5Hh3WpeiNE7DYVCcpqC1WolmUxisVjkHMH29vZ1BlOxWOTWrVvYbDbcbjf5fF56mel0Go/Hw/79+3E6nXR1dd2vysjlcmQyGWZnZ6WhlslkZDmXl5fJZDJbFlVj57l2veN8Ps8HH3zA5OQkBw8elJ3vZp6q3W6vCGEavbu1ohoIBIjH44yOjlIul3G73XJeZDAYlAk3drudqakpufiE8fMdHR1bnkMp1s2FVc9tYmJi3RxXTdMqllm8c+cOuVyOQqGw4XzYxcVFuSlATU3NugXz8/k8b7/9NuVymeXlZS5evEg6nSYcDgOronbs2DHGxsbIZrNyPq7FYqFQKMh7ZEzOE1Ni0uk0ly9fxmQy4ff7uXXrFrquy7YljEcxlm309j0eD52dnTIRyiiqXxpPVVu96n8LXNV1/V8Zjr8K/E/A87quZw3Ho8CCruslTdPagS5g80EqxY6i6zo1NTXU19crUV1DLpfDbrczNDT0wJ/t6+vjzp07VcelBGtFdWJignPnznH69GkpqiaTiUwmUxH+MiI60XPnzq17zefzsbS0xMzMjFyMf60wCiHp7u4mEomQSCRkWNPtdmMymTh9+vSWPaCjR4/KKRSlUonx8XGee+45otEoAJ999pnc8HsrGIVu7c48yWSSXC5HOBymu7ubaDQqlyyErY0tGlchWiuqg4OD9Pf34/P5sNvtOBwOuRCEcV6xEHOLxcKZM2eAVQ9yeHiYTz75BJ/Pt6VN5WtqaqSRViwW+eCDD5idna14j/AAu7q60HWdbDZLU1MT4+PjFIvFqtd84cKFigUu1k6nEtGAtrY2uazmwMAANTU1LC0tcefOHT799FO5T2o4HMZqtTI2NsbU1JQM8S4tLZFOp3E4HBSLRVpaWrhz5w5LS0ssLS3x2muvUV9fz+TkJNFolCNHjkgjT6wEduzYMVkui8VCOp1mcnISqBTVO3fukEgk8Hg8FSHmneSJEFXgBPD3gIuapp2/d+yfAb8H2IG37lWMmDrzFeB/1zStCJSB39R1fetPnGLrGBqrERFWrJZ0sNuUSiXee+898vk8JpOJoaGhbSWDrKys8POf/7yiUw6Hw/ddI3ftFIIHoaGhoSLrthprRVV4OplMBp/PR6lU4ic/+QmlUomWlpYNRaJYLNLT04PVapXvGR4eRtf1ivCpCOcZMYrK2rCa2FLrQUKKzc3NcnhmaWmJ8fHxinOK9VoTiYT8bpvNtmGY1NhZrvVUl5eX0XWdlpYWenp6ZMbqZp7qRucvFosVa8hGo/8/e28aG+ed3gn+3rrv+yKryBJvkdRl3ZYty3a73e2kgyAYdHfQQHon2U2AnV0MFtjB7mCAfMzO7JcF5ksGCHo/JECO6XSMTrdjt6y27LZknZRE8T6KLNZ93/f57gfqeVxFUbItSxNnhw8gSCpWFave4//8n+f5HXZ4vV7I5XJYrVZUq1XMzMzgwYMHcDgcfZ+FkqpGo+HrZXJyEnq9HnNzc89k0yeXy/H6668/9vj777+P9fV1rK+v82M6nY6r6r3XayAQQKlUwvT0dF/3oDfoMafTCalUCrvdjuHhYdjtdphMJuzs7KBUKvXpSne7XYTDYWSzWbTbbWi1WhQKBXS7Xej1erTbbbjdbrzxxhu4fPkyyuUyqtUqRkZGUC6XodVqYbVa+bzT5rPb7fJaRIl2LwCrWq3i8uXLAIBjx44xiOx5xzciqYqieB3Aft/u/Sc8/x+w2yo+iBcd//E/7vswXbDfxKRar9dRLpdhsViQzWZRKBSeKamWSiUUCgXY7XaoVCpUKhWEw2HIZLKn3oyFQuFreUt+UdBiQEmHuH0U+XyeE29vWy8cDnPlcffuXRaZGBoa4vnuwsIC2u02I31NJhMSiQTm5uagUCjY4qt3wdoLAPm6PpW9FJtarYZMJoN0Oo14PI53330XMpkMJpMJgiDgO9/5zhPRvcBui7VYLOLhw4f8M1p0KZHsdcn5Kkm1WCwydYNoRwSqCQaDKJVKkMlkiMViMJlMrD8rk8k4MfRWozdv3sTOzg4bjz/J9u2rBp0jm80Gm80GQRDgdrsxNDTUBzKjoGPk9XqRzWb3dXPppX/tpYLp9XocP34czWazr40tkUgwPDyMjY0NzMzM4K233kIqleJjQShmu92O6elpbmVLpVK+luk8FQoFvtZu396La909R2tra9wdaDabGBoaglwux4kTJ16Y2MU3IqkexL/M+KZWqnTT0YLwRTv+ZrPJn1+pVHJCogptdnYWer0e1WoVN27cYB/NpwW1LV9U9CI+aZfeu9DTd+hNbuTeIQgCisUipqam4HA4EAqFEAqFAABLS0t9FYjH40EgEEA+n0etVoPX64XRaOxLQHtnVc8zqa6uriISiSAajTKwZmxsDMPDw6yFvN8Ghj6fw+FAKpV6rB1qsVh4kaZj1el0vvRCS8eaqDmvv/46CoUCbty4AZ/PB+BzmohSqYRCocD09DTC4TCbI0xNTWFwcLAvqRLgr9Pp7Asqao3nAAAgAElEQVSwetagCnl4eLivE5JOp5FKpfqeq9Vq4ff7EY1Gsbi4iM3NTZRKJRZSGB8fh16v70uk+4kpPAkYeuzYMT4uQP/8++c//zmfh42NDe5QkNMStWwzmQxu3LiBYDCI2dnZx2g2pVIJ5XKZQXwAYDQaMTU1xRX022+/fSBTeBD/DPGv/tXu3//weWNgb1vlvxUA4MsGfRa5XN53w+8XlUoFH3/8MX8nh8PBMyJCEdL8RqPR4K233nrBn/7Lxd6k2ls90vxOKpVyBUBgpunpaYyNjUEURUxMTGBsbAzpdJpfW6lUuFoYHBzEyMgIRkZGWCKOjuWXaf9+ne9G36vT6UCn0+HSpUtYWlpCvV6H0WiE1WpFMBhErVbbN6nS5xsdHcWJfaQ279+/zzPc3kr1aUm12Wzi8uXLOH36NINx6PmCIMBkMuG3fuu3+PnLy8sIBoM4ffo0dDodg2koqRIIpzc6nQ4/7+twT58Ue+X91tbWkMvl+kBXoihiY2OD553VahXFYpE3VrFYDGfPnn1qpfpFQdco/c5Wq4Xx8XFsbGxAoVBArVZjZGQEKpWKzxOpWtHzW60W7t+/D7VajTfeeKMvQdpsNr42CG1dqVRw9epVFItFtFotFIvFr80R3i8OkupBPD32cdD4l5JUpVIpFArFvkm10+kwEEN85JNZKBQQCoX6qhqr1frCnFK+TvQmVVEU+xYU2umfP3+e53ZUfRLCUhRFpjz0olrtdjtX6L1zNnofOpZ7K9VeRabnVal2u10sLi5CLpezlyy9L322ra0tJBKJx94jmUzC7/fD7Xb3yS1S9FKNvmxSpZbozs4Ot2V7UcDdbhfJZBLLy8vI5/PIZrNcbW5sbHD1FYvF+hK9x+PB4OAg00hoI0TzRPqMz4Oytnd22u124XQ6GVSXSCRw584ddDodTE5O4vXXX4fD4UA4HMabb76JlZUVLC8vY2NjAxaLBfV6HY1Gg9vDvefd7/dDr9fDZrNhYWEBmUwGhw4dglQqxb1791Cr1dBut+Hz+TA3N4fNzU2EQiF4PB7IZDIMDg4ikUggnU4jk8nwukPHqdVqodlsotls7psg99LJeteoYrGIDz74AOfPn//ax3RvfPNWi4P4xsezJtVGo4GlpSV+LnlTPm9+696kmkgkmMMH7FYKy8vLDM/XarXQarUMXqE5U6PR+EIi+4uMRCKBpaUlAMD09PRjPMlSqcQt0N5KlZKaVCrlTULvxoB2/vsJMvQuQsViEZ999hkuXLjAc0tqI/ZeA3sVmZ5XpdpoNJDJZNDtdmE0GqHT6WAwGBCNRqFQKGC1WlGpVPYFUpFF29bWFnK5XJ/OrFwu50qx9zt3u92n+pf2Xre97V+JRIJIJML2Zj6fD/V6nWfrwWAQgUAAKpUKsVgMoVCIgVy1Wg3b29v44Q9/2CdbKJVK4ff7+z776dOnMTo6ilqthnA4jHa7jdXVVbjdbhw/fnxfucNwOMxtUJ1OB5/Ph3Q6zd99fn4eKpUKarUaR48e5UqW5BuvXr2K7e1tRkxTKzgUCkGv1yMYDPJGLRQKwWg0svrU0tIShoeH8fbbbyMQCPCxIW5wKBTC+++/zx0JpVKJXC6HWq2GoaEh5PN5lEolZLNZ9r61Wq3cAqbkSnq+e6NX/ar3/NG11Wq18POf//yJ5/tZ4yCpHsRXjr1JVSaTIRwOM4T9SUEXNSH2isUiHA7Hcxfl6E2qhw4deowHWCwW0W63MTo6isOHD/PjyWQSjUYDZrMZZrP5uX6mZwkCiAiCgEwm05dU1Wo1stksstksKpVKXwVCSW1iYgKBQAC1Wg1+vx/1er1PelChUODy5cuo1+ts1hyNRlGpVGCz2aDT6ZDNZrGzswOVSoVSqYRAIIBcLodSqYStrS1WFALAc7Jisfi1ROLpuopGo4hGoxAEATs7O3j55ZeRz+f5Ortw4cIT3yMUCrE5e7VaZURqpVLh11MS6q3yn1ap9l5XvfcA0Uk6nQ6MRiMrLTmdTtjtdqTTaVgsFgwNDcFisWBzcxNWqxVarRarq6vw+/2Ym5uDKIrw+/2MvCa0cCQSYS3nH/zgB1heXkYkEkGlUsHGxgaA3Tbu9PQ028jV63VOvhKJBIlEAjMzM/jlL38JtVqNw4cP8/sCu1VxPp+HTqfj1mq9XkcwGEQ+n4dUKkWpVEKpVOJZO82lT506hVAohEAggBs3bvD7bW5uYmpqCtPT02i1WjCbzX1iF+Pj4zCZTDhy5Ag2NjZgtVqRSCRYd5rOnSAIOHr0KBYXFwF8zmul47S9vY1r166xCw6F3+9HPp+H0WjEpUuXHpv7+3y+FwIoPEiqB/GVY29SnZ6e3tdoeW9sbW0BAF577TW022386le/eozu8Dyid/EbHh6GRqPpE/rudDowm8347ne/24eu/M1vfvNCRdy/ahAAiQAavXHhwoU+pGQikXisUiVFmnq9jtXVVYRCIbjdbnz/+9/H6Ogoms0mrl+/DuDz5BAIBNhdhfimVC2TbGG73UapVEKxWEQoFIJWq0UwGGRP0UwmA5PJxChXikwmg3K5DLlc/tRNS6PRQDweZ2ccuVwOv98PtVrN88YvOk+iKEKtVvMcjsBm2WwW0WgUzWaTOyS9ifRpSZVajsVikQU+SqUSd0N8Ph/0ej1isRhkMhmGhoZgNBrRaDQwOzuLt99+G61WC5988glLJ1osFly/fp3nlfl8Hq1WC+vr6yyEsLCwgHQ6zaCtYrEIrVaLTqeDVCqFXC6HYrGISCTCVRxRowYGBiCKIhKJBOs5a7VaZDIZbG5usmOLVCrF+++/D51Oh5GREcRiMZRKJYTDYajVarz++uvQ6XQolUowGo2oVCqw2+1Mo6HN36lTpzAyMsKz2k6ng08++QShUAgjIyN45513kE6nkc/n0W63ecMRCASwsbGBbDYLs9nM1nDNZhPxeByxWIy7IIQPWFpaQq1Ww+joKKanpx/jUms0Gty6dYvb9r2UqXa7jWQy+YXymc8SB0n1IJ4e3/rWYw/tTapOp/OxXeJ+UavVUC6XIQgCcyO/bFLtdrvI5/Osufo0Uvxe0ATNiCji8Tgngb2WXd+kpNrL99ybVCUSCScFEs3fm1SpYjx79iy8Xi9u374NtVoNg8HAC60gCBgcHORZVzqdRrVa5fbxpUuXeGYF7Io02O12ZLNZbqEFAgHE43HYbDY4HA6oVCro9XpGG1Pcu3ePz8PRo0ef2PZvt9sIBoNwOBwYGhqC2WxmlZ1eXuLe6Ha7LCoQiUSQyWRw8eJFKJVKFhIol8uo1WpQq9WPtX/3/nu/87GzswOZTIZMJoP19XWEw2Fu6ZrNZrjdbng8HqTTaZTLZXi9Xuh0Om5farVaCIKApaUlLC4ushhBq9VCo9FAo9HoO0e5XA7lchkmkwlyuRzdbhdDQ0OQyWTw+XxsbwbsotWPHDkCtVrN9nNut5t1mE0mE7LZLMLhMGZnZzE7O4uLFy+i2WyiVqtxklKpVKhWqygUCsjn88hkMvjpT3+KWCzGClwTExM4d+4c+8CSxjEZDMRiMSiVStjtduj1eqjVamxvb+NnP/sZVlZWIJfL4XK5IJVKsbm5iVqtBrlcjh//+MfQ6XSYn59Hs9lEuVzG/Pw87t+/z8eDjCIWFhbQaDQYpRyJRGC323H27Fnms3o8HrTbbRSLRb720uk0I+D3owp93ThIqgfx9PjTP33soWd1tTh16lTf/+Vy+ZdOqsFgkNs/EokEb7/99hPnX3uTKkntkei5z+djW7Te+CYmVfLjfNrn6kVR9r4uEonAbDbDbrfj/v378Hg8aDQauHXrFhwOB1fCkUgEW1tbkMvliMfjqFar7PChVqu54gM+98AURREymYwJ/Gq1Gn/4h38Ig8GAWCyGubldxdBLly7x86vVKjweD5LJJDQazb7nb3BwkB1f3G43rly5wgkiEokgEomwtrBSqexDs8ZiMZ5rJhIJBAIBTkYUzWYTgUAAhw8f7gMq0bl/2jXdbrfRarVgsVhw/vx55PN56PV6bkfOzs7i0KFDePfdd3kWOj8/z3QQmUzGOILt7W0sLS0hmUwimUxCLpfzbJC+1/DwMCqVCuLxOIaHh1k04eLFi5iensbVq1dZnSgQCCAWi7EaVzweh8PhwNLSErRaLaampmA2m7Gzs4NqtQq/34/z58+zxGE0GoVer4fRaIREIkGj0ehDyUokEpRKJaa4kHZyIpHAT3/6U2xubuKDDz7A3bt34fF4GEBWqVR405DP5xGPx7njQfKXsVgMlUqFebN2ux0PHjyAVCpFtVqFTCZDp9Pp69gQyEkmk0Gn0yGTyaBarUIURa7Gad69vb2NdruNeDyOXC6Hhw8fQqPRIB6PvxC98oOkehBfOZ6HVRTw1ZJqPp+HQqHA5OQklpaWMDc398SkSuo2vbMvuVzOMmixWGxfcW1BENBoNHDt2rUv7U8pl8tx/vz5F4IQflqlul8QKCmZTPL3owqPkh/t9kdHR+F0OpHJZOD3+/Hyyy/D5XJBp9MhFotxFURB88dgMIhCoYBsNotEIoFGowGFQoFjx45xxdR7LKiybLVa0Gg0GBgY4Nnm3igUCojFYpiYmOD3oEQXCAQwPj6Ora0tBINBXhS/9a1vIRgMol6vo16vQxAEvPHGG5xQ33rrrb7rhFCmwOMV6pdJqqIoQqVSwWw2MybAaDTi7t27SKVScDqd6HQ6GBsbw8DAAN58803IZDK2MAN2nWkIMXvmzJk+L1av14t33nkHd+/exeHDh/Hhh7vul+Pj47DZbMhkMkgkEpDJZCgWi5iZmYEgCAgGg2wj12q1eCNEmyCZTIZEIoF6vQ6TyYSBgQEWRaDNkUQiwW//9m9jdHQUnU4Hdrsdt2/fZtMFm80Go9EIn8+HjY0N1pZWq9VsrtCrmETzYLlcjunpaZw6dQqtVguXL1/m0QR5p1Jb+/r167Db7bhy5QreeOMNyGQyaLVaOJ1OaDQaCIKAV199Fel0Gnfv3oVOp8Phw4dRqVRgNpu5e0LXDukMk670wsICQqEQSxlOTk4+5Y56tjhIqgfx9Hjnnd2/P/iAH3qeSTUWiz1mfN2LrKQgNRiv14t4PM6tsifFwMBAH+2EPmvvzHAvYpkAJ91uFzab7QvnLfV6HdlsFtVq9YlavcvLy/D7/fz+J06c+EIZQope6bWnJVX6bsFgkBMbPZ9mp51OBy6XC5ubmyzyLggCfzaicRB1g6oECpKhI0RmPp9HLBZDo9FANpuFXC7n81UqlbC6usrv9eabb/ZReggUtTdWVlbg9/v5+4TDYYTDYa4GzWYzVyYajQY7Ozv46U9/ymAbk8mEmZkZaLVaKJVKrvh6kci9/rISiYRHAHvpNftFrVbD+vo6stksJBIJ8vk8jh8/DqlUiuXlZYTDYeTzeUbtAmDhh71RLpeh0Whw/vx51uOl42OxWFCtVvHZZ59haWkJoVAI0WiU56XRaBTlcpnR6eFwGEqlEhaLBVarFQaDAZubm2xS4HK5cOrUKdTrdej1emxtbWFzcxPhcBgej4dHKVRNt1otFAqFvqTscDjQ6XSgVqsRCAQglUq5ZU28UZp5m0wmKBQKhEIhDA0NodPpsMGDXq+HXC6HXC5HLpfrqxSDwSDu3buHoaEhNjYnUKHP5+NrdmNjA7VaDaVSCVqtFna7nVHC2WyWN9Uk0t9sNrG9vY2PPvqIAWUkrfginMsOkupBPD32mTk8r6Q6NTXFUPgnzbV6/02J8uUn6BHvF70iBcDnfE2pVPpYNdpbEc7Ozj5V1B74nNP3tIRXKBSgUqng8Xjg8/m+kkoOVarUXqTodrt971MulxEOh7GxsQGTycStMqlUipGREVgsFgSDQdy9e5fBIx6Ph4EdNputL/GQoEOn00EymeSqsnd2nk6noVKpUKvVEAgEmPNaq9UwODiIYrGIarWKWq2Ger3OG5idnR34fD7Mzs4+Nocni7RwOIyBgQFGLMvlclSrVTx48AC5XA7ZbBZerxdSqRRbW1ucbM1mM6O5nyQ5KJFIMD09jfHxccRiMSwuLsLpdPIm64uSajabhSAISKVSKJfLGBoaQigUYtu6drsNnU4HQRBQqVSeeG3Q7FQikbD6FiG1k8kkEokEdwNyuRzW19dRqVSgUqlgtVoRj8eh1+uxsrKCO3fuIBaLoVwuI5fLsZJYuVzmebher4dCocDy8jJisRhUKhWSySR7v8rlcthsNnS7XWxtbTG9pdFooFKpQKvVIhAIMBqY5q6NRgPhcBiVSgU6nY6t8IjGQ+4yMpkMlUoFXq8XpVIJjUYDGo2GQU/pdBoGgwHpdBqtVguZTAYbGxv49NNPsbm5CZ1OB5vNBplMhhMnTmBoaAgulwtyuRwff/wxtre3UalUUKvVsLKywhtIAtYpFAoWsjAajTh9+jTu3r3bR7V6XnGQVA/iK8fzSqq97hovKvYurpRIn1SpUiL7MvJle4Xt9wtSyDl8+DC2t7e/kp9jr1JS7+uWlpaY9wfsJqrFxUXEYjEcPnwYKpUKjUYDnU4HwWAQoihyy0utViMej+PKlSvI5/MQBAGHDh16zOCcfu9+mqoUUqkUJ06c4EWbtIQJIEPgJmrLAuDfmclk4HA4GECjVCo5yZZKJZw+fRpOpxPLy8uMMD1//jyuXr2KlZUVvPHGG5ifn0ej0cCFCxdQKBQglUpZoL1YLKJSqaBYLPZdpwRM2djYQDwex+DgYJ9LyxcpKtEsjyr1v/mbv4FSqUS1WmUfUJvNhmKxCJ1O98RZOFVRwO41kk6nsbCwwD9XqVR49dVX4XA4kMvlGO175MgRKJVKNvSu1WpIp9OIRCLcbaDOBAGbqPNAICWZTAa9Xs9tUUqClUoFkUgEKpUKIyMjqFQq+Oyzz1AqlXD//n3mhdL8l8wNyuUy1Go1BgcHWUfYbDYznadYLGJycpI5qARM0uv1jCAmaks4HIZGo2GJykwmA0EQoFKpGAmeTCaRSqWws7MDuVyOaDSKdDrN5zocDvO1ZjKZIJPJMDY2xsfcZrOhXq+j2+2ypOTzjIOkehDPHM+aVDOZDDqdzgtPqL1Bn5UWm9dee41FEHqf0yuc8GXfc+/CKYoiJ+9ms8ktNeLWfdEcmX7eaDTYoqq3qq7VatBqtZiZmQGwW+FRW5a4f7TDJxUbcs4ZHx9HIpFAKpXC4uIistksA0C0Wm0flUMUd83SabZFUS6XmYqj1WoxODiIU6dOwel04qOPPuLnUdszl8vx63s3N/F4HHNzc3A4HDh69CiUSiXTOFQqFW7cuIFAIMC0IIvFgkQigUQigdu3byMYDLIwwNzcHIxGI7f+iDe9V5bP7/dDJpOxl6lSqUQymeQZICUmj8eD8fHxx85LvV5ndSRBEJDNZqFSqZiXabFYYLFY+Pg9aROVSqVYvGJ5eZk7NpcuXcL29ja2trag0+mY70s0nbfeegv5fJ4NDkhkgubm9FzSy9XpdCgUCnjw4AEn2zNnzuD73/8+PvnkE9y5cweCIGB7exu5XA53797F6dOnoVarGTFL14bVakW9XofZbIbVasWdO3f4mA8MDGB0dBTFYhFerxfBYJArzlqthmvXrkEqlbKog0Qi4WqfRi6VSoU3ecViEUeOHEGlUoHJZEK73WaQ1XvvvYdut4toNAqr1YqjR4+yCAh1m8xmM1qtFmq1GoujEBWHNkTPW1+Z4iCpHsRXjmdFyKbTaYTDYRZv/973vvdcnSLq9TpSqRSLERDvj9xmstksfD4f8wmz2SxOnjyJbreL27dvY2VlBalUCi6XC2+//fYX/r4nVaq3bt1ic+eFhQVoNBqk02k8ePAA29vbvJPeL4jaQIn99ddf5wqIotlsQqPRsLxgIpGAVquFRqOBVqtFLpeDz+fD1tYWZDIZvF4vXnnlFUgkEq5AqDJRKBTsL0lzJvLYbDQaGBgY6Jt7EVCHghZyml3KZDJks1nmLZN5NW1SqEWayWQQDAYZkZlMJjE9PQ2fz4e1tTUsLi7y5ovmcWRaTtcfUU+o0vN4POyiYzQaodfrcebMmb7PvrOzg1gsxjxFapUXCgVUq1Wo1Wqm3PTOfsfHx9FqtVCpVNBut3keSMIUhJRNJBLI5/NoNBqoVqvI5/PY3t5GtVrF2bNnWdBgdXWVZ4YfffQR3G43jEYj6wWTkIbD4YDdbufjRyIcDocDU1NT2NzchNFohEKhYIN7SoREPaM5slarxcjICM6cOYN0Oo1YLMbJnOhqVAWq1WosLCxAq9XC6/XCYrHg2LFj2NjY6EPWVioV7viQ4ARV80T7yuVySCQSsNlsMJvN3I6lJCcIAlwuF6tgbWxsMPYhk8lAKpUyTYv0rEnQotPp4NChQ9BoNFheXma7R7lcDrVajWaziVKpxK3zWq2GZrOJTCYDu93+2KbrecRBUj2Ip8f3vvfYQ1/FIqs3dnZ2EI/H+f/vvfceAPCM5OvGw4cPkUwmYTabodFo8Jvf/AaVSgWrq6uo1WoIhUJcqXg8HsRiMVy5cgUjIyPM/yNlGUIIOxyOJ6oDPalSLZfLMJvNGBwc5BbU7Ows8vk8zGYzV5j7RSaTQTwe54W72WxCpVL1JdVWq9UnJ3fjxg1sbGxgfHwcR44cwcrKCpRKJQRBgE6ng8vlgtPpRDabxeDgIEwmE6LRKAwGA8xmMwuPHzt2DJFIBNVqFevr6ywTGIvFIIoibty4wdXE+vo6FAoFU3NopkgVm1qthtVqRbvdhtVqxcTEBKrVKj788EMWZScgDQAcPnwYxWIRfr8fGo2GkcIWiwV+v5+9U48fP45sNouXXnoJ3W4Xfr+f7f22trZYqIIqxl5dY+DzjZDH44HBYMDs7Cwjwmu1GlN+yuUy7ty5w8jSer3OSkOiKEKj0TBFhhZxAOykQ4CaP/qjP8KFCxfg9XpZSpBQxK1Wi4UNjhw5guHhYVy7dg2BQICdY0gAQa1WI5FI4Je//CU0Gg0DyRKJBG8inE4n0uk0pqamUK1WGY07MDCAer3ObV9RFLl1TqhwvV7PFTYhmaPRKJsX0MaqF8RG7WCFQsHz7EQiAbvdjmazCb1ez8IwSqWSjxHNQjudDndlSMAil8thaWmJPVZpc6pSqbgtDIA3DFarFRKJBNlsFvl8Hs1mEyaTCaVSiQUp1Go1g9vkcjn0ej3f5weV6kH8t49/9++e+KOvapvU7XZhMBhw4cIF7OzsoNvtspbo8wjaMV+/fp2FJaampliGz+PxQCqVQq/XY2ZmBj6fj2H9ABhJ6ff7MT8/z0AfIrjvjSdVqu12G2azGaOjo/D5fHC5XBgdHcXOzg4rDT0pNBoNtzxzuRzMZvNjbcRms8kLFIFFaA5KvD6Xy4VCoQCtVssiA0R4DwQCOHbsGL7zne9AFEX85Cc/QTabZZBIsVjkuZdOp4Pf70epVEIul2Pt1VAoxN6gfr8f9+/fh0QiYWL97/3e70EURfziF7/A0tIS/uRP/gTlcpnVdEqlEiNVQ6EQI4pLpRKkUim3bh0OBwRB4AqHNhiffPIJBgcH8a1vfQs3b97klvXMzAyjiNPpdJ9rDPA5dYY8cQ0GAzKZDCNoS6USMpkMjwZarRaUSiUSiQSsViuazSYajQaCwSAkEgmfI3KhoYXbYDAgn8+j2+1ibW0N7XabhRUoGRUKBbz77ruo1+uw2+1QKpUYHR3FyMgIPvvsM0QiEeRyOeh0Op6Pzs/Po1QqoV6v97V76/U6RkZGoFAo4HQ6sbS0xImKNJPT6TTPHnd2dhAIBJgXq1AoYLFYkEqlYDQaMT4+zspYlMwI/Xvs2DHMz89zVUxdDZKQTKfTbELeK5sYi8Wg0WiQzWa50idpRqpqDQYDYxp6zxNxfQmZrNVqodPpYLFYUKlUuEtD1wHdh91uF/V6Hel0GiaTiXWkbTYbCoXCvtSurxsHSfUgvnI8a/uXgDcymYznVV8VvPO0oERDGrlkwO33+2G1WlnPVqlUwmq1YnJyEul0mpGYvTczzZGeNv98UqXaKyjf62KyHzhqb7TbbSiVSkxOTiIQCGBnZwf5fB6FQoEXi96FgygNbrcbZrMZTqcTkUgE09PTSKfTGBsbY/K8yWTC2NgYozsHBgaQz+eh1WqRSqVw8+ZNALtVAPFZc7kcV6dWqxXT09OwWq2QSqVYX19HoVBgMAkhgHU6HRPxSejhwYMH0Ov1KJVKaLfbqFQqOHLkCFeUxWIR5XIZrVaL23T0OwVBwOzsLCN/c7kcPB4PqtUqJxda8IeGhrCyssIAlPfeew9SqRQ6nQ5jY2NwOBxYW1vD5uYmstksc3Oz2SxEUeQKi2ararUaHo+HQVTU4qTERm1Gks8j2UISy9fpdHA4HOwHazabEQqFOPHEYjHY7XaEQiGsr68jn89jZmYGoigybUylUmF9fZ35ri6XC7lcjrsgxWKRea+9XFulUsnXMVGekskk3G4302WoTUttaVI2MplM3N4dGBhgdDG1wOk1pKJE4B9RFHH8+HFsb28jEAhwFUzdFbPZzHKP5CBFYiPA5y5KJNtIYwkCXFFXpNFoMFCq2WyiUCiw2ES1WoXZbMbAwABkMhlSqRQcDge3ojUaDd58803E43Hcu3fv6YvKM8Q3JqkKgjAE4K8AOAGIAP5CFMX/LAiCBcB/BXAIwA6AH4iimBN2r5z/DOC3AFQB/GtRFO//c3z2/1/H66/v/v3JJ/zQs6J/9yPXf13bOBJ8F0UR2WwWdrsdx44d45+HQiHcu3cPuVwONpsNnU6HW6fUviP+Hu2IAWBzcxPnzp3r+2zRaBTBYBAvvfRSn5n5XroL7bDp/71J9Ys2EPT7aPHp3a3Te1JiAXZb3j6fj3m8Dx484PaZXC7H4cOHUS6XcffuXdhsNoyMjODw4cOsCSuRSDA6OorJycm+VunGxgbC4TBzZUdGRjA4OIhGo4FYLMYerISyVSgULEn5+GQAACAASURBVLZOizl5X6ZSKTx48ICrlOXlZXYiMRgMPAMmVCklsImJCZw4cQKbm5swm83w+Xw8p6RYWFhAMplkQBgBlJLJJERRxN///d/j/Pnz0Ol0CIfDDGiijYPFYsHIyAjm5uag0WhY5YdQwsFgkH15iZJB7VYSfne5XMzdpDYxAW+AXVnMaDSKK1euoNFo4O/+7u8wPz/PlJepqSlIJBIsLi4iGAyiVCoxX1Wn02FiYgKRSARDQ0PcTZmamoLf74fBYGCLOJo3J5NJSCQS6PV6VKtV5uuWSiVGf9PmgMQiaHZNzydKjkQiYVEOArGRFnOhUGDJUfrO1PZfX1/nKtZoNCIWi7FyFB2XkZERRCIR7kBQ25zWCUI303NolkrHrddlijjT3W4XKpUKoijyZpFQwxaLhdXGHj58iGKxyJun5xnfmKQKoA3gfxdF8b4gCHoA9wRBuALgXwP4SBTF/yQIwr8H8O8B/J8A3gEw8ejPOQD/5dHfB/GC41mTam+CofgyieZp0YvyVCgUGBgY6Ps5IRgHBwe5giXxBUpWNG+i+QtVGdTyolhaWuIdssPh6DN2pujlwQKfSwbSY19U5dPr6fcODg4iGAwy2b7T6TC4RyaT4dNPP+UNA6nokHqUXq+Hy+XC4OAg7t69y7zJWq2GVCqFYDDIfrEmkwkWiwW5XA6tVotBRyMjI7DZbDhz5gwn3XK5DJVKhWKxiDNnzuDmzZvY2dlBq9XCyZMnkU6n2fi6VCqhWq0iHo/j4sWLUCgUzH390Y9+hJmZGZRKJfz1X/814vE4JBIJhoaGOAEQVYV4xYTupOOYSCR4Ac9ms/jLv/xLRjcTqpnmnBKJBH6/HwMDA7BarbwZUSqV7ByTSCRQKBTQbDaZp0zt/EAgwCAbo9EIlUqFw4cPY3h4GEtLS1xh07xUIpHA5XLB4/EgEong008/RTgcRqFQgMvlYr7mwMAASxFGIhGuuqPRKGKxGFqtFlKpFAwGAyqVCrdJE4kEkskkzxKp3UvzUgK7LS8vA9gdFXQ6HeRyOUilUt44tFotFvogsBbp/jYaDVy9epXn3xqNBvfu3WMBCsIbnDp1ClqtFvfu3eNWLmkc03GUSqU8K261WmxbSFW+TCbDxMQE5HI5UqkUK5xFIhGUSiVIJBKubul6aLfbXNETWp2q3XQ6jVQqxe1f8qql2bHRaITH48EHPcI2zyO+MUlVFMUYgNijf5cEQVgF4AbwuwBef/S0vwTwCXaT6u8C+Ctx9+66JQiCSRCEgUfvcxAvML5OUt0r5/d1K1VCOb7xxhv7/pzat4cPH4bH4+n7GX0WUmYiNKLb7eYblm5KhULBz9sL1OrdFPQqB9HjlGD3tn+pgux9jNDRBH4hq7X19XVGYxI/b21tDclkEq1WCx6PB3a7HePj46hWq6zTSrw8WuhJg5fmS5Twb9y4AaVSyU5CRBtJJpNwOBx9Qhg6nQ5vvfUWRFFEoVCARqNhT85Lly4hEolwW+5v//ZvedZqt9shk8lQrVaRzWbxj//4jwgEArh06RKMRiOuX7/O6FeJRIKxsTF873vfg8Fg4GNXLBZ5ozQzM8PCDevr60in0zwjBHbFQsharZdSRUlje3sbwWCQFYVoLNBsNhkZTHQmg8GADz/8EI1Gg/1CRVFEvV7H9vY2cyndbjfK5TJWV1dRrVZx69YtjI2NIZfLIRQKMeqXeJpyuZxR2mfPnsXQ0BBsNhtUKhWMRiMymQyWl5cZLBWLxaBWqxnwJJVKudo0mUyM3lUoFNDr9fB4PDh27BgDuggoeOLECTSbTbaXI2Bau93mBNrpdJgHSxu6RqMBuVyOUqnE1bhEIsGtW7e4G3D27FnUajU0Gg1OhhqNBuVyuU9sgcB0tEmizSy1rOv1OgYHBzE1NYVAIIBqtYpms4l6vY58Ps+KZuRkA+yOfJRKJZrNJjweDyqVCn92uh+73S6q1SoymcwXCrw8S3xjkmpvCIJwCMBLAG4DcPYkyjh228PAbsIN9bws/Oixg6T6guOfu1JtNptYX1+HRqPpk/LbL6i62U+blyTMcrkc5ubmoFQqefdNwgnJZBI2m63Py7TXrLrb7SKZTGJlZYUT1uLiIhtU0/OAfsUmAOyaQihbg8GAQqEAg8HARtrNZhOzs7MMFmm324jFYizJRt+N1HFqtRqi0SgvkESBodfSHzJwJ14oGQwYDAaMj4/zgnr27FlcunTpsfNGM7jLly+z64jFYoFWq8Xk5CQajQZSqRT0ej3cbjdqtRo0Gg074IiP7MlWV1dx7do1bimWy2UcPXoUwC6Cd3R0lKX5Go0Gtre3uZrrpYyQnZlUKsXAwABX2LRJevDgAaLRKLxeLyYnJ+Hz+eBwODA2Nsatx1OnTmF4eBgbGxt47733WKR9bW0NPp+PwXVqtRpHjhxBPB6H1WqFXC5ngBJtMgi8RNXVK6+8gtXVVQYcUaU0PDyM0dFRdLtduFwuuN1uzM7OQqlUwmg0IhwOY2VlhUFblORv377N6kBGo5FnwQqFgmfgUqmU2/WEBo7H49xapREBzVxpHDI4OIhCocAzY4VCAZ1Ox+IeVquVec+EHyAObDKZxOLiIncoyMNXp9OhVqsxUFAURVy8eJFHA8TfJm9guVyORCLBoClq51P7ncRNaBNL4vpSqbSvI0UdE4lEgoGBAQb+kUb21/H9fVJ845KqIAg6AP8A4H8TRbHYu3CLoigKgvCVUDKCIPwJgD8B8EJ0Hv97jH/umWomk2HvTrvd3rfg7xVX6AVV7A2z2czWbx6PB81mE/l8HgaDAYuLi0xKbzQaaDab/DpKjLlcDvfu3ePKgNqrpABEu3n6fIuLi+h2uzh37hy63S4DPyj5klelwWDgXT4BR7rdLo4ePQq9Xg+fz4dLly7h7NmzkEqluHPnDu/Qd3Z2uHIiMQuy2SOfUlIcunXrFksoUrvtwoULsNvtqFarCIfDfe3rvUFVAM19e8FZV69eZQDT6Ogo5ufncf36dV6cVSoVW6Ktr69jamqKvUeJc1ssFnHz5k1oNBpcvnyZOaDpdBrb29tYXl5m6TwAfRq0BoMBSqUSJpOJUd+3b99mKb5sNgutVos333wTVqsV5XIZx48fh8lkgtfrxcrKCgKBAIaGhpDNZmEwGBCNRiGXyzEwMMCqVYSOJbcVURRx6dIlRjBTh4MSHrVfiS85MjICq9XKc1SNRoNXXnkFy8vLPBdUKpWw2Wx4+eWXuYNQq9XgdrvZfJ02SlQRKhQKjIyMIJlMol6vc3uX+KpOp5OTr8lkYqATyfrRGMHtdnOyI1R5r+WgKIqw2Wx46aWXEIlEUKvVsLW1hW63y4mW9KhJQS2VSvEmS61WMyBQp9MxL5rawmSNR/6uxBQgcBoAGI1GJJNJ5uNmMhlGcWcyGYjirl0k2fHR7J7Aac87vlFJVRAEOXYT6l+Lovjuo4cT1NYVBGEAQPLR4xEAveRGz6PH+kIUxb8A8BcAcPr06W+Or9e/lPjBDx576J+7Uu19Pi1GnU4HzWYTH3/88WMtVgJA7A3ylKSYn5+HSqWCUqnsm4kSP5Gi0+lgbW0N8/PzCIVC8Hq9GB4e5oVLFEWcPHkSy8vLfY4x5XIZ8Xgcly9fBvD5PPjMmTOQSCSw2Wy4d+8enE4ngz9WV1f7YP8kKjA9Pc2KVMPDwwiFQiyFqFar+yzaqJqNx+O4e/cuAoEAut0uvF4vDAYDrFYrTCYTI3kzmQxCoRCjI8+ePbtvm4xaak6nk9uN5BgTi8VgMBjgdrsxODiIhYUFlrYjMMyrr76K1dVVfPrpp7h16xYqlQpKpRJTeMh5hsQKSPRCr9dDqVTi7t27kEqlrOEriiJqtRoGBgawsLAAlUrFogMk8k5OJ91ulyk1RqMRn376KRYXF9Fut/E7v/M76HQ6KBQK7AEM7C7e7XYbo6Oj0Ol0zMmNRqNYXV3lMcHOzg63T+ncEd9YKpUimdxdwsxmMw4dOoRXXnmFdaEVCgVisRju3LnDCZmQsnRN2Gw21Go1KBQKnoceOnSINZephUrqQaS7K4oiFAoFVCoVDh06hEKhwDKBFJTkgM8FPYjGQjNLStz0HTudDt5//32kUime5dLmiKpbapsnEgn+jKQT7HQ6kUgkeF6dzWZZwpA4206nE2q1muljtBknOhD9X6PR8EaawFNKpZI7PXS8qH1OPNjnGd+YpPoIzfv/AlgVRfH/6fnRLwD8DwD+06O//7Hn8f9VEIS/wy5AqXAwT/16QZyuPkTcv/k3jz3veVeqX9b+jaI3aZKwAy18wK4BtlwuRzqd5h0/0VJMJlPfItIb9NmIZ0gi3LSLJwNsiUSCUCjEi1en0+Fd8sWLFxlVOzExwbQQWsTpsx4/fhyhUIgrSBLJHx8fR6lUQiAQ4MSSSqVQKpVYdKDb7eLTTz/F3NwcOp0Oz6rkcjny+Tw0Gg0/nxCi+XwexWIRRqMRXq8XU1NT8Hq9nEzsdjtUKhVee+01FoW4du0ag5r2S6q0cDscDszMzMDv9+Phw4col8vw+/3wer2o1+uIRqPI5/OQSqU8H61Wq6ygQ7zDYrEIhULB89NsNotgMMgV9ujoKFeRAwMDXAn32qqRW0mlUmEQ1sLCAjqdDkKhEBudEyjK7/czoIcUkRYXF1kzlhIgqfLo9XrodDquuIknTJxIWqzr9Tqbo1MbmcQ4zGYzSqUSlEolKpUKHjx4gEAgwNcoCfTX63VWI7JarfzzXnnEZrPJnGziIbdaLTSbTUZLVyoVfh4loG63C51Oh0qlglwux1XnwMAAz6nJ/5TAQTqdjqlclKB0Oh08Hg+fD4VCgUgkwvcNGcwbDAYUi0Xu+BCiWqlUYnBwEFtbW+ztm81m4XQ6MTk5CaVSiVOnTrGrzYcffsj3MxnOp1IpTu703cjR6sGDB9xtogpdoVBArVazOhad4+cVzz2pCoLwP4ui+F8e/fv/EkXxP3zJl74C4A8ALAqCMP/osf+A3WT6U0EQ/kcAAQBUOr2PXTqND7uUmj98Tl/hv9u4f/8+YrFYv3zgo5sy8ajtQjMJ4NkrVRIOAMAKPnuFrQkFup9nam+lSm2k6elpALs77V5079LSEtrtNtbW1hjd+9ZbbwEALzZEkSA4P7AL5LDZbPj444+xtraGSqWC+fl5NJtNbG1tQaVS4dixY8hmswx8IMQjHReLxYKzZ88CACMW6/U67t27x7Z3iUSCF4lkMgmPxwOlUgm73Y7p6WnE43E4nU5MT0+znFur1YLL5YLFYkEymUQul0O328Xly5e5IiBkJ+noJpNJnt2Oj4+z5BtV10ajEdFolFvQZIu1ubnJC2E0GgXwOQ+YRAwIVORwOLiFrlAoMDg4CL/fj3A4jGq1yl6Z+Xye0Znf/va3ee74ySefYGhoCH/wB3+A9fV1XL16FV6vlz8XSVASgIeqDo/HA4/Hg9XVVSQSCaTTaRb4p89H83KNRoNoNMrOK36/H5VKBZlMBgMDA6wz7Ha7IZVKkU6nuRVNvMlQKITh4WHI5XIWXFhdXWWt2Vgsxu10miXScdVoNAx+y+VyuHPnDs+ZSfyCWq/En6Vz+eDBA6TTaQbo0POGh4e5mvvss894U1KtVrl1W6/XmbfZbre5o0DP6d2UkIsNAXxo/q7RaFi7lxDmJPBgsVggk8nYvYY2m5S4DAYDz5rpnjOZTJwY6/U684yp0qzVatzJork1IYsJoU7mDdTKtlgsvHGl+1AikXCnIJVKccva5XKx09HzjBdRqdYEQfgRgFkAn37ZF4mieB3Ak1bpb+3zfBHA//JMn/Ag9g1C0DWbTR7gt779bdRLJSz/2Z8B2EV+UgJ7lqTaaDQwPz/PjwUCAa4e9oZMJtt3Dk5J1Wg0QhRFRr3ujVarha2tLb4xqS0FgKkCFOfOneOkSgvx6Ogo6/iura2hWq1ibGwMQ0NDOHnyJI4dO8aawmtrawwqelKr1O12I5PJQC6X48SJEyiXy/B6vTh58iQ+/PBDpFIpeL1eqNVqHDp0iBcXmtkeO3aMZ5g2mw2/+7u/i7m5Oej1euzs7CAcDkMURVQqFbjdbnQ6HczOzjK45tixY5iamoLNZsPc3BzPrmZnZzE0NIR4PM5dAFoUBUHAP/3TP/WJdBDAg6pmqpB+8YtfMJCFuJGtVgsTExNM9+g9h3RcCblKqj61Wo0VkZrNJrLZLABwwi4WiwiHw5iYmEAsFsP8/DwMBgMePHjA7dZ0Og2bzcYeoy6XC1tbW2ycTZxmqpYI0FWpVPCrX/2KqyaysqMNGHFvV1ZWUKlU2C1Io9Egl8uh3W738TeJNkP6wiSBKAgCz/6q1SqLMBCVhzinlOwo+YyPj8NoNKJQKPDmQK1Wc1uctJAJpGYwGKBSqSAIAmKx3UYetXBJbL9SqfB9EQqFWDS/VCpxm5dQvxsbG8hkMtxOpuuAOMwkEJJMJnH58mUen2SzWSiVSqjVaszMzKDRaLDFHaF6ZTIZTp8+jWQyicHBQT4eZCBB9zSBtUjXemJigkcaly5dQj6f57EMdUhWV1cZOUzfiywDn3c813cUBOG3AKSwm+x8AL6ajt1BfCOiN6mWH908ZA6eSqUwNTUF4Nnav4TWO3v2LGw2Gx4+fIhIJILBwUGIosiVAamm7Be0uJ85c4Y5mrdu3eKWp81m4wWAVFamp6dZkYXac8AuAZ18OwkVSQtut9uF2+3G2toaAoEA9Ho9Tp48idHRUd5YZDIZLC0tMdl+fX0dx48ff8yYutvtIpFIoFQqodlsMnXkxIkTzGPMZrOMZiVwEflhTk1NYWZmhkE5BAxSq9VwOp1M6Wi1Wrh16xaA3eR3584d1j0mmbrJyUkmy5PCFAGSiAdLx7NSqaBQKGBgYAAGgwHdbhfBYBCCIECpVDLX9cqVK/jss8/gcrlw7tw5BlT5/X60223MzMxgbW2NW92Ems7lcojH44jH40zDWF9fRygU4hYhyTIWi0Vsb2/z8whBXCwWcf78eabLEJjGarUinU5jZWUF9+/fx/b2NhQKBav/5HI5pNNpuN1upFIppjFRW5lmhmNjY9BqtXj48CGL15Py1aFDh2A2mxGJRJBOp5m/StxfQqtarVZ2bGm1WjCbzTAajYxAJy1cakULgsCIYuKpkveo2WyGXC6H2WxGsVjE2toaAHAFS+A9msXSholGBEajEfV6nYVPaPZJSkcjIyOw2+0IBoMsQlEqleD1ehnhTJW0x+Ph4yOKIp+n0dFRuFwuRpE3Gg121KEEm0qlEIlEeG0gsFcul2NFrlQqxTNc2rwRXY0qZTLBaDabOH36NBscRCIRtFotuN1u7OzswGg0YnZ2Fg8fPuT2PnVqnmc87zRNw6r/il1VJNtzfv+DeIFBlVof0vXRQkX6qJFIBPV6HeVymR0rKEilhXbzcrkcp06d6lMXokRJouAOh4MVgiqVCu7evcstNaoOeuPBgwdYWFhAKpWCxWJBKBRCOBxGPB7nxcjr9aLVamFzcxPLy8tQKpW4efMmRkZGoFKp8PDhQzZXPnHiBIDdjUSvvdrW1hZSqRQDK0iCjcBHBH4pl8t4+PAh2u023G43rl+/jjt37uBHP/oRzGYzv1+n00E0GmWBdJvNxpZby8vLPBOiWRUAPhfkPrK+vs6cSmqL379/H6FQCMlkEkajEQ6HA41GA6urqyiVSrDb7XA6nTAajSzJZzKZeIHW6XRc2RBamBYw0pwlehFtpoDdDsP29jay2SwUCgW2trbYu3VhYYGl5qhlTBW32+2GxWLhNiZxEqlVWCqVWJrOYrHA4XCgXC7zPJ6qaZvNhlKpxLxMs9nMIuzUqi2VSohGo7xwCoIAvV6PV199FeVymRPim2++yW3BV199FZcvX+ZKjBIdUUuMRiNee+01xONxnosqFApUq1X+Q4CaU6dOoVAooFQq4dVXX2U6ycLCAiYnJxkcRsmaRiPiI4lI0kGm66H3XOn1esRiMfbJJWlESqwEeiJuOFV4JBdIG1yydKP5Ponuk80dAZdISpCSMb1ucHAQhw8f5uuy3W7D7/dDq9VyJ4Cs9gi5PDw8zOpXnU6HQVjVahW5XI43LnRtNRoNHnUQx7dXUIVoM+12m83c6TqhOT21wwlRTxuTiYkJ3Lhx4xlWyyfHc02qoij+pSAI57E7G9VgN7H+1fP8HQfxYoIWdADs2NFut6EDIH10wdLi5/P5+KbonXlSu4bAK8lkkn0379+/D5/Pxwu6Xq/nFhdVdaFQCPPz8wgEAuyqQjZxABim3ysRSGCWyclJ/PjHP8bdu3fh8XgQDodRKpXQarV4TkT8wEAggEqlgmg0ymAi2qlTlEolFItFhvZPTk5CLpdzkm42mxgcHEQkEumr+HpF1F9++eW+z67X61EsFtkEmpJKr/ReqVTC8vIybt++zW0ss9nMyZ82KPQ3aQInk0lUq1VYLBbk83kG+kSjUfzwhz9Eo9FAIpGASqWCzWZjbmq73cbm5iYjO/dycOPxOBtEOxwORvWSSbbD4cC5c+fg8/nY25Ls52ijRJsTMjagKogST61WY6F/4rrS/NtqtbIQgkajwcbGBhqNBoxGI44fP46HDx+yyD0Ju9OiTzNH8nwtFApcnWo0GjQaDZbmUygUPF8lUQcSmSiXyzyLTKfTbDZQrVZ50d6LMFcqlQw2Iu6zzWbD7//+7+PatWs4e/YsVCoV1tbWkM1mceHCBWxtbaFarcLpdKJYLCKbzTIKmebfBoOBRxR0v87MzLD/KbA72jAYDPB4PAgGg4hGo1Cr1bDZbJDJZLh06RK2trYQiUTgdDoZaEX8YZq10saXrP6KxSJfW/RcmUzGLja0ESIjegIPktIX6e4CuxztcDiMRqPBrkSiKMLn8/Fmmswd/H4/dwAUCgVv+pRKJWQyGYPfaGNHnRCixAFgbeyLFy+yETqBC593vIiZ6v+EXZGG/xvAj1/A+x/Ec45ut4tf//rXfJP6/X7+2csApI8oKxqNBqdOnYLZbMarr7762PtUKhWeU87OznJiy2azWFxc5Lam2+3mG7UX2EPSciSG7XQ6WQcWAMuVEamcwBESiQRTU1Mso0cV1PDwMPR6PbfxCNxCnNREIoGf/exncLlciEQi8Hq9/Lv0ej1SqRRGRkaYJ7q0tASZTMaLhEwmw9TUFJLJJFcnW1tbEAQBa2trLINGbVNBEBgQRaCaI0eOYGNjg3fYly9fRiAQ4J00iZrTnJYWAdqQkCQgVTakBSuRSCCVSlEoFLCyssJqOqTg43A4eMFsNBqsmkPVl9VqZa7u0NAQS76tr6+zdRdtVD7++GP4/X4GA5GlGYGhMpkMA4ecTicnpVQqhc3NTdZSpirs448/xs7ODlQqFS/wgiDg3LlzbMlXLpdx7949dmCZmJhgupHZbMb09DQjoV966SW8/fbb+LM/+zOEw2E2FPD5fLBYLCiXywiFQiySQNQfkjYMBoOwWCyM3k4mk/D7/Ugmk/jggw9w/Phxvh7a7TajaglBXiqVcOvWLUxPT3MikUqlCIVC+NWvfoWVlRUGuYmiCKPRCLVazXrLf/7nf97X6aDWebFY5JktAXeIc0rtY+JY07kmIQStVsvgIQAMShIEAZFIhK3SDAYD84bJgs5kMiGfz7NE4PLyMqRSKTs+JZNJ7vrQBoE2PtVqFVNTU+wpTEAnomRRJUyCFjKZDKVSif1SyQuXPvdrr73GCZboYalUCuPj42z4QLQiOi/UdaK143nHi0iqCQAqAF0Ari947kF8A6LdbnPlNT4+3ld9yv/tv+UWIEVvW5NaLQD6aC0E2gF2K9CbN2/i+PHj8Hg8OH/+/L6fY2dnh6tZurl728symQwnT55EKpXi6o6S8+TkJIBdLdjV1VXW+DQajchmszh06BAnkCNHjjBoiTRvq9Uqe7GeOnUKS0tLSKVSOHLkCN5++22srq7yJsFiseD+/fvY2dnpI6MrFArkcjkUCgUsLCzAZrOh1Wrh+PHjzOkklSSC8Xs8Hty4cQMqlQqdTgcTExPodDoYHh5mOsPo6CjOnDmDQqHAFapcLme3F0KOGo1Gnl+RAbNSqYRKpcL09DQr+FDio7ZZs9nEnTt3eONEQgV6vZ6J/tlslqlFFosFJ06cQCQSgdVqxXe+8x0sLi6i2WwiFotBq9VyCxIAcyMVCgXGxsYwNzfHYJlsNouPPvoIiUQC2WyWASdarZYF0Um9h/i7pKxDsnnEwQV2N0MOh4PnnAaDAS6XC0ajkduo5K9JUoREWWq32wyKot9Hc3CdTsdJi3jAZJFHVRkhbQuFAnOMaaa/uLiIaDTKwhvr6+tQq9UMeIrFYizn5/V6ed68ubnJFXa73WZhB+qs1Go1rK6uQqlUQq/XY3h4GM1mk7syvS46pFlN3rfU7ifjBACMurXZbJy0M5kMyuUyJicn+TolEBeJMxgMBm4Bk1xjqVTCwMAAo43p+llYWOA2fe/IiZLliRMn0O12OVnncjnmEFOFrFAoIIoiz79NJhP0ej263V1rN0JUk5gK8WyJg14ulx8z33he8SKS6l8DaAL4PwD8+gW8/0E856AbymazsboPxx//8e5zfvlLfoiEEQi9SY4pvdE7CyVKAIEuKHrnhxQSiQQOhwNHjhxBpVLBxYsXAeyCbgh08fDhQxgMBuazCYIAh8OBWq3Gie/SpUv47ne/i2vXriGXy2F2dhYDAwNotVq4ePEirl27xpXw2NgY1tfXsb6+zlQSWqxpUQoGg0wV0Wg0cDqdeOedd5BMJrG8vMyVQrVa5d0xzXEIdUjJbmRkBEePHsXa2hrP6lqtFjQaDcbHx3mBoAqbJOSokqDjRIIXarUaSqUSDocDk5OTuHPnDru/EF1kZ2eHhfBp7kayfqQyRBuYaDQKiUSCaDSKaDSKbDaLVCoFk8mEbDaL+fl5NvYmDiwt+PV6HS+99BJOnDiBDz/8EGazZZbBqwAAIABJREFUGVarlVuTkUiEf69EIoHBYGCdYhJlIAUjpVLJoDK5XI7x8XHWmx0aGsLo6ChqtRqr9lBbcmRkhBOcRqOBQqGAVqvlREN8bKr6SBaPrNvkcjnsdjteeeUVbGxsIBKJMHd5cnIShw4d4o2bwWBgyUbCC5TLZXQ6Hfj9fhZaEEWRHVVoQ0SeuUqlEidOnGC1JdpI3bx5E3a7HS6Xi4E+JE5C1wXNJGnO+tFHH0Gv12N0dJTHF2q1miklgiBga2sLMzMzuHjxIubm5vhaJdvDVqsFmUzGtoAE7iPjCqqOlUolqtUqV4AWi4XlKg0GA4PqaBarVqv5XjKbzQyQok0KiUR0Oh1sb2+zSXq322XkMqGaTSYTgN1OVzqd5hmvz+djJScSiXC73dDpdOh2u9jZ2WFwHM2on3e8iKT6bQBHRFH8Y0EQ/hTAz1/A7ziI5xjU9t3bCqnVavj03Xdx9uxZni0RzL9SqbD/5sTEBFNa2u02rly58phUIKEax8bGsL29zaCCXpUlapGqVCqYzWa0Wi1ue/7mN78BAAwNDaHRaMDlcsFms7EE4fLyMn79618zH1Uul7PJM7V+QqEQQqEQKpUKFhYWsLa2hlAoBKfTySbZJKBALTOZTIZ0Oo1wOMxgnuXlZdhsNgwPDzPYwmw2w2w2Mxd0Z2cH77//PjQaDebn51GpVLC+vo5IJIJYLIZAIMBUHAK9UAIiGhFtWGjBo7m2UqnE6uoqVx3UyiUiOwkBaLVajI2Nwe12Y2Fhgc3YCeVKtAWSRQyFQrh//z5EUcTrr7+OZDLZByJbWVlhVGwul0M0GuXfRbNXeh+32w2n08lgHzLnDofDvIDSTJJQzDqdDna7naUZSdEI2AXB/eQnP0E0GkWz2cTExAScTifm5uagUqm4Y0FJk4BkAwMDiEajuH37NiO+qeJPp9Nsc0Z8Z+pgyGQyHDlyBF6vF8vLy0y38Xq9UCgUcLlcyGazGBkZYbQqIXuj0SiPNaxWKzQaDVOhIpEI9Ho9Njc3MTAwgFwuh4mJCVy8eBGJRALXrl1DvV6Hy+VCvV7H/fv3ecZI9yABgMjyjo4RbeBIGIHm0tT2JZBaOBzGtWvXYDQaWcSEKkaiFxGXmFDO5XIZxWKRhUyoaj99+jQsFgvi8ThcLhcmJycRCoW4WiZwXCQSgd1uZylKaj0Tmpk2GNVqFQ8fPuROB234ad2htYJ8Wo8fP46NjQ1MTEywTjNdc3Stj46OYmNjA8lkErFYjMdAGxsb/x97bxob6XmdCz5f7StrY1Vx35pkN9nsvWUrki35WoFkK4GdjJFMogBZMDOei5nBJMDkx0zmAjcZJMANJsuf6wzggWX7xnA8tmzYgmRLtpa2Wq2WeyGbbO77UqydtRdrr29+sJ/TH6nNstlSS5cHaHQ3l6qvvu9933POc57znLcmEYdg98KpHsNdoXvnPXj9IztkOzh1hZZIJHDhP/0nKHo9xr/wBXG+XV1dktWcO3cOnZ2d+zIoAPucaqlUgsFgwOnTpzE+Po5r167Ja336058W6HZhYWFfTylfI5PJYH19HTqdDi+99BJu3LghOqJTU1NYX1+XKH9+fh6BQACvvvqqTLNgGwhhr+3tbYGv2JrCzHdubk76KxmFEyrkDM1IJIJIJILvf//70jLCz0P6PrCnDZxIJGC1WmE0GrG+vi5tFszc2traYDabxTmR9EL2tJaRPDk5iddffx2Tk5PIZDL4zne+g0QigZWVFYHGyuWyBDDMwPr6+oT4QhKZyWRCX1+fZFcXL15ErVZDb28vlpeXRSS/vb0dbW1tWFtbk1ogsCdsQfINM5C2tjY88MADGBkZkVYREuAajQZWVlawtraGra0tmWV56tQpGSLP12lvb8e5c+eQTqeF3bu5uYlkMim9tTMzM0gkEjKBhjU7wrT5fF5g3+XlZenz5HpnzZHDuNvb25HNZiVI83q90tJy9uxZWReEtKPRKOx2O0ZHR7G1tQW32y31QGbNvMfUlzabzfB4PNLewjp2b28v8vk8pqencePGDRQKBYTDYSwsLGBtbU1KB6wxknTEWiEAqROyDl8oFARBIFRO58bsmJkuAwAGZpwJy71HBIFrijVQaixHIhGEw2HEYjHJNOnUWO/kcIFjx44hl8vB7XYLOgHsBUOEgwntksDE1iCtChShYr4P2eFcb5SKDAaDomd96dIlWK1WLCwsyGc42Pp2GHYvnKoKwKooyhiAjvf64SP78E1bT9EaF3y9XsfOzg6sVitSqRR+/vOfS/2U9U9grya6s7OD1dVVrKysoLe3F4qi4MqVK4hEInj99dehKAo6OzslwiScBkAIFgAkY3jppZewuLiIN998U+pm1AulWhLVcTho3GQy4cSJEyISwH5KKhFRc7S/vx+JRAK1Wg19fX1YX19HJpPB/Py8ONuNjQ1hPZfLZXR1daGjowNLS0vCrPT5fOju7kYul0NHR4eQrD73uc/h2rVrsNlsWFtbk5459vCVy2V88pOfxI9+9COpkXFqjtPpRCqVQigUQjqdxle+8hVMT0/D5/NJ1hONRlGpVBAMBqWPtVQqiXgBM1dmh2SiUmAhl8tJ+xMb8V0uF9LpNNxut2Q4FHRgw304HBbSVjQaxbFjx8TBsieVz48i5sxMWLuk8woEAlKHDAQCghhUq1W0tbUJkxiAQL0WiwVra2vY2dmRzKpSqUgPKpmghUJBxqE1Gg243W6pD3Z1dQmEyFYe1lPtdjueeOIJjIyM4Lvf/S76+/vh8Xhw/PhxPPTQQyiXy9jY2IDJZMJf//Vf45lnnpHr4bWS3FatVvHQQw9Jy8729jba29sxNjYmwQF/LxgMSj2SymBEWtjPSQ6Doiji4D0ejwhlkPDEyT10kAwoGKyaTCb09PTAarVifX1dHL7JZJKaKhnjDLxYpiCUbLVaJWAwGo3Y2trC5uamaAazr5T9zkRZ8vk8ZmdnRb6RLGwqLdFRer1eeL1eCc6azSbcbrf0tLJUQKb+6uqqEMHC4bBMrNnZ2REVK7aKMQM/2LJ3GHYvnOo/AvifsNdW88tKFB7Zh2jv5FQFlr0DBwUCAYkctfJvtOXl5X1zHefm5lCv10V/l9NIWltbMTg4uE/Bh0anytpZNpuV+hHrgZRLIxRZqVTQ2dmJtrY2mU9qNBpx7do1kVybnJzE8PAwCoUCksmkqP7MzMzg+9//Psxms2jU8mA+ceIEzp07J5lqNBrFQw89hO7ubvzLv/yLQGR9fX1wOp2i3sJss7OzE9vb25ienpbDgwfR6uqqwGucDUmxfYvFgnPnzqFcLgsZZ3Z2VtpxPB6PBA+FQgFPPvkkOjs70d3djampKWFMFotFxONx/PM//7Mo+fAgJrGEPZysPXK8GB1ALBZDMBgUZuzAwIAMECeTslAoIBgMSvC1uroqTGxmttFoFNVqFaFQSNqp+vr6cOLECQQCAayurso9nJmZEfYuFbeoFEWo0ul0CuzLe0E2p8VikVotAzCSgIiwOBwODA0NweVyodFo4PLly8LYNRgMCAaDMhf24sWLOHXqFFZXV/HEE08gGo3i9u3b2N3dxde+9jUsLy8jk8mgra0NgUAADodDZqCy/sfMkXW9p556CoODg7h27ZrU7jkowGKxIBqNSl83HXV7e7uQ93w+HzY2NiTIYHbIuiiw5+jYDsRMzm63y4QbBnaUF/T5fELu6e3t3UfgIluWPbGqqiKfzwsvYHh4WOQJ2e/KvwmZ9/X1YXBwEIuLi9KCxnY2ttDweVitVvT09MiQAELDlKiMx+NIJpPweDyIx+NYXFyUII9D5v1+P373d38XZ86cwerqqiATLK8cP34cn/jEJ/Bv//Zvh3GMih26U1VVdRPA/37Yr3tkv5yxxaK/v/+XluB6p5qq1uERNmQtik5V+x6NRgNerxePPPKIQH6MnoPBoLSJkAgxPj4uggCsifFQuHnzJiYnJxEKhaDT6RCLxUQvlO/BkVDxeBxDQ0NClGBtant7GzqdDp2dnQgEAvj0pz8Np9OJ2dlZ9PT0CJuR7SKsWfb19cloMAASZRPCYsZUr9fh9Xpx7tw5ZLNZzMzMYGJiAktLS0ilUrh8+TJmZ2eFDEOpOqr7OBwO/PCHP0QsFkNLS4sMrWZNK5VKIZfLYWhoSGqOZJ+SSenxeGC1WsXBzs3NSVTudrvR0dEhTOilpSWpUzscDpw+fRqTk5NoNBro6uoShmej0ZAaJD97qVSCz+fDH/7hH+KNN96QA4ywbCQSEWLR888/D7vdLvNMOeia8BwFCRRFESiSWUehUJDZnxwmwHaPer2OWq0Gn8+Hs2fPIplMYn19HU6nU5jNFNJoa2sTTWRC0QxIKBnpcDjw8MMPI5PJYHx8XEgzW1tbWFlZgdvthsfjkZoz4U5CyVTtyeVy4ky7u7uxs7ODmzdvAthjwvr9fty8eRPLy8uCQNy+fRvT09MoFAoYGRnB8PAwvvWtbyEajWJ8fBw+n0+m4lD7lqIoVGti1kjo1+PxoFAoIJvNCmu6VCqJ8zKbzQLPApAJO+Q8tLe3IxKJIBqNypzfgzVNOmhObvL7/fB6vRgdHZU+02w2K8G22WzGqVOnhDS1sbGB7e1tQWSYKVKSk5konTtJZblcbt88YCpG5fN50Xr2er3w+/1CfHriiSfw1FNP4dq1ayJvyaCdLTgfiUxVUZT/DcDFO699TVXV//uw3+PI3tlmZmZEuqy3t/eXooy/U02V9Tz1zve5UVpaWtDa2gq/37/vd7a3t7G8vLxv6oPdbodOp4Pf70d3d7eIklMkotls4ubNm3j44YcFEqRm6YULF6R2t7q6CovFgt7eXnR3d4u83/r6Om7fvo3HH38cZrMZ3/jGN0ReTSs9B+y1WxD+0+l08Hq9uHDhAtrb2/Hmm2/i5ZdfRj6fx7lz57CysoLHH3983/175ZVXRGqNikTa0Vnlchnz8/Mikh8OhxEMBqVB3mw247Of/azAVNVqFTs7OyIMQUYksJdJKcrd0WQkV1DHt1wuw+fzwel04oEHHhDYiwOlAYgiUbVaxac//WmYTCZks1mcOHFCMimn0ymN8CSFUfScGV4gEMD6+roo8ZCdSkEH1qYtFgtsNhs2NjbkAGZ9sVgsSo2TWQ57TVtaWkQEIZfLIZlMYnd3F62traJI1Gw24fV60Wg00N3dDZvNJv2QnExCpxEKhfbNVTUYDCIoz75XTlKJxWLi7FtbW6VdKx6PC3mJPb8AxLmTaex2u1GtVuH1ekWkIpVKSS+z1WpFNpuVNcH7StY4BSWef/55Ge69ubmJ3d1dmQVKCHdjYwPJZBJ6vR7FYnGfOAQZ3YRGGQhpJRC1de5kMinTfxhMsDXIaDQK0Yh/6ETT6bSUfsrlMk6cOCFEPmpUc0oRYVhKP3Lf8Hrz+bzce/5NR6mqKiKRiNRaeVbw+mlEbyjkTzQgn8/j6tWr+NrXvgav1yvBBNdTqVTCwsKC9Msept0L+FenquofAoCiKP9wD17/yN7BfvGLXyCVSonAAFV6aIz6tEbYkcOftVBwrVbD+uc+h+WVFYGoeHidOXPmLcLx3DTnz5/H2travlFper0efr8fra2t0Ov1oh/bbDb3XSdJOlarVWBRTrFgewLZx/xMvF5gzyEkEglpJOf3yEolM5eiAYuLi7hx4wbm5uaEzHP58mVUq1XcunULOzs7cm3j4+MyUqqzsxPxeFxafTigPJfLCfFlZGRE2LltbW2iWep0OkXUwuv1yrSM3t5efOITn8Dw8DDOnDmDiYkJVCoVnD17Fq+88oo0+TPzoC5wvV5HLBbDxsaG1HdnZmZEKINogqIo8Pv9GBgYwOrqKgwGAzo7O9HV1SWDmzmGrFgs4vz58xgaGkI4HBZ5uJdffhm5XA6VSgWRSATlcln0iqnTS4EIr9eLkydPYmFhQWpYTqcT1WpVrsvr9cpUl2q1Kk6JBC+9Xi+koa6uLuzu7uL8+fOIxWKiDcysjuxbzsv0eDyS3TLTJit8ZGREoOdkMgmTyYSlpSXpbySLdmtrC9euXQOwJ13p9/uRSqWkXqjV2+V0ILvdLgSoSqWCX/ziFzhx4oTMieXINq7v+fl5EaFg9rS2tiaSoCQg6fV6GTdIKJatSYSK3W43+vr6cOrUKTz99NPiJDlQYX5+HvV6HYFAABcvXsTzzz8vwQOzYtZD2Q+snWFKlIY9ot/73vck0KBgQ6VSQSaTEYLe4uKi1IYfffRR3LhxQwJNwuLUcqYKVWtrK9rb2zE7Oyu1VqIehPEJXVutViwtLYmkIcfMscWOKBlrzWyPopTiYduhOFVFUfpUVV2/89+Td6bUGAC0K4rypKqqPz6M9zmyd7ZwOIyvfOUrcLlc+MIXvgC/349kMolYLCaOYW5uDslkEu3t7fsyzEwmIzUJZjnAnjNaaG+HsacHw3cavMla1bJSKXzNdoFSqYSZmRnMzs5ieHgYgUAA09PTyGQyOH/+PAYHBzE7Oyv1omQyKULfNpsNDzzwAHw+n5A6GOkSyspms4hGozh+/PhbnKrJZEIwGJSDZWNjQ7KGXC6HRCKBcDgs0fTi4qIwAYvFopBu2tvb0d/fvy9TTafT0h/5/PPPSwtCs9nc1/rCvsFUKiXkJ+qYTkxMANiDu2q1Gl5//XWsrq6KWHmtVsP09LQIRFBir62tDYlEQqaGcC5nqVSSaSkbGxs4duyYvI5WN5gs2f7+foTDYaTTaUxPTwvJY3BwED6fDy0tLfKa0WgUn/nMZ+T+7O7uyqABihZQJarRaAgRhTVdTrMhBH/27FkZwm2z2dDT04OLFy+KlCH7TUme4SzQVCoFm82GUCiESCSC69evCwO7UCgIscvhcKCnp0den4c/nXJ7e7tMdbFarXjqqadgNpsxPT2NW7duIZPJIJ1Oo1ariVpSPp/H9va26Mh6PB5pJSKRhu1KuVwOn/3sZxGLxUQ8gvq4NMK1uVxOJP0sFgscDodk9blcTur6JJkBEAF+ZnUMQOmQbDYbRkdHceHCBSwsLAjUrtfr4XA4pD5NxII1TM5J3dzcRDabRTAYlOkz7L8m81ZLeCICUCwWYbFYhG1MOJnrjoz3/v5+yaDZ7sOske1qRGiIfPCPqqrIZrMys5VoFtv9NjY2BEnTjvCLx+Po6+tDS0sLfvrTnyIWi6FarcoecjoPv0HlsDLVHwA4f+ffrwIwAmgH8FPcFdk/sntoXCyUwGNPFpvUW1tbhdX60EMPCfORzoZfZy2LgvK67W3EUylk7sjMkb3baOwNfY5Go4jFYnjjjTdw8+ZNuFwuXL9+HaFQCC0tLRgbG0OlUsEPfvADkRr7q7/6K2khYR2TUXsikcD169fR2dmJVCqFgYEBAJA+wZ2dHczMzODWrVviLIE9pzozMyN1SYvFAq/XK3BeqVSSaTKEinZ2dkTJhvDY4OCgMG77+/sxOjqKlpYWIUWkUimkUik5OD0eD7xer7RIMKpnrYcwJnVk6WiefPJJrKys4Be/+IUoGWWzWSFUsE2p2WzKAclB3mQ687NPTExgYmJCMtednR35NwODubk5AHvkjN3d3X1CDxzODUCUtViXZaDl8/mkhSQUCkkWSSecz+cRi8Wwvr4uTrBYLOLKlSsCR5LIxOk/RBXoQOLxuMgDZrNZaTlhvZ2tOFNTU8JuBiAkIWoqU8+3v79f1r7RaEQoFJLWrJWVFbz55pt49NFHBcEhi5bDAOr1uvTMauFdKiPxHppMJlEWMhqNoj7V0dGBU6dO4bd+67eQSqX2kcK45gKBAPr7+7G4uCgD24nwMEOjJjMlJEkOIyOb2a3VaoXT6RQ5QELWxWJRRPW1gvWFQkHQAS0K4vF4kMlkhAFOwhOJiSQjaZ8rnwPLPSRcGQwGBAIBTE5O4vbt21haWhL4mAGGlpxYq9WEV8DAiKgVAPj9fmkRi8fjePbZZ0XcoqWlBbVaDWfPnpX2uWKxiG9961swm83CkObn5bo5bPu1nKqiKL+PPWfqVBRlBMCCqqrfvPO9KVVVD18D6sje1ggT8eBtb2+XZnsSdcjcDAQC+zR1AUi0Sio6N9gXf/QjFIpFfPNP/1R67IC9rG1hYUEmS5RKJVgsFly8eBEjIyMwGo3SdkKVIdY0yWYk9FcqlZBOp9Hb2yt9jB0dHRKlTk5OCgFjenoasVgMa2truH37Np544gn09vai2WxidXUV1WpV2H/UarVYLHjkkUdkhic/Y1dXF27cuCHqMJxHSXHyeDyOqakpuUeNRgMvvPAC0um09PZRBo0tEPl8XjK7oaEhlMtldHd3Y2NjA4lEQjb+ysrKvmHWVFAaHx/H+fPnpV7X09ODQCAgvZxDQ0Po7OxEqVQShRs6AJJBcrmcKDUNDAwI9LW9vS1wKNmU7Eekxm04HBY1I4PBgO7ubrz88sswm834/Oc/L1BruVzG0NDQvrmjhKWJFFDPuLOzU2phhHxPnjyJ5eVlyczW19flZ6jiwwDlzJkzOHPmDC5duoRcLger1SoErdnZWcmsOU3Gbrdje3sbAwMD8Pv9MsiAkGuj0UAsFsPXv/51nDp1Cpubm8jn8yJKQUiV5J+LFy8K45ktJNvb2zJk4Td/8zcRjUbx2muvYXV1VQ55QpRutxtut1vEOtiq1NLSguPHj+ORRx6RUXe8R0RBSqWS6AfTCZCRe/78eSwvL0uvJQXvySinzCLXKUsTLNuQYUwNaQAIBALiuFnLpaYxW6p4j8iNYIYZi8Wkfm632+HxeNDa2oqxsTE899xzSKfTQmDUCjsYjUb57Kx9A5ABECS0sb5MGDoej0vNlz2nLL2Qv8E5tyStORwOnDhxQibXjI2N4fvf//6hnsW/bqZ6BXs6v/89gH8CcFxRlAyAMIDS+3khRVGeBvDbAOKqqo7d+dr/B4DzptwAMqqqnlUUpQ/AHICFO997U1XVf//rfZSPthGWIVnD7/ejWq2iUChgdHQUQ0NDIq5AVt9rr72GaDQq2QMhINaaeLCozSaCwaD0eCYSCVy6dAlzc3NCXCFjcHt7G2fOnIHZbEaxWMTi4iLW19cRj8cxODgoBAUK3NMxED5mBrCxsSG1wp2dnX11o7Nnz8LhcGBhYQGXLl2S+ZgUCqfqTG9vL27cuAEA8nWOoSK8xAHRrCmOj4/D4XCI4zh+/DgsFgvcbjcikQi+/vWvSxChKArOnz8vhzSnnXR0dEBRFLz22muixTs3NydwJOXxkskkUqmUkDNsNpuwJ4kYnDt3Dn6/H/Pz8wK50THTibS1tUnGbLPZMDs7C7vdjs7OTpw8eRI+n0/qw4qiyPOnvGEmk0FPTw+KxSJWV1dhNBphNpvhcrkwPz8v9en19XVMTU3JyL9qtSpThwjRUybwi1/8Iv7pn/5JRn2Vy2V0dnYCgEDrKysrWF9f33e4stfU4/FgcXFRZvmSzarT6WR6DfsWOXZveHhYrrdSqWB1dVX0fw9OseG83r/9278FAJmH2mw20dHRIUILnZ2dOH36NN58802EQiF89atfRb1eRzQalRacRx55ROa8Tk1NwWazYWRkRBjR2WwWwF3FI2oJezwe6dHWtqeQ3Xrs2DE0m00RGPH7/YjFYnA4HKhUKvK66XQalUpF9iWlNFl/BSAENorVr66uitMklMyaKtm3lCdk9kh4n46fvciqqqKtrU0COg4l5zqmxjOfHTWJWYcnQZGOj3rTvBf8fOynpqgLGdlUldLpdOjo6JCWGUpwsi2Nk3AKhQIKhYIMaT9s+7Wcqqqq2wD+i6IoK6qqXgEARVF8APoAzL/Pl/sGgP8Mzag4VVX/W/5bUZR/BKC9Ayuqqp791a7842esu3ChXLp0CYFAAMCetF8gEMDExAQmJyfR3t4Om82Gq1evIhQKidLKxsYGHA4HOjo6RPs09pd/CRSL8Pl8OHfunBz+XNxsP2GD+PT0NE6dOiXXwsg1kUjI2LQf//jH0vrD8WHhcBgrKysol8vo7e1FIBBALBaTVoXjx49jfn4e/f39GBwcRDAYRCaTEXm8ra0ttLS0SA1zc3MTly9fFnUjOtJgMCiOdGlpSSJwblBmQBR4p1zhD37wAyFNDA0NScP84OAgHn74YWSzWYFgWf+JRCJIJpMiasB2IEVR0N3djcHBQek13NzclIOpUCggHo/j9OnT6O7uFsiuUqmgu7sbDz/8MJ5//nn09vbi7NmzSKfTiEQiwtpl1kzma0dHhwi7s3WHtVeOfXM4HPI+J06cQDabRaVSwfLyMhKJBJrNJqamphAOhyWr0+v18swYIKiqivb2dvh8PmG7MjuhY8zlcsLCpBIWAAwODkJRFJw4cQI7OzuiEzw1NSVQI3WRqcZDotc//MM/CCw6OzsrzGMSukheYp2xWCwil8vhhz/8ITo6OlAsFoVcw4HqhOzb29ul15RsWdYSi8Uibt26hYWFBRGsqFarMhh8d3cXr776KgDs64VNJBIiw5jP50Ulq6WlRTRwefBT+5l9zU6nE/l8HqFQCLlcDoVCAfV6XaBzCuvHYjFR16I6FBXCONCeLSVer1ccLJntWuav9t+cpBMMBsUZ7+zsyDlAFEdRFKmrEgWgmAMdLPcb2390Op0MrCfLlzOayebmBBpeK+F6ogF0ymwj8vv9AvsXi0UpdaiqisXFxUM/iw+lpkqHeuffOwB23uXH3+k1XruTgb7FlD3Q/fcBfPZXvMSPvTEqbW1tRX9/vwwLZh2HrQfhcBjf+9738Hu/93uoVqsikdbf3w9VVeHz+fCFL3xB6jGsowYCAWneDoVCGB8fRyqVwoULFwSC4oQRtiMsLi6iq6tLFrfb7UYikcC1a9fQ3d0t9Zre3l5MTU1Jb6jZbIbVakVfXx96e3uxsrICnU6HcrmMubk5TExMoKurC+fOncPk5CR0Oh1SqZQ4U4PBgJs3b2JnZ0faA5ip8CDyeDwYGxvD+Pi4kKDYtbgyAAAgAElEQVTYuuL1epHNZpHNZvH3f//3CAaDmJiYwPz8vEgYsrE/HA7jtddeE3EG1ptYM2YUT0o/9WA/97nPST8uh2tvbGzIAcI658LCAkqlkkxwaTQaePzxx6XeSoYm2yEIrZG9fe3aNTnwyJR0uVwiucdr9nq9cuh88YtfxNTUlGRrOp1ODu9gMIixsTFpgUmlUkLKIqzJKT1s+cjn8xgeHkalUsHPf/5zGI1GbGxsyBD11tZWEd33eDxYW1tDe3s7Go0GSqUSNjc34XA40N/fv2/MGbNOYC+YIwGN93t4eFjEH8bHx2WSjMfjwcDAgLRHkSxD0kqlUhHmdLFYxMzMjJQEotGoQMoMJgiDMusCIEgDg4JkMikOmSSeRqOBhYUF6Xs1Go04ffo0lpaWpCZPWJ+lDGaoqqpKRs2sG4AgRx6PR+qVirIn+M8+UO5tOu6NjQ3Zo3x+BoNB5sACe9Ay22Oq1aqINfB80M45piMnIYhTcJgBE+a1WCwIBAKyxzmgneUKIm5aeUkS/PjZyZEA9hKLra0tfOc738HCwgKCwaAQtagvbTabpRZer9exvLx86GfxvWipuRf2aQAxVVWXNF/rVxRlAkAOwH9QVfXyh3NpH46xZYL1kOXlZVE98Xg8wu7b2tqSHjPgruA4KfBGo1GGeYfDYVFCGh0dFfhXp9PhgQcekNoNN0cymcQLL7wgItYcuRQKhbC1tYVQKITe3l6Bj0g6oApSo9GQVhbW+HQ6HSYmJuR3WBvZ3NzE2toams2mEH5OnjwpA8gnJib2wZas2fh8PjkkOHOUhwJZ0SSNNBoNLC4uoqenR1iMGxsbWF5eFqUW1prZ7zg+Po5QKIRQKIRwOAyDwQC/3y/EikqlIpk4HVQgEJCxYY1GA36/X6BZTlQh4ejFF1+EyWTCysoKSqUSAoEAbty4IbNIb9++LVB7IBCQei/rq16vFzdv3hQJPmZCvFeVSkUIPleuXEEymUSj0UBvby+uXbsmg8Dj8Th0Oh0GBwelDYV1/GZzb5g5ySksPbC9ZWtrS5w8eyc5fqtWq2F5eVkO/FKphP7+fgCQ2vHY2Bi6u7sRDAZx6dIl7OzswOVyYWpqSib5/OxnP4Pb7cbY2Bj8fj8cDgf6+vpkyLvdbkcoFBLWp9vtxujoKJaWlvDoo48inU5jdnZWRp2xltnS0oK1tTVZo2RB07GrqipkO7LSWXe0WCw4ceIEIpGIBEcMbDhYfmtrS0hJHo9H5s1aLBaZNsN69dDQkNwn3nvg7kxittoQ5tQqFmUyGWHpUw+YKA0zUZYFkskkgsGgPEdms8zyG42G7AFVVWGxWGTqET8f1cR41gCQ/lEGQ06nUzgV2q+zNNPR0YEHH3wQV65cQalUws7OjgjKUKmqWCyKUAWDSdb4I5GITJzi90qlEj75yU9ic3MTpVJp37jKw7KPilP9QwBaLakIgB5VVXcURbkA4IeKopxUVTV38BcVRfkygC8DEKz9o26qqgohIpvNYnl5GUtLe/EGF2QikZCItFwu7xsa7PF48NBDD8lGACDCAYlEAs888wxGR0f3YNCTJ7G7u4tP3aGsUzeTTombgJJ9tVpNBk8z6qTAQKlU2te4TlHtgYEBPPnkk5ibm9tXZ7Xb7TL1hVkeazp+vx+FQmEf0am9vR2nTp3Cb/zGb+Dll1/Gzs4Ouru75dBn5BoMBoXoYDAYpD64u7srWR/7fFmv5f1pa2uTGhDrTjabTQ4v1sDYr2g0GoUt2mw2pRbrcDiQSqWk5sX3JjzHuiune7BWpSgKIpGIZDOxWAzHjh3DsWPHJAJnEz3bSdgjygyHUCjZqjxISWTh+LNoNIqXXnoJzWYTi4uL8r3u7m4kEgmZ6uP3+yVY0+l0WF1dlYyIY7uoB0vmLzMq9hvbbDY4HA6B+9n+wWEDHHlGRvfm5qbAnjqdDq2trei7I17PP3a7XYT+Ozs78cILL+Dy5cv7oESO8QMggiCED8kG9/v9eO6555BMJiUAJaubdflmsymiBj09PThx4gR2d3fR19eHcDgsAQeRDurq0mESQSARintmcHAQk5OTEkA7HA7R1KY4PgO1bDYra5co1M2bN0Vsw2KxCFuY+s/JZFKY9mzFcrvd0v/MQFA7U5l1SUK0wWBQgigKYQDYJ+hAhq9WtY21b07VIS9iZWVFHPeVK1eE7MjXpGgFSX509ISXR0ZGEIvFpIxiNBpl/3B/plIpqXkftt33TlVRFAOA/wbABX5NVdUKgMqdf99UFGUFwDCAGwd/X1XVrwL4KgBcvHhR/SCu+V4bs86BgQERx759+7bAm1RisdlsAPZmkfp8PgB7sx5DoRCee+45GXHV398vxAun04k33nhDDrQb5TJSmQwsN25gd3cXo6OjovrCnjn2njFjyuVyuH37NhRFETFzq9Uq0T373QhX2mw2dHR0SL2VUGNPT484JtLvKepNUg3bB5h5A3tN+lR2stls0v4BQIgtDocD0WgULS0tUnOkoyZsCewRSNiDWq/X4Xa7ZVO3tLRIuw57UwndssZdqVQwNTUl10526/z8vEjyBQIBOXi094mOCoBAWA6HQzL0119/XfRM6/W6KBrxs9XrdZFDZNsP0QSKFrCONTExgVKpJEiCz+dDNBoV2JhED0JtdAwcZk5hC2agN2/ehMPhwM7OjgzlbmtrE41bZiWshZ08eRLFYlF6h81ms0gU7u7uYmFhAVNTUxK88N7ZbDaBBa9cuSIDB1paWhAIBNDR0SETcoaGhnDr1i2BvunQG42GoCSBQABdXV2SrS4sLCCTyWBnZ0eY76wtplIpLCwsCHeBWRSwR4xbXFzE008/LcIUHPBOElatVhOWOQMfktk4Ro/tcdlsFqFQSDL9kZERnD9/HuPj4zLusKOjQ2qXGxsbMkSCe8zv96NSqaC1tRWPPvoovv3tb4uzI6xOgYWdnR04nU7RTNZKjlJkgwx1zmFmK5nFYkGpVJKMnsgWdYOJeLlcLjidTqiqirm5OQm6WD4pFov76svcD6z3UxSDv+N0OtHR0SH7iVA7URIKyWxubsLv90ugc9h23ztVAL8JYF5VVdGTUhTFDyClqmpDUZQBAEMAVj+sC/ygTQvlEtogvPjcc89JhD44OIiOjg5cvXpV2lQYrRUKBUxPT8Pv92N0dBSBQED64wDgwQcfxLFjx+BPpTB3h3yQTqfx7W9/G2tra1hdXRXNXLJQT506hbNnz+K73/2uwE1nz56VQ5DONR6PiwMAIMO9GR0TciJ8azQa0dnZieXlZaH+M0OmkyMsFo/H8cYbb6Ber8tQ842NDaTTael15YbTDgbgWDNuQLPZLLq0hO1Yt+RkHtaOeSABkJmclNTjAcFaDqeqkIRD4gahRAAyPYPXyn5E1iynp6elHYLZBZ07tWqTySR0Oh12d3fhdrsFXl9bWxM1G06kMRqNcLvdGBkZwc2bN1EqlbCysiLDynt6eqAoijhssjRZ8yRTW6/XI5PJIJ/PY2BgAIODgxLgsa7HbIpqOmz/sVqtIk5iMpmklma1WuW5FotFmaPa29u7D8rV6/VIp9PIZrOIx+Pw+/0YGRmBw+GAzWaDwWDA1taWtF3UajXMzs4CgLBJdTodRkZG8MADDyAcDkumT0UvzgPmcAVmmO3t7ZienhYUZHh4WMYVchILD34e5gzSCM1y7UxPT0u9nvVJtoKUy2W594TjM5mMsM5JEqLjpVAHX8Pn84ljfumll8RR+f1+CbSYWfJ1SWCiKIzNZhMdZ7PZjL6+PoyOjsJms6FarWJzcxOjo6OIRqMSUHN981yizm82m0W9XhfmOvW9R0ZGkEgk0N3dDYfDIf2l1JYmylWr1USggq/JIEG9M4CBLXiRSET2I6UbtS1lh2n3jVNVFOXfAHwGQKuiKCEA/1FV1a8B+APsh34B4BEA/5eiKDUATQD/XlXV1Ad5vR+mkWbOg4AEn/7+fqytreHYsWPweDzS03j9+nXZaM1mUwhC9Xods7OzeOqpp7CxsYFyuSys10QiAbPZjN9/+WWk02lcVRRks1m8+OKLqFarwhRmHcbtdmNpaUlqbsyEqDTDjILtIJubmwLd0anVajXJTElkIHzrdruxvb0tDoIC6YRya7Ua2tvb8cYbbyASiUBRFLjd7n1N+ewXZO8dB5Tv7u5idXVV2MCMsungXS6XZLp0cDyoKH5PuFbbEE+mbyaTkQOG01y4yRkUaQ8Njt7SSkqSnbq9vS3atiS8MJu0WCzY3NwUFjAhMwY0JCLxM7En0G63Y3h4WNYPBTZ4uDMr3dnZETk77UFGkQuz2SyHO7MKtjwwK2PPIOFN1i1JZKvX6wgGg7hw4QKeffZZOBwO2O12cRYej0farBRlbxi9zWZDf3+/OHke4I899hhGRkaENPPqq69KXZeObXd3V6YTZTIZTE9PY3V1VUbFGQwGRCIR4QFoD22u0fb2dszMzEhrR7PZhN1ulz5RZqmEz3/2s58JWYc1WZPJJAzqSqUi5Rr2+TIY0ev1+NKXvoT19XW89NJLqNVqQtbx+XxSn6SjZaBI3d9arYZoNCqBBffE2tqaXB9Vi9jPTEcLQO5JsVgUIf3W1lYJMIiIaNEatuyQQMWAr16vY3t7G4FAAJ2dnVhZWZFgjRkw9xYAESIhNEwHyWzYbDajq6tLWM8UqqDzJqmqVCphdXVVzsLDtvvGqVIv+G2+/qdv87XvAzjcjt2PgPGAKxQKWFpakp5AZgNa7dmenh7odDqsra1hfn5eJAFZ6/P5fFJ/qVQqmJycRCwWQyaTgdlsRltbG8bGxqA3GKC/IzsXjUbh8Xhw5swZ/OQnP4HX6xW5ME4qaTQaMskjk8kISYa1y66uLtH+ZQQL7M1ijcVimJubE11X1u3YQjA+Pi7tAZSno/RgLpfDjRs3RDqPlH0GDzxAadROrVQqEmzwoCSRh5FsoVBAZ2enQICNRkNqUGzTIOxHJSeDwYCBgQHo9XpMT0+LTCE3OOtR7FMtFotwuVzi9AOBAEKhELLZrAxVrtVqwsrloUORcNZ1Q6EQ5uf3utkYWHB6Cg9Kwr4bGxtC+JibmxME4/bt2zL2jNkuG/4p1kBiCetoWpivVqvtk8nj4UcCDbMIlg6o88seZsL4AITIlE6nJfNgj6LP50MwGMSxY8dgMBiwtLQkmRl7KTn1hPVnBkPaqSUcxE2xkdXVVYETOaqOn4HDsbl+arUaRkZGMD8/LxOJtIEmWcN0Kk6nE8vLy4KEaKfQtLW1CXLCGjzFHIiqcBhAOBzG4uKi1PuJYlitVqk1UhCDg9vJruUeyufz8Hg8EgzZbDY5PwjXMiBgaw/blog+keFMtIBDGB577DEZaBEKhQS2X15elsAnHA7LOMDW1lbY7XZhHZNYuLy8LGuPn8Vms+FLX/oSnn76aRF6YXbNMYL1eh0dHR1QVVUEMCiqAUDuGdGyw7T7xqke2XvbzZs38cYbbwhEy9aRzc1NABChbxJizGYzIpGIbF72JHZ3d+MHP/jBvt7STCYjG5k6vP39/UjdcTBs1+FAYUaqJ0+eRHd3Ny5duiR9ioxCgT1ol1JsVF8ZGhrC1atXYTabUSgUsLm5CZ1OJ6LbJA+EQiFEo1H09/ejq6tLxLKZ9XBz85BnDYkZBPVLKZlH9SfKoBGWowSb1WqVrwF3WcHsw+P0EgCSXTCbZdDg8Xgk2CG8ajKZJKsirLa7uytwlNvtlqyCcGilUhEWI4C3HOokfDH7a21tRUdHh0jZtbS0CEpABiQ1Vo1Go/QJMwuJxWKIxWIio8i6J7CX6fKeECIk7MxoX9sqwlYiZrqsXTkcDlE24v3VtlmQDVwoFLC+vi6HKQAJAlk64OD0v/iLv8D8/DySySRWVlak77qjowObm5sIBoNIp9MIhUISoGXv6FgzsyV73WKxiHyfXq/H6uoqvF7vPkY2JwMBkIDi1Vdflck0zHySyaTApHz2RqNRAgSiEgwyms0muru7YTAYREiCAU+1WkUsFpPA77XXXtuHqLCmHAqFhH/AsgNZ7QAksAEggwuIwhBGpfQn0RyqXHHdmc1myRJNJhOmp6eF4W6xWCRrZXmBClYA9pVR6PTL5TKWlpawsbEhjF8GWWtra0in07I+2Eqj0+kQDodF+5rtTYqiyMQmolNUOSOpkiQ0ImQHB4wchh051fvYtPWWZrOJy5cvY2trC1arVUgopVJJWg/YvK/T6XDt2jU8/vjjGB4eRrVaxe3bt5HL5aSNYn19XWqLr7zyimiPkir/7LPPIp1O48ydw+LEiRPY3t5GrVaTiSKsZZrNZuRyOdnYzNxKpRKWl5fR3d2N3d1dEdinCg9rj4xaKYJNx87rCYfD0nBPNRY6d0bPAN7CBOzu7pYhx5yS02g0RAJxcnJSmItGo1EOYC3Mx/5BQszsnaMUGxvXCe2eOHEC4+Pj0vtH2UW2fpAspG3HIPzLOqler0ckEhHHXS6XJatnppvL5QRirVarcvgQfhwZGZH+P/ZbkuDR2tq6r7mejowDGEhW0ZKktP191Iom1MvX4deovkPGJevIZDvzOWnhZTpVs9mM1tZWIW5xJmtnZyeMRqNMvCFj9F//9V9FjYuHdqFQwM7ODiYmJuReRiIRydKZbVH4n8xmivJz2guJf21tbSI2Qr1ctq80Gg2EQiEZ/h4KheD1eiVoIRJCtjMRBwZabAFrNpu4deuWBIjVahVOp1OUzkiSY2bf1dUl95KCD1wXbEfjMzQajQgEAhJIWq1WeWYUQ2Cgx0CqXC4LiYg9ngyaGDgwmHK73ejs7EQikZDXvHr1qgy251nGtc2AjQ6bJDGiF9x/vB4GcDwfcrkcrl+/jlgsJgQ6nU6HQqGAZ555RhAYk8mE3t5epNNpyVYZyJAsxaDtMO3Iqd7HNj8/j7W1NQB7UmQc0UZtTKPRiKGhIczPzwvJKBgMCuWdvYg84Ei+YIQaiURQrVaxsrIigt+cPZjL5XDp0iWMVKtw3KlpUSqQPZPValX6GunMOH3DZrMJXZ71Kx7ehAoJL1HmjwFEe3u7QHzMYOPxOAqFgrAiCYURziNZiiLvbrcbjzzyiGSKJGVwI/b19cFisUg7gd1uh8vlEieprZ0xm6RiDQdF0xHQ2ej1emkholA3xTUSiYTcE0bV7OFrNBoiPs77St1SkpZYD6LIPV+DQ7dJViKMVywW0draKrV3h8MhmdXu7q6oHPFwT6VSIlkJQNAGZtcMdgiFEpGgWa1WDAwMSA2SzoB1Y2Y7WnhWW+cnUYyTWPgZM5kMfD4fTCaTkLcMBgNcLhdisRii0ajsDdbcKDYQiUTg9/sRDAal5s4AjmuQ5BZeL9WdqDiUzWYlu2EQQ+dKJitl+KiRGwqFhEnOTI3kNiIlXK8UIdna2hJ9W9aWgbsBDyVHDQaDDOUmguRyudDW1iYoCOUe+ZwVRZG5xJxzyho8SWAkFhqNRkFoAMgaJdyr7Xln9u/z+faprPFz8jMwq2VdnwgFAwK2W9HBFwoF6XtnbfrNN99Es9mU/nAt214rrDI5OYlisSjdBRMTE5J8aIcBtLS0QFEUnD17Fs8888yhnttHTvU+NlLYXS4Xtra2oNfrMTo6ij/7sz8T0QW/34+5uTmBfiicHY1GMTMzgwsXLkjLDHu2eBi0tbUhl8thc3NTRroRhpmdnUVrayueOX4cn//85/Hkk0/i5s2bKBaLuHTpEkqlkkCwlOWjYAJrd5yU4vV6RQ2IAtfhcFhgtc3NTTidTolqfT6f9N8R6iRcZ7VaxYETQuVGLZVKcLvdAoPOz89jaWkJoVBIhNydTidisZj0FNJh0cGwJ4/Oiio/3d3dEqUTKmMfH6NvKg/VajWBq6empmTDs57DflQe5FqdVWYSB2XhtDAhnRFfjxG/9mdJBqHzajQa0j/IZ6YNdvh82Kvp9XqxubkpBxbJJlTNIRpBZ0hYdGtrS/oT+bNa2JkEGQZVvF4SbugMKSvZ2tqKYDCISqWCzc1NZDIZHDt2TGQDvV4vWltbRS6RYvyUK1xbW5M6b1tbm9SxW1tb96lFkb1OZ24wGKTVhbAo21K4V9LpNBwOh3wO7TSXzs5OafsgjMoZn8zG2Cvr9XpRLBZFmayzs1MCXDooOjNCzCScMdMiaZHXr0UZuC/ZL81nns1mRXVNC4Oyr12LVnCta/tOGYxQ/pD6zszQg8GgEOy4X8giByDtY8FgUJjgjUYDPT09UlrQDjOnEyQhcnx8XO4rr4klMEVRpCWL32MQpeUsMHg+TDtyqvexEcbkjFLCFi0tLTh9+jR2d3dx/PhxPPvss3JoUTyAcJTBYJCNYzKZ4PP5pHYH7PWwcjETbtRupmfrdegaDcx+85vY3NzE/Py8MGPHxsZw8uRJ5HI5WbCpVErUfEiX7+3txebmJrq7u0VUgHCb0+ncF73zfQkF9fX1wW63o1gsikYvZ2/WajVRTuKBwsg+lUphbm5OtID1ej1u3Lgh/Ynsb+UgcNZeT5w4IU5henpaNFW3trZkyADrTXSWnM9pMpkwOTmJSCQieq9sBWEmCUCgbDoXACIKwF5J1japCMUDnJqsAEQcnYEMWaP5fF7gZbaDEE4knExnwQyZLTkAJJLnuuAfZhbaqSV09KqqCszOz0rYcXNzUw5/u90uGRnXJ1+fWQSzZK/XKxrJlUpFppKQcEdRCmbIBoMBXV1dEvBFo1G8+uqrIkMYi8UwMjKCtbU1advS1nu7u7tl0goAETig42PpZWxsDIVCATdu3MDIyIiIxZNrUK1Wce3aNXF0/OxEBwindnZ2YnR0VLJ/YI9AwwyQ05UYUHPKDp0g7zGzSN4DQpskIKmqivX1dQkauXZYyuHe4fcoDMJglWuctfZIJCKfgaIuuVxO2oXITufz1ma4lBakjCJFMFh3ZgarZccTPXG5XFhbWxMeBvtOeV9ZFiIzXlXVfYGRtr2IJZ+PdUvNkb3VeJDxUOCGZC0yEAjg8uXLEmmTFdvb24u5uTlxglx8jPxIevD7/QiFQlBVVeonzJ7K5TLC4TBOlMvQ376NHZtNtFWZRZExSQUeDtQmw5E1GLvdjgcffBAdHR0yEcdms0nD/8bGhsCm5XJZ2IpsVzAYDAiFQpL5sD2FTgjAvhoMJ09oI3qDwYBEIiEOlRnq9va2QL5zc3MYGBjApz71KVy/fl1YhbVaTXpSOzo6ZLgxMz5KQ1ILlr1/dDbMqq1WK/x+v7Aw6VAAiBABGaKVSkXYwJTv47Xo9XpxPkQnGo2GqO4QJt7e3t4ncO73+9He3o7XX39d1pI2e2R2aTAYRMWKNTUA0r6jdQ7MNHngc8h4KpVCX1+fOFA6MC2RjfVWkr0ajYbIzvGzlEol3L59W1SbuDbZtpTJZLCysiKBBOF4lgaq1SoikYhAtq2trcKK5ZQU1gYXFhakJYQZOuFyBhK3b9/G1tYWHA4HEokEenp65D4Q2gfeOiuUNUntc/P5fPjyl78Mv9+PP//zP5c1yfcihN/R0SGZHAAJHhkkU2rPYrFISwk1nfnzzWYTqVQK7e3t4mwJIfO5U3WLsDKDQUKz2ufNZ2cymbC1tYVYLLbXLaDXY2lpSaBych+0yIqqqhIo84xjQFir1aQXnbAwnW0gEJAWNGAP0WJ/O18nkUjI+9hsNkEddDqdOFIiLVpC5WHakVO9j43zNllr42bUwnrxeHxf7YQKLbu7u9jY2IDX68WFCxewvr6+L1PipmWWoFUfIcmhUqngb4pFOF9+Gf/5zoBu6pw2m3vSf6urqwLvkM1LBRZCa4lEAn/0R3+EaDSKfD4vNSTWgZxOp+iHplIptLW1SQSZSCREs5cZuPawYCTNCJ2fgbU6flbg7ugtOhpmPWTBFgoFCTjm5+flnpDgQJECAOIcKIhA1Rdm+ysrK9jZ2RGYkaO3OEKODFhtvysdbTweR1tbGx577DFcvXpVApmDeq/8THSKhLlY53M4HJIBJBIJGWhARikAQUEIMbLthcEK672EcRnIMBhgNkOEg7As6/KE7gjZa9satK1FdN5U/mI/KgCps3G6DQX4mVlzCDnrnc1mU/omWXsjSWl6ehq1Wg0ul0uE26luxCBpZWUFDodDWrL0ej3i8bhAscViUSYZ3bp1S+BtEq/4PAl38mstLS3CXOY9e/DBB2WmL5nr2v7jZDIpE3kYJNAxt7S0yDhGBtZ+v19EIoiEEAVgIMy9RLYupSfD4bCQ/0hY5PsyE2dJglA9HW2j0UA4HBaBFIqfcB9TD5nPmaxlp9MJvV4vQQwzbq5pBu6UMw2FQrJ/tWQnXgN5GCTtcc1pnwmlEImkHbYdOdX71JrNJhYWFpBOpzE2NoaRkRG88cYbmJubw6VLl4Txy8XC9hE6JpI3jh8/LoV7Svkx8rTb7UL7Z72M9UVuwkaziUKxiNdff11kDNmb2tPTg1deeQWxWAxmsxmdnZ1YXFwUVR3CnBwdNjY2ht3dXVy7dg3A3dqets+u0dgbEUZyEWu1DCK0ajM8LOlUdTqdzOJMJpNwu93Y2tqSuidhH240vp/BsLcNWBdjZklnysy6UCigWCwin88LpMU+TtaJHA4H/H4/Njc35ZDn4QzcZcjSIZCooSUtGY1GPPjgg0L0Ituaz5qOkv+vVCpC3gIgz1bbKK/T6WRep8FgELUa9gRvb28DuCu1VygUBAanshHXJWFGXgvhRm1tmge4FlbkzwB3ReBJQGKm4XA4EAwGcfz4cfz0pz/d1wpEJ5vP5+H1erG8vCwj3rgmyAKt1+tS72QAwX5VZqNsNZqdnYXFYhE4kwczW1bYvvHZz34WCwsLyGazAsFSKILPA4DwAxj40AmyXYws3Gg0img0iq2trX1lDO6/arWKW7duyexTQu/8N3WRa7Xavn5TliPIOeBeZq25VquJg2e2Ojw8LJ+VRDBtxsjgRHudZKxryWitra1ob28XghvXE9f0JXUAACAASURBVNcS1xjXq16vR09Pj6y5YrG4r2WMwSz7YO12uwQCLDdwb3Nv0RHzPZgl0/FqyxlbW1uHeGrv2ZFTvc+M46ioQKSqexq+7HlsNpv45je/icHBQWxvb+8b2EvKuZYyn0wmRWWIzoMHWzKZlKgvm83C6/XC5XLJ/EFtBkXHzIXq8/lw/fp1yXZVdU+/E9gjO2lJE6urq/i7v/s7PPDAA8LWJFuS8mc8IEiyYe2F81uBu2LarNsdZOjyOgj1kUVpNpsF5iOExmxae/1U21lfX5dshCL0PBhCoRDK5bKIfxMtYCQPYB/TkZkKlZY4MYckIR4YmUxGDhG24lD3lQETgxBmejyAtRkBv5/NZkXZimuqWq3K/WQbAiFVRveExHkd/Axso6CTZtRPJq+WiUmLxWIiWm+xWKAoirS9aK+dDphtE1TLstvtIhTPIASAqAYx0CB0zYOfNeNIJAKr1Yr+/n7pzQUgQVdXVxc6OzsxMzMjkC9ZodqSCyf8LC0tobW1VfgCvAf8m/dD2+usJamxds21s7a2hr/5m7/B4OCgBG8kogF7zN+trS0JHomM8DMbjUbpLac4Q61WQ39/P/L5vKgwMVMG7g7O8Pl8kpXSIXE/MZPX9idz32nhXz47LXKWSCRkiIMW0eA1cI0B2NeHzMyX788yBEtdfX196LszMGFnZ0fqsFrnSVSJ61AbaPE9dDqdfI9BxmHbkVP9EI1N92xoBoBbt26JPiub8RVFwUMPPQSr1Yr19XVxRpzhyUOdjdvM6KxWq7TX0Nky6idRRgvhOBwOGQfX2dmJSCQCpNNo3jm0LRaLUO/r9bqQnEqlktQxeeiyXkXyAHvFDkqHGY1GpNNp2O12YdXygGSN0u/3S1M7D21mdgAk02YtkZ+fQYTJZJJGdG2mRbamtiXHYDAIpMZsSutItG0gWuiLsy8bjb1xdhRhYE8kAxdmxmx5IATHf/PQXVhYkIZ1ZgV0plpWMGt4DIAAyL2gPCSVo1i3ajQaMpTe5XLB5XLta03QHrJ0GiSOcd0SeiOUSafCLIjOhKQ17fPh+uDhxoCA6wLYK33kcjl0dnbKQcm/q9UqxsfHxSkTgtWuEd6b9fV1RKNReXYUHWg2m9jZ2RFIPZ/PI5PJyCQjbeBCsk88Hhe9YNbp6QzogNmnqyiKtEYxI6e4P+/z7u4ufvKTn+xrW9LC7qyX8/lx33KP53K5fSgIr4vrg7rYlJMkuxyABDkbGxv7JjSx75wiH2xt0daHaXSCfC58RmS/02EycKWSkjYA5NlBFjGNBCSHwyH3n0iLxWLZF8gQYeJ951rgfiayw/3MAFkboB6mHTnVD8G2t7cxPj4uWqv1eh19fX0AgHA4jFdeeUXqKYFAANPT03LoUVyBvY9kxjGboxAACT86nU7mGjIDYLTLyJqbMJlMQlVVpNNpKfg3Gw00sVe783g8okLSaDRE0o99bx6PR0hPmUwGyWRSsjJmzzMzM3Ld8XhcIuKtrS3ZzNprovPga2rbaoC7jMpqdW8eJVV7eGCweZzSiTzgmFlqIUxt9sV7xQyarRKMcOl8WG9i7ZDjzEjwAO5qnzLr42sCEEIR63/MElkjAyD9kzwEeJBr62Ra07YOkDDDzJ+HXiqVErFyIgMAJNDSEjno1Ak/arNmHnKEBQnjsQZMx8dWkHq9vm9cGjMlXhvr8HTQFFNgHzUP+nQ6Le1Z2vYjHrSKooiKF4lGXFfsrf7JT34ik3SKxSKi0agc2CaTSdi7DNAo48cgjigIM1AtCYmsaz4Lo9EoBDsGg81mUxS6tA6K64xrTRvEVatV0Y9mHZ/v19bWho2NDQAQwhc7Ath/y7UQDoeFWcy9zHtJbV9mccyIGQgfXGtaFjuDXkoGcq1r7w8zWAZIVLAC7qIvLAlYLBYUCgWMj49LGYNOEoAE5oSBCd3zD0mIAKTbgGuXv3/YduRUPwRbXd0bqEMFEi20tbGxgcXFRezs7MhUE84OZHM1VVlI4efCpng5IZdqtYrt7e19ECczBUaeWggnn88LPMjD4P/UZAdsYSHsyVYCwntsjaFTJ5zKKHh6ehqKogjNngc2WwKoYcwDVQtl8hDWQk/aDEYbnQKQeibJD4SIWB8l5MqfZS1Vp9MJcUTbYM6DWmvar/Oe8z2Au9Aff1b7O5x+wyyXpCLtgauFRbU1Sn5GZql8VtpMlrVprZHAQ0dXLpcFsuZ91NYggbuEKDJ06Vi1a0wrCEAnQ4eiheD4Xlyj2oyQn5c9vISsyRs4qHzDdcV7T0fA6200GlIvazb3pBS1/Zdk2JI5ymwzl8tJtsoMlyQkyupp+4q1JBmKV5AkxHXA7JVtKtpnpn3m2mcH7AU429vbEkywjaXRaAicz/tJNS4OYidETr4Fs3e+x/r6uiAWDDTq9bqoOBEm1ev1iMViUpo4mNlxzfDzMgBLJpMIh8P7tLG1iI92ffPaVFWVn+fzqVarWFtbkzXgdrthNpsxMDCAra0tUeEiCtJsNqW9TFsWYpbKcpcWiThsO3KqH6BFIhFEo1GJANfW1nD58mW43W78yZ/8CU6dOiWkBZIZZmZmsLm5ienpaQAQGIURuNbY7kCoiJGndjMRXtQenDQeDmTgmc1mvEn6+R2GqDba5OFCZ6w9/Pl6AOTw4u/y5wj3aSFAGg8kmvb72qZ6OsJmsyl0ezrJg03qjFgp1RePx+U+EJYjC5OQp/bAU1V1Xy8tP5/2Xh68bu29533R6hszQND+IRzJw4WHLF9HC4W+0/tqiUvag0Nbt9JCytp+Sl63tqZOazQaUgLg62nX2MF+V+2hxnvJ1+R6o9FJsa2ETlDL5ubn1kL/fB0evLyH7Idm5qmFHXnd2vekc2GdmfeKs1sZXDIwYRbJ9acod+cHa+t7XEv8We26OGgHv86gmfee4xYP2s7OjrT0aNuetPVurXEoh7YGzvcnAsXXYGBzcM0B2CfqwPtJh8gAgc+L6AV/VntO8PsH1x5LLNqOBYPBgFwuJ3uV+517kwE9CZB8n2w2K9erXXOHbcq9wJTvV7t48aJ648Zb5ph/YPbiiy/ihRdeQCQSwbFjx2TyC1mP1OPl1BVGtszSuHnvxTPja2sbvhVFwQN3HNOVO5E1D0FmcQcP8w/SKOGnrSWyBqZtAThoBoMBfr9fDkAAbzl076VxlBmDF+1h8su899sdbr/sz2sJIfe7admz9+Kate1Sb/fe2nXF9UEnrw2w3u7atMGcNhAD7q6v9/scPyjT6+9OsQHe+zoZKGg/oxZFAt66p95rHdKZamuw/LqWQMf6KOF9bZCs/Z2DXztgN1VVvfiOF/M+7ShT/QCsXq9jcnIS169fx+LiInK5nCj9ULGFECkb2LX9mLR3WRS/tvG9DmYnfwsAqop/d+D93y7T/aDt4GY/yIR9J6vX61I/pmnrQvfamPXwWt6vvd/r1P78/XiIv5NpIfN7Ye+2nw6uK22JRgvvv1vGqc0w3+s97icjK572Xtf5ds7xvZ7dewVJ2nLK2339oGnZ5O/0Wh+UHTnVe2ilUglXrlxBJpPB9evXRR6tUqkgHA5LW0A8HhdHcJAC/2HY/brZD9qv49gPOt4P8jN/mPf3o/JsPwr2cb6XHxU0A8A+bsj9YEdO9de01dVVIRMoioKHH34Ydrsd8/PzeOWVV3Dr1i1ks1lMTU0JZBGPx6X37YOOoj5Odr9soiM7siP78OydIPgPy+4bp6ooytMAfhtAXFXVsTtf+2sA/wMAVub/SlXVH9/53v8B4L8D0ADwv6qq+uIHcZ3MjjY2NmQwtqIoyGQy0m8Zj8fx7W9/G7u7u9je3kYymRQiAfDxjnCP7MiO7Mj+a7b7xqkC+AaA/wzgvxz4+j+rqvoP2i8oijIK4A8AnATQAeAlRVGGVVW9J2nf7u4uVldXEY/Hsbq6isXFRdGOJLusXq9jc3MT3/jGN2RSCxm894JhdmRHdmRHdmT3n903TlVV1dcURen7JX/8iwC+o6pqBcCaoijLAD4B4Oq7/dLNmzff0mt4ZO9uf/FhX8CRHdmRHdlHyA6/8/Xw7X9RFGVKUZSnFUXhSIFOAFol5NCdr73FFEX5sqIoNxRF+fB6aT7CNnnnz5Ed2ZEd2ZG9t93vTvX/AXAMwFkAEQD/+H5fQFXVr6qqevEw+5D+a7LH7vw5siM7siM7sve2+wb+fTtTVTXGfyuK8v8CeO7Of7cBdGt+tOvO197VLly4gPcr/tBs7s3WjEQiWF5eFvHuQqGA2dnZfTKAH0f7D3f+fvlDvYojO7IjO7KPht3XTlVRlHZVVSN3/vu7AKbv/PtZAN9WFOWfsEdUGgJw7V5cg06nw+joKEZHR/HYY48hm81iY2MDFosFS0tLMuliamoKU1NTKBQKWF1dfYvE3ZEd2ZEd2ZF9/O2+caqKovwbgM8AaFUUJQTgPwL4jKIoZwGoANYB/I8AoKrqjKIo3wUwC6AO4H++V8zfg+ZyuXD69GkAQH9/v4iUq6qKq1evyqDf27dvY3FxEeFwGIlEApubm0etNEd2ZEd2ZB9zO9L+vUf285//HD/+8Y9hMBgwMTGB6elpgY05XeSjYK/e+fvffahXcWRHdmRHds/sSPv3o2AdHR341Kc+hXq9DrvdjpMnT6K3txc/+tGPMDc3J6OgtKPbjuzIjuzIjuyjbUdO9R6Z3+9HKpXC6dOn8eijj2JqagpDQ0MitO1yuZDL5ZDJZOBwOJBIJJBKpWA2mxEOh+8LwXrgDt5+ZB9r45i8j4od1nQX7TDwd7OD9+edJq+8X7tfp9R8VO1XuZ/34hkcOdV7ZG63G5/85CcBAFarFZ/5zGegqip+53d+B4VCAcViERMTE3A6nWhvb0dLSwtcLhcGBgZw6dIlJBIJ2cgck/Rh6FsuHtLrcF6ndhbm+zHOaPw42PvZyDabDZVK5X2zyx0Ohwx5pr3T+rnX64ozYd/P4cWh4m9nHDX26zLuzWYzms3mvoHiwF2nyTV38H04Sozr0eVyoVAovOf1HBx3xvFwdOzakXJms1muy+v1Ih6PA3j3+8Jr48xinU4Hi8UCYG+0YaFQeMc9xJGPzWYTBoMBNpsNtVpNptW835GBv8zP/6oO7aCAj9lshtlshsViQT6fR6lU2ve6iqIgGAyi0Whgd3d33wQe7TjLw7L7vU/1Y2WKoqC7uxt//Md/jL6+PjidTiiKArvdLmSnSqWC06dPw2azyRxHq9UqM0J/HXu/v6/X6/Hb2BNk5gzDX9cMBgMMBgNMJhOMRuNbNghnI/Jvu90uQ6OtVqvMU3ynz6QoCsxms/yc9jUURdk3iJsHCbCXjRgMb40x+RpGo3Hfe72dMtcvq9b1TgeJ9rMpigKr1QqbzYaWlhbo9XpYrVa0tLS87XVqzWg0wuVywWq1ytrhPX+7+/WrHCra+/hexlmXdrsdVqv1XX+Wn1+n08FsNkOn08FgMMgwCqPRCKvVCofDIZ+Fz/zgujCZTPvmbx68Zv7faDTCaDTCZDLJ9ywWy75AkD/P6+Da0el0KJfLco3v9HnoKD0ej1yf2+2G0+mE1WqVZ6rX62E0GjE8PIy2tjY4HA6Mjo7KtWpnlGrXL81sNsPr9cpasVgs4nRsNpvcK5fLBY/HI3uFa4Sv63A4EAgE0NvbC4fDId/nexqNxn3vyz2q1+thMBjk/h007bxjvV4vn9dut0sA8G5mMpnQ0tKC9vZ2uXbem1KpJM9I+7wYPDGgMJlMsFgssi4P244y1Q/B/H4/gsEg/uAP/gCqqiKVSuHFF19EW1sbOjo6BALOZDLI5XJyYJTLZWQymV85s3i7IcJaaEtRFJhMJsmKzWYz/vJO1PfCnUHLer1eDuF3ijQPfp0bibNauSE9Hg/y+Tx2d3fRaDTk/Tnc2el0wmw2I5/Pw+127xuaXKvV5DW1M1S5SXiYWiwWOBwOqKqKTCYDm82GcrmMer0umYI2Wj040Ft7gPEe8jr588wGed18TW7it8vU6Cy0I6tcLpdE2Xz9RqMBg8EgB0hfXx+i0Sjy+bxkUXxPBg0mkwnFYlEcRbVahcVigdFoRKVSQa1Ww+7uLnQ6HarV6ttmL2azGY1GY99n4L/phKrVKkwm077MQFEUeDweeR+32y3X39/fj/n5eVSrVTQaDVkXlUoFqqrC6XSiWq2iVqtBURS4XC4Ui0UYDAa5XqPRiEAggGaziVKphHq9DqfTiTNnzmBhYQGZTEbWmNPpRC6Xk2u2WCwoFAoyUcpoNKKjowP5fB7ZbFYcFh2gqqpoNBqoVCpoNpv7Dn2z2SyfkT/PdViv1+WZWiwW1Ot16PV6uN1uAEA+n4eiKDh+/DjC4TB0Oh1SqRSKxaIEH4FAAA6HA6lUCmNjY1hbW8P29va++6bX62XOK4O/lpYWqKoqDoOfg/fQYDDA6XQiEAigtbUV4+Pjcu+DwSCWl5dhtVoxPDyMgYEBGAwG/PSnP4XBYEAsFkOlUpH9azabUSqVYDKZ4PF4UCgUJNN1Op1IJpMolUqyj7TBdLlc3jfk3WKxyDxU3i9gL4hoaWmBw+FALpeD0WhEo9GA3+9Hs9lEsViUZ6Fdm8z4GQzznODz5XqoVquHXmo7cqofgjEiHB0dhd1ux4svvoj29naUSiWYzWY4HA48/PDDmJqaQjweR2dnJyKRCBwOB3Z3d98W/tHCLYwmtVE2N+NB50MHwAzS5XKJI2s2m0CpJFlTrVaTQ9zhcMhsWL4fDyGr1Yrd3d1918IDiweCoihwu91yoFYqFVitVgSDQeRyOVSrVbhcLnnvlpYWDAwMYHl5GWazGdlsVhwes8xsNgsAcDqdaGlpQaFQgN/vR7FYFAcwODiIdDqNra0tqKoqzspoNCKfz0NVVdhsNjkYm82m3Eur1SpBjc1mg8Vi2TcwQZvNc8MaDAaBvOnEeMDQGWojasKA/FowGITX68XU1BSAveEOTqcTzWYTlUoFdrsd6XQa9XpdsgneM6vVCpfLhWQy+f+z9+axcWT5nec38mTe98UjeYqHKIqirtJZUl2qs3vRRhvotoFte+1uT8+2gflrF8YuPPbOH4PFzh+DxfTMugEPbE83xp4atxdb7i6V1HVIKpWOVukixftmkslk3vedsX+w3k+RZFKkKEpild4HEEQmIyJfvHjvd78XcLlcaGlpwfz8PPL5PObn5+nZFAoF+l72zJjQZi+GqKurQzqdJuXN7oF5xMlkEnK5nLwjmUwGjUYDs9mMcrmMjo4ONDc3IxKJIB6PU9+waEWxWIRCoaCwpSAI8Hg88Pv9ZFQygdnX14eZmRkEg0EolUp4vV6cOnUKiUSCjKNSqUQeUKVSgcfjQVNTE0ZGRrC8vEwGSS6Xg8lkgiiKpKQFQUAikYBGo6F5qVKpoNfr4fP5SOizfq6rq8O+ffswOjpK5zEhXl9fT4aCwWCAUqlELBaDTCZDPp+HXC5HXV0dTp8+jc8++4wUTyqVQltbG5qammA2m/H222/j/PnzSCaT5GlptVqEw2Ekk0kyIhobG+ldzQqFokphSCM3drsdNpsNNpsNuVwOTU1N6O/vRyKRIAPK6XTC4/FgdnYWVqsV4+PjGBsbg9FoRDqdphCxTqdDT08P5ufnEY/HUSwWUSwWyfCSyhiDwYCWlhb4fD7Y7XasrKwgnU7TmM7lcqT82Nyz2Wzwer1Ip9PQ6/WYmZmhEDWTN2q1Gk6nk2QAmw+lUonkC1PwzAuvq6uDKIq4d29nN2LlSvU5wHId6XQaoVCI3sM6OjqK6elpKBQKHDp0CFqtFolEAna7HdlsFkNDQ9DpdJiamiLvThqaYkKVKQamZJmHwrw0NhCDwdU36qnVauh0OgiCgIaGBhJepVIJskQClUoFOp0O6XQalUoFSqWSlBabMIVCgRQ1ywex0DbzJmw2GxYWFsiKtlgsyGazCIfDsNlssFqtMBgMMBgMJDiY12Y0GknxsgnE3kl74MABNDQ04Pr161hcXIRKpcIPf/hDEkp/+Zd/icHBQQqnNjc3U/8pFAqycrVaLSlWvV4Po9EItVqN5eVlqFQqnDhxAh9//DHK5TLUajUJzMnJSXquMpmM+pIJ80QigXw+T5a91DpmyrVUKiErMWDK5TLq6urQ0NAAj8cDn8+HXC5H/cFypuVymYwnlUoFrVYLURRhNpvR1dUFp9OJwcFBqFQq+Hw+qNVqNDQ0IJ1OIxqNkjfPrqPX6+lnFn7N5XLQ6XTI5/NksDQ1NSGRSMDlcmF+fh7AquFmMBiQzWbhdDrJy8jn82QgMUOGeZ1sjLNxxb4PACk41o+NjY0IBoMQRZHGgV6vh8ViQSgUQrFYRH19PQYGBjA2NoZcLodwOEzXSKfT6Ovro+fBhG6pVILNZoPP5yNPiIVJbTYb7HY7zGYzfD4fYrEYGTbMgJDL5bDZbHA4HFAqlbDZbHA6nZienkZfXx9CoRBKpRJyuRx5dKVSCQ0NDeT5VSoV2O12CIIAh8OB/v5+nDlzBpOTk8jn86ivr4fJZAIAdHZ2oq6uDoFAgIw/hUIBj8cDj8eDSCSCuro6FItFkgUNDQ0oFAqIRCJ4+eWX0djYiFAoBJPJhKamJnR3d6O/v5/W0zPP+5VXXsH169eh0WhgsVig0WgozGo0GpHNZkkWsGfNZIfZbCZDnD0Do9GIjo4O2Gw2nD59GlNTU5idnaWxmE6noVKpqO3MGD9+/DiWl5dhNptp3DGZxAwTm82GsbExWK1WqFQqOBwOhMNhyOVymtdKpRJmsxl6vR4vvfQS8vk8V6rfFIxGIwKBAMrlMrxeLzKZDLxeL3l+U1NTUKvVNNEOHjwIl8uFK1euQC6XY3p6mkJbTCBZrVY4nU4kk0mayCwUwvIcLMzDlKEoiujo6EAsFkM6ncbp06eRSCQwODi4musNBJD7ahKJokihGlYwwRQRC2/JZDLs378fQ0NDiEajpOhPnDiBlZUVlEoluN1upNNpeDwe2O12BINBZDIZ1NXVUdjr3XffxS9/+UvyyHp6etDb24uf/vSnMJlMaG5uxuTkJNxuN3p6ehCPx9HT00Ne0ve//33U1dVhaWkJOp0ONpsNhUIBdrsdHo8HR44cwcTEBCqVCgqFAhkOzCth4aHe3l6yfltbW9HW1kYe2969eylEL5fLYbVaoVQq8e1vfxvj4+OYnJyEzWZDJBKB0WiE0+nE5OQkVlZWIJfLkU6n0djYCJlMhtnZWWpDR0cHMpkMQqEQcrkceZVutxuhUAjJZBKtra1IpVL0bNmz0Wg02LNnD5qamshwcTgcsNvtCIVCUKlUeP3119HV1YUPP/yQvFz2XJjiZB6uQqFAOp2GyWRCoVCARqNBR0cH/vzP/xw/+9nPkEqlUF9fT16R2+1GIpFAV1cXrcl2Op1oaGiA1WrFkSNHkE6nySNyu90QBAGpVAq9vb2Yn59HIpFANptFsViE0WiETCbDt7/9bfzwhz/ET3/6U5jNZoyNjZFxp9fr6edCoYATJ07gwIED+Ou//mtUKhU4nU4oFAr09PTgj/7oj/CjH/0IPp+Pog0ulwtLS0sUUWCRCjbGmZeTSCRoPLe0tECpVCIYDFJEY2BgAKFQCA0NDdDr9cjlcuju7obX68XY2BhSqRSF4f1+Pxkv5XIZkUiEPFyz2QyXy4XW1lb4fD5UKhXMz88jl8tRPjKbzaK+vp4iVAaDAV6vF729vbBarZienkZrayvm5+cxOzsLURSh0+kgl8vhdrtJ4TidTni9XrS1tcFqtaK5uRkqlQrxeJzGIwtpG41GAA8Lg1555RVcuHABxWKR5kBjYyMSiQTMZjMCgQD1A4vKMEOFRQECgQBsNhuMRiMpdJaftdvtEEURdrsdXq8Xv/d7v4f333+fDFrm3bNUQHNzMxKJBBlHbW1tkMlkZECyaBPrM3ZfOw1Xqs+JpqYm8lYcDgcmJiZgs9lQLpcxOzsLvV6Puro6nDp1ChcuXEA0GoXf70c2m4XH40E+nydFxLwPlUoFnU6HcrmMQqFAObVcLkfeIwsDs4o4m82G1157Dffv3yehmclkoFQq0dLSAs29e8h/FSJjOVWmVI1GI95++23cvn0byWQSzc3NWF5epgnGlJkoiujp6aHQMrOiY7EYha7MZjOFcVlBBPNuKpUKenp6oFQq4fF4yMp84403KE97//596HQ67N+/H52dnfjyyy8BPCwIYeel02ksLS3BZrNROOzevXsUYs7lcrDb7TT5jUYj2tvb6Vr19fWUt2Ne+J49e7Bv3z7qn3fffRd9fX34u79bfTWwXq9HW1sbTpw4gdbWVvzmN79BIpFAXV0dDh48CLvdjlu3biEcDsPtduOtt96CQqHAZ599RgK3tbUV/f39uH37Nik7g8FAeVnmIbjdbgwMDFCKQRAEHDt2DAcOHEBnZyfu379PYWWTyYTR0VHY7XacP3+eDC+LxYKGhgZYLBbMzMzAZrORgimXy1CpVAiFQhQ+bWhogN1uRzgcxokTJ5BKpQAACwsLaGhowOHDh2GxWLCwsID29nZMTEyQN2qxWCAIAuLxOHmOLE/L8uZmsxk9PT1wOp3Yv38/4vE4rFYrzGYzjh8/Tjk/t9uNpqYm6HQ61NfXI5fLQSaTobGxEclkEp2dnTh8+DB+8IMf4PLlyzAajdDpdBgZGUE6nYZMJoPFYoFMJoPBYCBDpr29HRqNBqFQiMLkzJArl8tk6Jw5cwYjIyPQarUwmUx4/fXXYbFYaFwVCgWcOnUKgUAAyWQSXV1dGB0dhc1mQ1tbG0qlEt0bC40bjUaEw2F0dXUhEAjA7/ejVCrB5XLR88zlcvB6vfjBD34Ah8OBv//7v4fD4cAf//Ef49NPP8WNGzeQSqUgl8vJwMnlcjAYDHj55ZfpXg0GA773ve9henoat27dImMdAEUHmJFjt9sBrEbBWOQokUjAZDLBYDBg3759FIa+e/cu4vE4GRQGgwGplZp21wAAIABJREFUVIrGrMlkwokTJ3Dp0iX4/X56DjqdDo2NjXC73VhYWECxWERDQwOljhoaGmAymcgQ2rdvH9RqNZRKJebm5tDe3o58Pk/9rdPpsGfPHqr+HR4e5kr1m0R9fT3q6+sBAMFgEBMTEwCAffv2IZlMoqWlBUePHoVer4ff78fMzAwVFLDij8XFRQiCAKvVSiFHo9GIYDAIvV4PnU6HlpYWFItFEmIs78l+b21tRUNDA3w+H1wuF+V5ent74XA48F/OncPly5fhdDopVKhUKpHNZqHX63Hs2DESTF1dXZTnjEaj0Gq1cLvdUKlUGBgYgCiKpERZ8UxdXR3m5ubQ2dlJijSXy1G4xuFw4E/+5E8Qi8UwOzuL1tZWdHV1obGxEZ2dnfD5fBQ+fO2113Du3Dl88skn1M9+v5/CjL29vRROmp+fh9PpxIkTJ8jbPnz4MKLRKOrr69HS0oLOzk5EIhGUSiUqbhkYGEAwGERdXR2FFAVBQCaTgUajgc1mg1wuRy6XI6+lp6cHCoUCXV1dUCqV+PzzzwGshkt7enrgcrmQTCYpcuF2uyGKIo4dO4bFxUW0tbWRB2C321EoFNDY2Ijl5WWy5uPxOPL5PJqbm6FQKHDmzBlcunQJoiiivr4eb7/9NgAgEAggHA7j+PHjOHjwIHw+H/bu3YuWlhZ88sknmJmZIeOgsbGR7k2pVKK1tRVzc3Nk+Hi9XvLcEokEecSiKGJgYACDg4NYXl5GOp1GXV0d2tvbaVy0t7dTKNXlclF+trm5GcViETMzM3A6nSgWi3C73ZT37u7uRjAYxNzcHICHxWQsx6ZQKGC1WhGJRCjM95Of/ASffvopotEoLl68iKamJthsNjJsAoEAVCoVvF4vRFGkXDzLJ7PwdVtbG+bn5xEMBqFWq8mITSaTMJlMFF1wOBw4ffo04vE4MpkMpqenSTmxsLrD4cBrr72G4eFhpFIpqlBXKBQUnZqYmMAbb7yBX/ziF7SeXa1Ww+v14qWXXoJOp8Pk5CQOHDiA3//938err74KQRBw+/ZtCIKA3t5e3L59GwDIc2PL9wwGA7RaLQYGBrC8vIxYLAZgNYImrTA3Go0UerZYLFhcXKQCIxYS7uvrw3e+8x3cvXsX6XQa09PTqK+vx5EjRxCNRhEOhylPyww3j8eDUqmElpYWLC4uIp/Pw2g0QqvVwmw2w2q14qWXXkJ9fT3Vl7jdbhw9ehRzc3M4evQojh07htHRUYyPj+Ps2bP4wQ9+gI8++ggmkwmXLl1CoVCgManVainKEg6HkU6nqd93Gq5UdwHSsm6r1Uqekdlspr95vV5873vfw/DwMIxGI37+859jZGQEoVCIij4cDgdZ5yaTiXIziUQCyWQSL730EmQyGaLRKD766CPK/0UiETQ2NsLhcGBmZoZCmRqNBisGA/wKBdoFAW+99RZWVlYQCAQwNzcHk8kEr9eLUqkEtVpNE0WpVJJQs1qt0Gq1cLlcVJloNBrR2dkJABTi3LNnD8LhMFwuFwqFAoWMLBYLhbF8Ph9OnTqFM2fOUCjK7/cjn8/j8OHD6Ovro/BpPp+nsFs4HMbKygocDgeFjXO5HHnPjY2NFP78zne+g3g8DpfLhZ/85Ce4desWPvzwQ/j9fng8HigUCjQ3N1PlZ6FQwNzcHHw+H5qamuD1eimH5PF44HQ6odPpKL80NTUFvV4Pj8eD/v5+HDp0iAyJ4eFh7Nu3D2azGdFolKpNmcekVqvR1taGSCRCxtR7772H4eFhZDIZ6HQ6nD17FkqlEocPH8b8/DwpJQYr5JHL5fB6vfB6vQCA5uZmHDlyhJbwWK1WvPbaa5iZmcEXX3xBKYNyuYz29na89957AIDf/OY3CIfD1M5EIgGtVgulUol33nkH//zP/4xIJIL29nZ4PB4yHuvr61FXVwedTke5xVKpBIfDgf3792N8fJzyk4IgkMI8dOgQVev6fD5KY7A6AL/fj48++gh6vZ7SIU6nE11dXUin08jn87h69SoV/KysrJCB2NPTg5WVFRSLRQodJpNJKrqKx+MolUqor6/H66+/DlEUceHCBWg0Gvzpn/4p8vk85ubm0NTUVFVVXiwWaVkHy4szzGYzHA4HzGYzhVX1ej2tZS8Wi+jv76fICUthsAKxd955B6+88gpcLhddkxUjMUXG0gRmsxmvv/46WlpaAID6t1wu4/z585S7Xl5epvPz+TzOnDkDQRAwNTUFh8OBfD6PVCqFvXv3IhKJ4Ny5c3A6nWhsbIRKpYJarcbx48fJs+/q6kJHRwdmZ2fhcDjIQGKebSaTwcLCAlQqFfbv3w+dTkdjlin1yclJDA4OUvTNarVCrVaju7ubFLhCocCRI0eQz+epyLNSqVDaJplMwmAwoLu7G4FAAMFgEDqdDh9/vLPv4OJKdRcgXc+l1WrpZ2a59vb2QqPRkIAAgKmpKXR0dOCXv/wlJe7tdjvliiqVChobGyGXy9He3o6FhQV0dHRQqC0cDlOur7OzE/l8nrxXJszr6upwemkJdbkcFkwmtLe3o1Ao4A//8A/x/vvvo7W1Fc3NzVQI4HA4UF9fj0wmg1QqRUplcXERc3Nz0Ol0VDShVquRy+Vgs9lw9OhRDAwMYGhoCIVCgcKJ0nWlXq8XNpuNBNzavrNarSQsenp66O/Nzc2w2WzQ6XRoalp9W6BCoYDFYoHJZKJqU5VKRcpQoVDA5XJRvo0JbebBsTax+2EGSFtbG3Q6HeX4zp07R8UZrLo4mUyira0Nzc3N9HxYRSLwMJwmfQ6sAOr06dNQqVS4ffs2hUbdbjdisRiUSiX6+/vx3nvv0XIclndl1wYAp9OJWCxWc71oV1cXXC4XHA4HAOCll17CK6+8gmPHjpGxde3aNQwMDFBEgnmzrHJdJpOhqamJCs1YhIL1VywWo8rTlZUVSiHo9Xoq1DKbzZTLfvnll9HU1IR8Pk/ek9Vqxe/+7u/iwoULVNGpUCjwyiuv0FuiNBoNmpqa0N7ejkqlApvNBrfbTbldmUyG9vZ2fP7552hoaEB7ezt5qqVSCd3d3WhpacHdu3fR2tqKvXv3IpVKobGxETabDW+++SZisRjGxsYgk8kQDodp3AJAIpEgpcrmYjabxb1795DJZCCKInm8Xq8XAwMDqFQqiMViOHXqFERRpCKlSqWClpYWlMtlKurr6OigegGpQpXOCVEU0dbWRnnJN998E8eOHVv33OVyOc6ePYtCoQCLxQK73Y5oNIqJiQlkMpmq9bwAYLfbqT7j2LFjUKlUVVXPoiiSoXXq1CksLCzQ39vb23H06FHyjO/cuYNKpQKHw4G33noLoiiioaGB5gWLRLCUQC6Xw7lz53D06FGIooje3l7k83m0trbS+D516hT+6Z/+CYVCgXKvdrsdkUgEvb29aGlpwYULFzAxMVG1Nnmn4Ep1FyBVqtK1cEyItLW1rTvn7NmztBRhenoajY2NcLlcyGazcLvdkMlk0Gq1OHToEKxWK4XZVlZW4HQ68eabbyIej8NkMuGtt95CuVzG9PQ0rFYrjEYjZmdnoVarceQ//Sfsy+fx1w0NaGxsRF9fH06dOkV5M7akIRqNQqfTUW7MbrejtbWVPJuuri5afF5fX49KpYJ79+7h6NGjVWst5XI5rdVdu8j8UaEads+1Pt+/fz/m5uawd+9ejI6O0mRlO6w4HA4UCgWqZj5y5Ah5cE6nk6p8E4kEnE4nFhYW0NzcTM9Or9ejvb0d3d3dAIDl5WUAq+/vZUtcxsbGaBlPT08PCV9WrMK+y2KxkGHFFJ8oijhy5AicTid5Z/l8noq65HI5heCkGyAcO3YMqVQKBoOBPuvs7ERzc3PNhfZKpRJ79uwhgceuxSqUWQ7b4/HQOTKZDJ2dnTAYDKivr8fBgwdpqYbBYMDs7CwdOzS0+uZG5sWwnaLUajVeeuklpFIpjI6Oorm5mZ7lO++8U/N5M4+I1Q4AwNtvv43p6Wmo1WokEgns378fGo2GqsTL5TLl7pnx0NLSAqfTicOHD9Myl1KphMbGRgpzs/yy0WiESqXCvn37IJPJYLVa0dHRQUbQysoKzGYzIpEI5ufnycgKBoNwOp1QKpW4e/cu1SdYLBbYbLaqZ/3WW2+REeTz+TA9PU1/Z/fZ0tKCgYEBNDc311xjycbT1NQUWltbMTAwQHN3I3Q6Hc0vZqQAwNLSEgCQQe12u+HxeLC0tASFQoGTJ09iZmYGyWQSer2ecpfMkGJjqlAoUE0CsKpsM5kMrTF99dVXKfpUi1dffZWuxxAEAQcOHFh3rMViwfe//30MDg6Sx9ve3o7jx4/TMefOncO5c+eQz+fxox/9aMPv3Q5cqe4CpOFfVr1ZS0FIYd7EgQMH0NbWRhWD09PTKJfL2LNnDw4fPkzr0DKZDHkHLAR46NAhEu5yuRx79uyhMCzbFo0VKPT29uLkyZM08A8ePIhUKgWn0wm5XE653pGRESwsLGDv3r0UxtLr9dizZw+to2NLedhib1bWHwgEaJ2bWq1GR0cHjh49+sh+YIJf6uFLYR7J0aNHSagrFAosLy9T244ePQqbzUZ5XOZlAKsbMvz4xz/Gz3/+c4yPj0OhUKC7uxsNDQ0oFosYHR2FIAhobW2F1+uF3+8ng6OpqakqTF0ul2G1WtHV1UWWvFSptrS04JVXXqElOmwJBQCKUBw8eBAejwfJZBK9vb1Vubq1Ozqxtapr++tRO9ewtbjSvmXHszV/0vPlcjkcDgeCwSAVvHR0dNDf2d8AwOVy4Xd+53dgsVhw+fJlmEwm1NXVYWZmBn6/H3V1ddi/fz95N4/yIgRBwOuvv05LN9gSioWFBeh0OgQCAcqzsor6SqUCl8sFp9MJl8uFrq4uTExMYO/evWhtbSWD0O12w2g00ppuj8dDc8pqteLQoUNVbenp6UEqlUKxWMTAwADK5TIWFhZw9uxZXLt2DTMzM+jp6SGDdXh4mPrm4MGDmJmZoXSBNKpgMBgoeqTVanH8+HHMzs6SF8fm7lrYbmyzs7O0UcK7775LuzltBtsVCVjNwavVanR1dVGRGjtGrVajt7cXkUgEqVQKLS0tMJvNuHbtGoBV5aZUKqnq1uv1UsEWy73fv38fXV1dj1SoQLUy3QyWemhvb8f4+Di1txbMINpJuFLdBawN/zKPZyuwwc8sWRYmUSgU6OzsJAXCdl9xOp0wGAyYmpqqWvu2UXs0Gg1K5TL27dsHq9VKnzc0NFSdwyYse6H7Bx98AODhoGUCWq/Xk+Bg4TamEL773e/i6tWrVOEnDYtuRFdXF8xmc1XecC1arZY8CyZk2do6pnSkIePLly+vm4RutxtjY2NIJBJwu91UJLV//340NjYiGo2iv7+fBAxQLQg6Oztx69YtdHR0wGQyVSlVdhx7lsyTNBgM+PjjjzEwMFB1L6dOncLdu3dpnd3evXtx5syZR/bTZpw8eRLhcJh26AEeCiLWR4FAgHbaYrBNK9ra2mrusNXe3o5gMIjGxka6j1QqRd7EiRMnMD09jeXlZVQqFRqTzIN7FCxs/9prr9FnLJ8o9cpOnz6NYDCI4eFh3Llzh6Io7e3t2LdvH4BV47Gvrw8jIyNVm6gAq4WETIkxj4nx7rvvQhAEfPTRRygWi1SVnMlkKLQJrCpIttSmsbGRvtNkMuHAgQNVlbaMw4cP48MPPwQASikwY/pRaDQaDAwMoLu7m+oVWGpkK7AUS0tLC/bt2wePx0N5UEZ3dzfefvttCIKAl19+mT5nhY46nQ6nTp2i5WjA6riemprCysoKzp8/T+tQNzKInxTpdp5PYzvCDb/3mX0TZ0PYYN2zZ89jn8sGi1arhUqloq3upCEcVhnMluowob+RN8w8WRbGs1itaD516rHaZbFYqNJzozegrB3ozApeXFykEC3b2m0jdDpdzfC4FFbQwRS71+uFWq1GNBqFXq8n72JoaAiVSgXxeHzdRGchz8XFRRKOzFpnRSwAqna7kgohl8tVtU5Oes9utxvHjx8nD1CpVJLg/Yu/+Iuq49lGIWyXGYfDQR7wk2C1WilNoNfrq8KNzLBhnr60b1jOS6fTIZfLrRPeDocD586dqxJwer0eb7zxBq1bVKvVVGh18uTJJ7oPh8OBlZUVuFyuVYPwq41HmBHDohDMm2aVwuVyGY2Njfjud7+LL774AgBw5MiRKs++luHGnk1XVxcikQja2tqgVqsxOTlJFdlAtYBn6Q3pnstS44rBlk2xivnHQSaTbUueAA8NYKfTSUWTwGr+nFVy2+32mvKDebVs/EoNMIVCgfb29qpIh0wmq0on7CQvvFIVBOE/Y3Xv9hVRFPd99dn/BeBbAAoApgD8oSiKMUEQWgCMABj76vTroij+i2fe6B1CoVDgnXfe2daDZ+usmFJl25pJhZvBYMBbb72FkZGRqhzXRjlKloOj9ZmCAKwJLW7GsWPHUCgUcPPmzXVvAdkI6QQ8duzYlryVrSINjVosFrz55pu4f/8+4vE4VUCznYGA9ZOwra0N/f39FHZkBUvSLQiBh8/jwIEDVZNaJpPh3LlzEASBloNYrVYcOHAAgiBsGMqrNSa8Xi9CoRBaW1t3PHyl1WrXGSkajQYnT54kL0TqLbH7ViqVePXVV2saQbXauFawsms8KWxXobWwfmRb8rHv6u3txZUrV2h8er1e2mGnoaFhXURmI1pbW6lYBgD6+vpw9epVGlNsLLBwOFP4Umrd/8mTJ3fN25n0ev260HctWGU/sPqcWTEd28R+M0N5p3jhlSqAvwHwHwD8neSziwD+TBTFkiAI/yeAPwPwv371tylRFNdnqb+mbPehazQa8rhYUYzRaFxX5adQKNDX14d0Oo1gMPjIvK1arca3vvWt1V/++3/fVrukaxkfPHiwpTdQKJVKnD59mraNe5qwt96w3DETXPv370cmk1knTNkmG52dneRRSxUp+/nkyZPIZrM1hTGb5K2trVAoFLT04nFhSxaeJbU84VdffRUTExNYWFgAgG1XUrLNOVjx19NAOr+k7WSKbKdff2exWKDX62lXKObdsyUfY2NjCIVCVefUUqpsqdCzhu0AthMcOXJkR67zuEiV9wupVEVRvPyVByr97ILk1+sAvvss2/R14MCBA2hpaaGCJODRyXeLxYJgMFgzl1qTDTyordLW1oaWlpZNC68Yz8qKBR6+iUX6Nha2VdtaBEHAe++9V6UE2URly3LY+ZshCAJVF3+d0el06O/vR0tLCxUFbYe6ujocPnx4h1tXjVQx1VKqmxXKPC4KhQJnz55Fe3s77SMNrI4ZVki01gPdilHi8XjoZRVPkyfN0e8GpJG4zV6XuJPsGqW6Bf4nAP8g+b1VEIQ7ABIA/ndRFK88n2Y9X9hm3sCqcDp69OgjhVtnZye8Xu+m77Uk/uZvVv//gz/Ydhu3qlCfNcz4YMsogEdPvrVeJbsv9vqvFxG2rnS3I618lSovlUpVVdW+kygUiqqQsJRaSnUr0ZytGB9vvPHGtl7+/U3mWcqgr4VSFQThfwNQAvCLrz7yA/CKohgWBOEQgP9XEIReURQTNc79EYAfAfhGeAebsXYh+FrYW1C2zA4o1d1KLaX6OMqRHZtMJp9KaT5n51AqlRgYGEAqlVpXcLQ2usDy3E+TWkJ+p6pgt6KcXxQ6OzsxMTHx1J+nlF2vVAVB+AOsFjC9Jn5lfomimAeQ/+rnLwVBmALQCeDW2vNFUfwZgJ8BwOHDh7n5xiGkSpVVYj5OmIhtHs72fuXsblhF6mawnbeeJmuNN7aek7OzdHV1oaur65l+565WqoIgvAXgfwFwRhTFjORzB4CIKIplQRDaAOwBMP2cmsn5msLCgIVCgYqNHidMpNfraXu3Z2kJc77+SMeZzWarWifN+Xqza5SqIAj/FcBZAHZBEHwA/jVWq33VAC5+JbTY0pmXAfwfgiAUAVQA/AtRFCPPpeGcry3MU11eXkY8Ht923uVp7B/K+WYj9UpbWlq2vNsRZ/eza5SqKIrfr/HxX29w7D8C+Men2yLONx22cUEgEACAqj1yOZyniVSp7tZCPs722DVKlbNL+fWvn3cLnioHDhzAnTt3AGDTfYY5nJ3CZDLRCyY224qT8/WCK1XOo3lK+3LuFhwOB1QqFVwu11Pbg5TDWYvJZKras5jzzYErVc6j+Y//cfX/f/kvn287nhJqtRpvvvnm824Gh8P5hsCD+ZxH89/+2+o/DofD4WwKV6ocDofD4ewQXKlyOBwOh7NDcKXK4XA4HM4OwZUqh8PhcDg7hPAivc1AEIQkHr7YnLN17ABCmx7FWQvvt+3B+2178H7bHl2iKO7Yzi8v2pKaMVEUn+6LG7+BCIJwi/fb48P7bXvwftsevN+2hyAI617E8iTw8C+Hw+FwODsEV6ocDofD4ewQL5pS/dnzbsDXFN5v24P32/bg/bY9eL9tjx3ttxeqUInD4XA4nKfJi+apcjgcDofz1OBKlcPhcDicHYIrVQ6Hw+FwdgiuVDkcDofD2SG4UuVwOBwOZ4fgSpXD4XA4nB2CK1UOh8PhcHYIrlQ5HA6Hw9khuFLlcDgcDmeH4EqVw+FwOJwdgitVDofD4XB2CK5UORwOh8PZIbhS5XA4HA5nh+BKlcPhcDicHYIrVQ6Hw+FwdgiuVDkcDofD2SG4UuVwOBwOZ4fgSpXD4XA4nB2CK1UOh8PhcHYIrlQ5HA6Hw9khuFLlcDgcDmeH4EqVw+FwOJwdgitVDofD4XB2CK5UORwOh8PZIbhS5XA4HA5nh1A87wY8S+x2u9jS0vK8m/H1Ymxs9f+urufbDg6Hw3kKfPnllyFRFB07db0XSqm2tLTg1q1bz7sZXy/Onl39/7PPnmcrOBwO56kgCMLcTl6Ph385HA6Hw9khuFLlcDgcDmeHeKHCv5xtoNE87xZwOBzO1wauVDmP5sMPn3cLOBwO52sDD/9yniqVSgXxePx5N4PD4XCeCVypch7Nv/k3q/+2yfDwMC5fvoxMJrODjeJwOJzdCVeqnEfz8cer/7ZJLBYDAORyuZ1qEYfzzKhUKiiXy8+7GRty7949fPzxx7u6jS8aPKfKearIZKt2W6VSec4teT4UCgUKfwuCAIvFArlc/pxbxdkKoijiwoULKBaLOHPmDIxG4/Nu0jrm5+cBrI4zDS8q3BVwpcp5qjClWigUnnNLng/37t3D8vIy/d7T04OOjo7n2CLOVkkkEigWiwCAVCq1K5Uq40U1WncjPPzLeaq86Eq1WCzCaDTi5MmTEAQBpVLpeTepisnJSaysrFR9lk6nkUgkIIoiRFFEOBzGysoKgsHgrmv/0yKdTuPy5cv0ez6ff46t2Rwe/t09cE+V82hstic6XRAEACCL/0VDFEWoVCpYrVYIgrBtj4IJzZ0OHY+MjAAAvvWtbwFYVSaffPIJAKCvrw86nQ7Xr1+n4zs7O9H1AuwDvXa87najkHuquweuVDmP5h//8YlOZ5P9RZ30oiiSYSGTySCK4rauc+nSJaTTaZxlezHXQC6XQ6vVbuv6DGlBWTabhVKpBAAcOnQId+/efWE81bXPKZVKoVgsUn/sNl7U+bUb4Ur1G44oirh06RIMBgMOHTr0zL+feVjbVSZfd6RKVRCEbfdDOp0GAHy2yYsNjh8/Drvdvq3vAKrDiIVCgX5nBVa7WXhns1nEYjHY7fYnVn7S5xQOhzExMYGlpSV0dXWhs7PzSZu6KayfWfpkq8e/aExMTMDv9+PEiRNQKHaHOtsdreA8NcrlMpLJJJLJJA4ePIhIJAKj0bh1ofNnf7b6/7/9t9v6fhZG+yZM+lwuh+vXr8Pr9aKtrW3d3+fn55FMJtHb20ufrfVUt9sPWq0WuVwOAwMDG7btwYMHT5z7kyrVYrFInqlCoXgio+BZMDQ0hOXlZXR0dKCnp+eJriW9z3w+j2KxCIVC8czWW3/88ceQy+V49dVXt3T8i5hTvX79OoLBIIDVSILZbH7OLVqFK9VvOFLhEAwGcePGDXi9XvT392/tAteuPdH3MyH/rIVxsVjE5OQkGhoaYDQaEQ6Hcfv2bTgcDhw4cGBb10yn00gmk3jw4EFNpXrv3j0AQEdHB9RqNYCd81QrlQoaGhpQX19f8++ZTAYPHjx44n5mwlmtVld5qnK5fNcrVWYA7ISCkd6nSqVCsViESqV6JsZhuVx+7HXd3wSjFVhd114qlaDX61FXV/fIY5lCBXZXzQav/n2BYBP1WW3EIIric1OqoVAIk5OTGPvqJevhcBi5XA6BQGDDc+bm5vDgwYMn/m6pgFurVJ+kUOlRRUrsO55UuDKFpNFoUCwWUS6XIQgCZDLZM1OqkUgEn3zyyWMrx+XlZYyOjmJycvKJ2yC9T2ZgrP38abGd+fl1VaqpVAqpVArA6hKmK1eu4Nq1a/jtb3/7WNfhSpXzTIhEIlhaWiJBwBTcZqHfRCKBubkne29vuVzG7Ows/f6sJz37Pua9bEVQ3b9/H9PT0ygUCjXDqFKB6vP5al4jl8tVFfPsVKFSuVx+ZM5oO5ts1DpWqlTZvbDvfZLw9eMwNDSEeDyOS5cuYWlpadPjE4kEgsEg/H4/EonEhs/mcZA+J6VSCZlMhrGxsWeiVLPZ7JaOkz6LnXou6XQaDx48eCaGdzqdxqeffopPP/0U6XSaDBcWGXgcdlN1Nleq31BEUcTVq1fx5ZdfIplMAng48DYrfrh06RLu37//RN8fCAQwNDRU1Z5nyVpvMZfLIZlMrluTWYvp6WlcuHBhnUBfm2dbS7lcxv3793Hnzp2qc540/CuKIiqVyiM9ValSXVxcxPj4+COvWSqVEI1Ga94DABgMBhQKBRQKBfrep+2piqKISCQCQRCQzWYRCAQwODj4yHNKpRIuX76M69evw+/303WeFOn4aWhogEwmw4MHDzA1NbXta27V896qgngaSnV2dhbT09PUl0/CRpXilUp87IHzAAAgAElEQVQFmUymquguGAzSPSiVysd+htsxAmZnZzedJ9thVypVQRD+syAIK4IgDG3wd0EQhP9bEIRJQRDuC4Jw8Fm3cbfDBrQoiiiXy4hGo5SDeKwB29i4+u8RhEIhLCws1Pz+M2fOQKPRPFVhHAwGcfHixSqhxb5PEAR89tlnCAQCGBkZwcTExKbXY+GotYpTeg+1hBj7TJrr2YlCJXbOVsK/oiji9u3bGBsbw+joKGZmZjAzM7PO+7lz5w4uX768TvCxcK9OpwOwGu14Vkp1fHwcV69eJSMQ2FgwM4rFIrWJKaOdLNo5cOAAtFotnE4ncrkcFhYWEI1GH7sgLB6P49e//jVGR0c3PXatQbiV43bqnpmHuNXnHI1Gax6by+Xw4YcfYnp6et3xv/rVr3Dr1i1UKhW43W7IZDJkMpmqcf6442wr83otg4ODlB7aSXZrodLfAPgPAP5ug7+/DWDPV/9eAvCfvvqf8xVrhdH8/DysViuArU+YSqUC2c9/vulx174qZnI6nVSgwyaIWq1+6sJ4eHgYuVwO6XSatpJj3y+KIlKpFOx2OywWCwmBUqkEmUxWU1Gxtq5ts/R36TFjY2OwWq01z6tUKk/kqc7NzdESma14qrlcjpTL2NgYfZ5IJKqK02KxGO2YBDw0JHK5HORyOUwmE2QyGbLZLNxu97bb/zhI28CMkVpGSDAYrDq2UqlUGSzsvli/bxXpkhx2LbPZjGAwSH0viiI+//xzAKubYwBAXV0d9dFGhMNhAA9fMPEoNsrJP+q4nfJUH2cJXDwex+eff449e/agu7u76m+XLl3CzZs3MTw8jO9973tobm4GsDpXpa+D3Lt3L0KhEEVjgNVx/rjh3K0uPXoW7EqlKoriZUEQWh5xyP8A4O/E1Sd/XRAEsyAIHlEUnzxm8Q3A7/djeXkZ5XKZBEylUoHX60U4HH48pfoYgzWXy0GtVmNxcZGEx04VuJRKJVrO4Pf70dzcTNWBta7NJigTEg6HAzqdDtFoFJFIBF988QUUCgXefvvtdeduRamy66dSKbKSawm27RQqxWIxxONxJBIJ3Lx5E2azGSqVigR7uVzG+Pg4Ojs7IQgCbt26hVwuh6GhIVy5cgVqtRqtra1ob2/HiRMncOPGDVJCa9vG7unTTz+lzzUaDQwGA95++22Iokhj4GkrVXZ/UuVYi5s3b1b1f6VSgdFofGKlevfuXYRCIbS3t8NkMgF4+MxYXlnqEUpD0+fOnSODshaJRALAar5wM9Yqy43m4GaRk+2wWd9LYSFXdm9S4vE49Ho9ZDIZKdBoNIrz58/DZrOhqamJxjQbV4/jqe7mKvRdqVS3QAMAabzR99Vn65SqIAg/AvAjAPB6vc+kcU+TUCgEnU73yDdS3Lp1Czdv3kR7ezv0ej0N2MdVcJVKBfhX/2r1l3//7zc9PpfLwWQy4fbt2/SZTCbbctgzGAzC4XDU/NuNGzcQiUSogre/vx+nT58G8DDEPTg4iI6ODrhcLrrHcrlMlbNMODHlXCqVagqtjZRqrWOkEYFaAkmqlGQyGcrlMj744AP09/dvOB7v3r2LZDKJRCKB2dlZ6PV67N27l5759PQ0JicnoVQq4fF4EAgEYDQaSSl1dnaiubkZmUwGSqUSBoMB8/PzSKfTFNaVjgOHw4Gmpib6foPBQO2V8rQLlaRGg1ThS6lUKqhUKtizZw+sVisuXrxIx9UKm6bTaTI0zp49u07RiqKI+/fvY2RkBIVCARaLpSqkLFWqLMIBAN3d3fB6vQgGg7hz5w4ZlBvBwsVb6b/thH93SslsZ7OWWsZnuVyGyWSqKtxjciEej8PlckGlUlXJB3Y/rK8fxdp+3E1K9uuqVLeMKIo/A/AzADh8+PDu6fnHpFgsQi6X49q1a5DL5XjnnXc2PadSqVQpiG0p1bt3t9zGpaUlOJ1O+l0qmDb7Tp/Phzt37myobPL5PKxWK2KxGAqFQlWOUBRFZDIZLC4uYmFhAd/97ndRqVRQLBZx7do1hEIhjI+Pk2crVYSlUmmd9zA3N4dPPvkEhUIBlUqFdtCpFf6Vei4bKVWpp8raPTExUfM+V1ZWEI1G0dTUhIGBAdTV1cFqteLUqVM4f/48uru76TvZ852amkJnZyf27NkDnU6HM2fOIJ/PY3R0FJVKhe47HA6vU6qiKKKxsRENDQ2PeDoP+yoajZKXvNNIQ6zs/tbC7l2lUkGlUlEOWHq8KIqIRqNYWlpCNptFsVik5UFrK6jz+Tzm5+cxPj4Oo9EIi8VCSh14qFRZ29jY0ev1UKvV0Ov1AB4alBshrXGohSiKuHXrVpVx9KjjgVUDeyvHPQ47sQMau1e5XA65XE7XLBQK0Ov1VAQHVEeynsRT3U1KdfcEoh+PRQBNkt8bv/rsG8v58+fxxRdfAHg48EOhEM6fP79hpZ5UoVYqFdy6dQs3btzYdAA+as3jBx98UFXdCjy0LIeGhqoKMYaHh/GrX/1qS0qVKZuNdqxhgo0V37CJm0qlkEwmyTp+8OABvvzySxKsCwsLCIVCWFpaompX6X2x61QqFXozy9TUFKLRKFZWVqqWUdRSqrU8Vak3tLZQiRWC1FoeI4oibty4gaGhIcjlciiVSqhUKmg0GhK0N2/exMzMDAqFAgn8cDiMYDBIbVIoFOQ1jY6OYnh4GMlksqqtUqW61TApe0Y7VdwhiqtV2X6/nzb2Bx4aC7XGDBv7bIcndqw0tF6pVDA7O4u5uTmMj49Tn9cq5mH3JIoiPB4PjEbjOqUqVcYs5MkMMWawbFZ9ulkBUKFQwPLyMsbHx2t6oKFQCIODg1XPUBp23SmlIp0Pm7HRuCkWixAEgaJD0mtqNBooFAry3DcK/272/bXud7co1q+rUv3/APyPX1UBHwMQ/ybnU9lgWbsEgr3vsZbFyoRMIpHA2NgYlbFLvdeN2GwjAbYOMBwO41e/+hVKpRJSqRQ+/vhjvP/++yiXy4jFYrh79y4WFxerwoaZTIZerMw8zLXUqvisVCrIZrPIZrN03/F4HL/4xS9w7do1UqqsnyqVCvx+PzKZDIWD2fnlchnz8/O4efMmfdfi4iJGR0cRCoWorRqNBqlUCh999BEWFxer+o29fPxxPVUmXKVrhXO5HJaXl0lIsqhCsVhEMBhEuVym8xYWFjA7O0vPXKrIWQhNqVRSqPj+/fuQy+XI5XJYWloio0cqyLaaN99o3IyOjm55baWU4eFhXLx4Ebdu3cLk5CQppkd5S2t3eGLjWaFQ1CzckV6jllJllcbsOOZZ1Qr/CoJAld1MmTLlullhzWbKaq1xFg6Hce/ePRoTg4ODmJ2dpfwku5+6urptVcuy89e2ZzOPeiuUSiUyEkqlEl2zWCySZzo5OQmfz0cbi0jDv9vNqe4Wpborw7+CIPxXAGcB2AVB8AH41wCUACCK4v8D4NcA3gEwCSAD4A+fT0t3lnQ6DVEUKaTE2Kh8v1aYjP2sUqlgMpkwPDyMVCqFeDyOxq+WxmxmBa4d5BvBikSA1QlaKpVQLBZRqVRQKpUo3Cn1VK9evYpcLoempiZMTU1hZGQEr7zyCime8fFxTExMwO1248iRI7T5wFortlgs4ubNm/D5fFhaWkJvby8pidnZWTQ1NaFUKkEURSiVSkQiEVJQsVgMfr8foiiSsopEIgCqN5Fnpf4qlQrLy8twuVx07z6fDz6fD/v371/X95spVaVSWaVU79y5g1AoVPWZIAhIpVKYmZlBIBCA7atX8LENJNYKaaaEI5EI/H4/bc2oVCpJMdy+fRtOpxPd3d0beqqlUgm3b99GfX09jRfpvay9r2QyiYmJCQSDQRw9ehQAHplblJLJZKDRaGCxWGhNcDqdxtTUFARBWBeSFkUR8XicohbZbBbDw8NobGxEY2MjyuUy9Y9UMdcK1TPYOkWVSgVRFDdUqkyJF4tFaDQaCqMzJbHZkpbNlJX0/Hw+j2AwiHw+j1gsBofDUZWTZZEZ1i42zh+H+/fvY25uDoIg4MSJE7BYLFXe/laut/ZYURTh8/mQSCQwNDRE/SjdPlJq7LNnPj8/j+HhYZw7dw7A1pTqRkWBtaj1dqGnqYB3pVIVRfH7m/xdBPA/P6PmPDPYeyzZuy0rlQqmp6fpDSVreVSBBhN6TEFKw0vFYhFHjx6tuUQjFoshlUqhrq5u9bqdnSiVywgHAuvefrJRoQTzHmpVjTJvpFKpkOctXZe4sLCAZDKJpaUlxONxpFIpHDx4kJQ88xZu375NZfrpdBrlcpl21onFYvB4PCRQmSJmbchkMlhZWUE8HicPgy15YEKK/cyWbLB7yGazyGQy0Gq10Gg0JOzOnTuH+fl5TE5O1lQ+pVIJKysrCIfDcLvdVeHftctZ2Dmsr6ampnDjxg1aEgWs9+YEQcDc3Bx8Ph9GR0eh0WiwuLgIu90Oo9GITCZDC+yl9yN9TuxZBAIBhEKhdUpV+rynpqbQ0dFR9RL6CxcuAHg4fjejWCxCq9XCarXizp07qFQquH79Oux2O8Lh8LqitcnJSfz2t7/F8vIyTpw4gcnJSfj9fgQCAeRyOfKE1ipV6fexzSzY2JfJZDAYDPS7XC5HsVjExYsXkc/n13mqzOOXIs0b1oLlddf2oRSpNzczM0OfSxU8ux+2aYLH49mwToKlY2KxGE6cOEH3l8lkcPHiRcjlctTV1SGXy+Hy5cuQy+X41re+9Vg51bXHRKNR3L17l5atsZ2oisUiYrEYEokEjelsNot8Pk/9yeQNk1lsPhsMhpph5q16qpOTkxgZGcGxY8eqxtMLp1Q5q8RiMYyMjNQcVCz/B9T2VJlgllbSVSoVBINBTE1NYWlpqarik3HlyhU8ePAADocD9+7dw8C/+3cYHh5G8OZNHDlypOpY6feyia3VamsWSK0VOmzSASCvFli1WqempmA0GqHVaiGKq5sZRKNRzM/P48svv0QgEEA0GoXZbEY6nUYoFMLY2BiSySR8Ph/0ej0WFhZIWUlDnfF4nP6xPna73eSpMoEcj8cRjUYhCAICgQD11dTUFLLZLDQaDfbt21e19SO7ZjabpZ2bWH7J7/djYmICmUwGbrebwoaVSgW5XK4q3ypVxOx3VjTF7oVZ/b/5zW+wsrKCtrY2yqu++eabKJVKGBwcpPTA8PAwAMBqtVI+lvWJdHyx57SZ58XCkuzc7Ww+UCqVUFdXh/HxcczNzSEUCsHv96OnpwehUIiuyQwgZhQwxcjGGQuXFgoFUqpSocmE+V/91V9BoVBApVLhxz/+MW2QL12/zbzhfD6PQCBA3qnUCGJbWQqCAKVSCYVCUTNlkUgksLKyUpUv3sxTHRkZQTKZpMjE5OQkJicnaYmcdM4xz7zWUq1UKkXbhOZyOfKsb968iVu3bqG5uRl9fX3I5/Pw+/3roliP46muvQeXywVBEDA+Pg6ZTIZ8Po9Lly7h888/Rzweh9Vqhd/vRz6fx6effkp1DHfv3oXRaIRMJoPf78dnn32Gw4cP13yJxFaVKpvXa3PeT7OKnSvVXcjawovjx4/jwYMHVfmUSCRSVZjBkH7GigWkeTc28B61Iwzzas1mMxwOB5LJJMrl8rrN6NcqVUEQ4PV6q4pH4vE4IpEILdOQnssElXSfz7m5OQQCAaysrODUqVNQKBS4e/cuCoUC/H4/5ubmkEwmMT8/X+VxzM7OIpFIIBKJQKvVUsgbWFWEyWQS+Xwe6XQat2/fpn6Ym5vDnj17SLlduHAB6XQas7Oz+Id/+Ae0tLRAJpPBYrGgvr6eDAAmQPL5POLxOMbGxmhtbqFQoIIwFppmSrC/v7/KO2RrXM1mMwlO1p/SEG+pVEIkEoHP50Nrayv9rVAoIBaLYXh4GKIowmAwwGAwIJvNIp1Oo1QqIZlMIpvN0gYZ6XR6Q091K8JGqVTi7t27MBgMVO1dK7fMNq5Y++ylRgN7nZpGoyFDgz0b6VKM+fl5jI2NoampqerlAmwcLS8v07lSTzUej+PGjRuIRqNoa2tDqVRCU1MT8vl81VtnmHJaWVlBpVKhZxEKhRAMBmEwGJDP55HP5xEOh/HLX/4SSqUS3/nOdzb0VL/44gsEg0HodDr09fXRtWvBtreMxWIIhULIZDIwGAyYnZ1FY2MjRkZGyGCV9jMrBlqrUNbuP83IZDKYm5uD0Wgk4zKRSCCdTiObzdaUKRux9hhpisZsNpP8UavVFAFjUROlUolcLof79+9jfHwcyWQSd+7cQUNDA3K5HMbHx5FKpSCKIurr6yEIAtrb22GxWKq+i0VeRFFEOBymMaTT6aBWq9d53vl8ntIbTwuuVHchTOhIBf/aDaalllet7fmA1YrBqakpLC4uQq/XV3k6j9qwmk3WSqUC9Z/+KYyhEC5/+9sIhUKw2+3rlj4AD5WqTCaDyWRCMpmEIAjw+XwYGRmp6eXm83k8ePAAdrud8pXM82HvB3U6nRgfH0ckEkEikUAqlSJFFvgqJB0Oh5HP52EymWiyFYtFrKysQKVSIZ/PU4GTUqlEPp8nIRwIBJDJZFAul7GwsIDp6WnU1dWhWCzCYDBQyJdFBmKxGJaXl9HV1UXtnJqagslkqtoq0OPxIBQKkRKW9r3P5yPhPzk5iYWFBWi1Wvh8PjidTvpbIpFAPp9HIpHA8PAwLBYLUqkUIpEI5ubm8MYbb6wLDQKrinZwcJAKytRqNVKpFKLRKGZnZ3Ht2jUIgoCFhQW43e6anuqjKBQKmJqawsTEBI4cOQKlUlllAKTTaRSLRQwNDcFgMODs2bNVbXz//ffhcrkwPj6OUqlEnmQul4NKpaL2LC4uoqOjA6VSCT6fD9lsFhMTE3C5XGSQSXPC0joAqZefz+cpP61Wq6FSqZBMJuH3+7GwsLAuxMgU9cLCAq5cuYLR0VG4XC4S8jdu3MDc3BysVisUCgXMZnPNfmPLeNjLJYaHh9HZ2YmlpaV1Qv3KlSsUlcrlchAEAWq1GoODgygUCusMDfasas3F2dlZUtJGoxHt7e1Ip9OoVCqYn58nL3xsbIw2L0mlUrSmnV0vkUhQpf/hw4fJ25X2kxRpKgJYNVTm5ubQ1dVFuyQ5nU6SEyyfrlAokEgkEI1GYbfbkcvlEIvFaKMWm82GXC6HPXv24MCBA2hpaaH9iWdmZiCTyagOhUW/jEYjzpw5s85ISKVSFBGRHr+TcKW6C5EO7Hw+j7GxMVq7yGCLzZeWlrC0tIRjx44BqLbgNqpOBR56h7lcDr/5zW+g1+urhB+FcMfHYSgUqKKPCf6112NKVSrY1i4tWXuPqVQK6XQaN27cQF9fH+LxeFX+mG2lx0JFJpOJ1qkWCgUEg0Gq9BVFEaFQCMlkEgaDAffu3aPt7tjLtlOpFL19JZPJoFgs4vr165DJZPjiiy8QCAQoLK1Wq+mlx6Io0rWYMo7FYshkMlR9ufa5sd2bmDJlubFcLkdCTKFQ4Ne//jUZIn6/nwpmJiYmMDw8jLm5OfIwg8Eg9Ho9kskkcrkcFhcXq/paEASk02lcvHgRAGCz2ZDNZtHQ0ACXy0Vv37l79y6USiXS6TRsNluVJyl9ptPT0+SpS3E6nZDJZJicnIRer6diLTZW8/k8vVybtTUajcLj8WB2dhaDg4P44IMPaLMFtnaR5eKkodZCoYBoNErFJgqFAkqlEjqdbp0QZwVs8/PzEAQB3d3diEQiNAdYn09OTuJv//Zv0dPTg48//hipVAqjo6OIxWKQyWRIp9Mwm83IZrOIRCLo7u5Gb28v0uk0YrEY5ufnaetLn88Hq9WKlZUVjI6OoqWlpeo9oGw+JBIJlMtlDA8Po1QqUUQhFovh3r17WF5epo0QWEib3Q+bB8D6NdYsbymdX0tLS7h27Rpu3LiBjo4O6HQ6eDweyOXyqoInNu4aGhrgdrvpGizMzAxZYDVfupFSZa9ZlEbSpNdhc0LqLLAIicfjgdPpRCQSQWtrKwYGBtDW1oabN2/CaDTipZdeQmNjIz766CNcvXoVGo0GpVIJIyMjuHPnDqanp0lpm81m9PX1YW5ujqq0pcsP3W531fiWboayk3CluguR5kBZ2FA6aVQqFRYWFtDU1ASfzwetVrvuXGnejS2vkFrvTKmm02kMDg4im83ixIkT9L1MUJUkSjkQCKBQKGBlZQUdHR1VmyaIooh0Oo1wOEwWr7Tqda1SZfcGrE5YNkFCoRAJ8XQ6jcOHD2NhYQHpdBp9fX1YXl5GMplEpVKhcCurmmYhpcXFRSQSCRiNRqjVahKObC9bppiVSiWsVitu376N6elplEol2juXKfdkMolIJILp6WkSdjKZDIuLixgaGsLevXvXVe1WKpUqYcdyqmNjY1T8pNVq8c4772BychKxWAynT5/GzZs3MTExAUEQMDg4iJWVFTQ1NVFRF/N8WF+yZSzshQkdHR0oFovYv38/BEGgZULM+9NqtXC5XIjH47SEJ5vNkhKqr6+vMsIePHgAk8lE+T0pLIIg3f7w3r17GB8fR1tbW9Xzvnr1KuLxOPr7+/H555/T2lS9Xg+Px4PW1laEQiEsLi7Szk8ulwsjIyO4desWVCoVJicnkclk0NbWRlENqVJlgpoVIzHv1OfzUfFaPp8nA2tychL19fVVgn5mZgYej4eiEX6/H8ViEW1tbbDb7dDpdLQLV6lUglarpWp3tr5UoVCgo6OD7p0tKWF7YLNxxeZiJBJBJBLB4uIi3G43FhYWSOmy72LzRXoee+61Xh7PlBkL9ba0tODw4cPrwruCIMBmsyGZTNLGFeVyGbdv30Y8HidDHaj9vlJ2rdHRUTJqTSYTyuUyvXYylUrB7/eToSFNZbAoBSsWY1GZaDSKVCqFpqYmdHV1oaOjA1euXEEul0MikSADX6fTUZSJFb05HA7E43H4/X6qH8lkMrhz5w6Wl5dx9OhRGgdDQ0Nb2jbyceFKdZdQK4wniiLlnaTWu8PhwOLi4rq3ckjzC8DqS5uXlpZQLpdhNpupmhF4OEnYQFYoFIjFYiS02YJ3UTIJl5aWYLfbsby8jMXFxapqOia4xsbGkMlkYLFYqgpGaoWKpO1mgoApLualK5VKstaZJ8HOZRWf7L5Y3pBdT6vVolQqIRaLURg2l8vB5/NRzooJX3Z8oVCoWsLDliuwPG6hUEBdXR3d1/DwMAkk1hZpgRQTXplMBoVCgYS+NLTPPKDBwUESJjqdDqlUCj09PZDJZEgmk7QjEjOipF4QK2ZyOp1UFe1yufDgwQMsLS3h/2fvTWPsSs8zsefcc/d9r33j2iSbLfVm7bCSWNbIsi1YsZAx7MBGEhswMkGcxUgCBzPjwQSTOBmMA2RsZGbg2PGfgT0RAqEtRTDarW5RLbHZFNlssoossjbWevd9X05+FJ+3vnt4q1jFruoqNu8LFMiqunXOd77zfe/zvs+7fLquS0IOE6lWV1clyYZxWFrur7/+Oq5du9aX1jQMA4FAAA6Ho2/TAxoB7733Hi5cuABgO3acTqclns2ktmg0irm5OYnzAtuJST6fDysrK8Is8LQcAle73e6JP+u6jmq1KudyUrHzvTB2q5Z0cB2pFL3dbpeksGKxiGg0ildffRXf+c53sL6+LiGGZrOJYrGIDz/8UEDRYrFgcnIS7733Hq5fvw6fzycKnzFbtkCcn5/Hyy+/jNu3b8sxi06nE4FAAJlMBsViEYVCAaFQCBaLBVtbW48lRNHAM4MqD4tgDkEmk4Gu6z1Ji51OR2rE8/k8HA4HUqkUIpEIDMOQk3i4/1RQZVyeoG8Y22WALFkrlUpYWFiQxisejwczMzOiz7i3O52OZN1nMhkZHz1km82GXC6Hu3fvYnx8HLdu3ZIwwY0bNyS8Qd1BxogAfv36dWxsbCCRSMhasFgs+OCDD9BqtVCtVnsy6g9LBqB6QqQfqNKqI+1FiUajWF9f7wnCJ5NJXL16FZ/61KcEEKjwqDBYP0gFDABXrlzBwsIC4vE43n77bayvr8u9M5kMDOx0leEG4ljUZCeCBxvfe71eeDweGQPjp7lcDqFQSJ6t+YhaZvyRmbWapmF5eRk3btyQMpZEIiGxWHqbLHWg4mLGsMPhQLVale4ttGw7nY7EU2q1Gubm5qSMhcqUG59xn3K5jFqthps3byKTyUgcCNhWBuVyGeFwGIlEQo4GW1paknMhCfhUsKq3yUzTjY0Nef54PC7JYalUSk5AyefzklkJ9JZbcO6pWD788ENcu3YNlUpFYnSGYcDlciEejwu1ePHiRXzpS1+SemZzUwOupaWlJTkfNxAIYGVlRbwsTdMQi8XEmOh2u7h9+zbS6bRk5bJhB8fMk3BYwpLNZuHxeGStlstliaGTrucz81lV6pulY4wFlkoloXQJ4OVyWWLsBIrV1VVZbwRXrmuLxQKbzSb3qVQqaDQaMAwDwWBQkucePnyISCSC5eVl5PN5vPnmm8hkMojH45Iwo2masA0sL7l586YYbPS03G43CoWCtCUNh8NilK2srGB9fV3YFCYp7QaqbJCytLSERqPxmOd79+5dxGIxrK2tYWVlBQ6HQ7zsVquFu3fvCsgWCgXk83k4nU68/fbbskey2SyazSYcDoeAZqFQQK1WkzDK5uamsE9srsLOSmoNq2EYGBoaEkPHZrNJUhGPj2Toh+uA702NL9PorNfrCAaDYqA8fPgQgUAA5XJZ2AyV5TssGYDqMQoterfb/RiVyn/T6TQmJyd7QLXfaR5bW1totVr48MMPUalUUK1WpUMQALz66qtSYmO1WnHr1i34/X5sbm4im81KzRhjKLTUl/x+aEqch1bszZs38dprr8mYOp2OeGDdbhc3b97E8vKynA7T7XaxtLSEhw8fwuv1SpbvysqKKKBqtYpyuQyLxSIxqGvXrvVYz6QsCcZURPR0/H6/0Fnc2LSMh4aGhAYkFffgwQMEg0G4XC6sra2hVCrB4XCI8iuXy/I39L4JXlQqwWAQKysr6NORG54AACAASURBVHa7kp1IhUYv5sqVK1hfX8fY2Jh4alTQVOSqt8SmGaSSAQilOzw8LB65qkzpTZTLZfz4xz/G8vKyKN96vQ6r1YrR0VE4nU5YLBY4HA5ZS/V6HVevXpWevvTW33jjDbRaLVQqFczOzuLy5ctCbYfDYWSzWUnmUoFvYWEB2WwW5XIZDocDmUxG6HW32y1KlOe9ptNpie0yH4DANzQ0hM3NTeRyOfEIqXg5L+aEJf6cdCuTpyjVahWZTEbK1gzDgNPpxJkzZ5BIJMQA0zRNaGQajEywYfYwPcbFxUXcvn0bN2/eRKPRgK7rUnP96U9/WpqjEPRu3rwpRkylUpE6ZofDAb/fL2VjBA6Hw4FSqYQ7d+6g0+lgZmYGwWAQ3/ve93Dx4kXZjyzjoqFbKpVw/fp18c6YlJdOp/Grv/qr6HQ6wmjRE2R44PTp0xgfHxd2Std13Lp1C2NjYxL3LJVKsNvtWFhYgGEYSCQSYmBVq1Xoui5U//z8fA8Nn8vlZH9xrfB3Dx8+hNvtxsjICLLZLAqFAj744AMMDQ09FspSe0CzV/bGxgbq9TpmZ2cl+bBSqYgBS4A+bBmA6jHK2toaPvjgA3i9XjlxBegFVVJWVHJU9EAvqHY6HSkaL5VKKBQKSCaTQqMwa1TTNESjUSQSCVy5ckWsWLfbjUaj0UMht9tt/MXLLyOfz+Oi4sHR0iMAsbsQy1bopbBZPSnJQqGAd999Fzdv3sTFixcxOzuLbDYrFBBpVWZMWiwW5PN5UYZra2uibNXOQu12WxKZotGoJJGw1lFthu50OnusYyqZ4eHhnh7C3Pgs0wG2MwXVrj18trGxMVFgNAgI2BsbG5ifn0c+nxdajBuZTSs4Fr73ZDLZ09VJlUajgfX1dWSzWeTzeTHGyCYkEgm89dZbUvvKAnq1xtPr9UrpAr1AejEEA6vVik6ng7m5OQwPD8PpdCIYDGJqagojIyNotVoCNJOTkzJ3ACRDm555sVgUeo8eGJVgo9GAw+GAw+GQ9cX3Wi6Xsbq6ikKhIKf2bGxs4MaNG7DZbFheXpZ5ordSLBYlgYzeE9c0GQ02G2GJGMMFDF/QK8tms/j+97+PlZUVvPvuuygWi5iamoLL5UIulxMGQAXxubk5lMtlKQFRga1YLEoIgIYAs9HZSapSqSAUCslRdmtraz1JcRsbGyiVSlheXkYikcDa2ho2NzdRLpfxm7/5mwAg9bp83yr9XCqVUCqV4PV6xcD2+XwCOk6nU9gqervvvfceLl++jHq9jkKhgLfffhtnzpzBysoKIpEInE4nrFarNGuZn5+H1+tFOByWRL5YLIaxsTHcuHEDy8vL4vXPzs5C03baP2azWWkMMTs7C7fbjXPnzmF5eVl04c2bN8UAyefzkrB47do1vPzyywCAUCgkzW5mZ2dhtVrlhKtKpSLUMu97mDIA1WMUKldmllKo3GjZkuYoFotYWFgQZcU0csMwpE6SiQLxeFxOvOACpheknqbxwgsvSK2k2nyAlBmpumw2i4cPH8Jut8vnmK3LcQKQVHh6iVSUm5ubkjyh6zqWl5eFxm21WkgkEhKvYhyIMdFKpSLeFmNS9A4IgADE+wIgP6fHp2kams2mgBDB0eVySQITE6BY37a5uYl6vS7eczabhdVqFfqXR1dVq1UZC+nGW7duYWNjA1NTU/jSl76Em49O+0kmk6hWq9jc3MT3vvc9rK2t9WRe1mo1LC8vSzKOuXEG6Wl+lvQ31xNrfMfGxsQoKRQKWFxcFAV969YtfPazn0UqlZIktbGxMRQKBbz//vuYmZkRT7xSqcDhcCASiSAWi+HChQtinNH4Mmd9MkZKOjyZTGJxcRHhcFiS2NT4PctcuFY6nQ7GxsbgcDjgdDoxPT0tSUN8H1NTUzAMA++88w6i0ajU5abTaSSTSaysrAhLwXfKhh7d7nYf6atXr4phRdqSZTOMh25tbWFyclJOQWJ2cDabFYqefaBPnTolSXPM5J2fn4fH45FnIIXPMhEm5TD0MDIyglAohLNnz6Jer6NWq0nLwkKhgNnZWWF8wuGw3If7lmwR1zt1S6PREICp1WqYmZmR9azGFyORiBijsVgM7777LmKxGNxuNxYWFjA/Py+5FeqpTxaLBclkUg5uoKFLKr9Wq0nNNN+LruvI5/M9eqxWq8m7ZjiAbBFrvu/evYv19XXY7XYJh5C5UuV73/se/uZv/gbAtsGTTqelzpj1sk/Ts/pJMgDVYxQ1eUcF1TfffBNzc3OiOGjVUrnS2goEAlhcXITdbpc+qW63GysrK2Ihut1upNNpoWKZDdtsNhEIBGC324VyoYVLqrBareJ33nkHmqbhTz7/eSk9aLVakuzCjc/ay3w+j3q93vf0Dnah4cHFmUwGpVJJQJMGAMfHmClrAf1+P7a2tmR8ajyF5QETExOYn5+XhBVgpyWaz+frUUC1Wk28JNK2VIjsRMTkCZ4aw9KP4eFhFAoFrK2tYXFxEa+99hqGh4exvLyMWq2Gixcvot1u4/Tp05iengawTYUFg0E8fPgQ7777roAIPQo17lWr1WAYhljjBHyOj3Pr9Xp7jC6+F13XMTo6ijt37oj3SZAsl8uiCGu1Gq5cuSLXfuGFF1AoFMQbX1tbg91uRyQSkbgqjQDOvwpgXKdcz6ypzeVyqFQq0kAjnU7j4cOHOHv2rGR0Ujmyn2+pVEK1WoXD4ZD4ps/ng8fjgd/vh9VqFYXLhDTW9rIdpJr81mw2hXVwOBywWq3CFjCezQQmeuqFQgE+n088HRqubOTQbDZRLpeRSqVw5swZKdtpt9vY2NiAYRhYXV2V0qR2u42trS1Uq1Wsrq7KOq9UKhgeHu6h9plLQRq5VCrJsxMwFxcXce7cOdy/fx9/+Id/iHa7jZGREfk919Xc3BzOnz8vbAnDE/fv38dPf/pTbG5u4vz582KcfO1rX8PFixdx9epV2SOJRELWJY0h0usLCwt48OCBzAmwbaRnMhnUajX84Ac/wK/8yq/IqUs0wjlHBOJ0Oi2GKWPqc3NzuHPnDjKZjGSHl8tlCWnlcjk5BnBrawsulwuBQKAn+c3r9Qro67ou5+aqh5EclgxA9RiFoKoqIdJlpHDVWBGw08HH6XTixz/+sZz4Mjo6img0Khbj6OioUD60iCuVCorFoliCyWQSTqdTPB4u9KWlJXg8HoRCIUQeWZi08BlzZXcZZsWSmmEhv8/ng91ulwSjRCIhXqKa3UdQBSBKTs3sBCDP4PV65Ro8Dq1QKAhAuN3unn7GTPBg7JJzTvCml+FyuRCJRCS7lExApVKBz+cTkGOPUt4nGAwKeL300kvQdV363/Ig+bGxMSn1YUKSy+WCw+HAhQsXsLCwgG63KyU0XA/05GKxGKrVqtBi3W5XPscyIdKbqVRK4ogsGWLMy+FwwOPxiDfC8hseC0ea0OPxwGazYXZ2VrwezgcpZtZ+0thj0hO9as5XqVSCxWIRKpYlD2rdpZod63Q60Wg0kM1mkUwm0Wg0kMvlpMyINap3797FlStXhPokxU12hDFBAj2ZFI6VjQhIs9ObY1Ib14X6OSYGhsNh+P1+Ucacl2azifv372N8fBw2mw2bm5v40Y9+hPHxcZmXkZERWZtM3BoaGhLwmJycxMTEhBiixWIRTqdTSqJYOsUyHmZrV6tVFItFJBIJYVRWV1flc6lUCleuXEEkEhHQYxvPTCaD+/fvo16vY2hoSA5gIJirDAo9fl6TNdOs906n02I0s9SHX+VyGT/5yU8ksYl7k53huNauX7+OdDotdfhkgYrFIvL5PNbW1iR84Ha7kUqlUKvVEI1Gsbi4iD/90z/F5cuX8Y1vfEMMH+oGdb8zH2PQ/OETJmr2LjcM6RDDMKQ14euvvy7WIcGNLdToSdHLWVlZAQBJfKFHR5qOsULekxsyEAig1WphfHwcKysrktTSarXQ6XalfrRerwvNQgVovlc6nUahUMDZs2dhGAbm5ubg9/sRDAZhs9mQSqXkoHGVcjZnxnJDslEDD6bm3KneBsfGjaRpGjwej8RrHQ6H1CAS+Emlss2gOhb+GwwGhZ6j8rdardI0oVgswuVyoVgsYnl5GblcDuFwGPfv35daPADicXHs2WwW9+7dk7IAJtKoXmi73cbq6ioikYgkcqjxu0ajIX1x6Y2zoJ2ZtVSyPASAz8WkG767TqcjyUapVApvvvmm0McsaQAgNbs0vICdJgQE9263K9Rop9ORGGOtVsPW1hZSqZR46fQOw+GwMCuMP/JajUZDFDXnkokmXDf00hlioDDuyXWlaZo0byfVq645AiCbSzidTimbyefzWFhYkFOVaEBwf1FhA9t5DUy8ocJnrLZWq4nXarVapfuYx+ORd8ZjCsmScP9ns1lpY+jxeMR4IatBI4ENRmw2mzAdV69exdbWlmSsM55O4HE6ncjn87DZbFIyp4YWyKJUq1Xcv38fHo8Ho6OjyGQymJubE2/TarXKs5DWJ4PC8A/Q20CFTT44XmDnFCwyc61WS0Ix9N6XlpZkbsLhMKanp+UZmTDl9/vFs+aeJx1NFukwZQCqxygq/dtqtbC4uCgbutVqIR6Pw+12IxKJSFr40tKSZNKxy0y5XBbFwoxJUqRqhmQulxNlxO+5SZxOJ9LpNAzDEAt+bW1NFA4zIukNLC4uwu12Y2lpSbJJ0+k0zp8/j1arJZl3LpcLS0tLqNfr+MpXviLxm0qlIvFZehBMGqLy63a7ElehcmQWtFqOQ0+VdBfjqaw/5fMDvYYAjREVYGlps/aRcVMqTnpTCwsLCIfDMvf05tkzmcq71Wrh5s2bPb14+dxvvfWWpPmzVR4VBKlVKhta5FT6Pp9PWiX+9Kc/hc/n2y6BMnrrghmHJn1NWjeZTOL+/fvY2tpCLBYTT4CeytzcnLAaHo8Hi4uLcmTexsaGsA3ZbBZOp1OYCYIzE6ICgYB4TcxKZ9IdWwdmMhmJDZIKJegQMPhFJV2v15HJZFCtVpFOp6UTFQGTsTJmG9P4crlcCIfDKBQK4vEQtHhPrgsaDfROaSSprRQZeiDNHA6He7zJra0tScShUcswC9d+vV7viTOSdudcqQeyU1fwOk6nU0rN2GiB4Mu9wVyCe/fuCUPDUMDdu3dl3Xc6HUxMTCCfz8PtdktTB2Db6GOJVqlUkneYTCal1SdriJkXQV3EL7IINDxoODL0w2YsNJQYZpqZmcHm5ia2trZ6juijsUaPniwSWTQ6H5VKBX6/H3a7XfZDOp0WFuCwZQCqxygqqJJ2Gh8fx7lz5/DDH/4QwWBQaBiCbiaTQTqd7kkrZzo+k0LYhScSiSCVSol3Rcqu2+1K6zvSkky24EYUrw07lCkXO5UFrWwCeLfbxfDwMJrNpnTp0XVd2v9lMhmJa3BDkfohiAA7cU0CEzcJvTEqCiZSUUjjsSkBa0OBnfNe1QQZ3lPNxiTAcxyM0XU6HQEceolMSuHXwsICUqkUotEoXn/9dbzxxht45513pHyBMUD2Yd7Y2JCTcNLptHjj5XJZlBS9VAKyyggQwFjSwGxX0tikUdWMZTYFuHv3LlZWVoTmpPfHZ2q1WgIOpK1TqRR0XUcymUQ2m4XNZpN3OjQ0hFAoJPWUDCmQgVGZEXoM/D9bThJEaBTRo+b7oxdWLBbx3e9+V66n1mMTnPhOa7WaGDGcr1wuJwammqvAd881BGyfmqTWYmqahuHhYclDUOlRGiFcYyr1yexnloj4fD5sbGwgn8/L3mLYw9zMgBnQjCuzRpvVAFy7Xq9XztBlXFOtS6XRqoIfS6La7Tbu3r2LjY0N+P1+FItF6Lou/Xjv3r0rhiqfW46HBMT7oxHAWC4NTgqTkxiL5h7nWqDhxHCUuhe5xwFIboMKoOrnOEZmejOfgmVQZJ8GiUrHKKRjDcPApUuXHit1eBpR44aMK6qHSquUTzKZlFoyNY5Gq7rRaIg3o9KO9XpdlBRpHsMw4Pf7JcGDYGM+w3JpaQnXbTY0Hln+LFmgV+H1ensSkQhCjNFxjACkDIBgYbfbxcvmM3ETkVIDINRft9sVxUSvUvVEuYHo0dILIRCxlIKeKBNBVCNDjXET7Le2tnqOGqPS46bl++Fh4kwAUWlajk09v9Xv90tyFxU+rXY1zsTMZlrz/DyfldQvKW0CNI/+4nXphbEUinFX9ZmsVqusD3r9TqcTfr8fQ0NDSCQSKJVK8Pv9qNVqcDqdkvTE2LFaX0pKkx4ssNMkxG63S7xYjWOqHhtB1G63y6HkTGpichyBSAVEGh00miqVipRSkXLmulepfvUaPC6NiUR8R6RM1YQ3vudGo4HV1dUexqRQKIh3RKPJ5XLB7/cL6KtUt7qv7XY73G63GIhqlQABkfcOBALSIMEwDOmExP3Jd6/S8+oapsFBIOcRdHfv3sWDBw/EA+f+tdlssocJpJw3GhxkVUjT67qOoaEhye2g4cFTlFQDhx4pw1yqcUzPm/Q9sE0lX7t2DSsrK/jyl7+MGzduYGVlRfp922w2yaXwer3Clt25c+fAevtJMgDVfUq1WpU60JmZGUkD/yiieqo8sFtt8sBNef/+fSwuLkr9mGEY0iiBio6WNz1PAiYtM24al8uFjY0NaRZPq5U1jrlcThZ7pVLBP7LbUajVYHnUjYZUIpW56jmR7qQSSiQS0jfWMAysr69L+UW73UYoFJL4Cceozg0VFZUyqTzODZWX6i0ytkcLmYaEOicEVlr06nvgWAH0gKnb7RaqSfUsmJ27vr6OZDIptNrf/d3fIZVK4dSpU1hbW8P6+rok6KRSKQSDwR4Ao5IjCNJSp4dLmpKHGjidTnzwwQdYXFxEuVyWbEcyDjdv3pSD3uv1uoAU6yJpmKhxYipU/r7ZbEpogHWbjUYDsVhMgIIK1OVyIZ/Po1KpoFAoCECr64nvvVwuQ9d1bGxsSNIc3xtZE5Xmn5ubk/mg10sPnYYIDSd6XhwXDQYarWoiDdeROjYyGDQgGQNUwwrvvfeeJFKpa4YxP5fLJfNHT5SNLZh8lU6npeTN4XD0tBTk+7ZYLIhGo+LVEQRVtoQebbValb2uxj/V/USDVKWezcYO9cLGxob0IeZccC55wHk0GhVvm9npnPN+2eDs2EUdBWw7EU6nUwwLPjeNiGazKV2k6PnyGblu+Tzs3rW5uSkMigrubMbC8ATDVIctA1Ddp6gLVKUcVaFVu1/ApWLjZgK2E2ru3LmDVCqF06dPwzC2TzxJJBLY3NyUEzoWFxd7et3yHEaXy4VEIiH9fEm1UbEYhiENJEKhkIAK6V6VGuWi5lhVq54/Z9E+AYJlJZ1ORxKSSE0xq08tfGdDBTVZRJ1jbn6CIJWt6qFS6CUy9kgKkZ6neqKNqjz5HP0oM17f3PGKyr7b7UrskO0PK5UK1tfXcf/+fVE2VMpULouLi3KtVqslXWUI4pwjzivjSwQUZsHy8/T6K5WKZNkSNNWm6+xsROXYaDQkDkfPieVaTJZh8wV6eKRgHQ4HXC6XlKpQcXW7XcTjcVGABAHVeyflSyXMuSALQmXJ+CgBnowJDTg1ZNDP26RXyzXAz3Ac5r/htfgcjUYDXq8Xuq6LsbO5uSnZwJxbYKePNr1YgjBBnPtRXbe8d6ez3QeXz8XxcA44ftVD5s+5bpkEpXqg/Cz/nowE45tMAgQgZXRer1eSJmkwM0yhUq28Dq+vvhOOX117NHrUM575fGSX1EYt7MNMIORatlgsGBoawsjIiISZ6HlWq1XcvHlTun0xXESDXq3jVb39w5QBqO5T+il8s/zRH/0RSqUSfv3Xfx0XLlyQdG1SVubmzVRC3Cjnzp2Dy+WSmBRf/vLysiRxsPuRunm8Xm9P5iw72tCjpeXo9/tlw9brdcTjcSlJACCp58BO6c5f1mowul38qtZ73iSwU3fKceq63hNTYio8+65SMdFbACB1s7y/2XhRlaZZ8Zk9TIvFguHhYaysrMjzUzHxPdAroHVLZWP2OtRnVZ+RdJrT6ZRDkdmkQlXcLPfgM/K5KfToKbw/x0RlptJiKvVHj47XZokE591qtQqYsM8qr6F6xOozkxGoVCqSvUyDa319Xaiz8fFxtNttuFwuAbyVlRVJFiPtyBILeoCkPwmi6uHe9Li4VgiqQK8HybHS6+IzqYqSxqo5SY1/y1poNYyiAqz6PmgQMYbPJBy+T3qHanigWq32gDwAMYSsViuSySTcbjdCoZA0s2g0GnA6nSgUCtjY2BBdQZqVz8LnJmCpHvT8/LwY02ZQ5X5lHJH7XKXqu92uVAJ4PB7ZQwRKNuOgwbK8vNzz7CqAmoGTQkpd3bPmTm4cC9kHeqXq8zscDni9XtFtPLCi2+2Kh811Qz3CZCiXyyXrfzdd/lFkAKr7lP14quxOc+XKFei6jkuXLgEA3n77bQDAL/3SL6FUKskBx/fu3UOz2cTIyAi2trYwNzeHV155RWjF5eVl8TRp5bJshIqTafyqB9LpbJebMK7C8dJiplfGmB4BW9d1aS5OLy5kSgBQRVX07fZ2BxV6o1zMzPZlEgmt7U5np/sQN5MZJHkPemtMtthN2u22dGWiclc7zlDZUmj1qp8BHj+qjp4LjQEqDQDSno1jIwBSIZmbLagxXpXOM3tSVKJqQwhVQfB51GQi/tzj8UiWJktnnE6neBoqUBO8uTbYcB7YUbhcH6T66TkEg0FReqQ5uQaZicx7qEknfDbG3lXvlIyAaojQmOT9u90ufD6feD1kPdSuW2pegrquCPJqvL/f2lbXiRpfJhuirgEaKSz54lwyK55zombMEqBISTJRiOGCXC4Hh8MhnZvUMWp9DFz1ecwGAp9R9YDNSUBkn7g+SDsTeNT7sFMaPUe+dxrw6v5RDUFd1xGNRtHtdqW1okq/q5S0usa5R1QjK5vNIhwOSwyXz2QY22WHLKPhGFjmQ6ZPbT162DIA1X3Kk0BVTcVnsgIAoWe5IB4+fIilpSW88cYbmJ2dxalTpzAyMoL3339fWphxcayurkrD+PX1dVGcpKHUsgDVazSPleNaXl6G3W5HMBhEvV6X8w7VmBI3v5oks9dzc2MxVra6uioKkH+j1gqqyST0clRg7icqyKtxV7Nn2+l04Pf7BeA57+rGVkFLTd4wezP93r+qrKiEGP+h98JrshaTgGN+NgIbvRsz/a0mSxEkODY1wYMt4Ki8CYDM7CWAqDFGMy3L+DTvSaueY2RMj+uDsS01Fsx3oXr/NN5IEapzaQY0fm8+m1ZdMwRfGhact26329PcXlWw5vupa0d9lyo9zfkniKvrhOuU7071stSkKI5XvQeNPSYWLi8vC11MJoGhGWZ0Dw8PP8aikGUxszikcbn/zMmUNGb5fyYYqR6lumb5DmggMsOcCWn0/NQcA3WM/bxBtdGISgtzDtXyKq/X+1h/bP4NE/MYi+b6BbZ10tbWVo+u0HVdGEOuGxr6hy0DUN2nmIGKWZQ8mqnVakkD+4WFBVE4P/jBDzA7O4uLFy8CgKTXM+Hi4cOHsklUSjAYDMJutyOXy2F+fr4n8UC13ultATuZcfRsVaClkuGG4zVYN0YFDuxYjGZFpNI2FC5SNUahKkyCBYFXVXT9gNsse3myZqBqt9u4du1ajxXO+epn0asKWwXNfqLOPd83AYrzzvfQarVkA5NqNFOLZnrOfF8V/Pk+1Tll5iMBTlXgajyc4yblzXdhvh+9K4YVCCaqQchwBQGanjkAoeKYEETvgXuFjRnU2DITkvg9k48YmzTTgfQMu93tHALVSKIRqypS87vj/Knrk6VbZlBVRY31SamZsi5Vg4eZqWpWsjoOlW7lv2qPYmYWk6pVM9x5fzWpS13XbLjBdco9x/erGpice657vmc+C/WKzWaT8AyPcvN4PEgmk7K+eG313ryOOq98LnUP0pvn/HG87LbGOVbj7oZhiAFPhoBzwDVWKBR6QgvpdFqMT5XJYIjmMGUAqvsUM5Vy7do1ZLNZfP7zn0ckEhFFzkQEJhEBvZnD7733ntRtAtsvPBgMolQqIZFISL2ipmnw+XxydBT7hZJiUo/+UjP/6Hmqnh0XPC1verxqTSAL3Xn6Rj8Q203pUGjVckPR8uWcqSBi9g53E1UR7AZ46vi2trZ6xqkqDaBX6artC/sp435CJap612rxPxWM2QrvN1Y+f797c97UeCJpVLICpOE4LiofJhfRCFLfPz0q1eumF6qOVz3NxzAMKT9qt3e6JzF2zmQzllgQlFVDkfciKJmfk/9Xj+Yz31eNn6pjM88nsAMq5rlVY639jJl+wudhYpf6DtXQAeOIfG7VK+ScE0yBHSOV88PsacYH6RGajVkzxao+s/qv+dnV5C+uA9WTZmkTgB4jiGIYhlD/KoVOA0q9j8fjEW+XRgY9WxpIXEvqHuf4aciYdYS6/1KplITFVMOmX+0pmSQaC3wXfr//0E+qGYDqPqRer+MnP/mJfE+PjL8DIJYbF6q6eYHtw6yvXr0qXgszcTudDk6fPo3r16+jXq/j1q1bmJiYkL/NZrPSRJ7WayAQ6IkTUtmo6eVsGKF6O1yM3MQqrcjEF9XaBYA39zlH5jiOWYH2U2Dm5J1+0o+620vUGlHKboC5G938JKFCUr1wvg8qBIKKeu9+c7Sfe/Ff3o/X4Xs1C71k1UPgvyoVCezEA1VFTE9WBTFm0tKI43qj50Sw4b1UQO9nQPUDBSr2brcr5VoEVv5enQ9z7E69HsMY5hCBed73egfqtTVNk7pcMwDQaFENOBpZHKv6bPw5Y6Vq+EWt1+50OtKNShX1vapj4TvoB6q8nvp9vzmjMGSj7hFmB6uUMfWJOYZNUFYNIHqqzItgQpX5+Qh4drtd9KT6TlQDkglzZBJ4f/OeVylkfo7H3h22DEB1H3Lv3r2e783WdbPZxO3bt9FoNMRqY+D+9u3boniSyaTQYzwNg/Egc3MBep08tg3YdjQT1gAAIABJREFUUST0NlWlotIgvK75i96r+gy0wEkHmxf4P93H/Ji9t36gYVZeZiv4sORJdPJhiapACKxqM3++x34xm4MYCcCOklENKfN11PnncXr8Pb1Hc4xNfQ5gxyNl7E9dN6RtCVKMH6vrhl2Z6P2qFGQ/jwPojYv3o/nMn9+vl8k1vZ+53ov2Vw3W3daWylr0i2WqYzYDmzoGhhNUMDaDyn5kt7kxHzG513WZcayuNdbK9ptT9Z7UQ1x3NNSYf6CGoJhYpl5HTfTrJ2rbRk3T4HK5hDbfzQhX6Wnev9lsCoN4mDIA1QPIxsYGksmkNBcHdix9UkE8gaTT6Uj/zkKhgGg0CgA9IMfsSbbl4iG68XhcElDYQ1M99YGt2cw0J6kn1UtRKRQuWHXTq71t1RjNQaWfwv6kC5UxFSLBle+hn8X8NEIjbTePxfx/NfmLY+PfmxWVSl2rFLaagMO+ueb1Q0XKeK8K0PV6vccI2I2R2A9T0c+behLQ9PNQdxP1PZqvbb4/9zk/xxAK70XvTvWozM9jFtWYMYcS9pInzYHZWDgIOPPZzEc3cj2YP0vdpK4j1VhT94JqNAD9GSMaGGaDTPXCacCYmYH9PCdZgaMwwgegegBhfEM9g48xo6tXrwLYaTPYz6Jj4gG778RiMelSlM1mpWOQzWaTJtGqgmQyiXrSDEVNN1cXNT2o3SxkKkk1e06V7z769xeeMDeHAR7PkqhKVKXsqGCoDNR5OajH0e9++5F+tOpusWmz4u9HLZsTbvqJ6glwvKpC3O3v9zMnZlDbj6iU9n6vv9cY+3nb6lz1q7He6179xsuSOTM4PWncT/v7vYTxR/MY+13XvL5UkFN/xsRKNURinjcz+9aP4SAI83csHdtLB5nXvArIhy3Pn3vxEYTxg0QiIT9jzdTy8jIqlYrQfaq3CGwvkO9+97u4c+dOT2wqkUjg6tWrePDggSw6lkqwfk1dSIxB9IsTqeniVIT8v/o51Yvh9XajYl2PvgbSX8yUpTr3T6Ioj1pUBaUqPbOiUtkMNe66m/RTqqSHeT3Vm3vSGI9CzICwl+z3HamGFP/OnCmvhl4O8mwMh6j0pXrdftKPaj7I8zxpPLvlHDAZk2L2XM3Mhzou7g2WvZmTisxzRiZNFXVtMX77JI/TzOpwjR+FMzDwVPchaszk7t27sFgs+PznPw8A0j+Sxe+BQAAAkE6nJaOXnmAikUAqlcLt27dlEzHeysbirVZL+viq9XBMHlGVF9Cb/NJvE+y1MdWWeB91cR2FxfcsilmJPG0y1GGOhZnezEI1j1F9d7t9pt91zd+rsV9mBD9JwR/VujE/w2GIWqKxl3e7X4paFU3TpOEF5Ulzc9RG227XNoch+r3n3fRJvwxt8x5RKXA2pVH/huEq3lelqA8iRzV3A1A9gJRKJWQymZ7aJnL/q6urUquoaRqWlpZQKpWwsLCA0dFRDA8Po1AoIJPJSFN2/sv+mxaLBeVyWdqhURkC6FlE/eg6oD/FsdfGO0yFf5we2XHLfqm/4xJSubvVp/IzwEdT1Orf7gdQj1KOA2xUOSi1SHp0v7JXctV+/uajUJ97ZVP3+77fOAD0XY9m6WeYnvRQ0wBUdxHDMHD16lWcPXtWfsY6utnZWVy4cAEWiwV+v19a89XrdWxtbWFkZESaUUciEckyYxcaZsPxrEdmwLEHKEGV3uxe8ZW9NoZaJzqQo5NnYY5V6k0Vs+fAdoYHOWfSvAY/Svz3eZaDgIX63vY7h08Tm+4nZLf2ig/v9bfqePoB8n5A+TAYjqNiSU4sqGqa9vcA/O8AdAD/xjCM/9n0+ykAfwYgBiAL4DcMw1g7rPvXajWkUimUy2VEo1EYxk5xdCqVQjabhd1ux40bNzA3NydgabFsN5Evl8uYmJiA3W5HsVjE/Pw8UqmUeA3d7nYHFB4EzLquer3ec/CwavkD+99AagOCjyJvfKS/HshJkL0YCzUZhFTaSfcETpIcZrLLQfbqccbrzQb+087BbpnQ+5HD0G1HJScSVDVN0wH8SwBfAbAG4Jqmad8xDGNW+dj/BuD/NgzjLzRN+/cB/DMA//FhjUE9TolnPy4vL0vcM5/PIxqNYnV1FZlMRponzM/PIxqNwmaz4datWxgbG8PDhw+lCbeahGAY2/V8Dx486CmFUVvMPW0ix271WgeVf/6RrzCQ45b9UGwUFvIPZH+y2x476hyD4waUJ2V170f6dbza773pNJjjuydBTiSoAvgZAA8Mw1gEAE3T/i2AbwBQQfUigP/60f/fAvD/HtbNDWOn1dX8/LwcocV+oyyEdrvdePDggZy4wFrAYrEozaBzuZz02OUpGtxwrAVkspKaWDLwFgbycYhZKQ4SzgbyJDGvGYawDiJPa7ipTR9O6lo9qaA6BmBV+X4NwGdMn/kAwDexTRH/CgCfpmkRwzAyH/Xmb731lnQ+IriyNpUZaT/60Y96iqNVi4knK7Tbbak1ZYcQgrKanchjpcxUL+93nPLWo3//vWMdxUAGMpCTKk/jAPQrZ9kPjWyufz2JclJBdT/y3wL4PzRN+y0A7wBYB/DY29U07XcA/A4ATE5OPvGibA0Wi8Ukprq1tYVcLodMJiM1UexNSppWBUhVKpWK8P8skwF2Shn4cxWU+3W+GchABjIQVY6qecFB5WkoWHNMlI1t9lNGdNLlpDZ/WAcwoXw//uhnIoZhbBiG8U3DMF4G8AePfpY3X8gwjH9lGMZrhmG8FovFnnhjWk/xeBw2m01Ak7FUfoYdUMw0hFozai6BUYui+cWSHPPpFwMZyEAGspeYmy48S9Iv7HAS46NPIycVVK8BOKtp2oymaXYAfx/Ad9QPaJoW1TSN4/8fsJ0JfCDpdrv4wQ9+gL/927997DxGXdextrYm3ZMIjuz1+6Q6PBU0+ff9+ojyns+CBTaQgQzk5MhRHLA9kI8uJ9LUMQyjrWnaPwDwfWyX1PyZYRh3NE37JwDeNwzjOwC+DOCfaZpmYJv+/c8Pep9Wq4VSqQRg+8xTp9PZc0TQysoK1tbW4HA4hBZWT3Jhic1ugMgSBbWXJ8UcTziKE1sGMpCBfHLluA3xwy5rOcllMgeREwmqAGAYxnex08+dP/uHyv//HYB/91Hu0S8hqNPpoF6v4/vf/z6uX7+ObDaLeDwuyUXq8Unmk2KedA/Ts+z5/UmRvzruAQxkIAPpK8dtiB+2zjqpOvCgcmJB9eMQc5NlYOd81Pfffx/5fF6OX6tUKo8dUPw8xD7/9LgHMJCBDKSvPAudvJ5HGYDqIyFYptNpFAoF6WxULpdhtVpRLpd7jmF7XoQn1Oy/ad1ABjKQgTy/8lyDqvn8x0qlgp/85Ce4d++eHK/WbrdRq9VQKpWeC8/ULOTfB3WqAxnIQAbyZDmp2b8fi5hjquxwVCqVkEqlJLmoXC5/YtK9BzKQgQxkIEcnz7WnSs+zXC5jbW0NVqsVGxsbuHv3LpLJJABIZ6Tn0UsdyEAGMpCBHEw+VlDVNO2/Mwzjf/k477mXECjn5+dRr9dRLBblwPFarSbnnA4AdSADGcjzIIfRKP95lyMFVU3T1IoMDcCnAZwYUDUfzFypVGQxlUolVKvVAaAOZCADeW7kJDeqf1bkqD3VomEY/xm/0TTtRFVomGOq6+vruH37tjR5GJwUA/z5cQ9gIAMZyMcmA0D96HLUoPo/mb7/gyO+34FEXUDlchm3bt3CysoKarXagP54JH9x3AMYyEAGMpBnSA41+1fTtP9E0zTHo/9/A8DPa5r2ef7eMIzsYd7vowpBtdvtIpvNYmFhQWKpA1Ddlsijr4EMZCADeVrRdf24h/CxyWF7qv+lYRh/pmnaP8Z2aeOPAXxT0zQfgG8ahrF1yPf7SLK1tYVr165hdnYW+Xwe9XodnU5HTqYZyE4fyEGd6kAGMpCnlecplHbYoMpmlL8A4HOGYXQAQNO0rwP4E2wfKn5ipFAoSIJSMplEp9N5Jg7BHchABjKQgZxMOezmD6uapv05gDh2OtzBMIy/ATBzyPf6yNJut6FpGjY3NzE/P49KpSINIAagOpCBDGQgAzmoHLan+lsA/kMA/wLA/6Np2v8H4A6Al7HjxZ4Y6XQ60HUdq6urckj480RTDGQgAxnIQA5XDtVTNQyjaBjG/2UYxgcAvoVt0P4tAJMA/qPDvNdhSLPZRLVaRaVSOe6hDGQgAxnIQD4BcmQlNYZhFAH8r0d1/cOQdruNjY0N8VIH8ricqMLigQxkIAM54fJc9/69c+cO3nnnneMexomWwSHlAxnIQAayf3muT6l56623sLV1oqp8TpyMP/oayEAGMpCPW+x2+3EP4cDyXHuq1Wp1kJj0BPnLR/8O6lQHMpCBfNzSbrePewgHlufaU83lcgNQHchABjIQk/C0muOWZ7EJz3MLqs1mE5lM5riHMZCBDOQTLJqmnRiA2q88i2M+SfLcgurS0hKazRNXOjuQgQzkEyTPYne256lP71HIcwuqy8vLA+p3IAMZyJHKs+jxsV3r8yBH8X6e20SlZDL53CycjyL//LgHMJCBPMOiadoz56ke9Zg1TYPVakWr1Tqye+xXjuI5n1tQvXfv3nEP4ZmQN457AAMZyDMsBzHcLRbLiTD0j3oMmqY9kSV8Fo0RynNL//74xz8+7iE8E3Lu0ddABjKQo5VnFUQOKt1u90QYD8C2IXPY8lx6qtlsFrdv3z7uYTwT8n8++ndQpzqQg8hJ8boOU55l7+lZE8Y6zfN92O/gKGKqz6Wn+sYbbyCfzx/3MAZyxGLeMPvdQM9icslJk8P0AE7C+2CZidV6NH6IxWI5sms/i6Lret/3rgLqbuviIOvlKJJVn0tQXVpaeiY7dQzkYGK2aB0OxxM3nKZpR0IJPemeRwkcx6Gs91uWoes6LBYLNE2Drus9f8f/q+9RfTf7MZr28873I4ZhoNvtPqY3Duu9dbvdAyfufNylLx/nvjCvhX6ymyHyce/fx+5/rHc/Bul2u5idnf3EUVMDebKoCtG8GdUNehwU31FnW37c196vYlPpPKvV2tPr1Xxts6K12WxyH4vF0veeZu/yaQyMvYyevd6b1Wp96rnfz99+3B78x3m/bre75/3U35m92uMwjFV57kC1WCxidnb2uIcxkCOS3TaTxWKBruuwWq2PKWBuSCr4gwCc+rdPK7vRirymxWKBw+F46usfxIA8qPfzUYwBi8UCm80Gq9UKXdcxPDwMj8cj36vviICrzoPNZoPb7ZZx9HtOq9XaM0a+/4OIzWbbFVjNClz9TLfbPdD8qNcx/7/fmJ8WONTrma+x1zp+2nfNvbcbpdtP2u32nvfjPu333vnzg9zvMOXEgqqmaX9P07R7mqY90DTtv+/z+0lN097SNO2Gpmm3NE37hf1cd3Z2FktLS4c/4E+o/NNHX0chT2NR7gViuq7D6/XK78xUYigUEqWsKhZN03oU4NMoq4+yeVVg4f0JIiqwPq0SPUjcaC+6lPffjxf1JCrTbrfDbrf3vCOv1wu73Q6bzSYKUdM02Gw2hMNhxGIx+P1+ma+pqSmMj4/DYrHsaQyp82YYxoGBtdPpCCiYjQ6XywWbzdb3Xgdlw9Q5DQQCjwGr+d57zfFexpHKDhB8+HOXy9VzT1U+qoFg3nN7yZMMEq4NwzAeS17qdDowDEP+/bjlRIKqpmk6gH8J4GsALgL4NU3TLpo+9j8C+CvDMF4G8PcB/MmTrtvtdvHXf/3XqFQqhz3kT6y8+egLOJgXsx+QeVJyRr9rcFP22yz0+Pg7dbxUHq1W6zHr1qywVOW5X7DcS4Hu5hWoP6MXzXuq4EJl5HQ6Jf64l5g9p4O8N6fT+djnOT+cX4fDIWNVx3MQI4nKUP07dvKxWq09wGexWOD3+zExMSGerMViQb1eF+Njt/uqgEjly3WnxnP3EpaAmGO7FotFjAMCvSp7ebb9fkfjh0aCKmQr1HdzEK9S/az6O13Xe+aUrVvN7MmT3q2ZWVDHSUqf74Hraa/rWa1W+P3+XQ04sgdkO542vvw8Zf/+DIAHhmEsGobRBPBvAXzD9BkDgP/R/wMANp500Rs3buCP//iPD3Wgn0RRF9qnHn0Bh58YQfDY6/cHSeKhMuKGValCTdPgdrt3pYzUz+0nSUL9vHp/s5CypJIyU1JWq7WvwuY46EVrmiZgZrPZnjhvFF3XD+Qxtdvtxz5PkHO5XHC5XI95mBRzZuaTvCXeix55rVZDo9GA2+2G3+8XgHc6nQiFQggEAnC73QJo1WoV8Xh8T+OMgKeCAg0D1RveS9S/VT08FVR5H9Vr7UfrP2lNcw2zOsF8X5fLtauxuRtwmsW83lSDg8Dej9Y2X1N9v06nU/abpmnw+XwyJnU9ud1uaJomBmI/4fyMj4/Lu1PH5HA4YLPZ0O120el0dgX8vZLaKEfhyZ5UUB0DsKp8v/boZ6r8YwC/oWnaGoDvAvgvPp6hfbLFTK/+8aOv3eJ+u0m/xWpe+FTU+x0XN+Nuoio0s4VLb4cA1++LSpFKvd+YzeJyucTKNytLq9UKt9stoOF0Oh+zvvt5bPy/zWaTeaSHreu6eEW7KRLzPOxXaOSYFZBhGHA6nfB4PACAer0uvzMDMMHUarXu+q40TUMoFILdbofP54PH4xHlabfbMTo6img0KolINpsNQ0NDMAwDtVoNwLZCD4fD+NznPgen0wmbzQaHw9E3Rmi32+F0OnsMErvd3je+3u89Unmr4E1AoZdkZhFUL8o8nn7zoc411wTfM69lGAZcLpc8p7rHaHCpQG9+J/3uabfb4XK5HqsrNl/fZrMhGAz2XaucFxo8uq737DN1DB6PRz6/F9B1Oh3k8/keA4BzwvepvqvdwkG7yVF4qJSTCqr7kV8D8OeGYYwD+AUAf6lp2mPPo2na72ia9r6mae9/7CM8wbLbglMtcVVoIZopHqfTKYp4t0QLCje6SiPuloBjjpPRW9orPsjf01M1x1ny+bzE1HRd71FeVI7cxPwdFY4KZurcuVwu8ajMXqiu6xLXoYKlx+lyuaDrunh99NoMw4DdbkckEumhNdX5V8G5H4iYE3MOagxRWVH5GYaBZrMJwzAkg5rP2o/K1HVdnk+ltCn03t1ut6wDvgOXywWfzweXy4VgMAiPxwO73Y5MJoN8Pg+v1yv3brfbSCaTCIVC8Hq9fUHcbreLMUJQ5RzTgDJT/7vFZzluvgNgO/Exn8+jVCr1dAoiMOwW9+Q9ze9QpdpVw4vro1qt9s2M5VzSmFH3VT9Wg/fw+/0YHx9/LDYM7BhMfM/dblfmUWV7aCS53W7YbDY4nU6hkTlXNJAIqk+i3emtq8/KPanOs8o4mK+phnU+Snz4oHJSQXUdwITy/fijn6nynwL4KwAwDOPHAJwAouYLGYbxrwzDeM0wjNdeeeUV/Nqv/doRDfnkym6Kb7fPAv0tuXq93mPNEkz7gVg/oXIjCFmt1r7xbdXiJhCpHl0/ITiq9GW73e6JfXHTq/fg87bbbbRaLXS7XTSbzZ7YkrpheR/+jlmKKqXI3/Ha9KIY//N6vWLVq4YG70EFFAwGBbQdDgcmJibgcrnQarUe82pVCk9VdsCTaXtVKZmp0n7xRHVezADEz1utVvh8PlHu6j0ItPF4HKFQCNFoVAwIh8OBaDQKt9vdQ/+Gw2EUCgVUKpUeujWZTMrc95Nut4tGo9FTTqW+Rxo2lL2MNo6d4E9vSzUSzftHNSrU90sjjUaVaohw3AR/8xg47ypQWK1WDA0NCdirYOJwOMQzV8emaRrK5bLEptU4J9emej8aCOra4HVqtRrq9XoP6Jr1TrfblT2o5j2oMVbuS65jNUeCOqDZbApj4Xa7Zd+pf69pmlDN/d7rbpTxYchJBdVrAM5qmjajaZod24lI3zF95iGA/wAANE27gG1QTe11UU3T8Hu/93vwer1HMOSTK/0WTywW62vB0mswJxL0K3z3eDyPxaZoKRN41I1FUOEGbrVajyk7NUmFyoDWKQFMBXJz3IRfVMrcaFNTUxgdHRVF6HA44PV6ZfzmchsaAGYvxmKxCGXNcWmaBo/Hg1gsBp/PJ/SUGgPVNE2UksPhgN/vl3vyuqoSs1gs8Hq9iEajcDqdCAQC+OIXvyi0dKVS6Um04XOoGcwWi0ViTupa6GdgERyLxWJPTJdzQY9b9XxVQ4P34xzabDaMjY31eKNcG7quo9FoyDorl8tiDJVKJTx48KBnbE6nEzMzM/B6vT2ej6Zp2NraQr1eFyOoX8IZvdVms9ljCBHY9gopqGtLzYz2+/3weDxC76v0q67rcLvdiEajOH/+vAAwAcDhcMDn8wnbYLPZ4PV6MTU1BafTCbfbDZfLhVgsJl4k/16lhM1z7/V6xePk+lI9X3PiHoFP13X4/f6eeC33J/+OBoC6frj3dF3H0NDQY3PA8Xm9Xng8HqGFzUl4fAaXy4WJiQnRSzRy1bXLtcj1WK/XUS6X5feqMUF2ZTc5ql4FJ7IvlmEYbU3T/gGA7wPQAfyZYRh3NE37JwDeNwzjOwD+GwD/WtO0/wrbSUu/ZezDpz9//jwuXbqEq1evHuUjHLk4HI59dWHhQlPBy+FwIBaLoVgsotls9tCe6kbpdDqA4rGpClutE3M4HGg2mz1ASrBRKVBex+PxoFKpiKLjz2nFq5QPNxwtV1WZEKTL5bJYsLzP8PAwXC6XnEZksVhQKBR6wIeeBT1au92OZrOJWCwGi8WCVCqFUCiERqOBbrfb42VxbA6HA+12G263GxcuXMCHH34o8TdghwakImd8Etg2SlSQ9Pl8kqzTaDSg6zp8Ph+q1So0TcPw8DAmJyfRarXQ6XRQq9Xkuj6fD+VyGa1WC06nUyx5PruqLM3vg0qT86s2VdB1HdVqVTzsarUKAAKQVHDm9865nZmZQavVknmkN0Oat1QqyRzV63XYbDb4fD7EYjGk02nUajVYrVaUy2UEAgEUi0VZ97lcDi6XC9VqVYCn0WiIIWG32+HxeFAoFKDrOprNprxLVfmqZRnqkWT8HZ/V5/OhUCjIWmu1WvD5fGg0GrKuODYCot/vx/LysgCUCo6tVgutVgvNZhOdTgflclnmxul0IhgMSh1utVqFw+FAo9GA1WpFs9mUtWsYBqrVqtDZ7XZb5oCeusr08P+kY/1+v7yDZrMpa52fIyiWy2XREarX7XA45LP8mcoecK4dDgemp6extbXVwyJx76neMLDTAEIFXlVXEPj5THxnariGe0X93UHrhw8qJxJUAcAwjO9iOwFJ/dk/VP4/C+ALB71uIBDA7/7u7z7ToEovrtlsPlYkzQXIhdQv+9Bms6FUKvUka6gbjeBRq9XwB3i0KUyxNnVzORwOUWwcAwDxDLipWq2WeMLm+Ce9Nl4Lj+5rs9kEeIHexB7G5QggDocDrVZLPDQ1M5DshMfjQTab7ZkLlS6qVCpwOp1wOp0oFouiNLgR6VWUSiVJ+69UKrBYLPj617+OZDIp4EBaDeilvpxOJ0ZHR7G2tibxw0QiAb/fj2w2K4BQr9eRy+XEq3nxxRdx9epVTE1NoVgsYmtrS+gxzlWn0+nJjKRHYAZZ9X3T26KHWSqVUK1WxbOo1WoSC+M1CbBUWmojhmazCbvdjlKpJCDHdw9shw0CgYB4CvTs/X4/NE2T+ef7rtVqyOVyyGQyYhBwDZTLZfEYVfAggBF0uY5YtqOWwGiahkqlIutB9cr5zl0ul4QIAPR4WjQY6FlxHZPWjkQiYrzSsGq322Ko8HeqN6jmG3B+COKlUgn5fL7HY+T65P5ptVri5ft8PrRaLTQaDTSbTWFwOp2O1MN2Oh0xTOi50pgKh8MCtO12u8cgISBzzTQaDTidTgFEGpG810svvYR3331XvEtmv/P51FCGmeVyOp09xqA6Bs4/P+P3++Hz+VCv15FIJGT8KnV+VHWsJxZUj1JeffVVWYjPqqheARcYF45K+9Fa4+cJmNVqVRaZGm8h3cprvvfIG9QfXcMcI1GtUhXUVGtRXbz0Evx+P9rtNur1unhlKsgDEBqM1j83tGrh0kNQPQxu8snJSaRSKfmdYRjwer0CbGpcR9d1BINBVKtVBINBAYF2uw2r1Yp6vS5ArRoCVHxWqxUffvghAoGAKCfGmbjOGGN0uVzIZrPiFeRyObm2Osd83ng8LuP8xV/8RVy7dg1LS0tIpVJi5Z86dQpLS0vodDpSd9jtdjE+Pg7DMDA3NydshRpXJlVJWrZcLsvaUT3OdrstBgdBnt4lgVDN6HS73Wi1WvL7aDQqHpTT6USpVJIkJHrZzWZTEsP4vE6nE0NDQxgZGUEqlYLL5YLf70epVILX60Wn00E2m+0BJ64BKlDVe+I812o1KRHiOywWiz2xaf5dPB6X69dqNaFXi8UiPB4PSqWSGC3cC7FYTMY3Pj6OSqUiBgbHF4lExBCxWCwYGRlBuVyW53nhhRfEeLNYLOLJErg0TUOj0ZD54toGIGuYJVB8pnq9jnA4DF3Xhani/vT5fNjc3JQ1ZbVaEQ6HZR9lMhkpSyMIk0lptVpiWDkcjsdKcxgXHxoaEkPO4XCgWCyi0WjA5/Oh0+lgaGgIPp8PS0tLsFgsYhzo+na2d7vdRrPZlDCEz+eT90ojm6EFjj+Xy8m74fXa7bas8cPGgecSVE+fPg2v14tisXjcQxHrda8Xa7VaH4tn0uJWLTtSQtxkVPzq9Umv0XJXPUQuVC7iRqOBz3a7iAaD+NtHlnyn0xH6if9nIggteTXOyWtxDARIs+ImUDEWVK1WZaMRsAls/DuV8qHHSfrL4/FgZGQECwsLACAUMak1gg6BrFar9RgEL774oozdZrMhm83KNZxOp9BxFosFn/nMZwBsU87NZhO5XA65XA52u12o4Xa7jddee02UaCwWw/z8PNrtNrLZLBwOB4LBIJLJJNrtNlwuF+LxONLpNFwuF2q1Gm7cuCE0Xy2+AAAgAElEQVSKmNQ36zxjsRhyuZyAosvlgsfjgcvlwosvvoiVlRUBeDVmyvXlcDgQDofhdDoRiUSwvr4uhgjjwWpclIYJQSYajQodTYpZ9YouXLiAtbU1lMtldLtdAaF4PI54PI5EIgGv1ysdsTjOQCCA4eFhmWuOYWRkBH6/HxsbG8hkMggEAjAMA5lMRtYex21OprJarfB4PAiFQmIwkZlQ9ySvMTk5iUgkgs3NTVSrVVkzBFeyEj6fTwBnYmICY2NjWF1dhdvtRiQSQTKZlL9VvVSXywWv14vLly9jbW0NjUYD8XgcPp+vxwOt1WrQNA2BQEBCCjSOg8EghoaGkM/nEQwGMTo6CsMwBLCsVivy+bywKtxv3LtWq1WyqA3DQCAQQCqVEqOu2+0im83KmqvX67JX3G63sEmkcIeGhnp+xvfJmGqn05Hrcs2oJW2RSASdTkfqltvtthgpuVwO4XBYmLFkMolWq4VIJIJ4PI5isdgTN+ea4Tvl3PE9kBk7LHkuQZUK6zhAVQUDYAcw9/KczYklBCIubFqnrVZLrqd6m2arPRQKQdM01Ot15PN5UZTj4+OiPEil/WG7DVehgHcDAbHwVPrE6XQK2NAipkdCa5E0HD0dxkKYpMEFr2nbReORSASLi4uiUDg/AASU6N3OzMygUqn0UHb0MBhHU+v63G63ZAXWajWJ5XCMpOxisZgkwaixzmg0inPnzuHGjRsC+PF4XLxqm82GiYkJie8GAgGMjo6i1WrhwoULWF5ehtvtxtTUFNLptNB4BKbNzU10Oh2cP38epVJJYtB8j7quIxAI4Atf+AJWVlYERF588UWMjIzg29/+tnjTHo8HQ0NDOHXqFAKBgKwfehE0ijweT088MRaLIZFISIIX46CTk5NIJBIoFAoS6wwEAuJtkkYlOFarVVHYNpsNr7zyilDNt2/fFuU8OjqKz372s6hUKuh2u1haWkIikUAymXysoYLP50M+n8eZM2fg9/uRyWTE+CHNyGejEcc2h1Tg9XodbrdbaHoAPZ6s+Wc+nw9TU1O4fPkyvv3tb6NcLgtVT083n8+LkeL1ehEKhQDshEJisZjMGQ2iWq0m9OjMzAw+9alPQdM0MbKy2SyWl5dlbmkMWq1WBINBlMvlHqbo0qVLqFQqSCaT+PSnPw2r1Yp79+6hXq9LZnAul5MEPcaC+R4nJiawtLQkiXTZbBbtdls+4/V60e12JRwSCoVw5swZaJqG+/fv9xynyT1HvWC32xEKhZBIJMTbrFarcLvdwtpMT0+Lo0Bj0efzIRAIoF6vY3p6GuVyGaurq2JMkMFSDXmuf17f7XYjHA6jVquhVquhVCr1ZHAPQPWQ5KWXXurJMjwOMXtbtObUVHVuIjWAT3qJIEWAJchS+TJdX41tBgIBTE9Po9FoIJFISLxxaGgI58+fl5/TY9QAURxU7sD2Qe+0VF0uFwzDQDQaRaFQEAVjjvXSumTMLxwOA9hpbGCz2RAIBGCz2RCLxRCPxzE9PY0PPvhAkk0YP6EVPD09jZWVFaTT6Z6a0EqlgocPH0pmJr230dFR2Gw2bG1t9dCtNpsNHo9HYl2qUggGg8hms6LMJicnMTs7K1TS6dOnkU6nUSwWxRIPh8P46le/Cl3XsbCwIBRjrVYT7+bs2bNoNpt48OABLBYLzp8/j0gkgpWVFVgsFvHM6fFyXu7evYuZmRnE43FkMhlpmNDpdBCLxYQWdrvd+PrXvy7WPusc6UnS6yArYLPZMD09jaGhIczNzcFut2NsbAzlcllKn8hsTE5OIhaLodlsCg3KGD89EQDS2IEZr+Pj43A6nVhdXZXnX1lZgcvlQiqVEmVPb9zr9eLUqVNC4V26dAnz8/N46aWXkEgkJA5JapbhBTWuyoScRqOBUqkk3gs97lwuh6mpKTEw6e1zDWSzWSQSCQFiNkwgVc39Nj09jVwu15M17fV6Bcji8bjsoUqlgmg0Ku/i0qVLGB4ext27dyX2TgO2WCyiVCphZGREjLZ0Og0APZn2q6urEv9+4YUXcPv2bXmv6pw0Gg0A2+BTLBaxubmJeDyOra0tOJ1OxONxMTIDgQB8Pp/Q12QmQqEQhoeHEYlEMDo6Crvdjo2NDaTT6Z7kQyaGjYyMIBaLoVwui8caDAYl8Yzvj8wGvfPR0VHRk/l8XmrNSX9Xq1WJ/ZIKp9FMQ4SZzaypt9ls0o2LQH+YclJLao5czp0797Hdy0yH8nvVC2OsU03bVzM21XR4YCdBIxwOIxQKCfBxEzHZgx1r6I2S4pmamkIwGBRFd+7cOczMzAgYCo2sadAtFkmoiUQiGB8fRywWg8fjkdZxTOenJUvPk95fJBLpSYQiGHPBE/CpaPx+P4aHh3H27FmEQiGZA5XO8fv9+MxnPoNz584hEon01FjyevF4HFNTU/Ie1HpGNfZrt9sRjUbl2uozDA8Pw+/3w+/3Y2ZmRkpnSFWVy2VRVC6XC2fOnMH09DSCwaCMqV6vY2VlBaVSSWh3GjrT09P44he/iN///d/HV77yFYyOjgIACoUCPB4Ppqen4fF4EIlEcPHiRTidTrTbbSm30XUda2trKBaLYqXTw41EIjh79qwkpPD5CDjMWO12u6IgCYQ05txut8QhnU4notEoXnvtNXzrW9/CF77wBTFKuC6YcBSNRmXezHPOz9ntduTzeVgsFlGgVLhU3CMjI6KoCSI+nw8rKysol8sIh8M4c+YM4vF4TyiB+4HARSaE1H8oFJKElomJCQEQ7iW1Q5DNZsPa2pqMLxaLIRKJIBKJIBwOC0OjgjqBYWJiQpojTE9PIxqNyhxwjzSbzZ55u3jxooA2QzWklicnJ9Fut8Wg5jMzfk2KNBgMSmyVwNXpdKSBBA11epwzMzNwOBwYGxtDNBqFz+cDsE2vJpNJDA0N4cUXX8Tk5CRGRkbkXozl0qi3Wq3IZDKyF5mkx+ch4FH3cJ9EIhHRWaRmI5EIfD6fPDP3UyQSQSgUQjgcFv1DwIzFYuKYjI6O4ty5c4jFYggEArhw4YLsX8abD1ueW1ANBoNHfg8VDEmDDA0N9dSDcZGpmZDcSFR6ZvqXXWComCYnJzE2NiZ1o1wsTqcTk5OTOH36tFBw3W4XqVRKKJlIJILAI2oX2KGj2SEGADrdLs6ePYuf+ZmfkY1BZcQsTZWWUjuo6LqOs2fPinIDdmIsfEYCKTvotFot2O12tFotzM/PS/yJoE2Pc2hoCHa7HRcvXkQsFhNamSCRTCbh8/lEiTEmpdLmzIx0u90IhULweDy4fPkyLly4IN17Op2O/M7j8UhcizWFVJB8tuHh4Z53Pzo6KoaUx+PBqVOnJG4KbNOFIyMjGB4eRiAQwG//9m/ja1/7GoaGhuDxePDgwQNR0GwRSHDyer3i1bMWl9ecnJyEruuYmprChQsXhKpmJq8KnH6/H+fOnROPLhAIyLpTFdjp06eFmQiHw2KwkPoPhUKIxWLybAS4ZrOJbDaLRqOBVCqFUqmEdruNL3/5y5iZmRGvVdd1vPrqq7LGCf70fJn4du/ePaEtz5w5g6mpKQFFtTlEOp1GoVBAsViUDG+1axa9Tq5d7h819s7kmVQq1WPMeL1eFAoFJJNJNBoNpNNpYS8YL2S4gslB3BMEz7GxMczMzODTn/60vBe3242f//mfR7VahWEYAgJDQ0OSeMh9wL3n9/vx1a9+VUDs4cOHaDabmJmZwdTUlDAJjHWPjo7i5Zdflvn71re+hc985jNwu90YHx/HzMyMxNgZR+52u/D7/YjFYuINlkolaSnJvAQmnZHdunDhQk8+gZqMp2kaRkdHhXkjO8EktlqthrGxMYyOjoq3S5aBxncgEJC4N7BD/3J+G40GqtUqPB4PxsbGJCRh1quHJc8t/cuYx1EKLVzGckjDMAGl2WzKRmJckvQaW33RqlMXIYFoYmICjUYDU1NTcLvdyGQyPfFTxjF0Xce9e/fEGyNwj46OinXLe4dCIdhstp6ED2A7lnX27FncuXNHFnWxWBRvm0Cs67pYuGqCUjQaRblcFg+QgE+PslQqwefz4cyZM9ja2uqhg4eGhpDL5dDtdrG5uYlAIIBKpYJSqYR4PC4xs3Q6jUajgWAwiPPnz4tiW1tbk7KLtbU1oZI7nQ5KpRKA3h6ogUAAn/rUp3DlyhWsra3JsWOdTgeVSgXZbLanpndychJOpxPXr1+HYRiYmprqKVx3u904f/48qtUqLl26JAkXVDqzs7MSN/vlX/5lAMAPf/hDoYmZnet2u3Hjxg0AOx2guB5u3bqFeDwuiUx8p/zMz/3cz0msu1arSUIM55XrTtd1rK+vS29eZr76/X7JRi2Xy6hWq1KGEg6HJe5ss9kwPDyMubk5yZ42DEMStzRNQz6fR7PZlPWgaRpWV1clu/XSpUtwOBzI5XIwDAOFQkFoQ8MwEAwGMTY2Juv+lVdeESU8NzcnCS5qCQzfBXMFCJjtdltCInfu3JFyDLI9mqZhaGgI3/zmN3HlyhUsLy+jVqtJuZUaA6xUKvK+mE0fjUbxsz/7s7hz5w5WVlYwMzOD+fl5WTv0NOnpXr58GQ8fPkS32xVDgJmvlMuXL+NHP/oRarWasCznzp3D5OQkJiYmUC6Xe3IAvF4vwuEw8vm80Nhnz56VmO7IyIjEeQEglUpheHhYkpOKxaLE2kOhkISP7ty5g3a7jenpaSwvL2NlZQVDQ0O4efMmnE6n0LH0RCmjo6PY3NwEsNNtjJQ/WRE6IYVCQViQer0uoQYmuK2trSGfz0tNMuPqsVgMp0+fRjAYlNAQ8zUikYispaOoAHluQVWlaA5TaEkCvX09SbMB214ESz1GRkZQKBRQKpWk4NtcDkOvjd6dShWzJtDr9Qq4AduK/OLFi3j99dclthIOhzE8PCxAy6YC3LiWRzQvM0ntdjv+kd+PL37ucwiFQjh16hRGR0fFy2JRO40Fn8+H1157DU6nE/fv38fc3By63a5kZpKSq1arQk9rmoaZmRmsrq7C5/Ph0qVLyGazWFhYQCAQwMsvv4zf+I3fwObmJj744AOsrq5C0zSsra1hZmYGFy9exJUrV+D3+yVmG4/H8bnPfQ5TU1N4//33sba2BgCi3GkdZzKZ/5+9N42N6zzTBZ9T+76TVUUWl2JxFXdRsijRlmwrtrwlcWfr9KS7czuNDtKN2z8C3AtcDNDT09OYwQzQQHrQuPdHkFz0j3RPkHSQPYoRx5Etx9ZqWRIlkRLFfd+qirWvZ35Q76tTxUWURFlU9D2AIbN4eOo73/m+792fF0tLS2zBUqq+JEm4du0aW1SFQgHNzc0cN6W5y+Vy8Pl86OvrAwBcvHixpNaO1hYlYplMJrz55pu4efMmJicnmTWnpqYGwWCwZB35fD62nojXVrmeAPC7JuGwtLRUYg2sra1henoaXV1dsFgs+Pu//3uMjY3h+vXrGBwcxOLiIgwGA8dgKfmLQL1KyZVMHpGpqSl+xyRUyAKYnZ3FjRs3eCzkDaAMV7KCi8UiamtrYbPZ4HA4cPv2bbbuJycnMTMzwy7O2dlZRKNRPggrKirw4osvYmFhAZOTk2y1KMsrALDCSoJ9eXmZXZZK+kKr1coeFlJ4ZmdnYTKZ4Pf7ed94vV7OGLcrEveqq6sxNzeHdDrNCXhKt7pSkBIZBa0zWheSJHFIh5Rai8XC1lu5u5bc5mStB4NBNDY24vLly+jv70c0GkUmk2F3dSgUQjqdxrvvvluiQNG7iUQiSKVS7FWgEh+KV1IiHSk91dXVmJmZgVq93sM4EAgwqxjRa7a1tWFwcBC5XA7T09NIJBKw2+1ct0ten0AgAJ/Ph0AggGQyievXrwO46/0A1sudyHtgNpsRCATQ0NDA71Sv18Nut6O5uRlDQ0PsCXC73RzH9nq9AMAhKrJYdxtPrVBtaGjYkAD0MKD4Afn8SQCSMKFsNopjksVGVppGo0F1dTWcTifm5ubYmlRmxlKJBH3e39+Py5cvs7ZrMpk4PmWxWNDV1YU33ngDq6urG7o6aDQarK2t8ffQ70hTp8NlWqXCYlUV7Hc0zUAgAL1ej/n5edYuXS4XZxLW1dVxSQBlulICBz0D8beSG7W1tZVjNkr3GFlQyuxSOojn5ubYPbt//34A4EQL0vyVzEAA2CWk1Wpx/Phx/OpXv4IkrVPdkUBPJpM4fPgwOjs7EY1GUSgU8MILL+Dzn/88H6Rf+MIX8E//9E+YnZ3FV7/6VTQ1NSEajQK4WwNK80lxqqGhIQDg+KzZbGalZjMyc5/PB2BdEWhraytJXquuruZ1q3SPajQaLC4uQpIktLa2wuFwlGRGVldXQ6VSYWhoCEajkePrdLA4nU4sLa0zfZIAp/Vss9nYldbS0gKHw4FAIIBUKoUrV67A7XYz2QPVYFqtVn6vwWAQoVAIsVgMU1NTnCRGpASxWAzRaBShUAg6nQ5NTU1Qq9WoqalBV1cXHA4HRkdHSyx3cjleuHABnZ2drFBQko3L5WJrJ5VKsTAFwCEASkYia4wUW5pHn8/H4RMi7ejv70dvby9+9KMf8fsjgU97iEpT6EBXhoGy2SwqKys5sc7lcsHhcKCxsRFXrlzhMZJgpr+NRCIc4qE9W11dDb/fj+bm5pJ8AYqR19bWsqVaU1ODn/zkJ0wqQucTALb0+vv7cejQIWaMUqlUmJmZYcFFyqLSyrt06RLOnDmDRCIBp9OJ2tpaVFZWore3F4XCeiOLcDjM1i558EghIBe73+/n8iiPx4NgMMhJXuTWJ9f9c889B41Ggw8//BAAWPGipDGl5f2lL32Jz4WRkRFYrVY4nc4SN/Ru4qkVqhQX2S2hSjVqtLmUMat4PF6iZVFsR6/Xo6enB8vLy1wnRpy8dHhQWYVKpeIaQnKpvPzyy8jn81hZWWFNPhQKIR6Po6qqCj09PVCr14u86ZAkofrZz34WS0tLSCQSaG9vB1CaGEUb5lguh9bpaSx71nsVUFwxnU5DlmXO2qMyCrfbXUJmQMwpZHXTZqVFTe5fsjIlaZ0WzW63M12gcmzARl5bJbE/uQvpOsoApPtS9itRxJEi0NXVhba2NsRiMY7TeDwezoCkRJN4PI5r166hrq4ONpuNiRnsdjsLDfpuABz3JqFKJQKRSASjo6N8qJULVRJmANjKo/taLBZEIhHY7XYW9Er2KEom8nq9qKm525eCXP6hUAjAegb3iRMn8J3vfIcPUFLiaC47Ozu5BGZ0dJQFMwkuwtTUFNTqdeYmyrAmIgFl4hxlHZNSNzY2xpzMt27d4sQ1h8PBFgXxHFOmL2XBNjY2IhAIAABaW1sxNzfHc0Z7jcp26F4k7KlMhvICqHwkn8+jqqoKt2/f5hAKCRFyr3d0dKC7uxsnT57k960s6SkWi7BYLOjo6OD9Tmud3hMlm5Hy99xzz8FsNnMMuLW1lZVCiiNTOEjpraJEQJofp9OJpqYmnDlzBk6nE88//zwaGxuRTqc5sW91dRUdHR2YnZ1FTU0N+vr6oFarcfDgQV6PlBjmdDo5HEPfQQQQlA3d0tKCxcVFmM1mHDx4EOPj4zAajQgGgygWixzqyufzqKiowMrKCmfiUl6Ekp+5t7cXt27d4kQusp51Oh0GBgYQDofR2NiImZkZ1NXVYWJiAjqdDt3d3fy+fT4fVxzY7Xbs27evxAKm8Jqy1Gy38NQKVVrkDwvaSPv378fk5CTHKLVaLXcjoYVKFolWu94f0mKxoK+vD6dPn+ZEIhJaFRUV8Hg8zH+6vLy8QbuibFxKrwfWiS2oKJ2Sh4D1ZJOamhqOf3m9Xs62fP3113H9+nUsLy/z5iHWm78Jh+EZGsL3BtYZIUko19XVob6+Hk6nE0NDQ8yZC4BdmpOTkwiHw/D7/cjn85zkQs9AyVZKwUmHhcfjKXF3KoUquaqVDFLkFkylUmy101i9Xi8kSUIoFMKFCxdYg62urobD4cD8/Dwz/pByBAB1dXWcOUug4nayvMk6ojmmLODDhw8jFothbW2NFQRlwhJZNEqrRAmKJ1dXV28oTdLpdBgfH0ckEkE6nWariJQ0Snbx+Xzw+XwlRAZUNrO8vMzz39fXh9u3b7NHQDnfVM+nUqmY8KKmpobJG+hQt9vtHGum+m+qtyQlk94vAM68rampQWNjI8LhMGceW61WXovAevYpuSpra2uxf/9+zomgxKympiYWvsQqZTKZ2L2v1+vZTUklVn6/H9XV1WhubsahQ4fw/e9/H2r1Ojn88PAwx+roXXV3d2Pfvn0AgLGxMfh8PqytrXEsmSwpytRVhgAkSYLf70dVVRVnF1NYR5nxbzKZUF1djVAohPo7mcJUFzo+Pg7gbg2oWq2Gz+eDx+NhS7KpqQmBQABVVVVIJpOor68voTysqqqCWq3GiRMnuOa2q6uLExYJr732GjweD8bGxjAyMgKTyYRnnnkG6XSaOyURv3Yul0MoFEJbWxsMBgNqamrg9/uZ4IEaQmQyGXR0dODP//zP8dvf/haXL1/meaIwwtjYGJ8jKpUKn/rUpzA0NIRMJgOj0YiWlhYsLCywMUQWrM1mw7Fjx1BZWYl8Po9Tp04hm82iuroaer0eXq8XQ0NDJZ6rYrHI37WbeKqFarl1cL8gzY00Tyrop3gb1StSDSm5WIjiTZlqrtfr0dbWxjWDZrOZtfqmpibcvn2bM1WpZpA2o9/vx61btwDcdX3RQUB0fFR8TwcebRKaCwAcbyrPzpMAtLW1oaOjA5cvX+Z4S21tLY4ePYqxsTGOxxWLRVitVrS0tGB6epoF7MLCAlwuFyorK1kgEs+tUpAp3b/0PMox0rxTPIsEaktLC0KhEBYXFxGPx1FbW4uuri5cv34dKysr8Hg8MJvN8Pl8qK5e73fvcDigVqu5zg7ABn5RsnYINK6+vj4W2EpUVlZy6cG1a9c4BlseM6VxU0JYeWyHDkyHw7FBqJJwIlcYxdwAsMAn4atMmFK+Z1of9C4HBgbQ2tqK8+fP4/3332dLJR6PM1MTuSoprk33dLlcTDCRSCQQCoUQDocxMzPDblMaM42hqqoKR44cwZEjR5grlsp/JiYmOIwhyzLT4dXX16O2tha1tbUohyTdbXxO+4ksU3pOqqFVumIps5tqtQHg6NGj+OEPfwiHw4FgMMhZ57Iso6GhATU1NbBYLPjiF7+IS5cuYXh4mMvRxsfHoVKpcOXKFdTV1fG6onVOniaNRoNDhw4xCxLNi1JZ9Pv9AMD1uHQfeobynBASisToRNa6EoFAgIUuPT9xMSvhcrnwyiuv4Hvf+14J41YkEsHQ0BBnSrtcLmg0GgQCAWYyohBLOQkNjZ8IQ9ra2jAzM8OxZ2KAcjqdfNb5/X6YzWZMTk6yq5jCBnQ/mjeNRoNjx44hm83i1KlTAAC/34/W1lYAdzmnac+Us9TtFp5aoUqLnGJIDwISYNFolN1Ka2trfDCTNk7MJ0qNjFyJSkajSCRSUoen7L5itVrh9/vZ3UTxjRMnTuC9997jzaW0CiKRCFZWVji21Nvbixs3bqC+vr4k3qg87IhNibJz9XdKa0wmE7tzgHULxuFwQKVaJxSnDSVJEhobGzE4OMgW78cff8wp9hqNBk1NTVhbW8Ps7Cy0Wi0ymQxWV1eZ6UlptSmFO4E2UD6f55gaAC75uXXrFiRJQk1NDdra2jA6OspWA7EVraysoLq6Gna7Hfl8HgcPHsS+fftw/vz5krkky4d+VlpbNJbyNUHKSjAYZFIMsjII5E7O5/M8j+VQfkYlGQaDAaOjo3wg0iFbPlekNCobLigPIOV4yUIga6OmpgaDg4OQZZmt7aWlJQSDQSZQV4YK6N6yvM4f29XVhdXVVYyOjpa04FPOnVq9TppBJVkqlQo9PT38O1mW0dTUxGEScl1ulbVP7v1gMIi1tTVUVlbimWeewfz8PNRqNZcKkQJCBAnElAQABw4cYDq8gYEBRCIRNDU18RzSu+rt7WUPRSKRQCqVwvz8PIdrKioqIMsyFhcXuZyLnp32L8X4iFFLqTySkKG5stvtcDgcuHLlCsfOjx49ipmZGQ6vHDt2jL0MSvrNraDT6ThuT6UoADAwMFASmyWlMxaLYXp6GgsLC4jH45xBHAwG0dXVhWg0ivfee6+EcJ/2TXt7OwqFAmZmZkref2dnJ958802cPHkSw8PDvKYbGxsxPDyMQCCAnp4efucnT57cIFQpK5oysenZlM9JIJcz5TpQAuNu46kVqiqVCjU1NRgdHX3gexA9XSaTgcViQX19Pebm5mAwGLC4uIje3l5OTlpeXsbS0hIsFgteeOEFfPDBB0gkEhgbG4PH42H2HHL/mkwmTpYgt+QzzzyDW7du8WIdGhpCLpfDwsICJz253W5mmKEU9/r6ei5/qK+vR2NjIx9mANhVTeUWxB8aCARgGh9HoVDAwsICIpFICbdvZWUlYrEYHA4HotEodLr1RuCVlZVcB6xWq3Ho0CHU1NTg7NmzuH37domHgOrnyhO9yhMIlD8TzZrD4eBDilAu+Ch5q7q6ml1Vq6urrAV7PB5ks1k4HA4mkCAUi0U+hMstaWXi0FZwOBzYv3//hjgrsO4iP378OHw+H0ZHRzc9AJuamljhstls6OzsRC6Xw/j4OB9AwN1OH9SNheaP4nbKsing7iFKCXMtLS0YHh7GxYsXodPpOAbpdDqxvLzMJQxEzk+KofKZqKyptrYWL7zwAq5cuQJJkrCysoJisYjq6uoSBYAUgs2gFDBEDFJXV7dtGRy5vClLu76+Hq+++iree+895twlVzRREdpstpJ3TpYhsJ4pqvRCjIyMcE2u0qtACimtC7Ku7XY7WlpaMDAwwMomxSAp9+HZZ58FAFY2gbut+U6ePAng7vqiODX1lCVrcGFhAY2NjcyZrBTK24W3VKr1WvOurq6S2LiydIfeq8fjgdPpxKuvvoorV67gypUrnAhUrvSSFQjcfe76g/8AACAASURBVMf19fWwWCyYnZ3l9UJKscFg4LpnYD2BbHp6GseOHcPRo0fZOia+cLLQqV47EAjA6/WWlPLR5/F4nHMeAKC7u5sznGlN7TZFIfCUC1XlYrpfkOuVFi+VY3zmM5/B8PAwbty4wVp9a2srpqam2OVBNG5EuUcuj2AwiObmZoyOjpa4zAqFAnp7e/HVr34V3/3udzE+Pg69Xo+JiQmuKyTXltPp5EOUQO2vlHEyq9WKQ4cOQaVS8eFKCTUUa2hoaIDRYOCaULLqKyoq8MYbb+AXv/gFwuEwPB4PYrEYWltbcezYMbhcLnR2duLcuXOc+NPW1oaFhQVMTU3B6/Wit7cXv/3tb+H1etHV1YW1tTXuH6mMU24WU7XZbDh69Ci7VpUoj1EaDAY0Nzezpr2ysoLr16+juroa165dY1d1eayT7kUHBAnW7SzVF154YdODzGw2IxQKwXMn2UsJun4zoerz+UoSveh6EpDKkppkMomFhYWSkATFDicmJkqUBZfLhZdffhlnzpyBLMs8P5QBS5R9pOAB6/Fng8GAmzdvQpKkEnIHQnNzM1uMtbW1XDtNLtN9+/YhlUrh6tWrJdbuZnOiUqkwOzvLTFD3yn+QpPV62ddee41jw9RUgCxum83GniCy0raz5oB1xYZCKxMTEzzfBBobJVaRlW2z2djKJkW0tbUVAwMDyGQyGBgY2FRJqK2tRTqdxuTkJI+NwjgUQiBmLVLUleEaOi9IAG2HT3/609v+HgBOnDjB5SdWqxU9PT0lDTTIqi0Pz9D6pLVY7i1ReoAoe50SrtRqNZfd3L59mxOM6FqXy4WFhQVmiCPBSVUAAPDFL35xA7UqsbQB60pTOp0uaYm4W3hqhaoya/R+alXJPUnuGxKMZDlVVFRgfHy85PDT6XSor6+Hy+VCR0cHFyLLsoyZmRmmo6upqUEgEIAkSVhcXERFRQU0Gg3Htyib+NChQ1heXuZklFu3bkGj0TB3LY2TUFlZiaqqKrS1teHChQtsqSi1uMbGRkQiEdZMqW5s8G//ljucDA0NccJHuYZK7m06vKlrBtWA0jU9PT0IBAKsuRIpRFdXF1u6tbW1qKqqQiQSYeuhXJBRORRtTALNv1JzfvbZZxGJRDA5OYnFxUX4fD5UVVUhHA5zLd9WQlXpyiLXulq9Ti6vPPgAcIZuOVQqFSe4lINiduUWAgAmmQfukpWoVCqcOHECmUwGs7OzmJyc5FZokUgEoVCI3aadnZ2czVseWyPBQM9KtbYAWNEjt2Q+n0dtbS1effVVGAyGkoNOpVKhrq4OjY2NJT11KysrOdkmm83CZDKhsbERk5OT/L1bCVVicFpYWIDX6+XM9s1AHXyUFlBnZycaGhrQ2NiIq1evstJRUVHBllFHRwczUW2HxsZGFqoANrjqyUr1+/1wu91MUkH3Le/oUigUOFS01fM0NzczIxLVzsqyjH379rGQCoVCnJOgfI8q1TrvNYVbyhEIBDZ4d7aD1WqFxWLh7kIVFRV4/fXXme2J1pXyXWo0GiQSCczMzKC+vp6tZxofsC5Uw+FwSWiGhDV5zK5cuQIAnBlMbFVK4Xnz5k243e6SFn7ARoubQNnYarUay8vLD+Wp3ApPrVBVqVS8QcoP5q1AC5riiVQGoizhAEo1NaPRiMOHD2N5eZnrNg8fPgyDwYBz585h/E4XCo/Hg89//vNYWFjgDVFZWclk5hUVFSywqPYzGo2ivb0dDQ0NmJ6eRjqdZqHa3t5e4uJ1uVzw+/145ZVXtkzQMplMqKmp4cxgjUaDRCAAs9uNgTtZpe3t7ZzhWlVVBb1ej9nZWfT29mL//v3s9lW6G+nfmpoaPhympqZYawTAY21vb4ckrReEnzlzhq8pT3agJBxlsoHb7eYYFQlDim1rNOutryiZRWnlbidUSfjcvHmTk81UKhW6urq4FOlhQCU9m4Ho8spBgqGvrw8HDx7E9PQ0C/xgMAi32w2HwwGfz7fluy4/jAnKnqdEhl4eIytPnKI6VHILAusHYXt7O65cuVISu6fnUbqQy0GhDpVqvQXfBx98sKVQPXbsWEn8kNyPDocDGo0Gx48fx5UrV5DP59HY2IhMJoO1tTU0NTWhv79/03sqobRK+/v7N2SLKuOlRqMRPp8Phw8fxsDAAN577z3mZCa3La3X7axI2guk9Le0tHCZDn0nPWv5vJBLGMCGJDoA6O3tveczl6O6uhrDw8MlyVLlSppyHG63m8lIiCiFEiSVZ+Ta2hquXbvGyXikJPT396OxsZHvp9PpcP78ee5IpITSQr+X1wFYz+gPBAJwuVwlFvBu4qkWqpREsBOhSrVNykQjYrmhukdlkhK5yPr7+xEKhfiwp+8mOkCi6iPuSrPZjMOHD0OWZXi9Xrz77ruoqKhgdhsi3y4UChgfH8eJEyc4nhYMBtHZ2cmECeXPC2yshyx/xr/6q7/CxMQEa4nec+cAAM1f+tKG6/v6+pjPFShNeCh3kwIoydzcagPo9Xre+K+//vqm7l+VSsVZuUTl5nK50NLSgosXL5ZcT++ChCVR7pG1SzEV5XiUQpXIEahpMj2XMrnkcYFcrVS6RevEYDCgu7t723etnB+l1fjOO+/g0qVLMJlM3KqOYqyb7RM65IiKUzknlBGvVK6UQnW7Q5D+hr5zq2upRG2rvyeLsK2tDe3t7bh+/Tpqamo2teKUIOq88u/a7HtobFQrSR2RdDod0/FVVlYiGo1ygs12QpWSKGVZRm1tLYrFIiKRCPr6+kqULKViQmu2v78f8XicFYvdADXb2G49Kd8PMSRRLPvcnTOEng0ofX5yL4+NjXGtbbnQdjqdWFlZYa8dYTPFeDtQ7JUYtR62AmQzPLVClRbudqxK5DqjwnGfz4fV1VUA4Ia43d3dOHXqFJLJJMbvJPUQGTkVyiu1MwDc9ozIu+fm5jgbl2pXgfUuJeTaI8FQXV0Nr9eLhYUFnD9/Hg6HA62trbh06dJ6DHSLOPFOFtxm1zb85Cfr//OP/7jptcrDSWkZl1uWDzKerWKX9O6A9Tnyer14+eWXuTB/ZGRkw+FNypPRaOSDj8jdlTEp5ViJYvHYsWP46KOPOKt4N+qbdwMq1TrRQ0dHR0mBfmVlZQnpw3Y4f/48jEYjPvWpTzG7kUq1zkU9OTnJLn2K0202BmBzoQqsW0sHDhxgK2SrNbLVfcmyu5/1q7xeq9XiwIEDkCSJcxy2S5IiHDt2bEdCVZmoZDQaebw6nQ4nTpzg6+bn53H+/Pl7KgmEnp4enD59Gl6vl98t1eQSiFMbuLsPy3MSdgv3Ej7K56mrq8Pg4CCAdc+T3W7HBx98UHKd8tyg8rtoNMqNFMpBDReI7IOgFNI7WSO0f/P5PDPC7TaeWqGqUq1TlFFiT7kbjOJ7VMdFbEE2m43dgJK0zi9ZVVWFQCCA2tpatLW1IRQKobKyEj6fryRhgF4gZUN2d3ejubkZ3/3ud3HkyJENi4J4NemgI8G6uLjI5PXJZBJVVVVwOBxcdqDRaPD73/++5F73OkTK52anMJvNeOmllzhzWfl9Ozk0d4pyS5VI0LPZLJ5//vkSMoD29vYSFxltJKvVimQyiUAgwLG98vGUu3/pe0lI79TN9ElBrVZzE3EqZ9jJu1ZeQ31ISYg4nU6ONx88eJCbh29GPq50DVO5RzncbjfHxnU6Hbf72m6c9LuduEs3G0/5eqH6Vap7vdc7VBImELYSqnQWbFf3SN+3uLgIoFQB3QwOh4NDNZTdX45isYj6+nrs37//npb3o4Zyvom2FFhPtiMiFqVHpLu7GyaTCbdu3YJKpcKbb76JiYkJLsUrh0ajQXd394bPXS4XJyDtdF9qNBrMz88jmUyWeNd2C0+1UFWp1lt2ra2tIZPJsMVKGbEmk4kZT0wmE2w2GzweD3PFkjuLWGesViu3RLPZbNxuyO12o7u7G3Nzc1wmo9TEn3vuuZJ0fgL10iQrVrlojEYjamtruZaVWFaUae70LPdytZXjfi2xzQ6IzTL+lLhfwaTRaNDc3MzUYiqViusLy7FZbWlvby+CwSDzjFLGNF2/mVAlyw8AE2ooS4oeJ/r7+2G1Wplvl5JJduoGK38nhUKByxRCoRC7xo4fP45wOIz3339/y5gqcJfWbjOhWu5xGBgYQDqd3tY9SX+zU8uO0NzczI0KCMePH4dGo8HIyAiz/tyPkknUn1sJVZPJxLSgH3/88ab3oO9cXV1litR7QRnD3Eqo6nS6xy5QgdJYKSm9S0tL/JxarZaJ+uk6SibK5/OYmppi63Ync0OwWCxM7rDTd0pkNFqt9pH01X5qhSodPs899xxkWcb8/DwikQhbpmazmbV+k8nETEjBYBDpdBq1tbUwm82wWCyoqalhS4gEcm9vL3K5HAsAZYcP6gIDgLPPOjo6Nh3jSy+9hN/97ncbDoJQKIS5uTlMT09zIX1PTw8T9BOUhBM7xW64N3fD/VuOlpaWHV2nFKqkUFDskfDMM88gHA4zhd1mQlXpJiRiCuIOftyoqKiAz+dDLBZDTU0NqquruTn1/VqqwHqHHVo3RJRQHv/aTKjS7zYrN+np6UEqldogaDdb61uN737dvzabbUMCGXmISDkGwFnVO8FWmdvKcRFpxscff7xpgpDNZsMrr7zCjTbuB5IkbeoluF9l+VFCpVLhxRdf5PXQ19dXkpVttVo3JBrRulC2jXz++efvyyVbbkDsBIcOHUI4HMYrr7yC6upq/PVf//WOv28neGqFqjK93e12c8acRqOB1WpFZWUlNBoNFhYWIEnrneYbGhrwZ3/2Z/iXf/kXqNVqZqOhAn1qEUXZq+VQq9Wor68HAE5kkOX1fobKxVZ/pz8hAKYoJH5Pgla73uF+bm4OGo0GVVVVCAaDrAS43W74fD6MjIzw897P3Dws7iVU70fI3y+UCUhblW6QR4Ho2TZLiFJaqjabjTmM70eTfpRQJuPs27cPExMTDyxUiZikoaEBwDpvb3kuwMTEBPx+f8kBr9frUVFRgXQ6zY0HCDuN624GmmOq092NNdnQ0ACr1YqzZ89yNurDQpnZDKwn1201/w+a2KZSqba0VPeKUAVQEv4pTyDr7u7G4uJiibuVfn/79m0kEgkmvbkfbJV3sR1ojT8qPNVCleJEDocDDoeDD2Kr1YpQKMRMPy0tLfD7/WhqamLy5vr6ei74TqfT6OjowMAd0vmdwGAwlCQyKNHZ2clCVavVYmBggJOfCBqNpqS2UAmNRoMjR44AWCf+pufdKZQC/tI3vwkAeGnHf30X29X/Pkqhupn7915j2Cr7Vylsv/SlLyGZTD6S5IYHQbkiQIf2g46PyOVv3rwJ4O480P2y2SyTxRPUavWOSlPuFyaTCTqdDrOzs/w9DwtJktgtXJ7086Ao31ePQsht5f7dbm3vNZjN5g3810ajkRMxgd17J48bT61QJZdKJBJBIBDAoUOHsLS0hPfee4+zzKivaVVVFXp7e0s6bjidTjidTiSTSdTV1eHgwYOPbKybFTLv1IW0mQW2078BgJZPfeqB084pQ3c7i4WafKfT6Q3p8g+Kzdy/W2Hfvn2Ix+OsQZcnKpVnHZen+u8F0LslYvydtLPabD0oWaiAu0Kass5nZmbw1ltvfWKWekdHB7dF3K0WXZIk4dVXX901F/4nIdS2i6nuJUv1fkEE+H9oeGqFqsVi4VrHiooKfO5zn8Pg4CDOnj0Lp9PJjDvKbijAXRo8ZRmG1+t9JC2EtsNOBd1mXV7uBTo0/X4/au80AcYf//H9DRDrrsETJ07cc24o2WO3LMCdWqoAuLcoQRm/2uuHVvlBq1KptmSSKcdmc0JrhWpdy915BEpo2uo+u4Xq6mruKLSb2M36YmXt+aPCH6pQ3S1Q39W9gqdWqBoMBnzjG9/gLFCi/dq3bx88Hg96enqYq3ZhYYEPWiUdmM1m44SHR1FEvB12qrkrMwh3Cp1Odzc29F/+y/qHDyBUX3zxxceSmXg/QrUc21mqew3bZVffC9tZqiqVagN9372YmZ5WVFdXM43jo8JmQvX27dslyv7TjEcRfngYPLVCFVj36SvpsHw+Hzo6OmC321EoFNDV1YV4PM7k0S6Xq6QMo7W1lRlTdhsvv/zypgcWNfvdime2HNsRtm+H3disj8tVShnP5R1VdopwOMzdVfbyofUwQnUzbGfBbfW7p12oGgyGHWelPyjKhWoikcD169e5dEVgb+GpFqrloOzcZDKJdDrN7bbm5+e5JINIoru6umA2m9HQ0PBIhMdWFt5zzz0HYOeHWXkG514BjedRWPh07wdh4yHGrA8++GBPsSdthkdlqW4Gek82mw09PT14//33H0hhEbh/0ByT14W8MPv379+0vl3g8UIIVQVo8VLdnyRJePbZZ7kJONU09vf3Mwn6bpCqP8gYdwpK/tkrGauEiooKtLe3PxK3WblQvZ85U1LxybK8gUN5L+GTFKrkGaHG7mazmWsLBR4tyoVqeccXgb0FIVQVoIPD5/OVdA7p6OhAVVXVQ/VffVwgobpXaiuVeFT1YnTQE0PWw1hTe4GtZis8jFDdTBhu5zVwu9147bXXSor719bWNiU6ENhdKIUqsLFnsMDewp4VqpIkvQLg/wWgBvAdWZb/77LffwvAC3d+NAGolGX5odoy2O12vPDCCxvcueUZok8S2tvbMTg4CJvN9mA3+I//2N0BfQJ4GPdvOfaypUp4UKH63HPPoVAocG/MrXp8Kv+GYLVa73m9wO6gXKjeL3WjwCeLPSlUJUlSA/jvWOccmAZwXpKkn8myzA3wZFn+puL6vwVw/40CN8FOE4CeFHg8Hjz//PMPc4NdG8snhYdx/5ZjLwvV7cg1dgLi3n0UpOICu4fycj5hqe5t7FVV5xkAI7Isj8qynAXwfQCf3eb6PwHw/30iI3va8K//uv7fE4SHcf/S3zY2NiIYDO5aT8pHgd3O/hXYm1By5ALCUt3r2JOWKoBqAFOKn6cBHNrsQkmS6gAEAbzzCYzr6QMJ1P/0nx7nKO4LD+P+PX78OPL5/J5kTirHXs3sFthdlAtVkai0t7FXher94MsA/kOW5Y0dlAFIkvR1AF8H8EgLtAX2DugQehBLdbM+mnsVzc3NWzZvEPjDwVZCVShTexN7VdWZAaAkjA3c+WwzfBnbuH5lWf62LMsHZFk+8ElTCQo8HtBhMz09DeAPV6PXarXYt2/fH+zzCaxDuH+fLOzVt3IeQJMkSUFJknRYF5w/K79IkqRWAE4AH37C4xPYwzAYDHC73ZBlGTab7cEznwUE9gCo1Ik8LyRUhaW6N7En3b+yLOclSfrPAN7CeknN/5Rl+ZokSf8HgAuyLJOA/TKA78sPmwYp8AcFlUrFre8EBJ50kKWaTCaRSCSQyWQACEt1r2JPClUAkGX5VwB+VfbZ/1b28//+SY7pqcSvfnXvawQEBB4ZtFotJEnC0NAQhoaGAKxbqSLre29izwpVgT2CPUZvKCDwtEGtVuPw4cNIpVL82ZOQnf60QghVge3xP/7H+r9/8zePdxwCAk8xBEHHkwPhlBfYHj/4wfp/AgICAgL3hBCqAgICAgICuwQhVAUEBAQEBHYJQqgKCAgICAjsEoRQFRAQEBAQ2CVITxNvgiRJMQDDj3scTyA8AJYf9yCeQIh5ezCIeXswiHl7MLTIsrxrzYGftpKaYVmWDzzuQTxpkCTpgpi3+4eYtweDmLcHg5i3B4MkSRd2837C/SsgICAgILBLEEJVQEBAQEBgl/C0CdVvP+4BPKEQ8/ZgEPP2YBDz9mAQ8/Zg2NV5e6oSlQQEBAQEBB4lnjZLVUBAQEBA4JFBCFUBAQEBAYFdghCqAgICAgICuwQhVAUEBAQEBHYJQqgKCAgICAjsEoRQFRAQEBAQ2CUIoSogICAgILBLEEJVQEBAQEBglyCEqoCAgICAwC5BCFUBAQEBAYFdghCqAgICAgICuwQhVAUEBAQEBHYJQqgKCAgICAjsEoRQFRAQEBAQ2CUIoSogICAgILBLEEJVQEBAQEBglyCEqoCAgICAwC5BCFUBAQEBAYFdghCqAgICAgICuwQhVAUEBAQEBHYJQqgKCAgICAjsEoRQFRAQEBAQ2CUIoSogICAgILBLEEJVQEBAQEBglyCEqoCAgICAwC5B87gH8EnC4/HI9fX1j3sYTxaGh9f/bWl5vOMQEBAQeAS4ePHisizLFbt1v6dKqNbX1+PChQuPexhPFp5/fv3fU6ce5ygEBAQEHgkkSZrYzfs90e5fSZJekSRpWJKkEUmS/tvjHo+AgICAwNONJ1aoSpKkBvDfAbwKYB+AP5Ekad/jHdUfIIzG9f8EBAQEBO6JJ9n9+wyAEVmWRwFAkqTvA/gsgOuPdVR/aDh58nGPQEBAQOCJwRNrqQKoBjCl+Hn6zmcCAgICAgKPBU+yUN0RJEn6uiRJFyRJurC0tPS4h7PriEajuHHjBnK5XMnn6XQaQ0NDkGX54b7gH/9x/T8AqVQK0WgUxWLx4e65DcbGxnDz5k3Mzc1hfn5+w3M9CoyMjGB0dPSRf89WyOfzGB8fxx/i+pRl+eHX4C5haGgI586dQyKReNxDwerqKn7961/jrbfewtra2q7ee2pqCmNjYw99n9XVVSwtLW3Yg6urq4jH4w99/z9UPMnu3xkANYqfA3c+K4Esy98G8G0AOHDgwN7Y3ZsgkUjAaDSiUCjg9u3b0Ov1CAaDG67LZDLQaDRQq9UA1g+KxcVFFItFtLe3IxaL4eLFi1haWkKxWITP54PD4QAAFAoFjI+Pw2g0wu/3Y2xsDBMTExgZGUFfXx96e3sRj8eh0+kArAu4hl//GvlcDqr/+l/xzjvvoFgsIhQKweFwwGazwWKxYH5+HjabDSaTCQAwMTGBGzduoL29HT6fDysrK/D5fBuepVgsQpIk/jkej2NwcBC5XA75fB46nQ6NjY3o6OjYdM6Wl5eRyWRw+/Zt9Pb2wmq1brgml8thYmICVqsVXq+XP8/n8/jwww9hMpnw85//HFqtFl//+tdRUVGBTCYDSZKg0WigUqmQy+UwMzODubk5AIDBYEAoFILNZsMHH3yA69evo7OzEyqVCpIkobm5GTabbdMxDw8PQ6fTIRgMIpVKwWAwYG5uDlevXgUAfPrTn0YqlcL4+Djq6+thvBPPzuVymJ2dRaFQwLvvvgu9Xo8jR47AZrMhHo/DZrPBarWiWCxibW0NLperZG43Qz6fR7FY5PcNrAtBWmMazd3jIRKJIJfLQaVSldybFAKdTofa2tqS+6fTafzud7+D1WrFs88+y5+nUino9XqoVHd1+kQiAZ1OB61WW3IPWZY3fY6VlRWo1Wpe24RoNIrR0VGEQiGEw2EsLy/zWFZXVwEATqcTTU1NPK/Dw8PQarVwuVwYHx+H1+tFTU3NlvOXSCRgNpuRTCaRTqcBAA6Ho+R56LqVlRUYjUZUVNyt2FhYWMDbb7+NiYkJWCwWNDc3Y35+HolEAj09PSXfK8syZmdn4fP5eM/fCx9//DEAbHp+7BSnT5/G4OAgAoEANBoNjh49CrPZjJWVFfzzP/8znE4nvvnNb246R8PDw/D7/bBYLBvmJBqN8j4CAJVKhWAwuOG9Pyyy2SyKxSKi0Sjm5+fR3d1d8vu1tTVkMpkN62c38CQL1fMAmiRJCmJdmH4ZwP/yeIe0c8iyjFwuB51Oh2w2ix/96EfIZrMYHx/HuXPncODAATz77LOYmppCe3s7vF4vxsfH8fOf/xz19fVoamrCmTNncOrUKfj9fjz//PNIJpN49913MTQ0hEKhAL1ej/Pnz+P48eOIxWK4evUqzpw5g4aGBhw5cgT/+q//ilwuh1QqhRMnTmBhYQHj4+MYHh5GLBbDvn378NW1NeTzefzmhz8EsH4gXLhwAW63G16vF+3t7fjZz36G0dFRfPnLX8bS0hLGxsYwPz+Pb3/729Dr9TCZTDAYDMhkMjh06BAqKipw8eJFAOsCqrq6Gs3NzRgaGsL169dRKBRQX1+P8fFx3Lx5EzU1NchkMlhbW4NKpYLdbseNGzewuLgIlUoFtVqNU6dOob+/nw+vfD6PXC6HpaUlXL9+HclkEm1tbeju7oYsy/iHf/gHTE5OQpIkJBIJpNNpmM1mOBwOXLhwAXNzczAajfjTP/1TeDwenDlzBrOzs3C5XPjwww/h9XrxR3/0R7hw4QI++ugjjI+PQ6PRwGq14uLFi/D7/bh16xYcDgdefvllxONxzM3N4dKlS6iqqsJPf/pTDA0Nobm5GVarFaurq2hoaEAkEsHi4iJu3bqFtbU1mM1mNDU14ezZs5ifn8fly5dx69YteL1eXLt2DVarFR999BGKxSJefPFF6HQ6zM7O4sCBA7BarVhZWUFtbS3279+/YQ2eOnUKs7OzqK5ej5p4vV6k02n85je/QXNzM958802o1WpEo1G8/fbbyOfzuHXrFp5//nn09fVhaGgIly9fxujoKAua48ePw+FwIBaLYXFxESMjI3A6neju7obJZEKxWMQvf/lLvPPOOzAYDLBarRgYGEAymcTy8jIrUG1tbbBYLHj77beRzWahUqnQ1dUFg8EAtVqNkydPYmZmBl/96leh0+lYofvWt76FoaEhAOsHtlarhdFohCzLMJlM6Onpwb//+7/zc83NzfF1oVAIH374IRwOB5qamtDV1YWZmRmYTCao1WrU1dXBYDDgww8/REdHB8bHx5FMJqFWq3H06FEEg0HE43FMTU1hZmYGIyMjCIfDqKiowBe+8AVotVrE43FMT09jbm4OkiRheHgYo6OjkCQJ+/btg1qtRmtrKxKJBOx2O5aWlnD27FlotVqYzWZ8/PHHqKiowOc//3l+5s3OlpWVFUxOTiKXy2FychL9/f0wGAwYHBzE/Pw8LBYLDh8+jHA4jImJCXR0dECj0WB5eRkrKyu4desWE3I1hwAAIABJREFUZmdncejQIYyMjGBxcRE+nw/f+ta3MDk5iYWFBWQyGZw/fx4AcPDgQciyjKmpKfzsZz9DKpVCd3c39u/fj8HBQUQiEQwMDGB6ehrXrl2DyWRCKpWCw+HAwsICTCYT3G438vk8zpw5g97eXuzbtw+RSISt5WQyic7OThgMBn5W2iehUAhmsxlarRZXrlzh79RqtaioqEAul0NLSwusViuy2Szee+89JJNJhEKhhz7LyyHtFdfMg0CSpNcA/DMANYD/Kcvy/7nd9QcOHJA/6TpVmt+PP/4Y4+PjaGhogEajwVtvvYVz587B6/XiwIEDuHr1KvL5PN555x3MzMygWCxCrVajUChApVLBaDRidXWVrQW1Wo10Oo1CoQBJkqBWq2EwGFAsFiHLMl/j9XrR1NSEmzdvIpFIQK1W8/WTk5NsjVitVhQKBdjtdmi1WhbK35+fRyaTwafvLEa9Xg+LxYJgMIiJiQnW1nO5HCRJgsFgQENDA65du4ZMJgNZlqFWq9mKs9vtUKlUSKVScLlcSCaTyOVysNvtbFXQeHw+H/R6PTweD1KpFBYXF6HRaNiSrayshFarZcsin8/jxo0bkGUZBoMBkiTh5ZdfxuXLl7G4uAir1YoXX3wR//Zv/4bf//73yOVyUKvVsNlsyOVyMBqNiEQikCQJ+XweKpUK9fX10Gg0yGazWFpaQjqdRjweh0ajQXt7O3Q6HYaHh+FwOFAoFBCJRJBKpWA2myHLMoxGI9ra2lBZWYl8Po9r164hm82is7MT2WwWy8vL8Pv90Ol0CIfDaGpqwvHjx/Gd73wHmUyGPQeTk5PIZDIAAKPRiJqaGkxNTSEcDiOTySCfz8NisaClpQUejwfZbBaJRAJ1dXV44403UFlZicHBQfj9frau0+k01Go1LBYLJicn4fP54Pf7EY/HUSgU0NTUBJPJxIpUIpHA4uIi6urqUFtbC4fDAVmWUSgUMDs7i9nZWTQ3NyORSEClUiGdTiOVSqFYLKKnpwcGgwE3b97E/Pw8JiYm2BsgSRJSqRRUKhVMJhM8Hg+OHDmCmpoafPDBB5ifn0c8HockSaiurobT6cTc3ByPsb6+HtlsFmNjY3j//ff5+yVJQqFQgFarRbFYhNvtRkdHBxKJBAuPbDaLZDIJWZah0WhgMBjYS6LX6xGLxVBZWQmPxwMAWFpaQkVFBfR6PcbGxpBKpZDP5+H3+/HGG29gZmaG33MymYTRaEQ8HsfAwAA6OzsxNjaGyclJLC8vw2KxsFcqEolApVLhs5/9LFpaWhCJRNDS0oJ0Oo3z588jlUrh3LlzyGazaG1txWc+8xl0dXVhaGgIP/7xj2EymfCNb3wDWq0W3/rWt9j7NDk5iWg0iubmZlgsFoTDYQSDQZ77Dz/8EOl0GsFgEG1tbXj//fd5fVssFrjdbkxMTKC/vx9TU1P41a9+BYvFAovFgkAggPn5eVRXV6O2thYGgwEzMzOQJAnZbBaxWAzz8/NYWlpCNptFdXU13njjDQBAMplEMBjEuXPnMDw8DEmS0NnZiWg0ykpwKBRCKpVCKBSCx+PBwsICWltbWUEaGBjAD3/4Q7hcLjQ1NWFxcREejwenT5/GqVOnkEqlEIlEoFarodVqUV9fjz/5kz/Be++9h4mJCcTjcbhcLpw5c+aiLMsHduvMf6KF6v1iN4RqsVhkd9uNGzeQSCTQ19fHsaNMJsMuqMnJSahUKly5cgU/+MEPsLa2xvEc2shqtRpmsxnAuosqm80+9HPuJn53598XHtP3S5LEiolKpWKXsSRJLPzz+fyO/16j0aBQKKBQKHwi4wcAjUYDrVYLnU7HAgsAdDodC2z6TKVSQa/Xo1gsIp/Po1AobIhJSpLEbrWtnoOUKq1WC7vdDmDd7ZpKpZDL5VAsFtlCK5/DcvcjfXavs4Lct+l0mgUaAGi1WvbMlD+H8js2Gz+Na6vvVqvVvPfuNb6dPMNmf6PVavk90Xg2u5der4der+f3lslkNrhs9Xo9kskkj52UYOVzG41Gfmf5fB7RaBQAWKnSarU8PzQmo9GIUCgEWZYxOjqKTCYDs9mMTCYDlUoFs9mMfD4Pk8kEq9WKRCLB3h96PyQMac3ROqP9BoDPp/LnJ/etRqOBLMvQ6XR8ntG1Op0OZrMZVqsVkiRBr9djdnaWv79QKCAWi214BzT/pOjKsgy9Xs/fQc9P46P9vd25QPe5s8aEUH1Q7IZQHRwcxNjYGNxuN1ZWVgAAhw4dwvnz53H69GlMT0+zu2RlZQUajQbRaPQTPcR3E/9x598vPNZRCAgICDwy7KpQfZJjqo8F4XAYwHqiRKFQwOXLl/G9730Pp0+fxuLi4hMrPLeCEKYCAgICO4cQqjvEwsICzp49i/Pnz2NlZQWLi4sYHh7G7OwsIpHIIy0zERAQEBB4MiCE6j1A2Wi//vWvcfLkSczOzmJlZeUTqZ/cC/i/7vz7vz7WUQgICAg8GRBCtQyyLGNtbQ2rq6s4c+YMrl69irfeegs3btxAKpV63MP7xHH4cQ9AQEBA4AnCUylUZVlGNpvF3NwcfvnLX+LHP/4xLl26xNlq22WNCQgICAgIbIWnSqhevHjxniwzAgICAgICD4qnSqjuRRAZQ7FYhFar5ZouqkkTEBAQEHhy8FQJ1b6+PmxWp7qwsIDp6WnEYjHE43FcvHgR169fx9TUFKampjA/P3/fLmGTyQSn0wmtVou1tTXo9XqkUilkMhmmJ7RarUxIQCw8dXV1AIDx8XGEw2Emi6BiZSquJ2FMRe+UfazVajckURFpwv2Aiq2n7+uvnj5QcXx5Eb/y9zT3SvKKvVIfTsX6e6EUbDPSCeXv7jW/m4EUVWJ42ukYVCoVzwmxD9E+3QtQEjI8SOXBdmvwQc6LB/2u+4FGo+H9Q8xqRFJxr/E+6Pp5oHHu6t2eUHi93hKy9TfeeAPpdBqxWIwPzZMnT+L8+fOYm5tDNBrF0tIS7HY70uk00uk0s5w0NzcjFArB5/Mhk8ng3LlzSKfTCIVCuH79OvL5PBYWFuD1etHc3IxTp06hWCzCaDQiEAggn8/D4XDA5/PBZDJxRwhiZjGbzSUbXK/Xs4BdWVlBsViE2WxGLBZjmkPi3d1OMSC2E2J5IYrBP7/DvKO7cy/l4WswGPhAVqvV0Ov1JZSFxWKRGYwAMF0hsbKYTKYSph3l77aCcnNsxyxETEFbbRiam+2+B9h4uBPJPj2/JEnIZDLIZrN8rVqthlqtZhpE5RjUajWMRiNTLRKzEb1fYrVRHuoPCmJn0ul0UKlUyGQy0Gq1yGazPAaHw4H29nacOXMGkUik5G83mzs6zEmZu9ehRL8npbCcIF85vwaDgZVCmgcATNWpVFyI3lDJsEVUg/l8nhl8bDYbzGYzJEnC7Owsr0laczR2jUYDo9EIg8GAZDIJrVbLzEd6vZ6p8eh7aIwqlYq/j+bnXgpW+RreSigQExI9F7EHkVeLrgHA49HpdMjn8+zpIkpSmkOac6vVyuMmik6iQCUDQJIkngNJkmA0GpHJZHhdUmMP5R6mNaF8LiW71lZrRLmPlTSjmUymZG70ej2ff8Q0Re8MKPX80d/RuUOfEZOScl3tJoRQ3QIGg6GEuPkrX/kKvvKVryCTyeBnP/sZ2traUFtbi6tXr2J5eRk3b94EsC6QiXYrm82ipaUFXq8XmUwGr776Km7duoWVlRW43W7U1tYiHA7DaDSiu7sbarUaZ86cgc1mQ21tLWZmZrC4uIjKykqsra1hZmYG9fX12L9/P3K5HN5++23kcjlkMhlYrVZYrVZEo1HeYHSga7VaXqT5fB7ZbJY3QbmQdLvdJRR54XAYsizD7/ejrq4Oly5dwvLyMsxmM2pqapgKz+FwYHp6GsVikcnAE4kEamtrEYvFMD4+zvzE8XicN3axWGTeU71ez6T5SgFL32EwGFAoFJBKpUro++iQJg12s84mSs0euEu2TsKQDiTiUs7n88yLrKRmowNCKbDLD3sSIEQTRxtY+f1ERUgcq7RmnE4nNwpIJBIoFAqskW8FJWUjNWigw40OvmKxCJPJBLvdztRxRCc4PDwMs9mMbDbLwkWSJESjUaRSqRI6PeJ3JqpDJe0jHfR6vZ7XltVqhV6v5w4ni4uLrEAorYxisYhcLge9Xs/cuvF4HCaTCcvLy8jlckxBR39P74AOUlrDJFSo+UJFRQXW1tbgdDqZ/o/WtVar5YO7oqKCuxJZrVY0Nzdj7U5Dibm5OSQSiZJ3SOuBDm3l/OTz+ZL2aMrDXvku7XY7k/uT0kv3IuGUTCZ5XStpG+l8Ugp/q9WKWCzG15JyQd4sUsI9Hg8LyFQqhWAwiGg0imQyyeuOnpH2ilKJomehvUlKYKFQ4DWn0+mQTCb5M/IakLVPf6NUNGl+aF+Ew2FWQiwWy6b7n84y4rEmhZXej8FgQCKR2LBPac52OzFVCNX7hF6vxxe/+EX+mTovBAIBSJKEpqamkpZZ7e3tJX9/7NgxZLNZ6HQ6pFIpxONx5PN5HDt2DOl0Gi+88AImJycxPT0Nu92OEydO4Gtf+xrOnz+PH/zgB8jlctyKjFp00Wc1NTVwOByskdMittlsyGQysNvtWFhY4AM/l8thZWUF+Xwe6XSaXdMej4c1/v8nm8XKygp+FAjg05/+NJxOJy5dugS9Xo9MJoNQKMQHw/LyMkKhEKxWK6qrq/H73/8egUAAyWSSu8ao1WpUVlYiHo/DaDRCo9HA6XRCrVbDbrfj2rVrfBiTcFAe4IFAAOl0GsvLy5ypTUqERqOBx+Nhz4FarUYikWDNlAQJHS50CNJBSaT4LpcL4XCYyfU1Gg3sdjtkWUYqldrANWsymVjwkeau0+n43larlf9OqXABd/lf0+k0ZFnG9PQ0tFotj99sNjNnL7m/6DCj7yJhRgLcZDKxsKA5z2azsFgsaGpqwpUrV/iANBqN3KyBhF9DQwNWV1eRSCSg1+s55EBt4lQqFfOuKjmLqSMItQubmJiAXq+H3++H2+3GyMgI0uk0KwxAqaVaKBSQTCZhMBhgNBpZMBFPLAkJmleTycRrRavVIpFIcIccANzcwWQyIRwOw+l0wmazIZ1Oo729nb1MarWaCf1ra2shyzJcLhdee+01xGIxRCIRvP3228ymRkLCYrFAp9Px+qRWfp2dnVhZWcGNGzfYGiIrVymwqCWcw+HAjRs3eA0QdDod3G43v0cScKQskaChpgUejwculwsmkwnT09Ml6zoWi7EyZTKZoNPpoFar2SNFXZpovwB3Q0BqtZr/nz6n9Wc0GnldSJLEc6G0+JWCWGnF2u12xGIxJuefmpri76usrGRvHAlf8raQgUBrm5QQu93OxoAkSejo6EA8HkcsFmOudRoD7R0SuLsJIVR3AYFAAIFAYMfXU/9Ko9GI119/HWtrayX9FpuamhAOh3HhwgWOy7pcLlitVtbm3W43Dhw4AL/fjwsXLnBvwK997Wv46KOPcPbsWTQ3N2NqagpLS0u80KxWK+rq6tDW1oa33nqL3bbkTstkMpiamkJzczMkSUIwEoE/n8cv9HoMDg5ienoakUiEhfnVq1fZEpPl9dZParUat2/fRiQSQX19PSoqKlBXV4fLly/DYDDgL/7iL/DrX/+au740NzejtrYWJpMJp06dwuTkJObn59HQ0ACHw4Fbt25hcXGRD1eLxYJQKITh4WGEw2HetB6PB+3t7Zifn4fVauX/j0ajWF5ehtvtxtjYGAsU0mipN6bT6WSXf1VVFXQ6HXQ6HZaXl2EymdiapsOPLEOyoJXk6R6PB3a7HSsrK/B6vZidneUG7/QcdEDQBicXPQlV0roBsCBTChaTyQSLxcIW8dzcHB++lZWVWF5ehk6ng8PhwNraGmw2G65du4ZUKsVCKJFIwO12sxXncrlQX1+PxcVFAHctb5vNhlQqBa/Xi3g8ziECAEzWTuNMJpNYW1vj5turq6tQqVSIxWIlnhGyaMlCpkNOr9ezFUpWWrm1bDKZYDQakUwmuVEB/Z7yFSwWC/bv349AIMCtxorFIqanp9Hc3AxZlnHt2jUEg0EMDw8jm82ira0Nzc3NMJlMePHFFxEMBvHRRx/h0qVLyGazOHjwIGKxGCYmJuD1etHb24tisYhLly7hxo0b3L+X5k0pTMiCVYZLwuEw7wPaoyTAyBNCQojcng0NDXA6nZifn0dVVRXi8TivSYvFwoTzZDmurKyUKHTkTUqlUshmsyWdemj9UScaCj1VVlZidnaWlTaLxcJ9acfGxrBv3z589NFHWFhYYKV8dXUVkUiE3bQ0/lwuB61Wy96IfD6PyclJtkCVHiRlzoLJZOLnymazMJvNPMek+Gq1WszPz/MeU6vViMfj7Bkir5rJZMLc3NwjyW0QQvUxg9xd5XA6nXjppZf45/r6erS0tMDtdqO7uxsTExMYHR2F3+9HNpvF5OQkrFYrHA4HDhw4gIWFBXR3d+P48eNwuVw4ffo0rl27hqmpKVRWVqK/vx/JZBIjIyOw2+04d+4ccrkcXC4XisUinE4na450SLe2tsLpdHK8xe12s4uY3DIUwyKLyu12o6mpCVqtFrOzs/B6vQiFQojH4zAYDGhqasIf//EfI5FIIBqNwu/3Y3l5md101LeRDlaHw4FcLofKykrerOTO7u7uxqc+9SkMDg5idnYWqVQKnZ2dmJ2dRUVFBQwGA7vGLBYLVldXUSgUEAgEMDw8jGQyya3oSHhaLBZUVlZCrVZjfn6eNybF0sg6pJ/JKrFYLNDr9XA6nfD7/RxrpngptRajFndGoxFjY2NYXl6G0Whk6zYWi3FbPGU3Djqks9ksqqqqWMOPxWLQaDTw+Xzs+vL5fBgaGoIsy7DZbHC73YjFYizEo9EoW10Wi4Vb0xUKBcTj8ZLG9bW1tSyY6NB2uVxYXFxENpvlg5SUNGo3WCwW+dlpXJWVlchkMtzImywwk8nEa/zmzZvweDzcYBwAH6pGo5G7ntD6sFqtmJ2dhSzL8Hg87K3p6+vD8PAwJiYmkM1mcfXqVdhsNkxPTyMajWJtbQ1GoxFutxsmkwmRSASDg4Ooq6vDc889B5/Ph2Qyib6+PuRyOUSjUT74R0ZGYDKZ4HA42OKjJvS0Lux2O3clIq9FMpmEx+NBdXU1pqamWOiTklooFNiSpvdrsVjwla98BbOzs3j33XexuLgIi8XCVvfY2BicTicrOrRGtVotu/9JMSGPGlnZSne8zWaDz+fDysoKMpkM96Qlge1wOLC6uoqRkRFUVVWhtrYWExMTCIfDUKvVCIfDHAOm8AR5c6hF5draGp8TtCfoXWq1Wva80RkQjUa5jR+tIWVHHK/Xy/dbXV3F4uIiK5U0f2azmd/xzMyMEKpPMwwGA+rv9I2cm5tDNptFMBjEysoKW8oGgwETExN46aWXMDExAavVCpvNhp6eHsTjcdTX1+MXv/gF3G43jh49is997nP45S9/iWQyydZhNptFIBBAR0cHLBYLDDdvolgs4siRI6iurkYikUBjYyNqampYwx8cHGQh+Jd/+Zfo7+/H0NAQ/u7v/g5nz57FzZs34ff7Oa7105/+FIFAAFqtFjabDVVVVfje976HwcFBttgoE9tkMsHr9XL2Jmn91Nw5l8vBbDbD7/dzzMVut8NisSAWi2FhYQEWi4UPEJPJhGQyidXVVbZwpqenkUwm2b1EGy2fz3OjcKfTyVatw+HA8PAwCw+z2Qyv18su+Vwuh1gshra2NnZv0bNms1mo1WpUVFQgk8nAZDKhr6+PD+J3332X+5BqNBq43W7o9Xqsrq4in8/DYDDAYrHw4Xj79m2srq7C7/ejvr6eY5gtLS34yU9+wpYuJf40NzdDrVZjYmKC46t6vR49PT0IBAL8feRaTyaTGB4eZlcf9a4ly5+ELrl1ySVrMplY6SFPSCaTYTcy9cF1Op0YGRmB3+9HMpnEwsIC1Go1ZmZmMDk5yS3UaC7IFehwODAwMICpqSk4HA64XC7Mzc0hFoshHA5Dp9OhtbUVlZWVmJ+fx+rqKk6fPs1u5VgsxmsLAAuVsbExNDQ0IJPJIJVK4aOPPuJ+nisrKzh79iz0ej03ZU+n0xwDb25uRldXF1pbWzkeTRab0WiEVqvlnAd6jtXV1ZI+ueTxoXVI1wLg5DfiHB8fH+d3S/NLiqEy5kiu+cbGRjidTs7ByGazmJmZ4X1P3gHKLzhw4AB+85vflFjMlCBEQm5paQm3b9/G9evXkcvlEI/HodVqEYvF2DVOCiA9J60tUiBIUadQjkqlQiQSQV1dHfR6PSv6iUSClUpSYMnaTqVSGB0d5VAUNYQ3Go04cOAAJiYmkEqlYDQaodfrsby8DI1GA5vNxm793YIQqk8QbDYbJib+f/beMzbSMzsXfKqKxco5sCLJqmIo5tDNZmfFkUYCNDOeIIwHGhtee+7awP4wsP61xsVd2IDvxXoXC4wN27ANX9gQZgbyRCtNq7sVutXqVnczs5mKrCKripUzK7Hi/midI1LJskcTtOgXECSx2RW/7z3vec4T9ngGcPHiRQSDQezs7ECv1wMAfD4fbt26xbKdCxcuQCqV4syZM/D5fJDJZNyRCIVCDA0NYX19HdPT01hcXEShUEA2m4VYLIbdbr8P17XbyOfzPJ8wGAz4zne+g76+PgQCAdy9exeLi4solUoQi8WIRqNwu914+OGH+SYTCoUMDff29qJYLGJ/fx/r6+t46aWXcP36deRyOe6KqKs5SpygoHIiERF8S5tBJBLBq6++CoPBAJvNBqFQiI2NDTQaDdjtdkgkEgiFQoTDYYaxyuUyDg4O0Gq1uGukja5arUKj0aC7uxsnTpzA/v4+crkcDAYDF1C1Ws2sSCI40eyWMh3pRK1WqzlovtVqwWw2o1qtIhQKQSKRIBaLAQAzPhUKBbxeLxeKSqUCs9kMs9kMvV6Pzc3NYzM2i8UCqVSKzs5OTE1N4datW9jc3OQZ1+TkJKxWK3w+H/+MGKZ2ux3PPvss5ubmOKR7aGgIExMT+Nu//Vu0Wi0kEgn4fD7s7u7ypknfEb1eKqp0jTUaDfT09PCB7O7du1x0BwYGYLPZ4Pf7mdRSq9UQi8W406GDTqPRgM1mw4kTJxAOh6HX63nWm8/nGYkIh8Oo1WpQqVR48sknceHCBVSrVXz/+9/nTdnhcKBer0OtVsNkMqGvrw+3b99GPp9HtVrFO++8g0ajAaPRiGQyiUajgZmZGfj9fiQSCej1eu5AqaskXkN/fz+USiVisRh0Oh2/rnw+zygCMfQ/mDWq0WiQy+UY4qTrnDpEgj+9Xi+MRiPDzQR/0nVZLpePQeXUpSqVSuYuqFQqvPHGG3yYJNiXVrvdhs/nQ6lU4j8jclOhUODxBxX8UCjE5MKjxKqjLGXKRSXYnvJd+/r6sLy8zAdAiUQCjUaDL3zhC0gkEpibmwMADoMXiURMeCMYm0YFrVaLeRzFYhFCoZBfr0gkgsfjYcjbZDLxnvpZrgdF9XO0xsfHMTw8jHw+j3feeQfVapVnN7VaDSdOnIDP58PW1haq1SqcTiczBI1GI4xGI+7duweFQsHzLJfLhfX1dZw8eRIWiwWXL19Gf38/+vr6AAA5kwmHtRo2NzeZWEXQq9/vBwCcPHkSmUwGCwsLuHPnDsxmMwDwDV4qlWCz2SCXy5FMJrGxsQGTyYRisYh8Po9AIMBkHIVCgW9+85u4cuUKs6QpUDkcDnOxopuZ4K1SqYRqtcpz0N3dXT5NK5VKaLVaDA4O8gys0WhgYGAA77zzDgQCAQqFAndjKpWK2aM9PT1wuVwwm81YWVlBu93GyMgIAoEASqUSE5pofmMwGHiOdOXKFbTbbWxsbDAEp9FoeKZZr9e5O6ONXiaTwel0ot1uc6dO0HYoFILVauXZLxUnmUyGWq2GfD5/TDozPDyMWCyGnp4enncRK5tg4UgkwrDn9vY29vb20Gq1EAwGAdyXmxEphD4bnU6HQqHAyECj0UAsFoPBYIDVauVNirrVbDaLbDbLBxAixdFmZzKZYDab0Ww24XQ6IZFIYDQaEYvF4HQ6Ua/XkUgkMDIyArVajYODA37P0WgUSqUShUIBer0eNpsNqVQKIpEIb7/9Nubn51GtVrG9vQ2BQACbzXaMFW82m+8jMu8xmtPpNMLhMKMbnZ2deO2117CxscGbNEHmrVYLoVCIr1G3243V1VU0m02kUim0220MDw8zIYjIhATb02GEiuXU1BSWl5dRqVTgdrvRbDbR19eH7e1tZLNZHik888wzWFxcxL/+678yyYq+I4FAwMgKXVvA/ULl8XiwsLCAwcFBDqsvl8sfItcRNL25uXlsLk7fGR12lEold69HIXmpVAq73c4dpFwuR7VaRTQa5e79KKOeDgA0uyfUKRgMIhgMIpFIcBFPpVLMMaFgE+p4Ce6WSqXQ6XTHfn6UFEasbBoBfdbrQVH9nC2aOQH32Z4mkwkikQhbW1swmUyYnJxEtVqFTCbDzMwMisUilEol//2HHnoIW1tbTKqhf5tMJlitVkxNTUGlUuGhhx5Cq9XC8+91ifZIBIlEgrumtbU1aLVaflzqLnd2dlCpVJBMJhGJROByuRiWImp/OBzmzYyYuEQkKRQKeOutt1AsFjExMQGJRIJ4PI5gMAi1Ws1sVJr9UdHs7e1FLpfjOSQdOEiO1Gq1cO3aNXR3d8PhcDB7EXifzUndFm06uVwOhUIB169fh8/nY+JPvV5HR0cHf/bEoKWDw9LSEs95S6USs2y1Wi36+vpQKBTgdDqh0+lYqlEul6HVaiEQCHhDoLmrXC7nGavX68UXvvAFJJNJXLp0CWtrawydHR4eIh6PI5PJ4PLly7zh9fT0YHV1FWKxGCqVClNTUwiHw1AoFAgGg0ilUvjJT36Cjo4OSKVSqFQqbGxsoFqtolgs8mchl8vR09PDmyq/tzqcAAAgAElEQVTNwWhWRjNOl8sFAEgmk0wwoQ2/t7cX5XKZN0etVsuHQpFIBLvdDqfTCeA+a3VmZgZ2ux0ajQaRSAQvvfQSotEoJBIJ0uk0z8WdTiezgDUaDUtx1Go1F6+uri6cOHECer2eSXkCgQAOhwN3795FqVRCJpOB0+mExWJhRIM6r0ajga6uLmbLVyoVhk5LpRICgQD6+/thsVhQrVa5OyTCGUHbbrcbVqsVN2/eRLlchsViQTQaxerqKrq6uvg+IxIadcIEtX/3u9/F2toacrkcE34qlQqPCKg7I0IUzS+vXLnC5LSOjg4eq9Dv0HdEc1PqcOv1OlKp1DFIutFoQKVSMdRKcGt3dze0Wi2/bpvNho2NDUSjUYaVy+XyMRlcvV7n5yE4fmtrCysrK4wAHCV9abVa9PT08OGJJGA0r6X3o1AoIBaLMT4+jna7jVwuh1wuh2azCYlEAoFA8JlDv8CDovq5XNRlrqys8OZGc56TJ0/yPCKdTuPWrVuYnp6G3W4HcJ9Z3N/ff+zxLBYLVCoVSw/MZjM/rsfjQTKZxPb2NqRSKQYGBmCxWOD1ermbPTrs39ragtlsRjqdZuJBOBzG4eEhLBYLTCYTdnZ2mPkoFAqRSqWY/EAQHDH5yIWKOknqwgYGBnBwcMAn6Z6eHjz55JN4/fXXGUat1+uQSqWoVqvY3Nxkan1/fz8KhQI6Oztx4sQJVCoVbG1tsfZ2enoaoVAIYrGYSVg0/9RoNAiHw/B6vbBarZibm8PY2BhUKhUSiQTkcjl2d3dZnkPQZq1WYyLL4eEhYrEYlEolw1f0WTidTlSrVWi1WnzjG9/AI488gpWVFSwuLiKVSrFeeWZmhg82Ozs7SKVSCAaD6O7uhlgsxsrKCsOm9XodVqsVWq0WXV1d6O7uxvj4OKLRKDY3N1lPTOxiOqgolUqYTCY0m03s7+/zZ5ZIJCCTyWCxWPizod+3WCxMnHr++ecZWSBZBslV6OCTzWahUqkYtchkMtx9GY1GnD59mrtVMjJxu92oVCool8uQyWQwm834/d//fYjFYrz44otQKBRQq9V44oknIJPJcOfOnWMFQyqV4vz589jd3eVZI238dN2QLIdMF2heTJ04FcpWq4Xu7m5mBv/2b/82xGIxQ5YjIyNYXV09JomRSCQwm81wuVzIZDJQKpWIRqM856dunDSdROSh/79z5w6z4am40UyYkIN6vc6MYPp7uVwOh4eHyGQy3NHSe6TOnUYkBMsmEgkkk0nWecrlcmba0/tOp9MMLT/00EMIBoMolUrQ6XSMkpRKJej1eibr0fPQoYU64K2tLd57qNAf1Z3T4Y2IX52dnXw4UqlUjJLR+xGLxfD5fMjlcsyzcLvdPJqgw9NnuR4U1c/hEgqFmJiYOKbHI+LCt771Lf69jY0NAODfA+4XPXLOUavV8Hq9mJmZ4T/v7u4+9lxn/uf/RKVaxYLHg97eXiiVSty4cYNP6UeXWq3G2NgYTp48iWazyZIh4D4U+PTTTyORSMDlckGv1yMUCiGdTiOdTkMkEmFychK9vb345je/CbFYjI2NDSQSCUxNTUEmk6FUKsFsNqNWq8FgMDBtPp1OIxqNIhKJwOfz8UZO2ky1Ws3zv729Pe5GFAoFFAoFstksTCYTw3lutxtdXV1wOBzQaDS4c+cOcrkcIpEINBoNJBIJyuUyw7i1Wg2RSAQrKysfYicKhULuINbX15kcVKvVcPv2be6SiWFJRCiBQMCwPMFsJOspl8tQqVQ4deoUtFotVlZWsLCwwNB8Op1m+LFeryMQCECtVqOjowPFYhFbW1s826pWq1CpVKxNPTg4QCqVQqlUwuDgIORyOSYnJ5FOpxGPx5FMJlEul/HQQw+h3W7zBkpOYYlEAgaDAR6Ph2eONLczmUzHWKG7u7swGo28waXTadRqNTZcGBkZwd/8zd9Ap9Ph7NmzXESp2JtMJlSrVeh0OgwNDSGVSiGdTrNkQiQSoVAoIBaLoVqtIpPJYHNzExKJBKFQCNvb2zCZTIjH40yqKpfL0Ov1yGQyzGKPx+M4deoUF8Xt7W0YjUaGr0kLrlAoYDabIRAIYLFYsLe3h3v37iEej7N+V6FQYHh4GP39/cyWHRwchEgkQiaTgcViYRKUVqvFI488wuYpxDOIx+Oo1WpcdFQqFYD3zTCOGigcNTMhxIReM3WT1IHSz4jA5/f7uVjToYiep1KpIJ1Ow+VyMex6tBtUq9UQCoV8UKpUKjwPvXfvHrO1iY9AZChCP2QyGbq7u3mMQ+/JarVCLpdjZ2eH72863FChrdVqzM0gYwzgfSljJpNh84/e3t6PtK79RdbnsqgKBIL/E8B3ACTf+9H/0W63X/n1vaJf/Tpa/EZGRpDP57G8vMyzEGLPAu9DvEQ+oAJDVPUPug8B951eenp60OH3Q9Fuo2NwELVaDaurq9je3kYmk4HdbodcLuebzWAwYHx8nOcqxPoUi8VwOByYmJg49hylUgmPPfYYz4q2trZw7949GI1GJuaYTCZ0dXVBrVajWCxCq9Xi8PAQVqsV/f393H2Sm1QkEuH3R+xclUp1jDiTz+fRbrcZjiNjALfbjXq9jkKhgFqtBqfTCbPZjKmpKZ4xikQi+Hw+FAoFiMVinveMjo7yJtJqtTA7O4vf+Z3fwXe/+12k02ku9jqdjuU+AJh1Cdw/HBGEHAwG4ff7mS2aSqVQqVSgVCqxsrLCkJfH48HZs2dRr9fx7rvvIhwO8/ytp6cH29vbAO4frEqlEhuPkFheq9XyZ3QUpYjH4zCbzSiVSkgmk+xqJJFIYLFYMDk5yZ+b3+/H3t4eQ6oikQgul4vZwbTZZ7NZpFIpPnT09fUxYUwulyMej7NNJyEZ+/v70Gg0SCQSiEaj2NnZgVqtxuDgIMP95XIZf/3Xf83fx+nTpxEIBLCzs8PfcalUQi6Xw9zcHBcFMkRIp9NIJpPIZrNMJCO3r1QqxaYU1FnVajWe6wLge+Dg4AA3btxAZ2cnSqUS5ufnUSwWkUgkjsl+dnd3USqVUK/XoVQqYbVaWT5Dxb2/vx9nzpzBM888g7t377KmstVqccGguTxprgHwKIIMRuhgc3QGSuQlu93OnfPS0hKazSby+TwMBgMUCgVDpfT3tFotM3WFQiF6e3v5+3K5XLhx4wb29/fZfIb+m/Yhgu1rtRoXykqlgp6eHqjVahQKBXR1daHdvu+2RiOVRqOB/f19yGQyuFyuYzwF4ksA4Dk4OWkR450MLarVKsrlMvL5PDOtbTbbL7QPf9T6XBbV99b/2263/+9f94v4TVkEy5Abk06nY9MBIgXQhTwwMICuri688847TGQ4uoj6vra2htkjLjLZbBblchlms5nhISIMEUS7sLDA/sRCoRCRSATRaPSYtzIAZiz29vaiv78fGxsbLJm4dOkS3wjUuQwPD7Oel7yRqXvx+Xz8uNFoFJ2dnejq6uLOUSwWw+Vy8YyWGJ1+v5/n0xMTE3j66afxzjvvoN1u491330Umk0E6nYZEIoHT6YTf74fL5cLa2ho0Gg3fkAqFgrvzcDiMra0tFItF+Hw+SKVSyOVy2O12HB4ewuVysZQkm81ifX2dJSBk1VYul5FIJLgzGxoaYitHKgJXrlxhtyWygqTilM1mUavVIBaLmYV9+/ZtLC0tcVEzGo3s90ybSyAQwObmJsbHx9HV1QWz2YytrS00Gg0MDg4in8+jr68PKysrePPNN7nLpXk5bYQSiQQulwvd3d0s+To8PITZbMbQ0BDC4TCCwSD29/chl8vRaDR4Du92u1naQrBlNBpFKBTiGXomk0EoFGLCmkwmw8rKChOJiIXe1dXFRiTk4EPOUUQcolkukWRyuRwfANLpNA4ODmAymbC/v8/SGCJgKZVKyOVy6PV6zM7OotFoYHp6GplMBslkksc009PTmJmZwdzcHLLZLBcuj8eD7e1tJu90dHQgGAzyodDn8+HFF1/kAkw6SwBsakDFgkwT6PUUi0V+b0REIlcqImUR+qHT6dg+VCqVcqdOh+VyuXwMrqViTrIsm82GCxcusF633W4zpwIAF/6jrHg6INB8mngKHR0dxxjHZISTy+WYEEeMa7Iu7ejoYKTKarVCrVYf69qFQiFUKhWSySRyuRzLBumA/Vmvz3NRfbCOLHL1CYfD6OzsxPnz5wHc9zgl+ItOs3K5HFKpFI8++uhHPlar1WJLuc7OTtTfc7yhGQRBsMPDw3wBN5tNXL58mW9Amg0NDAzg8uXL2N7exuLiIsOD7XYbkUgEbrebOzmCfsrlMjweDwYHB7G/v88Sj97eXj4Bk3cyACbGLCwsYGxsDIODgxgbG8Pdu3dx7do1lMtljI2NwWAwIJ/Pw2w2M6xnt9uZgUnep2KxGCdOnMDU1BQikQgsFgvDXUKhEF//+tehVquhVCrx5ptvQq1Wo6enB6FQCOFwmAvBtWvXsLS0BI1Gg/HxcQQCARiNRpTLZRgMBnR0dCAWizE832g0EAgEoNVq2TEqk8lgb28PRqMRw8PDaDabmJ+fRywWY1vGUCjEM6uJiQmGhImlS4ERNKsmSc6ZM2cQDoexubmJra0tFAoFhrkTiQSGh4cBgFnQxWKRYW8qaFarlQ8FSqWSNcahUAgAYLVa4fV6sb6+jkajwcVnZ2cHwWAQEomECV3A/Y5arVZDIBDA6/Ues3Gs1WrY3t5Gf38/3G431tfX0W63MTg4iM7OTkSjUWbsms1m2Gw27OzssK+v3W7HxsYGay3JNMBsNqPdbiMWi7Htps1mg0QiwebmJlwuF5rNJrPQk8kkF1WShZDBx+rqKubn55FMJlGv17mTXltbw8bGBgqFAg4ODtBoNPDEE0+gq6uLIVSpVMozVqPRiHg8zugTcP/w1tfXx5696XQasVgMdrsd5XIZ3d3drKvWaDQwGAzw+/2siaVZMc2IY7EY2u02zp07B4PBgEajwdd1PB5nTgORsqRSKcPBZPRhMplgsVjYqctms7EmnUYhvb29iEQi0Ol0bM9KRL5ms8mfFd3j29vbcDqdmJ2dxZNPPol6vY6/+Iu/wL179xjeJ9nNt7/9bbz55psscWs0GhgfH0coFGJXN5lMBr1ezwfKer2ObDbLXJLPen2ei+r/JhAIfgfAXQD/e7vd/uxpXJ+jRaLncrnM8XEAYLfbEYvFmNBz1FT84xYJ2QEACgUaUinOnTvHsgjSKzYaDVy9ehXVapUZjcRwJbbm4OAgQ563bt1CJBJhjWw+n8e7777LHegjjzzCEOzIyAhEIhGmp6ePvbbd3V0Eg8FjsxLqCE6fPo3XXnsNUqmUu2VKPnnqqadQr9fx5ptvwufzod1uo7+/nzeypaUlnuGScYDT6eTPsl6vM7N6dnYWDocDS0tLPA8NBoPI5XJcYGh+S9IVh8OBZrOJ06dP8xyWvg9imZIEKJfLwePxoN1u8yZrMpnwla98hWdHL7/8MmtJa7UalpaWeMbcarV4E3G73Th37hwODw/x4osvsmUdmV4A7wcGHJXoUFdH5BmNRoPDw0OkUimYTCZmLxP0SAYXJJ+gwkASHDKNDwaDLHEgFxzycaYuhjZBctChLtbj8cBsNsNut+O5557Dyy+/jGQyCaFQiJ2dHTSbTQwODiISieDg4ADpdBrBYJD1xF6vFwKBgG0sLRYLG6FQN0iHUvLvlclkDGGLxWJ4PB6USiUm19H8cW9vDxsbG6hUKvD5fDwfTafTkEqlPAskT+VoNAqfzwe9Xs8mGzabjU1VzGYzw8d6vZ7HBZlMhiFgIhCFw2HWhJKbUjQa5W6VSEQ0YydfabFYjFwux+OMSqWCzs5O9gOnbp66PSpIwPvzyYODA8zPz7OhRigUYhIVAD68vfXWWzAajfiTP/kTvPTSSwiHwwgEAkgmkzz/7erqgkql4uuTyEYk/6HC293dzYelUCjEhif0O9Sh0v93dXWxzWu5XGaEweFwwOPxfOo99tOu39iiKhAIrgCwfMQf/SmAvwXw5wDa7/37/wHwv3zM4/wXAP8F+DAJ5/9PS6fT4cSJE5idnYVUKuUiqtVqjzEI6VT/qdfkJDoAPPbYY/wjMhXY2dnhjEoidmQyGczPz7NGTCAQ4PTp01heXobH4+HTqFQqRS6XQ19fH+v05HI5hoaGPvHlUDwd6VLJRP3o3Bh4PwHjqEOMXq+H2WxmKFGj0aDVasFisTDzcW9vD8lkkiFFmpvROjg4wPXr16FSqVhOQRm8lEr0xS9+ERqNBsFgEJlMBk888QTEYjGnDhFBan9/n2eeNpuNLQmFQiG0Wi3D7b29vZiamkIymYROp+O5GL0Wk8mEWq3GRvqkl83n8+wy5HK5eB6t0+mg0+kwODjIUYYGgwFqtZrtKBcWFpi4RJaWXq8Xs7OzDN/5/f5jiUMajQazs7O4e/cuQqEQenp64HQ6odfrkcvleC5G7HOlUomnn34a8/PzWF9fRzKZhF6vx8mTJ5HNZrlLKxaLrBsuFAp8fREbuqOjg+30KKOYIE7qqE0mExKJBEOtSqWS3zf5HFssFjYhaLfbrIEl56R0Os0GGwQ7KpVK1mOTJpu0uWQqQogGSYyIlHPp0iUYjUY8++yzSCaTbDhyeHiI3d1dxONxlpuQDSQd2ICPjuHzeDwYHR1FKBTCysoKz9Fpbk+Fqq+vD5lMhg00iGxEnymlWdFrJSSCPKMBcMdM8ha5XI7+/n7u5OlzJLKgQqFALBaDWq1mNzcAiEQi/Pxra2uIx+NMlvP7/cjlcggEAjg8PERPTw+0Wi0n2KRSKcTjcX5fRPgiG06JRMKck1QqBQB8aDMYDEin059+L/yU6ze2qLbb7cc/ze8JBIJ/APDSJzzO3wP4ewA4efLkb0Yy9C9h0fzj3Xff/dCfCQQCppPL5XJ4vd5/9/HIok/+P/7HsQg84P1TKjkBkRMMaRmpiyR9bH9/P5rNJh555JFjCT7/mSWTySASieD3+/F3f/d3TEYaHh7mDQa4Dzt6PB688MILDPFIJBKcPn2a57/Dw8Pw+/3Q6/WQyWSs+XQ4HBAKhbhx4wZrJgHwxkn/UCqL0WiE1WpFMBiEyWTC6dOn2UB/dnaWO6HXX38dBwcHMBqNkMlk2N7eRnd3N0KhEL70pS9hbW0Nw8PDvBGLRCLE43F2/slmswgEAtje3obdbkc8HufulEhiRqMRIpEIU1NTuHHjBnK5HF5//XWWLBGEKxQK8dJLL2F5eRmlUonZlASHU7KJ0WjEysoKEokEvv71r+PrX/86UqkUbt26hWQyyZ20QqHAQw89hO985zv44z/+Y3Z/0mq1sFqt6O7uhlKpZMcj2pAXFhbYgL5erzMhrNVqseyIuqxIJIJCocDfp0Ag4Lg2gqW1Wi3P3zc3NxGLxXjOSBwCIvCQPnRycpJh+Fwux8YaJId67rnnUCqVUCgUcO7cOS6yZHaRTCZRKBQQjUbhdDrZPk+lUjHbd2Nj4xgzXCC4H+kWCATwT//0T1Cr1RgaGmLdL4VgEJGLCgHZ+xFJ56hsjNKoFhYWoFarWe9M9wXpU1utFvr7+5HL5bC8vMxJOLlcjlnAOp2O/Y1brRbD306nk3XR1WoV+/v76O7uhtvtRjgcxu7uLsPIJpOJ583RaBS9vb1sDGI2mzmliq5h6rTpOb1eL86fP4/t7W0+ENVqNZY/EePcZrPx/JYKM8HuZFBCRZ5kXYT4fJTv+i+6fmOL6ictgUBgbbfb0ff+97cArP46X89vwqLCZzAY4Ha7j/2ZXq9HZ2cn3nrrLYRCoWPDeUrLOLra7TbPMgHA6/VCq9XyBUiFsVQqwev1olKp8GPOzMzg7bffZjN2ALwJvvnmm3zKBt7PQT3633Sj0Ib8wUV+neTlSTIMShkh8szi4iICgQAajQaTT+jvE5RFXbbT6WQbvVAohJMnT3I03Llz51Cr1SCVSqHRaLC+vo6lpSVEIhEmvxCjMRKJ4PDwEHt7e1hcXGTtJoBjEVgOhwOJRAISiQTd3d0sj+nt7UVPTw82NjZwcHCAmZkZ3Lx5E/V6nedlgUAAGxsbEIlEGBoa4kixzs5O3rzoOx8bG8P+/j46OzvRarXgcrkQDod5Y06n07z5ZTIZtkCked3h4SG8Xi+EQiECgQCy2SyuXr2Kw8ND7OzsIJFI8GY1OTmJ6elpJkclk0l4vV4UCgXcvn2bze5pE6brY2tri+dbNPMMhUJsPk/RZpSgQykoFM+Xz+eh1+tx4cIFLCwsIBgMol6vw+12IxKJIJ1OM8uUvJv1ej0UCgXC4TAWFxehUqkQDAaxsrLCB5WjphE6nQ4WiwV6vR7f/va3odfr4ff7WWNMkhNyHBMK389DJfi7r6+P7RPJVnJnZ4f1mQAQDAZRKBT4gEOORASjO51OHB4eMly/vb3NgQFUOMnn2GAw8GdIYyHy2a3X63wIrtfvx0hSOhNxL2g/IQSILBWJGS8QCLjg03yUrpkPBgi8/PLLWF5exr1799iPnOa9NN+lWThJzgqFAjY3NzExMXHMCAUACoUCv+dsNsvSNbpHCRUiZ6epqSk0Gg2O5ySbw4WFBTz++Kfq3f5D63NZVAH8XwKBYBL34d9dAP/rr/fl/PqXXq/Ho48+ymkfH7V6e3sRDAb5pgTeN7f+4Ors7IRcLofnv/03AMDin/4pp+aQnycJsY8+XmdnJ06fPo0bN27wz4xGI3p6ej70PNRVHjWPIPek/f19Npc4+tg0F6Kb6tFHH2V4MBKJcPdEAe7A/YJN8BcdCJLJJF577TVmrdLJXKfToVgswuPxMEuVSDculwuxWIyhMeB9UhfJTfr6+ljCY7PZeCZLmxvN/Y4aXjQaDSYVUc6lSCSCWq1mByLa7BuNBsNlg4ODyGazUCgUODg4YDZrLpfD9evXEYvF4HK5EI1GsbKywp//5OQkz9rJJerOnTsc1EBEIWKMTk1NYW9vD7u7u2wlSTM7+gySySQzqQcHByEQCNDV1cUkLLFYzDF58XgcWq0WTqeTN8bu7m4kk0mWi9hsNj6oCYVCWCwWDA0NYXd3F6lUiosHsXJJzmMwGDA0NIQTJ07AYrGgUCjA7XbjzJkzmJ+fZ+kKQYb7+/u4fPkySqUSEokEb+BkYkG5qhQ60dnZCaPRyPB8V1cX7HY7Q8jkCkYMVgp8IILYB5OKSB6k0WhYcqLVamEwGNiUhGBVChoolUowGo18mCKbxkAggFwux0QtgsbJj5ruG/pdsvckqz7qUsnQnxbNlQFwVBvZYVJoBc0vyWKSmNcUfEHsdZp9UvdJnwUVxdHRUbTbbfz0pz9lFyiCeavVKg4ODnjWTsRMQhYoZYvmz8RE7+zshN1uR6FQYKkW7TNvv/32h/a+X3R9Lotqu93+9q/7NfwmLqLbf9zq6ek5RmL699bu7i6k780cjgrE6/U6EwWeeuqpYyG/HR0d0Ov1ePjhh4/9bHx8/FM9ZzAY5K7yo9aFCxdQLpdx4cIFKBQKKJVKrK2tYX9/H2fPnmW2r8PhgFqtxtraGsdkUaDy1tYWAoEACoUCjEYjPB4Pz9/sdjvrKwEcszHLZrNoNBqYmJjAk08+ySkx1OFZrVZYLBaEQiH09fXh5MmTMBgMAMDhBcTApU21q6sLzWYTP/7xj1Gv12G32zn38vbt2xwUTpAszT2JjLS3t8dzuFdeeQWNRoM3SZIb5fN5pNNp2O122O12eDwedsohSHxiYgI/+9nPmMlaLpf5tZXLZQwMDDAJhJI/iKi0sbGBer2OW7duIR6P49q1a+wSFYvFIBQK0dXVxRsqFfKJiQn4/X7E43GOMaQEkc7OTkYYqJPz+/2sex4bG8OpU6fwve99j+UzQqEQer0eQ0NDmJ+fx+bmJgKBAFtWUkwdzeV1Oh2mpqZgt9uh0+kAAG+//TYKhQKHjRM0SfNMAMxMLxaLcDqdcDgcePHFF5HNZpm0ZTabmXEdjUYZ7hYIBOjv72fWPDHzR0ZGOB+Usmvn5+e5OyPbRfIp7u7uZnYyXQuPPfYYLl26xN2rSCSCw+Fgog9ZMpL9JrHd6bB1VPtKDN+j+bckJ6KcVYKS6RqRSCT8vs6ePcucBgqar9frmJ2dRSwWw8jICG7evMn5xnTYdTgc8Pv9LHOKxWLsokZkMZohkySHZDxEymo0GuwGRQQ0QmbI7EUgEMDtduPRRx/FT37yk0+1N33a9bksqg/Wr2YdDd2m0ytZitntdlgsFhiNRiYAHM1o/Diq+lHLsWKxyO5OtEKhEFKpFGZmZo49fzabRSQSYXiXklBEIhEXFxJ0k3zh1KlTHBd348YNPu2PjIzgmWeewc2bN49lj6rVat5g6CYmhmbve97CdGOTHZrP58Pi4iKee+459Pb2AgBvYFar9dh7I5cfcjQCwKfz1dVV9rINBAJIp9NYXFxkY4kbN27A6/Wy9EipVMLr9UKlUuHevXsAgEQigXQ6DYFAgKGhISahkKNNo9FANBrFyy+/zAQmmns5HA5MTU1hdHQUuVwOV65cYfY0eTX39vYilUphdXUVarWaiUeVSoWzd69cucLWkjSXPXnyJNxu9zFDerVajXPnzuGRRx7B9vY2y2vy+Tzi8TibNlitVpbOWCwWtpBUKBT46le/ykkrAoEA09PTsNls8Hq9PBZIJBKw2WzMbAXATkAUnECF89lnn0VfXx/+4R/+Afl8nmeAVHioiNBmTR0WpfaQi5dcLsf58+fx1FNP4ac//Sl2dnYwODjI5BmtVouvfOUrMBgMCIVCmJ2dxejoKN5880023afvmQ5yt27dYq9kk8kEgUCAwcFBpNNp1nAeTYWZnp7G2toaIypUMCk6kIwvyOqPmNdkBUloCdn/FYtFOBwO1iKn02k2OiHGMTkqSSQS/oxIskQaY5fLBZlMhsHBQYRCIU6u0mq1KJVKfAim77SzsxNWq5VN/mkuSgcPSuchK01i3NPhjfS+NM5gkcQAACAASURBVKbQ6/VsPUnz/s96PSiqD9bHrg+a7l+/fp2ZgsSAJA0bRTHt7e1hZWWFpRtHH4vi2EjasLa2dqzLBYBwOIxIJMI2hLTK5TL8fj9bEpK939TUFCddbG5uYnd3l0/g5HpzcHCAJ598El6vlzMXh4aGIJFIsL+/zzAxbU4DAwNotVrI5XI8gz44OOAN6YNkq+np6WOQO+lqP7gIUsvn8+jo6IBOp2NYlH6f5lskEyiXy/waKdaN5Cirq6vI5XJYWlqCSqVixrdGo4HT6cSpU6dw8uRJ/NVf/RVu3ryJiYkJnlOur6+zl+vQ0BCi0SjW1tZ45lqtVtHX14eRkRF0dHRgcHAQpVIJt27dQjgchkaj4Q2/VCpBpVKhXq/DZDIxxGk2m3Ht2jXEYjEMDg6iWq3ydaPX69kb1u1246WXXkKz2cTAwADLLIrFIqf/NJtN6HQ6jIyM4Ac/+AGazSZ2d3fZoYggSqlUirm5OUSjUQ6J+MY3vsEISCqVQi6Xg1Qqxf7+Pndvq6urGBkZAQBMTU1hZWUFsVgMoVAIly9fht1uh0qlQigUwurqKmt5U6kUEokEh5xrNBoYjUZUq1UEg0FYrVZmqBKM7/P5EAgE+PA1ODiIkZERZlyrVCq+hpRKJdLpNJuvkItUZ2cnDAYDUqkUd8hzc3OcPVupVBhCtlqtfCCem5uDw+GA2+3G1tYWnE4nCoUCtra2mCRF5C8ycaB4wKeffhqFQgF3797luXY6ncZXv/pVeL1e3L17l312BwcHcfnyZSa7mUwmJJNJdjVaX1/H/v4+OzaZTCbOCaZ94KhEhjTChJgpFArWwpIGvFarQa/Xo1wuQ61W86hodXWV4X6aIxNjfH5+/j+6Lf6760FRfbA+dlmtVlTlcnRKJOjq6kKxWIRCocDk5CSnXWxvb2N5eZk3uKWlJfbSJBclouo3m00YDIZjXpujo6Pc9QHAvXv3YLVaWcJDhTkYDGJ1dZWhSK1Wi1gsxjAYGaVnMhk+wff397NI3+v1MuxJRdTtdh8jdcXjcWxtbbHujrpVhUIBv98PpVKJ4eFh5HI5LCwsAHgfHj46g6Kb9oPr9OnTuHXrFvvaJpNJJBIJLC8vsxPQzZs3kUwm8cQTT8BisSAYDKL3vfBx6iw9Hg/8fj9CoRDb7VH3RzDjtWvXIBAIMD8/z51Uq9Xi+K1CoQCDwcB6PeD+zJgkTVTEiYgiEolgsVjuz9nfs0Y8PDxEKBTiWWu1WmWIstlsYm5ujotJOp3mokJWkJcvX0ZnZyfP+FqtFrq6upiZmclkeBZHRZTkGsViEW+99RabVkQiEbTbbdy8eZMZ0ESoITtGo9GIra0t1Go1fPnLX8bCwgLMZjMUCgVWV1fxox/9CK1WC4FAAIFAgJmo169fZ7cqrVaL7u5uRkfI45hi7cgvmLJXe3t7OdZQqVTC4XCgt7eXLfiWlpZ41EAB6nq9HtVqFTabDel0Gh0dHQwNkycuWQCSTWCpVOJDhUwm4zBysVgMhUKBnp4e7O3tIZVKsSVnOByGRCJhLbdcLkdnZyccDgfL3G7fvg2dTsczSHJjo6ByoVDI99He3h6CwSBEIhFGR0fxyiv3nWNNJtMxa0GaT5OkhxyXFAoFH4SWlpb4nqBrlvaSWq2GVCrFeueRkREUCgVoNBrWJ29ubjKpixjfSqWSD87EPKb4ys9yPSiqD9bHLoFAANl7rkunTp3in5MDEZke7O3tQSQSYXBwEBaLBRMTExgZGTkGh7722msQCAQ4ceIEM2IJWqLVarW4CH5wPjw8PIw//MM/ZLinXC4zm5mWw+FgqLZQKODhhx+GUCjEv/3bv+GHP/whZmZmjhnuy2QytjVTq9XsTkTzH4lEgp6eHoyOjqJWq/HBYW9v71jMGEGC1WoVw8PDHwp8pkVax1AohMXFRdRqNQQCAcRiMSgUClgsFu5Cd3Z2+ET+0EMPYXh4GNFoFAaDAa+88goTrKjrkslkyGazTCSJRqMsq8jn88jn83jttddYj6pWqzEzM4P19XXs7OzgiSeegEAgwOjoKDo6OrC4uMjJMZSgQ/C02WyG0Whk+J5kFoQOZDIZ9jcmoT2ZcRDhhJJ6DAYDDAYD+/tSl0s+wCqVCna7ne3lCM6+cuUKnE4ns4otFgvGx8fZiKSnpwc+nw/lchlXr15lZIPIT3fu3GFiGx2erl+/zrNWsrckmY/RaGQJjt1uh8lkgk6nw/T0NOuVCcWRy+UoFAo4PDzE9evXuYOdnZ3F2NgYLBYL1tbW8MQTTyAQCLAb0cbGBpuIkEWlzWbjKDjiBJAcSC6XM6Kzu7t7LK2GPud2u83OZpubmyiXyzh37hz/9+7uLpvqkwc0ADYRIQ03BcdT0aeDgFAoxLVr13D58mV0d3cz65kygalg5/N5qFQqmEwmbG9vo1AooFgsslyKiuXy8jIkEgnzAuhepUMqdZ/k9qbT6Xieuru7C4fDAZfLhbNnz+KFF15AOp3G9PQ0BAIBa1Xp0EIhGp/1elBUH6xPXv/9v3/oRzTrOHfuHDo7O7G8vIyenh62ViNqPNHyCbYEgEAggHPnzvFjZbNZ7O7uArg/66pWq9Dr9R/5Uii+DrifiDM1NcWn3K2tLXYIcjgcWFtbY0s5IkIcHh5CoVCgWCyiXq8jn89z0o5er8fy8jJT/OlkTPDS9vY2bt26hWAwCJvNhtHRUS6sQqEQ77zzDjweD9RqNUqlEustiVEsFApZN3k0y/PChQvI5/PY2dlhMs/h4SFHzAHAz3/+cywtLfF7JzMH6jgIgo1Go6zZJG0jhTzHYjFmQ+r1euj1ehQKBSSTSdy9e5fF9jS7nJycZLvHn//85wDA3rE9PT1sEkFGFRcvXmR2djQaxfLyMiKRCMLhMLq7u2EymVCpVI7Z9VmtVvT09EAsFmN9fR3lchm5XI6ZtCT7IN9Zmut3dHRw0RocHORC5vP5WNoUDofZkKJarUIsFuPg4ABdXV2o1+tsECAQCI4Fwx8cHPAmXS6XObxBr9czqYgOdZS1u7S0hFgsxvFoRPTp7u5mU3eDwcB+z/l8Hnfv3sXU1BQ0Gg0ajQaUSiVsNhuKxSJOnz6NnZ0d5PN5SKVSLC8vI5lMMjOX5vUUeEDfwVF3JrfbDblczjmmGo2G7SXJdIEKHgURaLVadkCTyWTsxEaw671795itS/cQcB9FIjMS0qjH43Eu8Jubm2xaQfNQKnAkR6Iw8dXVVVgsFr6WCH2h2Lh0Os1GLcRsvnHjBrOAs9ksRkZG8OUvfxlvv/02S2ko7Ya6VKPRiMnJSTz//POfYhP8j60HRfXB+k8tkUiE7e1tKJVKjI+PY3p6GhqNBm+88QYAfMiJiBbJLmiRfIZSV/r7+z8kpfm4RbAlAC4cBoMBZrMZa2tr2NzcRLPZxMTEBHp6ejAxMYFcLoednR2Uy2U8+eSTKBaLrAuknEvyKiX40efzYXR0FPF4nA33yVovmUxyx7m4uIi5uTlmRJKgfnBwkHNJFQoFWy9mMhl4vV7k83lUKhU+TRMpxmQy8fzx/PnzHJ31xhtvIBQKYW9vD+Pj45yQQkXD815MXyKRQCgUYoLV6OgoPwallMRiMfj9fiZ1UOdrs9nQarWwtraGvb09dsgiqHFhYQHlchmhUAi9vb3s0jQyMgKPx4NYLIZkMgmDwYBqtYqlpSXYbDa43W7WaNrtdnbS6enpgUqlwsLCAkwmE6amprhbymQyiEajbMpBhhNutxsikYgDz8l9aX9/H0ajEQ899NAxeH9xcRGVSgWjo6PQ6/X4/ve/D7FYjImJCdRqNQ5vD4fDrG2VyWTo6+uDWCzmaDuahx6Vx1A3RTmzrVYLZ86cQTAYZCjXaDQiHA7z4WVhYQHDw8OoVCoYHx+HVCpl20SBQIBbt25BKpXyGIW6YaPRiC9/+ctQqVS4du0aWq0WH8DItL5UKkEmk7ElJs3xyVbRbDZDo9FAoVDg/Pnz+Mu//Eueb9psNthsNo6gs1qtEAgEzIyPxWKIRCLo6OhgKRQFQVCg+49//GNks1ku+jQimJ+f/5Dbkl6v532BXitZElqtVv7OiO1Mtp6kj6e8WpLWiUQiXLp0CVarFblcDvfu3YPf74dYLOZEIplMhp2dnWNhHJ/VelBUH6xPXl/72v1//+hHx348Pj7O+ZUUv6RQKDA1NYVms/khf+Hp6WnMz89/yJ2J/GY/ztz/067+/n7I5XLYbDYoFAp2iaGoKjI8OEogIuvCo50xaeEoBo3ILQC4Q+3v72fafiqVwv7+Pra2tth1h7pdmll6vV54vV5m41Kn/tprr6FcLuPEiROsM/X5fBAIBOju7mb4NRwOY2VlBbVajU3ACdINhUJMGlIqlRgYGMDTTz+Nxx9/HN/97nchFovx8MMP4/nnn4der+f8UPJEfe6551Cv19log8wrSDa1vb3NGajEnJyenobf72c2K6XlZLNZDA0NcTEOhUJotVqw2Wyw2+2YmZmBzWaDz+fD7Owsk5IKhQIKhQLq9ToffpLJJLa3t6FWq9lz9/Tp02wYYbfbeZTw7rvvMoyYTqcRDodZyxqPx6HRaNj5iMIkyJmrXq8jHo/D6/Wi3W7DZrPB4XAw2SiRSODpp5/m17K0tITHH38cCoUCe3t7+L3f+z0MDg7i0qVLuHPnDmq1GmuLNzc3mYmaTCaxu7sLs9nMJKmbN2/yAebmzZvY2trC3bt3cfXqVXR0dHBSDqWqUEJRLBbDP/7jP2JoaIi9jWkenc/n4ff78cYbb2BgYIBNEyiViO6R6elp9pru6enhwp1OpzmrltjfY2NjnKAkk8mgVqu5U1YqlQyhlkolRn6IaUxaZ+D+PJSuaYKGaY5K4fRETCNJjUQiYUSGrnH6HWIvq1QqjI2NYW1tjX27CXUgRy56LrpmRSIRG6V81utBUX2wPnl9jDcmaR4/uI52jx/8/ZWVlWO6NwBsxfaLLq1We8yB6ezZswDuswhv3brFujYibJTL5Q89d7vdxu7uLtrtNtupXbx4kW0dKdvz4sWLPH+juZ7FYmFyD7n42O12bG9vIxKJwOv1fuj5FAoF2xkSJBqPxyGVSqHT6eBwOFimEIvFeI5F6SUEa5dKJUQiEbYb/MEPfoA7d+5gY2MDbrebXXwIktTpdBwQT+5OtBmSttTj8bBjTl9fH5NvZDIZu9D4/X6srq7iySefRCKRwOLiIs/AhEIhXC4XJ/PMzMxw17i3twetVouBgQGe6ZHW0OPxoLu7mwk8+Xwe4+Pj6O/vZ1if2NLJZBKhUAhbW1sA7nv3VqtVFAoFpNNprK6u8vV24sQJhsDJP3lsbAyJRAImk4kTeeiazGazSCaTmJ2dRaFQQCaTYeKTWCyGTCbD/v4+XnjhBezu7iIcDvNMldji9Jnn83loNBpYLBaMjY3h2rVrbPFns9nwxhtvwG63Q61Ws5l9KpVi9IBGBXRQpIOh2WxmhOPw8BBdXV1M6jk8PITb7YbT6YTb7WbTEoJsCSEgGPuo4QN1u2RxeDS4fH9/H7lcjqFm+qwJopdKpWi1WsxGr1ar3G0qFAp+PNKCGwwGJnhRcDgl4MjlcnR1dTE7mFAXCgoQCARsgjE7O4tMJsNSqEcffZRzbROJBEvhlEolX2d7e3uIRqM8v/2s1oOi+mD9yhbBZEfXZ1VUP24JBALWRpLp9sDAABYXF7Gzs8MECDJwPzw8xMWLF5ncMTg4yI9FGlaJRAKr1cqMVkqQqVQqHGieTqfxxBNP4M///M+RyWRQLBZxcHDAIecELdP8kHJvj6aQbG5ushl8V1cXk1dI66rRaDA5Ocn5nRQmTQbvNJMiGJA0rAKBAFKp9EOZpACwurrKBaFQKMBkMmFoaAjFYhFisRgWy/sZF0KhkCPdiOBC8VrUdZCblVwu56gxkUjEBejw8BBDQ0Po6+vD5cuXsbGxAb/fD7PZzAV/cnISFy5cQCwWQ6vV4scl5jPN+DKZDIevP/vss3jqqacQDoexsLDAYQPtdhurq6t8zZGh/qVLlwAAy8vLCAQCLEkSi8VYXV1l+JIMESgcgaBgQhrIsYi8bKlQ0PV07949NJtNZDIZdrwaGRlhGVSz2cTFixfh8/mwvr4Or9fL+kuSxlCSy+TkJBQKBUPf1LGaTCaIRCI8+uijGBsb45koZaaGw2HWaEokEuzu7h4LYrBarSyvoUB2un+IYERRcPS8FouFYdt6vc4+y2q1GltbW+x4RGYclKpFc86+vj7s7OzwHDeXy/G9qtPpOMCdRiPUdVIRJ99x6tKJ+0B6djLPbzabfN2VSiUmTX6W60FRfbB+ZYuyMY+uX3ZRpXBk6lSB+8YUAoEAm5ubLNnZ3NxEsVhk/91YLIbOzs5jWlkqqh0dHThx4sSx57l16xZLF8gq8OrVq9jf30e1WkUul8PW1hZ3OVarFS6Xix2uisUiJ8YAYO2jUCiEw+HA2NgYm4br9Xp+nC9+8YvcVdMmGQ6H0Ww22VqQ5lHkTkQZpDabDX19fcx2pUXG6Tdu3MDS0hJmZmbYSODw8BBjY2P8uxTRRR0TEarIMYos6SwWCxYWFuDxeOB0OlEul3Hnzh0mS/X09MBms7FukLqTSqXCcha3243Ozk5cu3aNZ3Xj4+OoVCrY3t7mbrLdbnM0YaPRYBja5/Px3I1Y5lQ4q9UqHA4Hurq6UCqVYDabjxHqyAiEZnf1eh0ulwszMzNIpVLMdtbpdOjt7WWDCjL9P3v2LAKBAJaXl7kTJntH4D5pKBaLHWP/kh2f2WzmOe/Rmenq6irbAebzeZhMJhgMBjidTsRiMYyOjgIAzx/p2iXDkWq1Cp/PB7vdDo1Gg56eHng8HpTLZc7ZJTckMsqg/yddrlQqZU9lkshQ/B/JZwwGA7820u8aDAZOJSLiIwA2aCDy2dbWFvR6PevXNRoNE+52dnb4sEiICKkG/H4/H/hkMhlHDEokEhQKBba5/A8ldn3K9aCoPli/skUi/qOLbp5f1qJOtd1uc9KGUChkWQHNVfr6+tDT08MkIrFY/CGvYoLOPuoQQB0fcN9jmeZIi4uLAMBpHOQCBeCY8QVZ2FE4NonXM5kMVldX2b7O7Xazlywl6lBAucViwfDwMK5evYpyucxuNl6vF1NTUyy2J7Pz0dFRqNXqY++DDh56vZ49ismjdWdnh713AXBBEAqFiMfjOHv2LEQiETsPzc3NcU7m3Nwc8vk8m1aQzCaZTEIqlWJvbw8jIyOIxWIQiUQoFotIpVJMPiKrwkgkgvX1ddairq6uYnNzE/F4HMViEfF4HDqdDgaDAXa7nVNiKpUKb6gEC5dKJbaznJ+fZ7cgMiGgOaPJZGKtciaTwYsvvsibMWVykqaXyDW5XI5ZrjabjSMHd3d3oVar8dhjj+Hg4ADb29totVoYGBjgIAjS8ZLMJhAIIJVK8edNM/W1tTU+9CmVSnzta1/jzjqVSmFlZQXRaBSpVIr9kSlisb+/H9evX4dAIOBIuo6ODtaPki9ztVpFIBCAwWDg+efh4SE2NzfZ17jRaEAikUAmk8FkMrG2mVyc7HY7jEYj7HY7ZDIZFzy63siRK5vNIpPJsLFEtVqF3+9HoVDggI2hoSGMj4+jXC7jhz/8IUtqBAIBZ/WSIQgFlKtUKmi1Wk5CokABQpw+6/WgqD5Yn7yO5Kj+ouvXAf8e7VRzuRw2NjaO/bnT6WRS1dF5MN2AR2UWFPd2tHt96623ePZJ70MsFnN27+nTp6HRaDAxMYGrV6/CYDBw7NYHX6dCoeCbvb+/n2O0aJPXarX8WLu7u1hZWeEoKzqwkAtPs9nk0OuBgQEYDAZ2ZpLL5Xjqqac+0qCCiiqls5A5Q7PZRDwe526FElhKpRKuXbuGaDSKO3fucCGyWq08q4pGo7BYLMhkMuy/azAYcObMGXaBunv3Lra2trC6ugqZTMbFNBwO486dO3zAyWQykEgkeOaZZxCNRnmedzS5xuFwoFAoYHd3F263mzdnYvBS1yaRSDhUgIp4vV5nEgxB3kKhkCU2RKDR6/U836xWq7h48SJ+/vOfc6JQMpnkYHqr1YrZ2VnWRp44cYID51999VVEIhF0d3ezDO3u3bsMuW5tbfHrstvt7C89NzfHowGCd61WKwqFAubm5lCv19lhjA4kZEpC8/9Tp06hq6uLIWzSNpMhBOmtVSoVE50ajQaPIujaJL0oISl0/Rz1743H47h37x4z3Omwm8/nOUVJpVKht7cX3/rWt9DV1YUf/ehHnGlLzGqr1YrFxUUOAvjKV76CdDrNmusbN26gp6eHAyjEYjHrsh0OB3e4xKn4qDCRX3Q9KKoP1iev//pfP7OH+nXAvzRDFAgE3BkODw8fg+Y+KtWHOtVIJHLMyuyDphSFQgFra2tQq9UfCSVROg3p6igX84NaXCKGEEvRarVieHgYTqcTU1NT6OjowO3btxEOh5FOp491zRRA32g0sLe3h3g8zmQZ8kMm3V8wGGQnnpGREQwMDBx7HfT9JJNJ1vkVCoVjZvHA/S5bp9NBo9FAqVTy4WRkZATz8/NIpVLo6+vD2toaMpkMb2IajYbDAWizB4CNjQ3uVC5cuACXy4VKpcKZtblcjmfHu7u7+LM/+zM2bKf3QySxvb09ZDIZmEwmdr4C7gdKlMtlSKVStlMko32SjdCBIZFI4I033uAUnVAoxG5VIpEIExMTCAaDiEajWFhYYFRBIBDgzJkzyOfzCAQCrFd++eWXcfv2bfh8Pmxvb+PFF18EcJ9tnUgkWEtaKpU4RajdbuPSpUvQaDQsazKbzTCZTBgbG2OfbGK4UidKkOqpU6fQ3d3NxXBvb4+D0GOxGAYGBqDX6xGNRiGVSjE1NcXsdzK0oHtEJpNhc3OTbRSj0Sgzb8mkgj67fD6PUqmEg4MDznD1er1s/k/XuM1mg0Ag4JAAmt+eP38eMzMzqNfr+NnPfoZisciEr5s3bzKJLBqN4urVqzyzphCBarUKiUTCAQ5HIxrpALyxsYFiscjkv89yPSiqD9avbJHAGwB3gb+KokqLzMUtFsu/m+hDkoaDgwN0dnZicnISAD6W2EBOMh9cRyHvT3qv/f39MBgMODg4wPr6Onw+H8RiMVwuF3eUpJekOTC5FLndbiwtLbHZAxXVo5aFFJ9msVg46YWs+I4ueq1EsCFWcSqVgtlsxu/+7u+it7cXr7zyCgYHB+F2u9FutzE/P4/Dw0OcOXMGe3t7KBaLcLvdUKvVeOGFF1AqlY5ZOno8HtYjj4+Pc2CCSCTCN77xDSwtLaGzsxNOpxNmsxk+n4+1kRKJhBOKNBoNOzURXEmGB0d1o0qlkmdrdrsdPp8PJpMJJ0+exPr6OnZ3dxm6JTer/v5+XL16Fa+//jrb21GAdqlU4rD3TCbDM0+9Xs+s6YODA+h0OpRKJVy/fh3JZBKVSgW5XI5DurVaLTs6EcRfLpcRi8UQjUYhk8nwW7/1W/j7v/97/m7K5TL6+vq4qJvNZsjlcrz77rsc81YsFjnhheBPk8nEXblQKITRaGT2NXD/YEfZtzqdjqF8kUiEyclJbGxsQKlU4vHHH8f29jZMJhMGBwfh9/tx8uRJJJNJThYif+LOzk643W780R/9ES5duoRYLMa8gYsXL3IijVarhVAoxN7eHo9OJicn8eqrr7JpP2lgjx7MKd5ufX2dDyUUR0mEP7LWXFtbg9VqxcLCAs+0H8xUH6xf/Xrqqfv/fvXVX/ihRCIRE3jIeQXAR8KQn9WiQkeyg0/7fA6Hg29em83GsObRdTQwgLrFDy4ikSwuLn5iUaX4Mr1ej0wmw4zao3rfj+pwgfsM1j/4gz8AACZYUTEkhyWCa51OJ5NVKpUKbt269ZGvhzSRJG0wGAyYmZlhCZFUKsXOzg53YhRaTnNNmUyG06dPo9ls4u233+Zutd1uI5vNspkD2T6SXaBer4fP5+Os01gsxkk6EokEFouFtdHkrFMul1lLS0WlUqlAJBIhk8lwWkqj0YDdbuc0nGq1iuvXr7MnMcWWtdttDhR4/vnnUa1W0d3dDalUimAwyNF37XYbMzMzfHAg+PP27duMJtDr7OzsZIh3c3MTvb29rBsm72Pyrc3n8zwz9ng8cLlcnBxDBcfhcECn0zH5jL53MqDPZDJ48803WadKBiHVapU7tEqlAr1ezzKzo65H2WyW5Sp0DZM7mUwmY/LU0NAQpFIp5+d2dXWhu7sb0WgU3//+9yGRSODxeDA0NIT19XU+WMjlcmaYV6tVJJNJTExMsC0icP+gabVa0Ww22e+anJW0Wi1D9SKRCDs7O2wEQtc7QfbBYBDf+973GN2h67ler2NsbAyvvfbaR94D/9n1oKg+WJ+83ps/fRbLaDSiUChwQSUW6S+DLECLOtWjBe9oUT04OEAwGDxWIIlB6XQ6P/Gxj56YP66oms1mNjInjeQnLbFYfMxn+T+6aAZIaTdarZaj7Yj5C4CjtSYmJj7UfZPtWyQSgVAoxJe+9CWcOXPm2KneZrMhGo3CaDTy+yeNqsVi4c9CJBLh/PnzmJ+fZ43rv/zLv3AuK3Bfd5vL5djWb2dnh9mwJIMimNfn8x3rdM+ePYtHHnkE//zP/4xKpYK5uTmcP3+eZ41nzpyBz+dDu92G3++Hw+HAysoKgPvaZpvNxnC03W5nc4qdnZ1jtns0P6S4N4/Hg42NDe5+p6enee5M6UFkoN9sNlGpVNDd3Y2Ojg4kk0me2WezWY6Ds1gsmJmZQSQSYd0nEbrkcjlUKhVOnTqFe/fuQSgUQiwWw2AwcJYsoSVmsxn5fB61Wo1JPjSjpeuDLCfJd5l0wwcHB1xUSfdJxvYymYzRj1KphHg8jldeeYXlUmtra+ju7mZTlGq1yvm/9XqdRwUAmBUej8cBgC0NXS4XX2fEvqd7dGNjg2U4Ho+HSX+Tk5Po6OiARqNBMBiE1+vlQ8POzg4WgeCr0gAAIABJREFUFhYQCATY25okXyqVCv39/f/pe+3j1oOi+mD9ypbL5YLL5WJzBJPJ9Et/zg8WOjp509rd3WWdHnAf/kwkEp+q0H+aotrf3/9LuXE/bqnV6mObbFdXFwYHB6FUKrHz/7H3psFtpel97/9gBwgCJEGCC7hT3ERJVFPU0mqppZbU0+q+M5kaxx5nPqQ8mVSNPU7d3FTFju9k/MGV2K7rciU3VU4cezx1bdeUl8xkyvFM93RnWr13Sy01JXEV9xVcQADEvm/nfoCeV+eAIAlSoEhJ769KRRI4OHjPAXT+53nf5/k/s7PsJuPo0aNwu93M+k+KNFO5oqICpaWlm6bJqLsHGfADYA5FkUgEExMTbL1NEATWXGF1dVXWyYack8j1qqSkBA8ePGDTvLSmTIld1CC7tLQUJSUlLEtamlijUqlYVE/iV19fj1QqhfLycmgfdl2im6dEIsEyS48cOYLS0lLmvUtWeNLsUafTidXVVTbzIG0gX1FRgevXr2N5eRlvvfUWq6s1GAzMmtFqtbLlhE8++USWZUx1pRqNhnUHArIlN1qtFnNzc3C5XFhfX2dew7ScEQwG4Xa7UVlZCZ/Ph42NDea7TX7QHR0dOHXqFL72ta8hFArBbrezWukrV66wFnDnzp3D3bt3MTg4yPyMQ6EQysvLEQqFWK2t0WhEY2MjW9OmxKXh4WF27G63G59//jlmZ2cBZG/oKioq0Nvbi9deew2xWAw//vGPYbfbWWtAcqEymUxs6pr+HzkcDtTW1mJlZYV9L6nBQUVFBc6cOYNIJIL5+XkcP34cCoUCExMT0Ol0OH36NDOpmJmZkS0PFQsuqpwnjsVieWLvRf9p6Gfu1G88HofRaMQrr7wCABgaGmIXmZ0oRFSfNBTpTkxMwOFw4Bvf+AYAsNZodB7MZvOWHsuU9ELradutO5HnLSWT+Hw+uN1u1mT77NmzsNlsrK62qamJZUxTlimVYMTjcZw+fZqtd1dWVrLpTOoP+sYbb2BychJf/vKX2bGkUikoFAr2edD4qTaZ+sbSmh3VgobDYQwPD6OlpYUdCwBWZvTDH/6QXXhpvZO2o+zXdDqNiYkJ2O12uFwu1NbWsk49DoeDGXZQwgyQnb04deoUSxyiaX+TycRsPKXHQlm+1DXH5XKxRt7r6+tsnZF6sFJSHvUgpSl6WvMtLy9HR0cHbt26xaa7q6qq2PQ1TRV3dXVhfn4eU1NTWF9fRyAQgFKphNPpxNjYGDY2NlBTU4Mvf/nLLNNbrVZjdnaWreX29vaioaEBJ0+eZNnPZN5/7tw51oqupaUFa2trmJ6exs2bN9l5IEMPaqRA34VAIMASEGldmOqLNRoN67sq9bmmpLOVlRV4vV5Eo1HepYbD2S0kdPQzVyDISJ/IV0u7FdL/kNQt5zBAoiJFWloEYNtjpOMgF57tRFXa7zYajaKsrIx1V6EEp56eHmZvZ7FYWANyMoGndmJTU1PMJQfIJs5QwpTT6WRt9uhiSoYOtK4mvbEhkaV1NLVajdbWVoyNjbFtM5kMRFFkzb4pia6urg4XLlxg1o2UIdzU1MSSpCYmJli3G6fTiXg8jv7+fub+9Mknn+DDDz9EXV0di9IdDgfUajVCoRCmp6eZoxVNz1dXV8uM5b1eL5RKJYxGI44fP45UKoXLly+jvr4e58+fx8DAAO7du4fLly/js88+w/T0NEsQikQiqK6uRkNDA3NDArJLLXSc1PiBbrZGR0fZ8VIJj8lkYn65bW1tzEd5dXWVuUr94Ac/QGVlJY4cOYJgMAiz2Yy2tja43W5YLBbWQnFsbIwZN1DDCafTydZ2u7u7WXN76Vqw0+lEdXU1i77j8TisViszwSD7SfKZJrcmpVKJiYkJdox1dXVYXFxkxiAOhwN37tzZ/j/THuCiytmeL3/5oEfwWEinO8k0QQrdURN7FVVgs2AfFPnEnYQoHo9jfHwc8Xgc9fX1bP2W1i+BrKn6xsYGiyhy11yltX30Girbee211zA9PY3l5WX4fD4sLi5iZGQECwsLrCyHLoQGgwFmsxlqtZp5yJLPLI2ZLvzUPFsqnB6PB1NTUyyLnMSB1j0pegOyQtHd3Q2NRoP19XVWd1xWVgaLxYLx8XH4/X7WhhDIZpa63W4olUq88cYbrPZXGmGT3/PRo0dhNBrZ+wWDQdbejszuqWZyYGAAY2NjcDqd2NjYwMzMDL7zne+whB+j0YgHDx7A4XAw838ywjcYDCgvL0dbWxuWl5dhMplY4pjP50MymURpaSmrl/3Wt76F999/n92cSD8zOm90rtPpNOrr61mLOLKDpHNuMpmgUqmgUqlQWVkJi8UCo9EIq9WKmpoaFsWaTCYYDAYolUro9Xo2TU3jo5ulO3fuMO9hp9PJ+sRS7TLZCVqtVhw/fhxzc3PsZq2/vx9msxnl5eVwuVw4efIkotEozp8/D6PRiGAwiHQ6jcrKStadiNoqNjc3I5PJwG63ywxYisWhFlVBEH4FwO8B6AZwRhTFAclz3wXwLwGkAfxrURT/94EM8lnnt37roEfwWJColpSUyBKPXC4XxsfHEQ6HZdPRFMVIp0q3gi5OjY2NLLPzMEBrolarVSY0lZWVLMpQq9VwuVz44IMP2JQosbi4yKbAm5ubUVdXJ9s/RX+AXFRJ7KxWK3p6euD1elFTU4OrV69ibGwMDocDzc3N8Hg8OH36NOtM9Omnn2J5eZnVM1IyV0NDA+x2O3p7e6HT6dDY2CgTVRqHIAgsGhNFkVkmOhwONmVLa+YUzVAt6+TkJKanp7G2trbpAhuNRhGNRtHQ0ICLFy/C5XIhFotheXkZfr+f2QxSXShlHc/OzuLBgwfM+N1ut0Oj0TDfZKvVio6ODuj1eqyurmJxcREOh4OZj5D1Hk1R03oztdNbXl7GtWvXUFpailQqhbm5Odbsnrq6ULSo1Wpx7tw5dnMj/cxIVClqX1paYtnR1Kawra0NiUQCBoMB3d3dsoYB1IBep9Mx03yDwYAXX3wRd+/eZd/FkZERfPjhh2yavrm5GW63G8eOHWPuT/F4nPWF7e7uZje6CwsLMBqNeOONN/CXf/mXqKioYJ+TTqdj/+fW19exuLgIk8mES5cuseno8+fP4+bNm3A4HFAoFGhvb0dlZSUUCgXu3LnzXJbUjAL4JQB/Ln1QEISjAP4ZgB4AdQBuCILQIYpiYSEG57mBLsDS7F4ArOVYdXW1zEmJEkNorXA76OJUXV29Y1bvk0SpVOLll1/GzMwME1Xyb+3r60MgEEBHRwfS6TTL8jWZTLh48SKArJhMTk4iGAyioqICH3zwgSy5SxrJS6Mf6bmjdnAul4sZUpBNIkWeJHQ0NU3rXzRNTdnBFHGqVCrWVg+QiztF1263m7XhAx5F6DStSnZ8PT09AIBf+ZVfYevBUgRBgMfjwV//9V+ju7sbjY2NTBxp2pdKOiiBZmNjA3a7HXNzc6xxN3VgqaioYOUqx48fx+XLl/HgwQMMDw8jlUrh7bfflt30dXZ2wmQyYXx8nJ0H8tolYwXa7+TkJFZWVtj79fb24vbt27BYLKwWc3V1lWXaCoKABw8ewO/3I51Ow+/3w+fzYXBwEK2trUz0qA46Ho+zSO/kyZPwer24evUqfvSjH2F5eZl1uaE6cPKiTqVSWFtbQyKRYDcGZOVoMBhYbSo1dIjH4wgEAhgfH4fFYkEgEGDN4xUKBRoaGmSfK03Tf/bZZ+wzpCWFWCyGkpISNDY24utf/zr+9m//FqFQCBUVFXA6nfB4PPB4PLh9+/Yu/mcVxqEWVVEUxwHkixi+CuDvRVGMA5gXBGEGwBkAt57sCJ8DLl/O/vzww4McxZ6h707uVC0ldZw+fVr2+F5E9bCspUrJbQYgrdeNRCL4+OOPWU1gfX09ent78cILL7DtLRYL5ubm0NbWltd1hqYIpZGq9NzRe1K/1+XlZdy9e5eVe1y6dIntS7ofjUaDL33pS+z8j4+P48aNG6zLDNUgAo/MPKj+mcwOKHNZp9Ph1VdfZWINPEooa2trw8zMDB48eCCb/pdC5V9LS0v4wQ9+gIWFBcTjcRgMBmYEQRZ4VHpTXV3NrC1JxEgULRYLGhsbmfWfIGQbf9MFnowSBEFATU0NEokE2traUFtbC7VajZKSEthsNgwNDSGVSqGjowPRaBTJZBJ2ux21tbXM3WpiYgLd3d2sPSCtU9PNx9/93d/BaDSydoOxWIy1UmtsbGRC29zczNrUabVafP7552hvb0dDQwNzMaJyLYquZ2dnodfrmTGGyWRi3xfpTVMkEmEOS5lMBl1dXfjKV76CiYkJbGxsYHx8nHXW+fGPf8y8jwm6WTp+/Dj8fj/LSo5GoxgZGUEymcTp06fR1dWFuro61mxhY2MDXq+Xme0Xm0MtqttgAyCtWl9++BiHI4MuwPlENZ9o5grDdhxmUZXeTFA0AIDVHK6srCAajaKurg6nTp2Cy+XCW2+9hcbGRhw/fpxFONI+o1KcTidu377N2oF9/PHHOHHiBIBHa65nz56F2WzGhQsXMDs7C4/Hg5deeomVWxBSUSURIFtFIBv5GAwGXLt2DV6vV5ZIJQgCrl+/jmQyieHhYWg0GvT39+PIkSNIJBJMTAg6Hz09PRgbG2O1pHq9niXVEB6PBwMDA2hsbMQLL7yAiooKVs4xPz8Pl8uFvr4+9Pf3bzo/FosFd+/exfLyMtRqNaLRKKqqqljSEh2r0Whkmc+Li4uwWCwsm1qpVKKrq4slLEk/11QqhdHRUQQCAeh0OqhUKhw9epRFz21tbcw1y2AwsHVg8hcuLS1ljQqk69ANDQ3o7u6Gy+XCxsYGysvLWSmSx+NBbW0tGhsbmXMU3byRi9b4+Dib4ejo6IDNZmNlayqVClarlWVPBwIB9j2jc9He3o6SkhJMT08jkUigvLwcCoUCwWAQJpOJNTaQfr+bm5sRCAQwNDQEURTxs5/9DLOzs7BYLBgdHUVzczPrtKRUKnHq1Cmsra3ho48+QnV19SY/8MflwEVVEIQbAGryPPU9URT/sQj7/zaAbwNgJuec5wf6z5c7vfe8iCodN/09OTkJnU4Hi8WCEydOsCkx6jE6Pj4Op9OJkZERhMNhiKIIjUaDl156SSY40v2vra0hlUphdnYWnZ2dbD2Ler9S0tALL7yAzs5OWfNwACyjl36XloacO3cOQNb8now0lEol1tbWMDc3x8RAq9Wit7cXAFi3ldwOPLR/hULBWp0lk0nZlCHVj9K2ZWVl6Ovrw+XLl+Hz+VjZDGUEK5VKmb/w3NwcysrKWGRGjRJqampkywxAtoaZen2Sv/Srr74KnU6H+fl5jI+PM+ML+l7Sd212dpbNIFRWVjKTiI2NDeb3TKUwNL2q0+nYOmooFILL5UIwGJT5IFNUTzc2Ho8H0WgUbrcbZrMZJpNJJt60vGCz2VjLuKqqKtTU1LD1bQDw+/0sgWl0dBTr6+v40Y9+xBpCzM/Po66ujjVvIKE2Go0soi4vL0dZWZnsHJITVywWY7XKVHduNBpx7949PHjwAD6fDz6fD21tbejp6YFSqUR/fz/KysqePUclURSv7eFlKwCkdjf1Dx/Lt//vA/g+APT394v5tuE8u+xVVF0u146ZgWRIcJhFlaBm5U6nExaLBV1dXbDZbLh16xb+7M/+DED2pnN9fR2ZTAZGo5G17FpbW0MoFJKJqnQGQK/XszIZ6qdKmZ8AWDcQq9XKpj1zM4ila9+Dg4Psc/D5fLL1XNp2Y2MDwKPOQjTlS/WIdrs9bz20NHK/evUqs668f//+ps+bbgakrlwU1ZWXl8Nms+Hq1avMKITa7QmCgJMnT7K1xa6uLvT19W2aZpbaTiqVSias5B0siiKSyaRsKYIysRcWFtg6LVlAjoyMIBaL4dVXX2WNC6qrq/HFF1/gtddeY1aBiUQC6+vr8Hq9CIVC0Gg0MJvN8Pv9UCqVMJvNaG5uRigUwpkzZzAyMoKxsTFkMhnMzMwwq0Cqw6WMZcoUpybugiDA5/NBo9GwCLSqqop5+CqVSva9nJ+fRzQaxcDAAMLhMAYHB5nX8JkzZ9iNBZ2HlZUVmM1m/PznP4dGo4Hf78fc3BybWenp6WFlXtQ7Va1Ww+fzYWxsDLdv32YlO8XmwEV1j/wUwN8KgvCfkU1UagdQ/IIjzlPPVmuqyWQy73oKCcfY2FjB7yEVm8NC7nGbzWZcuya/fxVFEX19fWy6Lnd9mUpEKNkk3/6lBgv9/f0ssqQpTBoD2dRRDS2NK5PJYGxsTNYkgMQtmUwy0UulUsxwgPx+S0pKWHSq0WgQCoVQVVWFa9euMdvCXKQCrlar2Vqr0WhkWahEKpWS3YyRuEvHSolIAFh9rtlshtVqhc1mg9FoZFObWzE9PY2lpSXMz89jcHAQKpUKH3zwASYnJ1kz9f7+fmatp9frWQP2uro6lJeXs+SoQCDALAmrqqqYAYRWq8XFixcxMTHBIsDW1lb4/X7YbDbW2F6pVGJqagpra2twuVyorKyE3W5nJUIOhwMLCwuIRqMYHR1FOBxGVVUV6uvrUVtbi7KyMmi1WrS2tuKDDz6Az+djnslarZY1OS8pKWEmGC6Xi5WyhcNhtLa2YmZmhhnhO51OLC0tobGxEaWlpWyWIBgMsrZ5MzMzbP2+tLQUgUAAS0tL7LNJp9PMOpFqgM+ePYuLFy/ij/7oj7b8bPbCoRZVQRC+BuBPAFQBeEsQhEFRFF8TRXFMEIQfAXgAIAXgX/HM333i618/6BE8FnQB9fv9bJoP2FyfSpSVleHKlSsF91kkp6DDxlYReu42FRUVKCsrw8mTJ2G1WjdtQ+3ZckUVyLpPkTE9lVNI1zCl0SzNDFC0R+c3FovB7/ejtrYWpaWlOH/+PIveFhcXMTw8DCBb9/n3f//3ALKWdC0tLbLxvvjii4hEItBoNMxggOodpWzlfGUwGBCLxWRTgSSwuZEqTXnS9CdB54jKNAwGA/R6PfR6Pe7cuZP3+5bJZOB0OhGJRFiyVSwWY/WZ0WiUCUEwGERpaSncbje0Wi2MRiNaWlogiiJefvlllk184sQJ1lA9mUyym4uVlRUW1ba3t7NZCXKGUqvVuHr1KhoaGjA5OYmZmRm0tbVBr9ejr68P5eXlrCyHug7Nzc3h9u3bGB4exssvvwxRFFltL03j+/1+1iSgpKQEoiiyaW1qypBIJJijE/UNprrY1dVVxGIxtpRA0/rl5eXMHWpxcRGiKOIb3/gGOjo6sLy8jNu3b8NkMsFisWBqagqBQABmsxnpdBo6nQ5dXV3MTauYHGpRFUXxHwD8wxbP/QGAP3iyI3oO+c3fPOgRPDZkzk4OOQSVWeSyU1u4p4FCRBXYeV2YIjmpqEYiEaytrSEej6OqqoqtoebugyI7ilTVajWLVCk5iUS7qamJRbyEdH+JRAJHjx5FX18f+9yk07vkGSv9W5otarfbYTAYthTVlpYWNo1NUIkH1ZdKX0c2jrnbA2CP040DNU2XdmaSUlVVhba2NhgMBpw7dw6BQAAmkwmvv/46bty4gdHRUXzpS1/C4uIiqqurWRPz27dvw+l0Ip1OY2lpCRsbG3A4HPjwww8xPT3N3tPpdOKtt95i9cAejwfV1dXMBAPICtnMzAwcDgfa29tx9OhRrK2tMb/empoa5rdLBgrkA3z//n0MDQ2xWlBqBkCt75RKJUKhELMWlE6r07S9NEO7srKSCbLP50M0GmWNymOxGOsyQ2YYk5OT2NjYYH1UNzY2cOvWLZhMJnR2drLeqkqlkk2Z19TUwGbbn9zWQy2qnEMAXQi2EKCngVdeeSVvpHUYI8xiUSxRJbu3lZUVJBIJdHV14cMPP2TTeBTxUD9LKdJ6Uuo2Q9EeJeHQFLFWq2WdSqTvLcVgMKC+vr6gmx5qMg9kBXlwcBBA1ngh37FSazYpqVQKk5OTSCaT8Pl8iMfjyGQyrNsSuTgR9B0TRZFNi9P66k5GIhRVp9NpJBIJVtMq7T6zsbGBoaEhttbodruxtraGWCzG2qFRu0DqN5tOp1nzAZqCjsfjLBJcXFxEIpGA2+1GIpFgph9qtRqXL19mvU/LyspYr1QSPKPRiOvXr+PXfu3X8Id/+Ids+pxKg0pKSmCxWOD3+1kPUwBsPVW6DEA3KUePHpXZGJJ1YlNTE1QqFUwmE5xOJ1wuF1t2oXNE53t1dRXJZBJtbW147bXX8MEHH0AURVy5cgVdXV0oKSmBQqHgoso5IN54I/vzKa1TBcCs1Z4niiWqQNYv1uVyYW5ujk2ftbW1scxgk8mEM2fObOrGQ/u02+0A5BdTURTZ2mMwGERDQwOmpqZkWcHSMb300kuYmJgouKsIXWgBbMo0LjSxjBKa5ubmMDc3h5GREVbTqdPpMDIywgzdAbBIlJydKLmmkDHTDQTVv1LURlPMUqGMx+OoqalhTeO/+OILhMNhtLe3Y2hoCC0tLazNnU6nY+byVONbUlLCpkOplpZubqT/T3KjfzKkD4VCiMfjsrKanp4eOBwOZhxCnYeUSiVLKgsEAgiFQmhoaIBarYbVakVDQwOam5tZWcunn36KmZkZuFwuNr1bV1eH1tZWvPHGG6yNn9VqxZUrV/D+++/LPK2TySSSySRKSkqwtLSEGzdusNKg3t5eXLlyBXfu3CnYinQvPF9XGg7nOaGYovrCCy8gEongvffeYwJZXV2N1dVV5s1LIiBFo9GgvLycrbeSgw5RWVnJHG4o+pSOV7ot7b9QUZV6OO+1m5BCocDFixfZmuTk5CRSqRRLutJoNMxkAsiKEE2pSkW10PEC2XXkWCzG1mVJVElYlUolK88pLS3FkSNHMD8/L3svcpqy2+1YWFhgnsJUE2oymZgd5MLCAnNQonXifESjUSwuLrJGAkqlEpcuXWLRb2lpKRwOBxobGxGJRNgab2trKxwOB+bn5xEOh6FUKtHd3Y1oNIr19XXU19fjyJEjbErXZrNhZmaGJTa1tLSgo6ODRbLJZJK1+KPvDM1+AMCNGzdYj1qFQoHa2lpmqNHa2irzjX7zzTcL+mx2CxdVDucZpJiiCmSnyjUaDbv4UtIN1T3muxgLgoALFy7IHiP/13g8LpuiJRGR9rLNN6bdCOJWkepuZi3IMQnI3gSQzWBNTQ28Xi+OHTsmS3a5efMmi1QLceUi6AaEol3pOZBGvjTFqVAomO0f+VXTZ07H63A4EAqFUF9fj6amJrYdTfFSQpder4fP52OiRaYMVHKiVqsxNTWF6elpANloNpFIoL29nX0eer0eNpsNqVQKfX19WF5exsLCAnMwWlxcRDqdhsFgwIULFzA2Nobh4WEYDAYEAgFmK9jT04NAIMAco8rKymTTxLdv32ZrtwBYKRCQXbumJQa6GWlvb4dWq4XD4WDfWfrOVVVV7Ytfd9FEVRCEVwF8HcB/E0VxUBCEbz+sEeVwOE+YnUSV6gwpmWcnsRIEAZcuXWJRFIkFlXYUGpHRBQ8AvF4vE1OKOqQZu9J95ppYFPI+0oiReJy+t+SIRBd66bgIEgB633wR/Fbjzb0BAR5Nx4bDYQwMDLBm6UqlEkeOHMHi4iLsdjtWVlagVCqxvr7OTDEEIdtX1ePxMB9cg8EAp9OJn/70pyyzmNaKVSoVBgcHWb3smTNnmHXh5OQkM4DweDxQKBQyM4uTJ0+yum0AeOeddxAKhWCz2aDRaFije4vFAofDgbm5Oayvr2NqagqRSAQOhwODg4P48Y9/zPavVCrZOjud53A4zG4qAODcuXMIh8N46623YDAYmENVU1MTM5Ggm4zckqi6ujqZ33KxKGak+i0A3wHwu4IgVAA4ucP2HA5nn9hJVGdnZ1nkARQWAUrX2OhC9eDBAwDY5HSzFXQxXl9fx8zMDNxuN4BsolJtba3MZ1g6pt26V20lqtJuOruFImtpB6Pc80sR5G6nf7eCokua0qytrUVVVRXrszo7O4tAIIBAIMC6x6yursLpdMLr9bIxxONxLCwsYHx8nE3b6/V6lsQkiiITSYq8e3t72ToptW8DwLKkpR1ezGazLOqzWCwwmUxYX19n709t84aHh5kncGdnJ6amplhjdCqNKS8vh0qlwvr6Opqamti5npmZgcfjweDgIM6cOYPKyko2DrqZoeQ6hUIhm6XIFdXH/Wy2opiiGhRF0QfgtwRB+H8AnN7pBZyngG9+86BHwNkDW130x8bGsLq6ikQiIUvw2K3QkIcqrTdSbWkhXLx4EY2NjSwRyGAwsGQyaX2wdEy7jVRp+i+3TIcyafcC1VZuJ6pUgxsOh7d07doNdBxkiHH06FFMTEyw6WEgK37UNk2hUDA3MKPRCK1WixMnTqCiogIqlQobGxvIZDIoLS1FWVkZTCYTmxY1m82orKxEVVUVgEctDYHsZ0G9cL1eLxO/rSDDi9OnT0OtVuOTTz5BTU0N0uk01tfXWamSSqVi5S41NTX46le/ips3b0KlUqGqqgozMzMAHtU6h8NhJrY/+clP0NHRgUuXLm3yuqY6WamFJH0We/3OF0oxRfUt+kUUxf9bEIT/s4j75hwUXFSfSra66DudTiiVStTX18NsNrNi/r1cYHL7rBaK1J5PCl0IpX8Te5n+BcASqYjHmf6ltm/vvfcezp49yxqrl5WVMXclhULBsl9zrR33Ap2TtbU1lml78uRJVFdXIxqNwmQywefzQaFQwOfzsSiZ1kobGxtx6dIldHd3A8jOUPj9fnaDQO3fFAoFent7NzmPEclkElqtFuFwmK2hb7Ut3cyQSFOPV7J3bG5uxhdffIG5uTncvXsXJpMJoiiyjGK68dHpdEgmk2zGwefzwe/3o7q6GnV1daioqGAexjTNS1PDGo0G3d3drA5ao9FsSoY7dJGqIAjfAvA3oijGBUH4KoAaQRDOi6J4EwBEUfyTYg2Sc4A8nJ5DZeXBjoOzK0h8lpeXZb33LlQAAAAgAElEQVRek8kkqqur0dvby1pkSbc/SMh+jnic6V9p5FKs6d/6+npYLBbEYjHcu3cPExMTCIVCcDqdKC0txeXLl5npQVNTE1pbW1nf1r1CZgWRSETWf1SpVOL8+fPMVpDa9pWUlCAWi2FycpKJrtQkg9ZaKTt6aWmJTVlrNBomQrmkUikmSrSGvlWkSsYeNFbqTtPa2orr16/D6/UinU7D4/FgaGgIx44dQyKRgMvlgsPhYElXVEfucrmQTqfx9ttvY3l5GVarlXXzoSSoSCQCr9cLr9fLEqkEQZCVBNntdthstsMrqgD+L1EU/z9BEH4PwCvI9jL9JUEQSgH8kiiKjm1fzXk6+OVfzv58iutUn0dISHMvkuRsBMhrEg9DUwCVSsVEUNquDoBsyrUQtpr+fZxItbS0FA0NDcw0v7u7G1arlbVtW1paYj1dy8rKZL7Ae6WpqQmnTp2CzWaD3W5nIrW8vIxkMokzZ87A6/Xi3r17rMyksbGRZfKePXtWZudI55hENR6Ps+8KiYzf72dRLBlaJJNJtnZJNybbiSpFm2SCT9ur1Wp0dXXha1/7Gqanp9lxZDIZ+Hw+VpKkUChYuc7MzAxSqRTi8Tji8TgsFgvW1tYwPz+P+fl5/OIXv8D09DSMRiOcTicUCgVmZ2eRSCRYZjGtQ9P3wm63s7rjYvM4okoWNW8AeJG8dwVB+D8A/CmAX3rMsXE4nD2iUqlQWVkpM4gngTnMogo8aiBPzbxNJtOuxVDawq+QSDUQCMDn87F1xnwIgsAapZtMJuh0OkSjUayurmJ5eRlmsxlLS0tszZL6vT4uFEnS72fPnsXQ0BArv3nzzTcxPT2N3/7t34ZCoYDf72dlMbnHSgJqsVjg8/lY0hGJdTKZxOTkJADg7bfflt0UUOSYSCSQyWQQjUZlx6fValn2c26kmkwmsbi4iKmpKSwsLDBbQr/fD6fTCY1GA4VCgZWVFUxPT6OzsxOVlZXo7e2FVqtllpF37tzBsWPHUF1djdbWVnz+ebatNk15m0wmrK6uYn19HaFQCCUlJSgpKcGxY8cwPj4Ov9+P8fFxrKysoK6ubpN1aTF4HFG1C4LwVwCsAPQAQgAgiuJbgiD8fhHGxuFwHgOtVsus4YBHpgAkXtIL4mESVertqtFo0NDQgPLycqytre1KoKRrqrlrf/mOlVqOlZeX5y1tAcC8as+fP4/GxkYIgoBkMgm73Y7h4WFcvHgRs7OzrL0e1fQ+LtIsVjKUJ7s+AMzh6dSpUwCA9fV1BINBNmYplZWVaGpqYjaT5EBE5vXSm7BYLIb+/n5YLBYIggCDwcDWQkOhEN577z02vUrWih0dHYhEIrDb7chkMpiammLuRoIg4L333oPL5UJJSQm8Xi8CgQDzL6Z9JZNJJBIJKJVKaLVa5vXsdrthMBhgMBhQXl7OonQgO03u8/lQW1sLh8OBgYEBdlxA9v+CRqPB6OgoJicn4fF48Nprr+XtZPS4PI6ofhPAPwXw/wL4iSAI7wAYA/ACHkWxHA7ngNBqtYjFYpiamgLwSFSltZOUcXsYRJWs+MjWjuz1jEYjKisr9yyquZZ0+Y41n/vSVvssKSmRRftmsxlarRZOp5NlMm+XWJVMJmXT8vmmUWk/tA9ppApkP0P6PHOzjKXvmfv+VqsVer0eoVAIs7OzcDgc0Gq1sNlsKCkpYfsEHlkX0j4ikQibAs9kMjh27BiLZD/66COsra1Bp9MhHA6zUqmVlRVmUKFWq5kRRWdnJ+7fv49gMMiyf1OpFFpbW3H37l1Eo9FNmdMUeUpLeYja2lqIogiVSsXcmujmhs6x2WzGwsICHA4HgsEgm34uNnsWVVEUAwD+EgAEQfgVAL+OrNB6AfxqMQbH4XD2TllZGURRZNN5QPaiLG1B9sorr+zouvSkMJlMuHLlCvs7k8lgeHgYTqdz16UwtO3o6GhBkSqdg51a5dG4pNCFOxqNQqfTbaplzeXjjz/esmMNUVlZibNnz7K/pZEqkM1mTafTSKfTzDYw3/HlHmtTUxOOHTuGmzdvQq/Xo7q6GhaLBc3NzQgGg+yGBshGvF988YWsF6xSqcSLL76IjY0N2Gw2FglS8tPrr78Oj8eDYDAItVqN119/HQaDgTVLf/nll1k96/r6OhoaGpgd4draGgBgY2MDSqUSkUiE2Q1SBC1NupJ+VtTZJhqNwufzIZlMyo5FFEWcOXMGRqMRXq8X9+/fh16vL9icYzcUpaTmocD+cTH2xTlkfOc7Bz0Czh6x2Wx5y16kF3tpduRhg0ojUqmUzIav0NcC2Qt0brLQdqK6HVuVKalUKpSWlsoSeNbX1/OON5PJIBKJoK6ujtWa5m63vLwMh8OBt97KVikODQ2hoqICDQ0NskgVAEZGRmTJZ7nHl7tvi8WC48ePs6484XAYfr8foVAIU1NT8Hg8UKvV6OzsRCKRwNmzZ2WiSlPGGxsbshuReDzOkp+mp6c3JZtVVFSgrq5O9n178cUXceLECdy6dQtDQ0Ns7ZjWokdGRvDgwQNoNBokEgnMzc0hGAxCo9EgEAigrKwMfr8fZrOZTX2T49Lo6Cir102n0+x7EA6HUVpaCkEQMDw8LBPpYsG9fznb86t80uFp5jCUyjwOVGaz20Ql6banTp1CJBJhRgD5Sil2E6nm24Y8ehsbG1kv03zvQ9Or1A80Fothbm6O7VOlUqG6uhoOhwMmkwk2mw2rq6uYmJjA0NAQFhcXcf78eYRCIaysrMButyMej8uSq7ab/lUoFGhubkYikUAikWAzAKlUCr29vaioqGC1ngaDATU1NZv6DlPGLPn63rp1C/fv30cymcTPf/5zdhw6nY6dA6rX9fl8MJvNzOTfaDSy6F4QBEQiEbZ2HY/HodVq0drailgshnA4DLVaDb1ez9rUkXUifd5kIqLT6RAKhXDz5k2YzWZEo1GsrKxgeXmZdbrp6urC9evX8Tu/8ztbfuZ7gYsqZ3sediXBPnhkcjg7QetqVHdYKBQRiaIIk8kkW8PMtyZHbCeqdOEeHBzE0NAQBEHAiRMnUF9fzyJUg8HAIqJ846VpTBoDNQKnddh0Oo2XXnoJfX19sFgsrHVbPB6Hz+eDz+eD2+2GUqlkrfbI8o+mnLeLVHOPhZqEU7mL1Mpvq+YD9FpyeqIeswDQ1dUFg8GAaDSK8fFxmeE+ANy5cwdA1lWLrC1pKruyshKNjY0wGo2yNWPyDS4rK0M6nUZXVxcqKipkDRmkx6tQKNDV1cXOi8ViQUVFBaxWK6tnjcViMJvNMmeqYsFFlbM9//yfZ3/yOlXOAUDTmslkcleRqsFgQF9fH1577TVWJwlkL7o1NTWbti8kUtXr9ejp6WHCaLfbMTU1hZqaGlmGbm1tLZaWlvK6RlHdJ0Vu9JovfelL8Hg8rERE2kC7p6eHGRsAwJUrV2RiJ+3jSp63xE6iCuSP3EdHRxGNRnH+/HlZnat0n263G8PDw5ibm4PVaoVGo0EoFEI4HGaNEeh9ysrKcPr0aSSTSQwNDWFtbU0mqolEAhsbGzAajYjFYnA4HJicnGTHLE1covGq1epNSWjxeByrq6sIBoNwu92s/y1lPbvdbtZsfXFxUdbAoVhwUeVwOIcWupBKe4wWAvXfpNeXlZXBarUyc/ZcCk3Wam1tZb8nEgksLS1hZGSEeeMCQHd3N7MFzIUEOVdUd3L3ITEGts5Q3o2oSh/P995UapKv5IRe63Q64fF4EAgEUF1dDb1eL0sOslqtsvehm5n5+XmZmNG6ZigUgtFoZNFuT08PFhcXYbVaWc9YqhUGwOpfpaytrbGEMZ/Px7LHm5ub0dTUhObmZqTTaVYClPv6YsBFlcPhHFpoGjcWi8kSZgqFxFKn08myabfabjeZ0D09PVhaWmI1ldIaz08//ZT1+QSykfOlS5eYSEm7/ZCobbdmK22AsNUY85XxbBXd7xSpdnR0sLXOXKRZ0EqlEp2dnXjxxRfR0tJS0GwC9VAlGhsbcerUKQwMDECn06GqqgpWqxWVlZUIhUKybHXpeKkczOVyYWlpCUDW27itrQ1WqxUOhwMlJSWoqqrChQsXWKOAlZUVzM7OYmVlJe/xPS6HWlQflur8HoBuAGdEURx4+HgzgHEAVCvwuSiKv3EAQ+RwOPtIeXk5Ll26hFQqtStRLbRJO7EXUVWpVKioqGDiQhEktWqzWCwoLy9n66DpdJol21AEvZWoDg8Py0Q5mUxCp9MhFottOcZ8/siFTP9Kk3xoTCaTSebkJEUqqlT/WaigAtk637W1Nbz99tvsMbvdDqfTicXFRWxsbMDlcsHlciGRSMBqtbL1YqpFBbLT8el0GvPz8xgaGkIymcSdO3dQXl6OUCiEuro6lJaWoq6uDi0tLejo6ACQnW6+ffs2ksmkrAdssTjUogpgFFm7wz/P89ysKIq8ZyuH84yzlW3gdjwJUQUedZHRarVM1Giq1mazoampCfPz83C73Ugmk1haWpLdHGwlqsvLy9BqtWxbysKdm5vbtjsMsHtRpenUsrIyvPTSSxBFETdv3mTjy0U6zr20UWtqatoUcVPkfvr0aRgMBqysrDBHMKfTiY2NDdTU1LB6WABoaGjAyZMnIYoirl27htHRUdy7dw+lpaX41re+hVAohJGREVmLQwA4duwYjh8/jtHR0bzH97gcalEVRXEcePrLAp5q/u2/PegRcDi75kldM9bX19k0YyaTQSwWY6JKa8AkOJSBTNOQwKMpVOmYKfPWZrOhq6uLbbuyssKezweJ7XYlNURpaSkTMqPRiPX1dWQyGVRUVMiMKVKpFJaXl5klIpk1SN9vt25cBoMBR48elT1mNpsRCoXQ09MDj8eDdDoNjUaDeDyOYDAIh8MBg8HAvITJYIPOsV6vZ11pBEFgpUH5bq6kMwDPnajuQIsgCPcBBAD8riiKnxz0gJ5JvvKVgx4Bh7NnCok8pdvsNlJ1OBwsIWZ9fR23bt1CZ2cngEeiShd2mkqVGg5IDf5zp1VzxWorRydiN9O/JpMJr776KgAwqz46dqnQpFIpjI+PM/cmKmmRjrMYNzAej4eNncqTSkpKUFNTg0QigWQyiVQqxW4GQqEQMpkMTp06xY6bhDaRSLB6WYKOLRAI4OOPP2bn6JkUVUEQbgDYnOMOfE8UxX/c4mVrABpFUdwQBOEUgP8lCELPQ2en3P1/G8C3AbAu9pxdQBZ3Dy8UHM7TwG6mfx9HVAVBgMlkwoULF/Dxxx8jFArh7t27AB5NadJYchsaANmLem4t6FZTqjsdU77XFRJF5u5Xuo4aDAYRi8Vw7NgxltiTO/1bDN9oKp3RaDRs/2azGSdPnkRpaSlqa2vR0dGB6elpNDU1YWxsDKIoyhzD0uk0DAYD2tra0NXVhfHxcfYcHRt9Bg0NDRgeHn42RVUUxWt7eE0cQPzh73cFQZgF0AFgIM+23wfwfQDo7+8/HCanTxO//uvZn7xOlfMU8SRFVRRFKJVKNDQ0oLe3Fy6XC2q1GsFgEMFgEC6XC16vF6urq/B6vSxpCciWrJAxAo051+eXkDYJyMd20787OUWR8YQoijJRpSzdqqoqrK+vI5lMboqYi9WMobq6GkqlUrYGajAYWHSq0+mg1Wpl5yEQCGBgYACZTAbj4+NQqVRobGzEkSNH4Pf7sbq6Kjt++kk1ss+kqO4FQRCqAHhEUUwLgtAKoB3A3AEPi8PhHBJ2MyX5OA0FyJ6QLvS0xgoAi4uLALL+w7Ozs4jFYrDb7dBoNDI/YjKYzxXV3GPYSSDzia0gCHA6nbhz586Wr/N6vZienkYkEpGNq6WlBaFQCGazGUajkXWAyRXVYkz/SiNeaTKSSqXa9H70HDU2D4fDMJvN8Pv9MBqNbPsTJ07AYDBgYWFhk6hKM52LzaEWVUEQvgbgTwBUAXhLEIRBURRfA/AygP8gCEISQAbAb4ii6DnAoXI4nEPIfkeq9Bq60DscDrS3t8vs76gl2pEjR2AymfDyyy/LxIsyfHeKVHcSVa/Xi7Kysk1rqqFQCKIoor29PW9U6Xa7EYlE2PiAbEZwc3OzTDBz2wROTk5CrVYXJVKltVmn0wm73Q6j0QiDwSCbDs4VVWlU3dDQwNanaXu1Wo3u7m4sLS3lbYIg3WcxOdSiKoriPwD4hzyP/wTAT578iDgcztPAbktq6DV7FdWGhgaIosgiO6nXcDKZhCiK0Ol0KCkpQUVFRd7uQDtNq+40/fvgwQOoVCo0NTWxyM1gMDBTivb29rxGD+Xl5djY2EBra2tea0WCmhtQ/9WZmRm43e6iiurw8DBWVlZgNBphsVgwMzODEydOAHh0sxGJRDA/Pw+n04nKykosLi5Cq9Wy8qR8EX5upErn4bmLVDkcDmcv7GVNdS/iIPWhNRqNmJiY2NT42uv1YmZmBi0tLbLXbDXmdDqNpaUlZDIZ2KmhBbLrm2RS39jYiOPHjwMAawIeDAZZIs7LL7/MhIqsA3eyLNzpXFGkKggC+vr6cOvWLWb3R0QiEYTDYQBZsc5nyJ8Peu9YLIaGhgYcPXqUlSjl3mzQunQkEkEmk0EwGITH42Et+PJF+LmiSrW5XFQ5T57f/d2DHgGHs2v2sqYqNcXfLaOjo/D7/VAqlTh//rzs/e12O6anpzE/P4/S0tIdfX4zmQycTuemXp+0z1gshoWFBdTU1MBsNrNOPMFgUCaMhSYUFSqqarUaoiiyPq8PHjyA0+mEyWRiJS7SEpvW1lb09PTk3Zcoimx9VhAExGIxRCIRVntK+5H20aXPhmp46Z/b7caJEyfYlHohkSpNE3NR5Tx5ru06OZvDOTQEAgFmXCDFZDKhuroagNwzd7fTvzS9ura2BiDrokSZpUQikUBbWxva29ths9l2FDcSJ5vNhvPnz7Pn/X4/EokEuru7MT4+js8//xwGg0GW5JNv/Dv1oqX3pQib2rjlYrPZ2FQ2kDXMD4VCqKyshMFgwMDAAFpbW3H27FmMjY1t66s7PDzM/HoB4P79+ygrK0NLSwv0ej1bp5Yem7QetaSkBKIowufzQa1Wb2t4sZWoPs5N1HZwUeVsz+Bg9udJ7gjJeXqgC+vU1JTMIYhQq9W4fv06APmFdreiajKZcPToURw7dmzbsVgsFrS0tGyKPvONmUQ1N6IlcTEYDHjppZcwOzsLl8sly5Ddi6jq9XoolUrY7XZ4PB5cuXJF9vzS0hK7aZASDoehUCiwsbEBQRAQCATQ1NSE+vp6TExMbHsuo9EoDAYDtFotTCYTvF4vrFYrenp6WNN2EsPciJtMIIBsZ5vq6uqCRZXYaX36ceCiytmef/Nvsj95nSrnKUJquGA2m3HhwgX23NTUFKanp9nf0kh1txTiKFTo9Gqu81KuqEr3U1FRAafTifX1dRbNbRVp7zRGvV6P119/HcPDw1hfX9/0/MLCAsLh8KaGBtSOr6+vD2azGQqFgjVOp1KjrSArRq/Xi1AoBKvVivr6ejQ0NGBxcTHv9K9UVCsqKtDf3490Og29Xi8zxi80UUmhUMDlcm05xr3CRZXD4TxzSEVV2qQcwKYOMbmJSvlEKBKJyHqFKhQK1NbW7quo7lRSQ5E1Cc9WorpTpEr7puzefFgsFpw5c0b22O3bt5FOp3Hu3Dn4/X44HA52bneaSpeWw9BnRMdHr6Xjy40q0+k01Go1M82Qnpvc33PHIj135eXl++IRzUWVw+E80+RmoOZruwbIRSv3Yjs+Ps7ceYj+/v6CRHWr9U6Xy4XZ2Vk0NDTAZrNtSsjJHXeuuEj9ax9XVIFs9JZPVLc6RnovnU7HnJekhhC5YxkZGYHD4UB1dTVEUZS5M0nfQzrtSz/dbjfm5uYQCoXQ1dW1qfRnO2vGrUS1ubmZtYMrJsXxl+JwOJxDRK5pgRQSUoqUCimpoR6j165dw0svvQTgUf1poZFq7nTo6uoqXC4Xc14SBAHJZJIlVm0VqVIrOanIFktUKfItBEr0ks4EbJf05Xa7EYvF4Ha7kclkZM5RW4lqJpPBysoK5ubmkEqlYDAYUFNTg6amJtm+d0rEyhXV7c7X48IjVQ6H88yxnajS31uJ6lbCpFKpWFIPAOaVu5uxSCFRkRpFrK2tQRAEKBSKTQYRWq0W1dXVcLlcsNvtKC8vZ2MrlqjSuKTbb3Xj0NbWhtbWVtkxbhep0nPhcBgTExNQqVQ4cuQIi5ClUavH40E4HIbD4WD7aWxshE6nQ19fn2zqV/r+QGGRKhdVzsHxh3940CPgcHZNIZEqiVpuotJWwkTP575+r5EqvZ4cj6hes6KiAn19fZtEVRAEnDlzBp999hlisdim6d+tkoMKiaYB+bQ4mSPs9Pp8vWDp761EFchG+fX19VCr1axlG+2D1q6np6fhdDpRUVGBjo4OlJWVycwgcs9Nvt/p73Q6jWQyKfvMdkqm2itcVDnbI6mT43CeRraKVKPRKIxGY0HZvxSpAo8iIYp095qoRBf4VCqF999/H5lMBn6/n9WybrVfrVaLYDC4L9O/0nER262pSqdspceYrzwpV8A6OjpgMpkwMTHBXiPlzJkzWFlZweuvv4533nmHuUXlG8t2PWQpy/idd96RPc4jVc7BcPNm9icXV85TRGlpKerq6pBOp9naH0FRGPU97e3tBbDz9K+0i4pCoSiKqOr1elgsFmQyGWQyGVRUVKCmpkYmmrno9Xqsra3ho48+wvT0NLq7u/dVVLdC+l65SVQ7Raq0zXbuUiUlJVAqlVCr1SgvL0cgEIDRaJRF0dJ95fsdyN6EANn2dVRCQ59hIpHY8Th3CxdVzvb8+3+f/cnrVDlPESqVCqdOncr7XGlpKU6dOoVgMIipqSmEQiEA24tqbrSmVCoLFtWt9kvJTy+88AJ73uFwMMvBrfZLSTrUp7WpqQk2mw12u71gUSVLQ+pKQ8cEAJ988ols28HBQXR1daGvr0/2+HaRKiUZ5Y5D+lqFQiGbRcgdIz0niqKszjgf20WqL7zwAmKxGPx+v0xUlUolVlZWtt3vXuCiyuFwnjvq6uoQi8UwNTXFopXdWP3tRlS3i1TzlfTs5NVrNBrR09MDp9OJYDCIzs5OlJSU5I0O0+k0PB4PrFar7PEPH94kf+UrX2GPVVRUoLOzc1OkOjY2hmAwuGkcUlEtJPtXKqoUWec7/sbGRni93m1LnHLZLlLVaDTQaDSyYxAEAf39/awUqJhwUeVwOM8lFAmRqO60prrfoip9r0L2S+MZHx+HTqfD9PT0JtcjiszyTZnmolQq89Ztvvvuu1uuPeZGqjR2URTh9Xrx2WefyR4nSCjziSpNx8/MzLBtd2K7OtXc/dPvZrOZNYgvJlxUORzOcwm5+FACzG4jVa/XC+Dxsn/zWRHuVlQ3Njag0+kQDoeRyWRkln1qtRptbW2s7ZzD4dj1lGchWcW5Nw6U0ZxMJqHT6eDxeABAVj6jUCjyimru8WUymR07+2wXqebub7/hosrhcJ5b1Gr1pki1EFHNZDK7jlRXVlZk042pVCqvqNL0625E4JVXXoFGo4HBYMDp06dlz4miyNZQJyYmEI1GC94vjWMnUc1NVKJz2NHRgbq6OvzsZz8D8EhU6bXSNdV8pTDSfW1HIaJayDbFgIsqZ3v+y3856BFwOPuGWq3elKiUj9x1vba2NgwNDQHY+QKtUqlQXl6OaDQqEzSNRsMMHIjdRKoGgwFA1i6Rou584re6uop79+6xv48ePcqM7Athq/1uF6nmrguTmKpUKiQSCZaotF2kmk9Uk8nklhm7ZKKxVVS7XTJTMeGiytke3vKN8wxz9OhRuN1u5pa0tLRUUKSq0WjY74VEqjtlr0q33SlRidDpdLJEo61a19FUbF9fH9RqNSorK+Hz+Qqu0SzEJCFXAKXdYGgf+RKztotUc6fjM5kMbty4sW2f1lQqhZWVlbw9YXmkyjkc3LiR/cmblXOeQWpqalBTUwPgUZPuQtdUiWJeoHcTqeZ77VZjB7LHKnVA2o2o5hOy7bJ/c60flUolkskke/98iUpbeR3T+GOxGFKpFJqamrbsSzsxMSGzfcw9jtx97weHWlQFQfhjAF8BkAAwC+BfiKLoe/jcdwH8SwBpAP9aFMX/fWADfZb5/d/P/uSiynnG2epCK4qirAUZsH+iChRuf5jLVkKZzzFqt6JKRvtbeQLny/6l10p/KpVKWSS+m+lfEsva2lpUVVXlHevCwsKWUfV+CqmUw96l5l0Ax0RRPAFgCsB3AUAQhKMA/hmAHgDXAfypIAjbp4dxOBzONuRexBcXFzE8PJxX5PYzUt1LohK9drtINTdSK1RUqaY0EAggFAohFAohk8kUFKnSeSIfY5VKJRP5QrJ/l5eXsbCwALvdLttXPrZqX5dv//vFoY5URVH8heTPzwH88sPfvwrg70VRjAOYFwRhBsAZALee8BA5HM4zBl30h4eHAWQ7x+SyU4nHXlEqlSyZabfvsRubwt2IKq17Sp2WWlpatk1Uyo1Ujx07htXVVWi1WtaXlvyNdTodYrHYJrGkv6empmRjye1QI0WpVLI15Fx4Sc1mvgXgfzz83YasyBLLDx/jcDicPUHCcPv2bXYBpsxdl8uV19JP+rpicPr0aQSDQajVapSUlOzqtfslqhUVFWhqakJ7ezuArMj5/X7Z6+kcLCwswOFwYHR0lHkba7VaNDQ0oLu7G3a7fdOa8dWrV2UNC6Tve/36ddl0rkql2vZmgxKi8vHcRKqCINwAUJPnqe+JoviPD7f5HoAUgL/Zw/6/DeDbQNb+isPhcPJRUVGBxsZGdlG2WCzo6upihuxS9ktUH8flZ6vSF2nbOum2u5n+tVqtqKurA5B1aVpbW9vUDq++vh6RSIS9TqFQQKPRIBwOY21tDc3NzXkzcBUKxZZRZCFOUFKka7a5PDeRqiiK22bACILwTQBfBnBVfPQtWAHQINms/uFj+fb/fQDfB6/MF54AACAASURBVID+/v7i9/l51vnzPz/oEXA4TwStVsss8nbiSWWS7gZBEJBIJLC0tMQe02q1jx2p5lJZWYnl5WWIoojS0lL2ODUGAACPxwNRFPHiiy/i7t27snVpEuP9mELna6o7IAjCdQD/DsAlURQjkqd+CuBvBUH4zwDqALQDuHMAQ3z26ew86BFwOIeO/cz+3St6vR4Oh4OZUhCVlZWPJaq5xhc2mw022/arbdJEJWmLNWnN635EjttN/z43keoO/FcAWgDvPvxQPxdF8TdEURwTBOFHAB4gOy38r0RRLKwJIGd3PLQXg6TInMN53hEEAR0dHYhEIptckQ6Knp4etLW1sb9dLheGhoYQj8eLKqq7gSLS3EgV2J9kr+2mf3mkCkAUxSPbPPcHAP7gCQ7n+eQ//afsTy6qHI6MzkM2iyMIgiwzln5PJBIyByjadq/Tv4Vw8eJFOBwOZpwvTU7ab1EVRRHhcHjTjUQymWSZwbv1P94Nh1pUORwOh7M3KJs2mUxuSrYqVFTzGUcUQllZGcrKygBsNnzILbcpJpTY9P777296Lp1Os6nxfMlnxYKLKofD4TyDkKg+TqLSXkVVinSds6SkBGq1GtXV1fsSqdbX10OlUm2ZBU0t6ApNSNsLXFQ5HA7nGaQQX93HWS/dzThIVA0GAy5evIiBgYF9iVRVKhXq6+vzPieKIpqammAwGPa1vJKLKofD4TyDSM0U9iqqxYpUpZEjCex+uVJthSAIuHr16r6/DxdVzvb88IcHPQIOh7MHCmkAXiiPI6oknjQNvZ+JSocBLqqc7Wlo2HkbDodz6FAoFFCpVEilUpucifI1AM9HMTKEKUpOp9Oy9dUnVTf6pOGiytme//HQbvlXf/Vgx8HhcHbNhQsXEI1GWSYuIW3Vtl3EWIzpX9r/yMgIlEolAoGA7PFnDS6qnO357/89+5OLKofz1FFaWiqzEiSepAuU2WyGwWDAxsYGeyyfy9OzAhdVDofDec7Y7fTv44hwWVnZE0kQOiw8m7cKHA6Hw9mSJymqzxtcVDkcDuc5o1BRzd2eszNcVDkcDuc540lm/z5v8DVVzvb8z/950CPgcDhFhk//7h9cVDnbU1l50CPgcDhFhkQyHo/LSlvUavUzm5X7pOCiytmev/qr7M9vfvMgR8HhcIoICeenn34qe9xiseD8+fPsbx6p7h4uqpzt4aLK4TxzWK1WnDx5krkbAcDKygpCoZBsOy6qu4eLKofD4TxnKJVKNORYkEYiEfj9/rzbc1EtHD55zuFwOByo1Wqk02lZRxme/bt7uKhyOBwOh5nuJ5NJ9hif/t09XFQ5HA6Hw0Q1lUod8Eiebg71mqogCH8M4CsAEgBmAfwLURR9giA0AxgHMPlw089FUfyNAxnks87Pf37QI+BwOE8A6r86MDDAfieB5ZFq4Rz2SPVdAMdEUTwBYArAdyXPzYqiePLhPy6o+4XBkP3H4XCeacrLy1FTUwONRgOFQgGFQgGNRoPq6upNreM4W3OoI1VRFH8h+fNzAL98UGN5bvnTP83+/M3fPNhxcDicfUWj0eD06dMHPYynnsMeqUr5FoC3JX+3CIJwXxCEjwRBuHhQg3rm+dGPsv84HA6HsyMHHqkKgnADQE2ep74niuI/PtzmewBSAP7m4XNrABpFUdwQBOEUgP8lCEKPKIqBPPv/NoBvA0BjY+N+HAKHw+FwOAAOgaiKonhtu+cFQfgmgC8DuCo+zO8WRTEOIP7w97uCIMwC6AAwkGf/3wfwfQDo7+/nRVccDofD2TcO9fSvIAjXAfw7AP9EFMWI5PEqQRCUD39vBdAOYO5gRsnhcDgcTpYDj1R34L8C0AJ492FKN5XOvAzgPwiCkASQAfAboih6Dm6YHA6Hw+EAwvNkQyUIQhCPals5hVMJwH3Qg3gK4edtb/Dztjf4edsbnaIolhZrZ4c9Ui02k6Io9h/0IJ42BEEY4Odt9/Dztjf4edsb/LztDUEQNuXiPA6Hek2Vw+FwOJynCS6qHA6Hw+EUiedNVL9/0AN4SuHnbW/w87Y3+HnbG/y87Y2inrfnKlGJw+FwOJz95HmLVDkcDofD2Te4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyS4qHI4HA6HUyRUBz2AJ0llZaXY3Nx80MN4upiczP7s7DzYcXA4HM4+cPfuXbcoilXF2t9zJarNzc0YGBg46GE8XVy+nP354YcHOQoOh8PZFwRBWCzm/vj0L4fD4XA4ReK5ilQ5e0CvP+gRcDgczlMDF1XO9rz99kGPgMPhcJ4a+PQvh8PhcDhFgovqPpJOpzE+Pg6Px7PjtpFIBGtra09gVLvkP/7H7D8Oh8Ph7AgX1X3E5/NhZmYGn332Gebm5iCK4pbbfvHFFxgYGEAgEHiCIyyA997L/uNwOBzOjvA11X0knU4DABwOBxKJBMrLy1FeXp53WxJTeg2Hc5BMTk7C7/fjzJkzBz0UDuepgkeq+0g6nUY8HsfS0hKmp6cLEsztolkOp5iMjY3h9u3beZ+bmprC+vp6QfuZnp7G2NhYMYfGOaSIooi1tTWsrKzwAGALeKRaREgQBUEAAGQyGfbFS6fTyGQyO+6jkG04nGIwNzfHfk8mkxBFERqNZtf7mZiYAAD09PQUbWycw8nGxgYz0Onp6UFra+sBj+jwwSPVIvLmm2/i3r177O9YLIZgMIjm5mYoFIqCBPPQRaoWS/Yf55nm3Xffxbvvvrvv7zM3N4c7d+7wm8enFGl0OjU1hbt37x7gaA4nXFQLQBRF+P1+JBIJjI2NyZKJEokE/uIv/oJ9uVZXVzE0NIR0Oo3BwUEsLi5Cr9dDEASEw+FNojkzM4OVlRX296G72PzkJ9l/T5jV1VUMDAzA6/XueR/xeLyII3q2KXQm5XEZGxvD+vo6wuGw7PHl5WWMj4/zz+wJk8lk2L9CtweAjo4OGAwGrK6uIplM7ucQnzr49G8BrKys4P79+6ivr8fy8jLm5uagVqvR29sLj8eDpaUlAEBNTQ0A4Be/+AV++tOfwmQyAQBUKhVSqRQ++ugjZDIZtLe3I5lMYmRkBAsLC1Cr1ey9Dp2oHhCLi4twu93Q6/VbJndtx9LSEoaGhnDp0iX2OXB2RhRFtnyxnyQSCdnf9+/fBwAYjUY0NDTs+/tzgIWFBYyMjLC/29racPTo0W1fQ9cnm82GsrIy3LlzBzMzMzAajbDZbFAoeJzGz0AB0JSHNBkjmUwiEAgglUoBAJRKJZaWltDe3o6SkhLZxUmpVCKVSiESieDNN9/ERx99hHfeeQfT09Pw+/0AgGg0CmDv07/hcBgff/yxLOp9HFjE8N3vZv89Yeg87PV8UM0vndeDIplMIhgM7vn10WgUkUgEsVisiKPamkLPdyaTwYcffrhjMlMmk0EwGNwkorl/7/b9OY9PIBCASqVCV1cXdDpdQd9T+nwUCgXMZjMUCgVmZmYwODgIt9u930N+KuCRagFQJBmPx2ViKYoim/oQBAEejweCIMBkMmFkZAR1dXUIh8MYHByEy+WCwWCAKIps+jiZTEKhUCASicBut6Ozs3PPkSqVQNjtdthstsc63snJSUxNTeHcuXOounXrsfa1Vx5XVOlmR6Uq/CseCoWg0+lkr4nH45icnITJZIK0beD6+joMBgNKS0u33eft27fh9Xpx7do1JBIJ2O126PV6tLW17Tie2dlZPHjwgP197tw5VFUVrUNVXjKZTEHRRiKRQDAYxNDQ0LbbjYyMYGlpCWq1GtevX2e5BVuJKp+peXKk02loNBq0t7fD5XKx/zPbQZ+PQqGATqfD9evX4fP5cPPmTZ4N/BAuqgUgvcCnUikmsqIoIpFIIBKJwO/3w+FwwO3+/9l70xjJrutM8LuxR+77UpnMLBZZ3ItFiiVqsRZrGcGSLLlhGPZg7Ia6YUMjNAY9jUYPrIbnR2OmB1ajrfEfo3taPXaLnh5ZNEZ2W6RISqTIKpaKVawq1p57ZuUaERn7vi9vfmR+p268jFwrs9b3AYmM5cV7991371m+c+65EZw+fRrhcBjpdBqhUAijo6MoFAqoVCqw2+3wer3I5/MIh8NwuVyYnZ1FNpvFk08+uSclUi6XxUPdj4FN71mPb/l8PkSjUfT29mJwcPC2r7Ed9kup7hSZTAbvvfcegFuK2OFw4MiRI1hcXNsZSleq58+fBwB84xvf2PK8jAmXSiXMz89jeXkZADAyMlJH+xO1Wg2XL19GpVJBoVBAc3Mzjhw5guvXryOTyRyIUtX7WM9Y3w8UCgVUq1VUq1UZ/7VaDRcvXqzzjFZWVnDo0CHLU70N5PN5RCIR9Pb2wuPxbHt8tVqF3W4HsMam7SSeTaWqs3But7vuu4cdllLdAbZSqsViESsrKyiXy5ifn8dPfvITBAIBtLe3IxaLiTdKweJwOGQg53I5GZThcBjA3gamTnFuRhMahoFr167hyJEj23pXjRTaxMQE8vk8YrHYHVGq7IfdCtlUKoVisSiJMDvtT3pO7e3t6O7uRj6fRyAQEFahVqshEolAKYXuPWRD8/kT5nYZhoFsNovTp0/j5MmT+MQnPgGn04mjR49idHQUN27cuO0knlKpJNfVl86Ylarf79/2XDtdHnb+/HmcP38elUoFhmHg+vXrqFQqsNlscLlccDqdqFar8Pv96OzstJTqbWBiYgI+nw+jo6N4/vnntz1eV6oOhwO5XG7b3+ieKqEzd3tBuVzGxYsXUS6X0dPTs21c917HXVGqSqkuAK8COAxgAcDvGobRMM1TKdUGYBzAfzMM439a/+wkgEEA1CZfMQwjdFDtXVlZEUGje0CGYaBWq6FQKCAYDCKdTmNychJOpxMOh0OotEKhgNnZWdhsNgwMDMhArtVq6O3tRTablcG6F6VKYdvZ2SlephnpdBpLS0uIx+P4dW48vgkaKVXe950SerzObvqjWq3i/fff36AkdgIe9+yzz6K7uxuxWAyBQED6NhaL4cyZM7DZbHuqMrSdUp2ensb09DTOnz+PlZUVDA0N4Tvf+Y4oP7fbvee4aiqVwuLiIj766CN4vV40NTXVJW+Z28XrbEUDb2f0LCwsYGxsDFeuXEGlUkFHRweGh4cRCoVQq9Xgdrvx1a9+FQ6HA6urqzh37pzMp/sZqVQKLS0t0nczMzOYmZnB5z73ObS0tBzotTlHd8rSmD3VnfxOj6kSfL3XZxeLxRCJROB0OuHz+fasVBleaWtrO/AwyVa4W4lK3wXwS8MwjgL45fr7zfC/A3i/wee/bxjGC+t/B6ZQgbUEpZWVFQBoaM3FYjEUCoW6GKvdbsdTTz2FL3zhCwgGg8hkMohEIkin07DZbMjn84hGo6hWq0gkElhYWIBhGJsKqbm5Obz22msNv6cibW5uRq1Wu23FV6fQhodhDA/LffG7bDa7a4p1L23Yzb1Uq1UYhoEjR47g2LFjAIAzZ87g9OnT2/7WbIFT2FCp0tMCgFAoJG07c+aMxMx1cDzwfNsp1UKhAJfLhcceewytra0bMnA9Hg+Wl5fx+uuv47XXXsObb765YVnKZvjwww9x4cIFzM3NIZ/PY2hoCKlUCnNzc1haWsL4+Lg831qtJve8Vd9vJ0BjsRgSiQQCgQDsdjt6enowMjKCoaEhDA8PY2BgQGh2/Vnfjrezk40rDhJjY2M4deqUFMMAgOXlZVSrVaRSqS37rFar4YMPPsCpU6c2xJuz2SwuXbqEq1evbjnndmuYmz3VndD+ZvpXf71XpUo2qK+v77Zk17vvvovx8XFcu3Ztz+fYD9wt+ve3APz6+utXAJwE8Mfmg5RSLwHoB/AWgBN3qG0bwAe9urqKQqGA/v5++ZxUlsPhkPc+nw/ZbBb9/f347d/+bSwsLMiSgVwuh7GxMYTDYayuriKdTmN1dVXWCeoTI5VKIZvNYmhoCNPT0wDWhHulUkEoFMKhQ4fgdDoxPz8PAGhqapLfcrLczv0ahgH81/+KSrkMvPVW3XfvvvsubDYbvv71r+/5OmbUajW8//77KBaLWFxcRFdX164mGfuupaVFKNpUKtUwdknk83k4nU4YhoFEIoE33ngDTz/9NFpaWpDP5+tiU7VaDW1tbaLMkskkLl++jK6uLrz00kvo7e1FJpOB0+mUQgqbKVXzfVWrVTidTnR3d8Ptdm8oFvL0009LdmWhUMDy8jJyuRyam5u37ZdqtYr+/n6k02l0dnbi0UcflRi5zWbDzMwMrl69CrfbDcMwsLy8LLHg559/HiMjIw3PuRVqtRoWFxfrKOdcLtfQWKIy3MpTzWQyKBaLsNvtaG9v32B0fPDBB0ilUvjN3/zNO7IkyIxSqSQVqvR1m6T1X3nlFXz605/G5z//+Ya/L5fLiEajANaUqE7Pr66uwufzoVKp4MaNGzh+/DiOHj0qsUxiK/agWCzi4sWLqFQqGBgYwJNPPrnBU92NUm3kqe5WIZbLZcTjceRyOQkF7FUxV6tV6XfKwbuFu6VU+w3D4D5nq1hTnHVQStkAfB/AHwD4coNz/BelVBXATwD8W+MAeUmeOhKJIJVKIZfLSSavTosqpZBOpxEIBOByuRCNRrG6ugq73Q7DMFAoFGCz2eD3+7G6uopYLIbx8XGsrKwgEokgGo3KcXp1m6GhIVnrWiqV8Dd/8zdYXFzEH/zBH+Do0aMIhUJ45JFHRHlspVR3InDMgs9MeRObTYD33nsPQ0NDeOKJJ7a9FpFKpZBKpZBOp5FOpzE7O4ve3t665KCdtlspteM4zzvvvIPOzk489thjyOVyiMfjSCaT6O/vx/z8vCgtGjxer1c8ucOHD6OjowPBYFDqPL/zzjtob2+X82ezWXi93m09VV3AAahTqvl8Hs3Nzejp6QGwlvy0vLwsMX09Tr9ZvzgcDjEeOjs78eUv35pSzzzzjDAxHR0dCIfDaGlpQSKRQCQSaahUGwnwZDIpimFpaUkYnGg0ikOHDgnLYxbgegZxo+dVKpVw8uRJ+e7jH/84BgYGxABwOBzi7SwuLkoC1KFDh/YU/94LdEWqP9tarYaJiQkkk8kNbIaOrQwuzr9SqQTDMPDTn/4Uzz//PA4fPoxqtQqPx1O3cqDRvEyn04jFYrDZbAgEAg2VKsf4VrQ/5RzLWjocjj3Tv9PT07h58yY8Hg9sNhtsNtuePdWt5tZmyGQyyGQye7reVjgwpaqUegfAQIOv/kR/YxiGoZRq1JP/DMAbhmGsNFAEv28Yhk8p1Yo1pfqPAfz1Ju34NoBvA2goHHYCPmgKpVQqhebmZkxPT+P69etIJpPo6upCZ2cnFhYWkM/nUSwWxdrXB2mlUsHi4qIIcNLChUIBxWIRtVqtIcXsdDpRKBRw5swZyUatVquYm5vD3Nwcent76xRJtVpFNBpFd3d3ncDVKeqtPDi573/xL2ArFoGvfU3uXx+0Pp8PDodDvHdgbbBOTU3tSqmeOnVKXnN5UrFY3NHauXg8jlgsJkUilFK7sp7j8Xgd5e31etHf34/p6ekNAtLtdgvdzv5WSiGRSOD73/8+stksnnrqKXR0dAC4RSMz+9XpdKJcLjdUqmQ7eE4e88477wC4lWlsGAbS6TRWVlbw4YcfYmhoCB/72Mc2vT/9nHzNgiUA0N3dLUt8nnvuOVSrVWQyGfzqV7/CzMwMXC4XHnnkkTpjoZEAv3r1qvTN3NwcgsGgJNGFQiFMTk7C5XIJ1UgBrY/bzbwswzAwMjKCpaUlUTLxeFwUcrlchtPpxPXr10VpBwIBfOUrX9m0X/YLsVgM09PToqTM90A6d6vKQ3o/bqZUeRyf4/z8vBjbIyMjyGQy+Oijj9De3o5qtYqXX355A8XudrtRq9VQLpeRy+Uk9sjjqtXqtrH0SCQi6+yHhobwO7/zOw3bvR1onJZKJbjd7rrxuVvofbTT7PVz584dyDr2A1OqhmE08i4BAEqpoFJq0DCMgFJqEECjmOinAHxWKfXPALQAcCmlMoZhfNcwDN/6NdJKqR8BeBmbKFXDMH4A4AcAcOLEiT17s7TilFJYWlpCuVxGsVjE5OQkSqUS8vk8Wlpa6gZxX18fyuUyFhYWUKlU6gZNrVZDNpuFz+dDPB5HuVyWuB2rNB06dEjOx4evL7ZfXl4W69Vms9UlQI2NjWFubg7VahVPPfUUHn30UfndW+tU7mbLQZgB2t/fj0cuXEA6lQK+9jV4PB6USqW6QXvx4kXYbLZtl5bsFqSGdrJTyo0bN5BIJKQSD61e3stOoMei7XY7XC5Xw6UmHo9ng3Bkv6fTaeTz+bqEIioMeqpbKVV6CzabrU6p6ggGg/jFL36BX/7ylyiXy+jq6kIikdjy3qis9PMynMBr66/5PhKJwOfzoampCbVarS6jtFqtYmlpCdVqFSMjI3LPjz32GI4ePYq2tjYUi0Ukk0lkMhkx9PT+MtaXpOntbHTP7O/Ozk4sLS3JMfpzyOVyokyOHj0Ku92OycnJDQzAQeDq1auSyNjW1rbBEKPAz+fzovzNKJfLyGQyQsGbvwPWDFiOp0KhALfbjaeffhrXr1+X5zE1NYXBwUE8/vjjQvcDa0xQIpFAS0uLlFAFbmWB68bfVsa2fj/VahUXLlzAxz/+cfluN+A1K5UKvF7vvnmqO6Wx8/n8rpiwneJuJSr9FMC31l9/C8A/mA8wDOP3DcMYMQzjMIB/BeCvDcP4rlLKoZTqAQCllBPAbwK4cZCNVUohEAhgYWEB/f39cLvd8Pv9uHTpEubm5pDJZJDL5eqEpWEY8Hg8ogzNnhMTQvTam9VqFYVCAdevX0cgEBBhubi4iLGxMcRiMaHXAMhEDoVCstwjGo1ieXkZ6XRazk+qkAqbsa7NkMvlsLKygqtXryKVSqGw7nl3d3fXrWNsJAS3mxSJRGJb6/CFF17AY489JkpGRzabxbVr1zA2NrbBW2K7lFKoVqtYXl7eNjlEf617dHa7fQNVbhhGw3iNbszoyoPnYtt0gWVuF9dw0nvjMiwzstks/H4/isWi7AqzXRlHPnue10zdmvtBf749PT3wer0b2lsqlbC6uopwOIxsNivjknF+Zr0Hg0FUKhW43W74fD7Mz8+LkggEAvjFL34hFBzXtOq4fPky3n33XQC3FADbrR/LMUXjtVKpSBLWTsDlP+fOndt1Ah7nmR4mWl5eRiKRqOvj+fl5vPXWW1hdXd1wjoWFBYyPj2NmZmaDMTc3N4dKpQK/3y9z99q1a/D5fNInujxhHoB+Hx988AGmp6dFcRUKBTgcDjz++OMAbo1hhqxmZmYatlOfI21tbfD5fLh+/TrGxsZw7ty5umSxlZUVYdWAtdiwfm+cG+VyWRiL3Shmv9+Pv/zLvxSjAsCO47I0AnX2Zb9wt2Kq3wPwt0qpPwSwCOB3AUApdQLAdwzD+KMtfusG8PN1hWoH8A6A/3yQjWUx/Hg8Dr/fD6fTienpacTjcTidThSLRfh8vjrh7na7UalUEAgEYBhrW2o1NTWho6MDra2tYsFTeCulUCwW8eqrr0p8iIovnU7D5XIhl8vVKSQuVYjFYpiZmcFnP/tZzM3NoampSTLpOIkmJyfx85//HO3t7cjn81sqNg5QiRcDIiiB+ngaJ0kqlUJbW9u2VuLp06eluk4j5PN5XLhwQd6bJ4jP55OJOjAwgO7u7g3KwWazYXx8HIFAAG1tbZuuqzVTbrqRkEqlEIvFkM1m0dLSIt+Pjo7W1Uvl9XiOfD6/ga4DgPn5+Q1rnHXo1KEuYBoZLYyZDwwMSFZpPB5HPB5vuBUXr6V7qtFoFHNzczh69GjdM0ulUhsMrkY7LJljgBzzpL1rtRoCgQCSySRaWlpEOXR2dqKtrQ3d3d3w+XxYWVnB0tISlpaWkE6n0dLSIh6x3+/HmTNnkEql8Oyzz8LlciGVSkkREj0eViqVZGnGsWPHsLq6itXVVbzzzjt48sknt93SLpPJCCuSzWZ3JWx5/w6HAz6fT4zsqakplEolBAIB9PT0YHR0FDabDdFoVOqEs68Y5iiVSkgkEujp6ZEwyOnTp2UpUn9/v4yvq1evYnBwUJbDkE7lvVYqFWSzWcn/ANaUZyKRQKlUwvDwcF2hE2BtfjKPoFqtYmhoSDxRtpXjk8ZrqVQS42l2dlaWnDE5c3R0FH6/Hx999BGOHj2Kp556SvqN7eTY5Oc7yf1YXl7GwsICqtWqPC+Xy7XBKMpkMrh8+bKEb15++WWRf16vd9vr7BZ3RakahhEF8KUGn18EsEGhGobxQwA/XH+dBfDSQbRreXkZN26sOb3Hjx+Hw+FANpuVwUMaa35+HlevXpVMYMYpmUjEhKWrV6/i7NmzGBkZkWSSWCyGUCiE8fFx5HI5iW3VajXMzMwgk8kgn89jcHBQLE8OgGq1ivHxcTQ3N6O3txfVahWXLl3CysoKXC5X3aDU6WoAMviAWwkPhM/ng9vthsvlkoQGM1ZXV/H444/XeTK12lq5OafTiVOnTuEb3/hGnVIyJz1wsJfLZUxMTKBWq23Yg7NQKGygyXXo79kvjTzVSqVSd2w2m4XH46mjAht5qj6fD7FYDDdu3MDKygoGBgbwsY99rM5CZzyQ4D0y87u9vR21Wg3d3d0i4ILBILq6ujA4OIhIJLIl/at7lGblxT+XyyX9W6vV8Ktf/QoANihVvZ26R01vsVAoYHx8HPPz8xgdHcXExAQCgUBd/kEjpWo2HJi0QiwtLWFxd1FXwAAAIABJREFUcVHYl3Q6LQYFi4+wDCOVPCljYM37O3nyJG7evIlMJoPDhw/D7XZjcnISmUwGJ0+eRDgcRldXF4aHh1EsFiU7v1AoyLUYy95Mqc7Ozop3RiNjtzQms/Tb2toQjUbhcrnQ29uLq1evSkELxumbm5vrdrkCUJcnEQ6HcfbsWTQ3N2NgYKBuGV4sFkNfX19dqUdmotNz5bwvl8uy+cexY8fqlOrU1BSCwSDcbjfcbjc++clP1o0NYI39OHPmDKampnDs2DHxfvk9x2g0GsXZs2fh8/mQz+dx7do1vPjii3UU8s9+9jO5/szMjNDzPBfZBd043YlS1T1d9qnL5ZIxFA6Hce7cOTzxxBNIJBJob29HOBxGIpGQUJu+p/B+waqopCGZTMqgTKVSmJmZAbD28MLhsBSgXl1dFcuRD6darSKfzyOTyUgRdafTiXg8LhObRauz2Syy2awINk4SDpJkMgmv14u5uTlks1mMjY2hWCzKBI3H47LtUmtrK6LRKEZGRuroUCpWrpHjPRSLRZRKJfT39+Ott97Cpz71KdkDtrm5GdlsFuPj46I4csPDkghE+oaCfnZ2FpFIBE888QT6+voArAmxXC6HyclJvPHGG2hubsYXvvAFAGu08urqKpqamjA7Owtg48bWtVqtLmFHF3AUIlS6MzMzGBwcbOipMmZdKpVw+PBhvPvuu+jr68MnPvGJumsRVFbpdBperxeJRALFYlESKPL5PEKhEM6ePStWL71tM/2bTqdx5swZ9PX14TOf+Yz0y8DAANrb20XJ6B6EWanyfI0Uv84UmONQxWIRsVgM/f39dd/pBg7HbUdHhywRCofD+NSnPgW/378hacpms6FYLCIajaK9vR0Oh0OyhSmYc7kcFhcXMT4+jqeffhrpdFrGCql4nc3IZDL48MMPEQwG8eKLL2J2drYunnvx4kVMTEwgm80imUxKBSZgzRCIx+MoFAqIRCJIJpNiSLHN+XxeqppNTEygUqmgv79/QwxtYmICiUQCmUwG8Xi8jsY1j0t6xk1NTWJAMH/BMAy0trbCbrdjaGhIjJ7Ozk5kMhnMz89LSMOMRCJRFydmrJneXbFYFA/M3Lbl5WXZUpJ95fP55BwMk/B3/DyTycBms2FhYQHHjx/foFRdLpd4wOVyWZSq2ZjkkimyJ9euXcN7772H48ePY2pqCuVyGV//+telsANzDrjpCMe+7qmajfHNQPnJeDTbzTHE0q10Eo4fP473339fDHrmQOw3LKWqgQWmzZ4c6d9cLifJRRxs9BqAWx6gvhC9UCjIpKnVamhubkYymUQ+n0etdqt6DeO2DocDmUwGfr8fmUwGS0tLaGpqQqVSwdGjR0VB+nw+tLa2oq+vTwZ2sVhEoVCoi9Oy3uxzzz0nS3pSqRQ6OjpQLpfrLLVyuSyJDLy3sX/+zxEKheBct/AcDgfOnj2LqakpnDx5UgQk199RGRuGgXPnzuGpp55CqVQSC5LF1V988UUAaxMol8shGo2io6OjTqnQKyTeeecd8SbYT6TXeW39dwsLC+js7ESpVILH49mwi4Y5dqV7glTcmUwGDocD6XQa0WgUb775Jnw+Hw4dOlT3W/3eR0ZGJKNYN3SUUvjoo4/w/vvv4/z582hra0OhUEA+n0dnZycCgQBu3ry5qVLVz0ca1+xFXr16Fa+99hqee+45/MZv/EZdSUoKzvHxcSwtLaFUKuGFF17AkSNHcObMGSkZGAgEcPToUeTzeVy/fh0TExPI5XI4ceIEXnzxRTz33HMijJ5//nm0tbXh/PnzWF5extTUFL7xjW8gGAwilUqhXC6jvb0dxWJRdtshGzA/Py8KXB+zwJpx4HQ68dRTT8Hv9+PXfu3XRNBSmA4ODmJxcRHNzc2yZpPPjjFDv9+P6elpWXd8+PBhlMtlodorlQpu3rxZp1RmZ2dlDTC9tGvXrknd5t7eXnzyk5+sGzfZbBYzMzNwOBx1Gc1MDurp6YHf70c0Gt2Souf4q1aryGazmJubk7g2cyN43Wq1ihs3biCfz2N0dBRerxd2ux2hUAg+nw9XrlwRpqulpUUMao6jVCqFsbEx+P1+fPGLX6ybQ7wPPcSjj2PgFkMTDAYlE7m7uxvFYhGRSATlchlutxvDw8Po6upCV1cXzp8/X1dohM/TTP/uBGxrLBbDlStXMDQ0JIleurfL47xeLx599FGcOXMG09PTOHz4cN2qhf2CpVQ1UEjp9GO5XEY4HEapVJKYQSgUQrlcrktM4vcsnO9wOJBIJGC329eSfQoFnD17Fp2dnVKNiIObv5uensbw8LB4Y9lsFm63G8vLy3jkkUdgt9uRTCZRLpfR0dEBt9uNhYUFFItFVKtVfPjhh1haWsLhw4fR09MjEycWi2Fubg5KKbS3t2N1dVXaHQwGsbq6ioGBAVH6FG5cssNMQ1rr1WoVly9fRjqdFgE2MTGBTCYjv2VCDbBGTZ04cQLhcLhuUgJr1A8TvniPVBTmpJ+lpSUUCgXY7XZ87nOfw89//nOhyIGNSpVLmjKZDNra2jZQSqzbzLis2Qq32WxIp9OyRIOKIZ1OyzVJeR05ckSMpLfffhtNTU3o7OxEIpGAy+USQ4nbBTK+FolE4Ha78dJLL2FychK5XE4E2mb0L/uQ7/WawLTYz507h6amJnzta1+T3yqlMD4+juvXr+P69euyP3BnZyfm5+dx7tw5KKUwOzuL/v5+WdLk9XqRTCbFaGPf9fX1ycYRxWIRCwsLaG1txZkzZ7CysiJzgnE3eicrKyvI5XIyB+gV60q1VqshFoshHA4jFArhypUruHLlirBHR44cWWNScjn09/ejXC4jmUzC5XKJ0I5EImIYUckCa9nvTqcTSimcOXMGExMTUhSjVqshFAoJnTw0NCTXYXa/3t+6QTcyMoKJiYk6WpIevVJKjMtGSYI6+8D10f39/UgkEuLZMfu8t7cXTU1NKBQKwizEYjEsLCxIwhjripdKJZTLZQwNDdWtsXY6nXA6nXC5XPLsBwcHpR3M9diJUp2enkYwGMShQ4fQ1dUFYE0ess/j8biEl/id3ndMVLp+/TpmZmbw+c9/ftvlfsCtEER/fz96e3vx9NNPS9uuX7++odKTzWbDc889h7//+7/H9PQ0urq66mLb+wVLqWrQaQgmVtRqNaleQ0HN6keEHp/ioNUVE98nk0lks1kUCgUZWFxITdq0p6dHJgQLIpBSZPwyEAggHo/L9ksc/FwjePHiRfEkdKtQnyBs15tvvoloNIrf+73fQ7ValUzPSqWCZDKJ3/j7v0e1WsW5f/pPRfDR8ybdlU6nEYlE4Pf70dvbi0KhgCtXriAWi6FUKmFoaAhKKfz4xz/GjRs36mrnMsGC59YtVlripM9ZBehjH/sYXC6X0E9m+pcxbU5iKhqzUg0Gg/D7/SgUCjh+/LjEvoC1JKhoNIpsNguHw4FYLAa/3490Oo1EIiH3VigU0NLSApfLhWAwKMUeSHdGIhF0dXVJ3Dqfz6OpqQmf+cxnMDk5KWtEn3/+eaFJlVKylrMRRU3UajWcPn0akUgENpsNbre7rnRhtVrFu+++i4sXL4qRxrGdz+eRSqUQCATQ2tqKcrksAjgej2NxcRGxWAy1Wg1PPfWUKEdS1Dw+FArV1SXm+kc9fq8vwaDSIqXMOtlmpVqpVKT/4vE4lpaWcPz4cTQ3NyMSiYhhSMGez+cRDAbh8XjqjKtarYZ33323zuucmprC5OQkWltbsbS0hEwmA6/XW9eO6elp5HI5HDlyBMFgELlcDiMjI5iamkI+n0dPTw8GBgaECTAMA9FoFIuLi+jv78fVq1fx4YcfSnxRz+bWa/SWy2X4/X4sLS3JPGbCFSuK6XO2tbUVR44cQSgUkrBQMplEMpmU5+X1etHT04NkMgmHwwGv1wufz4eBgQHJhrbZbGhubkZrayumpqYwNzcnCWUA6gw7cwiC7WwU9+Sx2WxW2JDOzk709/fLsj7KPh6bTqdRqVSEyg8EAnX1k83nn5ubw2OPPSZGxsjIiCwjYvgqFAqhv79fysFSTgJrcd1oNIpcLncg1bcspaqBcQHGH6PRKBKJhMSHyNdTCQD1awAdDkddMXKbzSZBeHq1ZuupXC5Lcg6wtjyGNYFzuZxU46EyBm7VoSWNVSqVMD09LVZXKBRCMplEb2+vWOeLi4viSfIctG6dTicWFxfR1taGnp4eGeTpdBo90Shq695QrVbDysoKVldXRSCSQqtWq5ifn8fs7CxisRjy+bxUR4pGo+KdRKPROku/Wq3C5/NhZmYGfX19Qp0ZhgG73Y65uTm8/fbbdfQyJ5vL5cLq6ioWFhZw6NAhubepqSmcP39eMh+npqawtLQk1+YzJl1bKpXqvAeHw4FIJLJGezudSCQSsnyEy1cWFhZw5swZjIyMoFqtSjwegNBfhUIBTU1NUp6vpaUF0Wi0brmOOaYzPDyMvr4+NDc34/Lly5ibm5MkF50ipTdP731ubg5HjhyRJT9OpxOVSgWZTAatra1wOBxIJpOyvIVeHSsScflHOBwW75esC89TLBbF4yKy2aysv4xEInA4HBgYGBAFUiwWYbPZxJOcnp5GX19f3YYTzDZNJBKYmJgQI5PPorm5GcePH8dnPvMZ/N3f/R1CoZAsM6H3S6OROxRNTk7C7/cjFotJfLNSqWBhYQHJZBIrKytwOBzyXa22thSFhjATDxm/vXLlCpaWljA5OYmenh5hIU6cOFEXS+czWVlZQTgcxsDAgNDLXV1dmJmZwfj4ODweD8bGxoTtmZycxNNPP10nizjvE4kEWltb6xLkpqamkEgkxIgJhUKSXU6ZE4/HYbfbMT8/D5vNho6Ojrra1lx+Qgq8t7dXDANmH1PGEXrCHuWbnoUdCARw9uxZvPjiixI2IRuWzWaRSqWwsLCAT3/605ibm6tjgTgnT58+LYauGQsLC1IbgHLKbreL89Dc3IyRkRHJ5A4EAggEAsjlcnjhhRcArMVaGU+1lOoBg5M8m83ijTfewPnz5+FyuRAIBJDNZuU787o04Ba9Y862NMc5zbEDWvX8nFQaY21MFkgmk5idnYXD4UA+n5eEJZvNJh6qLozC4TCWlpYwMDCARx99FIuLi5KlCKwp1WvXrklCzttvv41nnnkG+XweY2NjMmFoNExPT4t3U6vVMDg4KLtCcDJMTk6iXC6LAaCUQk9PjwhmJoToVZJKpZKUb8vn83VZzE6nE36/H6+88grm5uYwOTlZZ7k7nU58+OGHiEQiGBwclGQxZlQrtVbpKJlMoqenB4ODgxgdHUVTUxMmJydx6tQpWQ7FHUQKhQImJyclKWxqagpjY2OS3OF0OqXYBxNEfD6fGGEdHR0S92bMm0bYiRMnZElWIpGA3++XRB8u++HvqtUqzp8/L0kwzz33HL761a/CMNYqeoVCISwsLEjMF4AkP+kJTTabDT09PWhra8Pi4iKCwaAI3JaWFonBUfEzezYYDCKZTEpdVr/fjxs3buC5556D3+8Xz+jSpUvi4TFmR2pXrxBWq60tZ0gkEujo6JDMehoBXF4Wj8fx+uuvY3x8HKlUCna7Xbx2xuPi8bgoVPPuSdww+9q1a0in0zJeOQ55HJdxUFHVajX09fVJqGZsbAzAGo340UcfIZFI4LHHHsPY2BiOHDmCnp4erKys4Pnnn5f+np+fh9/vF0NJZxzC4TDsdrus/VxeXpb63/TaWWHN6XQik8ng6tWrmJmZgdPprEvsKZVKEgaiAUCHgPKElZboJTNsw2U6TLbUvWbOBe7/zGV+jUowch4y1KWUEqOdS5kCgQBqtbXM7vn5eZw6dQqHDh3CwsICIpEImpub4fV65fx6yIO0v9frrcsL4Pfvv/++ePgejwfd3d04fvy4hId0j5r5IclkUmRmqVTClStXdlQ7e7ewlKoGKjeWHWOtTL2EoHkNFB+eXp6MD1PPjDNfg+DSDwql1dVVSYgCbpVoU0ohFAqJV6yUwvz8vGQF0gJMpVLweDyIxWIyQR9//HFZP6dvms3N1LkUoL29HUeOHJEsZpZGdKwnsDCzubu7W6ilYrEoFvPNmzcxODgoCUSMSS4sLABYU/SVSgXT09P40pe+BKUUcrmcJJkUCoW6Lcko7Fg0IRaLibcBrGVhZjIZLC8vw+/3Y3R0VIrgj46OolpdK9XY2tqKeDwOpRSGh4fR29uLubk5yRokxd/e3i4UKTOds9mseNkUfIlEQhLE+Nz47Bj7ImXNsUPPn/QvhSKwlu3NBK5CoYD5+Xl89rOfxdmzZ4VBiEajOH/+PBYXF+Hz+VAsFvHGG29I7IgG3MrKCtxutygRu92OSCSCRCIhQp7LvoC1pVIsUkJjjv3t9XpFgDscDiwsLOCDDz5AIBDA9PR0XRZ8f3+/nJtjgkvQuKSFxojX60VfX5+sl15dXUU8Hkc2m5UxzOc6MDAAm80mlYKYQcq5lUgk0NTUJEtv+vv7JbbJ55XP52Xcf+UrX6mjjTmnmVk+NzeHlZUVWQt75coVzM7OorW1VTLNg8Eg7Ha7GL6M/XIdeXt7u/TdysoKAoGAtJd5ESwWY7fbEQgEEAwG0draKqEfetkMY5ClYr4CC5vQwADWChlwTNI44r0x7ur3+xGJRISRoFIul8vCHjAWms1mcfPmTZw+fVpKEWYyGcRiMfT09AidT/nW3NyMYDAoCpcGntfrlaS1J598Ejdv3pTnFggEsLS0hOHh4bpnUiqV8OGHH27YtEPPOO7u7pYa06VSCa+//rqwfJFIBKOjo3I+3iuZk0KhIHN7v2EpVQ21Wk0SHQzDEDqI1o4eC9DpX9ItPF4/hkrXnHxDxUulodMg+jko5HW6kruYcMIAtyr2MGbF2K+eWEOakpRgLBYTipmDv6WlBclkUiZzpVqFXVs+QEUxPj4uiQ30jukV6BONFFMkEkGxWJTNvz/66CPYbDaEQqG6uqO6AcI+43MhtUW6dnV1Ff39/ZiZmcHk5CT6+vpE+Y+Pj8s+tUwMC4VCEvd1u91CQ1Mw6pWDSqWSsAJ+vx+VSgW5XA4TExMolUpobW0VYRaJROQcpFXJLpCGKpVKuHjxogh+LhFpb28XL5nxIhovTIziuX7605+KV18oFPCzn/1MlpM0NTWJ58fkOpvNhpdeegk3b96UMcOlDSywn0qlJAlpampKYswej0eeF0MMCwsL8Hq98Pv9qNVq8mwLhULdcq3Z2VlhdDg29HaRWs1mszh06BBmZmaQy+WQSqXgcrlkSUgsFpNnHgqFMDg4CKfTKRmejKMWCgXMzMzA6/XC5XLB6/XWUblUfvo8sNlsiMfjYhBRQafTaVF4xWIRY2NjWF1dxZEjR+ByudDc3CxC2efz4U//9E9x7do1Gav5fF4UVaFQwHvvvYdAIACv1yvsQCgUkipASikJFbDICPudzBDDSvF4HAsLC/jmN7+Jvr4+LC8vi/FrGAa6urqETuaz0J0ALrnJZDLiFbKATTqdFvlChoVyUA9RMJRy6NAhMe51wz+RSCCbzeLYsWNi0Pl8PknQu3jxolSC6u7uloz8YrEooRIaLcTCwgKUUpLcR0OPhitZwr/6q79CsVhER0cH2tvbpSBFIBBApVLBj370I9y4cQPT09MoFApSf32/YSlVDbRgmaBC3p6WU6N1Yvpv9WxgTlxd+Tb6r1PDtH4Jerv0gjlw9b1N9VrDKysrEiul15DP5+tqBFMJ0xtm7FJX4EQ+n8e014uuri4RGnpCgdvtFkVKj6KtrU2Ed7VaRU9Pj1SBaWtrE6HX19eHQCAga8m4FjQWi4mnwM9WV1fxs5/9rG7ZA8sycrKyhGOxWMQHH3wg8dxKpSI0J3ArSYSeE+lJXcF2dXXJpAXWaFXGrmhU9PT0iHe+uLiI9vb2usQxehfJZBIdHR1obm6W69RqNVy4cAHJZBJHjx4VA0k3RjjeqFi5F2p3d7fEwHnvbrdbqO/W1lYUi0WEw2H4fD4UCgXEYjHZDo/rWMmE1Go1hMNhoXPz+bwUKqlWb1VJopLkOmPGiDnG2VbWmOX9k1kpFAp1azAzmYx4XH6/X2K6LpcLHo9Hqv2Q7p6fn8exY8ckmYrrhvkMq9WqhBUmJyfrEm3K5bLETumtcas10qSGYWB2dlYStCiw5+bmZFcqbkBOD2d8fFyyi1kvmobAE088gdbWVpm/TqcT7e3taG1txezsLLq7u4We5jhfWFjA8vJynSFH44iFMUKhkOwXSiOdMUXmNnDnGN4/t5Lr7OyE0+nE8vIyisWijNWenh7ZUahWW1sBwN+yjdwNifFTeoPd3d1YXV2tCxWxHZRXnEt8JtVqFcFgEBcuXBCDkjF3n88nBSvIdF25cgUvvvgiTpw4gWw2i3Q6LXHRcDiMF154QeY472dwcFBixbo8bGpqkjrpbOd+w1KqGugxcvuoZDIpdJY5htrot+bF9vzNVr/TlTAte9J0/Fy3Nh0OR906O11Jc3Jms1mxXjOZjNCArDTjcDhkmzl6fS6XC2NjY2hqapK4LgD86SOP4NOf/jSM9WUJHIROpxMDAwMi3PXMV8Zx8vm8VMyZn5+X6zudTlmmpBsUjNUxTkwrmSUiu7q6JMajbwafTqdRKBQkeYNxKlrgbrdbqOKzZ8/C6/Vifn4e4+PjSCQSEk/0eDwwDAPDw8OSUARAPBcm3LCvmYAVj8fF0qdyaW1tlUIfjDu5XC5ks1mEQiGJb3d2duLxxx8Xi5usSKVSQTwer4tXMcvT4XAgFApJooXH45FlL7lcTu6dyUlUHBRYXGISDAbFEKQA1+nUVCoFt9st5QObm5vlGQ4ODqKlpQVnzpyR+D6ZF45H3UBoa2tDa2urlPVkVjuNM/6GHhaVLhXo6dOn8eyzzyIUComRQy92fn5eKmYBqEtAYX9SqQaDQVGaLKrAJCOu36VCIh1qt9vh8XhE4ZLC5mby9Cxp3FBBMV7NQhvcoYf3SSbJ6XTCbrdLYQQyNlRmVAA0VCcnJ6WCkG5s0/Ch7KABzmexvLyM1tZWeYZkNzgGWGuc7ZudncXc3Bx+8YtfYGVlBcPDw1JI48KFCzJOKafIyum5JUzgbGpqEtlAapmVrAYHB3Hu3DkAa8q1r68Pjz32mBiEgUAAnZ2dcLvdOHnypBjcejEYLpnzeDyIx+NSwpPVqHp7e/GJT3wCTU1NmJiYEPblgSlTeK+BnR8KhSQmRoXItPedWDTmzYl16LTmZtCTLjY7nhOL7TEX8eck0gd7W1ubxCPpzdBDozCloBodHa2jpqkMKIiYwMNzU+lNTU2JddrV1SUWaTqdxsTEhGQg8phIJIK2tja0t7fLZKa35nK5cPjwYbz99tsolUpSrKKzs1PiTPF4HOfPn5fJVSgUcOnSJUnEcLvdorTdbrco4lOnTsFms+H9999HMBgUo8lut6OlpQWlUknayXtmLFv3dhl3XVlZQSaTkeUIpA15zVwuJ3QblwHwmTFRrVar4fLly7J0J5PJiKfJ58w4Jyt1ORwO+Tt06JAoKSoKp9OJrq4u8cZcLhcWFhaE4iwWiwgGg5IhPjIygqNHj2JiYgL9/f2y3IDLfOiJJRIJTE5O4pFHHpE1te3t7RJSoOK02+1SJIUKgvQslbpSCs3NzRgaGpJ4e7lclvgvvXAq30uXLgk1To9Kn6NMepmcnJQxSPaJMedgMIhIJCJKFYAoNhqZOgPEuZZIJHDmzBmEw2GMjIzIPq25XE5yClpbW0Wx08gmPc59ZXO5nDBgjCMzaQqAjD+PxyPLhwCI8uNeqCsrK8Ki8Y/9ms/nhf3QZREz7dkndALMioWGApmK7u5uZLNZMVaDwSB6enok/4NjlHQ18xVYeYqsWCaTQUdHB5xOJ9ra2tDZ2SmbBLS1taGjo0Oo+xs3bgidPjw8jOeffx7PPPMMfvSjH4n3Tk9zYWEBly5dkrABDZ7l5WUJeTU3N0tdaiadkkXYb1hKFcCFCxdkfROpUD0BZScKcb+xmRKnkDInPAG3Jh6pGHqntORJ73BNI4URJ3GhUMDg4KAoBMMw8G9mZ9GXSuF/PXwYSq1VfQqHwyJgeV4WbeBEpWJmAXQWwuCyJK7JJQUNQJQpyyayDRQUKysr8Pv9ePPNN3HixAkAwM2bNyXxhhOXlVy44Nzj8YgH6fV6cfHiRaRSKUkMoTdPJUrvnVWvwuFw3c4ftdramuPl5WUxuKi8qfi4zKRarco98z5u3rwpNFQmk8F7772HWCyGwcHBuuxQXYEw65gUF700Kh1663wOiUQC4XAYfX196OjogGGsVbjivVGpMRmvpaUFCwsLsgaajADjbk1NTeKRtbS0YGBgAFNTUzAMQwopdHd3S9ITqV+OA+BWNizpYI/HIzQ8xyKVA71njsVSqYS5uTmJAXd2dsr6Wp6bz5nGDecRaURSsHzGAMQAUEqhs7NTjEsqk5s3bwprMDU1hXQ6Db/fj5s3bwqDkkgkJD6t5zow050xQPYh460AxPMlaMikUimEw2FhrhjT9/v9OHv2rCSCcVwzWY3GARUiFQ+NaOYcsDylLutYBc4wDMm+NQwDTzzxhHjsTKbTq7jRAE8mk+Jdtra2SlY9s765LR6NQTJpzPrXx1epVJKxbbfbxUjjNUhDe71eZLNZRCIRaVNTUxPa2tokQ5xjkP1CZ4Jr3fcbllIFZBmIx+NBLpeTdU3MmjsI3n2v4MDga309bCi0ti2t7rlSyZkzkXXjgRRbKpXCD3/4QxEKdrsdfbUa2tJp8cYo8Gjlkypj4g8TpEhjRaPROo9CX2RvGAbGxsZQqVTEawyHwxIbpkfFXTAOHTokXsVrr70mdV3D4bAoKX3BOt8zEadcLuPatWtCh5dKazub6Ilobrdbipjr6xWpIJnJy5gXwaUtXD5ED5R9xEQZKhAaRtVqVYrXk65jHIveKTetZ0YyE3a4xGt2dla8Zz3ePjPUwrtDAAAgAElEQVQzI8KDRRTo2evLPXgMd/qgkGUhBRo2bIdSCr29vTh16hTS6bQk77S3t0ssdmVlpW49t9frFQ+Ixp3D4YDH40EikRDlAUD6neOUyx4oeNm/jOWxbclkEgMDA3XXoefJe4pGo5KVTGHLOLIuZPXlYxxHsVhMxsGlS5fqjAE9kZDjnklLjE2yP5nkxJrLnA9UHrxvfd9ZtpVGrMvlqisez9i73W6XYhx8Frx/Jj/R+GPmMMf/9PQ02tvbkcvl6gxxJlHR46ORQqOXfbK6uipLoDgeW1tbcePGDXlu8/PzSCaTsNvtEtKgPOvu7kYwGMTMzAzS6TTa29ulnOprr72GpaUlKbzBpVhkkrhPcaVSkQ1GeO5sNovFxUW89dZb4iRx7tFY3k9YShVr3gd3q+ju7hY6crs46r0APXlKXypB0NNgUovH46lLOqLg5+Rk9RhOGGNdSZG2Y5/oiVtMMuB5WOOVE5slDnlsrbZWjUkXXHotX9KnXq8XmUxGKLH+/n40NTUhEonggw8+wDPPPCNClZOPE5yWKgUNhVkkEpH4DpUiPXcyE36/X4wAXVHrpdv0GBKFlp40Rg+B1+daRPYZv2dFHDIF/APWjD3urMOi9VRUTPCgImUyCqlr9jMTvXTlrBuJLKxOYct7ZBySmwvoVGoikcB/+A//QcYQAKkAxgQoevk0wOiN0VPWE/v0dZ38z/HCcAy9MioMfs/fU7GRcmeWK6uQ8XPWryZNzzwKALIkhgqd9WupaLkcg+vJAci8YgIV+1inRTleGN9XSqGvrw/z8/NivLIvqUBZq1c3ANgvoVAIHo9HjH62iQlyTqdTFDqPYbY3E8ZIjVLR09NeXFyUJWnJZFLW/b7wwgt45JFHMDw8jGvXriGTyUjIgca73qecG3pVOCpSjld9aRTj7tzLmeOfJSO9Xq84DVSqbW1tmJubk3wNFunhUqJarSYeucfjka3i9D2udcN4v2ApVUDW1ZFnB27tdnCvKVZdaVI4656p3lYqEuDWRsoANiQ5UDiZt3fi6+J6YgOTUThwdYqN9YFJR+kxXSpOnSa6cuUKXnrpJbjdbnR1dUlpNlb9YaYwBQY9M9I8+XxeyiUyMYderJmWYto8J7qucEk90ePn9XSBSIHJsoz6InUKCwpfc7UmVp6iQKGApRGTyWSkIDwFFfdkpZCy2WyisIrFohR2p9HC69E4oXFBoaivKWb/6JmxhmFgdXUVV69eFW+Dz6ujo6POWOPvxsbG5DgqOVL85jnD56cXK6BHz/4wMzD8jsqJtCIFJkMb9LQ5d5nINDw8LAqFY58UKJ+XXoOWWf86dUwjkqX+mODDedLT0yNLlKjUOO5oZOogDczxG41GZemWPs6YpUyKU1dcAITqZz9xDOg5C3osngYfE8KYW0EallQxx00sFsOhQ4dkjjP2a7fb0dTUJB4lFVmlUhFqm31sGIZkF5PJYt4Bw0C8dz5DZlknEglJLuRSLRqlrJjF5DGuNef4p5FBL5sMEulx/blwJcN+46FXqhyAhUIBqVQKPT09ADbWyr1XoCdDAdsnQOlZxUB93VH9tzoNyHgdAJQrFRjrC6WZvMLEG5/Pd8ujNW5tucUqTcDG/UcpzFiyrKWlRTaqZnyFWZd6O+lB0hOoVCq4ceOGLGFgokt7e7vQZBRCVK6lUkn2MrXZbCKwKVx1xdGoj+m9MTTAe+L39Oh19kBXIrqHC0Duk4kzpARptBAej0eyYUktsnylDrabCoBrTOmJsh94fZ6Pz4jZqXo8lB4nFRfbRsHGTG2zIUTQUOnu7obb7cbi4qJkdlPxc3ya5xrHGlmFcDgs2Z4scML4GJU7z8tC80xC05N5aDjREKIypDKgcOZ73rMuE0hh0tCh8tCNVL0aEfuZbEMoFKpbTkdPluMqk8mIp83nSs+KMWk+DxpSZAk4BvX8BjJUAGQ9KEMNrO7EccK9l3kf3NCeCYuzs7Nybj1GTEXJjF96x0w+omFJpc5Et2w2i0AgILQtFSyfEUMhnKvpdFpi82SYqDQpw/hadxy4oYc+r/XqbvuFu6JUlVJdAF4FcBjAAoDfNQxjwypcpVQVwPX1t0uGYXxz/fNHAfwYQDeAjwD8Y8MwNm79sAPodKZSShbrc5LcT9CTQghas3zdqN4l+4DekU5PnrXbYavdWhLDZQOGYWxQnvwtv2d79HZxKUQqlcLU1BS6urqQSCSQSCTEUqeQ7ezsFM8omUxiZmZGJlCtdmu/VJfLJUtYaF1XKhX09PTIpGcCET1pAHWGBhUc6UBdOOpKVX+v9zkFlvkZUNi73W6xmHkc187R0NDpPF6ffUp6jZ6AvpyBx1LgNDc3S8IQn7lOyeltI5jYxVgehRTvS88tIIujU4rMsqRXoRscNEboLeu0OWPXm4EVt6icGKtjUhJDC9VqVWg9sxGnj0k9VKLTqjQqAdQpDODWMjbdC6QRrn+mK1YuHTIzR7wGE6B4nWq1WrfESd9Im/dhHpvsNxoNfDbcR1Y3Fh0Oh1Ch9JQ5JrgjDJUivUHmMyQSCYyNjQnjwYQmet6k3snI6LS8bmCRwaKBTiOU4/7GjRt1u3ix//X+1e9HlxW8pt4W/pYy4ObNm2KUEw+MUgXwXQC/NAzje0qp766//+MGx+UNw3ihwef/DsCfG4bxY6XU/wXgDwH8x700xJzUwszIaDR6IHz7QcKswPgZ7w+4tRa30W852YBb/fJdpeB2OuFet7C50J2ZeaQ8SeMAqFMK5vawj9PpdF1hdXNSGBWpngHMreT0LFJ6gpxkbBM9Bb1Eof45JygFvG4I6NS1DgqpRn2uZ1+aQaHPMoj8zKwU9XierpT061Jo6WNT71/ds+e96dS/fi7+jsp7fn6+ThAyo1r/DeOHBL0HKnuuVea44HlI1+peMHBr+zC9CIPeLnqMHBv8rlKp1MUzzUrT5XLVKQ79PvVxxjik7o0zvk1qlbFlPSPaZrPJul3dQyWYWauPf/17nXHSw0z6c+drjknd6+L3euEHKlfOC/6W/ciYL1/rhhvpVJYT1I1TxoGZZMhxyrwKMgL0UulR6/F2nVZnP+vhB338UwZxORjvgWEb4FalNnrtuuHE+Ubjm32vM3b6eN5v3C2l+lsAfn399SsATqKxUt0AtTYbvwjgf9B+/29wG0qVk5yDgRPnfkQjT5XQ76kRrU3aVBc6/B0nEBUQ43mk+/Q+2+o6HPhcHsBkEPY7cEuImGPaupWZSCTEUyCVxD0mgbV4GEvjUejqlr9OiepJINs99836jffd6PfsP33phK4YlVISz2Pb+DnpLbOBoit+fkYvl0qV5+JyHLOQ171WKi/9GVJA6veoJ3fo8XMaSwDEA+fxDCmwBCLbyD+v1ytFK3SjSr82hSQVNetTc5yYnwOftW7gUeDqMV49w5a/1YucsC/1LRZJTbL4fqM5pntZjcB7MzMhjZQqn4+uIMxGl+658VlzzFB5kVlifgL7iFnSZJto0Op5AdzakJWyqEh5H3ym5rnAfqRxpjMmehvYRl0ZMxTEZ0wDxm631xk5+jV5v3p4hmOyEXQvf79wt5Rqv2EYgfXXqwA2237do5S6CKAC4HuGYfw3rFG+CcMwaGKsABjaa0P48DkBdWH+IGEz5WqGrngA4NVqFTbDwH+/nkxBQaxPQvaZ7g1vBQq6XC5Xt6RFb6vZ0tYnW7ValaQptjkYDIpVS2GvJy+w3bSIWUkHQB2lthV0y9cMPTbZCPTkzJ9tdqz+Wvd0zMrVzEpUKhVJ4CKo5KgkdeHMfmEsSj9npVKRdY+6Aia7YL5fXYjrBoJhGLIeU/e4KCj1JVbmcapvEUc2ieOFCsDsKepeic5c8DmRraEgp+FBAa73OdtPBkKXDVRg/I1OdZqVYqNnbA7DmO+9UfiEn+u/1e+bYRH9PZ8l4/V6X5llnc5o6B4ujVcqLJ3h4zpl9pXudfMzPgOdIWrUJzyWDAKNShovvOajjz4qFdioWPXSlHomtX6f5vl5X61TVUq9A6DRtup/or8xDMNQSm02+kYNw/AppY4AeFcpdR3AxrS6rdvxbQDfBiDrAXXwQVarVSn2zXjCdkL2fsJO70WfiMCaBQMTVakrvLWvb3k3jRJOzNCXqnCCbtUec7KTfg6CWZ1UqqT0aKHqSlSPbfHcOzGiduLF6glGZujKfScwPwv9863aqPcLlQa9yc1YBCoq3YvQhRNwaw9OXSHpAl2PB+seYiaTkaQf/Xp8VjptbxZ6hmHU0Zpsl05hmgWjWagDqFOs+jE0HPTPzdAVku490xvVj9sOmxlEjaCzKGbjhffE91xnqyfR6cpT90L5nvfL8ACzjWu1mniJ/D2NaH3u8Dx6QhSfIZUul2qZPXDz89GZBPN7PUmJCXVHjx6Fy+XCzMyMLIFkPoA58Y3n0RMg2X/3lVI1DOPLm32nlAoqpQYNwwgopQYBhDY5h2/9/02l1EkALwL4CYAOpZRj3VsdBuDboh0/APADADhx4sSGUcwBwHgPBc923taDis0s7EbUbqPjd+rhM26zmRLWLXL9WTSizXTowoJCnrSYfh0mNOzEQyXMXoMOCpOtxo3ZEGB7t7r+XmI+5vPpVKT5O93QaCS4mY1Jg4Cxtq3GCT0b3dtiFS6zR6nThPSUzfdP2lw3DLZ7bvxOT2TSxwvj8lQqutGlH0PjjwYGBTGVujlu1+gZmCn33RjrZq/UfI+6x6+3wzw39OWCbDeP5RgzGx1kOBopPP28uiLV478AZB0u+1cvSMH709usn1u/L92IyefzmJmZgWEYEsIB6su8NjJcaJjphsVByPn9V9M7w08BfGv99bcA/IP5AKVUp1LKvf66B8CvARg31nrpPQC/s9Xvdwr9QSqlZLeDh1Wp7mbCN5q8u1FQ+oTY6fn1CWEWNroVTUFaKpXqdqExn1+P0+203Y2wU2PifgkrUNnpMUM9W3orj9sc/yP1bV66xO95jc0SwXQlrodrtqIS9bY0Gkd87hTcZk+aYAIeqWt6bDptbj5vo3vY6vutQGXeCLr3pycLNboPffmOmXrerM2NZKC5Hxu1zWw4FotFybw3x78b0dj6+80MwfHxcUxMTAjVzbbpRkCje9Jh9rr3C3dLqX4PwH+nlJoB8OX191BKnVBK/d/rxzwN4KJS6irWlOj3DMMYX//ujwH8S6XULNYYyr/ca0P0SQpAikTvRrlY2Bv2qmAaWcyE/hmTgxoJVf34u/ms7/VxthkjsBVtZqbV6GWYk3r4nTnjeTPoSqSRp9yoTWYvS78vnb6md93oevRYCSr5Rkpnu3vYi7G+kzGi92Gj481LsPT/jQxU3TPUPzO3nx67OQasn09X5ubxtFV/bDXGaCjrSlGPuTdCo745CCP3riQqGYYRBfClBp9fBPBH668/AHBsk9/fBPDyfrTFTCWxvqeFNfzybjdgE+xE0OxUYd4v3uNOQMFyUEwL+3SrOcLkFT3b2UxR6rTfTq65k88aPcfN+oGKVm9Ho3PSMz2I3Uz2C42SnraCYdyKefP3m51XB5VlI49P99z148zUtzluvtXz3y7XwlzAZie4E0bsQ19RyUz/bpc487Dh397tBuwRD+szPGjPe6dekznTeLe052YwZ6dvh+0E8048S8bl7zR2E3/d7TPfKqFuq+tvZuBsFsc0v96veckQg24c3Cshu7tF/94z0Kkk7lKykwxWCw8eDiIT8E7jbtPZbIPulfIz8/udtNNMvW72+iDB2PKdxn4/R55vp173bq+/mTI1LzXaD2yWOHkv4P6XIrcJJrMYxlo9TyueWo831v8eBuyXN2WhMfYiAM3K2FyU5E7hXhTeu4F5nfFexvpe+4A0MEMTB4V7xSi+N1pxFxGLxXDjxg1Z6+T1eu9yi+4teNf/LFi4F3CvCM77DbqjsNc1+HvNlDUMo24nnYPCvRL3fuhHKHfz0DPY7ner1MLecK/EZO53bLW28nbRqLayhXsfjIHuVjHvZhzdKwmmD71S5dqmTCYjlUXut0L6FizcSzjI8Ill8N6f2Gus/34MxT302b+JRALZbBbRaFT2arRgwcLt4aCE4b3ijViwsBkeaqVaqVRw5coVRCKRuu2MLNzC63e7ARYsWLBwH+GhVqosU8X/+vZjFtbw/bvdAAsWNoG5SP6DhAf53h50PNRKVS9hxvqfFv1rwcL9gfsx3rZTWAr1/sVDrVSZlMSdFbYrFP4w4r31/1+4q62wYGEjHmSlauH+xUOd/csC0fpuBdZEtWDBggULe8VDrVTpqXLzWwsWLFiwYOF28FArVcNY2zyZ1ZQsWLBgwYKF28FDrVS5eTJg0b4WLFiwYOH28dAnKhWLRas04Rb427vdAAsWLFi4j3BXlKpSqgvAqwAOA1gA8LuGYcQbHFcFcH397ZJhGN9c//yHAD4PILn+3T8xDOPKbtvBzZateOrm+I93uwEWLFiwcB/hbtG/3wXwS8MwjgL45fr7RsgbhvHC+t83Td/9L9p3u1aoxWIR77//PpaXlxGPb9DnFtZh7VJjwYIFCzvH3VKqvwXglfXXrwD4R3e6Ael0GhcvXkQ0GrVKE26Bh2k/VQsWLFi4XdwtpdpvGEZg/fUqgP5NjvMopS4qpc4ppcyK9/9QSl1TSv25Usq92wYYhoFisYhsNmvRvxYsWLBgYV9wYDFVpdQ7AAYafPUn+hvDMAyl1Gapt6OGYfiUUkcAvKuUum4YxhyAf401ZewC8AMAfwzgf9ukHd8G8G0AGBkZkc+r1SrK5bK1zZsFCxYsWNg3HJhSNQzjy5t9p5QKKqUGDcMIKKUGAYQ2OYdv/f9NpdRJAC8CmNO83KJS6r8A+FdbtOMHWFO8OHHihKF9Dr/fj2KxuMs7s2DBggULtwul1AO5lPFu0b8/BfCt9dffAvAP5gOUUp2kdZVSPQB+DcD4+vvB9f8Ka/HYG7ttADcnt6hfCxYsWLjzsNkezDIJ23qqSqmXDMP4aJ+v+z0Af6uU+kMAiwB+d/1aJwB8xzCMPwLwNID/pJSqYU35f88wjPH13/+/SqleAArAFQDf2W0DWKLQUqpb44d3uwEWLFh4IPGgyt6d0L/fUkr9awB/ZhjGOQBQSv2fhmH8y71e1DCMKIAvNfj8IoA/Wn/9AYBjm/z+i3u9NlGr1ZDP5x9I+mE/8cr2h1iwYMGChXXsxP8OATgB4O+UUlNKqXk0TkC6r8BEJQtbo3v9z4IFCxYsbI+deKp/AOBJwzCKSqlDAP4UwOWDbdbBg1u+Wdga/9/6f2s/VQsWLFjYHjvxVJcBPAoAhmH4DcP4FoD/8UBbdQdQKpWs5TQWLFiwYGFfsRNP9X8G8BOl1CWseahDALIH2qo7gGq1ikwmc7ebYcGCBQsWHiBs66muZ9x+DMCPsVYGdhVrZQbva5TLZdn27X7Ag5p+bsGCBQt3CwchV3dU/MEwjCKAn63/PRCoVCooFAp3uxk7hrU1nQULFizc+3ho91MtlUoHlv37IFUKsbZ+s2DBwoMKu92+7w7LQ6tUC4XCgSlVm832wGQWW5uUW7Bg4UHFQTCAD22gLp/PH9iWb7vxUtcqLd67GF7/s2DBgoV7CfshOw/C+XloPdVcLndgSrURpbAZJcyBca/Sxf/P+n9rnaoFCxbuJexVZh50eO6h9VQjkciBdazD4YDdbq/7TL8WFandbt9wnAULFixY2B5KKTidzl3/Rpe/B8EUPrRKdXFxcV/O0ygl2+VyyWv9IfK9YRh1HqrNZoPdbofNZrvn6WALFixYMONuOAdKqV3HRA3DEAenWq1aSnU/cfXq1X07l1lpbqccPR4PlFKiSO12O1wuF1wul1he+u+tNaoWLFjYD+zWs7vd896O0tpO7lE57kah2+32OtbQSlTaJxiGgbm5uX05l8Ph2DBwqCR5LR1KKfmN2+2WgeN0OoU2bkRLWIrVggULt4v98MzMskgpdddKvtI52Skayev9xkMpqcPhMJaWlvblXBxg9DipEJuamgDcon/5vdvtxqFDh+B2u1GpVOBwONDR0QGv14v29nZ4PB7YbLYN3i4Hzp1Wrt9f/3sQYVHtdwZWWOPeQa1W27UMMYewzDAMY1Oleju08FZepO547DQ3xuFw4NixY3C73Xtu046uc6BnvwdhGAb+7M/+bF8sKz2LzDAMOBwO2Gw2eL1eKKUQjUbFMqrVamJVDQ4OIpFIoFarSXy1u7sbSilUq1Vks1k5nt9TMd9pvH7Hr3jn8CCtJ75XwXHLfr6bhVHcbjfK5fIDU51sL31Zq9XqVidQpvA9nxdlE3Ar74Pv+T3B8zVqy0HOL7Zhp4qb7CBl8kGNw7viqSqlupRSbyulZtb/d25y3IhS6hdKqQml1LhS6vD6548qpT5USs0qpV5VSrka/b4RFhcX8eqrr+7PjeDWoCHly0FpGIZ4rlS2tKxKpRLa2trQ2tpa59GOjo5iYGAADodDfs/f6Ep2p9iP7LYn1v/uFg7SkLhXlzEdBMw02Z3yHNnHDoej7r0Zd6I9erY92SAz+NmdTLzZjzG+0/5rNA703+qJPPzcnBBkdki6uro2jaluNcc2cxQaMXXArTHE87Ltu1GqxWIR5XK57vf7jbtF/34XwC8NwzgK4Jfr7xvhrwH8e8MwngbwMtY2TAeAfwfgzw3DeBxAHMAf7uSihmHg+9///r5Rv3a7HU6nUyZra2urKMRSqQSbzYbm5ma43W64XK664wFIchKpYafTKZYUf6MrVV1JctDpA5+JT4TL5brtGMJ/Wv+7W9irV7GTezaf+0Fe3mQWbnfyXiuVyrYey0EYOJwLnCelUqmuHY3GFufVnfRm9yrcdYVC43072Gy2DevzzX1Pr3OzRCBzEqXuAHi9XrjdbpFj21H/jb4zr4Sw2WwiE3kd/dy6nNzsnJTLq6urYhTo97ifuFtK9bcAvLL++hUA/8h8gFLqGQAOwzDeBgDDMDKGYeTUWo99Ebf2z274+0a4dOkS/uIv/uJ22872CQ3Ch9zU1AS3241CoSBrqNra2kRper1e9Pb2infKz1taWtDR0QGbzYZyuQyv1wuHw4Hm5ua6Aa0nNgG3PFEOLA5kfsfj79V4VqOs6e2w02P2sn5tt4rmoCzdvWAnbdcVxW6Uxl76xvz7Ow0KXcIwjLpwiy709XZy3NxJFkP3mneboOh0OnftXevPvlqtbjsWzH2he7KUN9VqFYZhoFwuQymF5uZmtLS0wO12bzoXudpBdwxsNps4IA6HQ/6UUuJhsr+Yyat7zjxeB9tpt9ulnQeJu6VU+w3DCKy/XgXQ3+CYJwAklFJ/p5S6rJT690opO4BuAAnDMNiTK1jb4/WOggOYlGytVkOlUkGxWEQul4PT6UR7e7skH9VqNTgcDvT19WFwcBDd3d3wer3o6upCS0sLvF4v7Ha7WPVerxejo6N1ilW3zjj4bDabWIbmyVGpVOpoab3NZtwNwacLDIfDUbe+l2C/6BNpO1Bo7uaedjvRqFApFHSrWkejQiB7xVbn4TKtze7ZbLRsRcNybOmf6TE387Fb9TMNv0YZo1u9v11wTtLL0RMKXS4X2tra4HQ6xcDld01NTRuUgB7G2eoZmD24nd4jz68ryO1+A6wpVD2Wud2Y12UGr7uTe9kKdrsdzc3N0oZarYZyuSx5IVvJnEqlglKpVLduXx8rlUpFxp3+DOkwNDc317Fx9Jo5D/RzejweOBwOJJNJ8ax3c5+7wYElKiml3gEw0OCrP9HfGIZhKKUazXAHgM8CeBHAEoBXAfwTAP+wy3Z8G8C3d/ObnYCThrQCvSMK//7+fpRKJdjtdpTLZdhsNnR2duLZZ5/Fyy+/DMMwsLKyglKphP+fvTcNjuvKzgS/l/u+75lAYgdIACQBbqAkkiouKpVqtx2uGrvC5Yh2ODw9Pxwx44n2REd3zHS3Y+yJ6Jhf7oqobrvsaU9Pu6LablW5VLKqVHRJKkmUWBRJcQMhggRAEGsCCeSOXN78SJzDm4kEAZJJQRLuF8EAgXz53n13O+d8Z7ldXV3Q6/VwuVxYXFyEVqtFOp1GPp/nhayqKiwWC7LZLE8EvV7PghNAjSau0+lgNpt5kosaKX1f3Fg3LaHYRK1ODHCgTQSoarn1FCEpAcQAEHVHGutWIPqdKJ5HFZrUVp1O1zCojQQ9pUJRH5MQoeANg8HAnz0JtqIkTSYTcrlczRjXV/ES2ZVG/UHzl1wZ8/PzG3xsOp2Ov099QHOsEagfqF9oHta3b7vj8yhxBaISSv1P/VPP+gC1Efxi++mZNBfEvhQtn/p26fX6Gqp1q7YbjUa+nvpIFAz140lWGo0RWX6blV8VXUTiHKgPPKIxpr/THG60DsrlMpLJJLeT3oH2POrDcrnM60MMkqJ5I84xUhZI4FYqFc6WoGtVVYXNZuP3KRQKAKqCmPpEFNA0VjR+1I5HmU/bxVOzVFVVPaOq6kCDfy8DmFMUJQwA6z/nG9ziHoBLqqqOr1ul/x3Vw9ITAFyKopBCEAMw/ZB2fFdV1UOqqh46cOAAjh071pT3o8EUg5McDgf7Qo1GI+x2O28iVqsVR44cQX9/P8xmM0wmE0wmE9ra2jAyMoJIJIJwOMx+CafTWfMMg8HA6Tb0PL1eD5PJBKPRWKMpipHIJpMJFosFNputZsPdys+xHQ2uXjN/lOvrfb20eMTn00ZIfbrdgA7qH+qDR/meOJ5AbQpCPVUo+pFEzVen08HpdMJms22YI5v1x1bYSjF42NnAJChormzWH3SNwWBALpfjDU4UtrQJiZsgRbuL9yEazu12swVlt9uZOXnaFBy1R9w8aS6Uy2UsLy/XXAc88N3VK3d0Df2d3r9+Q6b3Fq/fztyjdS5azfXvUf83cR8gP6YYryGikbJA7wFgA10qznlFUVhI0fiLBWqoD2h9Uh/SnKE2NvKFNlI0DQYDfD5fDS1M7yBGkFP7yXCgz+oZLfPua3YAACAASURBVNoP61OJaP9sxI49KXaK/v0hgG+v///baGx9vo+q8PSv/34KwHW1OhPOAfiNLb6/AVqtFn/2Z38Gr9f7yA0WtS76FwwGmVawWq084YxGIw4fPoxvfetbTO0ajUa4XC6eVLTper1ehMNh9PX1sUZIVKjP50MoFOKNTlzgNGkpilikIWnSirSp6MxvREvVU5i0Ofxfej3+3UP6RKSutgK1mRad+D0SaPTu1G4K+lpbW2OKfTvjRMzAZotXfHfxu/R9cQMVNwfxe6LCQzQ93a9QKNRYOCJFJfqKGrXnUSmperq2/r1Ear0+IrxeGBaLRY6QrP9MZGLo3ai9ZrN5w9iSkKExtlgssFgsvA7q32EziPN2q74Rn0ubLa1LcaMtFAo8n2hc3G43K8RilLA4x0XljoQEgZRlUhysVuuWilSj4ELqX1Fo19PYIjtAeZd6vR6hUGjTPEzKiadnkJIuxmaIbRT7i75Pa7SeDqd+pD6iMaf5JPpCaa+qV6zIMiaGRHR72Ww2vs5qtfIcyufzHMMiBlYRg0TvYjKZYLVauc0WiwVms/mpVJjaKaH6pwDOKooyBuDM+u9QFOWQoij/CQBUVS0D+CMAryuK8iEABcB/XP/+vwDwPyuK8hGqPta/2O6DDx06hLa2tsdqNG0QZCG63W6YTCastxeJRII3fZ1OB7/fD5fLBYfDAa/Xy4Ms+gQoHN3hcMDlcsHpdKKrqwsmkwl79uyB3++H0+mEoihMJ9PEJMuCaGCa/AaDAXa7HS6XiycSBUJpNBrYbLYNm4O4qOgZOp0Ov3K7cU5Y9KK2S4u/3jfVCLQxidShuEmQcCIrgKL9gAeUzma0Zf0Y0XuSdvqwjU3ctESFpF7DrtdyiZJ3OBy8YGkzJSWIlAKn01ljSdDzN6Nzt2ozXUN/J6p/M6tcrNRFm74I+oye0UjwiQqCWP3LYDCwgihaI7RheTwe+P3+GhpYjHKv38AbodF4NYIoxClokJReRamlz4kKFC1ut9uNQqFQs9mK/UntpvlhNBrhdru536lvae00eicSLvRMuo6USlFpERUSmtfiWIltLxaLWF5exurq6gYlkpQfGje6Fwl9q9Vao+TSHLZYLLwOaU6LRgVQXZv5fJ73PYPBAK/XC7vdzgqtyBSIfmN6R3pvURCT64WesbS0xM8olUooFouw2Wyw2WywWCwsyGnd1yv6a2tr/N4GgwGRSGRbSvrjYEeKP6iqmgBwusHfLwD4PeH3nwLY1+C6cVRTbB4ZZrMZ0WgUv/rVrx7pezQpzWYz+zpLpRJvqDabjbVikeaIRqMoFApIJpO8uM1mMwCwtWuxWKDRaNDZ2YlsNovW1lb84Ac/gM/nQyAQwN27dwGgJqrYbrfD6XSiUChs8NtoNBr2UdrtdgDVSWUymVAsFmsoOLKMSZjRojKbzUin0+gvFpFUVVwS3kmkWojiqtesxfaIlBGBNkBqm8FgqAnlp0VLiz2TyWywGhtZoGazGaVSqcZCB8A+F3oHsc/oWlqQ1O76zVjc8MxmM2/M5AOi+zudTvYDpdNpVpwSiQT7m+gZjeYZ0Wlra2s1NDO9gyjkxU1Z7G+RdaB3IQUrlUptsEIrlQosFgsLGtEPSv1OQlWcKxSoQr5FkWalwLxEIgGj0YhgMIjbt28jk8nw2IpFUUQhVz+ftxOtLMYf0BojJTiVStVYpeIYi3NBVVW4XC6srq4C2BgpS2NHQtTv92NlZQUAEIlEMDc3x/vEysrKhn4Wx4jmp9iv9Z+bzWYWCGJQD/Wx1+tFLBbDnTt3WEBms9kaYSFeL87velcAjaNOp4PD4cDa2hpyuRwrvLSniONEArhYLPIeQ3vZzZs3WaiazWYOXhLZJFH4ibnMIgsizidxXVI/79+/H++++y4ymQzfW/Txi31ZLpdhMpkQCAQwPj4uz1NtFvr7+/HjH/94Wx1Kg0kaKk2AtbU1BAIBZLNZWK1WBAIBpFIpZDKZGp+CxWKB2+1mQajRaOD3Vxlt0vii0Sj6+vqwvLyMWCwGl8uFrq4u7NmzB1qtFh988AE8Hg8HvNCEW1tbQzab5XaSYDIajTCbzQiHwzCZTCiXyygUCjAYDPzORMFQ8ICqqvx/0mgB4P9YXUVZVXFaszFNhe7ndDobBkdQf4kWGv0zmUy8WVB7SOCTFSMuDFHAkdWXz+dZAIipTRTkUB+4IWr6jdpLARUaTTWi2mKx1Cgt1FZqQ6FQ4DGOx+N455132A0AgAVJpVLhADMxcIo2NUoVoDbWCxDaeGlTE31EYgoVbSiiYNLr9UxrmkwmVljoehrvfD5fs/GSVabX61EoFFggWCwWFi7UL6urqyzwRQuI3B4koFVVRTAYhEajQSKR4PGloBZ6tqjIkPIlFllpZF1Qn9P4FQoFFAqFmuAYUSDR/202Gyur4XAYS0tLG5QU0TrL5XLcFzSGNG+0Wi1cLhfK5TKMRiNyuRwLFRorelexLWQx6XQ6Xq80TiSMHA4HVldXWZnU6/Uol8twOBzo7u7G6uoqVFWF3+9HKpViepvegfavRgodtU1kiVRVhdvtRjqdhtVqhd/vx9zcHHK5XM13aK+gOamqKux2O0KhEObn51kA0zylPYfmKjF+uVwOVquV17TFYuGqcxaLhZU4ejYpxrSfRKNRTExM1ARYUfvo/YmF6OzshN/v38BeNAu7UqgePXoUbrcbi4uLD71O1KhoQYjcvtPpxJ49ezA+Pg6/3490Os3XkjWg0Wi4tm9XVxcGBgZgtVr5vvV5WkB1YyAK7vOf/zyWlpbw9ttvY3l5mSdwf38/FhcXkU6necMkQWU2mxEIBGC32+F2u+H3+3Hp0iVks1nk83mYzWYUCgXeIC0WCzKZTI2lzRuLqkIR+oM2YJqotKEQ6q1V6gOTycQWikj70fuTZVEqldi6pAVJwkfUqh0OBy9iCs0HwL5A2qBsNhtmZmZ4AQIP6DD6SRA3bkqHmp6erhHYohVHFbHsdjsymQz8fj8KhQJTofR+VqsVS0tLNQE69F5kPYlBI7SB07uIlJbIEogbmjgHVlZWagI0SPGhPrXb7aygGQwGtLW1YXx8HAaDAfl8nt+N/MJE0ZF/m/qVrhXnMFmfer0eXq+Xo7ApF9vr9SKXy2F1dZUZBXKn0BiKY0ICtd4CJ5eHaNGQICIFUxQATqcTy8vLPLepbwqFAm/WNKdEwSkKepPJxCwVKYCisA4EAuzrJLqSUp0sFgsrwjS29d8n9mlycpKFtN/vZ6vZ5XKxUKSI+NbWVvT29mJ0dBRzc3MoFApMQ9dbhXa7nbMFtFot8vk8vy/wIECJ9gWaozQOFouFU1LImhV9qeQOIaWK5lG5XOb1R/8nxcBqtcLhcAAAgsEg0uk0kskkW6GlUomFLc198uuKDBcxhiLj5fP5WBjn83nkcjnEYjFmEaifqH+bhV0pVCORCDwez5ZClaweokRFn5LZbIaqqhgcHITD4UAoFMLs7Cx0Oh3S6TQymQz7JDQaDb70pS/B7/ejtbWVIw9pUpFAoQVAk4S0tz179mBqagqZTAbFYhF6vZ4tY2onbarpdJqpwmw2yxGYZrOZhanL5WKqpFAocBg8afYkaHO5HJR8HhB8P2TBkCZIlpZIA4vWNFn5Xq8X2Wy2xhJVFKWG0qYNWKS66H2JsqYQ/0AgwAFMZLmQZk/vpaoqVlZWagSqqDCI1oLX62WLnhQG8peL1goJOoPBgFgshnA4DLfbjRs3brBgIIqsWCwiGAzy5kW+I9qc7HY7B2CJtDf52OkdLBYL0uk0t4UUDLKmxZzAcDjMChLwQIGgOUeuBsqdttvt8Pl8WF5ehl6vZ2vI6XSypUBjnkqlWACJlK/H40E2m0U6nWYKuVwus5JJwpuUsGKxyO9EGzl9TtYEvS8pY6R00NwjS02kCmlO0ditra3xGqM5TwoIgJqxpvlLNDlRularlfuTLH2bzYZEIsECgp4fDAaxurqKtbU1WCwWTE9P8z3tdjv7lg0GA2ZmZlgpImq1vb0dlUqlpuIbjSOtA5ozBoMBhUIBKysrWFpa4vkdiUR4rEmwiUobrT3ql1QqxX5n6oPe3l7cuXOHx4sUlXA4jGw2y/1G1xP9S2yH0WhEIpFALpfjNU1tIXaL1hDtfTabDfv378fi4iIuXLjAewKtTbvdjtu3b7PwpL2B9kyj0YjW1lbMzs5y5LrT6URbWxsMBgPu3r0Ll8uF4eFhvP322/x8o9EohWozMDQ0hD179uDWrVubXiNGMPp8PpjNZiSTSRiNRthsNg4m0uv1GBkZwcmTJ7G4uIi2tja8+uqrGBwcxKlTp5BIJBAOh3Hs2DGmQGgQHQ4HvvrVr26gVYleJNrQaDSiv78fs7Oz/JnL5eLAE0qZCQaDmJ+fx8rKCtNvtKC6u7tZ4Pv9fng8HhQKBaTTaba0RI2fN3JFgWZdqBgMBoTDYZRKJeRyuRo6lawfjUbDmi/Rr2azmSc8WTq0IGlTBMBlHmmzISFHdC1p7+SjFClvEnZi7q7T6azxpYkFEmgTMhgMTN9OTk7yhqHVahEKhTA1NYW1tTWmQolqJgFuMpkQDAZx69YteDweeDwe5PN5rK2tIZ/PQ6/Xw+/3I5/P486dO6hUKvB4PDyOZHGI1hn1IwlQ0boS+1VMuieNXFSSRKWBhIfL5UKhUGCligI9SCCJfizgAfNAVDdZI+3t7bh69SqAB6k4ZrMZLpeLhaVer0c0GsX09DRTxrSuSJCL/m8ao0AgwOvA4XDwfCLQhioyIiQ8KEipo6OD6UBRCRRdCmTFkyAgBddut8PhcGBlZQV+vx+qqrKQJ9eKqqrIZrNYWlride12u5HP52G1WtHR0YFr164BANLpNK8pp9MJi8VSYzU7HA6mWSnXWPRdkkJP81/MzyQFUrQYaT6RQCfFlvz98XicmYmFhQV+f1pDNpsNoVCI3TPEBhErI7IkNDakfBgMBkSjUWg0GiwvL0Or1SKZTPKa9Pl8HFtANLHT6UQ2m+WMB7vdjnQ6zYGbJ06cQC6Xg16vRzab5Xbl83mOZTEYDBgYGMA777xT41ICwCzN2toa5ufna8odklBvJnalUNXpdPjSl76EH/7wh5tGE4qbLmm6uVwOOp0Ovb29LADISqINnjTanp4edtCHw+GaSMpwOIxvfOMbNT5augfwwFIFqguyra0NVqsV7777LtLpNAeHdHR0MCW1urrKC56sP/JHUeCG1+vlUHKi96anp1lQETVF1qTNZoNmfh4VzYMKJxRJXCgUeCPOZrMol8twu90snGmzqFQqCAaDNf5VUbiJwQc2m403PZvNhkKhwJGFJAAoApHaCjwQKHRPWsAajQaxWAzz8/PQaDQIBAIoFousVdOGRVbE1NQU58RS1R0SKmLAD+WfAkBHRwdTe/F4HCsrKzVpBBaLBV6vFyaTiX1Sfr8fmUyGx4uUIHoPMaCG/G1ikQGj0Yi2tja0tbXh3r17mJycrFFORHqb+oioTlIQ0uk0sxck6B0OB1KpFG/sIhUNgBUFu93OkZdE41ksFqRSKRw8eBDj4+MoFotwOByIx+NYWlpiN4jH48GdO3fQ1taGZDKJ+fn5mrkgUvBisBT1D1n2ohIiKkkkSMLhMBYXF/nwCq22mkZBNGK9O4EUU7oPjTGtRVLqyAdntVqxurrKkc60YZOQImWP1jf5nIkaFgPMSEi2trZiZWUFVqsVxWIRPp8Pv/7rv47vf//7LNQpJYbuSel0TqeTK7GJBgFFxtrtdvT29iIej/NcJ+FIrIJI9ZKLiizjbDbL404Mk81mY6FqNBrhdDo5uHJqagp6vR7xeBzXr1/nfstms+yPT6fTSKVSXHWOfNLxeByjo6Mol8vwer3Q6/Xw+XyIxWK4ceMGFhcXYTKZ2CKnPqN9hQwAWsMmkwmlUgmrq6tIJpNcBpZYo2ZjVwpVAPjiF78Im83GFGo9SLu1Wq2Ix+MwmUxYWFhgbY82Ldrwyc/Z09MDp9OJzs7OmqhRETqdDgMDAxueSQu6VCrV5JoZjUYcPXoUs7OzePXVV3mDpejfO3fu8HMo8pSEjs/nq9F8aTMhASn6UElwiFTs/7lugWJ9o3c6nUzrkVVKAqq3txcLCws15REp7cDpdMLj8fBCJjqUfFS0+RDFRpSjRqNh3w0tLq1Wi2w2W0MbOhwOLC8v1wTj2Gw2nDx5EpOTk1heXuaAiEwmU0Nj+v1+uN1u3iRIoThy5Ajefvtt5PN59gUC1Q3Y4/Ggp6cHHR0dTPNpNBpOaTCbzfD5fHC73Zx6RT5REhIU4EXKGQl5UiDm5uYAgCMyxcjWUCiEr3zlK/j7v/97zM7Owmg0skJDc4HmJVAViGSVKoqCVCrFQmpmZgZLS0tQVRW5XI6j1WnDNpvNKBaLmJ+fZ8qONl5FUTgfmHKuA4EA7t+/D4PBgPn5al0XrVaLrq4uxGIxZLNZOJ1OZlNorhINSu9JNPjCwkJNEBv5KklRICWChD8AeL1eHD58GO+99x7a29sxNzfHTA6NvxgoZzab2ZeayWS4UAWNC/mR/X4//H4/rl+/Do1Gg9bWVmSzWaRSKS47qigKIpEIp6GQRU5pYaQ40ph6PB5em5SCR7ER5JIhK5J8piSwaYxbWlrg9/uxtrbG2QiiC4XWGMV3eL1eaDTVKF2irGnOGAwGHDp0CAcPHsSVK1dw8+ZNLCwsMOVP7gbao2jOGY1G9PT0sHAzm801ObHkVqL1YTQa4ff7WbATa+P1elnBJjZMp9MhFothcXERer0ey8vLSKVSsNlsHGXu8Xjg9XqZVQmHw4hEIvD7/bh48SLy+TxSqRRaWlqQSCRgt9sRjUbx4YcfPlRWPCp2rVB1Op0IhUI1QlWMGiOnfnt7O06ePIl33nkHwWCQKS6iFWkDp5+kGVEgBN13O6BNoVgssrZKfxe1L/IjajQaxONxtm4sFgsWFxfZMlAUBX6/H8ViEbdu3WJrltpDmjJZBMCD6Enqh18ZjVANBmjW+4nqDFMiP9U5NhqNOHnyJDweD/78z/+cFz8FS9ntdnR3d+P69eswmUzo6OjAysoKpx1sRj2KwT2iP3V6ehqKUo36s9vtOH78OP7u7/6OqaxkMgmtVgu3241QKIRMJsM0ZTabhdvtZnpPo9GgpaUFc3NzGBsbA1C1VIiKpLQC6nPapNra2lixIt/M4uIi+5DdbjdisRhKpRK8Xi/7V0mjJ81cTLUhPydZTrlcDg6HA/l8nv2aQJVq/NznPofLly/j5s2bTK0CtcXjRQvPbDbjd37nd/AP//APHDhFUZSiRUwgy5EEIEWV0hiFw2Gk02k4HA643W4ep3A4zFbh7OwsLBYLwuEw4vE4nn/+eZTLZfYpajQPSnrWp4aJNHEikeD20qZM7gG6j6I8iG71+/18mIXD4WBXiNvtxu3btwGAhavRaITH40EkEuGgGZrrHo8Hk5OTMBgMcLvdGBoawtmzZ/Hee+9henoa8Xgc7777LqfX0Pqh6mpEKVcqFfj9fszPz9fQqk6nEy6XC6VSif3hVBKwPpCK+oTmsEajQT6fx+LiIlpaWjA9PY18Ps+VsyiokgKOaD/q7OzE/Pw8Ojs7kU6nMTMzU5Pq1NbWht7eXrz44ou4d+8eQqEQV2QjZUxRFLhcLla0xGA+WqsA2A9MPvuuri6USiVWBP1+P8xmMxssoVAIpVIJLS0tcDqdiEQibHm7XC4OwCwUCrBarbDb7QiHwzhz5gwHdVYqFaTTaTidToyMjOD+/fvQ6/Ww2Ww4dOgQcrkczGYz7t69yxZ5M7FrharFYkEsFsPt27drwvdJmJjNZlitVrS2tmJ1dRVOpxP5fB5ut3tD3phoEZBAeByhajKZ8Mwzz7C2SQFPoVCoxoepKAoHyJBgd7lcqFQqiMfjyOVyWFlZYY2+s7MT+XwenZ2deP/992vyaklYkCVIGqvdbq8GSa37RV5Zp75NJhNcLhdWVlZgsVh4gauqisXFRTidTgQCAczPz3MEczgcRldXFwqFAvuxTSZTTYAAWcrkJ6S0BLPZzME4ZBGFw2GoqsqHwFOqRktLCwqFAhYWFgBUrQ/aWAm0GeRyOfZXk4+WKHey6m/fvg2bzcZ5jtT/5XIZqVQKU1NTmJ6eZoq+paUFY2Nj7Btsb29HX18fPvzwQxgMBhw4cIB9SeQXLZVKiEQiSKVSrPR4vV4EAgFkMhmkUim43W4sLCygUCjA4XDA4/Ggo6ODqTzS9EU/L/lMaX4Su5FIJJBIJNgS9Pl8NUJ/dnaWg4WIqiMrn3y2Yj/4fD4YDAb09vbCZDJhaGiIrdN4PA6n04m7d++y0qbVVlPIXC4Xrl27hnQ6DZ/Px74uUvLIujl27BhHb7vdbqyurqJYLMJut3PNWbpWpOoTiQSOHj2K9957D263G3Nzc7BYLIhGo1haWuKALGI0yIdKa69YLMJoNGLPnj1sFcZiMfT29uLEiRO4e/cuMpkMIpEIOjo6MD8/j7179yIUCuH69eu8N/j9fmYySPkuFou8jkKhEEKhEOx2O775zW/iL//yLwGA4xb6+/vx/vvvAwCWl5dhtVoRi8UwPj7OsQxEOS8sLPBJWBTdS/5WOqBjaGgIsViM40HGx8e56EW5XOYgThoHUmQ8Hg+mp6dr0m5IyaRnUYBSPB7nfiTfsc/nAwAcP34cMzMzMBqNmJycxOrqKrsPxEpMLpcLR44cwTPPPIObN2/W7BV6vR69vb0YHBzkiN5vfvObbHyYzWa0tLTA4/HAZDIhGo3iG9/4Bnp7ezE9PY3R0VFEIhEkEokaN0KzsGuFKgBEo1EWKsCDM/fsdjv6+vpgMpnw3HPPIRAI8GZltVrR1dWFSqWCy5cvs+O+GUIVQE0JRVFrps0MeFB9iPw67e3tGBgYwNzcHMrlMhKJBCYmJpimjkQiuHXrFtMxra2taG9vx5UrVzgAh3y1pFiQ4Pjf1+mW19ZpVqIt6Qg72sRKpRKmp6f5fqRF0j+v18vCrlwuMz1Ii9RgMMDv93MAAkVPE101PT0Nh8PBjABRQkRJDw0NQaPR4I033uBNhgQqWbwUgUxBLiQkcrkcJiYmmCYkQWY2mzE8PIy5uTmmlokW9Pl8nPvr8/kwMDCASCSCH/3oRzAajejq6kIgEEBLSwvu3r3LtG0sFmMhSVYS5cOSZRONRtHT04NEIoFMJsNWJqVKabVajvgkJYvmnAi6P+VAHzhwAOFwGNFolN+RrLxcLgefz8fWNFnHlB5WqVTYiiKLZGlpiese09xqa2vD4uIi09xkIdJ3rl69isnJSbS3t9cIWgCsQFFKBZX4JOuHKEFScovFIvuGxTKNiqIwlRsOh9HW1obZ2VnejG/cuAGgGq9ATA+t/UKhgEAgAKPRiKWlJXi9XoRCoZpgQJfLxQFbVDEqkUiw8CH63uPxwO12w+FwwO/344tf/CKmpqZYkfB4PBwfYLPZcPPmTdy+fRu5XK7GWiWXCVmfFDBJvkiz2YzV1VW2XltbW/nELFKQBwYGYLFYMDo6ygVhaB2EQiEMDw/jwoULKJfLTLe/+eabKBQKaG9v57rkH3zwAa5du4aFhQVEo1Fea6pazWs9ePAg9uzZg6WlJSSTSfZDt7W1oaenB11dXbBarZiamgLwIG2OFO5QKIRsNovh4WH09PSgu7sber0eb7/9Ns9vcgV4PB7MzMzUzKFoNIrr16/X5G+fOXMGQFUpmZ+fx8DAAIaHhxGLxbC2toa/+IttF+TbFna1UD158iTefPNNrKyssO9odXUVgUAAzz77LNbW1tDZ2cnBHS0tLejr60M0GsX8/Dx6e3vZT0cDToOby+WQTCYBPJpQ3QwkHAAwZRQOh1mbJPoSeFCkwO/3o6Ojg30fRCGTf4gEE22sVJifEs6BdX/eekoRRScSxUQWL+WTRaNRnD59GlqtFrdu3WKLJBAIYGBgAD//+c9rAijIoiNKk3zXer0e169fB1AVFKlUCg6HA11dXVhcXGS/L/mkxERu2vwSiQRfIwrWaDQKnU7HfiQKJqJADPLzkTA4cuQIrl27xkUBHA4HAoEA3G43+3aj0Si7Bvx+P4LBILq7u+Hz+djHTTTv6dOnMTo6itbWVg78KRaLCAQCHPVKTInB8KBeczAYRLlcRltbG1tqNKZEG1OEL7kIiF7U6/UIBoN47rnneNz8fj9CoRAH4pRKJZw6dQr5fB4XL17k9/d6vchkMhxBmU6nEQqFMDAwgBs3bvAGR8qbWO+WxonubzabsbS0hKWlJUQiERYWxFKQsjIyMoJEIoE7d+7g3r177ErYs2cPPvjgA1gsFoRCIV5fNC4UMEfBexSwR/OIrD9KkfN6vRgeHsb4+DgAsFByOp3M3FCKltVq5QAyup9er8eJEydw/fp1TjEBwMwGRQiTskHMUDAYREdHBzM8JHimp6drYh2KxSImJydrDthQFIWjiFdWVuB0OlkRtFgsaG1thc/nw+TkZI212d3dzTnbxCQQe0HHUF64cIEZk0qlgnfffRdutxvhcJiND6KZFxYWOP6gWCzC7Xajq6sLw8PDOHjwIN544w2+F1A1CmgOBQIBjIyMIBQK4eDBg0ilUnjrrbdgNpvRtl5C9oUXXkB7e3tN1D4ZKRTR7HK5MDs7W6NMer1e9PT0IJvNshJOEH3uohLWbOxqoWowGNDR0YHJyUmOMrVYLBgYGMDp06fR1tYGu92OixcvQlEU9PT01NREnZ2dhc/nw+HDh2sGT6fTYXJykvPNmiVUyfJ0uVw4dOgQB0Mlk0m2akl4tLS0wO12A3hwjJRGo0EkEsHRo0dRLpcxMDCA27dvs5AsFotYWVmBzWbjoABFUaDTPkjwp02FgjImJiZYMPf09ODZZ59FPp/H3NwctFotYrEYotEo0z8UoGCz2TioSVEU1vjj8TjC4TDm5uaYOjMYDByVStbivn37eAOl0FGrygAAIABJREFUFBWyjkiwRqNReDweAFXtNpVKIRgMcvQtbRbDw8MYGxtjnyIFdABVmjocDuP27dsIh8M1aQpk4ZHFYTQa0dvby34i8agqoOqji0QiGB8f50Cfe/fuIZlMIhqN1ihn4rhTHVuv18spHuQvE5kRk8kEh8OB2dlZFrbUzs7OTnzlK1/BuXPnaiJ7iSno7u7GyMgIXn31VaZT29vb+d6URqIoChwOB1paWvjZZL3TpkU+efLlOZ1OtLa2wuFwwGAwcPR4R0cHZmdnOUKb4hV6enowMTHBFi/dV6xXDVSZnPv37zO7ZDAYkEwmYbVa4fV6MTc3x5Qw+R4XFhZQqVTYpULKJeXXAuB0IRL2tEk3Cmqk9CUKdCKlkBQ5iooPBoM856jmN/mcKdgqn88jmUyit7eXlZXR0VFmXbLZLNrb29He3o5kMonu7m4sLy9zeswLL7xQE29AUBQFsVgMoVCI6VgaVxK6dJ1Wq8XevXvxa7/2a7hy5QrGxsaYWZqYmGD/PBW+IRo+EAjg+eefx3PPPVcTiEWuKVKsKbYhHA7D7/cjFothaWmJ53g0Wj0au6Ojo2YNkFANBALMaOl0Ok5jE9/VaDSio6MDgUBgS6G6WfbHk2BXC1USTkBVk5qdnUU0GkVnZycikQhbDs8++ywHohDduXfvXrz33nvI5XLo6OjgQhIajQbPPvssstksbt26xX6aJwVp8uRXFKllj8fDk4OECgWYiJG99I+iGgOBAOLxOBcnWFhY4MheOoEH589DVVUOuBB9aZFIBDMzM1z0giKjxY1Pr9fXnOdKJ/OIApqUAHofCsUHgJaWFkxMTHDwV3d3N/r6+mC329He3s7WJ/mFFUVBb28vent7cezYMWg0GoRCIYyNjbEAoT6IRqOIx+Nob2/nz/P5PAKBAEKhEAKBAA4cOMCbVH9/P86dOwcAiMVi7NNqbW1lxaK7uxsulwsdHR2Ymppi4UJjA6AmjYb8dbThqarKLEEgEMDc3BzMZjOGhoZY8QGqgUq0ISqKwsFGlHpBkcVkUXs8HrhcLi50ThsVCR0KGiFrqFQqcf6k1+tFR0cHxsbGYLVaMTQ0xLQyRbrTPBMZAFVVEY/HYTQa0dnZyRT6nj17uJCEmBZFVG8kEsHKygpisRj6+vrgdrtx584dTuMAwGlqU1NTTImTZdnT08PpI9QWmhtkeZFPVFEUtLS0QK/XY2ZmBoqiYH5+nn3oxKiQ9UZj2N3djZmZGTgcDvT397PFSfM5EAiwpb9//34cPnwYd+/eRWtrK/vdI5EI+3bJhULWPVlZZ86cwdLSEubm5jA7O8tCQ6Oppoi1tbVxoJtGo6k521RU7OgZ9D4k8Mn14nK5sHfvXvY7k6vh2rVruHnzJlS1WkiFAhNbW1sRDAbh8/nQ2tqKeDyO2dlZHkutVst9sLq6imAwiP379+P8+fOsDBOzQBHIonAUIc4RcQw0mmqhitbWVr5W3FNobtffB9h43F0zsauFqsViwfHjx9Hd3Y13332XhQFtuiJErZ40PwAbrBHS5OlItvfee4+F85OA2iPWixVBk4ny3ohuIYtEzMEDHiRrOxyOmso0RH2KgrpSqcDpdCIcDtdETFcqFRYuS0tLrKVTfiqlR6yuruLNN9+sOVSAaJ1G7a9/L7PZjN7eXhw/fpy1WvqMcl8//PBDTExMQKPR4MCBA2yxA1XhZLFYEAwG+b5Ewx06dIgFEVm6brcbBw4c4KjgSCSCzs5O+Hw+eL1ejhKlyMx8Po9QKMTR1q2trXC73ZiamqrJbRQ3A6K6c7kcl5+sZzTcbjd6enrQ19eHvr4+rKysIJFIoLOzEx6PB4lEAsCDnF5KX7p37x5HezocDg6MAYCDBw/irbfe2pDXKm5cNL8ob5LqFu/duxdra2u8+bW0tLB7hL53+/ZtTExMsJ+VKl/19PRwEYLx8XGmTKnPKE3C7/dj37596OrqwuXLl9HV1YXOzk5oNBpMTk6ygkjWitvths/n4zYYDAZkMhmMj49jbW0NS0tLzDiRlSYW26D1SwpMNpvF1atXOc2HLERSgKifgsEgpxSRtUvzh9Y75RNT+TzKe6ZyhPF4HOl0mtspxjXQPJmdnWVl5/r160xd05qjOuFENYsMRjgcrokcVhQF7e3tTEXTEWsUgNjd3Q2v18uK1dDQECwWC/ugVVXF7du3OX+c3EnE3oj7xcGDBxGLxfDqq69ieXkZXq8XLpcLL774IlRVxc9//nOujUwsm81mw8GDB2v2BdqrnE4nRkdH0dbWVrNPi7Er9ftGvVAVBWn9/t5M7GqhSoPxrW99C0NDQ/jxj3+MhYUFtLa2bhhYWlQAajbsRkKVYLVa8bnPfa4pbaWJRIUn6oUq8KAgvMlkwoEDB3D48GG8//77XNaM2uZwOLBv3z68/vrrrASMjo5y4A1RsUajEf/O54PL5WIrJxgM4v79+/xMh8OBxcVFTtIGqr7q733ve7xB3F0/ZefevXs8mcXw+3qqit5XrIZjtVoRiUTQ2trKPkQK8JmenmYfC/nKDhw4gJmZGQwMDOCDDz7gaGba/ElYU14eLUCPx4Pe3t6atKMjR46gXC4jmUwiHo/XVLMqFos4duwYfD4fbt68ueHdSPCJ7+Z0OjlieXp6mikxqmlK1ojH42FB89JLL+HNN99ENptFR0cHkskk3n33XS4kQJW1fD4fF/igpH6ypgBwoYv5+XmODKVk/NXVVd5QiU4WKU+tVluz6ZIfXkyzIZ90b28vnE4nB12JqQt0LfCA0iVBR/nMoVAIiUQCNpsNzz33HI+hRlMt6NHT04Pz58/z5knuCVJ62traeH7odDr4fD5MT0+jpaUFMzMzzCyRhdfR0YGPPvoIgUAA0WgUiUQC0WgUX/jCF/DOO+/gt3/7t7l83ocffsjKtQiyoigAj96TlBYaW6vVyucnBwIBprFJ+b1z5w5Hv09OTrLPktwMRC8DDyJhTSYTLl26xGsFADNExGIAVUOira0NExMTmJmZYd/w8PAwlyAU52pvby+6urpw8eJFZLNZLC8vY3p6GkCVwaMceQpwpH4AqjEdp06dwvz8PDMmBGp/JpNBPp/n6yORCOpBJ/HU78nUv3fv3kW5XGZFmPqFFGRx/gLgKHNA0r9Nx5EjR5ha3L9/P2ZmZnD9+nWEQqENnS1qPbSQKXKPNnn67GmANlmbzYZ0Ot3wpI6jR48ilUrh0qVLAB5oZkTZmM1m9PX1Ye/evfwZnaQyNjaGYrGIeDyOWCyGjo4OlMtl/FenEw67Hab1wgcdHR24d+8eU+H9/f0csPDss88CeJBXS8UXqBQYWQm0iIDqIqd8PIKiKOjs7OSoUyq+QLVcCZSyQQFUVO+YqF3yzxw/fhxvvvlmzUaoKAoXc9Dr9QiHw2yFURAQIRKJcLAX0clUu7e3t5f9xaIGTYt5cXGRA1IIfX197Jui661WK06dOgWPx8PU/TvvvFPj4z18+DBefPFFJJNJXLx4EX6/H7/1W7+FyclJTE1NoVAooLOzE+Pj46hUKmhtbYVWq8Xp06fx0ksv8Xu3tLQgn8/j7t27TEW6XC784he/YMFIm//Kygr78crlMo8dKSfimJEVCQCjo6M4cuQIv5sIcl+Q64IKn5PVKq4hsngpvSoej7NAJPqbWBdiIyKRCILBIKcsiVWYtFotR8UqSrWYQjgcxqFDh3DhwgW88MILTE1S4Rfy7zkcDty4cYNpbLGdGo0G+/btw71796DX62v6RyzeQe9Pc+SLX/winE4nXn75ZQDVE7QGBga4P/bv349gMMhBQvRebW1tTFdHIpGa/HISKFQQpFAo4PLly9zf1G5Kw6NSnR0dHWyVimOr1Wpx+PBhAFUhSLEi4loU90fRNUVjX1+KVVEULC4uYnZ2lhmEzYKHFKUaMPjKK6/wfWk86V2mpqZw4MAB/o7JZMLzzz9fs5YVRcELL7xQ825SqDYZZIEBDwQQTYL6ARYtVRqUoaEh5PN5vPrqq3zd0xKq5KstFAp47bXX0NbgoHWv1wuv18sVQujw4WKxyMEhFNUpUkz9/f1cQLujo4P9gFarFc+XSjBmMri8HnHY3t6Ot956i9+1r6+Py/D19vYCqC7C9vZ2zhULhUJcBk0so0gBMQD4ODzqP6pEND09zbWXqd31yg1ZA7QwaUwJgUCANxCv18sLktKXKIJ4bW0Ni4uLG+qB0nPoH22ylNcnXkc/qRTkRx99BAA1Rc9JSBD9RoLM7/djeHgYwIODmSuVCgYGBjgVir7f19eHjo4OtqRTqRSf5fm1r30NMzMzuH//fk05RxpvEphWqxWDg4PQaDRoa2vD4cOHMTk5yccXUvRmKBTiowcnJyc5GIjeh5QakV6jgL9GfjL6HikqYgBSfaSnaF20tLRAURRWtoCqb5XSf0hQi+9YqVQwMTHB1Xlo7KneMT07m83CbDbj2WefRSqVwpUrV1g4ESiGgE5qqV/rZAFRqpZIQVJkM7VNq9XiC1/4AgBgYWGBr6OARDrYnqLryXKNRCJsCR84cABmsxmRSIRzYemEInrHnp4eFr70HErdMZlMiMfjPG71SlIjENVLjJj490ZClYI76+cBrT9yTVAg1WagQEBi0yi4ko6+BFBTUQwA0+31YwQ8YBifxn69I0JVURQPgL8F0AbgLoDfVFV1ucF1rQD+E4AWACqAl1RVvasoyl8BOAlgZf3S31VV9dITtglAlbqMRqM1R7zR5/Xa0YkTJ5BMJlEoFDA2NsZ02NOE0WjEl7/85Ydec+RI9fx2s9mMF198EQCQSqVw/vx5JJPJGh8aRYLSO4m+Y7/fj/9x/YDpPxkeRigU4lxKql1LRetF1G8mIyMj+M53vsM5hU6nk6Ml5+bmYLfbMTIygqmpqYY+VUqnocLb9VQ7/fT5fNizZ88Goer3+9HW1sZnN7rdbuzfv79Gex4cHMSVK1eg1WrR3d2N48eP11QXoudQIBUFuNV/LkLclMUAC5EqA2rTpQg6nQ59fX1YWlra0A6NRoPu7m7+nerUkt98YGAAXV1d7M+q3ywpanxwcBAXL17E/Pw852N6vV6ukESVZ0jJMBgMXDzi0KFDnD5z5MgRJBIJrlTU3d0Ni8XC0cP1oPelaFBiUSqVCqLRKBTlQXoKtZ2OBTMYDJxeAlTHvLu7m49a02q1LPBDoRC0Wi0uX77MlKmY9uLz+VhhIBqTinXQGNT7ucnFUi9Uqc0kVKlYC60lahddK96XFAGKyI/H47h79y6f+gM8EAaU03rmzJka5W9mZoZjQShamPpHVVWcOHEC165d44phFN9ATBW1S3yfzcZuYGAAxWIR0WgUV65cqbm+UqlscJNR/En9faxWK59tarVacfDgwYbPFPseqBoPXV1dMJvN+PnPf86fLy4u1rBFDxOYdN1nyVL9YwCvq6r6p4qi/PH67/+iwXX/D4A/UVX1p4qi2ACIHun/VVXVHzSzUQ8TVrSYgI3WFFDdSMjpv9MQA3IIlAD+/vvvY2xsDDabrSa3lt6JJiNF+/m1WijrfkeKcCTKde/evXA4HDh48OCG5HsSzlqtlqv75HI55HI5bl9fXx+uXLnCRQYikQgXFyBQMYhAIMBHSxHo/6LFRBavCLKIrVYrCyM6gxIATp06BUVR0N7ejrNnz2Lfvn0b/Ddi4vlmi7VeyIvKSqVSwdGjRzE0NIRbt27V+OItFgsHQ4kgxY4iox8GsS8OHTqEt956CyMjI8hkMhusBAp2s9lsHLlKzMepU6ewsrKCSCQCVVUxNjbGm/eJEye4rOTZs2eZPQCqlikJ1YGBgYZzUOwn0c9IxRFo/MRAPNpIKejGYDDAZrNhcnISe/bsYSaAqmdptVrE43GMjIzA7/fj+PHj+NGPfsTjQelGpGBRre5UKsVxBGJh+Xo8TKiKkbbRaBRut7tGOchms4hEIhtqezudTi7VSCUe6+cCXU/9Ui/sSTCT/9hut3PVMI1Gg1OnTkGv1+Ojjz6C0WjE8ePHEY1G4XA4mG3ZrqVK7h2KQBYNDTFwqL6NIsT70zF7W50Y09fXh4sXL9YEN4nKqXia0cOeLX7+WRKqXwXw/Pr//xrAP6FOqCqKsheATlXVnwKAqqrpj7F9G9DS0sIDIIZwE55mNFmzQFTS/Pw87t+/z5SZmFfn8XgwNzcHVVUfHPKsPDhGiiKEyTrVaDQNgwt6eno4OIjSE2jx9ff3szVQvzE1svYoxYSiL2OxGO7du4f9+/fDYDBw4FS9ICRQuUZxk9RoNBgeHmaaG0DDQw7qIQY51IP8jWKwBKFSqXBUNUVuiu9Im3v9s770pS9tSVFpNBou0mCz2fg+lPfZ6Hr62dXVVVPcIRAI8HhqtVoMDg7C6XRifn4eVqsVgUCAfXAixDYShb0ZRCaD2kH1eelzGkuxyEUul4Pb7eai6V6vl/sxHA5zEI/FYmHlanBwEK+88goLASrYfuTIEdy4cYMLnogn1wSDQU6XqsfDhCqd46nRaNDe3g6/389uD1IIWltbEYlEauaiTqfD17/+ddy4cQMul6vmvvv27cPk5GRDv3T976SUUmEOUjKIIqVSgEA1NqKeSdiuUKXPNRoNjh49CgBcQEO0VLcrVCm2YCuhSn0mxpOIQnF2dpbnw3ZoXUVRnooRtFNCNaiq6sz6/2cBNFJrewAkFUX5OwDtAH4G4I9VVSUu7E8URfnXAF5f/3uhwT2gKMrvA/h9oLEw3C7osPBPM4g2mpmZwYULF9h3ShV8qGIUVWZSVRX6dWuLysaRL4X8WpstHI/Hw1Qe1QgFHmyY9aHwos8SqAYhlUolPpuTNjOdToehoSHs27ePFRk6WH2z1KVKpYJ9+/axf5meR4FM24WiKDW0az38fj/Gx8c5x1a0VCORCP+favWOjY3xQfSbKWXb2RxsNhsLz1gsViPUQ6FQTQQkgBrriTbZ+mL2ImXp8Xj4iLazZ882bAMpEPXP2uydRKFK40fv4HA4YLFYOKoaqAozYioGBgZw9epVPnqNDiF47rnnYDAYcPLkSX4WnSNK6SbENBDLtLq6ygfUk6AYGBioOShcBD0vkUhw25555hmmwhWlGvxEgWJ08MTevXsBVK2y8+fPb7gv1QCuB+WALi4uIh6P1xR5EUF0Krk2KEe+VCphZmaGhV09u1N/D3GMGoHmaf18pet/+ctfbqDuG6H+M/Gkqs1An4tClfYQo9GIfD6PXC7H/vKtoNFonsqe/tSEqqIoPwPQyPP8L8VfVFVVFUVpZIPrABwHMARgElUf7O8C+AsA/xuqwtgA4LuoWrn/plE7VFX97vo1OHToUPNt/U8haAFQugdt/jabjWkm0sSN6yUNqTISBedQ7drNFo4Y2FV/EHU2m+WgKpEyFX1p+/btA1Ct10n1jS9cuMBCQFzUVOxhM4RCIfT29kKn0/HB0VvRQ41AVO1mG04gEKhxIZBP1Wq18pmyQDXCM5FIYHl5GclksuZ81scBlUOs9+drNBqO2hTR2trKp5SQYBMVElGoLi0tbUo5ijAajThz5syWGyPdn54xODiIgwcP4oc//CG8Xm+NZU5CC6gd75aWFlYIV1dXcevWLbhcLo6oFdtA0cNUxEL8u0aj4aIDZKmKEcyNILaDaHWv14tTp04BqAakkWChKlhULQgAFxSpZyUe1lf0DKqpC2wcC9F9o9FUizyQ0gE8KEm4XevxYesa2EiNE8NBa57O593qWXTgRyNWoB7iuxBo/lKU9KVLlzA1NbUt5lAMrmomnppQVVX1zGafKYoypyhKWFXVGUVRwgDmG1x2D8AlVVXH17/z3wGMAPgLwcotKIryPQB/1OTmf6ZBC4OSyqk+cDAYrPE1GAwG/Ow3fqNaUNtiYWuxtbWVA3YeRajSGaNDQ0OcF0dpTRShSykeBNHnIybfP+r79vT04N69e/y3J6F9tmM9AlXhlU6n4Xa7YbFYWHDp9XqcPn0aMzMzGBsbq0n4fxxQeURKNdkKBoMBzzzzDP/+4osvbkiPAB5YBOTr2wpb0Xfi/ekZYp3ph1HrsVgMqlotYq/T6djneOPGDRw8eBBHjx7lmtYiyBqhwiWUMw2AjwQUqyGR4tfS0rKpT5XQKBBL9KFvFiyzHR85BRuK96UTdsTniO9Z3z6R3qTi/PF4nE/oqsej0L/183U7gUb17wOAT1zaDhrRvwQxm0G8/1ZtaFQ44kmxU/TvDwF8G8Cfrv98ucE17wNwKYriV1V1AcApABcAQBDICoCvAbj68TT7swGacK2trZz68e1vfxuBQIBzXMlS8T7zDJwtLTCsV/6hSk2U19koMAjYKFQpGIqKiQNVP0x/fz/8fj9HjFKwC6G1tRWzs7OcyP4kwkdcaNuxqEScOXMGU1NTGB0d3bZQtVqtDS1FwuDgIG7cuMEW0uOiUeGRR0F9X4hRskDVsn5UqvxhqKd/KdjoYWMSi8UaCgIA7P+sF6iESCSCrq4ueL3eGqFKMQN0QopInYs5j/XPIjTKqxSFav17PgoaBXo1CtKr/30zoUqVvSwWy6bC70mE6qPice4jnjxTj8cRqhqNpmY+NAs7JVT/FMD3FUX5ZwAmAPwmACiKcgjAH6iq+nuqqpYVRfkjAK+vC89fAfiP69//fxVF8QNQAFwC8Acf+xt8ikETT6Rlxdq7AJgu2zs+jh6tFjPryfH0nWPHjj30GZQ2cvfuXSQSCXi9XpRKJfT19fE1RI1SUAdZLCJoo6UCG09Ck4rffVShSrmlzQSlddCh8o+Lh202j4P6DanZwRz1wubgwYOYnJzEiRMnHvuem7WRUsbC4TB6enrwwQcfcD/RmcVizuJW40BzYDNrk/qO6ORmWkMPG996IRWLxaAoCkfWLiws8Bmn27n/VkL1SecEBbptpgg1gsFg2BBZLroqxPZtR6gODg7ySUfNxI4IVVVVEwBON/j7BQC/J/z+UwD7Glx36qk28DMOmnB0EoYIirocHx9HS0sLwv/lvwA2Gwz/7b/xNdsRAIqiIJlMcpFtKpovBmNsNvHFv4uUz5Naqk8iVIEntwjrodPpYLFYaiKBHwd79+6FzWZjf/GTQrS2gKcjVKkv6Vi6zs7ObQU5bYbN5gVZ3JRGQ/PvhRdewL179/Daa6/VRKJvNbfpNJbNhJPYd3QAxWZszqPiYXNf9KkC1cI0gUAAb7/9NjQaDaePPUwx9Hg8GB4e3nAakIhmWaqDg4Po6+t75HVYT7n39/djcXGRx+NRhOpmwWFPip1PqpT42EETr5FQ9Xg8CIfDmJmZqaYIrP9dpLq2QwVStCYAHDt2jNMy6rXMrVBvqX7WhOqjbAKbQa/Xo7Ozk8+gfVLU5/A9DaGq1VZPSurp6XmiYJFDhw7xGamNIApVoOqrVNdP5aGIXbFYwXbm13aCaiiXcjspUdvFdqJpxfaHw2E8++yzOH78+LYsw+1ExJPfvBmsyOOswXq0r5fQJDwJ49MsSKG6CyFaqvXBJXQmJx1kTNeKGq4YlbkZxPsaDAbo9foNC7Z+s2m0udKGnkwmd5T+FdFMoUr3akYU4uc///mmtK2+TU9DqGo0Grz00kswm82cR/k4bd8qgCoej2NpaYk3XlGpa+RLftJNuZFPtVnYjqVaX5KyUQ75k4CiluurfH1SQKlhzez3R4UUqrsQtHGQv0mE1+vFSy+9hDfeeKPmWoPBgCNHjmxaYKEeQ0NDfJrFZgKsfgOzWq0Ih8Po6uriv9E5rRMTE9yOx4Xb7UZ/fz+fBvOoaLalKlayagbEvhEtsEdFKBTC+Pj4Bn9Vs1AvtJvdryKMRiNGRkYaflZfaGE79O9WqBeqzcR20mGetjCh1Jknyfl/mqC5Ojg4uGNtkEJ1F0JceI02TI/HgxdffLFaiejf/3v++8NKzz3sGZsJ1Xpfk6IoG2rqKoqCkydPchH+7eb3NYJGo9l2+H4jNDunjWogO53Opof2nz179rGtib1796KzsxPvv/8+ksnkUxeq9X//uKDVanHq1Cn8zd/8TU3xhycBvQMdKddMPIpP9WnBaDQ+UurMx42enh5EIpEn2ieeFFKo7kI8LDSfwBbpf/7PT/y8zaxCo9GI4eHhLSPwqCrNTqMRxfYksNlsOHHiBD744IOmC+wnsegVpVr16siRI1heXm6K76v+/sBGS3UnYDKZ4HK5kM/n8fzzzz+xYKfawYVCoeEJPU+Ch827WCyGcrm8rRzYzzK0Wu2OClRACtVdCXHj2DIy8QkWqd/vx8LCwkOvEc89/aQjHo8jl8vV0NNPimb6VJsNo9H4VKIjPymWKvCgstJW1Ya2C51OhxdeeKEJLduIh7WPjgOU2HlIoboLIW5eW2rTf/u31Z/f+MYjP+fIkSOf2ICGx4FWq0V/f39T71mfvrIbUB9dvJMKhciifNLHoNmMgcTTgRSquxCixrsllfmd71R/PoZQbUY05Wcd9QJmN+HjCFTaCqKl+kkXqp+EYyUltobc8XYhGhVXkNgZ7GZLtf6dd0Ko6nQ6mEwmVCqVbUe27yToBB+JTy7kjroL8UiWqsRTBR131qg4+2cVn6RAJa1Wi2AwCI/H0/SczqeBEydO7GgOpsTWkEJ1F0Jaqp8cGI3GmuPidgM+zjzVrUAK5sOOKfskQQrUTz4k/bsLIS1ViZ3EJ0moUvDPp8FKlfh0QJopuxxbbmQ/+MHH0xCJXYNPUkqNTqfDiy++KBkbiaZBzqRdCofDsb1NbBt1fiUkHgU072ZnZ+F0Onc88lmmqkg0E1Ko7lKcPHlyexf+1V9Vf/7u7z6tpkjsMphMJj4g2mw285Fv0l8o8VnAjvhUFUXxKIryU0VRxtZ/bjhIUVGUzymKckn4l1cU5Wvrn7UrinJeUZSPFEX5W0VRHr8mm8TD8Vd/9UCwSkg0AWazGV/4wheg0Wj4VBFAClWJzwZ2KlDpjwG8rqpqN4DX13+vgaqq51RVPaDpsznaAAAgAElEQVSq6gEApwBkAby2/vGfAfi/VVXtArAM4J99PM2WkJBoBjQaDfR6PUql0o7TvxISzcROCdWvAvjr9f//NYCvbXH9bwD4iaqqWaWqzp4CQBE02/m+hITEJwx6vR7FYnFHo38lJJqNnRKqQVVVZ9b/PwtgqzPFvgng/1v/vxdAUlXV0vrv9wB8OiqyS0hIMHQ6HYrFIv8uharEZwFPLVBJUZSfAWh0xMW/FH9RVVVVFGVT/kdRlDCAQQD/+Jjt+H0Avw/gE3uwroTEboSkfyU+i3hqQlVV1TObfaYoypyiKGFVVWfWheb8Q271mwD+XlVVUmkTAFyKoujWrdUYgOmHtOO7AL4LAIcOHZKr91Hxyis73QKJzyj0ej0WFhZw/vx5ANJSlfhsYKfo3x8C+Pb6/78N4OWHXPs/4AH1C7Wq1p5D1c+6ne9LPAksluo/CYkmo7u7G93d3TCZTFAU5YkOVpeQ+KRA2QnqRVEUL4DvA2gFMAHgN1VVXVIU5RCAP1BV9ffWr2sD8EsALaqqVoTvdwD4rwA8AD4A8C1VVQtbPffQoUPqhQsXmvw2n3H8h/9Q/fnP//nOtkPiMwtVVVEqlWQRBokdgaIov1JV9VDT7reb/BlSqD4Gnn+++vOf/mknWyEhISHxVNBsoSoL6ktISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJuypQSVGUFIDRnW7HpxA+AIs73YhPIWS/PR5kvz0eZL89HnpVVbU362a77ei30WZGee0WKIpyQfbbo0P22+NB9tvjQfbb40FRlKamhEj6V0JCQkJCokmQQlVCQkJCQqJJ2G1C9bs73YBPKWS/PR5kvz0eZL89HmS/PR6a2m+7KlBJQkJCQkLiaWK3WaoSEhISEhJPDVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CVKoSkhISEhINAlSqEpISEhISDQJUqhKSEhISEg0CbqdbsDHCZ/Pp7a1te10Mz5dGB2t/uzt3dl2SEhISDwF/OpXv1pUVdXfrPvtKqHa1taGCxcu7HQzPl14/vnqz3/6p51shYSEhMRTgaIoE828n6R/JSQkJCQkmgQpVCUkJCQkJJqEXUX/SjwGzOadboGEhITEpwZSqEo8HD/5yU63QEJCQuJTg08k/asoSouiKOcURbmuKMo1RVH+sME1zyuKsqIoyqX1f/96J9q621AsFlEul3e6GRLrKBQKO90ECQkJAZ9IoQqgBOB/UVV1L4ARAP+Toih7G1z3pqqqB9b//ZuPt4mPhuXlZVy7dm1Hnp1Opx9/8/23/7b6D8DVq1fx6quv4pVXXsHMzEwTW/gAS0tLePnll5FMJjd8NjY2hunp6afy3K2gquqOPBcA1tbWGv59enoar732GpaXlz/mFm2OQqGAqakpTE5OYmVl5YnvNz09jZs3bzahZZ9+VCqVnW7Cx4ZSqfSpfd9PJP2rquoMgJn1/6cURbkBIArg+o427Anw9ttvo1KpoK+vD1qtdsvrb9y4AUVRAAD5fB6KoqC/vx86Xe2Qlcvlms1Lo6nqSRaLBQaDARMTE/je974HnU6HWCyGs2fPwm63AwB0Oh2KxSK0Wi1sNlvjhrz+evXnv/pXSKVSsFgsUFUVk5OTCIfDW75HpVLBW2+9BZ1Oh/b29k2/UywWodFoMDMzg+vXr2N+fh5f+cpX8N5772FkZAQ2m40312g0uuVzCQsLC/B6vdwvj4OLFy9idnYWL7300qbXrK2tYXl5GYFAgMft2rVrWFtbw9DQEF+nqip/vh1MTEzgwoULGB4eRnt7OwAgk8lgdnYWk5OTWF1dxerqKtxu90Pvc//+fczOzqKzsxNOp5P/XiwW8cYbbyAYDGJgYGDb7QIezL1cLgeXywWr1YqxsTHcuXMHAGC1WvG5z30OAB7pnUVcvHgRANDX11fz92w2i4mJCfT19T32vRuhWCxCUZQN6yyfz+Pq1asYHBxEIpGAoigIBoOoVCqYm5tDMBjc8J3tYHp6GqVSqeZvgUAA5gaxDC+//DIsFgtOnTqFYrGITCYDh8MBrVZb8+x8Pg9VVRveo5lYWlqCwWDYfO94TKyuruIXv/gFdDodTp48ifv37yMej0Ov1zf1OU8Ln0ihKkJRlDYAQwDON/j4mKIolwHcB/BHqqrujCkogOhRk8mEcrmM69ev879cLodAIFBjNSqKArPZDKfTidu3b2NmZgaZTAb/+I//CEVRYLFYoNfrcebMGfj9fkQiEczPz8Pn80FRFLz11ltIJpNIpVLQarXQ6/VYWVlBa2srjh49io8++gjFYpHb4HA4oCgKkskkTCYTPvzwQ9jtdnz9619Hb28v37tYLGJxcRH+QgGlUgn3x8ZQLBZhs9mg1+sxNzeHRCIBr9eLVCqF+/fvIxaLwWg04vbt2+ju7sbKygrOnz+PV155BXq9HtFoFNFoFPv370c0GoWqqpiensbMzAzGx8fR0dEBvV6PO3fuwGw24/3338fq6iouXryIc+fOIZPJ4MyZMyiXy5iamkI6nQYAeL1eBINBAFWlQlVVXLlyBR6PB+fOnYPVakU8HgcAdHZ28iYwOzuLS5cu4ezZszCZTMhms5ienkZLSwuMRiNyuRwqlQrGxsZw7tw53L9/H4FAgBd3X18fwuEwfvrTn8JsNiOXy+Ho0aMIBALIZrO4evUq8vk8yuUyXn/9dVitVly5cgWVSgV/+Id/CL1eD5PJBEVRkMlkkMlkEAqF0NLSwvPjzp07uHjxIlKpFLxeLxwOBy5fvozZ2VmcP38eBoMB6XQagUAAXq8Xx48fx+LiIq5du4YTJ05Ao9Hgl7/8JX75y18ilUrB7/dj3759mJiYgM/nw40bN5BOp5FMJjEwMIATJ04gGo3CarWiUqkgmUxCp9Mhk8mgXC7DarXCaDSiVCrh3LlzeOutt+Dz+eByufD1r38d+XweQJWZyWaz+NnPfoZUKgW32w2fz4dwOAyHwwGDwcDvqKoqlpeXYbVaYTAY8JOf/ITn4ejoKHp6evi+hNHRUdy7dw+5XA6Dg4PQaDTQarUolUpYW1uDxWLhaxcWFnDlyhWoqopSqYRIJIJ9+/ZtWLuXL1/G5OQkSqUSnnvuOVitVr7PzZs3WeGbmZlBuVzmeeBwOKDT6TAyMoI9e/awhdVIyC4uLkKj0cDj8WBpaYmVBhEOhwPBYBDlchkajQalUgk/+MEPMDU1BVVVMTo6ikwmg3Q6DZvNho6ODjzzzDNoaWlBsVjE66+/jkqlAoPBwApHe3s7uru7a55z+/Zt3L17F6dPn97QBqCqNI2NjeHSpUtoa2vDyMgI7t+/jzfeeANdXV3MVn35y19GsVjE1NRUjXWZTqeRyWR4/LRaLUKh0JYKbi6Xg6qqKBQKuHnzJqanp7GysgKHw4FUKgWdTgetVguv14tQKMRtzeVy+P/Ze9Mgya7rTOy7ue9ZWfveOxq9AMTaBAmD4qIgQIgUpTBtS6SHo/F4KGkmZElWhEOmx56IsccxGnnosUYzojg0TYocypIIkgaHACmJhIiNWJvoBtANoBvd1V1b1pJVWbnv1z+qvtsnX7+syqrK6srqzi+ioqoy33Lvffee5TvnnufxeOB2u5FIJNDb29vwHpcvX8a77767bju2irZWqkqpEIDHAPyO1jpl+fo0gH1a64xS6lEA3wVwxOYanwPwOQAYHx/fkXbG43G88sorRmimUikEg0G43W689tprSCaTKBaLSCaTmJ2dxeDgIBYWFuD1epFKpeD3+/GLv/iL+OlPf4pnnnkG6XQa8/PzSKfTAFYX2dLSEorFIh544AF88YtfxPLyMh544AG8/vrrmJmZQSKRgM/nQ7FYRCqVwujoKAKBgPH+rl69CqUUfD4fPB4Pcrkcstkszp8/j2AwiL/+67/GwMAA3G43br/9dmSzWSSTSfz2lSuoVir4i298A9VqFcPDwzh16hT+8A//EIcOHcIXvvAFfP3rX8elS5dw5MgRjIyM4MUXX8TFixfR29sLn8+H559/HsFgEM8++ywqlQoGBgZw8OBBaK0RDAZx6dIlxGIxFItFZLNZXLx4EZVKBc899xwWFxfR29uLXC6HhYUFc+5jjz2Gubk5uN1uuN1uPPTQQ5idnTWL+plnnsHs7CyCwSCKxaJZYPfeey8ikQhOnz6NRCKBX/7lX0Y2m0Uul8M3v/lNKKWMMM/n89i/fz8uXLhglITL5cL4+DgmJyexvLwMv9+PWq2GH//4x+jt7cXJkydx9epVfOlLX8ILL7yAYrGISCSCbDaLI0eOYH5+HnNzc/jTP/1T5PN5HDt2DNPT04bWPn78OB588EHceeedKBaLeP755/Hyyy/jypUrePfdd/Hwww/jK1/5Cq5cuYJUKoVIJAKHw4F8Pm+UicPhgNvtxsTEBI4fP268oYmJCbz11lt466238MYbb6BSqWB2dhZKKbjdbvzoRz/C448/DofDgd7eXiwuLmJkZATZbBaXL182QjEcDmN8fByXL1/G9PQ0UqkUMpkMvv3tb+PQoUPIZDJwOp2Yn5/HqVOnsLy8jGw2i8OHD0NrjRMnTuDOO+80z7RQKODtt9/G7OwsbrvtNpw5cwbJZBIDAwN48cUXUSgU8Nxzz6FaraKrqwulUgmVSsWstyeffBI9PT349Kc/je9+97t4+umnEQqF8KlPfQrDw8P4q7/6K7jdbpw8eRJ/93d/h3K5jM9//vNwu93w+/1GIP/gBz+A2+3G+fPn8fLLLyMej+PDH/4wPvrRj2JxcRGlUgmlUgmTk5NwuVyoVqvIZrNIpVI4efIk/H4/zp07h6eeegorKyu49957cdttt6FcLqO7uxvJZBJ/8id/Aq01fvu3fxuvv/46pqamcOLECdxzzz04cuQInnjiCfzsZz/DiRMn8Pjjj2N+fh4ejwfLy8vGkHz22WcRiUQQCARw4MAB/OhHP8L3vvc93HHHHThy5AguXLgAr9eL48ePIxAIYH5+Hs8//zzeeustM08nJiaQTCZx++23o1wuIxgM4vDhw3jqqafwS7/0SwgEAjh9+jR+8IMf4Ny5c9i/fz/y+Tz+5m/+BmfOnMGxY8dw8OBBlEolfOUrX8Fbb72FXC6Hu+++G06nE5OTk3jzzTeRz+cxPj6O97///QgEArjzzjtx6dIlY9zccccdqFQqeOyxxzAzM4OPfexjWFlZwQ9/+EMUCgV8/OMfh8PhwJNPPol4PI5YLIZcLmeMrA9/+MMIBAIIBAI4d+4czp49i2KxiCNHjuD48ePI5/O4ePEi3v/+98Pv90Mphdtuuw0vvfQSvv/972/I8GwFajdjRetBKeUG8J8A/FBr/YUmjp8AcJ/WerHRMffdd5/eTkUlCmxaWsViEVevXsX8/DyeffZZ5HI5vPXWW8hms3C73ajVashkMiaxhzTuwsICqtWqsbx8Ph8+9KEP4cUXX8Rbb72FYrEIh8Nh7heJRNDV1YWTJ0+iXC7j7NmzqFQq8Pv9KJVKKJfL8Pl8GB0dxbvvvotkMolarYZQKIRoNGoUQqVSgdPpRF9fH/r7+5FOp5FMJlGpVIylHwqF4Pf7kclkUCgU8L10GtVaDf9Vfz8cDgcOHz6MQ4cO4fvf/z6CwSA+85nP4Hvf+x6Wl5fR3d0Nt9uNeDyOUqlkDIuZmRnjRVcqFYyOjkJrjZ6eHmitMTU1hfHxcRw6dAjZbBavvfaaEViFQgHFNW/Z4XBgZGQEhw4dQiKRgNYaXV1dyGazGB8fx9TUFEKhEEqlEt544w1kMhkopRCNRuFyuVAoFDA2NoZDhw4ZRfkLv/AL+P3f/3388Ic/xN/+7d+iUChgaGgIZ86cgcfjwXve8x688MILKJVK+K3f+i309fVBKYXnn38eSikMDQ3hiSeewJUrV+DxeBCJRDA8PIznnnsOyWTSeBsulwtjY2NQSuHKlSvm+X70ox/FuXPncPXqVTgcDhw/fhx9fX0YGRkxBtHZs2cRCATwiU98AidPnsRjjz2G06dPY2lpCU6nE0NDQ4apWFlZMd4xPUifz4fZ2VnTnlAohFwuZ1gVelxaa0QiEaM8+Ay7u7vhcDhQLpfh8XgwNjYGv9+P6elpLC4uIp/PI51Ow+FwGC82EokYIyyRSMDj8WB0dBQOhwO33XYbnE4nqtUqEomEYTqCwSDC4TByuRyWl5dx2223YXJyEqlUCoFAAH19fTh48CCKxSKUUgiHw4hEIjh37hzi8TgefPBBvPzyy7h69Sr8fj/e//734+rVq5ibm4NSCnfeeSdSqRTm5uZw8OBBOJ1OHD58GKOjo5iYmMArr7yCRCKBSqVivJ1YLIaenh4cO3YMoVAIyWQS586dM0p9fn4eqVQKoVAILpcLpVIJyWTS/L9v3z6cPXsW1WoVhUIBiUQCXq8Xg4ODyGQy8Hq9iEajSCQSxnsNBAIYHh7Gm2++ae5DeZJKpQzDwfBNNpvF6Ogo3vve96JUKmF2dhZHjhxBNps1Cnl8fBxOpxOvvfYa3n33XeRyOQBAd3c3enp6zLgCwIMPPoj7778fP/nJT/Dtb38bmUwGg4OD8Pl8SKfTuHz5MgYHBxGNRlGr1Qw7UC6X8YEPfABKKVy4cAHxeBzxeBx+vx8jIyM4fPiw8aAHBgbg8/nw0EMPIZPJ4Gtf+xqSySSOHDmCSCSCZ555BkopfPCDH8Thw4fxrW99C1pr9Pb24vXXX0cqlYLH48GxY8eMEUlGTmuND37wgzh27BgmJyfx/PPPIxaLYXBwEOVyGYcPH8ZLL72ECxcu4NChQ3j88cdf1Vrft2XFYEFbKlW1yll8DcCS1vp3GhwzCGBOa62VUqcAfAurnmvDDm1XqT755JMolUp49NFH4Xa7cebMGbzyyitYXl7GysoKwuEwLl26hEuXLqFUKmFmZsYoUtI45XIZuVwOTqcTfr8flUoF1WoVIyMjePfdd1EqlVCtVuH1elEqlVCr1eByuYzSq9Vq0FojEAiYCQ0AXq8Xvb29iMfjyGQy0FrD5XLB4/EYOkXC5XIZakhrDYfDAaVUHXVdq9XwV2v3+NRanGl0dBS1Wg3T09Nwu92IRqPIZrMmNkvaxuPxGEVGIRUIBFAoFIx3B8AYEMPDwxgZGTF0JNtWLpdRLpfhcrmgtYbT6YRSCk6nE6VSydwzGAwa65XKgkI+FotBa42VlRV4vV4cPXoUS0tLmJ2dxR133IH7778fP/7xj7GwsAC3241YLIb5+XkzzsvLy/B4POjv70csFkMgEMDU1BRqtRrC4TDOnDkDAOjq6oLH44HX68XExASq1So8Hg8qlQq01nVjwj7ddtttuHLlCorFImq1GoLBoPHIvF6vidl5PB4MDg5i3759mJubw7lz50z/lVKo1WpGUWutzTMlHc4fp9MJj8djxqhWq0EpZeaHnGNENBqF1+tFJpNBuVxGOBxGrVZDsVg0x5VKJUO9FQoF049AIGCUIBUL596xY8fQ29uL5eVlXLhwwcxnntfV1YVkMolCoYBQKIShoSGMjY1hcnISk5OTqFar2L9/P3w+H6anp+H3+w29WqvV0NXVhUqlYmh1KubTp08jGAxibGwMyWQS09PTxsjw+/1mTFOplBm/UCiEWCyGVCqFbDYLrbXJD1hcXDRer9vtxsLCgjEaBwcHcf78ebMuyuUyAJg2ciy4fsgmVSoVM5/dbrd5llzvsVgMSimsrKygXC5j//79JuxQq9UwMDCAmZkZeL1eVKtVhMNhBINBXLx40RhAnJekxd1uN1wuF7q6unDgwAHMzs5iZmYG1WoVTqcTgUDAGG0+nw/hcBjVahWxWAyhUAjxeBx33XUXZmZmkEwmzVg4nU4Eg0ETVioWi0b+dXV14eLFi8YQAYAjR44gn89jZWXFGBTnz59HuVxGb28vPB6PeS7Hjx/H5OQkgNUwEA2RU6dOIRqN4sKFC7hw4QIGBgYQCoUwOTlp2IPFxUUcOHAAP/jBD1qqVNuV/n0QwN8D8LpS6rW1zz4PYBwAtNZfBPApAL+plKoAyAP4lfUUaitQqVTw2muvwe1249FHH8Ubb7yB06dPY3JyEoODg+jrW63JnMlksLCwYOhbegP5fN4IFnoHXKDFYtEoVE5yKh4uJAo/LsJqtVp3fC6XQ6lUMoKuVqsZi9SuLxIul8t8xnO01vjk2m+s3YMKtFKpoFKpXKf8eG0Ka3rp7Fu1WkW5XDZ946KemZlBLpdDKpUyi7hardaNA4UOFyXvwfuWSiUopcw48V7lchn5fN78XFiLDyeTSTz77LN45ZVXzL0cDgdWVlbMGGSzWRSLRUM50Quv1WoIBALGo/d4PNBaI5fLGeFZq9XMD8dIxtlqtRpmZmbMs2Tf6MEBq8KXhsmlS5cwOTlpDAqOicvlMsJUQipH/uaYyOQeuWzstktls1nk83nzLJaWlmznVLlcNuOezWZN37XW8Hq9Zp7yOrOzs0in01hYWMDKykqdkcfnmk6nzf8XLlzA1atX6xTU1atXEQ6HkUwmMTc3h1KpZJikTCZj2pDJZOD3+7GwsIBUKoV0Om0MFo45+0/jgGMFrCblLC8v143V1atXjVLk8yO7wvmUSCSM4SjH1rq2eW+lVN0alvOGxhPnGeO9tVoN8Xgc5XLZyJYrV66gVCoZg5LMmMzn0FobA0+ux5WVFRMv5bPSWtdtp6NCt8qjS5cuIR6PQymFWCxmjIF8Po/Lly8bY9fhcCAcDmN5eRmJRAK1Wg0rKyvIZrOYmpoCsMrQBYNBaK3Ns8xms4YRKBaLmJubM0ZnV1eXWasXL17E0tIScrmcyY0AVo342dlZw3BdunTJdi5vB22pVLXWzwJYN6VPa/3HAP74xrToGmhJp9NpXLx4EVevXkWhUMDS0hKuXr1qYm186KRfKQS4AKlMOEm5sLmYrEoPQJ2ApAcMoO56cjFuxsaQ92uUys7EFenZcJJLBUtQMbItvIdd34rFIlZWVsx1qLhkn2XyEBUqF701kUVed2FhwRwLAOl02iglrTXy+bzpEwUw2yH7wFgh71mtVrG8vIxarYZSqWQUIT1Mu7G0jrNUUDKBg+2lRc72WrfX0NtsBKmo+Jt0tFT460EadWynDIXwbwpXPptarYZ8Pm+8JY/HY4Q6aVKn01mn1GTfpXJhogv7wOuXSiUUCgXkcjlzDTn2crxLpRIWFxdNdixjzXIMqtWqUYLW9cP+897SeORcketbGlfNZijLZ233HNhHGnnSEKYh6PF4zD1TqZShXJmX4XK5UCwWzbynwpdeK3cISIVEipXjwr8LhYJReDR2Obfz+TycTqfxUMmIkckg5U3nQs7JSqWCfD5f90yz2awJfWWzWUPFM7TEPjHOHwwGkc/nzXMol8uIx+PG6KHj00q0pVLdC6DyzOfzKBQKCIfDJn6Ty+VMchIXFxcLPRUrLQdsTglaPQpOSOtn28X/vvb782u/7fa7cmHL+212mwM97UZtphCzGg3NFKKwHhMMBq8TXNb7aq3hdruNgKfglN6XpD8p4Pn3VsD+8PoUfus9x436b9cWsgabbac0puxAI4AxLiovKhdpYAEw3qw1G55zWfZNsjmcW9K4YuKQvIbVA6cnyFAKlbM0DHgvu5CJ3XhJBc9nJc+zXnc9NDJWeK7V07WuMV6f4yllzOLiImZnZ41RZXdvOX4ejwcrKytG2dKzXFpaMvNTes2FQsF46Ex8ozKzhhoAIBwOY2BgAPv27cPi4mLd2EmDVypbzgGyHTQyyP6VSiXz3HgN5nlwTGq1mqG/GTJpNTpKdROQi4IxMH5Oq5HxUno0nGhWD7RSqZgYI7D9jd3bPb8R3mf5fyPBKttjPc4qKOzOaQS5oCQkbd0s+EwaQVKBsh/W9knvV2Kz7SEoOKmUrDRgq8D7bPbadt63nSFHQSUVZKNnS09Eng9cP4ZSIVvXIfeNWq8hn3GlUqmLb/N7O+PPzkOVSsdq2LFvds+Lc76ZdbPe/Lebr1ajwwoml8nrW58JjQKrIUCvVs59KlQAJgYsz6Fhya08TqfTrDXOCTI/8XgcuVwO6XQaiUTChJSs/ZNsDb1oyYzIuLA0xGSyJ8+TBhCV706sr45S3QTkpK9UKiZJgJZRJpMxiRKcREyWscY214t3tjOanYStnrCNBPNWjIlG9Jr1mlLo2vVlK4ppI7Cf9PJ2YtEDO1chaqvMy1ZBT6UZj8NKLQKN22hVnOv1Zb3vtmrstsJIJiUKXJvLNPglU2HnkUual+C+cIJKCri2J7darRo2wWpcEbx3sVhEf3+/Sa609ll6rDxfsgy8/nrhqnQ6XaeIeR3G3jtKtY2wuLiIxcVFpFIpw+Gn0+k6z1NSh3YPb6e8y51Cs15qI+xEf3dCqUrshMBsBg6Hw2Ru77V5IqnwG4XNhhs2i+0+g51unx0krU5FxLZIBkZ6gvJ7ud5l0iFB+lQyNtIrZIyZys+qyGu1mingsZ58tLIQdl6rPF6Ce5obXZt5Gq1ER6k2CWvMUipPJi4x5kNLUE6wG2G17zQ2o1S3q4D3AnayfyzbuFfH8EYbAs3E1oH6eWndprKTaLZ9rYRdbJfJZOslJkpFanctK2QyH89jshRQ33frvViXvJm8AWss3Qoqcnm/RgqbxzP220p0lGqTsMsQJP2RSqVM/NRuIu0ETXijMCX+3oyg3Kv9bRdUq9U9GR5od1Cpyjiq+xcAACAASURBVP3ON0Kp7gbslKrcPrOZ8xuhVqvV7SvnedbtcNZ2AKsKb6M8C7v2NKOAm+kDs+BbjY5SbRJSMdZqNczPz0MpZZKN8vm8SV6y0il7GX9vtxvQQQctglzDcr/krQS7bOdWwCrrrJn6jc7ZTYOG8fhW49aaUdtAPB43k4SxVCYolUols8dSZqLJ/V27EVPpoIMOGmM3Yr+7jZ2ioa3yzS773w5kDHYLO/E+4o5SbRLcLwUAFy9eNGXqGEuVXqx1Qu3U1ogbgf9z7aeDDvY6OsbtNbR6HJqVb9YCJ3xL025hJ5Rqh/5tEvQ+lVKYnp5GqVTC0tISksmk8Vbt9vHtddy12w3ooCFuhWSwVkLu2byV0Yx82uzc2upc5NaWjdq0U3N9J67Z8VSbRDwex5kzZ5BKpRCPx1EsFhEKherKcslqKB100EF74WbJc7gR2KwMa3ZcZVUlFnRpBnuJYehI/ybBzcnc71UoFEwZLxbgXq9QQAcdtBqdedbBTmEn2DZZO5podkvTTrF/O6GsO0q1SVQqFfMqtd7eXiilzBYapmZ3lGoHHXRwM2AnZZi1fORuolP7dxdhnWTMGvR4PHVvyABurpjqO7vdgA466OCmwI2oKrfZ2Kt8EUOr0JaeqlJqTCn1lFLqnFLqTaXUb9sco5RSf6SUuqiUOquUumcn28TamfK1T6w/yWL6N5MyJX597aeDDjroYDuwo1p3er/sRriVsn8rAH5Pa31aKRUG8KpS6m+01ufEMR8DcGTt570A/mTt946A1ZNYA5NKlS8e71C+HXTQwU7gZsnytuvHzdI3ibb0VLXWs1rr02t/pwGcBzBiOeyTAP5Mr+IFAF1KqaGdapP0VJeWljAzM4NEImFebXQzeqkA8KdrPx100EEH24XVW93trN6duH+7eqoGSqn9AO4G8KLlqxEAk+L/qbXPZneiHdZiDtyX2mzlkL2K23a7AR10cItDvst1L2O9F6vvFnbCU25LT5VQSoUAPAbgd7TWqS1e43NKqVeUUq8sLCxsuS18fypjqDe7h9pBBx1sHjuyReMm3ve+20p1J9C2T0sp5caqQv2PWutv2xwyDWBM/D+69lkdtNZf0lrfp7W+r6+vb8vtKRQKyOVyyGQyyOfzKJVK5kW+8mW9HXTQwa2LnVASu2W474RMazcluhNj25ZKVa0+zf8bwHmt9RcaHPY4gM+uZQE/AGBFa70j1C9wbT+Vw+HA8vIyyuVy3WuU2m2ydNBBBzcHdov67ci0raFdY6oPYvWtY68rpV5b++zzAMYBQGv9RQBPAHgUwEUAOQD/YCcbxGpKLpfruheP38xe6msbH9LBTYKdeCVYBx3camhLpaq1fhbAuppKr2q0f3JjWlT/kl9ZmJvxDird3a4Q0mr87m43oIMbho5CbU90jJ29hbakf9sRlUrFTG65Z5X/d+KqHXTQwU6gI1dahxsxlh2l2iSq1SocDgc8Ho/5jIrU4XAYJXuz4etrPx100MHugDJmt+F0One7CXsCbUn/tgveeOMNFItF3HnnnYbWZfUk6a2yytLNqFRHd7sBHXRwi2O3DXa3212XlLmXIRnGnUJHqTZAuVzG5cuXAQD79u2D1horKyvIZrN1lC/fp6q1vuniqR100MHuw65owo2Ew+G4aeK6HEuPx2O2RLYaHaXaADKNXWuNarWKeDyObDZrJjhf+2Z3TgcdtBs2Eow3Yx3WvYC9MO43i1IFVvtCpnEnxn33ifo2hfVVbpxQ/C0tR764vIMO2hkuV8eGbkdsJDvk9j077LQXy/DWzQL2Z6eMhM4qawCrUuX/dm+kuZlp35/udgM6aBk2EiIdw3DnILfeNQt6Ujv13Jr11HaKJt0tSIZxJxRrR6k2gFSUlUoFuVwOqVQKxWLRKFjSCDeTFWfF53e7AR20DDfjPuq9gnbz9pRSTc+Hdmp3q7CR978ddOjfBuBEKhQKeOaZZ8ybaYDr6d52SHfvoIMO2hdb2ce+k7TuZpyBm3FXw04q1Y6n2gCccIlEAh6PB/39/fD7/YYu4N5Ut9uNWq2GQqFwU1EkxLfWfn9qV1vRQSsgK4F1cGOxFZqx2XOcTueWvMmbUV41AzmuO5GA1XGxGoCTtFarYWJiAuFwGNVqFQsLC3VvpykWiztaTWm3rcSetZ8OOtgqdnsO3+zYSDlul0lrZ+W73b7dMm+paQeUy2Xk83mcOXMG+XwewWAQ5XIZy8vLdfvGKpXKjnoA7TyhO9hb2K0tEZ05vPNYr0DEdp97M5WUuJd1I7Q6A70d51ZHqTZAPB5HLpeD1hrz8/M4fPgwXC4XyuWyoX211iZZ6WbZw9VBBx3sLWy1OIQ8Zz2l6Ha7N7xWszIwEAjc9OUOO0q1AVKpFPr6+lCpVDAzM4Pvfve7SKfTddWUOoq0g72EDg1788JaiGYr50uvT86VZjPGm7l/qVRqqdxsxzndSVSyQa1Ww+TkJPL5PAqFAqrVKs6ePYulpSUAq5NHZgC3IwXRKvxotxvQQcvRThV82qktzWKn2sx3NW8Vm22TtR9yi438rpVlCulVt2r82nHutKWnqpT6ilJqXin1RoPvP6iUWlFKvbb287+06t61Wg3T09OYnZ3FysoKMpmMKf4gK3FwgrXjQ20l/re1nw72LmjNSyG5mXPb0Ru4GbEdWdJsTFPC6t1KpSnb4nK54Ha7150HzbadcnQjCnirc64d5mpbKlUAXwXwyAbHPKO1vmvt55+36sYzMzN47bXXkMvlUKlUritnRdq3Uqnc9Aq1g5sD1nm6me0XOy2k9uIa2qk2b7fIwmY9SSYN2b26kn3ka+ecTueGSruZucLQ2UZx2mbHuB2UqBVtqVS11k8DWNqNexcKBQCA3+9HpVJBpVJBrVaDx+OBy+UyE/9W2fP3xNpPBzcHNpskYo21ddCeaPScqHSsCpHeIpWpw+GA3++/7nh6wM1sG2xGwZHl43VbvSWmHeZqWyrVJvE+pdQZpdSTSqkTjQ5SSn1OKfWKUuqVhYWFDS9aKpWM4Onu7obD4UChUEAymTR7UoH2eHg3Av61nw5uDuxlWq2DzUMqTanA5Duh5d/W84BrHvRGMm8znnahUKgLo91M2KtK9TSAfVrr9wD4twC+2+hArfWXtNb3aa3v6+vr2/DCVKqpVArVahWVSgWJRAK1Ws2UKeygg1sNt4oRuZdh94xk4Xir4pRJUVZnQZbxKxaLKBaLdde1M7IaGV52n29Vma5n3LXLVp09qVS11imtdWbt7ycAuJVSva249ttvv43Tp0/jnXfeweXLl1GtVlEoFFCpVDrWegd7HlvJLm0msaSD9oRUtHb1bql0tda2StaamGl33Y2wGWW7Eda7b7t4vXtSqSqlBtXaE1FKncJqPxKtuPbCwgJKpRKKxaLxWpVSyOfzqFarHeHSwS0Fh8MBt9vdmfd7FPRQ7RQOEy7l/4RUXtZ3Sduh1QqSaDbm2k5Z6m25T1Up9ecAPgigVyk1BeCfAXADgNb6i1it7/6bSqkKgDyAX9Et4qfK5TLK5bIpP5jJZOB0OhEIBLa9j2wv4j/tdgM62HXcrLGvWwHbfQF6s1hP+W137jS7r7VdQhTbUqpKqSCAgta6pS/c01r/6gbf/zGAP27lPYlSqYRkMmleRq61Nlm/pVKpbayhG4V/vdsN6GBXoZSCy+Xq5BPscVj3KhNy6wx/Gimn9b7z+XzXxV0ltvomnWYVKovxtMO7XzdF/yqlHEqpTyulvq+UmgfwFoBZpdQ5pdQfKqUO70wzbxzopRaLRSilUC6X4XK5oLWue6dqB3sXt5phtB0wp6Djqe5N0INcjx7lHtTNxM6t13I4HPB4PE0da8V6RfY9Hk9TFHC7eKnA5mOqTwE4BOB/BDCotR7TWvcD+M8AvADgD5RS/3WL23hDQaXqdDqxvLxsShNmMpnrgvm3Ap5a+7mZ0FGqHdwq4HYavvzD7nsqQ9L86ylfeZ782+VyNTyvGQq6EdbzPGVBCla9awdslv79ea31dVUPtNZLAB4D8JhSauNXGrQpWOjB71/dmZnP51EsFlGr1cy2mg466KCDvQJZFMIqvzwej6kMR4dB0sFWZed0Ok3RG2sZQyrcRnTterJzPWUYiUSwsrJie4zT6WzLeP+mPFUqVKXU00qpyNrfv6GU+h2llEcesxfBmACttWQyiXw+b5KX2u3hdbA1dJ5jB60CS/jtNhpRpNYtNRJUSHQcSAE3qp7k9Xptr8X9/HwtJjPGgWse7XbYoUaVoqwlZLdbnalV2GorolrrlFLqXgD/CEAMwH9oXbN2B48//jguXryI+fl5FAoFzM3NIZfLtfx1RR3sLtpBCHbQHNqdqt9qLK/V/WpmTns8nuveoQpc6wNDW1SuVlgpX4IJQvxMUrG8djPvZLVDLpdr6KVa+9wuMnqrSrWslHIB+CyAP9Ba/zMADUsF7gWUy2Ukk0nUajUsLi4ar7VSqXQSNW4ytFNSQweN0a4K1apQtvKS8N0oGL9eKUIA15Ux3Oha8u9SqVSnWK3XW0/pr5eoVCqVbNvCced122lNb3VLzR8BOAPAB+D31z4LtaRFu4BUKoVvfvObmJ2dRblcNoUf8vk8tNbIZrO73cRdw1/udgN2AO0qrHcDzW5Z2A20a7usaId22r3zVG5jUUqZnBEeL5+99DLl/xKNHAt5bUn3WqlZSS2vR0s3g2q1CrfbDbfbbeK87TKXt6RUtdZ/ppT6NoCq1jq/tpXmp61t2o2B1hpf/epX8Z3vfAfRaNR4qIFAAFeuXGmLh7Sb+JPdbsAO4FZ/phKdsdg8buSYNXuvRh6dVLRWD1t6koxRrnffRm/mkm+yIezemtOoL+slKq3HEFoZgo3G6kYp3U0pVaWUYuUi1t5d+/sigH9gPWYv4I033kAymUSlUsHy8jK01pienu7EUdfAN9Tkd7UVrcUemp7XeR8dtCfaxUuS4Nxh8pBUXlZPshn2plH/qKDXy8Qtl8vXKd5msFEBfa/X2zSTeKOez6b3qSqlfkspNS4/VEp5lFIfVkp9DcDfb13zdh6JRAL5/KrKKJVKmJubw+LiIpaXlzuFHtC+71NtdTZhO8CuT+2S0XgjsJf7utttt5s7dsk8AK7LzuX/brcbDofDNsaplLJNNqJytu7ft64xSUOvF0O1YqO1yu2PzeBGPaPN0r+PAPhvAPy5UuoAgCRW46pOAH8N4N9orX/W2ibuHKrVKjKZDBwOB4rFolGo+XzelL3qoD2xnWfTjl5FIzidzlui4EizXsxe9ty3Ou+a6bPd99IztcZaXS6XCXXJpB+WZbV6nVrrOvq3UTy2Uf+4ZYcxVbux4OfWWKxd33h+MplsPCg259wIbEqpaq0LAP49gH+/VuShF0Bea918z9oI2WwWpVIJ8/PzSCaTSKVS5kXkt4Igu1WxUX1ToH282VslqarZcW+X52JFM4p+s21nrNLpdK5bV7cRGr1cXCkFn8+HSqWCSqViFJfMpG2UcWv3t13d4PWeJ+uqW9HIkbFbr9ZiFcDGxodd7HYnDOwt+8Na67LWenavKlQAWF5exvPPP4+nn34a8Xgc6XS6bUpddbBzWG/hNdqjdyPQSKDsZHvaRWk3u49xt5SqdY+nFTvRLquC2izsEpRYlnBgYAD9/f3weDym3J81I1hivXnIfapyXdm9LrBarZofO9jdm+1qdLz12M1iJ57bdt9S82kAvwigCkAB+J7W+s9b0bAbgXfeeQevvvoqJiYmOvHTWwzrWagsf7bbYBt3UpFYE1huFKzj3ywztFvUvd2bena6LdtVqoC9AcnPcrmcub7b7YbP56vLIpb9o+K0gnStXfavVZlb22L1LK2ep2yD9HzlupD/b0Wpyi05rcJ2I7c/p7X+Fa31Z7TWn8ZqYf1tQyn1FaXUvFLqjQbfK6XUHymlLiqlziql7tnKfb7zne/gpz/9aUehroOvrv3cbFgv9tMucDqd8Pv9beNNtgper7eu5B3RjIJqp7HYTMLNdtBsKUSOjWRbrOOllILX64XL5TI1e5mcxGzaRrHR9fapWhWaauKNN1Z2Yr3n73Q6r/OWpWJl+9abHxtViWoVtqtUvUqpX1BK3amUehTXdmBsF1/FalJUI3wMwJG1n89hC9spf/jDH+LLX/7ylmIVtxK+tvYD1NMrN0q47cR91lvw/G43hLedANzpkoq7UdnH4/Fcl7W5WcVxo9EoxrhZQW313pq5b6M9qIB91aJmrhuLxdDV1VVH+1pjnfI7YHMG53qKnZ81y05QyVN5W+eJpIgbxWobraV2VKr/GKt1fx8F0A3gn2y7RQC01k8DWFrnkE8C+DO9ihcAdCmlhja67quvvmqsnUceeaTlbv/NiJ61H2BzZcxaAflqp1aiUeYhsNqv3aoNLBc4BQXf60u02juyZoU2EoCN3pVJrBf7ssKO0ub2j/UEMXCt/80Kw80ovY2uaf2eW1AkrIan9OKkweZyuTYcLzIVQH18VJ4n5wNpWPkaNrsEH601IpGI+Yy0bqFQQLFYrEtw2qiNVHbWuSO9SjtPtpFBwuPZf9kWeS95HR5r9+5Vazus3+2EHNuWxNJa57TW39Ba/0ut9TcA/HctatdGGAEwKf6fWvvsOiilPqeUekUp9coNadlNhm+t/QD1QuRG7PmSi9puYbb6XkSj7MTtYiMPxk5AFwqFurZslDCzHTSiz9YTgMRmvGq+s9h6vvzd6Fp8E0qzz8fuOusVMbCD3Zzn3s6NhLjVEKUH53a7NxxTtt06VtILtN5fvnCcbbC2T2uNYrGIfD5vit9z14M8ztofO/A7azzU5XLVKTlru+zabgefz1dnJPBl6Hbj7vV6G75svVHy1U6Ee7YlpZRSfyl+/grAf9uidrUMWusvaa3v01rft9ttuVHYKaHLZIYbRcE5HA4EAgEAjdP8t4r1rOTNKq5mlclGRcV9Pp/5X/bX6gHsVIYy9yvaYSNWZyPK3OpdWKv7WLNFKTzthGMzSp5oVLBgs7AaHNzHudGclF6cFPbNMCJut9u2SL3P54PH44HL5bpOEXJ8+BztGAG3241MJnMd5WtVoNY+2q2LWq1mFKj1XLZXGkp2bIwV9OK9Xq9RqjxXGtnSuKrVanVz1Jo0JX9vdP/tYrtXTGmt/8u1n/8CwN+2olFNYBrAmPh/dO2zdXHvvfeaSffUU08hFNqz7wBYFzul9MrlskmcuRFJGjJ+Yt3DttlXSVmtd+sY8Xu5Qb1ZbGTNy+MaQWtd1ycrjUfs1pavjfpHwdrM+db5Q6/PKgi3ErO0wi4hitew8+LswIpBdmNvvb5UUjQepNJivyuVii1tar1vtVqt85SVUiiXy3XbWOy8v0bj5vV6EQgEUKlU6rJ/qcise1tl2xsZAXblCaXhROVtbSuTpaxtldQ4k0jZRj43r9drFDnnSSOWpVEWdaOEue1iu0r1X1j+/5+2eb1m8TiAz6pVPABgRWs9u5kLfOADH8Dv/u7v3jCv62YAX4PHSbxRnG27qNVqZuFvhToiuOB4Pl+qLCHf8kFh0KwHaudR2WE9r8Y6nqQKrda0x+MxJeXaBfQqN0PRy+O1Xq3WI70i9t8ae5QxtGbbtZl4XiPYeTlOp9OWueH/MjtVelT8zm4LibWd8hzSzVRiXBPSE+R3jRgHFnvwer0IhUIIBoMIBALmb6snyPFvtKVG3tfqqVIh2hklMgnKzsBlPxkq4HrlHHG5XAgEAsbYpvFCI8RufVjHhF52q7HdmOply//rJRc1DaXUn2P1rTdHlVJTSql/qJT6DaXUb6wd8gSASwAuYvXl6P94s/dwOBx4+OGHMTJiG4rtwAYUUoRMdtjovK3AuofNSgFtBBmHsdLHdtaxVRg2ErxWgc6tCJvpj901rf0ql8vXvdiBHuFOKdX1vKb1zimXy00bIbVazdD6Ugn4/f46qpRVfjabOGalWu1oPkkdys8aXc8uAahUKqFQKNgqBQmpTKSSooJopFhlNi8VnKzZy3ZsRKvKY8vlsvF0/X4/ent7zfnS0JRrQD6PRlttrHR2qVQydKxkf+zYJut4UUGzTZx7lD2cFzKmrbU2r+q086obPe+dUKpbuqJS6r+3+XgFwKta69e21yRAa/2rG3yv0YJMY7/fj6NHjyKbzWJ5eXm7l9sxbFR+ywqZKbjdOKTcq8RJbaVTWnGfja5jjff5/f51txoQFDDVarWuji5jeHyZAmNVFDi8px1kVmKzW0E2glIK6XT6unY3Etg7tZ92vWSdRvfks6G3CawqDymkOWYUelahXy6XzTOhgcHzZZua3TZCoczn2+iYZuYt+ycFMJXMZjxej8eD7u5u5HI5Q/evF6uW7yil507vlu2m52nnFRNWWjeXyyGdTtftVVVqtXSh9RnzWUkGx/o96V0aHnZbZSRNa/e/9X5yHlCJ9vb2Yn5+vq4qE71WACbGbDdX7e5VrVYNE9ZKbNVTvQ/Ab2A143YEwK9jdV/pf1BK/Q8tatuO4+TJk3jkkUfQ3d2NYDBoCk3fSGptu7G49dCKLSl/ufajlEJvby9isRgcDgfK5bJ5GcFGSqXZfZ923oS8tqTO7ISR3QK1EzTSCub/1lhYoxiSXX9JxW0HVqHl8XjqYkZENptFLpdbt2DJemO9lblkpc8Be2+sWCzaZjBbx7dWq9W9rotUaC6XM8JZerJWI66ZbR6kAhu9wnGzGd6UDQQpTWYjW+9vBceBNGgzFLRUoKQ0pdKR85XtczqdZuwA+zVULBaxtLQEl8uFYDAIoHFWufTm7PpFg4Pzw5p9KxOzeH9eV3qhcpyKxaKRw7w/qWkqWHkdpRQCgYCh+htd1+45tVP27yiAe7TWv6e1/j0A9wLoB/ABAL/WorbtODweDz772c/ikUcewfDwMCKRCIaGhjAyMnLD9ipuJxZnR1/IeMJmBajVe1BKYRSrD5sTmfeze93TVvogYVcrVCoPLtZGXlMj4cZ+se0cI6nsqdC8Xq+5h13M2Ol0XqfQml2cG8XP5Hg2yvAtl8vX1Vlt9j528atmIGOfbJu8RzOGlTQY+Hao9drI5yATlqg0mh1vr9e7aQO50fhYqWnCri2NEmOs92imD9IwJDNDL1neSzIbMgFTKj1er1arIZ1OI5vNmu9TqRRWVlauu/dGa1xSu5IilkpP0uZS+XJOyLi3zCMIBAJ1x+fzefM/16bc9xsMBq9bzxwDGiYE97W2U0y1H4AsRVQGMKC1zls+b3sEAgE8/PDDePDBBzE2NgaPx2Ms7u16H1aaC7gWU5EWvDze7hw74UAFY43lcbJIyqhZcIFKGu7rAL4uvi8Wi9cV6rZrs8RmrEEpiKyeiYyfkM5d7z4cT7nwOC7WeBvjeoFAoC5Jwq59UqEwxtmsN97oGJkIIsfSGsdaL7vTeq4VUjFsFlZvR15Dbu+wCjVJLxJkGmS/JG3sdDoRi8UQi8Xqxle2xfq/FdJbanYNyOs0ot35t6Q91wtZ8Fo0POTYyXPt2sjv+cM5GgwGzZ5M670AIBqN1s0TGXukAmOyHr+v1WooFAp1/aeS5LNq5KnyOEnLer1e85xlQpY8ngai9Cx5XCQSqdvSI/MppJFHI4uyzi5/wvos+Jtee6uxVTX9HwG8qJT6/wAoAB8H8E2lVBDAuVY17kaASunEiROIRqOYnZ3Fm2++abLXUqlUU/vRJCS3z0Lc3G/m9XpN0o11spHaAOoVhF02n6R/ZByD1CyFisvlWnfhW2Mc8jN5T9Iy0oOioqcH24iStAooGZNc7zhrbJP3lmMrLWmrwuMClvQZv2dci9elULDLUrSOvcfjMQKIniuPadQ3to+CWAotQu6nsyuOQCHSbCUwjif7SaFuF+tkP63nAKvP2ePxmEQQ6/dKKTMG0kjhWFWr1brYJgW53HIBwLSDfR0aGoJSq3FR3tuqmGgsWdeoFJjWedEIXLd23lmhUDDGaiAQQC6Xq6Mh7QwEq2FbqVSQSqVsjRp5LT4TVlSSYyeVh1XRezweaK2xb98+XLhw4Tr5IL1Iq7cr/5bGq+yD3bymMcjrSUNWfk9II9dubUnjKpvNolqtIhaLYXR0FMvLy0gmk+ZcKnsZzw8Gg3XhIes4yedEpd5qbMkV01r/r1ituZsEsAzgN7TW/1xrndVaf6aVDdxp0Ioj9fv+978fR48exR133IG+vj6EQiGzJ8rn89mW45K/gVWPgBY2Y5AUFnLjdiwWg9frNZYnlaB1scRisTqKxHpPSUvJ61i9BLuFaCdw2E7rZKxUKnC73XWbsz0ej9n7tt4+NqunYge7DFppEDBe1ChxotF1pfBmf2XWqRTILDbOhSu9JKUUgsEgenp6rlM+UlFax9n6vKzGAftj9VDtLPj1vAaOEWHXDqvxJJmTRjFkqxdq9aqY6UnBKpVrI3pUtoFzVMYpl5eX4Xa70d/fb7atSCFvHdtGaDbezbHhmFjHQm7rYHiAMb/1DFayPqTs5Vy2jok8h+3w+/3mGhxbzmdphJGhcjgcWFlZqaPKOWek/LCLVct2U0Fb6WY78BnL60mFJyGZB46JXYa3Ugq5XM4YudKoAmDOpWIsFAp1Xq+kie2ekaSsW43tEMplADUAeu3vPYuRkRHUajUMDQ3B4/Hg7NmzRuF1d3cjlUrhoYcews9+9jO88847Jo2enpvT6URfXx/i8bgRrm63G8FgEOFw2Lyd3uVyobu7G4VCAblczhwTCoWQz+exvLwMj8eDUqlkPEyXy4XR0VE4HA4kEgmUy2U4HA6j9Cj0OImlsLcKIbvFYz2Hn9tZcCxlxuMjkQgWFxevS5yw3oNKg+c2iok2k3zDfbJMqec56wlcCgirZ0RwrJxOJ4LBIPL5vFGs1ldhFYvFOmFKIScVBZWmXbIEgOtip/yMwoUeG61tjpmMpW5kQPA82QZmisp7SOVnJ2DYR46zpNvkPeX4U1Hy2o08HLZR7HejdwAAIABJREFUVgbitdxuN5LJpKE5JQXKdcFnJOeBBNvDLFvr3OD4+Hw+s26ZASs9VmksAfWFKezGTBof1nGV59mxFATnQqFQMG3nOElFyc8kCzM1NWUSL+fn5+u8VPZDzm3p6RGce3ZyxAr2U9LizcT8OS7M5Od3jPHymtxCxmciaWvKKunp8zo8l9f2eDx1rB/jqa32Vre6pea3AfwjAI9hlf79hlLqS1rrf9vKxt0o3HXXXXC5XCgWi7jzzjsRCATw6quv4sCBA5iamgIAPProo/D5fJiamjLvHaQV7PV6sW/fPhQKBaysrBgKYmxsDA888ABOnz6Nd955B+VyGePj40in07h06ZKZ7IyNBoPB69LsnU4nIpGI2fJD+qmvrw+5XM4UwCYF5vf7zcS0q1ZCISc/p7dOpUnrzggVrNbglJmLWmuj4KxelR2kQJLHycVqpc2A62k1abFL5Uar1LrNxuFwIBwOGw+IXpG8Pn+kQcRjuDilQKJhAzQu8M5rSYXANpL2p/Dhc5KsgtvtNuPPEoZMLLEaQRKNkmYAmOL8Vnq70bnymPW2GjW6pxwzK9gGn8+HSCRiaFEq2f379yORSJh8AofjWlYnz61UKiZLWtL5sh0OhwOhUAiFQuG6eUdIWpzrQ7ITpLBp1HDN5fP56/om55ashkSwD7KykvV8Uvw0ruUcZXtJn0uqmM9pZWXFVE2Sz4B9oDLOZDKYnZ1FqVQy84L3oVHP5ysVod04W9tvt5Z5rCwKYTXseK90Om365PV6kclkkEwm69pKxo9ODr3zarVat1a8Xq95ZjLOTuZrcXERrcRWPdV/COC9WussACil/gCrxRr2pFIFVrfXEMPDwzhz5gwikQg+8pGPIJvNIpvN4sCBAxgdHUUwGMTc3JxRsOFwGIcPH4bX68XZs2cxNDSEQCCAffv24a677sL8/DxCoRCy2Sx6e3vx0EMP4S/+4i+QTCbhdDoxMDAArTWmpqbgcrnqaA/GLUm7UliPjIwgkUgYT7FUKhnP2uVyIZ1OIxAIIBgMmqw+XouLjRNYa41AIGAsVlq5pVIJ/2bN2uMeTrsJaq0MIy14eoBWyo9gbBnY2GLkeNBilQraah1L70IKJgm7TFLGv6VHyGtR2dZqNaPAeZzX6zUKXQoJWu+kzoFrhg3HxnoteiI8lt7TZmL78h4EDSY5bjK5hALJzgsjpSZZB45zI4aCySryMzsDikKSf4dCIXz84x/H+fPnceXKFaRSqbqsbzmnADRMNqGRQrrRyhBQ6Xk8HmMoBQIB4yXJY6WBRYEs6VS7uc1+8ji2wbqlRtLfNAJKpZL5m1uopHFHT53Phc8WQN0+WGubJJtCxRQMBlEoFAyFymtL5bcRpHfOcxoxHzxeMhrWcZZzjFut2D63223CXDSEeL++vj5jPPJ6UlbI+1er1bp6263CVpWqAiAlYHXts5sCPT09JkX76NGjmJ6eRj6fh9PpxM/93M9Ba4133nkHbrcbJ06cQDAYxPHjx7F//34opfDBD34QgUAAyWTS7Bnr7u7G3XffjfHxcdx1111Ip9N49tlnoZTCqVOncOHCBUxOThrhywkdiURM3IuLqKurCydOnMDExASKxSKSyaShSOz2pJEebkT/AvUZttxzWKvV8H2HAz6XCyPd3VhYWKgTJDKbVlKrUuA5nU4jGLhYpECVlrzMGJWJV9LzYT+kJ03IJCEewz6zvVSMFG5WyohJMcA1Y4HHUejRoOD1pScqx5Btkl6WbJdU6BTWXq/XlsqXCo2frQe21c6QkGMiPXvZFtk+Sc1ZWQ5JDTYyrOw8VXlPub3G6Vwt/ff222+jXC7X7We1xpglSyLHlCiXy/D5fLYFIGRSkFRUpF3tXp8m485WY0U+G7s5IecrFaBkRuQ85HNzuVy4/fbb8eabb9ZtpeLz4Bzm8fTYWDWJ+QH0fBkGkftfE4kE8vl8nXElDYH1vFL5mXzepGhlTF/S+vTUK5WKKZG4srJSt8UmGAwik8mYOSflCQDTVznHi8UiFhcXjaxhxTduxbEagutR2tvBVpXq/4PV7N/vYFWZ/hKAr7SsVbuMrq4ufOITn8Dp06cxMTEBYFXQHzt2DOPj4xgZGcG3v/1tpFIpDA8PY3h4GIlEAslkEj09PTh+/DicTieSySTe97734eWXX8bc3Byi0ShGR0cRiURw9913m4X2yU9+Ek8++STOnTtXR+VwcvX29iIej5uar7FYDKdOncLExESdNR4OhxEKhRAKhTA9PY3BwUHkcjksLS3VxezoFXFiWz2QfD5vrN7blULI7Ub/WuUp4JpA46SnQOK1aPmTrmVyERev1UuxLnY7Dwm4JtS46GUcjQkQpJd4ba/Xa5QHj6OFa7XAa7Ua8vl8nfXL/nIxl0olQ+FKxcP/rXFbej+SMub/9EYZTpAWt2wflTQpYXmPRkJBxpwltSfjhPxt9aqpaOgBSgVh9exp7Mn+c57JZ9UInCfSqKtUKpiamsLExISJbweDQRSLxbpnLj1GMinye4/Hg0gkUre/UwpWhjlIs95xxx1IJpNIp9N1HiBDQ5IetUvCkuuI5zKhSSpj69yS1LrD4cD+/fuxuLh43e4Afk/qV44r1yOVb6lUMs+P84zrQ4YcaGQWCoXr1gjnkTSA7PIh5LywGhPSeLGjex0OB3p6erCwsFAXUstms+YZjY6OolQq4cqVK6ZdMhzF8ZZbIRn24bO0hjxohKRSqYZzc6vYklLVWn9BKfV3AB5c++jv6xaUJ2wnjIyMYGho6DoaKJ1OIxKJoL+/H++++y7cbjc++clP4umnn8bi4iKWl5fhcDhw6NAhXL58Gblczjz0w4cP4+TJkxgaGsL4+Dh6enrw3HPPob+/H5/61KcwNTWFK1euYGpqCm63G8ViEb29vfD7/YhEIpibmzMTMZFIIBqNwufzmRcZx2IxQx3RCEilUsbTltayXBwulwuhUMjEbRmvdDqd+HelEnzFIv4PrxexWAxKrZbTk94aBZv0FqQHSzqGcR5JdUphKqlVGVfmQnO73ejq6kIikTDjIPtCQU5BT6ERiUSQz+dRLpdRLBZNlrEdLcZnJe8vj6N3IYWzzGS0ekyy4DoVaywWM5Y56U7G/CiYpUcraXbZFqunLCHHgs9DFmSX1+D1SQ3LGCaVOftnxw7wHhwHCmU+R24/sjMAZIyc3xcKBbz99tvGaOvu7jYeLJmKaDSKQqFgqH2r4GTfGE4hJBVr9drpSbEf0vPiXKYiJ3VqVXxyfcl2MPZbq9VMzLNYLBpjVyalHThwAGfOnEGtVkMymTRzg3Na/ub9eG0aYJVKxRixbB+NMhqbpVIJlUoFIyMjWFxcRKFQgMPhMMmZkklqtMVLjh9gH1+Xc5TPmomWPT09GBkZweTkZB39CwDBYBAulwsnTpzA1atXMTU1hXA4jEKhgHA4bJwFXp9hKhpf0kiwGkHWdrcSm1KqSqk0VrN9zUfiO621bq7C+h6BnYVNSmFsbAyf+cxnkM/n8eabb+LSpUsYGBjAhz70Idx9993weDy4fPkyLly4gEAggNHRUdx3333Yv38/gFVhe/fdd+Py5csIBoMol8s4efIkFhYWjGDi54FAAIcPH8bExAQcDgf6+vqQTqfR29uL7u5uFItFrKysYGVlBW63G+FwGH6/HwcPHkR3dzfOnTtn9ttyAnIPHBcSFykAo4hkLdpkMmkSBWRcy+fzIZ1O11nmXIwUXBSGkUgEbrcb2WwWKysrdZ4NQc9Sgt9LC5oKWILxUNJ3wLWYIWMwxWKxLtORAo/jQMHYaBsO7yMNAxorFCCS/uI2LP4Ui0Vks9k6q5xGEIA65SStfklTSqVNY0MW5WC/5Vg5nU50dXUZw4LKXFKSvA69fSudaxdbk+2U9CHHNZPJNNxLTC+esTJJLzOGJt8pakc704DifaTRwJdwc+7YvZmIipXJLclk0jxrqaCsCobKgTSulfplO9gPp9NZR0Py3mSfJMuzuLhoEhYTiYR5JtLwlGuYHiqfIf+27meWnqKkttlG4NrLIeRx7AsNLpkZLJWrbBcNKv7P78jIANe2r83NzdWxSxxHhs5isRjOnj1bF26i4pS5CWNjY8aIUkphZWXFGIJ2Hjewmnncam91U0pVax1u6d33OB555BHk83mk02ksLCxAa42BgQHs27cPAPDwww+jVqvh/vvvx8LCAsbGxurO7+rqwujoKBYWFkwwnttujh49ikQigVwuh6GhIYyNjeHpp582CsPj8aCvrw+HDh0ym6JpXUpre2Zmxkw6Chap7KrVal0dX6/Xi97e3mtv31ibxMlk0kxgv9+PcrlsvAVJ6zLJgZm2FBz9/f2IRqOYnl597W06nTYKzErxWreFyHhKo6QU0nR8kTpjaVSoDofDCCArjSU9bmtyj90eQVaJAVCnBCiAmEzFRJNwOGwEDLfkyJgs6d9KpVJXSpH9kgLQ2me20VponcKRbdFam4SUfD6PYDCIYDBo5i1LvFFQk37jfeySpGRSijQKOA7MK5ChBXkNerkcj1KpBKfTie7ubmitEY/HDT0rFYKkYJlowjGQYQGHw4GjR4/i8uXLqFarmJ2dvS6pjuvB6/WaHAS2lf2nNyxjoGSHGCOk4iMko8H1VywW61gdSUtTETG+yPuwvVaGgV4z57RM4pHUqjW2z75ls1mjJBOJhFm/VkOMyp/rWc5LGjRW78/v99cpLquRLA2EdDptDF2ttWGRJIvAF5UXi0XEYjGk02nTX2lkUhbzO8bSrewO5yzQOMltO9j5N03fxKCVGQ6H8d73vhfFYhHRaNR8z7jk0NAQhoaGGp7PbTsulwvhcBjhcBgHDhxAIpGAUgrd3d0ol8umEMX999+PEydOmIy9np4eUyQbWBUUwWAQg4ODhiamgJUxNZ/PB621UejMMpUC32GhOmlNA6sLe2xsDKlUyijhcDhsjmF8hwrv3nvvRSaTgdvtNgW9qaC4wFlMgsKNgtTlciEajdZ5YKRTJf1KxVooFIxHZo2pUdjI+KW0qKW1zOtrrY2ibpSQwmswe9rhWN2mVCgUkMlk6uqVRqNRpFIpE/+i4qBXLxMw6F0C129fsKM9gVWh4ff7EQqFkEqljOCiICYtLT0ktpfny3uFQiFjkFDJmjmy9nyoGOldcsuXHe3LcSCNyjCJ2+1GX1+fEfoMF5BG5lj7/X4opdDV1YVsNmviaXJfotvtRnd3twlrLC4uGsOVYRKOL+c95ysNTBpBfM5utxvj4+OoVqtmLkuhTsUln5/0DGWFKT4Pl8tlmBSn04lsNms8R841PmMeTw86k8nUzWv2u1qtIhgMGraJStKa7BUMBk2b5JriOJF14fjIcEIgEDCeodUwlnOdBjvXB7e30QDyer2GUSJV6/P5EAgEsLS0hIWFBTNeNJK5xYxrU2uNmZkZ473KtSLZHGlocP63Gm2rVJVSjwD4vwA4AXxZa/0vLd//GoA/BDC99tEfa62/fEMbea0tOHHixKbPczgc+MhHPmLolAMHDmBmZgaVSgUDAwMAVqmPffv2YWFhwQiT8fFxI9DuuusuaK3x6quvolqtGqWutcZLL72Evr4+nDhxAvF43FhuVOahUAjRaNTs02IJxYGBASwvLyOVStVZmwMDA6jVaqZEGwBD61KBcc8h9x/Oz88DgKE4fT4furu7MTs7i2AwaF5DRWVSq9VMwQwKWel99fb2GuHIRUpvgcdx0TKpiG2gApCCnh4Bs6Rlogu9E1laUmYYcywlzUYjgEU9nE4nlpeXzbW01qbiDSkvKhCpFKRRUSgUjBdm3T9IA0iGKihE+Df38tFAoFCigUJPi/S8FJDAtWxMjqmVRqNQs+69TKVSdVmgVkq9Vlt9Ww3rbUvq/j3veQ/OnTtnBK41e5pzkMZTrVZDd3c3BgcH8eqrrwKAMR7Gx8eRyWTq+kwjg14yWQUqQO6BZPvJRrjdbgwODpqEJmYus4+cNxwbSVdy7BkLZl+DwWDdnOW84LUkDev1enHs2DFcunTJhHtozDD2Sg/O6/XWKdVa7VqRBypGFp2RHrzf76+jtXk9eqyMX3LHAWPWMkRRqVRMxTXJHvAeVKZ0DDhvyNbwt9Yab775pmG2eB8qVJ/PZ+7PjGca6mwH1y3Hge2QYaJWYnsV43cISikngH8H4GMAjgP4VaXUcZtD/0Jrfdfaz64o1O3C7XYjEAggEAjg5MmT+PSnP437778f3d3dCIVCCAaDePDBB3HkyBEcPXoUH/nIR9Db24t8Pm88EC5CCvFYLIbu7m5kMhmUSiWMj4/X0UderxeRSAThcNgU3+beLyb1cPL9a78fX+zpMUkALMEIwCRqSK+PySVUoPQKWGoxFAqhv78fHo8HgUAA+/fvR19fH3p6eoxApzfldrsRjUavE3YyxiMXmlLK3Nfv9xshF41GTSIHj+F3clFZN8tTMHV3d8Pn89V5SjIZCqi3itlGere8NhWSpFMpdNmmWCxmvEj+UPFJipWQ7WC7eO9SqWRoSuDa/kWv14vDhw8jEokYqk4Wmujt7TV0MMeJc4LjzPbTyyLlTvD+TqfTKGsJCmUqW7mdyuv1IpVK1fWLmatyvBk37OnpQTgcxv79+zE8PGyUZG9vL97znvfUbdXgm0+smbwsH8pEKGbTU3H4/X4zljTEZEY2ryHZDUltk0Gh102lQeXKXAImJcpnK8MPbrcbBw4cQCAQMOtreHgYg4ODCAaDdWtcxhHZZ44F1z4z82WclPvaacBJI45riL99Ph9CoRD8fr+5ZzgcNvOHc4LrmvQujcxMJmP25QPXyg8C16jZCxcumGp1koGizGK7ABg5w3vyubOwDnMcuL6t1HQr0K6e6ikAF7XWlwBAKfX/Avgk9lix/q3gnnvuwcDAAMrlMs6fP4/u7m4AwM9+9jPzlpFSqWSU1zvvvGOSlEiRcTExeeN973ufKb/HCdnV1YV77rkHfX19+MY3vlFXTYlWs9frxevhMLq7uzHU22sSn+LxOJ5//nkjoCjIa7WaoXpIkblcLhP3WVhYwP79+zE+Po6XX34ZsVgMlUoFPT096O7uNguqq6vLFC3v6+vD9PS08aSCwSBisRiSyaSh21jucWBgAPF4HMvLy+jq6qqLAe3fvx+5XM6k4ltjmIQU3G63G2NjYxgZGcGZM2eMt8HjZIKVNW5Tq9WMFV4ul+sUOQ2TWq2GUCiEQCBgFBCvGYvFkEgkjEAFrsXp5H201sZDkdm79DDYZ8bbu7u70dPTg+HhYVQqFUxMTJhqXvSYwuEwcrlcHc1YKpXMOytJOVLJsoIY+8T5R8UrBSXbLak3lqmjx/zKK68gGo2aMeR9JNXOQvN+vx/Dw8MIh8Po7++vK7hOQ/Oee+7B2bNn4XCsJvnRIKXHSKU8PDyM8+fPo1qtmlrWfr/fxC/Zh8nJSRMnJytBj4lUNL0sOa+q1arpq4yTMkTA+0ilNjQ0hOnpaWQyGTMG9957L6amprC8vIxisYhUKoVAIIBoNGrmNZUu5wiVkFyv4XDYyBp6e9VqFXNzc3A4HMbo4vyVWeCku8fHxzE6OoqrV69CKWXGn2yLdRuYVN4cP7ZLFpvI5XJwOBx19HOlUqmrIkfDjX97vV4MDw8jk8nUsUmcNzIERkVsl3y3XbSlp4rVF59Piv+n1j6z4j9XSp1VSn1LKTVm8/2eg9PpxPj4OA4dOoRoNGqSCoDVohTxeBzPPfccrly5goceegjHjx/Hb/7mb+LXfu3XMDo6ioMHD+Lee+/F8PAwgsEgFhcXkclkMDAwgFAoBI/HA7/fj/e+973I5XIYHh5GNBo1gpgl/WhhH85kMJZIoFQqoaenB8eOHTOKM5PJmExW0i20SHO5HPr7+3Hw4EFUKhUUCgVMTk6iVCqZ5BillKGw6GUw+SkYDJqYDRUNPXIqcwAm1nrHHXfgn/7Tf2oqW9HT1fraC7DJCpDac7lW6yr39PSYxS1jYVScrFJFQWh3nPyb1BkVAhc/DRcKCHqmTMKg9S9j4KSeARjhA9RXpAGu0Y9Op9OUsezt7TXv1qTXEwwGUSqVkEgkjAKm8lxZWanLUAZQR99xL6PP5zPnUThayxiyLWwrvSq2X9JzstyfVIZkXugtEjQK+XyokPnMyRb09fXh5ZdfxvT0tKmKxvwBtlPG8VZWVkxeAT+XHjI9SmbC12o1o8y43SsWi6G3t9cYp5J+5L5Y6XVy/LLZbN2eXRqjVPBkirxer9kTLw0nh2N1KwzLlHKMOV9pvNGIzOVySCaTWFxcNJ9zzfOH7QdgqGmpkLj+uru70dfXZypXcQ10dXWht7e3TpnLMSAjwDUgvWsq8u7ubpOjAMAYj5KpkJTy1atXr9uLTdqbXq1ki26pmGoT+B6AP9daF5VSvw7gawA+bD1IKfU5rL5RB+Pj4ze2hdvEAw88YKy8SCSCU6dOwel0GuHX39+PUCiErq4uHDp0yMSMwuEwRkZGcOnSJWQyGfj9fkMNcZGGQiHMzs6aGASt/mKxiHQ6bejY/3lmBq5UCv/ixAkcOnTI7K3jxB4aGjLK1eFwYHBwEF1dXQiHVxPFmSzidDpx11134c4770Q6ncYTTzxhXozsdruRSqUwODiIpaUlY6ny3FQqhYWFBZO4RVqVVG5vb69J/GFMikqhUqlgaWkJy8vLpmwePR2tV6uuSM/LSgkFAgHTfgqSSCRivA5a2FLwUkDIeBxwTUkrpYy1TaXCtvf392NkZAQXL16sKzMnaWC5X5OFJKQXS2FNAcrKQtlsFpcuXYLX68Xs7KwRLlQkqVTKPFfGG/nKt1qtZihgCk96HRRU9BpkIQZ6YnIcpFDmuSzj6fV6EQqFcOrUKfzkJz8x3qTX6zVbJRhLK5fLJldA7kkEVr3foaEhUwWMpQ75XGTG+tLSkjEWuOWDRgOVIrefkb4krSkp8Z61MInWGhcuXDDGKY9jLgM90b6+PszNzV2XfCdjrnwGNIa9Xq/ZLeDz+UxJ1JGREczOzppxzeVyhqmSyUFUZlTGwCoVTAOCbIy1XCdjztIz5PqamJjA0tKSMQxZPIbzSM79np4ew0DwWWWzWTPHZLLY2NgYBgYG8MILL1z3AgHKAWsohEwX1xc/J/WfyWSMzANaX0wfaF+lOg1Aep6juJaQBADQWifEv18G8K/sLqS1/hKALwHAfffd1/qaVDsIelRUqj//8z8Pv9+P+fl5vPjii+a4c+fO4erVq3UZprlcziwaJgnRCnY6V6s9+Xw+7Nu3z3hzpDsXFxeNl6DicUBfS8E/d+4ctNY4dOgQJiYm0NPTY2hWj8eDgwcPmpcLKKVMQQqPx4OVlRW8/fbbhqrmPjTSVSwqIalZJqQwYQeAKULBhRmPx5FOpzE0NGTaCVzb4E8hzuvQ06Ynz9gNBYpUYtVqFS+//HJdooZ8OxE9FO7VBa7FhWgAAdcs7Gg0Cr/fj6WlJfNcKSAqlQrm5+eNN8TvOSYy85L3Hx0dRTweNwk/mUzGFKKXcWcZBz958iSWlpYwOzuLaDSKnp4e5PN5XLlyBYFAAH6/37SbFj1wLdGLhQt43a6urjrWQmaZMi4tE+LopbLfwDUPlUro3LlzSKfTRvjJc/x+v2FxpNdCL5SeLIuraK3rFAcVGBWVz+dDV1eXGV8Zt49GoxgbGzPzl69yzGazxuANBAKIx+OIRCLw+XyIRqPGa3S73YjH48ZzKxaLxtMHVpXzoUOHcOHCBbPfdHl52SSnMVzB50gqv1Qqme0osVgMDzzwABKJayJRev5MppPvl+UcJa3MmD09dD5bskNkQJxOp1GASinzTOVzr1QqpsgKwx9cA/l83nxOdoWeq2w7jbRcLmf2m3JtcR3LNss8jnA4jMXFRXNdrmMmN3Ft8N7y5eytQLvSvy8DOKKUOqCU8gD4FQCPywOUUnKPyi8COH8D23dDwEkhk0iAa8UQarUa7r77bhw9ehRHjhwx+/t6enqwf60OsdvtxszMjCm87/F4zJ7RaDSKRCJhEghIiQYCAfT29mLfvn3web1QawrtpZdewuzsLIBr3hATAKSA9Pv9uP3226G1RiwWw/j4OI4dO4auri4MDQ2Z7MKuri74/X4EAgHMzs6aiikjIyMYGBgwAiUajWJgYMBkoNIYKJVKWFxcRDqdNspXFlugEohEIujp6cFtt/3/7L1pcJz3fSb4NNCNBvq+D/SB+75IgiBFgpRIHbFiy4psx5GzFWddtampVGVqP05lPmSSmk+7H6YqW/bWZKa8SWpc3mxkx5ZlS5ZsSZR4iaJ4ggCIo3F1oxt9oQ800OgG0Oj9AD0/vU0dkW3a1jj4feHVbPTxvv/f9Rzd6OjokK6MQAnqOjMBKMeq3Dex6+LBAHxgQ8fDlPQqumpkMhlBiPLgVyJP2ZW0tLTUiFNwtGc0GnHu3Dk58AmM4YGg1+vlu6NaFV8jR94PdhYqlQperxft7e3Y3d3FxsYG1tbWZBzMQoVALx5cykTO75iHKCkgPPhNJpOMA5UdDXeGHG8qPXvZWRDws7CwIHxNHvLKRJ1KpeQAZ4LIZrOSWPb29rC+vg6/3w+r1QqLxSLdLYtNk8lUkwD5HTB5E5/w2GOP4ejRo6LwowT9PNiR7+/vC+KWyYX3LpHMBCzF4/GaAk15+JMS4/V65d8JYurr6xNwET/7mzdvYnV1VT5HFh/KpMoESVQuzxB+R0qMhPK7UX7/LIT5Hep0OnR1dcm6hve2Eg2tLDZZEPDvuJPnY/ma9vf3EYvFRGaQr5PANyVoj98bCxq73S6vgx0qVxiVSgWtra0wGAyw2WwCCnuY8ZnsVKvV6p5Kpfr3AF7DAaXm76vV6pRKpfrPAG5Uq9WXAPzvKpXqWQB7ADIAvvFbe8G/pmDFpiRwK3+tVCrw+/0AgMnJSZTLZXg8HgQCAUxMTCAej6Ourg6rq6tIp9MfotTkcjnGvlKMAAAgAElEQVSkUinhM9psNnR0dKBUKqGpqQnhcBh4/ybkWG9oaEi0jIku9nq9SKfTMoLjnsloNGJrawvr6+vY2NiQQ6KxsRFWqxWBQABGoxHlcln2eDqdrkaDlUjheDwuY91kMgmv1ytSa/ysCOjQaDTwer0yDquvP+CFnjp1CuVyGaurqygUCggGg/I+eAMS6g8c3NwulwtqtRrj4+OYmJjAvXv3oFKpZOQKAP39/TK2rlQqSKfTgvBUgkTIz1UiT5PJJJxOp3QF+/v7QgVyOp0IBAI1KFUlUjgYDMrYlOM9dl4GgwFerxfj4+Oi+MWxPg9eZTHEfTY9fbl7JXdaaZ22t7cHg8EgwBWiZtlBdHd349y5c/jmN78pHZLJZJJDm58LAWzKa5rgFXbCRA7zMyDFyeFwyIiVScRkMkkXwmkG6WGhUAibm5vC3eR7aWxshN/vx97eHubn5+VaotwdgXHKrpk7VXbxXCXU19djfX1dkjU7smw2i52dHWxsbNSomDG5KHe3yuKnvv6AQpbL5aQw43vgGqBSqcjKhiNYFgVM6HwdHN0bjUYBavGzV6vVoqLG8ahSNYz8cSV9TK/XIxgM1ozYeW1z1MwiiNcZC0AAMqVR7nCV6OJSqSTdpTJBKwGDPM+UEw1+Vtyvc2ecTCalGOKOWWnm8LDiM5lUAaBarb4C4JUH/u4/KX7/HwH8x9/06/pNBi9EHhq8sJRJlcGbvKmpCaFQSG5Wdp1Eb6bTabGMs1qtcLvdsgfV6/UwmUwYHByURNfY2IjK+x0Buyse6qyUx8bGsLu7i0QiIR2zVquF0+nEs88+iwsXLohqi9lsxvz8PLLZLKLRKPr6+qDVajE6Oorvfve7SCQSKJVKwtcNBoPC6+ThzX2iw+GQz6G+vl7Uo9TqA+s7qgJtbm7CaDTiqaeewrVr12Cz2YRHx/Gq0rqtqalJuqDt7W3odDp4PB5MT09Dr9eLKMDOzg5MJhO6u7uxsLAgQB7+quzKCFQhMlQJ/lldXZVEw8ewYw2Hw9DpdKIKxcRNMBgRxEz0TCrFYlFG29yhm0wmmEwmWCwWRKNR6YZ5OOZyOZhMJvj9fkxPT2Nvbw9erxfZbFauRQJmqFe8vb0Ni8VS4wTDg5DXLJG5fDy7FOVByM6IY0bu0jmaJrCHBzB/HqcMdXV1yOVy8Hg8CAaDaGpqEm43Vx/szpS7+ObmZgQCAXHFoaIRd67b29tYXFyUz75QKMjollQbJhH+PJ1OJ8BAHvD5fB47OzvCX+YYlH/HFQKTCwARQLDZbCJXqNVq8dZbbyGTycg4mdepciRvs9lQLBbFdYmPIXeVZwo7cr5XUuBIaWKS5v2tXCeUy2XMzs4CADwej3ToTL58LywUCCokKCuTyaBaPbCdVO5GOzs7sbi4WJM4+e98n8qzTznB4/fB4phJW0kJUz7Hg1KODyM+s0n1MFBziCovMF5EygtLpVIJkGhqagqBQABtbW1SLZZKJRmNkv+p0+nQ1taGvr4+ZDIZpNNpcdwhQOKfecC8DyZYWFjA2toayuWyjHn/8i//Et/61rfw6quvwul0imxiJBLBm2++ievXryObzcJut8tBz25wZ2cHRqNRbi52nMViEQ6HA/39/aIKdeHCBRmXZTIZGVXytVIrlmNUo9Eoh221WsXy8jI2Njawvb2NfD6PlZUV+RzW19dlj8UbU4n+bWlpEU7v3t4erFargLMocsARJZMDgS/kx7EKV6vVcLlcojmqRK3ysCqVSsjlcrh69ap0HBy5stOyWq0yMiTISAloIj3G6/ViampKrpOdnR1ks1mo1WqxDQwGgzUuL0xUPp8POp0O0WgU1WpVVK2y2awcSEwcPEgpdqHVarG1tSVFBN8H36vP55ORHDs1jUaDnp4eAMClS5egVqvhdDqRyWSkM2P3RKETp9MpB3h7e7sAX7RaLfL5vCTz+vp64UTyeW02myg6KUU3+NhMJoPl5WUpBCi8kslkJMEruygmpcbGRuTzeTQ1NaGrqwurq6uind3c3IxkMinXz8jIiOz6CcYj+rtSqSCXy8lnuLe3h8XFRZkm8fPmzlmJI2DyVJ4Z7AJJv+IKQ61WCziN3wOnJ0w+LNh4FvH187Xxc2BXq9frhcrF67SxsbHG0o3XjzJZd3R0YGVlBcViEYuLizWCI/y8WXgo3yfH7ZyIaDQa2O12OBwOMSkhEpgj/F9HHCbVz3AoASzKpMrfK+Hg3KFQt7W7uxtPPfUU7t+/j62tLTQ1NWFlZQXa991mOjo6kEwmUVdXJ0jLarUKl8sFi8WC0dFRFAoF/L9qNdLRKNyxGIaGhmqk+oxGIwYHB8WeifzHWCyG3d0Ds/NkMinoVnICfT4fxsbGcPv2bWxtbcFsNqNQKKChoQFtbW0wGo3Q6XQ4f/48xsbG8Nprr0kHm81mZcTU1NQk3rfb29tSAT843tze3kYqlcLLL78sHLb9/X3p3FZXV6W6ZkfEHRmdMK5fvy5WYspRI/eyHMMqKREWi0X4nvyOuOMymUxoaWnB9PS0UIyUFAl2PPX19cLnJaCrVCpBp9PhK1/5Cu7evYuZmRnpypXUk1Qqhbfeegtut7tmuhAOhxGNRqVTaWxsxCOPPILnn38eb775JnK5nHwmXq9XeMDsgBKJRE3xoDTFVsreGY1GmRJ4PB6srKzI+I1jbupMNzU1weVyweVyYW9vDysrK7LT5F7XZDJha2tLummORe12O0wmkyA/t7e3kUgk0NvbK0CiTCYDg8EgO0uOlj0eD0ZGRjA3N4eFhYUaComSd8uE09zcDAAIhULy8zweD9bW1rC1tSXJlK5P3I1arVb5fFpbW2EymTA7OyvdVWtrKzKZjBhfGI1G9Pf3Y3x8HMlkUpI4v0MlhoEJ2GAwyH3Ba66urk5AXXxfGs2BfSSnJHyfShS3UmJUie3g3/EMslgsACAjbpVKJQUxCxhl4cG9MJMbryMlepvFAsU2+DM5ymVC5OvgPQdA+MZTU1NSzJK7ytEwsQTAByjuhxmHSfUzHBzNJJPJGpGCjxr/8vGjo6MwmUx49tlnodFoMDExAbPZjCeffBI//elPsb29jba2NhmFkWpATmQsFoPD4RBk4fDmJvyVCl5/Hz2p0Wiwvb0t3LzFxUX86Ec/wuTkJNxuN86ePYsbN25gc3NTdkg+n0/+HI1GYbfb4XQ6Zcym0+kwPT0tibizsxMbGxv48Y9/jImJCdTX1yMajQrIgYnP+L4wRUNDA5aXl2VUppRYJF3GZrOJ363VakUmk0FnZ6cQ6Nva2rC3t4dYLIann34aU1NTiMfjQkUh9aG7uxttbW2wWq1YXV1FJpPB9va2jNi5e2P3l0wmRcaRiYeoXaKBuYvSarU1GrCsss+fP4+f/exnWF5elgNQo9FgZGQE169frxmxajQapFIp7O7uIpfLiSg9cLDr5mNI/1haWoJKpUIsFkM4HMbs7Kx0RkzGiURCVLo6Ojrw7rvvCkCKeqtMfG63G9XqgQ4rR4w8VMlZ1Gg0WFlZgcvlgtPpxOTkJHZ2dtDV1QXgoHNJp9NQq9UyYXG5XGhsbMT6+jq8Xi8sFksN+Ie70rW1NSSTSeTzeWQyGRSLRemcXC6XdLA8yPf394XTze6Jr5cFmTKhEafA+5HJRqnDTV6tx+PBwMAAKpUKFhcXEQgEcOrUKZjNZmxubuLSpUu4d++ejGhHR0eRSqUQj8cFmZvP52XEq9Vq5bXQmcpisQgtKJ/P16wc+H6U/sh8XnKDWeCwyGHn+uDUg9ecUoCe1yilDgFId8triMUlPx/+DIK1OIZPJpOyt89kMlKYKQtF5diZKxCKaSivAZ5nbrcbAwMDOHv2LHQ6HS5cuADggBnxIA3tYcZhUv0Mh3JESC1g4IOkurCwgEgkItUkAMRiMWxubuLKlSsAgHw+L7ujsbEx7OzswGw2w+FwYG1tDYVCAXV1dRgaGsL+/j4WFxdhs9mwtLSE3d1dnHzpJVQqFbw+NoZSqYRisYhsNotkMimHFIn9GxsbiEQiyGQyUg3abDb09/djdnYWxWJRuH482HQ6HUZHRzE9PY1MJoNMJoPu7u4ayTOr1YqFhQXodDrpIE0mE4LBIPR6veyreMBSjYkHBbtDFiFerxerq6vY2NjA0tKSjAY5+k0mkyiXy2hoaMDw8LAcDvzsBgYG0NTUJAc/Sf+tra2YnZ0VqsrQ0BCi0Sgee+wxLC8vIxKJiABDqVSC1WqF0+kEcLATByBoVLvdLt0FO3Du8IjenJ+fh9lsxvj4OO7cuSOVe6VSEdUpvV4Pn88nIzKOy9hVEehSV1cnVI5CoYBcLiedN1GdQ0NDonSk0Wjk8eysORlgwkin0zVAnqGhIVFyYpHy9NNPo1AoIB6PC8WpsbFRAEakXun1ejidThErKJfLkoy4S2VCYcIgt5W0E4fDgUgkgq6uLrjdbjQ0NMDj8QjNq1o90Ojl/pkSeizQtre3xfFGiUon3xs4AN+sr68LYCkQCIjIAqUuNzc3pSNXqVSIx+NYX19HMBiE1WpFNptFsVjE/fv3kcvl5LWRnqJMLuzQlOL+BKspwV8E51SrVdkpcm3CrpHXgrITVCYeilGQPtPU1ISvfe1reOGFF8SNiLrIVAnj9IfXnrKQJkaCaGdGNpuV+1UJsCKAjPchpyEbGxuyetjc3MT8/Dy0Wq2g/Xnt3rx5U4oUnpn8vh5mHCbVz3D4fD74fB8lJAX09vbW+ADS6WZ3dxfd3d0YHR0FALmAWVmTPtDU1IS1tTVcvHhRpNv4HCdPnhQjZVQ/cL/I5XJYX1+XpX93dze2t7clkSYSCUxPTyMajcrNX6lU0NPTIwfl6Oio0ICSySSy2awIV0SjUUxOTiKdTsNkMqFYLGJ8fBzDw8OiihOPxwXg0NfXh8cffxydnZ34i7/4C+zs7Mi4Vjlm3N/fF1m3cDgs3SeToslkwtDQEPb29pBOp3H+/HlMTk6KZ+329ra87/r6ekxNTSEUCiGfz6NQKMDtdqOtrQ3lchl9fX1yiG9ubqJcLuPevXsyHqyrq0Nzc7NU9/l8XkzXicw8evQoNBoNQqFQzUFGGlIqlUKpVMLt27exs7MDm82GQCAgikHAgfoWE6fdboff7xeSPkfYgUAAy8vLMvI0mUwii5lKpeByuXD+/HnMzs5iY2MD2WwWXq9X6Fj9/f24dOmSjH+JGibSnONlChaUSiWsra3J7jYWi+H27dtS4IXDYTGg5kHM5BmPx+HxeGA2m9HZ2Yn19XUYDAbkcjmsra2JfzC7HiLOSU9yOBxYXFyUz5286GQyKfQNJZ2GKF2CaDo6OoT+kUqlRFTl6NGjUKvVmJ+fx+zsLIxGIwqFgowxFxcXkcvlkEgkaighp0+flm4zFApJIbq1tSViKOwWOzo6sLq6KtcJqUHK9QR3nixGlaNrdtlWq1VQ9lqtVq4lFldArc0fkzITEAVVeM6Uy2W89dZbUtSq1WrZj1J0hYmRCZ97doK0dnZ2BBQGQFY5LpdLREq4jtna2pJJEHEYw8PDWFxcFFs/CnbY7XYcP34cPp8P58+fx89//vMaDWB21g6HA0tLS7/SOf1gHCbV/0mDozKGSqXC/Pw8TCYTXC6X7H6OHj0qOzDux3p7e+XP6XRaOhJW0T/84Q/R0NCA0dHRgw7p/ZubY5ehoSHU19fjK1/5Ci5duiQj1L29A8u5trY2RCIRFAoFrK6u4vLly0KxGRoaAgARqbdarTh//jxef/11AXg0NzdL96JSqRAMBtHb2yvVuHL8HAqF5LDjjQx8QBNgNUzAkM/ng91uBwC0t7fDYrFgenoa+XweuVxOxOSZeNkhk8Sv7Oy2trawsbGBYDCI9vZ27O/v4/79+3A6nYK0ZjLX6/Uol8syrksmk7K/UiKFHQ6HjK94kPF9mM1mfOlLX8LExAR2dnbwzDPPYGFhASMjIwiFQkgkEigWi9DpdOjt7cXW1hYikQiuXbsmY7dcLiePIQhJrVbLNcBddHNzM4aHh2E2m9HT04PV1VVEIhHpTAn0od5uXV0d3G43Tp48ib29PRGk4M6VPGKlQpHdbsexY8dw69YtQViTnqHT6bC6uiqFQl1dnSTkdDotwhrsuMgVnpubQyKRwNbWFpaXlyUJsctJpVJIJpOor68XyhWFHXhtkbvt9/sFP0BcAnnWfA1Go1EmCEqRDCKai8UiLBYLfD4f1tfXUSgUkE6nhUfsdrtx5MgRvPnmm1heXhY3HWobs2tdX1+XoouJiUmVFo7sQh90IGKyUd6nNKlQFhLsSjkJUdKVCEQjyIzd+vLysuxGKQBCkFqpVBKEsrKrZtImhUYptsH7QKfTwWg0IpvNwmAwSOFH1DefY3h4GABEKIXrBQIgy+UyVlZWBHOh1GnmyuVhx2FS/R0Jp9OJ3t5e+Hy+GnWSrq6uDyVgxiOPPFKjeHL16lXMzs7CarUiEokcVH+VClTv//vu7i6i0SiCwaDsJp966imEQiFJOIuLi3Ijl8tluN1ulMtl2O129Pf3w+PxoFgsIhKJIJVKyV4ulUrJ2I28QI6dCNJhwbC5uVnjyqFSqXDmzBk0NDTgm9/8Zg04Q2kvxR0su8Wuri6ppMm5TSQSuHbtGlwuF86cOSNAquvXryORSMDn8yGRSAhNhtOClpYWpNNp2Ts1Nzejv79fxp8mk0mAOkxC8Xhculkinzc3N3Hr1i34fD6RVzQYDGI6YLFYYLFYYDab8dJLL4l4BKkeHLU2NzfLd9nZ2YmFhQUZp/LQnpubQy6XQ7lcxs9+9jM4nU6USiUxkk8mk0gkEgCA9fV1kccEIJ6/VF8qFoswm82Ix+MIBoPQ6XSIRCLY3NyUz4qfA7tAirG/8cYb8tp4PXJUCEBQx9TvnZ2dFdEQTkSWlpZQKBSk86Y4htFoRHd3N3Q6HWZnZ2XakMvlRIDd5/PhvffeE4Nrvkcmsr29PRQKBQHLWa1WGW8mk0mEw2Gk02lsbGzA4XCIIYHT6ZRRI1cXHo9HxsylUgkDAwP48z//c2g0Gly5cgWFQgGBQABdXV24cuWKFDAcuVLMgJxVcl6BD4waiB9QuiIRRESwnBLZq0QJEyDHJMrHKxMeExFXH7w/tVotjEajgOsikQhaW1uhVqsRDoexvb0Nu90u9zKR1jqdTiYbe3t78jkSVMgESJwHwYHVahXhcFieg587C0NeJ6VSSRyy6uoONJ4fZFQ8zDhMqr8jwTGmUrzgXwulnRVwsLd1Op04duwY3njjDczMzByAOd6/sPP5vIxW2tvbUa1WZUQ9MDCAF154QXZgRBIPDg5icXER6XQabW1tooq0uroq7jOvvvqqgFV8Ph9GRkakq1hYWMC7776Lzc1NNDc349ixY/je976H/f19rK+vo1gsoq+vD93d3SgWi4IcbG9vl53O+vuGAOwA29vbUSqVMDk5iUQigXw+j2QyKXw8VvDhcBhNTU2w2WwYHByE3W7Ho48+iitXrkCn02F5eRmpVEqI/bxpqVnMrq2hoQF/8Ad/gL/+67+GSnUgocdqmq+RIDCiOznCZKfU19cHt9uN9fV1rKysQKM5cNvI5XKYm5uTkXhPTw9WVlYwPT0Ng8GA9vZ2nDt3Dk6nE7dv30YulxNFrWAwiMnJSdlTc/TIDpAAqkgkIsISBMBkMhkB7XDUTm5sR0cHWlpaZATLDotOQpxiLC0tYWpqSvaD1eqBnCBH4kp5TaJ8mZD4nMQEOJ1OfP3rX8e3v/1tOXx3dnZgtVqli2QBA0CuFeoM37p1S3aMLLooEzo2Ngaj0YhXXnlFAHe8nhYWFrC8vCzgHO5cS6USHA6H6FL7/X4RaLHZbHA4HDLqvHjxIv7wD/8QdrsdP/rRjwR8R7QyQWAGg0E6tEqlIsUK8AFHkz7G7OzZZfK6ZCLlFIGJjSNeZeLkrlypY60ULgEO9p9E1DY0NIiaW29vL1555RWcOHFCRE8IgiINja+fY2UWDVqtFu3t7ZiZmRGqj9lsFiUyJfc7EomILCfH5vx8bt68CafTCZ/PJ4pawAfIbupsP+w4TKq/I8ELhiPGXybIv3vzzTcFtPPiY48dqPAsLQn83m63S+XNsNvtCAaDmJmZkefa3T0wMOcoNhKJYH9/H1/4whdQqVRw5coVJJNJ3LhxAwaDAc3NzSiXy3A6nXKIcs9EysUf//EfY3t7G7dv35bnfPnll6Uz1uv1sNlsshfLZDKoqzswg5+ZmZH3uL+/L7SNpqYm+P1+MVUvFAoCEuGuil3azMwMlpeXEQgEYLVaBSh15coVOQg9Ho8AKCiWoNx/86AfGRmBVquV4oJi8tVqFR6PR5JZJBLB8PAwXC6XdGAqlUpQpOzurFYrvF4vZmdnkUql4HA4oNVqkc1mxeaLNoEcq1J1iGPM48ePyw6T4vtEwFqtVjngud8cGRnBvXv3sLm5idbWVnm/y8vLgjqlMhB3wspEzgTIw5/0KqLSSU1pampCR0eHcHIJrKqrq5MRfyqVktXB/Pw8isUi5ubmsLe3B4vFIh0K94kc9969exd6vR7AB1J97MT39/dx5MgR3Lp1S74Ps9kso1mOYbm7JWCmWq2KGER7ezvGxsZQLBbR0dEh4Lxbt27he9/7Hi5evCh4BQDiluNyuURPmWNVdpRUAONnB0CQ7pQr5H5Rubohx5PPx3uYyY5FE1W6WOxxxKsUouGI2mg0iojF4OAgOjo6YLFYpEABDtY96XRaUPKZTEb+P1cP5GuXSiXcvXtXAIJE61osFvnulQboarUa3d3dcLlciEQisnLgCoLJmKIbXAWZTCa0trb+UmflJ8VhUv0dCY5iK5VKTff5iwRlyzwej9iHvRqPQ9/dDfvGBtbX10WwmiMhhkqlkkNob28Pd+7ckUN+ZWVFQEm0HbNarRgcHAQAuRnX1tZkb7a7u4vW1lYBTHR1dUGj0eCdd96RBMsRL+X63nnnHRFdoIoQD6vh4WFJFhqNBmfPnsXW1hZyuZyIpre1tWF5eRmxWAwA8Oijj8qe8eLFi0gmkyLC7nQ64XQ6MT09DZVKhbm5OVSrVTFJJtiGKE8S9AGItR/BS7lcrkYyzmAw4OTJk7h9+zYqlQq6urpQV1eHpaUlOBwOQTgTmEJ+rzLB8mCm9Nz8/DySyaSo7FB1qVqtij1cJBIRoQeCbQDAYDDIAWW322GxWNDb24uGhga89tprois9OzsLn8+HcrksdJlyuYzBwUERnSdohnSMkZER3L17F8BBUgiHw9Ixs5NkoajRaGRUyW6JHfvc3Bz+7u/+Do2NjfD5fNLBFYtFzMzMCFiKo0EmPo4D+Z253W4Re3C5XEJPoimA1+vFU089hbfffhv37t2DWn1gEk6RER74RNNms1msrKzg+vXrKBaLCIVCSKfTWFtbg91uR7FYREtLC/r6+kSvlqpL/B7ZRXLcrSxEmCx53VO9iX9XX/+BNR6vGyWilx0ouzelfZuyI2QXybEwABEROXv2LGw2G5LJpNCliJZ+9913odPppIPM5/MIBoNStJMCQ7EI4ix6enoQi8Vkr8pRNK9JTk6AA9CmRqOBw+EQcQmeTxsbG7hx4wYSiQQymQza2tqQSCSg0WhkhP+w4zCp/g7Fr0pk5s3S1dX1gdD066+jbnlZkhCl+djJKLUzDQYDTp06hbq6Ojz66KO4ceMG5ubmalwqJicn8cILLwhf7+TJk3C73Th9+jT+6Z/+CWtra7h16xZCoZBUxkp0HseBBJ5wf+TxeMSGjqAJp9Mp1AK1Wg2r1Yp0Og273Y7f+73fQyaTERH/3t5eNDY2IhQK1UgXUqu0ra0Nu7u76OrqQqFQkN0sOYp+vx/lchknT55EZ2cnTp06Jd+HyWQS+gvHeXz9LpdLXH24/yV3lUkjEomgvb1dOj3KLKbTaSy/7xTU3d2NO3fuoK2tDWtrayiVSmhubobH48Ho6ChmZmYkcZP8TzATu7tIJIKtrS15TZQvZLes0WiE5lUoFMRxx2azSZLm7pxd9Pz8PNTqAychAqUIVtrc3EQoFJLdOrsIigZwx1Yul7G+vi6ftVarRUdHh6CpCfxh95vNZkWYgesG6sXyOmCyAQ7wCDygqVa0u7uLpaUlRKNRtLe3w2g0wuFwoFwu4/r16wLaUipAKTWOuc+n8MXy8jLS6bRMMwqFgrhL+Xw+QUw7HA7hT3NXzfdFihRHsqRPsbskgIm7SxaJhUJBiiSXy4V8Pg+73Y5KpSKmBevr67J/NBgMaGtrw/37Bx4l/Jy4E89msygUCtje3ha5waGhIUxOTkKj0WB1dRX37t0TEKTScYo7UI6+iaJWUrI4Jm5sbBSRfPKriZLm7juVSqFQKAg4jq47TMAcT6+traG5uRlnz54V/AZ3wQ87DpPqYUiwuld2usd++lNsbW0h9B/+g0DmaTje0NAg1k8fF4FAQHxauZvJ5XJIJpOCiGX1Sdk5lerApLq/vx9Hjx6V54pEIrhy5Qrm5uZgMBhgNpuRyWQEWKPRaHDkyBGsr6+LOL9arRaAxvnz56V7vXLlCoLBoHQuhUIB0WgUoVAIDocDW1tbuHbtGvr7+9HV1SX70unpaRkR6nQ6OTQIylKpVMhmsyJWwDAYDPjSl76EUCgkvq6zs7NyY4+NjcFisYhow9LSkmgM7+7uYmJiApVKBdFoFCsrKwgEAmhpacH8/Dyi0SgCgQCCwSDcbjdcLhdWV1dF+CCVSmFlZUWAVDqdTkZp7LqVCkLUgqbhAjWgmSipO8u9WF9fH+LxONRqNYLBINbW1pBIJAQQFQ6HZf8dDodlFM4OzGAwiHA/uyK1Wl2jzaqUOAQg3YbdbofRaJRCCoBQYYg4J/iH9A0+5+7uriR+2g0qrcbo4/vee+9JF02eMIs3KlRls1lsb29Do9Ggo6NDNKJp8sDOijzv6elpVCoVJBIJvPvuu6KNvba2BofDIdxVAo/aHp0AACAASURBVN+Uutec3vj9foTDYRnzNjQ0yESE406i2Bn5fB4tLS1oaWmRnaXVapXuf2trS8w1aGah5OqysFYCm4jIJt2NiY80sK6uLjidTly8eLGGNkQUOp9D6fKzuLgIt9stACV20SweOGZnRx6Px0WCVKfTwev1SgF3//59ORNefPFFxOPxGp7rw47DpHoYEidPnkQqlaqRumt6nxPHPW1jYyNOnjyJhoYGjIyMIBD4wPY2n89/SMczEAggHo+LqbLH48H+/j7GxsZgtVpF5YSJJR6Py89xuVw11kwDAwMYGBhAuVzG0tISmpqa8Prrr4vgu8VigU6nQ3Nzs1Sz7AqJiH3qqadw48YNGdktLS3B4/Ggt7cXly5dkh0Qq9xUKoW+vj4MDw8jkUhgd3cXTqdTVH3i8ThSqRQGBgYE5EMrO6vVKq/dYDCgu7tbKC3cBep0OrS3t8uok8btlBF0OBxi4cUJQjqdRldXF4aHh3H//n1ks1kkEgmRMCSYg2IcpC8RLMQu2el0YnBwEBqNRvbER48eFQWslZUV5PN5pFIpMV9IpVIAPgCVkJ7h8/kQCATQ19cHjUYjQKOdnR20t7fDYDCIdBzHzhsbG3jxxRcRCoXEuk6r1Yq1HxMTUbGUStza2kIgEEAgEMDa2pp0KEw2e3t74sLEa4PCIOxsaQpABSTqOcdiMVl9cP++tLSERCIh3RyLAE5KyCPe29tDKpXCvXv3ROiEtBeXy1XTTXI8D0C8bLnnXlpaQjAYxMb7K5f9/X15LIsWg8EAvV4vikIEKBI5vbm5iYmJiZrrgQma759JCPigaOE1x5UALSFJXaIofiqVwtbWFmw2m0w9lpaWoNPpBNkbDocBHAjkUxCChRJlM9kxs9CiJzD3/eRaK5HLBoNB+LkajQZdXV1YW1uTPTxlFZVcW54p7IiVNKuHHYdJ9TAk9Hq9ADYe/PuRkREAEACCsqNg2O124YAqg0l6dnZWDoCpqSnh1hoMBly4cAGVSgXz8/NobGxEZ2en7GiUUV9fj5aWFvT29srPbG9vl13m3NwcKpWK3HQUyb948SKWl5dhsVgQi8VESYX2Ycr3yh2PcgxF6TkKB2xubuLzn/88bt26hXw+j+eeew5WqxVTU1OIRCJ4++23P/KzKBaL4v/KvVLr+963yWQSLS0toss8PT0tI7mBgQGcOnVKqBHsQNldTU1Nwel0wmg0QqVSCfWH4zqtVou2tjZ4vV6Ew2H09PTgySefhN/vx6VLl+BwOKBSqXDixAlYrVZcvXpVihEKSJjNZtk/8rBmN0LKktFoxM2bN2EymXDy5EksLS3JIe5yuRAMBrG9vS270VQqJQmaoDEeejqdDs888wy2t7cFzczxJoURAIjKDnm+w8PDkrg5Cejp6ZHxM8f2HD+St63X6wWlyiTJESPH8TykCfZiEuNnQarK3t6e7DLJgaWhBPV5u7q6BGxkMBhEK5p/T1GShYUF5HI50dWtVqtCYeIeFfhA8QiAeNoSoQ1AEhmLulKpBL1eL0IhpKfRNINmBEpOKw3d+f729vawtLQkNCOn0ynsA0oqUhtZ2Q3zO6a6GK+rjo4OABB6HrWplaAkAGJ+QN9lCkMQPUzDCH5mAGQfzYKIiPWHHZ/ZpKpSqZ4G8H/hwE/129Vq9f944N+1AP4HgFEA6wCer1ary7/p1/lvIerrDrw7GdyxfFqXB4vFIqMqdhTcjTkcDrjdbvj9fuHTcYRDgfEHg9ZawMHhce7cORw7dgxXr15FIpHAzMyMcNw4Ys5ms2hpaRGN4+7ubiwtLaFYLIoIBneGiUQCTU1N8n9jsRi0Wi2amprQ3NyMJ598EteuXcPt27drwCE8jDjaHhoa+hBozGg0Ym1tDWNjY5icnBTwlNvtll2T3W5HXV0dIpGIUIRIY2FFvr+/D7fbDZ1OJ4fizMyMdFzUMe7s7ARwUNi0traio6MD0WgU6XRaxpbhcFiEDHgo7u7uYnt7W6hGLS0tCAQC+OIXv4i9vT0sLCxAr9cjHo/j6NGjSKVSSKfT4oFJUIzy8NJoNKLLS0EMJkKdTodEIiH0E4JYZmdnBZTFfRtwIDV57tw5XLp0SaTsSJkqFotYXl4WGgZ9co1Go+wlt7e3odfr0dHRAbfbjZs3bwqHmG4x3PEq+Zq8DlwulyhMcQ3CMS93qvwcVCqVJAFe33RwIXCMo1AA0pmS2lOpVBCLxQSZzkKGUw1iD4hDoGYx9ZdtNhs2NzdrunbSYwhmAz4wE6fXKic97IZJwaEW+e7urohT8HrktdLS0oKpqSkUi0Xcu3dPXGfoBhSPx+FwOOByuQSVW61W0d3djc3NTRGs4ciXBR6LGApbECzF4puALJ5TPG94fbCYoy40udAPMz6TSVWlUtUD+L8BPAVgFcB7KpXqpWq1Oq142P8GIFutVjtVKtXXAPyfAJ7/zb/af3vBypcVMruvTwqKlm9tbQk3jCNKn88n4yYmF457AMjv/X4/pqamMD8/j/n5eQHHuFwuABAg0eOPPw6tVouXXnoJy8vL0Gg0GB0dxfHjx8WWbm1tDT//+c8lWVEEgQeN3+/H5uamjLpcLhesVitMJhNGR0cxNTWF69evY2FhQYTeY7GYCE9YLBa0tLR8SLCbwAmPxyMjSlqE0a2mUChgfX0d0WhU0L0qlUpGi0tLS7BYLPB6vTKWJOJxZWUFqVQK+/v7iMfjaG9vx+c+9zkZFSo9PM+cOSMUntnZWcRiMczNzeHo0aM1jh7j4+Pw+/1i7EyxeLfbjfv37+OJJ55APB7H5OQkHnnkEVFyWlhYgFqtlkRKqUrK0hFgQ7Q1iyrSLzY2NrC4uCiHJDuTSqUighd3796V3RiBN/RG1Wg02NraQqlUwvLyco2Tz+bmpqwuyNcm15QdLsUTOPYkuIZ2ZmazGV1dXfD7/XjvvffEEYr7P71ej83NTfm9yWSS56X9oNJAgZ3tu+++W+MCZLVapRsnd5WKTR6PR/bu3Leyg6QvMDta5S6b65hAIICOjg5MT0+LMIbFYoHRaMTKyop0d7u7uxgaGsLOzo6MdYmRqFQOfJJPnDiBhYUFpFIpAf4VCgVcvnwZe3t7IoJBCzniLbiDValUmJqaEvAU9+KpVAoNDQ3wer2S8Dmy59SCxQs/GxYPPBc4+qYqm8ViETbCw47PZFIFcAJAqFqtLgKASqX6/wD8AQBlUv0DAH/z/u+/D+BbKpVKVeVJfxgPJ/7bf/vQXynlxgDgxo0bn6ri43g4nU6jUqnA7XajublZDnYANb8qf5/P5xGLxeB2u7G0tCQjHFI01tbWpFvo6+uTcSVv4EQigcnJSaRSKYTDYSwtLSEWi8Hr9YrEIWkTlD3ke8zlcujs7MSJEydENOBP/uRPEAqFcOPGDfl/ZrMZY2NjmJiYgFqtxhtvvIHl5WUBOgEHYCuiShcWFqQrXlhYkH2eVquFx+NBPB6H3W6XA/XJJ58EADl0pqenpetnl0ZhjYaGBiSTSbzyyiuYmJgQQQcifOPxOG7evCnWecPDwyKjd/XqVUQiEaysrGBvbw9HjhzBF7/4RRQKBRFoiEajstemtvL8/LzoIVPjFvjAmqynpwder1fsAL/+9a8jEong9ddfly62rq4OLpdLBApSqRT8fj9aWlpw+vRp7O/v4yc/+QkWFhYwPz8vXGEWRNvb2zAYDOjo6EB/fz/y+TwmJiawsrJS0zGy0wEgUoLpdFpUurjTIxCmqalJQDaLi4sCjtra2pLPjWC81tZWBINB0UzW6/X4yle+gsbGRrz88ssig8iRKylABAFSejAQCIg2LS30ANSsJb761a/CZDLh+9//PpLJpOxWycVkR0ldZyoORSIRZLNZLC8vA4Bc8/v7+7Db7dDr9VhZWYFarYbP58Pq6qpocnNvye+JyGWClSgvSWMGInJJSeL1kslk5FrhdzM5OVlD+SGXWa/Xi9QmiyP+7DfeeENEQFgQra2t1dB/uGvnvpnUvX9LMoU+ABHFn1cBnPy4x1Sr1T2VSpUHYAfwyXDUw/jF4n26gDJ4wfNQ2t7ehtfrlVHjxwUBBPx/rIo/TUxMTCD2vqcrwUzsYBYWFgBA5OSmp6dRX1+PL33pS3jxxRelcl9fXxdhcu50vvGNb2BgYABOpxOXL18W55pbt24JKEKtVuO9994TTV06AFWrVXR1dYkCVH39gaG5z+dDMplEKBQS4Xe32y2gF+r+0r6uWCxCq9XC7/eLLV1LSwtWVlYEaHXnzh0kEgkRYfd6vQIKsVqt0lE4nU4kEgkRit/a2kImkxGUq9lsxu7uLtbW1nD58mWRPWxuboZWq8WNGzeQzWaxsLCAYrEIq9Uq42I66gDAnTt3kMlkYDQacePGDdy6dQvhcFgQt5SR5Dhco9HA6XTKZIFiAuVyGQ6HA62trbh9+zbW19dlh8gkyTHktWvXpDMj39jpdKKvrw/Xr1+X7o1UqNXVVekojxw5gt3dXczMzAhqe2NjQ5IxLeZsNptwXzla5U52c3MTd+7cQX19vfBQSeUgn9VoNAoKm3St1vf9U69cuSICDfv7+zVC8s3NzSJUYbfbZRrQ1tYmE4uxsTEZGfMaIkJbSV0xmUyipqTX6+FyuaQgUqlUgj/giJf+xzabDaVSSVYrHJlaLBZsbm7CZrOhtbVVzAiopFUoFKDT6bC4uIhwOAyNRoO1tTXphpV6xn19fTUrEhaIZAiQ90vKDqcFuVxOChfeOwwWwk1NTbJ7VnagfN/ValVG/8RFUFj/YcZnNak+tFCpVP8OwL8DULMXPIxPGT/+8cGvX/yi/BXHsUTYcV/1yyo5fZqgdi6T3enTp2tAUsqIRqPSxXR0dIg/o9FoRENDA44dO4bV1VVYLBYUCgVcv34dTz/9tNx0gUBAuoPGxkYMDw/DYDBIl6cMj8eDQCBQM+YlSpkj3YGBAbS3t8sOdnx8vOY5aLdGesgPfvADPPfccyIST51XApqI/iVYKxQKCULW6/WiWq1K12U2m3Hq1CmEw2HZdyk1XycnJzE4OCjjexoV5PN5xONx9PT0oFAo4I033oDJZEJ3dzfq6uoQi8Vw584d2QMTXdva2gqbzYZMJiO6yZlMRugSq6urSCaTqFQq+OlPfypjOgJmKHZPCzx2ZG63GxqNRjiLp0+fhkqlks6JqGqOBtntsXDx+/3CWSXKulKpYHR0FP39/Zifn5cukQUF0aUcI1cqFeEJB4NBLC8v45lnnsHs7CxWVlaEPtLb2wuLxYKbN2+iu7sbXq9XJhyjo6NwOBwIh8OyH/T5fPjqV7+KN954Qzq7SCQiwiWk+ND0oqurC88++yzu3LkDl8uFdDqN5uZmuFwuLC4uwmAwCNCpp6dHUK4NDQ1YWFhAXV0dnnrqKbzzzjtCBWLXRkcYjqT39/eRSqVgNpvR2tqK/v5+dHR04N69e5iZmRHgFKlXmUwGZrNZdtE0Z6c9JEFJTNa0WeREQGnIsbe3J5rYwAdFPHmtpNU0NTXB4/HA7/cLuGlpaUn2q0rjAOpmU6SEiO+HGZ/VpBoFEFD82f/+333UY1ZVKpUagBkHgKWaqFar/x3AfweA48ePH46Gf9H4L//l4FdFUgUORsDLCtuwX8cYRRnBYBAmk0kO2Y9CKTM4JmOHSulCdlHcNQ0MDKCrqwu3b9/Ga6+9JmR3Jl+dToezZ8/iiSeeQLlcxuTkJJTbBY7SHtybMtiFKH/V6/U4derUx772paUlGQ3abDY4nU643W7YbDbh7L799tuIx+PiwZpKpaBWq9Ha2oquri4Rnede97HHHsOFCxcQjUaFHkFUcLFYxOrqKrRarRQuSgEGqg9RB3p2dhabm5u4d+8estmsoFf5WfOg4h6OO2vuxfb3D0zBLRaL7BC1Wi26uroQjUaFlkIU9vHjx1EqlQTQQs3cQCAgiNByuYympiaRs6SYgcViwcjICPR6fU13F4vFpAslMIsiCUy65EDyOqAWNbuc9vZ25HI56UT9fj+y2SysVivy+bz4CycSCSwtLYmZw2OPPYZoNIqf/OQnMkFYX1/H5cuXsb29Lbtb4EBh6u7du2JSwYlHb28vHn30UUxNTcmOm7t6ImApLzg/P1+zg2WXWi6X8cwzzyAej+Pdd98VrWkKuxDUxOTY0NAgnb/P50MsFqtxpjKbzeIu43K5cP/+/RoAlsvlEgBVJpMRpDSLcoKRmCgJDKPzDNcz/FUp6EHOMLWz6YjD5yOKm0b1dFSiUtPDjs9qUn0PQJdKpWrDQfL8GoD/5YHHvATgfwXwDoA/BPDm4T71Nxfd3d2yVwN+/Um1rq5OvD7/teBoiOANZUdrtVpx5MgRzM7OisA5UZLs5I4cOYJ0Oi3jOML0T58+LR6RALCysoKZmRn88Ic/hNVqhcfjkZ9jNpsFqcrH8+b+pIjFYgiFQujo6JBDfGNjA16vVziljY2NuH//PlZXV8XuLBqNwm63Y2ZmBrFYDCqVSqQUnU4nWlpaRFGHHWR3d7ckVgJNuIPWarVCkqd5ws2bN8UuTaVSwWazoaWlBaurq4LWJH2GBQf5jV6vF48//jiam5tx+fJlURba2toSY2vuw2ZmZmCxWMT7lSNfquBQX1in0+Hxxx+HXq/H7du3cf/+fRiNRni9XlFb6unpkWKMe1oKfJBewz0baVNtbW0AgKmpKZhMJvT19WFkZAT/8A//gOXlZRlNNzY2YmJiAul0WsaTa2tr2N7eFrqT0WjEwMAAGhoa4Ha7odVq4fV6ceLECQGHbW9vIxAIoL+/H3V1dQiHw7LTZSKkeUVjYyOSyST+5V/+RWQKr169irW1NXi9XtEtBg4wDFRjYuHT1NQkRePOzg7OnTuHWCwmEpUGg0FkSImWJoKaaPCZmRnpqIm8pvuQz+dDX1+fFALcYVPcYn19XZyPbt++XWNgYbfbMTY2hmeeeQZ37tyRCQCBaEo1NYqDcM/KRFqtVpHNZoUuRL48779sNiuIdJfLJaukhxmfyaT6/o703wN4DQeUmr+vVqtTKpXqPwO4Ua1WXwLw/wD4jkqlCgHI4CDxHsZvKDo7O0W8nSTuz0o0NDQAgMD06+vr4XK50NTUJBSezs5OaLVaHDlyBMePH5f/a7fbRbxdr9djaWkJ9+/fl0OFwA7goBMmNYUkeobNZpMds7JT5UiNI60Hg/rCd+/elZ2SEhXKUTORp16vV0TJSXuor6+H1+uVAycUCgndobW1tSb5z83NyUF38eJFLC0tSefgcrnQ29uLvr4+7O/vi70aFYXq6urg8XgEfRkIBOQgzefzqKurQzQaFeFynU6H8+fPi4H7yZMnxRnmlVdeEYswrhOamprEbMBisdR0MuPj48KtpQ6u0+lER0eHdIm5XA6RSERkAZk0qW1NY2t2LGq1Gu3t7fijP/ojqNVq/OAHPxC1LnY0FK0gsnlwcLDGFs/pdIrACUeNLpdLpgjKLp46zvF4HHq9Hl1dXeIOROoXu0aNRoP79+/DYDBgbW0NHR0dMJlMaG5ulu+c+9P29nbRL3Y6nRgbG8Nbb72F5eVlKSLi8biAlThqbWhogMfjESEP2hCqVCrh6VI5iwmO3Fe9Xg+fzyeUIrvdjvX1dRHsACDjXIILqb3LDpY6zDSEYJdJmtnGxgZMJpOootG5h9MXWsaxwOeKivfP7u4u7HY7HA4H5ufnsb6+/rErpF8lPpNJFQCq1eorAF554O/+k+L3JQBf/U2/rsP4IPR6PY4dO/bbfhkfCnaq9+/fFwoFx0GZTAZXr14V4XW/3/+xz9PV1SXUEIbJZBJjZGVQxBwAlpeXBVTEzjEajeLevXuiNnTs2LGPtJ0yGAxobW3F/v4+TCYTBgcH0dTUhMuXL2Ntba2m0yVnkLsmWvDNzMzg3r17yOfzcDqdGBoagsFgwAsvvIBEIgG3241Lly6JxjDdV3iQci9psViwsrKCbDaLarWKa9euyWFPviG9LNkVkP9Is3UmwN7eXpRKpRpu5ltvvQUAYtPV3NyM559/HtlsVowhZmZmxB3pwoULaGtrQz6fx+3bt/Hqq69iZ2dHxo3klvb29orcnc/nQ7VaFROB/f19tLa24vOf/zzu3bsHu90OlUolXqqVSkUE/plwSS8hfYSaxfX19Xj11VeFbqRSqbC5uYlcLodcLidjTH5nbrcbVqsVZrMZVqsVbW1tGB8fx9/+7d/K58yd9dDQkOyqKdjgdDpFoSwcDqOlpUW60N3dXRSLRRGl56jd5XKJCXqlUoHX65XiLhKJCKcbOLifWaTRYcnlcokgBqlbTU1N6O/vF81tyiNS7pP8z7q6Ovh8PphMJoyPjyOXy0Gj0eAf//EfpfsljmBmZkaoY+l0WnjMHOdzDGwymRAIBBCLxUTsgjKbRBmzs+dZQEEO0p02NzelKPx1xGc2qR7GYfyyodPpBIhAK7YHhbNtNhuam5s/8Xm0Wi2efvrpGjeeurq6j9yhKiUJPR4PFhcXZZ9osVjg8XgQDoeFWrO+vv6RSVWlUmFkZAQajQZ9fX3CLTx27Biamprgdrtr/DGBg4ROsQmCkr797W9DrVZjaGgIFotFeK+ZTAb5fB4zMzPSfVJ/1+FwiMwi5dvGxsZQKpVE17a9vR1utxtbW1siVdnQ0IDJyUkRkJidnZWkDED8Zaenp7GwsCBcZX4WRPP29PTAbDbjxRdfxO7uLoLBIBYXF7GxsYGVlRVEo1Hk83kYDAZcvnwZhUIBbrcbHR0dsNlsyOfzMomIRCJYXV3FwsICbDabdC9Op1MUi4LBIM6cOQO9Xo9UKiV61nzdR48exeDgIPr7+9HS0oKenh6kUilxWaIiFHCAQI/H49je3paujyIPhUIBKysr8Pl8ApYhl7qurg5PP/005ufnARxMWVpaWtDZ2SmdlcFgkFWCw+FAKBQCAExPT0sSpyYz96oU36AOM40hCNgjB5UIciJq0+m0GNk7HA5YrVbpUjOZDCYnJ0UvuLm5GYODg6hWq7h16xYaGhrg8/nQ2toq4DsKtQwPD+PmzZsoFApSgOj1ejgcDjF4UNKINjY24Pf7RfFMo9GIXKbf7xe7wu3tbeGNE5zEe4SSl3Q4mp6eFnAlwVhDQ0OYnZ39xHPgF43DpHoYnxzf+c5v+xX8wqFSqR5aB63sND5tMMEBEPAHtYOdTie2traQSCRw+/btD/3fcrmMtrY2DAwM1CRvPt9HBTuU7u5uaDQa4XQODAxgbW1NHFK4U7XZbOjo6EAwGMT8/Dz0ej3Onj0rSRiAWI+pVCoxgO/u7sbzzz+PwcFBbGxs4O233xZLPR6g1LbN5XJwOByYmZnB4uIi7HY75ufnsbS0JDtRdkgUmac/KbsLv98vikV2u13Q3MlkEn6/Xzrw+vp6NDc3C2eWKFk+D7vbcDgsPFhK2LHDdrvdMJlMaGhowNmzZ2u+f5PJBJVKhdHRUTz33HO4efMmHA4HisUiYrGYTBdojedwOLC8vIxKpYLp6WloNBoxQNjf38fx48cFaMfuuLm5WfidgUBAxpJU/iGimd0mhSS+9rWvIZFISDIhtYa0sY2NDayursp4tlgsCqCLXbxOp4PNZkM4HMaRI0cwODgonWC5XMZLL70knycBYbdu3UK1WsXdu3dFxKS+vh7t7e3SLXLPyp34/Pw8tFotrFarGDFwFUG1KtKTCDYj2C2VSsn+2eVyyfdGX1mr1YpSqSSGAn19fYjFYqIIxZ/JcXoul0NTUxOSyeQvdG9/mjhMqofxyREI/OuPOYyPDaJIAYiKkM/nw8LCAjKZzIcez2704xDFnybUajWeeOIJRCIRzM3NAYDoKSuBOF1dXeLSw92cSnVgcq3T6RAOhxEKhaQ74c4Q+EAAROkk8/jjjwtQZm1tTRI0uwqORzmC436No0Bae1ERZ25uTsziOzo6ZMerVqvR29sLm80Gv9+P69evY3d3F36/Xzx6Y7EYrFYrzp07B5PJhGg0ilu3bgE4ANmRUgNAdtx6vV7Udj4q7HY7nnnmGZw4cQLRaFT20UNDQ+jo6MB3vvMdPPbYYwiHwzI6bm5ulvEsBTVIIQGA1dVVTE1NCciGYKrFxUURPIlGo7DZbAiFQsjlcujp6RG09Q9/+ENEo1EUi0UxfMjlcnJtmUwm6PV6PPnkkwgGg7hz5w5SqZTs6jkKNhqN6O/vx5/+6Z9Cq9XiW9/6lnjtktMbDAbR39+PjY0NsfsrFAo1JuUajQbVahXt7e0ywi+VSnj77bexv7+Pnp4eDA4OolQq4dixY5iYmEChUBCFrlAoJL6/FOWgLaBWq0Vzc7N0tw6HQ9Ys5JTv7OwgGAziz/7sz/DWW2/hxo0bcLlc4gHMjpd6021tbXj77bd/6XvtI++/h/psh/G7F//8zwe/Pn+oAPnLRH19vaj6EP3b2tqK1tbWX+vP1el06OzsFK5nqVSS3bDZbBad2ba2Nmi1Whw/flwSeSKRQKFQgNVqRWdnp9AQtFqtANLYvROBSS9MAKI+NDs7i9XVVSwuLn7ka5yenq758+bmJqxWK86cOQPgQIP22LFjWFhYQKVSkU6yv78fZ86cEV3lc+fOCZiJwTF9Op0WUX8i1WkLpkyqwAfAlo8LlUol8ntM/uRhBgIBPPfcc7Db7bh79y4KhQIaGxvR1tYmnThFDP7+7/9exAnobTo+Po5isYj5+XkZ0VPak+piXCMQiET+r9lsFl4qd96xWEwE8AnA6uvrE3DOysoKMpmMqIFVq1X4/X65TuPxOAqFAoaHh4W/rdPpYDQacfLkSdjtdgSDQRQKBZw7dw5/8zd/g5mZGayvr4tSknIqUKlUMDY2hueffx5vv/22KIqVSiV87nOfQzqdxqlTp/Daa6/hu9/9LuLxOCqVCs6cOYMTJ07g1q1byOVy6O3txbPPPguHw4EbN27g6tWrePzxx7G2toabN28KdSkSiQgXmNe/2WzG0NCQK/ly+wAAEM5JREFUdNUA0N/f/6/cSb94HCbVw/jk+K//9eDXw6T6S4XD4cDKygri8biMvh52fByTTNlZArXiJzxc6Daj7IypGOR0OvHFB/jJyscAqBnZMihuoNFo8Pjjj3/k68vn8zVmCWq1Gl6vF263u8ZO8Pd///dlb8loaGioMSqgO44y2EnTtYiCEjSqD4fDMBqN0jnzNXySScT+/j7W19eh0+kwNjYmLi65XA4bGxvY2toSreG6ujrZR1I4gnKKpNfQYcjv9+PYsWM1soV0+nG5XFhaWkK5XIbP58PRo0cRCASki9TpdLBarYIA1+v1+MIXvoDr16+jWCzi2LFjiEQimJ6exvXr1xGNRtHU1ASz2YxYLAa9Xo/m5mZYrVa4XC5RryJvmd67brcbDodDwE9UVwqFQiKQYjQa0dbWhkKhIACo8fFxnDlzBouLixgZGYHP58P6+jqWl5dldPvzn/8cxWIRs7OziEajojRFk4hgMIjTp0+LvKPD4YDD4RBMwtWrV6Vw5fUxNTWFZDIp9nZ002ltbcWXv/xleDwevPbaa7h3797Hft+/bBwm1cM4jF9j9PT0oOcjpB4fZnR0dCCRSPxCCZsSfx8VTEifxD3mOJji6srnstlsolP8q4ZOp0NLS8sv/P+Y9Hd3d+H1emtoU6SRTE9PI5PJIBgMYmZmRkzhP44els/npcOsVqsIhUKIxWLY2tpCR0eHdJR6vR7t7e04duwYYrEYisUiyuUyBgcHBTg1Pj4uABmamZPPSQWn3d1dUQra2NgQjjGpNdvb21hYWBAjCQqctLW1YWJiAg0NDQgEAtja2kI0GoXH40EymUSpVILdbkdXVxd2dnbEmIAIXhYW5HRaLBacOnUKJ06cwOLiovB7yTsNh8NwuVwyWSB16/r16+JtXC6XMTExgRs3bkiRSVnI1dVVrK6uoqmpCcFgUJS1aE+Xz+dx9+5dme7w+vT5fDAajTU7cdLN9vf34ff70dHRgdbWVqTTadhsNpElbG5uht1u/9Tc918kDpPqYRzG/+Rht9s/tqP8ZYKH1oO2dQ8+5oknnpAkw3HyZyWUdIkH1besVivGx8ehUqmwsrICg8EgghbkM34U3YKKRky6BCpRP3d7exvr6+syiiXPkgID7NipDRyJRHDy5EnU1dXhkUcewe7uLkqlEmw2m3SGTzzxBI4cOSKvm569i4uLiEQiYuTu9/tld3vnzh1BbFPApLOzE1/+8pfx8ssvIxKJ4IknnsDq6iqmp6cRCoWEA8r3RenHxcVFqNVqZLNZ3L17VwoBgo8WFhawvLyMfD6PZDIpnT8BQs3NzUgkEpibm5MOuL29HSMjIzCbzRgdHUUikcD3v/997O3t4Rvf+Aa+9a1viW9yXV0dhoeH8c477yASiUCtVmNxcRHp9IHEOycUjz32mBSBp0+flvE2pUg5NaCjjtfrRUtLC86fP4+/+qu/ejgX3ftxmFQP4zAOoyYCgYDwWT8pKFz/WQyTyYRgMIhKpfKRXOT+/n60trbiZz/7Gdra2hAOh2G1WpHNZnHq1KlPJQrAsSYFDGhV5vV64fP5xMN2aGgIL7/8Mi5evIhcLoehoSEBx1BS0Ol0inl5LpeDTqdDU1MTIpGIfMbpdBrpdBp7e3uiw0w+87PPPouFhQVEIgc+JGNjYzLSp8l4S0sLRkdHRVIwGAyKmhF9iekX63Q6haJD9SuVSoXOzk54PB7p8Do7O0UE5fbt2xgZGZECy2az4ciRI8jn8xgZGcHGxgasViuMRiNu374Ng8EAn88nI+zJyUkxu7dYLPjCF76AN954Q4oN8lAXFhbkZ1CcIxQKibLS3NwcZmdn0dLSgoaGBqysrECr1dYYnHPPzf//MOMwqR7GYRxGTXR2dv6rjkOf9aivr8fIyMgnPoYG8OVyGQDk0P2oHfDu7m7NDriurg5erxdDQ0NoaWlBR0eHPOeDXe7u7i5WVlZQKpXg9Xpx5swZeUw2m0UoFMJ7770H4EAakSLxNpsNa2trNc9FjiUAtLe3i3m8wWDA0aNH0dXVJY/d2dnBO++8g2KxCIfDAeAAmKbcf3NfGolEMD4+Lt3qp43R0VEAkL33+Pj4h0aqNpvtQ3+nlA9tbGzE3t4eSqUSLl26JEhdq9WK48eP49FHHxXPYqvViqefflo4zn19fdjd3UVfXx8AYGtrSywVtVotBgcHsbe3h/HxcVSrVVy9ehUAcOLECdy9e/eQUnMYv4X4/vd/26/gMA7j1xJU26KwAg/5j0IA37t370NdDceyBoPhEw0eNBoNnnvuOezs7Ag4h0Gh/mKxCAAiTu90OvHEE09I8mBsbm7iwoULAICnn3665t8oQK+Mvr4+bG5uCqjH5XLB5XLVPIYUm1wuJ2pMnyaKxSKi0SgaGhpgNpsB4FObflPQATgoRJ588kk0NzcjGAwim80iEAgIHY1OQb29vYK65s8h+I5/1mg0GB4extbWluh3AxBPYoZWq0VfX98h+vcwfgvxfoV7GIfxuxgUSAA+OanSdICH8LVr14QL+mnk7h5MpgyLxYJHH31U/jwyMoJCoQCNRvOhhAp88p77o+LTTBw4Xr579y6Wlpbw2GOPfarnXl5eFpqWxWKp4Sw/GNVqVQoHWhlSOhA4oGbZbDYYjUZxxeHnStDZxsYG7t69K4pVHxetra04deoULly4IAIjFNFXvuePU0f7VeMwqR7GJ8c//uPBr9/4xm/zVRzGYfxaore3V9SmjEYjIpHIRyZVWtpxjKrX6wX5/DA1ZGka/3HBBKM0RfhVw2Qy4fTp01hcXPwQfemTgsmPetY3b95EKBSSRKUco3PMDBwk0ImJCWSzWayurn7oOcnn5nutVqvweDzigNTS0vKxCO2VlRWxROSunK47SmU0pU3cw47DpHoYnxyHSfUwfofD5/PJaJRm1fPz86KDWy6X0dnZiWKxWJPI3G63dEG/qIzlrxqf//znH3qHZbfbkcvlEI/Hsbu7W7N3/bhgx3j+/Hn8+Mc/RktLi2hGA5DXSJGK3t5e6HQ6FItF5HI5DAwM1OhvE2xE5TGlwMjY2JhIEAYCgY8F0dHDFsCHRFYeLH4aGho+VpjkV4nDpHoYh3EYh4GD3WhDQ4MkV+DgQJ+amgKAGkRwMBiU0eevy+3k4+LXlcSZEOfm5j6UVCn1pwzasuH/b+9+Q6u67ziOvz8kMybXaf2DkjRFK0qdbKxK2KLdg7L+sZbRPiljMphsDh90sG4MNqUPyp45GOs6WEul+8cYXbuudCJlYbX20UBn2Wz9U6euVSOxqcWpDJFGv3twfvd6k9wkN5ebnJvczwsuued3fuT+7pdv+Oac8zu/Q3YbS0tLS8Wj7KNHj3LmzBmWL1+OJAYHB1m8eDGrVq0adm91cVEOyApe8XsW7w8u3mNaXrhH6ujo4Pr16/T19Y3aNzQ0VFqqcs6cOVy+fLl0+rmeGq6oSloEvASsAD4AvhoRlyr0uwEUl8M4GxGPTNcYzWz2mT9/Pps2bRrWVly4YGBgYNitOeX35U7FMznzsGDBAlpaWioevV28eJGNGzcOaysvquM9T7lQKHDjxo1RhW7kNeM1a9awZMmS0vKGxXtRDx48OKzfeNeVi/frVprBffPmzdJ36+rqmvApVbVqxGzYAeyLiF2SdqTtH1Xody0i7p7eoZlZMynOPC2/VQUoLdgw3gpMM828efPYvHnzqPbDhw9XvNZafOj4RLq7u0etq9zR0THqaLitrW3Y4xCXLl1Kb2/vqAlG401Sam9vLz1UYayxtLa2lmYrT4VGLKqPAvem978D3qJyUTUzy81YyzzOZJWu1RYKBc6dO1d6qDxkk4DKj1TH09raWtNSk5LqHuPp+AeoEYvqsogo3vF8ARhrWZe5kg4BQ8CuiHhtWkbXbF5/Pe8RmFmOurq6uHr1aulI88qVK6XF6ydadasZ5VJUJb0BVJoT/mT5RkSEpMqP4IDlEXFe0krgTUnvRsTpCp+1HdgOw5/SYVVqsDVdzWx6FQoF1q9fX9q+du0a/f39RMSw07WWyaWoRsSYj7CQ9KGkzogYkNQJVFxHKiLOp5//kfQWsA4YVVQjYjewG6Cnp2esAm1jefbZ7Ofjj+c7DjNrCO3t7aOuMdst0zsXvDp7gK3p/VbgLyM7SFooqS29XwLcAxwb2c/q4OWXs5eZmU2oEYvqLuABSSeB+9M2knokvZD6fAY4JOkwsJ/smqqLqpmZ5arhJipFxMfAfRXaDwHfTu//DnxumodmZmY2rkY8UjUzM5uRXFTNzMzqRJWWc5qtJF0FTuQ9jhloCXAx70HMQI5bbRy32jhutbkrIj5dr1/WcNdUp9iJiOjJexAzjaRDjtvkOW61cdxq47jVJi0iVDc+/WtmZlYnLqpmZmZ10mxFdXfeA5ihHLfaOG61cdxq47jVpq5xa6qJSmZmZlOp2Y5UzczMpkxTFFVJD0k6IelUevC5JZLukLRf0jFJRyU9kdoXSfqbpJPp58LULkm/SLF8R9L68T9hdpPUIumfkvam7TslHUjxeUnSnNTelrZPpf0r8hx3niTdJukVSe9JOi5pg/OtOpK+n/5Oj0h6UdJc59xokn4taVDSkbK2SeeYpK2p/0lJWyt91kizvqhKagF+CWwG1gJbJK3Nd1QNZQj4QUSsBXqB76T47AD2RcRqYF/ahiyOq9NrO/Dc9A+5oTwBHC/b/gnwdESsAi4B21L7NuBSan869WtWzwB/jYg1wOfJ4ud8m4Ck24HvAj0R8VmgBfgazrlKfgs8NKJtUjkmaRHwFPBF4AvAU8VCPK6ImNUvYAPQV7a9E9iZ97ga9UX2VKAHyBbJ6ExtnWT3+AI8D2wp61/q12wvoDv9cX4Z2AuI7Ob71rS/lHtAH7AhvW9N/ZT3d8ghZguA90d+d+dbVbG7HTgHLEo5tBfY5JwbM14rgCO15hiwBXi+rH1Yv7Fes/5IlVuJWNSf2myEdHpoHXAAWBYRA2nXBWBZeu943vJz4IfAzbS9GPhvRAyl7fLYlOKW9l9O/ZvNncBHwG/SafMXJBVwvk0osmdI/xQ4CwyQ5dDbOOeqNdkcqyn3mqGoWhUkzQP+DHwvIq6U74vs3zRPEy8j6SvAYES8nfdYZphWYD3wXESsA/7HrdNwgPNtLOnU46Nk/5h0AQVGn+K0KkxljjVDUT0P3FG23Z3aLJH0KbKC+oeIeDU1fyipM+3vBAZTu+OZuQd4RNIHwB/JTgE/A9wmqbj8Z3lsSnFL+xcAH0/ngBtEP9AfEQfS9itkRdb5NrH7gfcj4qOI+AR4lSwPnXPVmWyO1ZR7zVBU/wGsTjPk5pBd2N+T85gahiQBvwKOR8TPynbtAYqz3baSXWsttn8jzZjrBS6XnVJpGhGxMyK6I2IFWU69GRFfB/YDj6VuI+NWjOdjqX/THY1FxAXgnKS7UtN9wDGcb9U4C/RK6kh/t8XYOeeqM9kc6wMelLQwnSV4MLWNL++LydN0wfph4N/AaeDJvMfTSC/gS2SnQd4B/pVeD5Nde9kHnATeABal/iKbTX0aeJdsJmLu3yPnGN4L7E3vVwIHgVPAn4C21D43bZ9K+1fmPe4c43U3cCjl3GvAQudb1bH7MfAecAT4PdDmnKsYpxfJrjt/QnZ2ZFstOQZ8K8XvFPDNaj7bKyqZmZnVSTOc/jUzM5sWLqpmZmZ14qJqZmZWJy6qZmZmdeKiamZmVicuqmZmZnXiompmZlYnLqpmZmZ18n8FWUh474mJ3gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def make_chain_plot(chain, chain_cut):\n",
" niters = chain.shape[1]\n",
" ndim = chain.shape[2]\n",
"\n",
" fig, axes = plt.subplots(ndim,1,sharex=True)\n",
" fig.set_size_inches(7, 20)\n",
" \n",
" param_names = ['$F_{{\\\\rm peak}, 3\\.{\\\\rm GHz}}$', '$t_{{\\\\rm peak}}$','$\\\\delta_1$','$\\\\delta_2$', '$\\\\alpha$', '$\\\\log_{10}(s)$']\n",
"\n",
" for i, (ax,param_name) in enumerate(zip(axes,param_names)):\n",
" ax.plot(chain[:,:,i].T,linestyle='-',color='k',alpha=0.3)\n",
" ax.set_ylabel(param_name)\n",
" ax.set_xlim(0,niters)\n",
" ax.axvline(chain_cut,c='r',linestyle='--')\n",
"\n",
"chain_cut = 200\n",
"\n",
"make_chain_plot(chain, chain_cut)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we know that our algorithm is converging, and we know how long the burn-in takes we can begin to estimate parameters. The function below will make a corner plot from the good part of your chain."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"good_chain = chain[:, chain_cut:, :]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Too few points to create valid contours\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def make_corner_plot(good_chain, savefile='corner.png'):\n",
" param_names = ['$F_{{\\\\rm peak}, 3\\.{\\\\rm GHz}}$', '$t_{{\\\\rm peak}}$','$\\\\delta_1$','$\\\\delta_2$', '$\\\\alpha$', '$\\\\log_{10}(s)$']\n",
" ndim = good_chain.shape[2]\n",
" \n",
" fig = corner.corner(good_chain.reshape((-1, ndim)), labels=param_names, quantiles=[0.16, 0.5, 0.84], show_titles=True)\n",
" plt.savefig(savefile)\n",
"\n",
"make_corner_plot(good_chain)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The function below will then extract the median and uncertainty (1 standard deviation) from the chain."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def get_best_params(chain):\n",
" ndim = chain.shape[2]\n",
" \n",
" chain = chain.reshape((-1, ndim))\n",
" vals = map(lambda v: (v[1], v[2]-v[1], v[1]-v[0]), zip(*np.percentile(chain, [16, 50, 84],axis=0)))\n",
" \n",
" param_names = ['F_peak', 't_peak', 'delta_1', 'delta_2', 'alpha', 'log_s']\n",
" \n",
" param_dict = dict(zip(param_names,vals))\n",
" \n",
" return param_dict\n",
" \n",
" \n",
"best_params = get_best_params(good_chain)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now write a function, calc_chi2(), that will calculate the $\\chi^2$ for the fit. We will use this later to compare different lightcurve models"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"56.79690008913517\n"
]
}
],
"source": [
"def calc_chi2(best_params, param_names, model, data, nu0=3.0):\n",
" args = []\n",
" for param in param_names:\n",
" val = best_params[param][0]\n",
" args.append(val)\n",
"\n",
" best_fit = model(data['delta_t'], nu0, *args)\n",
" \n",
" chi2 = np.sum((best_fit-data['scaled_flux'])**2/data['scaled_rms']**2)\n",
" \n",
" return chi2\n",
"\n",
"param_names = ['F_peak', 't_peak', 'delta_1', 'delta_2', 'alpha', 'log_s']\n",
"\n",
"chi2_best = calc_chi2(best_params, param_names, smooth_broken_power_law, tdata)\n",
"print(chi2_best)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now plot our best fit on top of the observational data.\n",
"\n",
"Write a function plot_model() that takes in a function that calculates the model fit (in this case, our smooth_broken_power_law function), the best parameters, an array of values to plot the model for and a matplotlib axis to plot it on. Modify your make_plot function to take in an optional argument for the model to plot. If the model is supplied your make_plot() function should call your plot_model() function."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_model(model, params, tvals, ax):\n",
" best_fit = model(tvals, 3.0, *params)\n",
" \n",
" ax.plot(tvals,best_fit,marker='',linestyle='-',c='k',linewidth=1.5,zorder=0)\n",
"\n",
" return\n",
"\n",
"args = []\n",
"for param in param_names:\n",
" val = best_params[param][0]\n",
" args.append(val)\n",
"\n",
"plotting_data = scale_data(tdata, best_params['alpha'][0],np.max(best_params['alpha'][1:])) \n",
" \n",
"make_plot(plotting_data,scaled=True,model=smooth_broken_power_law,params=args, plot_models=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But how do we know that the lightcurve has definitely turned over?\n",
"\n",
"We can perform a similar process as above to fit a standard power law to our data and then use an F-test to determine which model (turnover or no turnover) provides the best fit. We have provided a power_law() function that calculates the a power-law fit to the data. Now write a series of functions to perform an MCMC fit using a standard power law; lnprior_noturnover(), lnlike_noturnover(), lnprob_noturnover(), get_starting_pos_noturnover(), run_mcmc_noturnover()."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def power_law(t, nu, F0, delta_1, alpha, nu0=3.0):\n",
" return (nu/nu0)**alpha * F0 * t**delta_1\n",
"\n",
"def lnprior_noturnover(theta):\n",
" F0, delta_1, alpha = theta\n",
"\n",
" if delta_1 > 0.0:\n",
" return 0.0\n",
" \n",
" else:\n",
" return -np.inf\n",
" \n",
"def lnlike_noturnover(theta, t, nu, S, S_err):\n",
" F0, delta_1, alpha = theta\n",
"\n",
" model = power_law(t, nu, F0, delta_1, alpha)\n",
" inv_sigma2 = 1.0/S_err**2\n",
"\n",
" return -0.5*(np.sum((S-model)**2*inv_sigma2 - np.log(inv_sigma2)))\n",
"\n",
"def lnprob_noturnover(theta, t, nu, S, S_err):\n",
" lp = lnprior_noturnover(theta)\n",
"\n",
" if not np.isfinite(lp):\n",
" return -np.inf\n",
"\n",
" return lp + lnlike_noturnover(theta, t, nu, S, S_err)\n",
"\n",
"def get_starting_pos_noturnover(nwalkers, ndim=6):\n",
" F0 = 10\n",
" delta_1 = 0.8\n",
" alpha = -0.6\n",
" \n",
" pos = [np.asarray([F0, delta_1, alpha]) + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
" \n",
" return pos\n",
"\n",
"def run_mcmc_noturnover(data, niters=1000, nthreads=1, nwalkers=200, ndim=3):\n",
" t = data['delta_t']\n",
" nu = data['frequency']\n",
" S = data['flux']\n",
" S_err = data['rms']\n",
" \n",
" pos = get_starting_pos_noturnover(nwalkers, ndim=ndim)\n",
" \n",
" sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob_noturnover, args=(t, nu, S, S_err),threads=nthreads)\n",
" \n",
" start = timer()\n",
" sampler.run_mcmc(pos, niters)\n",
" end = timer()\n",
" \n",
" print(\"Computation time: %f s\"%(end-start))\n",
" \n",
" return sampler"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now run the sampler for the standard power law fit and write a function to plot the chains and calculate the length of the burn-in."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Computation time: 77.228885 s\n"
]
}
],
"source": [
"sampler_noturnover = run_mcmc_noturnover(tdata)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def make_chain_plot_noturnover(chain, chain_cut):\n",
" niters = chain.shape[1]\n",
" ndim = chain.shape[2]\n",
"\n",
" fig, axes = plt.subplots(ndim,1,sharex=True)\n",
" fig.set_size_inches(7, 10)\n",
" \n",
" param_names = ['$F_{0}, 3\\.{\\\\rm GHz}}$','$\\\\delta_1$', '$\\\\alpha$']\n",
"\n",
" for i, (ax,param_name) in enumerate(zip(axes,param_names)):\n",
" ax.plot(chain[:,:,i].T,linestyle='-',color='k',alpha=0.3)\n",
" ax.set_ylabel(param_name)\n",
" ax.set_xlim(0,niters)\n",
" ax.axvline(chain_cut,c='r',linestyle='--')\n",
"\n",
"chain_noturnover = sampler_noturnover.chain\n",
"chain_cut_nt = 200\n",
"\n",
"make_chain_plot_noturnover(chain_noturnover, chain_cut)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a corner plot for the standard power law fit"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def make_corner_plot_noturnover(good_chain, savefile='corner.png'):\n",
" param_names = ['$F_{0, 3\\.{\\\\rm GHz}}$', '$\\\\delta_1$', '$\\\\alpha$']\n",
" ndim = good_chain.shape[2]\n",
" \n",
" fig = corner.corner(good_chain.reshape((-1, ndim)), quantiles=[0.16, 0.5, 0.84], labels=param_names, show_titles=True)\n",
" plt.savefig(savefile)\n",
"\n",
"good_chain_nt = chain_noturnover[:, chain_cut_nt:, :]\n",
"\n",
"make_corner_plot_noturnover(good_chain_nt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How do the values of $\\delta_1$ and $\\alpha$ compare to the previous fit. How does the calculated radio spectral index compare to the joint X-ray/radio spectral index ($\\alpha=-0.585\\pm 0.005$)?\n",
"\n",
"Now write a function to get the best parameters for the standard power law fit."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def get_best_params_noturnover(chain):\n",
" ndim = chain.shape[2]\n",
" \n",
" chain = chain.reshape((-1, ndim))\n",
" vals = map(lambda v: (v[1], v[2]-v[1], v[1]-v[0]), zip(*np.percentile(chain, [16, 50, 84],axis=0)))\n",
" \n",
" param_names = ['F0', 'delta_1', 'alpha']\n",
" \n",
" param_dict = dict(zip(param_names,vals))\n",
" \n",
" return param_dict\n",
" \n",
" \n",
"best_params_nt = get_best_params_noturnover(good_chain_nt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have the best parameters for the standard power law fit we can plot it over our data. Don't forget to scale the data based on the calculated best-fit spectral index!"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"param_names_nt = ['F0', 'delta_1', 'alpha']\n",
"args_nt = []\n",
"for param in param_names_nt:\n",
" val = best_params_nt[param][0]\n",
" args_nt.append(val)\n",
" \n",
"\n",
"\n",
"plotting_data_nt = scale_data(tdata, best_params_nt['alpha'][0],np.max(best_params_nt['alpha'][1:])) \n",
" \n",
"make_plot(plotting_data_nt,scaled=True,model=power_law,params=args_nt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate the $\\chi^2$ for the standard power law fit. We will then use this, and the previously calculated $\\chi^2$ to perform an F-test and determine which model we prefer."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"122.909101979116\n"
]
}
],
"source": [
"chi2_nt = calc_chi2(best_params_nt, ['F0', 'delta_1', 'alpha'], power_law, tdata)\n",
"print(chi2_nt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An [F-test](https://en.wikipedia.org/wiki/F-test) is a generalised test that can be used to compare statistical models. In particular, it is useful when comparing two models where one is a restricted form of the other. Write a function calculate_ftest that calculates the F statistic for our two fits and then calculates the corresponding p-value. Hint: We have already imported the [scipy.stats F-distribution model](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f.html), and we can access the cumulative distribution function using f.cdf()."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.002572869575720116"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def calculate_ftest(chi2_t, p_t, chi2_nt, p_nt, n):\n",
" F = ((chi2_nt-chi2_t)/chi2_t) * (n-p_t)/(p_t-p_nt)\n",
" \n",
" pval = f.cdf(F, p_nt, p_t)\n",
" \n",
" return 1-pval\n",
"\n",
"n = len(tdata)\n",
"p_t = 6\n",
"p_nt = 3\n",
"\n",
"calculate_ftest(chi2_best, p_t, chi2_nt, p_nt, n)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which model is preferred? With what confidence can we say that we prefer one model over the other?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Determining Lightcurve Parameters\n",
"We're now going to use the full radio lightcurve to determine the best fitting parameters for the smooth broken power law. Load the full dataset and pass it to your previous run_mcmc() function."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/chummels/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: overflow encountered in power\n",
" after removing the cwd from sys.path.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Computation time: 101.271144 s\n"
]
}
],
"source": [
"data = load_data()\n",
"\n",
"full_sampler = run_mcmc(data)\n",
"full_chain = full_sampler.chain"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the chain and estimate the burn-in length"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"full_chain_cut = 200\n",
"\n",
"make_chain_plot(full_chain, full_chain_cut)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a corner plot"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"good_full_chain = full_chain[:, full_chain_cut:, :]\n",
"make_corner_plot(good_full_chain, savefile='corner_fulldata.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate the best parameters and the $\\chi^2$ for the best fit."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"76.26620151526585\n"
]
}
],
"source": [
"full_params = get_best_params(good_full_chain)\n",
"plotting_data = scale_data(data, full_params['alpha'][0],np.max(full_params['alpha'][1:]))\n",
"\n",
"chi2_full = calc_chi2(full_params, param_names, smooth_broken_power_law, plotting_data)\n",
"\n",
"print(chi2_full)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now plot the full lightcurve. A physically motivated model of a relativistic jet and cocoon of ejecta can also be overplotted by using passing \"plot_models=True\" to the make_plot function."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"full_args = []\n",
"\n",
"for param in param_names:\n",
" val = full_params[param][0]\n",
" full_args.append(val)\n",
" \n",
"make_plot(plotting_data,scaled=True,model=smooth_broken_power_law,params=full_args)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now write a function to plot the best fitting model for the 3 GHz data and call it from your make_plot() function when you pass plot_models=True"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def plot_physical_models(ax, fname='jet_cocoon_contribution.txt'):\n",
" data = ascii.read(fname)\n",
" \n",
" ax.plot(data['t'], data['cocoon']+data['jet'], label='Narrow Jet + Cocoon', c='r', linestyle='--')\n",
" \n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(plotting_data, scaled=True, model=smooth_broken_power_law, params=full_args, plot_models=True)"
]
}
],
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}