{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "

Guide to Long-Slit Spectral Extractions

\n", "

by Robert Quimby (SDSU)

\n", "
\n", "\n", "This Jupyter notebook supplements the spectroscopy lesson from the GROWTH Summer School 2020 and serves as a complete guide to long-slit spectral extractions. For other lessons and their accompanying lectures, please see: http://growth.caltech.edu/growth-school-2020.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process\n", "\n", "- [Step 0](#step0) - Image Processing\n", "- [Step 1](#step1) - Find the (Initial) 1-D Wavelength Solution\n", "- [Step 2](#step2) - Find the 2-D Wavelength Solution\n", "- [Step 3](#step3) - Flat Field the 2D Spectra (Optional)\n", "- [Step 4](#step4) - Model the 2D Sky\n", "- [Step 5](#step5) - Extract the 1-D Target Spectrum\n", "- [Step 6](#step6) - Tweak the Wavelength Solution Using Sky Lines\n", "- [Step 7](#step7) - Flux Calibration (Optional)\n", "- [Step 8](#step8) - Removal of Telluric Features (Optional) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Required Python modules\n", "* python 3\n", "* `astropy`\n", "* `numpy`\n", "* `scipy`\n", "* `matplotlib`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# python modules that we will use\n", "import os\n", "from glob import glob\n", "import numpy as np\n", "from astropy.io import fits\n", "from astropy.stats import sigma_clip\n", "from scipy.interpolate import interp1d, LSQUnivariateSpline, LSQBivariateSpline\n", "from scipy.optimize import fmin, curve_fit\n", "from scipy.signal import find_peaks\n", "\n", "%matplotlib inline\n", "import matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from platform import python_version\n", "assert python_version() >= '3.6', \"Python version 3.6 or greater is required for f-strings\"\n", "\n", "import scipy\n", "assert scipy.__version__ >= '1.4', \"scipy version 1.4 or higher is required for this module\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# change plotting defaults\n", "plt.rc('axes', labelsize=14)\n", "plt.rc('axes', labelweight='bold')\n", "plt.rc('axes', titlesize=16)\n", "plt.rc('axes', titleweight='bold')\n", "plt.rc('font', family='sans-serif')\n", "plt.rcParams['figure.figsize'] = (17, 7)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# where are the data located?\n", "cwd = os.getcwd()\n", "data_dir = os.path.join(cwd, 'data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 0: Image Processing\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 2-D spectral images must be processed to remove bias. Just as with other CCD imaging data, overscan should be removed and (for best results) the residual 2-D bias should be subtracted.\n", "\n", "For display purposes it is also convienent to transpose the images (if necessary) so that wavelength increases to the right, but this is not a requirement. \n", "\n", "The example data provided have already been overscan subtracted and transposed, so if you are starting with these, no actions are required for this step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by looking at the processed 2D image of the science spectrum, `spec_sci.fits`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# load the 2D science image data\n", "image = fits.getdata(os.path.join(data_dir,'spec_sci.fits'))\n", "\n", "# get the a pixel coordinate near the image center (for later use)\n", "ny, nx = image.shape\n", "cy, cx = ny//2, nx//2\n", "\n", "# create 1d arays of the possible x and y values (for later use)\n", "xs = np.arange(nx)\n", "ys = np.arange(ny)\n", "\n", "# pixel coordinates for each pixel (for later use)\n", "yvals, xvals = np.indices(image.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# this is a helper function to display images in this notebook\n", "def show_image(image, lower=-1, upper=3, extent=None):\n", " sample = sigma_clip(image)\n", " vmin = sample.mean() + lower * sample.std()\n", " vmax = sample.mean() + upper * sample.std()\n", " plt.figure(figsize=(15, 3))\n", " plt.imshow(image, origin='lower', cmap='gray', aspect='auto', vmin=vmin, vmax=vmax, extent=extent)\n", " plt.xlabel('Column Number')\n", " plt.ylabel('Row Number');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display the image\n", "show_image(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 1: Find the (Initial) 1-D Wavelength Solution\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that when you extract photometry from images you use different flat-field images to process your science frames depending on the filter used (e.g., you use the r-band flat-field to process r-band science frames). The same idea holds for spectroscopy except each 2-D spectral image contains a range of wavelengths. Thus it helps to first (roughly) identify the effective wavelength of each pixel before you start the extraction process. Because you may have thousands of unique wavelength bands on each 2-D spectral image, this can be the most time consuming step in the whole process. But once you set the pixel wavelengths, you will have reduced the task of spectral extraction to simple photometric extraction (but on an industrial scale). \n", "\n", "To begin, it helps to use arc-lamp spectra, which produce a set of emission lines of known wavelengths. By matching up the features you observed to an atlas of the expected features (with known wavelengths), you can create a mapping between pixel column and row numbers to wavelengths in angstroms." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load the 2D lamp image data\n", "lamp_image = fits.getdata(os.path.join(data_dir,'spec_lamp.fits'))\n", "show_image(lamp_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see that the lamp spectra consist of emission lines from the excited gas in the arc lamps (in this case mostly a combination of Neon and Argon). The wavelengths of these lines have been precisely measured in laboratory experiments, and we can use these known wavelengths and the columns where they are found to construct our wavelength solution. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the comparison line list" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# load the \"linelist\" with precise laboratory wavelengths for these lamp lines\n", "dtype = [('wav', float), ('id', 'U2')]\n", "linelist = np.genfromtxt(os.path.join(data_dir, 'line_list.dat'), dtype=dtype)\n", "linelist.sort(order='wav')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract the lamp spectra from a few rows near the middle" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# simple average of each column over a few rows\n", "row1 = cy - 5\n", "row2 = cy + 5\n", "lamp_spec = lamp_image[row1:row2, :].mean(axis=0)\n", "plt.plot(lamp_spec, c='g')\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that many of the lines peak at about 65000 counts? This indicates that these lines are saturated (too bright) and will not be useful for determining the wavelength solution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identify each column where the flux peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need the column value where each line peaks for our column to wavelength mapping. To start we can get approximate column values using `scipy.signal.find_peaks`. The keyword `prominence` is the desired minimum contrast (in counts) between the value at a peak and the value at the nearest troughs. Set this so that significant lines are kept but noise peaks are rejected. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# locate approximate line centers\n", "prominence = 100\n", "peak_cols, properties = find_peaks(lamp_spec, prominence=prominence)\n", "\n", "# plot the spectra\n", "plt.plot(lamp_spec, c='g')\n", "\n", "# mark the peaks\n", "plt.scatter(peak_cols, lamp_spec[peak_cols], marker='x', c='k')\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts')\n", "plt.yscale('log')\n", "plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `find_peaks` function merely returns integer indices into the `lamp_spec` array. We can fit Gaussian models to each one of these peaks to find the line centers to much better than 1 column. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# use a Gaussian function to model spectral lines\n", "def gaussian(x, *params):\n", " amp, x0, sigma = params\n", " return amp * np.exp(-(x - x0)**2 / 2 / sigma**2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# define a function to determine the precise column centers for each lamp line\n", "def get_lamp_lines(lamp_spec, prominence=100):\n", " peak_cols, properties = find_peaks(lamp_spec, prominence=prominence)\n", "\n", " # record in a structured array for convenience \n", " dtype = []\n", " dtype.append( ('col', float) )\n", " dtype.append( ('counts', float) )\n", " dtype.append( ('x', float) )\n", " dtype.append( ('y', float) )\n", " dtype.append( ('sigma', float) )\n", " dtype.append( ('id', 'U2') )\n", " dtype.append( ('wav', float) )\n", " dtype.append( ('wavres', float) )\n", " dtype.append( ('used', bool) )\n", " lamp_lines = np.zeros(peak_cols.size, dtype=dtype)\n", " lamp_lines['col'] = peak_cols\n", " lamp_lines['counts'] = lamp_spec[peak_cols]\n", " lamp_lines['x'] = np.nan\n", " lamp_lines['y'] = np.nan\n", " lamp_lines['sigma'] = np.nan\n", " lamp_lines['wav'] = np.nan\n", " lamp_lines['wavres'] = np.nan\n", "\n", " # fit each peak to determine precise center\n", " cols = np.arange(lamp_spec.size)\n", " sigma_guess = 2.5\n", " for line in lamp_lines:\n", " if line['counts'] > 60000:\n", " # line is saturated...skip\n", " continue\n", "\n", " i0 = max([0, int(line['col'] - 5)])\n", " i1 = min([lamp_spec.size - 1, int(line['col'] + 5)])\n", " guess = (line['counts'], line['col'], sigma_guess)\n", " bounds = ((0, line['col'] - 3, 0), (np.inf, line['col'] + 3, np.inf))\n", " try:\n", " popt, pcov = curve_fit(gaussian, cols[i0:i1], lamp_spec[i0:i1], p0=guess, bounds=bounds)\n", " except RuntimeError:\n", " # curve_fit failed to converge...skip\n", " continue\n", "\n", " line['x'] = popt[1]\n", " line['y'] = gaussian(popt[1], *popt)\n", " line['sigma'] = popt[2]\n", "\n", " # filter lamp_lines to keep only lines that were fit\n", " wasfit = np.isfinite(lamp_lines['x'])\n", " lamp_lines = lamp_lines[wasfit]\n", " print('found center pixel values for', lamp_lines.size, 'lines')\n", " return lamp_lines" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# helper function to mark lamp lines with and 'x'\n", "def mark_peaks(plt, lamp_lines, xtype='x', ytype='y', c='k'):\n", " w = np.isfinite(lamp_lines['wav'])\n", " if w.sum() > 0:\n", " plt.scatter(lamp_lines[xtype][w], lamp_lines[ytype][w], c=np.abs(lamp_lines['wavres'][w]), zorder=10)\n", " if (~w).sum() > 0:\n", " plt.scatter(lamp_lines[xtype][~w], lamp_lines[ytype][~w], c=c, marker='x')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "found center pixel values for 82 lines\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# find the precise column centers for all lamp lines\n", "lamp_lines = get_lamp_lines(lamp_spec, prominence=prominence)\n", "\n", "# plot the lamp spectra\n", "plt.plot(lamp_spec, c='g')\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts')\n", "plt.grid()\n", "\n", "# mark initial values from find_peaks in red\n", "mark_peaks(plt, lamp_lines, 'col', 'counts', c='r')\n", "\n", "# mark best-fit values\n", "mark_peaks(plt, lamp_lines)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load reference spectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have precise column centers for each line, we need to identify each line to set its wavelength. We can begin by looking for similar line features in a wavelength calibrated lamp spectrum atlas. \n", "\n", "For the example Keck/LRIS spectra provided, a reference lamp spectrum is available in the `lamp_reference.dat` file. This may also work for other low-resolution spectrographs using similar arc lamps (primarily Ne, Ar). " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load and plot the provided spectral atlas\n", "lamp_ref = np.genfromtxt(os.path.join(data_dir, 'lamp_reference.dat'), names='wav, counts')\n", "plt.plot(lamp_ref['wav'], lamp_ref['counts'], c='r')\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define a rough mapping between column number and wavelength" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# this function will be used below to match a given line to a given list\n", "def match_to_list(listing, values, plt=None, tol=None, revcoeff=None, c='k'):\n", " matched = []\n", " cols = []\n", " for value in values:\n", " absdiff = np.abs(value - listing)\n", " ind = np.argmin(absdiff)\n", " if tol is None:\n", " bestmatch = listing[ind]\n", " elif absdiff[ind] < tol:\n", " bestmatch = listing[ind]\n", " else:\n", " bestmatch = np.nan\n", " matched.append(bestmatch)\n", "\n", " if plt is not None:\n", " plt.axvline(bestmatch, ls='dotted', c=c)\n", " \n", " if revcoeff is not None:\n", " col = np.polyval(revcoeff, bestmatch)\n", " cols.append(col)\n", " print(f\"{bestmatch:.1f} is expected near column {col:.0f}\")\n", "\n", " if revcoeff is not None:\n", " return np.array(matched), cols\n", " \n", " return np.array(matched)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Focus on a small wavelength range of the reference spectrum (between `wav1` and `wav2`). Pick a few good (non-blended) lines to start with." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wav1 = 5700\n", "wav2 = 7500\n", "\n", "# plot the reference spectrum in red\n", "plt.plot(lamp_ref['wav'], lamp_ref['counts'], label='reference', c='r')\n", "plt.xlim(wav1, wav2)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts'); plt.grid();\n", "\n", "# mark all wavelengths available in linelist\n", "for row in linelist:\n", " plt.axvline(row['wav'], ls='dashed', c='0.8')\n", "\n", "# pick a few lines in this plot\n", "rough_waves = [5850, 6410, 6730, 7450]\n", "refwavs = match_to_list(linelist['wav'], rough_waves, plt=plt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now try to find a section of your `lamp_spec` (between columns `col1` and `col2`) that looks similar." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# find a section of lamp_spec that looks similar\n", "col1 = 300\n", "col2 = 1800\n", "plt.plot(lamp_spec, c='g')\n", "plt.xlim(col1, col2)\n", "plt.xlabel('Column Number'); plt.ylabel('Counts'); plt.grid()\n", "\n", "# mark lines with Gaussian-fit centers\n", "mark_peaks(plt, lamp_lines)\n", "\n", "# record the rough column numbers of the same lines as above in the same order\n", "rough_cols = [410, 890, 1150, 1750]\n", "refcols = match_to_list(lamp_lines['x'], rough_cols, plt=plt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you have marked 3-4 matching lines, use the cells below to record the line wavelengths in `lamp_lines`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def set_line_identity(lamp_lines, linelist, x, wav):\n", " # find the closest matching lamp_line\n", " ilamp = np.argmin(np.abs(lamp_lines['x'] - x))\n", " \n", " # find the closest matching row in the linelist\n", " ilist = np.argmin(np.abs(linelist['wav'] - wav))\n", " \n", " # reset values in lamp_lines\n", " lamp_lines[ilamp]['id'] = linelist[ilist]['id']\n", " lamp_lines[ilamp]['wav'] = linelist[ilist]['wav']" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# record ids and wavelengths of matched lines\n", "for col, wav in zip(refcols, refwavs):\n", " set_line_identity(lamp_lines, linelist, col, wav)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set the initial wavelength solution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the matched column/wavelength pairs we can define an initial wavelength solution by assuming a polynomial (linear to start) relation." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# this routine finds the polynomial coefficients needed to transform between \n", "# column numbers and wavelengths (and vice versa). Outlier rejection is included.\n", "def get_wavelength_solution(lamp_lines, order=4):\n", " wfit = np.isfinite(lamp_lines['wav'])\n", " \n", " # define the reverse mapping (wavelength to column)\n", " revcoeff = np.polyfit(lamp_lines['wav'][wfit], lamp_lines['x'][wfit], order)\n", "\n", " # define the forward mapping (column to wavelength)\n", " coeff = np.polyfit(lamp_lines['x'][wfit], lamp_lines['wav'][wfit], order)\n", " \n", " # check the fit for outliers\n", " fit_wav = np.polyval(coeff, lamp_lines['x'])\n", " wavres = fit_wav - lamp_lines['wav']\n", " lamp_lines['wavres'] = wavres\n", " sample = wavres[wfit]\n", " sample.sort()\n", " sample = sample[int(0.1 * sample.size) : int(0.9 * sample.size + 0.5)] \n", " std = np.std(sample, ddof=1)\n", " w = wfit \n", " w[wfit] = (np.abs(lamp_lines['wavres'][wfit]) < (5 * std))\n", " if w.sum() != lamp_lines.size:\n", " # re-fit with outliers rejected\n", " coeff, revcoeff = get_wavelength_solution(lamp_lines[w], order=order)\n", " \n", " # reset wavelength residuals using new coefficients\n", " fit_wav = np.polyval(coeff, lamp_lines['x'])\n", " wavres = fit_wav - lamp_lines['wav']\n", " lamp_lines['wavres'] = wavres\n", " \n", " lamp_lines['used'] = w\n", " return coeff, revcoeff\n", " \n", "def check_wavelength_solution(lamp_spec, lamp_lines, coeff): \n", " wavs = col_to_wav(coeff, np.arange(lamp_spec.size))\n", " plt.plot(wavs, lamp_spec, c='g', lw=2)\n", " mark_peaks(plt, lamp_lines, 'wav')\n", " plt.colorbar(label='Residual ($\\AA$)')\n", " plt.xlabel('Wavelength ($\\AA$)')\n", " plt.ylabel('Counts')\n", " plt.grid()\n", " \n", "def col_to_wav(coeff, cols):\n", " return np.polyval(coeff, cols)\n", "\n", "def wav_to_col(revcoeff, wavs):\n", " return np.polyval(revcoeff, wavs)\n", "\n", "def mark_matched(lamp_lines):\n", " for line in lamp_lines:\n", " plt.axvline(line['wav'], ls='dotted', c='k')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# estimate a linear relation between column number and wavlength\n", "coeff, revcoeff = get_wavelength_solution(lamp_lines, order=1)\n", "\n", "# apply the wavelength solution to the column numbers\n", "wavs = col_to_wav(coeff, np.arange(lamp_spec.size))\n", "\n", "# plot the initial wavelength calibrated spectrum\n", "plt.plot(wavs, lamp_spec, c='g', lw=2, label='lamps')\n", "plt.xlim(wav1, wav2)\n", "\n", "# plot the reference spectrum in red\n", "plt.plot(lamp_ref['wav'], lamp_ref['counts'], label='reference', c='r')\n", "plt.xlim(wav1, wav2)\n", "plt.xlabel('Wavelength ($\\AA$)'); plt.ylabel('Counts'); plt.grid();\n", "mark_matched(lamp_lines)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use the initial wavelength solution to match more lines" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# check for more matches in the range already fit\n", "def match_more(lamp_lines, linelist, order=4, tol=2):\n", " coeff, revcoeff = get_wavelength_solution(lamp_lines, order=order)\n", " wfit = np.isfinite(lamp_lines['wav'])\n", " minwav = lamp_lines['wav'][wfit].min()\n", " maxwav = lamp_lines['wav'][wfit].max()\n", " \n", " xmin = lamp_lines['x'][wfit].min()\n", " xmax = lamp_lines['x'][wfit].max()\n", " \n", " w = (lamp_lines['x'] > xmin) & (lamp_lines['x'] < xmax)\n", " for line in lamp_lines[w]:\n", " rough_wav = col_to_wav(coeff, line['x'])\n", " refwav = match_to_list(linelist['wav'], [rough_wav], tol=tol)\n", " if np.isfinite(refwav):\n", " #print(f'matched column {line[\"x\"]:.1f} to wavelength {refwav[0]}')\n", " set_line_identity(lamp_lines, linelist, line['x'], refwav)\n", " \n", "match_more(lamp_lines, linelist, order=1)" ] }, { "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": [ "# re-fit with a higher order\n", "coeff, revcoeff = get_wavelength_solution(lamp_lines, order=4)\n", "check_wavelength_solution(lamp_spec, lamp_lines, coeff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use the revised wavelength solution to extend the range of matches" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pick lines near the ends of the spectra to extend the solution across the full wavelength range." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5460.7 is expected near column 77\n", "9784.5 is expected near column 3705\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wav1 = 5300\n", "wav2 = 10000\n", "\n", "# plot line list over lamp spectra\n", "wavs = col_to_wav(coeff, np.arange(lamp_spec.size))\n", "plt.plot(wavs, lamp_spec, c='g')\n", "plt.xlim(wav1, wav2)\n", "\n", "# show available lines in the line list with dashed grey lines\n", "for row in linelist:\n", " plt.axvline(row['wav'], ls='dashed', c='0.8')\n", "\n", "# pick new lines to add\n", "rough_waves = [5460, 9790] #[6960, 7170, 7440, 8380] # 7060, 7270, \n", "refwavs, rough_cols = match_to_list(linelist['wav'], rough_waves, plt=plt, revcoeff=revcoeff, c='r')\n", "refcols = match_to_list(lamp_lines['x'], rough_cols, plt=plt)\n", "\n", "# mark existing matches\n", "mark_peaks(plt, lamp_lines, 'wav')\n", "plt.xlabel('Wavelength ($\\AA$)'); plt.ylabel('Counts');" ] }, { "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": [ "# check the supposed matches\n", "col1, col2 = np.polyval(revcoeff, [wav1, wav2])\n", "refcols = match_to_list(lamp_lines['x'], rough_cols)\n", "\n", "plt.plot(lamp_spec, c='g')\n", "mark_peaks(plt, lamp_lines, 'x', 'y')\n", "\n", "plt.xlim(col1, col2)\n", "refcols = match_to_list(lamp_lines['x'], rough_cols, plt=plt)\n", "plt.xlabel('Column Number'); plt.ylabel('Counts');" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# add new lines to the matches\n", "for col, wav in zip(refcols, refwavs):\n", " set_line_identity(lamp_lines, linelist, col, wav)\n", " \n", "# auto-match more lines\n", "match_more(lamp_lines, linelist)\n", "\n", "# re-fit\n", "coeff, revcoeff = get_wavelength_solution(lamp_lines, order=4)\n", "check_wavelength_solution(lamp_spec, lamp_lines, coeff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot wavelength residuals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make sure you have a good wavelength solution by checking the residuals. For the supplied Keck/LRIS data, the wavelength solution should be accurate to a fraction of an Angstrom." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "STD of wavelength residual is 0.15 Angstrom\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "w = lamp_lines['used']\n", "std = np.std(lamp_lines['wavres'][w], ddof=1)\n", "print(f'STD of wavelength residual is {std:0.2} Angstrom')\n", "\n", "plt.scatter(lamp_lines['wav'][w], lamp_lines['wavres'][w])\n", "plt.scatter(lamp_lines['wav'][~w], lamp_lines['wavres'][~w], marker='x')\n", "plt.axhspan(-std, std, color='k', alpha=0.1)\n", "plt.xlabel('Wavelength ($\\AA$)'); plt.ylabel('Counts'); plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 2: Find the 2-D Wavelength Solution\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the 1-D wavelength solution now solved for the middle rows using the arc-lamp spectra, we can turn our attention to the science image. A typical deep exposure will be dominated by emission lines from the night sky. These can be much brighter than features in our science target, and, as with simple photometry, we must subtract the sky contribution from each spectral band we wish to measure. \n", "\n", "We can use spectra spatially offset from the target to define the pure background (just like photometry). The quick way to do this is to define a background aperture (a set of rows) offset from the target aperture to define the sky spectra, determine separate wavelength solutions for the background and target apertures, and then subtract the value of the sky background at every target wavelength. However, this is often imperfect because the background and target spectra will have different spectral bins so we must interpolate the background spectrum to the wavelengths of the target spectrum. There are trivial ways to do this, but these can perform poorly near bright sky lines.\n", "\n", "Instead, we can use all the information available on the 2-D image to model the sky lines (see [Kelson 2003](https://ui.adsabs.harvard.edu/abs/2003PASP..115..688K/abstract)). Because lines of constant wavelength bend with row, each sky line is sampled in hundreds of different spectral bands. Using all of these (and excluding rows contaminated by target light, etc.) we can model the sky background as a function of wavelength on a fine scale and use this wealth of information to subtract the skylines from our target spectra. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find the rows dominated by sky light (exclude rows with object light, bad rows)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To find the rows affected by the object traces, we can just marginalize over all the columns to determine the average profile and then note where this is significantly above the background average." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display the science image\n", "show_image(image)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compute the row averages and normalize so that the background is near 0 and the peaks are near 1\n", "rowaverage = image.mean(axis=1)\n", "rowaverage -= np.median(rowaverage)\n", "rowaverage /= rowaverage.max()\n", "plt.plot(ys, rowaverage)\n", "plt.xlabel('Row Number (y-coordinate)'), plt.ylabel('Normalized Row Average')\n", "plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Notes\n", "* the plot above should show peaks in the rows containing object light\n", "* you may also notice a few bad rows (actually bad columns!) with counts significantly below the median." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the plot above, record the row coordinates (`ys`) that are brighter that some threshold, say 20% of the profile peak. To be conservative, also include the 5 rows above and 5 rows below.\n", "\n", "Then create a 2D boolean mask that is `True` for pixels that are dominated by sky light and `False` for other pixels." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# find the rows with object light\n", "objrows = ys[rowaverage > 0.2]\n", "\n", "# add some margin to object rows\n", "ngrow = 5 # number of rows to include above and below object rows\n", "newobjrows = []\n", "for row in objrows:\n", " newobjrows.extend([row + i for i in np.arange(-ngrow, ngrow + 1)])\n", "objrows = np.unique(newobjrows)\n", "\n", "# mask to mark sky rows\n", "skymask = np.ones(image.shape, dtype=bool)\n", "skymask[objrows, :] = False\n", "\n", "# also exclude bad rows\n", "badrows = ys[rowaverage < -0.05]\n", "skymask[badrows, :] = False\n", "\n", "# rows with mostly sky background light\n", "skyrows = ys[skymask.mean(axis=1) == 1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the object traces and bad rows masked, we can also check for cosmic rays and mask these as well. To do this we calculate the median value and standard deviation along each column and then reject pixels that are more than a certain number (typically 3-5) of standard deviations away from the median. These deviant pixels are then noted on the `skymask`." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# median (unmasked) sky spectrum and standard deviation\n", "medspec = np.median(image[skyrows, :], axis=0)\n", "stdspec = np.std(image[skyrows, :], axis=0, ddof=1)\n", "\n", "# exclude deviant pixels from the skymask\n", "pull = (image - medspec) / stdspec\n", "w = pull > 5\n", "skymask[w] = False" ] }, { "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": [ "# show the mask\n", "plt.figure(figsize=(15, 3))\n", "plt.imshow(skymask, origin='lower', aspect='auto');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at a small section of image up close" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# cut out a small image \"stamp\" near the center of the frame\n", "row = cy\n", "col = cx\n", "hwidth = 50\n", "stamp = image[:, col - hwidth : col + hwidth]\n", "ys_stamp = yvals[:, col - hwidth : col + hwidth]\n", "xs_stamp = xvals[:, col - hwidth : col + hwidth]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# show the image stamp\n", "extent = (xs_stamp.min(), xs_stamp.max(), ys_stamp.min(), ys_stamp.max())\n", "show_image(stamp, extent=extent);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall the vertical bands are sky lines that mark lines of constant wavelength. Notice that these do not run perfectly parallel to the columns. Rather, the `x` coordinate for a given wavelength will be a function of the row number. \n", "\n", "As the plot should demonstrate, the lines of constant wavelength are slightly tilted with respect to the columns and there is also slight curvature. Thus we can approximate that the `x` coordinate for a given wavelength will be a quadratic function of the row number." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note\n", "Because wavelength varies along a given column, if we simply plot the counts in each pixel against each pixel's column number then we get a range of values in each column:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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RrttXXJGujMkCWqvWtT7Gka71zR591M4AgLahqAeATrZwoZ0l6bXX7CxJ27bZ2eOll+wsSUceaWeJrtvARPvtb+0sSYcdZuea3Cx7AMAeo6gHgE52yCF2lqR58+ws5bfaembQe/4cj/7+dB4/hHQt6roNYGKdfbadpVTIn3GGdPnl6VpU2Leq6OfmAYAuxpl6AOhknu3sW7bYWZJOOKGx4/0JJzR+3zOn3rMj4J137Nz8+xf9OQD2zMsv21mSbr11dG5ulDc4OLKrZ9u2lOvP5nvO7nvUjuRs3y7NmCFt2ECvDQBdhZV6AOhkN9xgZ0l68007S/mbA56i/pFH7Ow1NCTt3Jn+jJ072X4PtNqTT9pZkjZutLOUimsre87ue3AkB0CXo6gHgE7mOcfuGTV388129my/9xT+mzfbWZLmzh0ZzbdrV8oAWueNN+ws+X6en37azp6z+x79/WmFvrc3XTmSA6DLUNQDQCfbd187S2nrq5Ul6ZVX7OwZRffe99pZkg4+2M5SOh4QQvp1CMXHBQDsvrfesrPkO06z9952bpW+vrQLYMUKtt4D6EqcqQeATnbccY2rX8cdN/o59XPsi7IkzZxpZ8+NAc/q3xNP2FlKK/P1Z+pZqQfGr1JJ29T7+0cXwZ5pF6++amdJmjXLzp6z+7nXWtPXRzEPoGtR1ANAt5s9u/HD9OzZo58zZ07judo5c8b/52zdamfJ1yhvy5a0vX/XrnRlpR4Yn3Y1lssV/i++aGeJJngA4MD2ewDoZL/8pZ0l32iqGTPs7OGZQZ9b2ZPSal1te39vL+dngfFqV2O53Pb744+3s0QTPABwoKgHgE729tt2lqRHH7WzJF1wgZ09nn/ezpJ00EF2lqRNm0a29+/YkTIAv/7+kWaWPT2jb4x5Gl965Hpx1I/JLMoSTfAAwIGiHgA62eGH21mSfvMbO7dKrhO25FvNv/ZaOwOw5W6M1aZLjJW9du60s+dMPU3wACCLoh4AOtmHPmRnydfw6uqr7VzrRj9WlqTp0+3s9dxzdgZgW7fOzlNNX5902WUU9AAwBop6AOhkJ51kZ0lauNDOUn6etGd0nqeo9zTOym3pBWBbssTOU82aNdJHPpKue6JSkVauTFcA6CB0vweATvaLX9hZkv79v5cuvLAxN5s2zc65bbaSb0uvZzTenDmNc7N3pxM/0M1ef93OU8maNSPvT+vXp+vSpeP/feiiD6CDsVIPAJ3s7rvtLPkK/w9/2M61bvRjZcm3Ut88nq5oXJ3nBgKAseV23niO07RLq44K0EUfQAejqAeATvbss3aWpIcesrMk7befnQ85xM6S9NprdpZ8Bbtnlj2AsT3xhJ1jtHM7teqoAF30AXQwtt8DQCebOdPOku8ce25lr1VN8DzFxLx5jc385s3bvT8L6Fa5m30hNP7sTeZKfauOCtS66A8NpYKerfcAOghFPQB0sjfftLMkzZ8vPfxwY26WW4l/4w07S2l1v347ffNqv5RuOtS/xqKbEAceaGcAtgULGm/eLVjQ+P2ptFK/YYOdx6Ovj2IeQEdi+z0AdLJZs+ws+VbCBgZGVt+nT0+5nqcjvWc13/Oc5m2zbKMFxidXtPf02LmdPEeIAKDLUdQDQCfzjJrLna+tqX3wL1q1W7TIzpLv5oFnFb5MnbuBqejJJ+3cqkZ5ud/Hc/PguOPsDACgqAeAjrZ1q50l6YAD7CxJg4MjTet27ky53re/PfKBPYSUm23bZmdJOuccO0u+xn4AxrZ9u51btf0+9/t4bh586Ut2BgBQ1ANARzv9dDtL0gc+YGcp3yhPGlllG2urrmcVfvZsO0t0vwf2VO4G27Rpdm6V4WE7S9Ktt9oZAEBRDwAd7a237CxJjz5qZ0l6+WU7r1o18oF8eDjlZvvsY2dJevBBO0u+wh/A2HLb3nMr+e20caOdAQAU9QDQ0R55xM6S7wN8buzdc8/ZWfKtsK9fb2dJevxxOwOweW6wtYNn+z07cwAgi6IeADrZjBl29j6necxdc77gAjt7ebb9nnqqnQHYylQot6ppHwB0MIp6AOhknrPwnoI8dx5+6VLp/PPT4+efn3Kzt9+2szTSjG+sLElPP21nADbP6MicVhTbBx9sZ8l3hAgAuhxFPQB0stdes7PkK8hz1qyR1q5NZ+3Xrk25maeo97ze+++3MwBbKxrltaJDvmfHwFQ63w8AUxRFPQB0O09BnrNunZ0laa+97CxJhx5qZ8nXMRvA2HKFsqeo98yYz63me8ZcvvvddgYAUNQDQEc76CA7S9LVV9vZY8kSO0vSEUfYWfKt1HPGFtgzuQkSnhtnni38udV8z+9x1ll2BgBQ1ANAR/vMZ+wstebM6uzZI8V1T0/xmLnNm+0s+c7UU9QDe6a/387HHmtnSZozx84entX+//bf7AwAoKgHgI72+ut2lqSTTrKzlJ9T39+fttP39kozZ44uEiRpxw47S9IBB9hZkt7/fjsDsP30p3Z+5hk7S9K++9rZw7NS/+qrdgYAUNQDQNc7+2w7S/k59X190oYN0ooV6drXN/r38KzKeZpi7b23nQHYtmyx85tv2lmStm61s4eneabnfD8AdDmKegDoZJ5V+FtvtbMkHX+8naVUyF92WXFBL/nO9y9YYGdJ+vWv7QzAljvC0ttrZ8n3s5oza5adJem00+wMAKCoB4DSq1SklSvTtZmnYH/uOTtL0nHH2dnjzDPtLPnO98+fb2cAtlzR7hlX53nfyP05nv4YFPUAkEVRDwBlVqmk4viKK9K1ubC/6y47S9KiRXaWpI0b7exx8812lnyFwgkn2BmAbeZMO3uK7Xnz7CxJ++1nZ89q/y232BkAQFEPAKU2NJTOnQ8Pp+vQUOP333jDzlL+vLzUmtVxT9O+ww6zs+Q7UgBgbPvsY2dPEzzPrprc2XzPKrxn1wAAdDmKegAos/5+acaMtK11xozRXec93aXPO8/OkvToo3b2mDHDzpJ04ol2lqS1a+0s2UcSgG6XW6n3NMp7/HE7S/kRlfffb2dJet/77AwAEC1EAaDMal3nh4ZSQd/cpM6zjfaxx+wsSa+8YmePAw+UfvvbxtwsNzpPyhcTlYp0xhlp58KMGdLtt4/dvA/oRiedJD35ZGOut2uXnb3Pydm0yc6SbycRAHQ5VuoBoOysrvOe1fEbb7Sz1JpZ0S+8YGdJeucdO0vS6afbeXBQ2rYtbdPdti1lACNy2+89Y+Q8netnz7bzBz9oZ4nGmADgQFEPAJ0st/1Vko4+2s5Sa8ZXeVb2LrjAzpJviz6Asf3oR3aeO9fOkrTXXnb2POcb37Cz1JqjPwDQ4SjqAaDsrPPjnmZWjzxiZ0naf387t8rixSNHBEJIuVlu1wCN9ADb22/b2TMRw3OT7rXX7HzppXaWfDcPAKDLUdQDQJnlRtrlGmJJvq31nm3xOZ7z/ZdeOtLdOsbiD/m5EVdbtkg91b/eenpSBjAidyzHMzZy4UI7S9KOHXb2NNsDAGS1ragPIXw3hPBCCOGXdY99I4TwbAhhY/XrY3XfuyyEsDmE8OsQwkfqHv9o9bHNIYSCT3sA0EWGhlKBPTycrs0j7U4+2c6S9N732lka3VW/OXt4OvE//LCdJenpp+3c359uXvT2puvuvFagk+U6yg8MjPx8Tp+ecjNPUT88bOc/+RM7S9JLL9kZANDWlfr/LumjBY//ZYxxSfXrHyQphHCCpD+SdGL1n/l2CKE3hNAr6VuSzpZ0gqQ/rj4XALrTq682rmw3r7J75kB/85upAJbS9ZvfHP2cu++2s4enqPfsLMjtGujrk1avTjsXVq+m8z3QzPO+EMLI1+7KzZg/5hg7S75mnxJjLAF0tbYV9THGOyUVzCYq9AlJfxdj3BZj/I2kzZJOqX5tjjE+HmPcLunvqs8FgO508812zm1Vr6m/MVCkFdtkt22zs5Q/gyvlC/9KRfqzP5Nuuy1d+ZAPNGre0VOUh4fT+8Hw8OjvS9Ihh9hZyv+sfv3rdpZ87xu1MZaXX56u/MwD6DJT4Uz9V0IID1S358+pPrZAUv1+ymeqj431+CghhKUhhPtCCPe9yExTAJ0qdx7eM/f90ktHmlzt2lV8jt2zTTbHc6a+p8fOkvSJT9iZkXaALdd8rr+/sWFl0REWT0PKefPs7Onn4dm9w888gC432UX9NZKOkbRE0vOS/lP18aK9XtF4fPSDMa6JMZ4cYzx5PjNNAXSq3Afe7dvtLPnOsZ97buMW/XPPHd/rLHptRR/OL7zQzpK03352fughOwOwbdo0Mv5y586Um/3iF3aWpOeft/O7321nyVf4A0CXm9SiPsb4uxjjcIxxl6TvKG2vl9IK/BF1Tz1c0nPG4wDQnXJz6D1bVz0z6HPbdT1mz7azJF11lXTWWdKsWel61VWjn/Pb39q5eXcWu7WARr/8pZ1Xr7az5OuzkRt79+1vN+4I+Pa3R/8enskbAwONNx2LGvsBQAeb1KI+hHBoXfykpNrfKj+U9EchhJkhhKMkLZJ0r6SfSVoUQjgqhDBDqZneD9v5mgFgSskVuJ758p7n9Pc3jonbnY7yb75pZ0las0Zav17aujVd16wZ/ZzckYLjj7cz0O1yP4tbt9pZkp591s6Sb3fOjBmpoB+rAd6BB9pZSjsJap31h4eLdxYAQAfb7aI+hLAghPDJEMJxzuf/raSKpONDCM+EEC6QtCqEsCmE8ICkMyT9n5IUY3xQ0g2SHpL0/0m6qLqiv1PSVyT9WNLDkm6oPhcAulNupX7RIjtLvpWwTZtGZkzv2LF7H5o9f87KlXaW8ivxy5c3rtotXz6+1wl0ulyhfOSRdpak97zHzpJ09NF2HhpK71kxpmvRDqCLL7azJK1bZ2cA6HDuoj6EsDKE8EgI4bQQwolKBff/K+mXIYRzcv98jPGPY4yHxhinxxgPjzFeG2P8XIxxcYzxvTHGP4wxPl/3/CtjjMfEGI+PMd5a9/g/xBiPq37vynH++wIAml1wgZ0l6dpr7ezhOd/vmUntWYmfNi2t/k2bNr7XCHSDM8+08wkn2FmSzj/fzpK0ebOdPTuAFi9uvEm3ePHo5yxZYmcAKNJBozDHs1L/UaUz7L+Q9KeS9lNqXDdN0iWtf2kAgKzmRqDN+amn7CxJS5emD+QHHpiuS5eOfk6uW7aHZyturgmeJJ19tp2HhtJughjTdXfO/wOd7Kc/tfPAwMgNsWnTis+o33qrnSVp+nQ7e3YADQ42bq0v6mw/e3bj2fyifh0AUK9SSTc0r7giXUte2I+nqH+XpCdjjNsk/W+SnpV0pKSXJBXcwgUATLjmc6jN2dMob80aae3adDZ97dric+yec605H/ygnaWRFbmxspQvJubObRzRN3fu+F4nUHa51SfPefj6IrnIc8/ZWZIOOMDOnh1AnmkWc+emm3hSuvIzDyBnaCh9JhoeTteSLwCMp6jfS1KtU8pxkn4RY3xG0lOS9m71CwMAOLzwgp09q+OeD9aeefc5ntFUr7xiZ0l65BE7e1YQgU5VqUhnnCFdfnm6FhX2ua70g4ONK+hFq+OeYzu59x/PDiDPkZwtWxq38W/ZMvo5AFCvwxYAxlPUPyvp90II35F0sKR/rj4+X9ILY/5TAICJs88+dvY0vPJ8sPY0ucvx/Dlz5thZkubNs/PGjXYGOtngYFp1ijFdiwry3Jl6z+p489n2orPuue33nh1Axx1nZymdxZ85M+3smTlz96ZzAOguW7Y07kgq+c3A8RT1f690fv4CSVHS/6iOpDtcIwU+AKCd9t3Xzp6GV54P1p5VuZzXX7ez5Buvl1PbhjtWBjpZbsylJP34x9K73pU+yL7rXSnX86yOf/nLdpbyo/GeeMLOUv7GpST19UkbNkgrVqRrX9/o5wBAvQ47tjOeov7/kvRnkv5G0sdijA9Imifp/5b0VxPw2gAAObmi/fHH7dxOnkIhN65Oym+/z/UZADqZ56jMJZdITz6ZPsg++WTK9Tw/Q7mfQ0k6/XQ7e87233OPnQFgd3TYsZ3xFPUfkPSTGOOfxRjXS1KMcZOk/yjpnybixQEAMnLn1O++286Sb7XMMz8+J/cBX/IV/q+9Zufc6iDQyTxHZb73PTt7ivpFi+wsSW+9ZWfPn4czO8AAACAASURBVHPqqXaWUt+A/v7UR6C/v/RdrAG0QYcd2xlPUT8k6VtjPF6whxIAMOEOO8zOBx9sZ8m3Wpb7cO5x4ol2lnxb55tnzzfn3H8ToJM1fzAt+qCamzLhKdivuabxPOo114x+zi9+YefcDTrJ974xOCht357eL7ZvL+4jAAD1+vqk1atTT5HVq0t/bGc8Rb2U5tI3mzPG4wCAieZpIpWzYIGdJemss+zs0Twupmh8TE+PnSXpkEPs3IpO/UBZeXpX5H6GHn3UzlKaKV9/HrVoxnzuPHzzuLyi8XnN51yLzr16GvsBQL1KRfrKV6T169O15Dt8skV9COHxEELtEOZJtVz9+q2kRZIKbq0CACZcrlB+8kk7S9Jpp9lZ8q2W5dxxh50l6aCD7CzlO+R7tusCncpT4G7fbmfPbhfPkZyTTtqzLOVX+yXpqafsDADNVq1qHN25atXkvp495FmpX1j9ipJm1uWFkg5SWqX/xwl4bQCAnNxc9+FhO0u+jvOe1bIcz/nZP/9zO0v5rcH77WdnoJN5mk3mfhaXLx/Zkt/bm3KzXD8PSbr/fjuff76dJV83/1mz7AwAzZ57zs4l4ynqv1/9CpJerMvfl3SNpIslfXGiXiAAwJD7YJ07Oyv5tsW3okvsl75kZ0m68047S9JPf2pnoJvNn29nKf++sWnTyA3A4eHirfXvepedpXzTSs8qfO6ogCS97312BoBmrRjVO4Vki/oY4xdjjF+U9JRS9/sv1n1dFGP86xjjbnRMAgDssZkz7exZHfdstW1Fl9hzz21c/Tv33NHPuekmO0ujbyg0Z8+WXqBTec7Uv/GGna+91s6SdNRRdpakJUvs7OH5efbsTgCAeosXNy5WLF48ua9nD7kb5cUYF8YYz5vIFwMAGKdt2/YsS/lmVlLqCrthg7RiRbruTpdYz44Az9b52hm4sfKtt9oZ6GSesZC5Yzm5Yz2SbwX97LPt7Dn6s2XLSAO9sXYJnXeenb0qldQboOQNswA4XHqptGtX+vWuXSmXmLuoDyHsE0JYEUL4pxDCY00N8x6byBcJABjDAQfY2dN47p577FzT1ydddtnuj33p7087BXp707Votd9zpn7nTjtv3GhnoJOdcIKdJWnffe3suTEwMNC4yjUwMPo5uV01nht9c+eOdNnftau4n8fixY27gHZnxa1SSaOtrrgiXSnsgc72wAN2LpnxjLT7L5K+JulUSUepsWHewta+LACAS67RyzHH2FlqX7f4Vqz2S/kVQs/2Y6BT/frXdpby3e89oyVvuqlxlavoqMyDD9p5r73sLPl23gwONvYA2J059UND6b/D8HC6Ft1gANA5PD2HSmQ8Rf0fVK8/l7RWjQ3zduPdEwCwx955x86eFbdWjKvzyq32r15tZ0k65xw75woWoJN5usXn+mgcfLCdJen66+0sSTfeaGfPrgLPTYpW8OwkAtA5ajuAxsolM20cz31H0ssxxlMm6sUAAMZp//0bO1c3n0mdN8/Okn9cXaWSVq/6+3d/lT2ndnZ2rCzlz+HOnCm9+WZjBrpFK8ZYnnNO43z75htnUnoveeaZxtwsd4PN0wTv+OOlhx9uzM1a0RyztpNoot/jALRH7jNLh+3qG89K/RpJ80IIBZ1QAACTYvZsO3t4xkq167xpbhVekm64wc6588JAJ/PMbH/kETt73lc8Te5yR2WuucbOkrR8uTStugY1bVrKzTzN9Dz2tG8IgKmhUknF/OWXp2vRZ5Zcf56SGU9Rf5SkWZJ+FUK4MYTw3bqvglknAIAJl2tE5dl+79mu267zpnffbWcpP2N7zhw7A51s+nQ7SyNn4cfKnt07uaM/kvTxj9s5d3Oh+fU1v87615drpgegewwOps8qMabr7vTZKJnxFPWfU9quv7+kT0j6fPXrC9UvAEC75UbWeebUe0ZTteu8qacb7cKFdvbcpAA61datdpakD3/Yzp7mdM3vAUXvCQMDjV3pmzvke8ZpfulLjUX9l740+jlbtjR24t/dlXoA3WPaNDuXzHhe/VOSyt1BAAC6jadpnOc8arvOm3pW/3I8Z4qBbpZrjpmbqiGlLfkhpJWwnp7iLfqbNjV2pd+0qfG9w3PT8dFH7Syl96SZM9P7G03uAAwMSN/5TnrfKbqhKHXv9vsY48IY41FjfU3kiwQAjCFXwB53nJ0lae1aO9e047yp5ybEE0/Y+ayz7Ax0Ms/qU257vWcVvr8/jaDr7U0FddFz1q2z8/nn21nyvYf19aVJGWeema6ciQe62003Nd5QLBq52WHGs/0eADDVHH20nZcvb9z+WtRkynOOvV0887FzTbzeesvOQCfzNMrLba/3NMqr7d5ZsSJdiwrp+fPtfNVV0imnpBsPp5yScrPm7fZF2+8rFenLX5bWr0/XiWrkCaAc1qyxcwdyF/UhhMeNr8cm8kUCAMZwyil2llIxH8JIcd9sKm1XzzXwktJuASt7tg4DneoLX7CzlJ944R1zmdu9k9s6f8kl0r33pm2v996bcjPPTqJLL21clbv00uLXA6A7eHb9dZjxrNQvLPh6V92vAQDttn69nYeGpB070rnXHTuKu9Yfeqid26n5xkPRjYilS9OOg2OPTdelSxu/79k6LKXVvJUrWdVDZznmGDtL+QZ1njGXHnvtZefrr7ezJP3qV3aWGufYF2UA3cUzcrPDjKeo/37T102SXpU0LKngXRgAMOFyRfCrr46Meopx9Pg3STr5ZDu3U4x2llIRfvXV0mOPpWtzUf7663au/R5nnildcUW6UtijU1x7rZ2lfHPMVh3JOfBAO8+bZ2dJeve77SxJhx1mZwDdxTPVp8OMp1HeF5u+PiVpkaTfSnpmwl4hAHSz3GpyronUxo12lvKN59rJM2N7cDCN7osxXZvnz3pG2g0Npe14w8PpWrSDASij3JhLSXrxRTt73xNy70+5D9ae1TRPM73m7f80ygO62yuv2LkD7dFAvhjjyyGEZ5Xm1F+WeToAYDxqq8m1MU1Fzahyq9K5RlVS/gN+Ox1+eOO528MPn5g/p78//TdlBBY6TSvOkua2zUvp/en009OxnunTpTvuGP3+NDAgfe97Iz9nzWOlXnrJzpLvKEAXbrUFYMgdMepA42mU992mr++HEH4i6RRJBYNFAQB7xLOa/Otf29k749nK7bRjh52l/Ad4z7Y7RmChUx1/vJ0l6aGH7HzaaXaWpFWrRn4+d+xIuVlfn3T77dKVV6Zr88+ZZ1ydZ+eNZ0cSgO7hOcrn6eFTIuNZqf+CpOb/IqF6vaUlrwYAMMKzmpwrgj1nTR980M7t5DkPf/PNo3P9KKzHH2/8fnOW0irjsmXpv+1dd0mLF1PYozN4CuXc2Lvly6Vbbkld6adNKx6Feddddq7p6xv7Z+vssxvnR5999ujneG7SLVnS2CR0yZLiPw9Ad3jkETtLU2vyTwuMp1HeU01fT0q6V9JKSRe1/qUBQJfzzIHee287ez7ge7pLt4tnpX7rVjvfd5+dJc7Uo3N5Vq09vSty3nnHzh633mpnKd/UT5Jmz05jOyWppydlAOgi42mUtzDGeFTd19ExxtNijJfHGN+cyBcJAF0rNwc6V9Q3F6tFxetUOnvmKTaaV+Gac/NqX9HqX20XRG8vZ+rRWTx9NHI3+wYH0yq9lK7NzSgl6dxz7ezhWU3znKnv70/n/nt7pZkz+XkG0HXGs1IvSQohnBhC+Hz168SJeFEAgKo1a6SPfCRdi+QaWnmaZuXGTrXT22/bWUpbgXuqf3319IzeGnzRRXaWfLsggDLyNL7M3fj6x3+0syRdd510yilpe/4pp6Q8Xq06U8/PM4B6njP1PT12LpnxNMqbFkK4XtIDkr5b/XoghHBdCKHcnQUAYCpas0a68MJ0VvTCC4sL+2nT7OwZ69I8u75oln27eLb03nSTtGtX+vWuXY1ncqXRDbuKGnhJ+V0QQBmdd56dJemaa+z8u9/ZWUrvR/fem1by77137BuPluYbckVn97tw3jSAPZTrGyLlPz+VzHhuSSyX9EdKzfHqv/64+j0AQCutW2dnKb+K9eabdpak97zHzu3k6UZ74412vvtuOwOdbOlS6b/+V+mss9J16dLRz8lNxfjDP7SzJF17rZ09li2zs5TG4NWO4UyfPnosnpQaX55xhnT55elaqYz/tQDoHEceaWepNeM/p5DxFPUDSt3vr5L0r6pfq5QK+4J3WADAHsmdHZfyd5rfeMPOkvTNb478c9OmpTxZPPOxc8cFaqv4Y+WaSkVauZICAJ3nzjtTg8g77yz+fnMjueZ83XXppsCsWelatLXeM1kjx9PU0mNwUNq2LW2x3batuAcAgO5xxBF27kDjKeoXSnokxnhZjHFT9etSSY9IOmpCXh0AdDNPE6nmVbjm7BnZ0tcnfeYzqTj+zGcmdzv6iSfaWZKee87OH/6wnaVUyJ95pnTFFelKYY9O8dnPSmvXSi+/nK6f/ezo5+QmSFQqaURdbeRj0c+HpyFljmdnzuDgyBSMHTuKC/aHHrIzgO7yT/9kZ6nj5tSPp6h/R9JBIYT9aw+EEA6QdJCkrWP+UwCA3eMp6nMdqGfMsLMkXXJJYxFwySXjf62t8sILdpbyZ+XeesvOUpoC8M476SbHO+8w0g6d4+ab7SzlG1IODaUV7+HhdC36+diypbFh5ZYt43+trTrT+tJLdgbQXXI3LiX/rr6SGE9Rf4+k2UrN8f5LCOEaSf8s6QBJHFgEgFZ77TU7S9KXv2znf/2v7SxJ119v53byfDjPzbL3jMB69dWRbrgxTm5zQKCV9tvPzpI0d24+1zejbP6+lMbGzZy5Z2PkPMdt9t/fzpI0b56dAXSXEOws+Trkl8h4ivoVkoYlHSnp/5C0tPrr4er3AACt5BlN9ctf2tlzXv7oo+3cTjNn2lmS9t7bzvvsY2dJuuUWOwNltWCBnaV8oey5MdaKMXIf+5idJd/P6gkn2BlAd9l3XztLvp2MJeIu6mOMP5F0lqS7lLbivyPpTkkfijEWHFQAAOwRz9bUnTvt3NcnfetbqdnVt75V/MH7/PPt3E61LtdjZUk65xw7n3SSnaWOu0MP/IvmFfOiFfT58+3sPaO+p2MhPT00PHPqPT/zALrHccfZWcp/fiqZ7OGlEMLxkj4iaVOM8XZJp9d97wxJS0IIL8QYfzVxLxMAutCCBY2jpopW3Hp6Gs+B9TTdq61UpIsuSn9Z/a//JS1ePPoDuGdVrl3mzGn80D5nzujn5Dp333+/nSXp4x+XHn64MQOdoBUjHd95x841lUo6b9/fv3uF/YMP2lnyNbOqne/ftWv3z/cD6BybNtlZ8m3RLxHPSv1/kPSXkoq6B+yUtLr6HABAK738sp2l/Nb5VatG7j7v3JlyM89KWLu87312lvKFgOcvak8TQqCMHn/czlK+d4Vntb8VEyTuucfOknTUUXauvb7az3kIu3e+H0Dn2LbNzlJ+PG7JeIr6fyPp1RjjHc3fiDHeJWmLpP4Wvy4AgKeLe66oz41/k6RDDrFzO3l2DTR34m7OF19sZ++fA5TR6afbWco3lnv9dTtL6edu+/bUIX/79t2bIPGpT9lZkn7zGztL0k03jYzrHB5OGUD38hzlyzXdLRlPUX+4pKeN7z8n6dDWvBwAwL/wdLG+8047L1pkZ0kaGEgN6UJI14GB8b/WVvHsTsitxC9e3NgccPHi8f8eQFl53jda0Viuvz81lurtTdfdWR0/99zGn9XmkZyS7yjA975nZwDdpfkoYnOWpDfesHPJeIr67ZKOCiGMOsRUfWxh9TkAgFbyNHHJFaf1Z/KLspTOwp5+ehondfrpu9/0qhW2b7ezNHr8XHMeGmpctStaQVyyxM5AWW3YYGcp3bibMSO9X8yYMfpGnqfxXCu63w8NNY7OK/pZ9UzE8Ey8AIB6tc8JY+WS8RT1D0naV9KVBd9bIWk/SQ8XfA8AsCc8f+HkzoR55kB/9rPS+vXS1q3p+tnPjv+1toqnqM/xzKBfvrxxhXD58vH/OcBU9PTTdpZSAT40JF15ZbrubvPMPe1+P3duY1E/d+7o5/zpn9pZkj79aTsD6C4HHGBnqeNuBnqK+v8hKUj6DyGE+0MIV4cQVocQ7pN0iaQo6e8n8kUCQFfynPfKnbv3NIL5wQ/s3E6ebfG5ZnqeudZ9fdK//bfSscem62TuTgBaqXliRNEECckuyNvVPHPLlsYGd0Vd6889d2TrbE9P8RZ9Tw8AAN3jtNPsLKXJQFYuGU9R/y1JG5UK+38l6SuSvirppOpjv5D07Yl6gQDQtTxFfW7c0xNP2FkaWbEeK7eT58hB7i9rT4PBNWvSJIDNm9N1zZrxv1ZgKvr937dzTaUirVxZ3LW+Xc0z585t3FVTtFI/ONi4mj84ODGvBUDn8Mypz43HLZlsUR9j3C7p9yX9raRhpUI+VH99vaQPVZ8DAGglz/b72gfisfKzz9pZmlpjXTxNsW64wc6e88Dr1tkZKKsXX7SzlAr5/n7p8svTtbmw339/O7dK88r87s6XHxgYuaHZ2zu5zT4BTL6//3s7S/n+PCXjWalXjPHVGOP5kuZJOkXSqZLmxRg/G2Ms938BAJiqcgW7JL35pp0958qmUtM4z79zbsa25w490Kk8P8+Dg6lfRYzp2rz6nRsb2SoPPmhnKRXotXFU06cXF+ybNjU2x9y0qbWvE0C5eG4Ybtxo55JxFfU1McbXY4z3xRh/FmPkwBIATCTPSJbattSxsmcr+lRqFvOud9lZys/Y9hQkjz9uZ6Cs6reQhrB7W0oPO8zOrfKjH9m5JoSRryLXXmtnAN3F059nKi1otMC4inoAQBvtu6+dpfx5eM8Z9XvusXM7eZp8XXaZnbdts7MkfepTdgbKqv5c+ljn1HOr3+3a7eL5WR0aSu9bMaZr0U26dt2EANA5HnnEziVDUQ8AU9Xhh9tZyq/mf/GLdpako4+2czv96ld2lqTFixu7YS9e3Pj9116zsyQdc4ydgbLyjqPr6UmrV0U7gNq1/f6gg+ws+cbenX22nQF0F894XIp6AEBbXHyxnSXpk5+087nnNjaQKhoHNZV4utGuWtX4IX/Vqsbvz5plZ4ntuuhcDz1kZym/+r3XXnZulQ98wM5SOgtbfxOv6GzsrbfaGUB38exSzB3lKxmKegCYqhYvbtwi27wiLUn/5t/YeXCwsYFU0TioqXSu7M//3M5SvrnNfvvZWWpf0QK0m2eCRH+/NGNGutE3Y0bK9U44wc6t8pOf2FlKr2369LSrYPr00a9Vkn79azsD6C4zZ9pZmlqTf1qAoh4Apqraapo09lnS3Gg2z6rd7NkjTWR2t7FWqyxePNIXYNq04hsZb7xh5wcesLPUcX+ZA//iggvsLEl9fdLq1dKZZ6ZrX1/j9z1jIVvh5ZftXFM/y77I/Pl2BtBdPO8Jhxxi55KhqAeAqerBBxs/zBaNe8qtsntX7fbaK63a7bVX8UpYuwwNNf47F93IyDXXyjUPlDruL3NgXCoV6atflW67LV2b59R7z+XvKc/NtaGhtMsoxnQtek/gJh2Aep6jfPvvb+eSoagHgKnqjjvsLEk/+IGdmwv0ooK9ry99sD/qqHRtXrVrp9y2YCm/vd6zdbjD/jIH/sXq1XaW8nPq2+X44+0s+d4TAKCep1FeN8+pBwC0kWfc029+Y2fP3eo1a1Kzuc2b03XNmvG/1lbp65M2bJBWrEjXohsMixbZ+bnn7CxJN9xgZ6CsXn3Vzh65Iy6t8vjjdpZ8Nx292/gBdI5KRVq5cvROI8l3pv688+xcMm0r6kMI3w0hvBBC+GXdYweGEG4LITxavc6pPh5CCH8VQtgcQngghPC+un/m89XnPxpC+Hy7Xj8AtN3bb9tZyq84N2/ZL9rCnzuX3259fWn2/Fg7BnJbbT0j+t56y85AWXluBg4MNPauaJ5Tf889dm4Vz7Z5z03HF1+0M4DOUqmkniBXXJGuzYW9532ww7Rzpf6/S/po02OXStoQY1wkaUM1S9LZkhZVv5ZKukZKNwEkfV3SqZJOkfT12o0AAOg4uRVpKT+f2bOFv8PuVuu00+wsSV/8op2BsnrzTTtL0qZNjU04N21q/P6pp9q5VTy7ajzjJz3b+CV7ZQ9AeQwNpUJ9eDhdm3tteN4TOmy0bUH3oIkRY7wzhLCw6eFPSOqv/vr7koYkXVJ9fDDGGCXdHUKYHUI4tPrc22KML0tSCOE2pRsFfzvBLx8A2s9zpznX0GrePOmZZxpzs6VL03XdulTQ1/JU9bOf2bn5L/eixlpXXZWuN94ofepTIxkou54eO0vFH2brf+5PPLHx+825VY4+uvH9qWhXzWGH2VmSli+Xbrkl3aCYNi3lZrWVve3b09n8sY73AJj65s6Vdu1Kv961K+V6np2OnveWEpnsM/UHxxifl6Tq9aDq4wskPV33vGeqj431+CghhKUhhPtCCPe9yDYsAGXkmb2c+4tr4UI71yxdKv34x1O/oJfyW21fecXONccck4qIY45p3WsDJptn503uw2zzB+Tm3CqeXTXLl4/cmOjpKS7Ya98LofgmhpRu7m3fnlb2tm8vvtkHoBy2bGkcxbtlS+P377zTzpKv8C+RyS7qxxIKHovG46MfjHFNjPHkGOPJ85lXCqCMZsywsyQdeaSdPWfqy6a5CG/OnkZha9ZIF14orV+frpPZHBBopeuuk846S5o1K12vu270c/bZx87tGml3yy12ltLRgPoVueajApJv7F1/f1rFDyFd6aIPlNfcuY3jb5tvPNbeM8bKkvTTn9q5ZCa7qP9ddVu9qtcXqo8/I+mIuucdLuk543EA6DzTp9vZw3NmtWxyI+0WLLCzJH3jG3YGyqpSSUXtO++ka9H58XY1wsvxdK2/+mo7S/6xd/VFAIDyyq3Ue5pw9vbauWQmu6j/oaRaB/vPS/qfdY8PVLvgnybpter2/B9LOiuEMKfaIO+s6mMA0Hl27LCzlN+KPm2ancsoN3/W0yjstdfsDJSVZwZ9rhHeSSfZuVU8UyiaC/Cigtwz9s6zmg+gHHIr9bmb/1LHfT5q50i7v5VUkXR8COGZEMIFkr4p6cMhhEclfbiaJekfJD0uabOk70j6siRVG+StkPSz6tdf1JrmAUDHefe77Szlt+h7PhCXTa6BoGd3wic/aWegrB56yM5SvhHerbfauVU8zUCXLbOz5Bt716rt93TQBybf2rV2fuklO0u+Lfol0raiPsb4xzHGQ2OM02OMh8cYr40xbokxnhljXFS9vlx9bowxXhRjPCbGuDjGeF/d7/PdGOOx1a/vtev1A0DbfelLdpakmTPt7GlEVTbNfVKa85w5dpakiy5qbL510UWte33AZPJ8mM01wmvXsZ0Q7Oy1erWda3buTDc2a+P8xis3GxtAe+Sm4AwP21mS3vteO5fMZG+/BwCM5S/+ws6SdMEFdt57bzuX0euv29nzl7ln7B1QRp4Gm7lGeLn3lVbxrJR5Zkl7bg6sWjXyXjA8nPJ40UEfmBpyx/A8uxQ7bNGDoh4Apqrnn7ezJC1ePNLcpbc35XqesXhlk/t38hQKuRm3QFl5trTnLF2aRscde2y6TtSoS8+ZVs8s6XPOsbMkPfKInT28DfkATKzcLsXchA+p427uU9QDwFSV+0tLSk2w6lefmpti5baql1GuaPnCF+ws5c/jAWV1/PF2lvKN8CoV6a//WvrNb9J1oraZe17r2WfbWcrv3pGk446zs0dfn7Rhg7RiRboWNeQDMPFy3e0PPtjOku+GYYlQ1APAVOXZPuZpitVpcv9drrqqcZXxqqtG/x4PPGBnoKw85+Gbxz8156GhdLNseDhdJ2oFa//97Sz5mvb99rd2ltJ7QW0s6PTpKe+Ovj7pssso6IHJ9OqrdvYsinhW80uk3L37AaCTzZiRZk3X52b13y/KnqZZZdPT03hOvqfg/vRVVxUX8zWzZzd+CJg9u3WvD5hMmzbZWZIefNDO7TqekhvJKfmOEB1yiJ2lVITfcUe6QdHfT1EOlNnWrXZetEi6997G3OyOO+xcMqzUA8BUldteJo3+i6o5z5tn5zJqxd31T3/azkBZffCDdpake+6x85YtjdMhmlfyW8Wz/d6z4jYw0LgKPzDQmtcHYGrKNcT17PDpsM9HFPUAMFXVPqSOlaV8F+t2jaZqJ09H/9wsac8ZXKCMfvxj6ayzpFmz0vXHPx79nFNPtXN/f2NRP1EN4Tzn3HNdrmtqx3CKjilJ6b3g9NOlr30tXRlHB3Su116zs0T3ewBAi6xZI33kI+laxLM19e237dyJRf1ee9nZ8+Hd24sgd3MAaDfP/yfPOy+t0J93XvH3TzzRzps2jcxy37mzeAt/K2zcaGfJV/gPDja+3uaGoVIaYbdjR/r1jh27N9IOwNRQm/ozVvYcyemwHT6cqQeAybBmjXThhenX69ena/PYqOaz4kVnx488UnriicZcb9Ei6Z//uTGXXe7fuejD+w9+0PicXC8CKRVNZ56ZVgZnzKDbNSaf5/+TnveW5jPyzbloNvxEjLXzTOdYvly6+ea0vba3d/cb3HXieE+gWx1yiPTss4253vz5jd8fa/JPfe+QkmOlHgAmw7p1dpZ8naFPOMHOv/d7di6j3NZ5z+6E5u3ERduL29UBHPAaGkoF/fBwuhb9f9Lz3pI7ttOuUU+PPmrnmhAar81yI/qkzhzvCXSr5veC5lxf0BdlKd3wrx8JXPLdOxT1ADAZPB8wlyyxs5Qv/HMNscqofpW+KHsK9uZu90Xd79vVARzw6u9PK/S9vela9P/t5i33RVvwcyPgWjX+LSd3lEZKH7Trt9YXffD2NMXyNB4FUA5/8id2fs977Cx13O4dinoAmAyeFarmD9JFH6xvvtnOuYZYZZQ7luBpgpcb6SW1rwM44NXXJ331q9JRR6Vr0XGQoq3zzXLn8hNFugAAIABJREFUTfv6pL/5m9Ro72/+ZnKPnXg+eLdq7B2AcjjmGDt7muDVbhaOlUuGoh4AJoNne+u3vmVnSXrlFTvnGmKVUe4vYk8TvB/9yM5SWgWdNi1t65s2beI6gANea9aklerNm9O1qMnm/ffbWcpvV69UpGXL0pn9ZcsmrlHkSy/ZWfLtavI8x7NFH0A55G5eNh9NKjqq5OmQXyIU9QAwGTwdnT1bSnNefdXOZZRrcvfUU3aW/Hfoc2d5gXbyrMI3N8Msao6ZO1PvObvfCp73Qc+2ec9zcv/OUvumXTBVA9gzuaM7nt467eod0iYU9QAwGXLb5iXp7LPtLOU/zHr+nLKZOdPOzdvki7bNe7biDg2l7vkxpiuN8jDZPDPbP/c5O0v53Sz9/Y03tCZql4rnPe7ll+0s+X6ec30EapMFrrgiXccquD0FufUc758DYGy5JsGekcDMqQcA7DFPZ1aPiy+2c65DbBnlbmQ0j6YpGlVTawI2VpZolIepx7MLxbM7J7fbpV1z6rdsabx5UHQDzvPhfGAgNQ4MIV2L5k3nCn/P7gRPQV6ppJsgl1+ers3PadcuCKCTDQyMzKbv7R39Mz9njp1rv0cHzamnqAeAyfDmm3aWfKvsjz1m53POsXMZ5Vbi3/9+O0vS8cfbufb71goOGuVhKvC8b2zcaGcpPyFi9Wo7t8rcuWknjJSuRTfOZsyws5Qa+S1blpplLVtW3NhvYCD1xpDStfkDvGeygKcgHxxM34sxXQcHx//nALBt2tQ4jq75xuOf/7mdOxBFPQBMBs9qsmdO/dq1dq4f1RZC8ei2snnrLTsffbSdpTRJoP4uf9FkgfqCg5V6TAW5oyeSb6RdbkLE1q12bhVP3xDPzgNPA0Gp8QZCs76+1BhwxYp0Lbox0IqC3PPnALDlbjwuXSqdf37ayXf++Sk3GxxMR+ukdG2+AVcyFPUAMBn23tvO0kjROVaW8mNd6j8Ax9gZjfJqq21j5dzZ2fp/rtbZvoinsRbQTs03lopuNOV270j5n5Ejj7Rzq3iaWXmOEK1bZ2dJuvTSxpW9Sy8d/Zy+Pumyy8YutD0FOV32gYmXu/G4Zk1a5Hj55XQtutHnmZRTIhT1ADAZPN2aPQ2ico1ebrnFzmU0b56dPTPoh4akbdvSjY5t2zjXinLwFNs33mhnKf/eklvJb5XmnUNFO4mWLLGz5Nud8PDDdpZ8TfA2bUrvF2P1Gcj1CaBRHrDncjv2vvENO0u+fh0lQlEPAJPBs0L19tt2lvKzWJu3mRZtOy2b3L/T00/bWfLNsB0YSGfppXQteRMddIDnn7ezJJ16qp2l/Hx4z/z4Vrj3XjtLo4/GFB2V8Wy1fc977OwptteskS68UFq/Pl2LVv9yfQJolAfsudyxnBdesLMkzZ9v55KhqAeAyeA5U+/ZdpobcXXEEXYuo9zNDk9n+7vvtrMk3XRTY/f7m24a3+sEWs1zw+rEE+0s5Xe7nH66nVvFc+PSs+Lm2Wp7/vl29hTbngaCW7Y03gxsXqmnUR6w53JHGD2fnzw7JkuEoh4AJsNee9lZkhYutLMkvfKKnTvszJikfCGwzz52lqT99rOzJF1/vZ2BdvPcsPIcP8l9mPX8fLSCp7eIZ1fNypV2lvLb4j3FtqdQ6O9P/7uEkK7Nv09fX7oZcOaZ6UqjPGD8enrsfNRRdpakJ56wc8lQ1APAZPAUnrlZ0p7fJ7ciV0a5v8w9HcI9kwU68b8dys2z8+aOO+ws5We2t8uhh9pZ8m2R9RwXyG2Lb2UTvJ0705+xc+fo71Uq0le/Kt12W7pyph4Yv1rTy7Gy572lXceM2oSiHgAmQ64wlXxNXC6+2M65RnpllOsA7mm+5SkUPDslgHbad187S9KsWXaW8sXpwMDILoDp0yeun8Szz9pZkj7+cTtLvhX0+pX6om3xUr77vec9edWqxi77q1Y1fj83xx5AXu7mvWdRpF3HjNqEoh4AJoNnxcezmp/zxht2LqNcYZPrMyBJjz9uZ8k3fQBop1/+0s6Sb4u+Z1yjNdO9VQ46yM5SuqFQGzs5bVrxDQbPjYz6lfpdu4rHAeZ4uuz/+td2BrDncp+hmo+9FB2nqe83EkJx/5ESoagHgMmQ69wqSW++aWdJuvZaO99zj53LKLda5llN+93v7Cx13NY8dIBacTtWlnzHRnJz6gcHR7aO79w5cavJH/qQnb0+/GE7S74bGZdcIi1alK67K7cLaGAgrSqGkK5M1QDGL9c09JFH7CyN9NEYq/9FyVDUA8Bk8DTK85z7zv0+nvFWZZM7uuBZYfds0Z8xw85Au3mKes+4zNyZ+lzR3yqeVfhVqxpvMDRvZ5d8Hf9zLrkk/d6bN6drUWGfu4nq0dcn3X67dOWV6UqjPGD8tm6188aNdq6JceSr5CjqAWCq8mxNnSpdrNspd5bOc8PEc6a+XYUN4JX7ICv55jPniul2NtLr7U0rZb29xd/3fDj3dMjPbdddu9bOku+9xbNTKHd2H4DtyCPt7DmSMzgo7diRfr1jR+n7W1DUA8Bk8JyN9WyjnSpdrNtp2zY7f+ADdpZ8/21z3XWBdvNMdvA0lpPsYtrb5X1PDQ01doovKsY9Da/uvtvO0ujGeM05974i+eZae24YVipp7B6d74GJsWyZnSXf+0aJUNQDwGTwnJf3fIDMNcJrVxfrdmpF87/XX7ezJJ11lp2BdvuDP7CzJF13Xfr/6qxZ6XrddaOfMzSUVqZiTNfmYjo3071V+vvTToEQ0rXoTKvnffDgg+0sSQ8+aGfPLohWzLWuVNKM+iuuSNexCnsKf2BsTz1l56VLpeXLpWOPTdelS0f/HsypBwDsMc+2eM/Z8Ntus7OUzpyHUDw2r4xq2+XGykuW2FlK52atLLXmnC7QSp7/T1Yq0l13pakPd91VXBTOnZs6wEvFneBzM91bKddl/5xz7Cz5JoXccYedDzvMzpK0aZOdJenJJ+08NJR2GwwPp2vR7gRv4Q90q733tnOlIl19tfTYY+la9DPkOU5TIh3yCQ8ASuaDH7Sz5Nuin2sa59neWja5mdSt2lLX359WO3t707XknXHRAYqK72aeojHXCf7WW+3cKkND6XXGmK5Fr9Xz8+yZVJE7cuO5YeI5kpMbqfnqq403Moomn3j+NwS62cUX23lwMB2hiTFdi87Ld1jPIYp6AJgMnpUlzxbxXDfs/v7Gs7OdUJguWGDnhx+2syQdeqidpdTEavXqtFK2evXuN7ViGy1aZcuWkRt3PT3F2+I9RWOuCWS7Zq3XRkr19qZr0fvTY4/ZWfKtsi9caOdWye2w8jT18/xvCGDPeI7clAhFPQBMhvXr7SyNnIUfK0u+Lfr1Z2M7QW47bq7ol3z/bSsV6StfSf/bfOUru1eUs40WreQ5g+4pGnOOP97OrdLXJ23YIK1Yka5FN848P8/PPmtnj1adr8013HvoITtLrfnfEOhkV19tZ08/odNPt3PJUNQDwGTwzJv2bLVdtMjOnbj9fmAgdf0OIV2b/7L2rMgdd5ydpTSrun7cTdF87JyhobT9dng4XTvhvz8m165d6ee5dia+meecaG5qxvLljTsCli/fvdfqkRvv9pvf2FnyTbPI/T4PPGDnVvE0SX3lFTsD3c67oFH7KtJhfXMo6gFgMuSKccn34e/LX7azZ2WvbPr6pNtvl668Ml2biwHPX/ae4w+e+dg5nu3FgNeqVenmnJSuRTeaTjjBzlK6EVYbZdfbO/rG2KZNjY30ihrCtYtn1Nzbb9tZyq/EN98kGeumSTvkmu0B3S5389KzoNFhfXMo6gFgMnjGNM2ebWcpP3tZyneXLiNrdS83ukqSbrnFzlJrRud5thcDXs89Z2dJ2n9/O0upSK81eRseHl20r1tn53byNKfzbJ2v3cQYK08luWZ7NZdckm4IX3LJxL8mYCo58kg75yZ8SK3rmzNFUNQDwGTwbCl9//vtLOULWE936U7jKcY9H5o9K3eeJni57cWAV/NK0u6eqc+dR/WMhWyXmTPt7DVjhp3L5pJL0k6NzZvTlcIe3SS3MLJlS2M/oaIFj0pFWrYs3XBftqz0PW8o6gFgMnhWlh591M6SdM89du7G7d+efgWzZtlZym/Rr1SkM86QLr88XUv+gQAl4Nm94zlT37xrpznPnj3ygbinp/jPaZeDD7azJH3603aW8qMwy+b66+0MdLLcyF/v6MgO6nlDUQ8AkyH3oVryfTg/9VQ7s/27mGf1L7ea75mDK/lW8xl7B4/mD6ZFH1Q9R3uWLbNzf396v+ntTT8bk3kz8OMft7MkXXeddMr/3965R8lV1fn++6PDI4EYQghvBISEhwYBeaQFQmuWQcZhRBlFCUYdZjWDGSV3xkl4yJW5SEyid0SZiUOu6NCLOOoaEOVlEpEOIA0YGSAgIhERIsgjQV6i5LHvH/vUdJ3q03t/u/v0qXOqvp+1snb/qk6qTlXts8/+vY/1Brxjj/VyI3l5/MvCn/4UloVoZWKpSExNnBZr+ZvhvhBCCDHq1KqqDyYDvsDV7ben5UZeey0sA16RbydlngmtZ4pvTZgAPPdcWq7n7rvDMtDf0u6NN3ykRJZhhTlGCAD43vcGyosXpx9jCkVOm+Y3sVu2+HHatPTzNWNgb6/f6DZzPr78clgGgGXLgHvv9X/fe6+Xu7vTxxxxRDoiqpkpBXnAFFIV7UNfXzmu16KYOjWtqDd2sJk8OSzXqC+mV3HkqRdCiLLCFLz61a/CcjvChNm+/npYBuKGF6Y3NhPe12IhgGIUeeGFsAxwHtwlS9KF8rKq6JelFgTT150p7HfKKWG5amyzTVgW7UPNMHzxxX5sh4ivpUvD8n33hWUAOPfcdDG9c8/N7/yagFYAIYRoBkyeKBM+xvRnbjeYzW4elbD32issA95rUt/vOyu8rx3rHojhwVzvTLvMKhkDmXM9/fSwDADLl4flqsFEe4nWIJae1dvro822bPFjOxiGGzt2NMqM4Z6pW1QhpNQLIUQzuOCCsAxwFaiZntTtBtMCiyk41hiO1yg3ejCzPJpr1/Zvtjdtyu73rboHgoVZN5iNapWMgUyKUS2dAMhOJwCABx8My1WDWedE9WEKsjLt21qNL34xLDP7p3HjwnLFkFIvhBBlpb4CtVm24nnkkWG5HWGKEDIFx158MSwz332Z+n2L9oDpZV8lmHSanp50OkFW0Uq293tVYNKzRPVhCrJu2JCOCMtq39ZqPPtsWGbSbVqsI4aUeiGEaAaXXx6WAR+Gve22/kaz7bbZYdn//d9huR3Jy4MVC2NmvnsmLLivz/+2F13kx3bIhxTDg1k36os7ZslAtSqn53Wuf/xjWK4aTAFBUX1+//uwDPj7xpgxfq8wZkx7pHDFulkw9+dDDw3LFUNKvRBCNIOYF7iGc/3/smCKSLUbjPX9qKPCMhAvxMPQ3Q3Mnu3bis2ePbAiN+A9L2+84X/jN94YvDWeEEyECROpcvbZYblM1MKKB5OB4iKWyuTZY74XUX6WLQNOPtmPI6E+qq8dOPbYsMywaFE6bWfRopGfVxORUi+EEM2A6Znc05POx85S9p5/Piy3I0y+8L77hmUgrvgwisSyZb4g18aNfszauDGeGCEAX0gxJAOcUj9tmo/+AfyYlYNeFpjruaiIJeb7L4oynUvViBWeK4ply4BzzgFWrvRj1v1hjz3CMuAL49W3ZmuHQnkxA+crr4RlwNevueMOYOFCP1a8no2UeiGEaAaMQsh44RnjQLvBeLAaNz1Zm6BHHgnLTDVtJqee2bQJAQATJ4ZlwIffhmTAz/f6HPQyKwHMZy7KMPaWt4RlIJ9Wc0xEQB4dPNqRItu/xYwHsWJvALdXYDqolMWQwRI73x12CMurV4flGmVp3ZkDUuqFEKIZMPmdTE9qJhy33WBSG/Ko/v2zn4VlAJg8OSwDwJw5/YrXmDFezqJqmzKRP4x3lqnjUKVq2Y8/HpaB4gxjTHs9xggRgzEMtGv1+5Gug729Ps1pyxY/jpZBizEeMJ0dmCiUzk5fX2PmTD82KqhMBf0y0dcHnHQScOGFfsw631hNCfYev2CBr5ezYMHwz7ckSKkXQohmcPfdYRkApk4Ny0C1Cl4VBeOpZ4wqsY01U037vvvCco2ODu+NG8zbVqR3SZQXpgf93LnpSthz5w48ZsOGdA5umatljx8flgFvCKvPjR3MMBaC8XwXpUgzSv1uu4XlGq1kDMxjHezqSq+3IykqF/pumd7xn/xkWAa4iL2+PmDePN8Sdd68gefDVNAvE0uWpFMPlywZeMyjj4bl6dPDMuAV+SVLgHXr/FhxxV5KvRBCNIPddw/LANeSJRaCJrJh2n7tuGNYZkJkX389LANcPmRR3iVRbpge9D09aS981gZ+0qT+XHvnyu2pZ9IJ1q5NpxOsXTv098lLYc+jKj1jYGDep9U6a/T2esP1li1+HO46mEdRuZiBgYmGOfDAsAxwhvvY/aFqBXVjCjsQN6ozLR+vuy4sVwwp9UII0QxiCiPAhd29+c1hWWRTKxI2mAzEN1OMN+2II8IywLUjYnImReuz115hmeWWW8JymXjppbAMAFddFZbzgjHk1TyMg8kMTCFPphBYq3XW+MMf0sao4aSb5VVULqZIM9cYM2+Z6JyurrShovH+ULWIPuYaihn7brwxLAPAcceF5YohpV4IIZrBE0+EZUBV0UcTxssV21gwGw+2N/amTX6TOZgCEMuZFO0BYwxkajQwnrCywHit//znsAzkU8COiRrIo+0d8zuXqb1eUdx/f1iuEQqLzyv8PmZoZeovMEY6Jjpn7VpvoAD82BipUqUWlgAX4Ra7Rph7L1PToEJIqRdCiGYwdmxYZlFLu4EwSkAePZ6Z1mE/+UlYBoDzz0+HaZ5//sBj+vqAz3wGWLXKj1UPoxXD4557wnKNWI0GpoBjWTjooLAMAL/5TVgG8lHqmXSnvfcOywyM0Zc18NS3LhxOrYEiieX/M0Ugmbx75/r/DfdcYoZWpqglUzeHUfxjHv/ubmD+fH/tzJ/v5TLTaCDJMrzEwuuZKEamtlGFkFIvhBDNgMmp37gxLAPAwQeH5XaE2bwzHrc8qHlPBpMBrphe1QodidGBCRft7U1HfmSFFx92WFguE0wXkFdfDcsAZ4TLgzw6azBFOJnoBCAdrl5mGGWcUU5jefc9PekibFlrKXMuMUMr8xsyrVWZ2jqxji99fcAVV3hj1xVXlN8o/NRTYRmIp7Y980xYBqqXlhBBSr0QQjQDJrSeueHMn5/2xMyfn8/5VRkmLL5MoauMQlK1QkdidGA2u0yBLqb3dVlgiloy13MehfAYRTp2vsy5Mu/DKI09Pemw7DIbA5lioH19wFe/Cvz6137MUk7zyruPVa6PGVoZLzxjuGdy82N1J5jPUyYYQ3fs+3322bAMAPvvH5YrhpR6IYRoBowix4SgdXYCq1cDCxf6UbnWHHkUsyqS3/42LAOt1bpKZMNsdjdsSLe0y2pXV6VCeYyHnQl1zgMm8uaQQ8IyA/OZmWijKhkDmWKgTMTSDTeEZab9IWMYi8Eo9UyaBRMiPmFCWM7j8xQJkx4Xi3JgWtq1GKMUbyiEECLITjulFfmddhp4DFNoB/CKvJT51ibmdejrA2bM8ErGmDHA7bdrTrQijCLX1QVsv733dg6mHLEFx8qAWVqpzfJsT5iQLqbVqNQUyezZ/vqrl+uZMCHtPc461zFj0p73rN+5oyNtVMiqn/Dkk2G5THR2+j7rvb1+zg53/YqFome1P2x8r5phbOvWwQ1jse4D3/jGQHnx4vRjjJGo8b2zzmXixLDMdNKpGrFIlXHjwjLARQFVCHnqhRBiNFi2DDj5ZD9mwVjx2aJYZ53lLe9nnTX082xFyhRanxexVIwlS9JhtkuWFHNeolje976wDPQrR5de6scs5ahKuaSM1y6vHvMxmHodsUiJvGp+MAphUXUE8qKzE7jggsEV+jlzvKHKzI9ZXvbttw/LTBu5ri6fzmbmxyzD2E03heXGsP/hpAEAXFTZzjuH5ap10mE+cyw6h3GK5BFVUyJKodSb2RNmttbM7jezNclju5jZKjN7LBknJo+bmX3NzNaZ2YNmdlRzz14IIRpYtgw45xxg5Uo/Zin2u+wSlgGurctZZwHLl/tcvOXLpdgDwPjxYbkVYaM6RLVh53ZMOWLWn7LAGOkYb2ZR1CIlOjr82KgQxjzJAJdTzyj+MWWvanR2+kJv73mPH7Pm9377hWWmFgGQ7mU/HBqj77Ki8fIiForOFOQDgAULgClT/NhMGMPXlClhmUnJaYyiaZQrRimU+oR3OeeOcM4dncjnA7jVOTcFwK2JDACnAJiS/OsG8PXCz1QIIUJce21YZmGKuHz/+2FZtAdM5IeoPqzHLRYpdN55YblMMMprUR5pJiIgFinBnCvzPkwEA1MsrEzElMq+PmDuXG8wnzs3u35IzGDFKHtLlqRD9LMinxor7zfKRdZtiRkqmKiBBQv851y3zo/NVOyZ7y6292F+5yrVFiEok1LfyPsBXJ38fTWA0+oe73GeuwHsbGZ7NuMEhRAik1irFYCrehvrwwpwfZPbDSYstdVg2h6J9oCJFJo2Ld01Y9q0Ys9xKDBKfVEpN6zxIBQpUfveB5NZ8lL8ywKjVOaRZhTz8ALAo4+GZQA47bR0wb3TTks/z0TalYlvfSssFwkzb//4x7DMFBpWTv2o4ACsNLOfm1nN1LW7c+4ZAEjG3ZLH9wZQ38NlffJYCjPrNrM1Zrbm+eefH8VTF0KIBphQaCantXHtylrL3va2sNyOfOADYbkVaTGPgxgBTKRQb2/aE1nmFlfMBr9KyisTWtxY9C6rCN6++4ZlABg7NiyXCUapZJTtGMx99eCDwzKQvoa2bi33NcSQVw2APGAMX3nk1DMGngpRFqX+eOfcUfCh9XPNbEbg2Czz6wBTqXNumXPuaOfc0ZMnT87rPIUQIg6z8WCsyMzGQgxk7ty0B2Xu3OaeTxHceGNYFq0BE+HTuOfJ2gNVqcVVUUXwiqLIFn1VKpC2445hGSgupJ1JZ6pX4p2rvlJfpjavjDEqFqXIeOGZFqEVohRKvXPu6WR8DsD3ARwL4NlaWH0yPpccvh5AvTlyHwDVjpcQQrQWTPj3yy+HZYALqX7hhbDcjrBFgVqJdkw5aEfyivCpUosrxrNdJQ47LCwDXOQB8zuXKT0rVufhggvCMgD87ndhmeHhh8MyAPT0hGUg3bYwSxbDh7nmY238GMdJ1VIkIjR9ZTSzHc1sfO1vALMAPATghwA+nhz2cQA/SP7+IYA5SRX86QBeqoXpCyFEKXjmmbAMAHffHZYBrqJzXh6dVqKry38PHR2D9+kWooow4aJMTY9f/CIsl4kyeRDz4NxzwzKQX7u6srT3ZOo8dHcDs2Z5r+ysWQMLzwF85fqRwnQoqFJbyKpx+OFhGYj/RozjhFkrK0TTlXoAuwO408weAHAvgJuccz8CsAjAe8zsMQDvSWQAuBnA4wDWAfh/AD5V/CkLIcQIYTwOjEdBSv1AmD7dQlQRJlyUySWtUoRPXoXl8qAxTWE4aQtM/Qsm/Jj5XsoS5cDUeViwwCv9r7/ux6xCeUwEww03hGUmhWXXXcNyOxOLuMiD6dPDMgDsvntYZmixArNNV+qdc487596e/Hurc+6y5PENzrmZzrkpybgxedw55+Y65w50zk1zzq1p7icQQogGjjoqLAOcMr5iRVgGWq7QS27E+nQzm93Yb1SWDTPAVQgX1ee558IyANx/f1gGqqW0jBsXlotkt93CMgOT68t4gRlvflmMvoxHdOnSsAzk0w6QCblmPPXtCBNxkQdMjZiZM8PyK6+EZaBaaUgETVfqhRCi5WA2ZEwYIaOoPfZYWBbZMN9tbHPIhAgWpfizOfVFeFnE6BFr4wRwXl4mr7ssMNdZUZx6alhmOPvssAxw1zOTlrD99mG5KHbeuT/0f5ttvNwIM7eLokznUiauuios5wVjvDnyyLC8alVYBqpVSJJASr0QQuTNmjVhGeA2W3vsEZYBYK+9wrLIZpddwjIQ//6XLk1X2c/yLJVJISnKyyJGD2bdYBTP2Ia4TDChuEXBKKcxuruBK6/0eeNXXpmdO87A5MuXxVPf1dVvOO3oUJ2TqlJUTQNmDYulsTDGTWaPVSGk1AshRN4weX9MT9g//zksAy2XE1YY//zPYRmIbyw6O4E77gAWLvRjVqh/mRQSJq9VlJv3vS8sA2lF0yxb8dywoV8JNMsuwlkWmHSCoujq8hXkOzq8QWW4yml3t0+nGkyhZxT2/fYLywCwfn1YLoq1a/sjCTZt8rKoHkUp9Uwh4dgxTEvgOXP8dWzmxzlzhn6uJUJKvRBCNAPm5sj0m67fjJd9c14mGG8Z482M5e632KZBNJnXXgvLQNpA6Fy2wXDSpP6QVufK3ae+qArVTBREUUU4mbSdPfcMy0B5OgcwYduMMVwMj7y6IBRVi+ORR8IyEF8LmQ4fnZ3AbbcBl13mx4oX1VUlHSGEaAbbbZdW5LPCIg87LN37NivvldnAi2y6u8Ohrxs2+M301q1+HI7BpLZp6O31Xr1mbhp6e8OyKAd9fYPPF8aDxXi2mXaZZYFpTZUHf/3XwPLlaTmLzs7Rv447OtI1PGppPvUwXQ4mT063VM0yDBeB0sSGz7bbpo0xw+n+wOSol4k8akHsums6MmUwA0QR13NByFMvhBB507gBy9qQMRXyGU8xUyVWDI+uLr+BMvPjcENtY978oiiL104MTl8f8K53ARdd5Me+vvTzr74algEuwqdKBp68ilnFvpdrrgFmz/b1NWbP9nKzYHLhGWPHtGlhuSjmz+9XRrfd1suCo0wRDE8+GZbzIq/0xDZDSr0QQuTNhAlhGfCbxpAMcO1WmHBcMXzqQ5SrDjMvRXPp6fGbU+f82NOTfn62ZqEeAAAgAElEQVSnncIyANx5Z1gGBhoLGuUykVcxqx13DMuAV+Q3bGiuQg/kV32dCUEugs5Ob6QaO9aPzTZwVom8QufzeB+mpWYeMB2EYvzud2G5BZFSL4QQeTNjRlgGgK9/PSwD3IaMKZYkhkdvrw+Bdc6PZfZmMhTVXk+MHuPHh2WA68O9ww5huUzMmeM91WZ+HG5dCqYadllgvLO77RaWgfJ85rPO8l03Xn/dj2ed1ZzzqCLvfndYLpI8lG0G5l4VM1K3oRFbd3QhxOjT1wd88Yvl9gblCVORvrH6b1Y1YCZnskr9pqtGV5dXIjo6/Fj1NkxMSKNoLjEFllHYiyosVxSdnd6gdtllfszy8jLK67x5YblqfPjDYRkYmH89nHzsPLjhhrAsBmfFCl/QdexYP65YMfCYPLz5TN79mDFhmSW2Jxw3LiwD8c/chulmKpQnhBhd+vqAmTN9UbjtthvdisFlgQmbZzwxjFW8Sv2mq0at0vVoF7kbNy4dXpu1gYlRK+hXLzdSptxMllDRuFakpsAO9pkPOyxd/CnLiMe0MTv0UOD559NymYkVszrmmHRR0WOOGXhMrSjmtdcCp58+/P7wZaGxVWFW60JGsSniGlOUUDZ77pkuZJjVwQDIVuTr2WabdGHF0fp+mQK/MWp1Q2p7wqyq8y+9FJYB4JBD0uH/hxySfv6VV8JyC6KrSggxcpYtA04+2Y+N9Pb6xXvLFj8OFsLMePPbzePPhNbXKrQDw6/QLganiCJ3TBhtjFbcNNcMghdf7Md2ue6vvx745jf92AgTbcF43JiaHlVi0aL+gqQdHV7OItYfvko8/HBYBuLzJc9rLHR/ZpS0duRjHwvLLDNnhmUG5h7CFOqMEasbAnBr2PTpYbmKRuwRIk+9EFWlLB6sZcuAc87xf69c6cf6DVNXlw/R2rrVj1khzIw3n7HulgXGe77LLmkFfJddBh5zwAHAAw+k5UZq3++mTYN/v6LcHHEE8MQTaXmoVK1lERBfw3p7/aZv61Y/DhZ63UosWAAsWeL/ro2LF/c/z7QGO/XUdF/nU08deAwTTVQlOjuBO+4oxz2xKFavDsuA997XR2Q0evPzusZi9/Aqrk9FsPPOPmzcOT9mRVswXHIJsGpV/+tccsnQX6NMv9H226er2We1tIu17pw8OW3EalY7xwJpAVO+EAVSFk9xkR6s2Ge+9tqwDPgNg3ODW0p7e31o+ZYt/RuLRhjrLnO+RfClL4VlADj77LAMABs3huUazvX/E9Ujj3ZPjFeiqCrKDH19Xvm66CI/Zl2vkyb1f46tW72c9TrNvt7z5F//NSwzFdyZsOyyVEXPk7K0jswD5lplih0+/XRYZq4xBjYib6TkUSNgn33CMkuslzrT2rary/9uHR1+HK5Rvrc3HbE3nO+/KKWecXq86U1hGfApNCF54sSw3IJIqReChVWki9hk1qzrISU4D5iNd2xh7enpz+PbtClbGf/DH/pvIFu3Dr+AV6zHc1H8+tdhGeCK4DHHMN+vKDednd7LtnChH4ejlDAbMjZEP481LPYaPT1+8++cH7PmbSy1JM81uSzGgVgdjR/8ICwDXA/6eu9tliyaC3M9M6HQsZany5eHZZauLq+YmvlxtCLG8jBMfu97YZklVpxx2rSwDPTXbbn00pHVG8qjqCvz3eaR5sWkDDIOjWnT+s/RbOD3O2VKWG5BFH4vBEuWJTorRJwpCjfS0Pm8rOsxahtvoH/j3Xi+06b5sO/Nm/3YuLD+/vdhGeA2oXPm+DzTTZu8dT6rrVHNmw/0e/Ob4bWphdPVy43cfXdYBtoyJ6xtiRUCi8EUyuvoSBdTyvIc9fUBJ57oj+vo8CHNQz2vmjGwdq1mrZXMutDVld60NW5U2TU5lrZTpmKekyalFezGtZ3pX86sLZMnp0P02yA0tVIw1/OLL4ZlIH4vevDBsDwU6q/V0aK+SFuWzJDVeabxet9xx7QBJCsi5vDD08UZDz88/fzSpem1dOnS7PMZ6dpfe42RFnWdODGtPGd5thljU2x/y6QMMveq88/vf3/nvFyfgnLffenjG+UWRJ56IVgYSyjjQWe8yTGvUVHF0ViFvLb4DreXNxNG2NkJXHEF8J73+LHMIZZMiCzjZWFaU82Z48P+zPw43B7OotowrYaYfOzzz09fz+efP/CYBQu812PBguxzYbzwDNdfnz6XxsJxMaW/di6xtJ2iQoeB+NrOrB0xmNBVtcIsN8z1vHlzWAbi4ep5KMmAv2Y2bfLX2aZNo3sNxYh5nJmUwXe8IywD8eKMtToPCxcOzzg6VEaafsJ024kp9X19wAknABde6MfB1rktW/z/rVfc62HWp1/+Miwz7T9bDCn1QrAwYVKMBz22yWRC3ru6vALX0eHH4Ya6xTaYe+wRloF06LxzA0PnmddgFvC+Pt9X+NZb/Zh1zrEez0XR+LtnzYO8eqh2dnrv42WXlbt4oBhdmM15ffufLBmIe+5qhdzWrfPjYIp9Hlx3XVheu7Zfkdm8eaAHjiWP0FUGJl0g9hvF8ngBYPz4sAxwir9oHsxvyNDYcqxRzisarKjoQYbYNRJLGQQGFq7NKmTLKO1VqvPAKMGx8PtPfSo9Dz71qYGvsWRJ2lhbKwhaD7M+xYzUTG2RFkNKvRBDYe1ab4EebPPIVBSOeb8ZLxebhxVS2hnjAVPQJFaBlHmNOXPShcKylHHGm1br8XzZZc2tlJ1X/2DGUw9Ua+MgmgcTuh2Lmvn2t8MywF3zjLHvgx8My1/9algGOENfXnmtMZg1LOYta+y/ntWPvTGUPiu0PrZui+bS6MEczKMZo76CeJacl/Fgw4Z01EwzW6s2hsE3yt3dwJVXArNm+TGrvSGzPgGtde9lQutjxf8eeywsA/HijQBwzz1hGYjXi2Daf7YYUuqFqBHzWtdat61c6cesnuwM7M0iRszAEPMKsYWqYjfqmOLJtk6qt+5mUcvDMit/6zamUB4TZvvyy2FZiLyJrU9veUtYBgauE1nrBqP4L17sN95jx/qxvrUbwG1COzt9ZM+BB/pxsM13bHOeRyE9JiIg9pmYEFkGxlspmgfT150pWha7z+QVojxpUjpir5me+iefDMuAV+RXrMhW6IH2TGtjqvXHnBFMcbrGdS9rHYwZo4C4cYB5jRZDSr1oH2Je6xkzfB7QjBnZx1x1VVgGOI/znDn9+XFjxgw8hgk7YgwM9W3i/vSngV4hpqURc6NmKrTHYMKxaudQPzZSZKu/EIxHlFFqWrHtlBgd8qhKDADPPhuWZ88OywDnIbnllrAM+HVt5UqvaKxcOXCda+y/ntWPfdmydLrAYMbY2P0hjyr7TERATKn/+c/DMgC88EJYFuWHuZ4Zo1ZMsWFy9xmY6zlGXmtYHh7adkxryyMVgyneyBTyZIhFRDJ1i1oMKfWiPYhtypYsSedmZimVTJEpIO5xjuWBMmGRTKGXWK474/FhvOwxa2nMiMG8BuCNEps3+8+yeXN26CpTqHDZMuDkk4cfaVEjtIFnCv8xOXtqOyVqxLwoeeXGxjbETPTODTeEZYC75mPrHJPmwqyVsfsDEzbf1wecdJI3DJ90UlixH0m4bixHGuBSexgjtWgezO/MFMqL1do49tiwzPLoo2GZgfnMDIccEpZZWim0niGPPvVMlEReSn0sRUWeeiEqSkxRq/daZyl7zAZz/vy0cjp//sBjGI9zbDPFhEUyx8SMA0wIFEPsdZhiVkzIFlOIJ3ZMXikUMSWAKWbFpGHkVUxPCJaYohAzFgJcQb6zzw7LQDw3nClIyayVMWMgEza/ZEn/9blp0+DRRiPlxBPDMsAZA/Oqei5Ghzz6sTOvs359WK4Ri0LJ417FzEnme1m6NF2VfrBWciJ/mGiLvPY1sZx6xrnSYkipF6NLHnmIMYWdUdTqN6Jbtw7ciDIbzM5O4IwzvEf1jDOyrbeMcSCPhWbatPRNq7E3PBDfzDL52nPmpN8ny8seC79nilkxm1AmaiDW6o/x2jHEPHexmw3AFfBi8ipFe5BX4awYsQ1X41zP8lrnFUYbWxeYNaG72xtgDzrIj1k5tDFjYGcncPnl3oB3+eXDX/uB+D0xFg7NeLmY7z+WZiGaC+NlzCNEv74veZYMcG14YykfjDIea78HcN78olvJtQp5GJKY+xSTu88QizZloiFbDCn1Ips8lPE88hAZhZ0JI4xtRLu7fW7oLrv4MWvjt2ABsHy5v+ktX57dyonxfscWGkbx7OlJRwRkFbmLKf5MD/q1a9Pvk+Vlj22sGQWXgTnfWKs/tjhUbP7HivYxNzamgNehh4ZlIYqGSUOaNSssA9y6HbtemTWhrw+44grgN7/xY9Y1HSvsx7TTZAzDTMeR/fcPy4wxllF82rCHc6VgFB8mXDp2L2K8prE2vEA8/Yc5V+Zc2JDqdgudz4M8wu8Z8jL6MlFlIbkFkVIvBpJXsTE2DzG0yWEUXGaTGTtm2bK0wp5lPIj1TAbSOZ1m2TmesbBrpo0ZU0CNLT4XgvGyx6rr7rdfWAaAxx8PywDwxBNhGYh71BivHTv/Q0X7mA0ZU8CrDcPHxCDkVdBqpJxySlgGOEMes24zXSRiMHU2Ypu/WNFRgGuTxXQciX0vzIaY8bjFjAeiuTAOAkYJi80FRklmjGd55C/nVRdEjB55KOSM8YZ5n5jx8pVXwnILIqVeDITZwACcNzOWhxjb5DD9dplNZuwYRnmN9UwG0mGbg1WLj1U9ZzwxeRS5Y3K6mdC82OdhQsiPOy4sA175DcmAn4uf+QywapUfG+cm47VjjFG9vf555/zYeAyjgH3+82EZAH7607As2oczzgjLRZFH8UwAmDo1LAPewBqSmfWJqcVx441hmakjAPhoqK6u7HQogFOOYn2emXodjLI3fXpYFs2FUerzCGNmFOmi6r/stFNYZs9FjB55ePOZ12DmZcyhNGFCWG5BpNSLgTAbGMab2dkJfPrTwAEH+DErDCq2yWFyrZlWKrGNKLPInHZaOl/7tNMGHhPbhDLHMDmTzA0/ZqFnWucxnuKf/CQsM962vEL0Y2GCjNcuFlpfOyZksDr++LAMcKFheYWpieozd246nWbu3OacBxMlxBS+ZHLzY2sYY9xk1uTY+sN0JGHyjhmFJOZdyquAWjv24a4StXtMrebKcJX6PDz1TKvePLzs8tSPHsyazBDbKxe5Z4mt20xr4RZDO8R2JeRlZzZbbOswpj9wCCYUndlwxYwH8+aFZcAriPUen6zQyUceCcsA8MtfhmWmxzDjzX/zm8My8zszLXNila6ZhfX228My4HPPQzIQVzgYrx2Q9sJnETNYjRsXlgFgn33CMhC3RIv2gblei+C3vw3LAHDnnWEZ4AyGMcMXk8f+4INhGYinCDH3ISbvmDGkjh8flhlDBlMgqh37cFeN+taRWTDe8VhkB+t5DaWb5QWzV1Cb1+Fx9dXp+XT11aPzPkUaZmIGqTbs8CGlvh2JedmZXEdGObr88rAM+DDokMx4rceODcsM06alLdFZ4ZNM6CRT2CzWQ/Wkk8Iyey6HHRaWmQWPaU0VK8TDLPJMGC3joYopHPU9trOq4wN+M17fgi9rcx4zWDGGJuY6U0s7UYNJZyqCV18NywC3PjF1NGKbfMYYyBgPYmtlY22UrFopTAQDY5iJhSAz6yljMARUTKzM9Pb6+49zfsyaK4xCHmv7yHhWmXtiUcibPzw6O3363sKFfhzuNZ9X5foiyCuqqUJIqS8bsTz1PKrSx3KG589PK7hZ/diZvErmgop5pZmNH+Nlj4U91m6gQHaONMvs2WEZiOcyPvVUWGaJeYWY8G/GU18UDzwQloF4z91Jk9KtDQfz1MeIVe6OVdMG4q0AgeLamIny09npq69feqkfm6WIvfhiWAa4kF6mP3ZsA/+f/xmWAS7kPVYXJKYYAZwHnTEwPPNMWGbuq3fdFZZF+cnLiBczsFXtHlNUhfZWJA8jXpUU5Zkzw3ILIqW+TMQ86EzOHkNXVzo3vPFm0dkJrF7tLXqrV2cvAIxX4rzzwnLtXELymWeGZYBrRxfbtMX62ANc9fUvfSksA8B3vxuWmRD+hx8Oy0DcW8xsQstkFc+jfQ9jjIrNFSC+OWe8mcwxTKFI0T6UwbNapjWBORfGGBjLu2fWjTzamQLxPFGmlzeztotyk5cRL2aYZ+6rzD2xKJj5L0aPKhmBVqzw3UjGjvXjihXNPqNRR0p9mejt9b1iB6s6z+TsAXFv/tq1/WG8mzZl9x6PweR9M8Q2MExxOqYdXWxTFlO0Aa76OhNZwHhxYzB5rTFPfDvmpjHpHMwGPgazUdp117AMtGVLFiFyhbkWY10mmHWDibxhogZi58uk7TB96kX5ycOIF+vEwoTff/3rYRkozoMbqzkhRpeqRUqsWOHTttpAoQek1JeLem+rcwO9r4x3PNb3HYj3fmciAph2RExOfcybzBSnY3rZx747JgeUqdDOeI5iHlpG2Wby4R96KCxXyeKaF0zRLOY6Y4wqMZgK+Yw3XwgxMmJrIWPEZoyBTKG8GB/+cFgG1DVD9BPbkzB7FuaemIeyx8zbKoV/i9FFc2EAWunLxD33hGVG2Yv1fQfiIb1MRACj1DMXXKzIHeMhYUKUY0oYkzteNQulQjAHwmxgmO8tj6qqsVaAQLlCnYVoV2KF9ACuU8UNN4RlBiYiQN5MUUWY0HoZrESNqu3JC0BXQ5n44AfDcl75tY89FpYZmOreTB7WqaeG5aefDstAPkX7WtFrLYVweDC5sbE2QQyMkU6/oRDNhyleytzvmCKDMZiK/7EK+qJ9yEPxyeM+FEsDADjnyic/GZaFaGOk1JeJWP444y1gcnBjRb7mzOlvU9HR4eVGGAMDo7TE+q0z+YNMb1OFMQsWpn1VrF4BE6XCeCX23TcsC1GD2TSL4fHrX4dlgLvf5dGiMnbPBIAnnwzLon3IQ6nPowsOc79jnCuLF/uOTAcd5MfFi4d+LkK0KFLqy0Qsf3zOnHSruSxle9WqsAzEK/CuXdu/mG7Zkl1Ij/H2n356WAbiuexMDiKzmcqrsJ9ofZhe0jGlnilUxXjTmJBeIQDgjDPCshg+TLoN0yKUMUDHYBQspqWgEEXy+utheSgsXuz3nFLo86VKPehFJlLqq0bNyjqYtTWWo84Q68ENcB50ho0bwzIT5s8UsBOC5cc/DssMzM2RiaqRMUqwXHNNurXnNdc0+4zaizVrwjKgOidCiPJywAFhWZQeKfVlIpaT19PTb5XfvDm7gN0JJ4RlBkZhZwrlXXBBWAbiSjsTaijKDeORHjcuLBdJHvmDzOadCTXMy3gm2oNrrvEtMltFoa9SSgGzbqiwkxCDo2rmzaWnJ50CPFjb7LJw0EFhuQ2RUl8mbrklLDNt1/IogseE/OYRogxIaReer3wlLFcNZoPPKPVMKyEhWMq0aZ40KSwDwLvfHZaFEK1DlYx4rUhnJ3DnncDChX7s7Gz2GYX5p38Ky22IrpgywbRvi5GHZ++668IywFXxlVdCANyNurvbj9de62sv1OR2R+G6Ik/OPBNYvjwtjwY77JCeq43FWAHgrW9NV25/61sHHvOWt4TlCROAl15Ky0KIapJHIUkxMjo7y6HMd3SkHR1ZKYwbNviIgq1b/bhhQ3HnV1LkqS8TsQ18LP8c4MLin3giLDMFTX73u7AMSKkfLkxxwDIxZUpYblTQB1PYu7uBFSvaR6FnvPmNSoqUFjESmLz7ffYJy0x3iE98IiwDXDeXGOecE5bblTxaboryM358WBYib2LrP9PlgEm3/Md/DMuAbze8/fZe4d9+++z2w22GlPoycfjhYZnx2t1wQ1gGgHXrwjJDHlV825X99w/LX/pSWAbiHQwYmA1BTGEHgIkTw3JeLWjyKAJZNU48MSwLMVTmzgU++1k/ZvGXfxmWb745LAO+M8t22/nw/u22y+7Ukscxp53WH/kzZszANrDtSjuule3IueeGZSHyJqan7L13WAbie2CA2zd2dgK33gpceqkfyxBh0GSk1JeJ6dPDcqMVKssqxeSxx9rdlCnvsmowinKsgGB3N3DllcCsWX7M8lz/7d+GZQA44oiwPHNmWAaAq6/u//3NvNwIMy/zaEHzwQ+G5VZk/vx0G8v585t7PqLa9PX56/zii/3Y1zfwmJgi3dkJ3HWXz7u8667sjVRnp6+zctllfhytY3p70x1hsmq7MJ6jViO28Ratwc4799+ft9kmO2qmSijyoPwsWpQ2pC5alH4+tu8EgPPOC8s1mH1jZ6ffQ0uhB6Cc+nIRqwS/YsVAuXGyMyHvsT63CpvPZty4dERCVsjQzJnA9den5UaY/PHu7nAYeu1m7tzgN/OlS333g1q+0dKl6efnzwduusnnrQ2mMHZ2Aj/9qd8sd3VlL5z152I2ehuLxpzbrBzcVqOzE1i9Ovz9C8HS2+t7rG/Z4scsRbmmSIfmHJN3WcQxXV3e8PDGG37MMih2dqZz99vhGpo+Pf2ZGx0EojXo6vL1KkLzv0p8+cvpFJovf7l55yKyqa2ng90fTjklvQc+5ZSBr6EaSqOGlPoy8dRTYXnt2rAM+MU9JANS2rOYMSO9CZoxY+AxX/lK+oaTVaGdUZSBuNIeg7mZ1yqZDrb4sgpjbONd1Maiq8uHkbbKBoalLIVrRPVhlGCgOnOuFn4ZWsMWLfJpK1u2+NzLRs8S0HoF92IOAtEaMPO/SkjZqwah+wNbvG6ke2CRibk2UOiOPvpot2bNmmafRpysMPf63yf2fF7HFPU+RZ7LsmVphbwxrL2vL73xu+OO7EVr2bL4Daevr5ibbFHvU6Zzib3PAQekCz/uvz/wm9/0y1Wbt0LkTZnWjaKIfebjjgPuvbdfPvZY4J57+uWpU9PtYadMAX71q/RrFLW27LNPujDt3nsD69enj4/d70T7UJb9nu537UEtxatmOFaue+6Y2c+dc0dnPielvkRUafEt07lst1269cm22w6MUPjiF4HPfa7feviFLwzMZW/HzW6rEdvMlmneapMjRDlgjL71qUxZPZzHjUt3ihk7dmAB2T33BH7/+355jz2AZ55JHzN+PPDqq/3yTjsBr7ySPpfjj+9Pd/rpT4dvgBatz5gxA1uD1adclumeKFoD7aVHlZBSr/B7UX322gv47W/TciO11hexcHUtQNVG4XtCiKESWzdiqUwA8OlPA0uWpOVGPvMZ4MIL03IjK1cC73xnWm48l1idk9pn0vonpk4FHnkkLTeDgw5Kd1o66KDmnIcYfbSXbhpS6kW5mTJlYNhjIxdemPay1G+aarRa7pkYnNBmtpZPXC83i1pxwXpZCNEcYkpwbKNaK1p73XW+M0dWxeZJk8Jy7X3uumvkhQqFAIB589L7o3nz0s/vuWc6WmTPPQe+xvz5aYNVVq2g/fZLO1f22y/9fE9POtqlp4f/DEIICin1ornElParr06HGma1VGO9s9oIiXnz0puTxg0O4Dfa9cVdsjbeMRjjwYknposzqge9ENVm8eJw+yW2iJTuVSIvYvujSy5JK/2XXDLwNZgON0884WvYPPkk8OY3p2vbAFy0ixBiREipF6PHmDHp3K0xGdNt5sy0Ut/YAk6hhiJPGG/aiSemW7JkKduxbgm9vekQ2qz+2UxVbiFE68CkgQmRN6H9EeMUYTvcNCryjchYJcSookJ5ZaIsBezyep8PfCCtHJ12GvD976eP6evzN4haC7isvslCFElfH3DSSf1zcvXqgXOS6ZbAFItRQRkh2gtd86KKaN4KUQpU/V5Kff7vM2EC8PLL/fKb3pTu8wsA554L/Pu/98t/93fA178+8LV1sxBlQwq5EEIIIYQoEVLqq6LUb7PNQOV669Z+uaMjLW+zTbpVCRBvXwIAO+6YbrUzbhzw2mv98l57DSyc8vTT6ddg+uDKCy+EEEIIIYQQIyak1G9T9MmIAI25u43ygQeGZQA49dSwDACzZoXlxkIpWYVTuru9Ij9rVrZCD3gFvrcXuOwyKfRCCCGEEEIIMQrIU18mYnm6TDg7mw88Y4b34I8Z4wt+NR6zbJl6fQshhBBCCCFECVD4fVWUeiCcp9vXB7zrXf0VSG+7Ldv7rXxgIYQQQgghhGgZpNRXSamPIWVcCCGEEEIIIdqKkFKvPvVVQ30+hRBCCCGEEEIkqFCeEEIIIYQQQghRUSqr1JvZe83sUTNbZ2bnN/t8hBBCCCGEEEKIoqmkUm9mHQD+DcApAA4D8FEzO6y5ZyWEEEIIIYQQQhRLJZV6AMcCWOece9w59waA7wB4f5PPSQghhBBCCCGEKJSqKvV7A3iqTl6fPPY/mFm3ma0xszXPP/98oScnhBBCCCGEEEIUQVWVest4LNWbzzm3zDl3tHPu6MmTJxd0WkIIIYQQQgghRHFUValfD2DfOnkfAE836VyEEEIIIYQQQoimUFWl/mcAppjZAWa2HYCPAPhhk89JCCGEEEIIIYQolDHNPoHh4JzbbGZ/D2AFgA4A33TOPdzk0xJCCCGEEEIIIQqlkko9ADjnbgZwc7PPQwghhBBCCCGEaBZVDb8XQgghhBBCCCHaHin1QgghhBBCCCFERZFSL4QQQgghhBBCVBRzzsWPqjhm9jyA347wZXYF8EIOpyNE0WjuiiqieSuqiOatqCKat6KqtNvc3c85NznribZQ6vPAzNY4545u9nkIMVQ0d0UV0bwVVUTzVlQRzVtRVTR3+1H4vRBCCCGEEEIIUVGk1AshhBBCCCGEEBVFSj3PsmafgBDDRHNXVBHNW1FFNG9FFdG8FVVFczdBOfVCCCGEEEIIIURFkadeCCGEEEIIIYSoKFLqhRBCCCGEEEKIitLWSr2ZfdPMnjOzh+oee7uZ9ZnZWjO7wczeVPfc4clzDyfP75A8/o5EXmdmXzMza8bnEe3BUOatmW1rZlcnjz9iZhfU/Z/3mtmjyXxGXBQAAAs/SURBVLw9vxmfRbQPZravmd2WzMOHzey85PFdzGyVmT2WjBOTxy1ZT9eZ2YNmdlTda308Of4xM/t4sz6TaH2GMW9nJ/P1QTO7y8zeXvdaWnNFIQx13tb9v2PMbIuZ/XXdY1pvRWEMZ+6aWZeZ3Z8cv7ru8bZac9s6p97MZgB4FUCPc+5tyWM/A/BZ59xqM/sbAAc45y42szEA7gPwMefcA2Y2CcAfnHNbzOxeAOcBuBvAzQC+5py7pSkfSrQ8Q5y3ZwL4K+fcR8xsHIBfAOgC8BSAXwF4D4D1AH4G4KPOuV8U/4lEO2BmewLY0zl3n5mNB/BzAKcB+ASAjc65RclNd6JzboGZ/QWATwP4CwDHAfiqc+44M9sFwBoARwNwyeu8wzn3YvGfSrQ6w5i37wTwiHPuRTM7BcAlybztgNZcURBDnbfJ/+kAsArAnwB80zn3X1pvRdEMY83dGcBdAN7rnHvSzHZzzj3XjmtuW3vqnXO3A9jY8PDBAG5P/l4F4PTk71kAHnTOPZD83w2JQr8ngDc55/qct5D0wE8+IUaFIc5bB2DHxCg1FsAbAF4GcCyAdc65x51zbwD4DoD3j/a5i/bFOfeMc+6+5O9XADwCYG/4eXd1ctjV6F8/3w9vuHLOubsB7JystycDWOWc25hsLFcBeG+BH0W0EUOdt865u+oUnrsB7JP8rTVXFMYw1lvAG1GvBfBc3WNab0WhDGPungngOufck8n/qc3ftltz21qpH4SHAPxV8veHAOyb/D0VgDOzFWZ2n5nNTx7fG94CVGN98pgQRTLYvP0vAK8BeAbAkwC+7JzbCD9Hn6r7/5q3ojDMbH8ARwK4B8DuzrlnAH8zB7Bbcthgc1RzVzQFct7WczaAWtSe5q1oCsy8NbO9AXwAwL83/HfNW9E0yDV3KoCJZtZrZj83sznJ4203d8c0+wRKyN8A+JqZ/W8AP4T3bAL+uzoBwDEA/gjgVjP7ObzXs5H2zWkQzWKweXssgC0A9gIwEcAdZvZjAFl1HzRvxahjZjvBe4PmOedetsFLkAw2RzV3ReEMYd7Wjn8XvFJ/Qu2hjMM0b8WoMoR5ezmABUkEauolMo7VvBWjzhDm7hgA7wAwEz4itc/M7kYbzl0p9Q04534JH2oPM5sK4H3JU+sBrHbOvZA8dzOAowBcg/7wOiR/P13YCQuB4Lw9E8CPnHObADxnZj+Fz417Cv3efEDzVhSAmW0Lf5Ne7py7Lnn4WTPb0zn3TBJeXwudW4/sOboevi5E/eO9o3neor0Z4ryFmR0O4BsATnHObUgeHmw+CzEqDHHeHg3gO4nitCuAvzCzzdB6K5rAMPYKLzjnXgPwmpndDuDtaMM1V+H3DZhZLRRpGwCfQ38o0goAh5vZuCQ/+SQAv0hCQF4xs+nmV8M5AH7QhFMXbUxg3j4J4N3m2RHAdAC/hC8YMsXMDjCz7QB8BN7DL8SokKyPV8EXEfuXuqd+CKBWUfnj6F8/fwhgTjJ3pwN4KVlvVwCYZWYTk+q3s5LHhMidoc5bM3szgOvgi+r+qu54rbmiMIY6b51zBzjn9nfO7Q+ftvcp59z10HorCmYYe4UfADjRzMYkBaGPg8/Db7s1t6099Wb2n/AWyF3NbD2AzwPYyczmJodcB+BbAJBUsv0X+EniANzsnLspOe5cAP8BH/ZxC/pz6ITInaHMWwD/lvz9EHwo0reccw8mr/P38DfnDvhKtw8X9iFEO3I8gI8BWGtm9yePXQhgEYDvmdnZ8EaoDyXP3Qxf+X4dfMrTJwHAObfRzC6FX4sB4P8kdSKEGA2GOm//N4BJAJYmXs/NzrmjnXObteaKAhnqvM1E661oAkOau865R8zsRwAeBLAVwDeccw8B7bfPbeuWdkIIIYQQQgghRJVR+L0QQgghhBBCCFFRpNQLIYQQQgghhBAVRUq9EEIIIYQQQghRUaTUCyGEEEIIIYQQFUVKvRBCCCGEEEIIUVGk1AshhBAlxcyeMDNnZv/R7HOpImZ2SfL9qdWPEEKIlkVKvRBCCJEjZra9mf0vM+szs5fM7HUze8zMrjKzQ5t9fqOJmf1HTYk2s281PFd7/MvNOj8hhBCiFZFSL4QQQuSEmU0E0AfgXwBMh7/PPgZgVwB/A+Dk5p1d4XzMzA5r9kmMNma2XbPPQQghRHsjpV4IIYTIj38FcGTy95cB7OKcO9w5NxHAuwGsrR1oZieY2YrEm/9nM3vUzC4ys20He3Ez27/O4/2JusdTYfoNx33WzK4zsz+a2UPJ+x5pZvea2WtmdqeZHVz3WjVv+xNm9iEz+2Vy3O31xxF0ALgsdEDdOV5S91hv8lhvxnFLkoiHV83scTP7gJkdYGY/Ts7xfjObPsh7HW9m95nZn8zsATM7seH5Y8zsRjPbmPwea83sk4Oc75eS7+klAN8dwncihBBC5M6YZp+AEEII0QqY2QQAH07EBwDMd879Ty63c+62umO7AKyCvw//AcATAKYC+AKAtwH4aI6n9gUATwPYCuCtAK6FN+pvBLAtgOMBfDMZ69kbwHIAvwYwFsCJgxyXxUsANgA4zcyOc87dM/KPAQD4DIAXALwB4AAA3wbwTN3zbwfwHTM7yDm3ueH/3gJgPQAH4HAAN5vZgc6558zsnQBuA7AdgOcArIP/Hb5pZrs45/5vxnlsBvA4gD/n9NmEEEKIYSFPvRBCCJEPU9FvLL+jXqHP4J+TY58C8Bbn3MEAFifPfcTMpuV4XqsBHAhgXiLvBuD6hvd8p5mNbfh/YwCc7pw7FMDlgeOy2Azg88nfi4Z95gNZB/9ZasaTHeDTGw6EV7QBYD8AB2X8339wzh0Gb5RwAHYCMDd57gvwCv3tAPZxzr0VwOeS5z5vZjs0vNbLAA52zk0DMHukH0oIIYQYCVLqhRBCiHywur9j1daPScYfOedeTP7+dt3zR+d2VsBNiYHhibrHbkjGx+se263h/73knKsd94vAcYPxbQAPAugys7xqCax0zv0Z6c9S+3z1n2X3jP/7XQBwzt0HbwgAvDceAI5LxhkA3kiq5X8heWw8fIRDPdc659Ynr7dlGJ9DCCGEyA2F3wshhBD58Ci8h3oMgBPMzCLeeiCu/IeO76j7e0Lg/7ycjJszHqt/vXqjBODTAmpsDhyXiXNuq5ldBG9AWBg5fLQ/SyODPf80fPREI1sb5N9HXl8IIYQoDHnqhRBCiBxwzr0E4HuJeCSAhWb2P8ZzM5thZu9OxJ8l4ylJxXwAOLPu5dYM8jbP1f19YPK6XQB2HsGpjxrOuRsB3AngqEEOqX2e2mc5CP3e87z5UPIeR6A/PP+hZKz9Hk8DmOmcm+6cmw7gVACXO+f+e5TOSQghhBgxUuqFEEKI/Ph7ADUF8HwAG83sQTN7AT63/fDkuc/De5v3BfC4mT0KYEHy3Hecc2uRgXPudfiWeQDwWTO7Dd4T3uhJLhMXBJ67NRk/amarAdyN0dubfMXMHgZwF7yn/jUAS5PnPgdgE3zawzNm9t9m9iS8Rz7PmgBCCCFE7kipF0IIIXIiyY9/J4B/BHBv8vBUAK8AuBrAyuS4XgDvSuRt4Cu5/wrAxQDmRN7mEwDugDcK7A1vSMgKGS8Fzrk7Adw0yNP/kDz3Kvx3sBjesz8avA++Un0HfGvB9znnnq07xxMB3Aj/vR6W/J+b4H8TIYQQorRYPN1PCCGEEEIIIYQQZUSeeiGEEEIIIYQQoqJIqRdCCCGEEEIIISqKlHohhBBCCCGEEKKiSKkXQgghhBBCCCEqipR6IYQQQgghhBCiokipF0IIIYQQQgghKoqUeiGEEEIIIYQQoqJIqRdCCCGEEEIIISrK/wdMzFhP9L+VAwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot stamp values against column numbers\n", "plt.plot(xs_stamp.ravel(), stamp.ravel(), 'r.');\n", "plt.xlabel('Column Number'), plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map out lines of constant wavelength (determine the wavelength for each pixel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can model the change in wavelength coordinate in arbitrary units, `dl`, from the wavelength at some reference pixel in terms of the offsets, `dx` and `dy` from the reference pixel.\n", "\n", "We can then write down a function that takes our model parameters (the slope and curvature of the lines of constant wavelength with respect to the columns), the offsets in the x and y coordinates, `dxs` and `dys`, respectively, and returns the wavelength offset from the reference pixel (i.e. `dx = dy = 0`)." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def get_dl_model(params, dxs, dys):\n", " return dxs + params[0] * dys + params[1] * dys ** 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see how this works, make a guess for the slope and curvature parameters and try plotting the wavelength offsets from our reference pixel (the one at `x=col` and `y=row`)." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# pixel offsets from the refernece pixel\n", "dxs = xs_stamp - col\n", "dys = ys_stamp - row\n", "\n", "# parameter guess\n", "guess = (-0.01, 0)\n", "\n", "# get the wavelength offsets and plot vs. counts\n", "dls = get_dl_model(guess, dxs, dys)\n", "plt.plot(dls.ravel(), stamp.ravel(), 'r.')\n", "plt.xlabel('Wavelength Offset')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should notice that for the right choice of model parameters, the vertical scatter is significantly reduced. This demonstrates one way to decide on the best model parameters: find the model parameters that minimize the vertical scatter. But how do we measure this scatter?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit a spline to the counts spectrum above" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the data above (the wavelength offsets, `dls`, and the stamp count values) we can fit a spline to the resulting curve above and then subtract this off from the curve and measure the scatter. Notice that for every column we get a lot of samples (`ny` to be precise). Thus we can set the spline knots every pixel (or even closer).\n", "\n", "We can define a function that will return the best fit spline object (in the least-squares sense) for our data." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def get_profile_spl(dls, stamp):\n", " # need to sort the data (and weights) so that the x values are increasing\n", " x, y = dls.ravel(), stamp.ravel()\n", " weights = np.sqrt(np.abs(y)) # not technically optimal for coadded data, but ok\n", " wsort = x.argsort()\n", " x, y, weights = x[wsort], y[wsort], weights[wsort]\n", "\n", " # set locations for spline knots\n", " t = np.linspace(x.min() + 1, x.max() - 1, np.int(x.max() - x.min()))\n", " spl = LSQUnivariateSpline(x, y, t, weights)\n", " return x, y, spl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see how good this looks." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit a spline to the data and plot\n", "x, y, spl = get_profile_spl(dls, stamp)\n", "\n", "fig, axarr = plt.subplots(2, sharex=True)\n", "axarr[0].plot(x, y, 'r.')\n", "axarr[0].plot(x, spl(x))\n", "axarr[1].plot(x, y - spl(x), 'r.')\n", "plt.ylim(-200, 200)\n", "plt.xlabel('Wavelength Offset');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Notice\n", " * the counts may vary along the slit (both because of real spatial variations and, more importantly, we have not accounted for efficiency variations along the slit), so there may be some biased scatter\n", " * the parameter guess above may be imperfect resulting in systematic residuals (we can minimize these below)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Minimize residuals from the spline model to determine the best tilt/curvature model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a metric to determine how well the spline fits the data. We could take a simple sum of the squares of the residuals or weight these by the expected poison noise to determine a $\\chi^2$ value." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def check_dl_model(params, dxs, dys, stamp):\n", " dls = get_dl_model(params, dxs, dys)\n", " x, y, spl = get_profile_spl(dls, stamp)\n", " chisq = np.sum((stamp - spl(dls)) ** 2 / np.sqrt(np.abs(stamp)))\n", " return chisq / (stamp.size - len(params))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "115.56365736334747" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# see how good our guess is\n", "check_dl_model(guess, dxs, dys, stamp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we just need to change the model parameters to minimize the residuals. We can use `fmin` for this." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 50.174574\n", " Iterations: 27\n", " Function evaluations: 54\n", "best model parameters are [-1.30240870e-02 -2.58517988e-05]\n" ] } ], "source": [ "# get the best model parameters for this stamp\n", "params = fmin(check_dl_model, guess, args=(dxs, dys, stamp))\n", "print(\"best model parameters are\", params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can plug in these parameters for your `guess` above and re-run the cells to check the residuals if you want." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find the lines of constant wavelength at other parts of the 2-D image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tilt/curvature between lines of constant wavelength and the columns can vary across the spectrum. So far we have only determined it for a small portion of the image. Now we can apply the same techniques to map out the relative wavelengths shifts across the image.\n", "\n", "To do this, we need to pick a width (number of columns) within which we can expect to get enough sky lines to do the mapping. Considering the left side (shorter wavelength or \"blue\" portion) of the spectrum, we can set the width at about 400 columns. (Note it is possible to vary the width across the image to take advantage of the extra wavelength information in the near-IR, but this is not required)." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 200, 600, 1000, 1400, 1800, 2200, 2600, 3000, 3400, 3800])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# define the column centers for the stamps\n", "hwidth = 200\n", "cols = np.arange(hwidth, nx, 2 * hwidth)\n", "cols" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As above, map out the wavelength shits along columns, one stamp (image section) at a time. It is best to use the sky mask we defined above and possibly some outlier rejection to fend off deviant pixels.\n", "\n", "Notice that the code cell below will keep track of the wavelength offsets for all columns, but really we only need the central columns defined above." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "col = 200\n", "Optimization terminated successfully.\n", " Current function value: 12.460472\n", " Iterations: 25\n", " Function evaluations: 47\n", "Optimization terminated successfully.\n", " Current function value: 12.985240\n", " Iterations: 8\n", " Function evaluations: 16\n", "col = 600\n", "Optimization terminated successfully.\n", " Current function value: 8.974731\n", " Iterations: 20\n", " Function evaluations: 40\n", "Optimization terminated successfully.\n", " Current function value: 8.974149\n", " Iterations: 6\n", " Function evaluations: 13\n", "col = 1000\n", "Optimization terminated successfully.\n", " Current function value: 8.949836\n", " Iterations: 20\n", " Function evaluations: 40\n", "Optimization terminated successfully.\n", " Current function value: 8.949836\n", " Iterations: 8\n", " Function evaluations: 15\n", "col = 1400\n", "Optimization terminated successfully.\n", " Current function value: 9.830064\n", " Iterations: 20\n", " Function evaluations: 38\n", "Optimization terminated successfully.\n", " Current function value: 9.830036\n", " Iterations: 9\n", " Function evaluations: 18\n", "col = 1800\n", "Optimization terminated successfully.\n", " Current function value: 13.252768\n", " Iterations: 30\n", " Function evaluations: 57\n", "Optimization terminated successfully.\n", " Current function value: 13.244209\n", " Iterations: 13\n", " Function evaluations: 25\n", "col = 2200\n", "Optimization terminated successfully.\n", " Current function value: 18.253089\n", " Iterations: 33\n", " Function evaluations: 64\n", "Optimization terminated successfully.\n", " Current function value: 16.064570\n", " Iterations: 15\n", " Function evaluations: 30\n", "col = 2600\n", "Optimization terminated successfully.\n", " Current function value: 20.732255\n", " Iterations: 32\n", " Function evaluations: 64\n", "Optimization terminated successfully.\n", " Current function value: 19.589293\n", " Iterations: 14\n", " Function evaluations: 29\n", "col = 3000\n", "Optimization terminated successfully.\n", " Current function value: 29.310980\n", " Iterations: 35\n", " Function evaluations: 68\n", "Optimization terminated successfully.\n", " Current function value: 24.619517\n", " Iterations: 18\n", " Function evaluations: 36\n", "col = 3400\n", "Optimization terminated successfully.\n", " Current function value: 35.508225\n", " Iterations: 38\n", " Function evaluations: 71\n", "Optimization terminated successfully.\n", " Current function value: 27.996282\n", " Iterations: 17\n", " Function evaluations: 35\n", "col = 3800\n", "Optimization terminated successfully.\n", " Current function value: 33.152397\n", " Iterations: 39\n", " Function evaluations: 75\n", "Optimization terminated successfully.\n", " Current function value: 27.098936\n", " Iterations: 17\n", " Function evaluations: 33\n" ] } ], "source": [ "# reference wavelength offsets to the center row\n", "row = cy\n", "\n", "# define a 2D array to hold the wavelength offsets for each pixel\n", "lambdas = np.zeros(image.shape) \n", "\n", "# loop over each central column\n", "for col in cols:\n", " print('col = ', col)\n", " \n", " # slice the data\n", " inds = np.s_[:, col - hwidth : col + hwidth]\n", " stamp = image[inds]\n", " mask = skymask[inds]\n", " dys = yvals[inds] - row\n", " dxs = xvals[inds] - col\n", "\n", " # initial fit\n", " params = fmin(check_dl_model, guess, args=(dxs[mask], dys[mask], stamp[mask]))\n", " \n", " # check for outliers\n", " dls = get_dl_model(guess, dxs, dys)\n", " x, y, spl = get_profile_spl(dls, stamp)\n", " model = spl(dls)\n", " pull = (stamp - model) / np.sqrt(np.abs(model))\n", " w = (pull < 5) & mask\n", " params2 = fmin(check_dl_model, params, args=(dxs[w], dys[w], stamp[w]))\n", "\n", " # record\n", " lambdas[inds] = get_dl_model(params2, dxs, dys) + col\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Look at a few rows and see how the wavelength offsets vary with column number. We can fit a low-order polynomial to these." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# just plot offsets for a few of the rows across the image\n", "order = 3\n", "for y in range(10, ny, 50):\n", " p = plt.plot(cols, lambdas[y, cols] - xs[cols], 'o')\n", " c = np.polyfit(cols, lambdas[y, cols] - xs[cols], order)\n", " plt.plot(xs, np.polyval(c, xs), c=p[0].get_color(), label='row {}'.format(y))\n", "plt.legend()\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Wavelength Offset from Middle Row');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may notice that the tilt (the wavelength difference in a given column between the first row and the last row) increases as we move to larger column numbers. Make sure the order is large enough to follow the trends without over fitting the data (i.e. there should not be noticeable wiggles between data points).\n", "\n", "Now we can fit for every row. We could do a 2D fit to all the data at once, but simply fitting row by row works here." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# get the lambda values for the entire image (fit)\n", "lambdafit = np.zeros(image.shape)\n", "for y in range(ny):\n", " c = np.polyfit(cols, lambdas[y, cols] - xs[cols], order)\n", " lambdafit[y, :] = np.polyval(c, xs) + xs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for the fun part! We have wavelength values relative to the central row (in arbitrary units) for every pixel on the image, which means we can do some cool tricks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 3: Flat Field the 2D Spectra (Optional)\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To this point we have not corrected the data for pixel-to-pixel efficiencies (in other words, we have not flat-fielded the data). For many tasks this is actually not required, but if you have *good* flat field exposures available, flat fielding can improve the output data quality.\n", "\n", "The key for spectroscopy is to note that the CCD response is wavelength dependent (you wouldn't use a U-band flat to process an I-band image, right?), and with spectra there are many wavelength bins to account for. Just as with photometry, we do not care so much how many counts we get in a given wavelength bin, we can just determine the average number in each wavelength bin and then divide by this average to get numbers close to 1." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load in the flat\n", "flat = fits.getdata(os.path.join(data_dir, 'spec_flat.fits'))\n", "show_image(flat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the average counts vary considerably with wavelength and there are even a few line features present in the data (there is air between the light source and the camera, and air can emit and absorb light!).\n", "\n", "Since we know the wavelengths for each pixel, this is no problem. We can fit a spline to this profile (which is marginalized over slit position) to determine the typical number of counts in each wavelength bin and then divide each pixel by the appropriate value from the spline fit to normalize the counts." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# fit a spline\n", "x = lambdafit.ravel()\n", "y = flat.ravel()\n", "weights = np.sqrt(np.abs(y)) \n", "wsort = x.argsort()\n", "x, y, weights = x[wsort], y[wsort], weights[wsort]\n", "t = np.linspace(x.min() + 1, x.max() - 1, nx)\n", "spl = LSQUnivariateSpline(x, y, t, weights)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the spline\n", "plt.plot(x, spl(x))\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# normalize the flat field \n", "normflat = flat / spl(lambdafit)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_image(flat)\n", "show_image(normflat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now divide the science images by this normalized flat to correct for pixel-to-pixel differences." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "# flat field the 2D science image using the normalized flat\n", "image /= normflat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 4: Model the 2D Sky\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to measure the light from our target, not the night sky, so lets make those sky lines disappear! We can do a 2-D spline fit to the sky background pixels to create a sky model. As above, we have about `ny` measurements in each wavelength bin, so we can set the knot points along the wavelength direction about every pixel (or even less!). We do not expect strong variations in the sky brightness along the slit, so we can simply fit a low order polynomial along this direction (which we will approximate for now using the y-coordinates)." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "# function to fit a 2D spline\n", "def fit_sky(xvals, yvals, image, ky=1, dx=0.5):\n", " # select knot points in the x (wavelength) direction\n", " tx = np.arange(xvals.min() + 2, xvals.max() - 2, dx)\n", " \n", " # select knot points in the y (spatial) direction\n", " ty = [] # if there are no knots, the fit will be a poly nomial of degree ky\n", " \n", " # fit the 2D spline\n", " return LSQBivariateSpline(xvals.ravel(), yvals.ravel(), image.ravel(), tx, ty, ky=ky)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "# use the (unmasked) sky background pixels and fit the 2D spline\n", "skyfit = fit_sky(lambdafit[skymask], yvals[skymask], image[skymask])\n", "\n", "# evaluate the 2D sky at every pixel\n", "sky = skyfit.ev(lambdafit, yvals)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_image(image)\n", "show_image(sky)\n", "show_image(image-sky)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how well the object trace stands out now. Analogous to the sky lines, the object trace is slightly tilted with respect to the rows. Thus to extract our spectrum we need to map out the y-values where the trace is centered as a function of column number." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 5: Extract the 1-D Target Spectrum\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can sum the counts in the sky subtracted image above to create a counts spectrum of our target. As with photometry we need to define an aperture (or a construct a probability map) to mark which pixels contain target light so that we can reject neighboring objects. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Locate object trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are actually two object traces in the supplied Keck/LRIS data, so let's simultaneously find the centers of each of these. The object that makes the lower trace is actually a galaxy, but we can approximate its distribution of light along the slit with a Gaussian function, and we can do the same for the other object. Thus our profile model will be the sum of two Gaussians. " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "def get_profile_model(params, ys):\n", " a1, cy1, sigma1, a2, cy2, sigma2 = params\n", " \n", " p1 = np.exp(-(ys - cy1)**2 / 2 / sigma1**2) \n", " p1 /= p1.max()\n", " \n", " p2 = np.exp(-(ys - cy2)**2 / 2 / sigma2**2) \n", " p2 /= p2.max()\n", "\n", " return a1 * p1 + a2 * p2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our model, we can make a guess at the parameters and check by eye how well these represent the data. Change the guess until the model is a reasonably close match to the data (this need not be perfect)." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get the median for each row\n", "profile = np.median(image - sky, axis=1)\n", "\n", "# starting guess for the profile model\n", "guess = (80, 35, 3, 80, 155, 3)\n", "model = get_profile_model(guess, ys)\n", "\n", "plt.plot(ys, profile)\n", "plt.plot(ys, model);\n", "plt.xlabel('Row Number')\n", "plt.ylabel('Median Row Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, we can improve the model by minimizing the model residuals (or $\\chi^2$/dof)." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def get_profile_chisq(params, ys, profile):\n", " model = get_profile_model(params, ys)\n", " return np.sum( (profile - model)**2 / np.sqrt(np.abs(profile)) ) / (profile.size - len(params))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 2.529312\n", " Iterations: 307\n", " Function evaluations: 495\n", "best fit parameters are [ 79.16951747 36.25870806 3.46038831 89.8573188 154.96099859\n", " 2.70733517]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit for the best model\n", "params = fmin(get_profile_chisq, guess, args=(ys, profile))\n", "print(\"best fit parameters are\", params)\n", "\n", "model = get_profile_model(params, ys)\n", "plt.plot(ys, profile)\n", "plt.plot(ys, model)\n", "plt.xlabel('Row Number')\n", "plt.ylabel('Median Row Counts')\n", "plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could fit a more complex model that accounts for the vertical shift of the traces with column numbers, but here we simply divide the image up into sections by wavelength and find the Gaussian centroids in each of these." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.367322\n", " Iterations: 500\n", " Function evaluations: 792\n", "Optimization terminated successfully.\n", " Current function value: 1.700793\n", " Iterations: 744\n", " Function evaluations: 1165\n", "Optimization terminated successfully.\n", " Current function value: 1.234982\n", " Iterations: 373\n", " Function evaluations: 589\n", "Optimization terminated successfully.\n", " Current function value: 1.788430\n", " Iterations: 319\n", " Function evaluations: 507\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/rquimby/miniconda3/envs/astroconda/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in true_divide\n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 3.196958\n", " Iterations: 312\n", " Function evaluations: 511\n", "Optimization terminated successfully.\n", " Current function value: 2.523173\n", " Iterations: 333\n", " Function evaluations: 522\n", "Optimization terminated successfully.\n", " Current function value: 2.492250\n", " Iterations: 411\n", " Function evaluations: 641\n", "Optimization terminated successfully.\n", " Current function value: 2.796160\n", " Iterations: 241\n", " Function evaluations: 395\n", "Optimization terminated successfully.\n", " Current function value: 3.513546\n", " Iterations: 284\n", " Function evaluations: 461\n", "Optimization terminated successfully.\n", " Current function value: 3.351843\n", " Iterations: 335\n", " Function evaluations: 523\n", "Optimization terminated successfully.\n", " Current function value: 3.292683\n", " Iterations: 260\n", " Function evaluations: 428\n", "Optimization terminated successfully.\n", " Current function value: 3.055589\n", " Iterations: 306\n", " Function evaluations: 498\n", "Optimization terminated successfully.\n", " Current function value: 3.677066\n", " Iterations: 316\n", " Function evaluations: 504\n", "Optimization terminated successfully.\n", " Current function value: 4.826438\n", " Iterations: 316\n", " Function evaluations: 509\n", "Optimization terminated successfully.\n", " Current function value: 5.742012\n", " Iterations: 326\n", " Function evaluations: 525\n", "Optimization terminated successfully.\n", " Current function value: 4.313411\n", " Iterations: 414\n", " Function evaluations: 649\n", "Warning: Maximum number of function evaluations has been exceeded.\n", "Optimization terminated successfully.\n", " Current function value: 7.576802\n", " Iterations: 358\n", " Function evaluations: 568\n", "Optimization terminated successfully.\n", " Current function value: 5.602267\n", " Iterations: 347\n", " Function evaluations: 554\n", "Optimization terminated successfully.\n", " Current function value: 5.480194\n", " Iterations: 324\n", " Function evaluations: 539\n", "Optimization terminated successfully.\n", " Current function value: 10.099938\n", " Iterations: 259\n", " Function evaluations: 415\n", "Optimization terminated successfully.\n", " Current function value: 11.131615\n", " Iterations: 402\n", " Function evaluations: 622\n", "Optimization terminated successfully.\n", " Current function value: 8.053041\n", " Iterations: 349\n", " Function evaluations: 557\n", "Optimization terminated successfully.\n", " Current function value: 4.445564\n", " Iterations: 346\n", " Function evaluations: 549\n", "Optimization terminated successfully.\n", " Current function value: 7.903159\n", " Iterations: 308\n", " Function evaluations: 494\n", "Optimization terminated successfully.\n", " Current function value: 14.308329\n", " Iterations: 310\n", " Function evaluations: 501\n", "Optimization terminated successfully.\n", " Current function value: 7.948063\n", " Iterations: 358\n", " Function evaluations: 575\n", "Optimization terminated successfully.\n", " Current function value: 15.219055\n", " Iterations: 365\n", " Function evaluations: 580\n", "Optimization terminated successfully.\n", " Current function value: 12.668802\n", " Iterations: 432\n", " Function evaluations: 691\n", "Optimization terminated successfully.\n", " Current function value: 19.912402\n", " Iterations: 388\n", " Function evaluations: 617\n", "Optimization terminated successfully.\n", " Current function value: 14.685714\n", " Iterations: 362\n", " Function evaluations: 570\n", "Optimization terminated successfully.\n", " Current function value: 7.018478\n", " Iterations: 392\n", " Function evaluations: 629\n", "Optimization terminated successfully.\n", " Current function value: 5.290746\n", " Iterations: 405\n", " Function evaluations: 634\n", "Optimization terminated successfully.\n", " Current function value: 29.500694\n", " Iterations: 373\n", " Function evaluations: 589\n", "Optimization terminated successfully.\n", " Current function value: 24.769067\n", " Iterations: 675\n", " Function evaluations: 1030\n", "Optimization terminated successfully.\n", " Current function value: 11.970685\n", " Iterations: 357\n", " Function evaluations: 591\n", "Optimization terminated successfully.\n", " Current function value: 11.319956\n", " Iterations: 429\n", " Function evaluations: 674\n", "Optimization terminated successfully.\n", " Current function value: 11.521581\n", " Iterations: 383\n", " Function evaluations: 615\n", "Optimization terminated successfully.\n", " Current function value: 16.942808\n", " Iterations: 374\n", " Function evaluations: 594\n", "Optimization terminated successfully.\n", " Current function value: 13.074247\n", " Iterations: 460\n", " Function evaluations: 717\n" ] } ], "source": [ "# fit the profile centered at these columns\n", "hwidth = 50\n", "cols = np.arange(hwidth, nx + 1, 2 * hwidth)\n", "\n", "ycenter = np.zeros( (len(cols), 2) )\n", "for icol, col in enumerate(cols):\n", " stamp = (image - sky)[:, col - hwidth : col + hwidth]\n", " profile = np.mean(stamp, axis=1)\n", " params = fmin(get_profile_chisq, guess, args=(ys, profile))\n", " ycenter[icol, :] = params[[1, 4]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see how the y-center of our target's trace varies with column number. We can fit a polynomial to the trend and use this to estimate the y-center at any column." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit the relation with a polynomial\n", "ind = 0 # which trace 0 or 1?\n", "t_order = 3\n", "trace_c = np.polyfit(cols, ycenter[:, ind], t_order)\n", "fig, axarr = plt.subplots(2, sharex=True)\n", "axarr[0].plot(cols, ycenter[:, ind], 'ro')\n", "axarr[0].plot(xs, np.polyval(trace_c, xs), 'r')\n", "axarr[0].axes.set_ylabel('y-coordinate'); axarr[0].grid();\n", "axarr[1].plot(cols, ycenter[:, ind] - np.polyval(trace_c, cols), 'ro')\n", "axarr[1].axes.set_ylim(-0.5, 0.5)\n", "axarr[1].axes.set_ylabel('Fit Residual (pixels)')\n", "plt.xlabel('Column Number'); axarr[1].grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The typical residuals should be a small fraction of a pixel. \n", "\n", "**Note** we are fitting a Gaussian model to a non-Gaussian (galaxy) profile, so the center value may be systematically offset.\n", "\n", "Now we can get the pixel offsets from the object trace for every pixel in the image. To properly account for non-linearities along the trace (i.e. the pixel scale may be 0.1 arcsec per y-pixel on the blue side but 0.12 arcsec per pixel on the red side) we could use the second object trace and the relative wavelength information, but here we will simply assume a simple linear relation." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# position offsets from the object trace (defined to be at slitpos = 0)\n", "slitpos = yvals - np.polyval(trace_c, yvals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial profile of the target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, determine the spatial profile of the target and stretch this over the whole 2D image to make a weight map for later use.\n", "\n", "The brightness of the target will vary as a function of wavelength, so to determine the profile we can normalize the counts in each wavelength bin using the counts at the trace center (or our approximation there of)." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "# subtract the sky\n", "nosky = image - sky\n", "\n", "# normalize to the pixel brightness at the trace center\n", "yinds = (np.round(np.polyval(trace_c, xs))).astype(int)\n", "normed = nosky / nosky[yinds, xs]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit a spline to the normalized profile" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "# get 1D arrays with the positions along the slit and the normalized counts\n", "pos = slitpos.flatten()\n", "counts = normed.flatten()\n", "\n", "# sort by slit position\n", "sort_inds = pos.argsort()\n", "pos, counts = pos[sort_inds], counts[sort_inds]\n", "\n", "# fit a spline to model the spatial profile\n", "t = np.linspace(pos.min() + 2, pos.max() - 2, ny // 2) # spline knot points\n", "profile_spl = LSQUnivariateSpline(pos, counts, t)\n", "\n", "# remove outliers and re-fit\n", "diff = counts - profile_spl(pos)\n", "sample = sigma_clip(diff)\n", "w = ((np.abs(diff) / sample.std()) < 5) & np.isfinite(diff)\n", "profile_spl = LSQUnivariateSpline(pos[w], counts[w], t)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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VZHr0V8sz/uh9iTJG1lp9bNOwFhV69IGL/vjrSGaJMkapjnFyP8YoMTBO7rdu3boGa+2Kc/kYXxz2a07z3Kmt3ydpnqS1kqok/d4Yc6G1tuc1H2Tt/ZLul6T58+fbtWvXxiEeptKmTZvEOLkbY5QYGCfn9Q6H1P6rX+v2NXO0du28P3p/Io3Rpe0N2t7SmzB54yWRxiiVMU7uxxglBsYpOcXjFPdWSdUnPa6S1H6abX5mrQ1Zaw9J2qtYYQcAwBV2tMb+Zlxfk7jzz8etmFmotp5htfcMOx0FAACcg3gU9M2S5hljZhlj0iTdLumxU7b5qaR1kmSMKZZ0gaSDcdg3AABxsa25R8ZIFyXwAnHjVtYWSpK2NHU7nAQAAJyLSRd0a21Y0j2SnpC0W9IGa+0uY8xnjTE3jG32hKQTxpiXJT0l6RPW2hOT3TcAAPHS2NKjuSU5ysvwOx1l0haW5yorzcv10AEASDDxmIMua+3jkh4/5blPn3TfSvr42BsAAK5irVVjc7euWjjD6Shx4fN6dFFVYOKycQAAIDHE4xR3AAASWnPXkLqHQqqvKXA6StzU1wS0+0ifRkIRp6MAAICzREEHAKS88SPNybBA3Li66oDCUaudbb1ORwEAAGeJgg4ASHmNzd3KSvPqghm5TkeJm7qxPzZsa+E0dwAAEgUFHQCQ8hqau1VXHZDXY5yOEjeluRmqDGQyDx0AgARCQQcApLShYFi7j/Rr+czkmX8+rq4mwBF0AAASCAUdAJDStrf0KhK1WpZEC8SNq68OqK1nWB19I05HAQAAZ4GCDgBIaVubuyUl1wJx48a/pkaOogMAkBAo6ACAlNbQ1K25pTkKZKU5HSXuFlfky+cxnOYOAECCoKADAFKWtVZbm7u1LAmPnktSht+rRRV52sZCcQAAJAQKOgAgZR3sHFTPUCgpF4gbV1cd0I7WHkWi1ukoAADgDVDQAQApq6EpNv882Qv6YDCifR39TkcBAABvgIIOAEhZjc3dysvwaXZxjtNRpkz92Or0nOYOAID7UdABACmroalby2YWyOMxTkeZMrVFWQpk+dVIQQcAwPUo6ACAlNQ7HNIrxwa0PAmvf34yY4wuqgqwkjsAAAmAgg4ASEnjhXVZEs8/H1dfE9ArHf0aGA07HQUAALwOCjoAICU1NHXLY6SLqpPzEmsnq6sOyFppB0fRAQBwNQo6ACAlbW3q1oKyPOWk+5yOMuXqxv4I0UhBBwDA1SjoAICUE4laNTZ3a9nM5D96LkmBrDTNLs5mHjoAAC5HQQcApJxXjvVrMBhJ6uufn6quOqDG5h5Za52OAgAAzoCCDgBIOQ1N3ZKk5TWFDieZPnU1AXUOjKqtZ9jpKAAA4Awo6ACAlLO1qVvFOWmqLsx0Osq0qa+OnS3A9dABAHAvCjoAIOVsbe7WspoCGWOcjjJtFpTnKt3nYR46AAAuRkEHAKSUzoFRHT4xlFLzzyXJ7/Xowsp8CjoAAC5GQQcApJStY/PPl6VYQZek+uqAXmrrVTAcdToKAAA4DQo6ACClbG3ukd9rtKQy3+ko066uJqBgOKo9R/ucjgIAAE6Dgg4ASClbm7q1uCJfGX6v01GmXV117LrvnOYOAIA7UdABACkjGI5qe2tPys0/H1cZyFRJbjoruQMA4FIUdABAyth9pE+j4aiW1aRmQTfGqK46wBF0AABcioIOAEgZDRMLxAUcTuKc+pqADnUOqnsw6HQUAABwCgo6ACBlNDR3qzKQqfL8TKejOGZiHnorR9EBAHAbCjoAIGU0NnWrviZ1j55L0tKqgIyRtjEPHQAA16GgAwBSQnvPsNp7R1J2gbhxOek+zZ+Ryzx0AABciIIOAEgJW5tj889TvaBLmlgozlrrdBQAAHASCjoAICU0NHUrw+/RwvI8p6M4rq46oN7hkA51DjodBQAAnISCDgBICVube7S0KiC/l5e++rHLzHGaOwAA7sJvKQCApDcSimhXWy+nt4+ZW5qj7DSvGlkoDgAAV6GgAwCS3o7WXoWjVstqKOiS5PUYLa0KcAQdAACXoaADAJLe+AJxy1L8Emsnq68JaPeRPo2EIk5HAQAAYyjoAICk19DUrVnF2SrKSXc6imvUVQcUjlrtbOt1OgoAABhDQQcAJDVrrbY2daueo+evUTf278Fp7gAAuAcFHQCQ1Jq7hnRiMMgCcacozc1QZSBTjRR0AABcg4IOAEhqDU2x+ecU9D9WVxPQNlZyBwDANSjoAICk1tDUrZx0n+aV5jodxXXqqwNq6xlWR/+I01EAAIAo6ACAJLe1uUf1NQF5PcbpKK4zPi+fo+gAALgDBR0AkLT6R0Lae7SP65+fweKKfPk8hnnoAAC4BAUdAJC0trf0KmqlZcw/P60Mv1cLy/M4gg4AgEtQ0AEASauhqVvGxK75jdOrrwloR2uPIlHrdBQAAFIeBR0AkLS2NnfrgtJc5Wf6nY7iWnXVAQ0GI3rlWL/TUQAASHkUdABAUopGrbY2d3N6+xtYWVsoSXrh4AmHkwAAAAo6ACAp7WzvVf9IWCtrKeivp7owS1UFmXqegg4AgOMo6ACApPTk7g55jLR2fqnTUVxvzewivXCoS1HmoQMA4Ki4FHRjzLXGmL3GmP3GmL99ne1uNcZYY8yKeOwXAIAz2bj7mJbVFKgwO83pKK63enaReoZC2nOUeegAADhp0gXdGOOVdK+kt0haJOkOY8yi02yXK+kvJb0w2X0CAPB6jvQOa1d7n968kKPnZ2P1nCJJ0h84zR0AAEfF4wj6Kkn7rbUHrbVBSQ9JWn+a7f5R0hcljcRhnwAAnNHG3R2SpKsWznA4SWKoDGSqpjCLeegAADjMWDu5+WbGmFslXWutff/Y4zslXWytveekbeol/T9r7S3GmE2S/sZau+U0n+tuSXdLUklJyfINGzZMKhum3sDAgHJycpyOgdfBGCUGxim+vtwwovaBqL54RaaMMXH5nMk+Rg/sHFXDsbC++uYseeL0bzbdkn2MkgXj5H6MUWJgnNxv3bp1Ddbac5re7YvDfk/3Kj7R+o0xHklflvTuN/pE1tr7Jd0vSfPnz7dr166NQzxMpU2bNolxcjfGKDEwTvEzHIxoz5O/1h2rZmrdusVx+7zJPkbd+a16+n+2q/SCZbqwMt/pOOcl2ccoWTBO7scYJQbGKTnF4xT3VknVJz2uktR+0uNcSRdK2mSMOSxptaTHWCgOADAVntnfqdFwlNPbz9Hq2cxDBwDAafEo6JslzTPGzDLGpEm6XdJj4++01vZaa4uttbXW2lpJf5B0w+lOcQcAYLI27j6mnHSfVs0qdDpKQinPz1RtURYFHQAAB026oFtrw5LukfSEpN2SNlhrdxljPmuMuWGynx8AgLMVjVpt3NOhKy4oVpovLlcSTSlr5sSuhx7heugAADgiHnPQZa19XNLjpzz36TNsuzYe+wQA4FQvtfXqeP+orlzA6e3nY/XsIj34Yotebu/TkqrEnIcOAEAi4/ACACBpbNzTIY+R1i3g+ufnY3we+vMHOx1OAgBAaqKgAwCSxsbdx7SspkCF2WlOR0lIM/IyNLs4W3842OV0FAAAUhIFHQCQFI70DmtXe5+uZPX2SVk9p0gvHupSOBJ1OgoAACmHgg4ASAobd3dIkq5ayOntk7F6dpEGRsPa1d7ndBQAAFIOBR0AkBQ27j6mmsIszS3NcTpKQls9O3Z5uue53BoAANOOgg4ASHhDwbCePXBCb15QKmOM03ESWmluhuaW5nA9dAAAHEBBBwAkvGf2dSoYjuoq5p/HxerZhdp8qEsh5qEDADCtKOgAgIT32z0dyk33adWsQqejJIU1s4s1GIxoZ1uv01EAAEgpFHQAQEKLRq027unQFReUKM3Hy1o8XMw8dAAAHMFvMgCAhPZSW6+O94/qSlZvj5vinHRdMCOH66EDADDNKOgAgIS2cfcxeYy0dj4FPZ5Wzy7SlsPMQwcAYDpR0AEACe3J3R1aVlOgwuw0p6MklTWzizQUjGhHK/PQAQCYLhR0AEDCau8Z1stH+nQlq7fH3cWziySJy60BADCNKOgAgIT12z0dkqSrmH8ed4XZaVpQlktBBwBgGlHQAQAJa+PuY6opzNLc0hynoySl2Dz0bgXDzEMHAGA6UNABAAlpKBjWswdO6MqFpTLGOB0nKa2eXaThUETbW3ucjgIAQEqgoAMAEtIz+zoVDEd1FfPPp8zFswpljPSHA5zmDgDAdKCgAwAS0sbdHcpN92llbaHTUZJWQXaaFpTl6XnmoQMAMC0o6ACAhBONWm3c06ErLihRmo+Xsqm0enahGpq6NRqOOB0FAICkx281AICEs6OtV50Do7qS1dun3JrZRRoNR7WtmXnoAABMNQo6ACDh/Hb3MXmMtG4+BX2qXTyrKDYP/WCX01EAAEh6FHQAQMJ5cneHls8sUEF2mtNRkl5+ll+LyvP0/MFOp6MAAJD0KOgAgITS3jOsl4/06UpWb582q2cXaWtzj0ZCzEMHAGAqUdABAAll454OSdJVzD+fNmtmFykYjqqReegAAEwpCjoAIGFYa/XIlhbNLs7WnJIcp+OkjJWzCuUx0h+43BoAAFOKgg4ASBjP7O/U9tZe3XXFbBljnI6TMvIz/Vpckc/10AEAmGIUdABAwrj3qf0qy8vQzcsqnY6SctbMKdI25qEDADClKOgAgITQ0NSlPxzs0l1XzFa6z+t0nJSzenahgpGotjZ1Ox0FAICkRUEHACSEr/12vwqz03THqmqno6SklbXMQwcAYKpR0AEArrervVdP7T2u915aq6w0n9NxUlJuhl9LqgLa9Mpxp6MAAJC0KOgAANe776kDyk336c41tU5HSWlvXVquHa292t/R73QUAACSEgUdAOBqB44P6PGdR3TnmpnKz/Q7HSel3VBXIY+RHt3a5nQUAACSEgUdAOBqX990QOk+j9572Syno6S80twMXXFBiX7S2KZo1DodBwCApENBBwC4Vmv3kH7a2KbbV9aoOCfd6TiQdPOyKh3pHWGxOAAApgAFHQDgWvc/fVDGSHdfMdvpKBjzJ4tmKDfdpx9zmjsAAHFHQQcAuFJH/4ge2tyim+urVBHIdDoOxmT4vbp+abl+ufOIhoJhp+MAAJBUKOgAAFf6zjOHFI5E9cG1c5yOglPcvKxKQ8GInth11OkoAAAkFQo6AMB1eoaC+q/nm3T90grNKs52Og5OsWJmgaoLM1nNHQCAOKOgAwBc5/vPNWkwGNGHOXruSh6P0U31VXpmf6eO9o44HQcAgKRBQQcAuMrgaFjffe6QrlpYqoXleU7HwRncXF8pa6WfbuMoOgAA8UJBBwC4yo9eaFbPUEgfXjfX6Sh4HbXF2Vo+s0A/bmiVtVwTHQCAeKCgAwBcYyQU0f2/P6hL5hRpWU2B03HwBm5eVql9HQPa1d7ndBQAAJICBR0A4BqPNLTqeP+o7uHoeUL40yUVSvN69OOtrU5HAQAgKVDQAQCuEIpE9Y3fHVBddUBr5hQ5HQdnIT/Lr6sWleqxbe0KRaJOxwEAIOFR0AEArvDYtna1dg/rnnVzZYxxOg7O0s31VToxGNTTrxx3OgoAAAmPgg4AcFwkanXfpv1aUJarKxeWOh0H5+BN80tUmJ3GNdEBAIgDCjoAwHH/+sReHTg+qI+8eR5HzxOM3+vRDRdV6De7j6l3KOR0HAAAEhoFHQDgqEcaWvWN3x3QOy6u0XVLypyOg/Nwy7IqBcNR/eKlI05HAQAgoVHQAQCO2Xy4S3/36A5dMqdI/3DDYo6eJ6gLK/M0rzRHj7KaOwAAk0JBBwA4oqVrSB/4YYOqCrJ03zuWye/lJSlRGWN087IqbWnqVtOJQafjAACQsPhtCAAw7fpHQnrf9zcrHInqO+9aoUBWmtORMEk31lfIGLFYHAAAkxCXgm6MudYYs9cYs98Y87enef/HjTEvG2N2GGM2GmNmxmO/AIDEE4la/eWDjTpwfFBf//Plml2S43QkxEF5fqYunVOsRxtbZa11Og4AAAlp0gXdGOOVdK+kt0haJOkOY8yiUzZrlLTCWrtU0iOSvjjZ/QIAEtM/P75bT+09rs+uX6xL5xY7HQdxdPOySrV0DWtLU7fTUQAASIk9AtMAACAASURBVEjxOIK+StJ+a+1Ba21Q0kOS1p+8gbX2KWvt0NjDP0iqisN+AQAJ5sEXm/WdZw7p3ZfU6h0XczJVsrlmcZmy0rwsFgcAwHkykz0NzRhzq6RrrbXvH3t8p6SLrbX3nGH7r0k6aq393Gned7ekuyWppKRk+YYNGyaVDVNvYGBAOTmcnupmjFFiSIVx2n0ion/bMqKFRV791bJ0eT2JtWJ7KoxRPHxrx6i2doT1lXVZSvNO7xgzRomBcXI/xigxME7ut27dugZr7Ypz+RhfHPZ7ulff07Z+Y8yfS1oh6U2ne7+19n5J90vS/Pnz7dq1a+MQD1Np06ZNYpzcjTFKDMk+Toc7B/Wx+57VrJIc/ejDlygvw+90pHOW7GMUL/6qTr3j2y8oWDJff7K0Ylr3zRglBsbJ/RijxMA4Jad4nOLeKqn6pMdVktpP3cgYc5Wk/yvpBmvtaBz2CwBIAL3DIb33+5tlJH3nXSsSspzj7K2eXaTy/Az9uIHT3AEAOFfxKOibJc0zxswyxqRJul3SYydvYIypl/RNxcp5Rxz2CQBIAOFIVPf8aKtauob0jT9frplF2U5HwhTzeoxurK/U0/s61dE34nQcAAASyqQLurU2LOkeSU9I2i1pg7V2lzHms8aYG8Y2+1dJOZIeNsZsM8Y8doZPBwBIEpGo1ad+8pJ+v69T/3TjEl08u8jpSJgmb1tRLSPpC7/a43QUAAASSjzmoMta+7ikx0957tMn3b8qHvsBACSGYDiqv9qwTb/YcUR/+ea5etvK6jf+ICSNWcXZ+vDaOfrP3+7XW5dWaN2CUqcjAQCQEOJxijsAABOGgmG97/ub9YsdR/Sp6xbo438y3+lIcMBfvHmuLpiRo0/95CX1jYScjgMAQEKgoAMA4qZnKKh3fPsFPbu/U1+8danuvmKO05HgkHSfV1+89SId6xvR5x/nVHcAAM4GBR0AEBfH+kb09m/+Qbva+nTfO5brbSs4rT3V1VUH9P7LZ+vBF5v13P5Op+MAAOB6FHQAwKQd7hzULV9/Tq3dQ/ree1bq2gvLnI4El/j41RdoVnG2/s+jOzQUDDsdBwAAV6OgAwAm5eX2Pt36jec1OBrWj+5arUvmFjsdCS6S4ffqX25ZqpauYf3rE3udjgMAgKtR0AEA523z4S69/f7n5fcaPfzBNbqoOuB0JLjQqlmFeueamfrec4e15XCX03EAAHAtCjoA4Lw8tadDd37nBZXkpOuRD12iuaW5TkeCi33y2gWqyM/UJ3+8QyOhiNNxAABwJQo6AOCc/Wxbm+76wRbNLc3Rhg+uUWUg0+lIcLmcdJ++cMsSHTw+qK9s3Od0HAAAXImCDgA4a9Za3f/0AX3sf7Zp+cwCPXjXahXnpDsdCwni8nklevuKat3/9EHtaO1xOg4AAK5DQQcAnJVQJKq/e/Ql/fPje3TdheX6/ntXKTfD73QsJJhPXb9QxTlp+uQjOxQMR52OAwCAq1DQAQBvqHcopHd/90U9tLlF96ybq6/eUa8Mv9fpWEhA+Zl+fe7GJdpztF9f33TA6TgAALgKBR0A8LqaTgzq5q8/qxcPdenfbrtIf3PNfHk8xulYSGBXL5qh9XUV+tpT+7TnaJ/TcQAAcA0KOgDgjLYc7tJN9z2nE4NB/fB9F+vW5VVOR0KS+MxbFysvw69PPrJD4QinugMAIFHQAQBn8LNtbfqzb72g/Ey/fvLhS7V6dpHTkZBECrPT9P+tX6wdrb26//cHnY4DAIArUNABAK9hrdV/PPmKPvrQNtXVBPTohy7RrOJsp2MhCV2/pFzXLSnTvz6xVz/b1uZ0HAAAHOdzOgAAwD1GQhH9nx/v0M+2teuWZVX6/M1LlObjb7mYGsYYfem2OnUNvqiPb9iuNK9Hb1lS7nQsAAAcw29dAABJ0omBUf35t1/Qz7a16xPXzNe/3baUco4pl5nm1XfetVL11QF95MFGPfnyMacjAQDgGH7zAgDouQOdeutXn9FLbb2698+W6S/WzZUxrNSO6ZGd7tN337NSiyvz9eH/3qpNezucjgQAgCMo6ACQwkbDEf3TL17WO779gjL8Xj3ywUt0/VJOMcb0y83w6wfvWaW5pTn6wA8b9Nz+TqcjAQAw7SjoAJCi9hzt0/qvPatv/f6Q3nFxjX7+l5dpSVW+07GQwvKz/Pqv91+s2qJsve/7W7T5cJfTkQAAmFYUdABIMdGo1beePqgbvvqsOgeC+u67V+pzNy5RVhrrhsJ5hdlp+q/3X6zyQIbe893NamzudjoSAADThoIOACmkvWdY7/j2C/qnx3frTfNL9MTHLte6BaVOxwJeoyQ3XT96/2oV5aTpnQ+8qJ1tvU5HAgBgWlDQASBF/Gxbm679j6e1vbVH/3LLEt1/53IV5aQ7HQs4rbL8DP3ortXKy/Drz7/zgvYc7XM6EgAAU46CDgBJrncopL98sFEffWib5pbm6JcfvVxvX1nDKu1wvcpAph68a7UyfF6941svaH9Hv9ORAACYUhR0AEhS1lo9/tIRveUrT+vxl47or6++QBs+sEYzi7KdjgactZqiLP3orotljNGfUdIBAEmOgg4ASejFQ1266b7n9OH/3qrcDL9+/KFL9JEr58nn5cc+Es/skhw9eNfFilrppvue4xJsAICkxW9qAJBE9nf0664fbNHbvvm8jvaO6Iu3LtXjH71cF1UHnI4GTMq8Gbn6yYcvUVleht75wIvasKXF6UgAAMQd19QBgCTQ0TeiLz+5T/+zuVlZaT594pr5eu+ls5SZ5nU6GhA31YVZ+vGHL9Ff/PdWffKRHWo6Mai/vnq+PB7WUwAAJAcKOgAksIHRsO5/+qC+9fRBhSJRvXNNrT7y5rmszo6klZfh1wPvXqm//+lO3fvUATWdGNK/3XaRMvz8MQoAkPgo6ACQgEKRqP5nc4v+48l96hwY1fVLy/WJP5mv2mIWgEPy83s9+vzNS1RbnK0v/HKPjvSO6P47lzsdCwCASaOgA0ACGRgN6+EtLfrus4fV3DWkVbWF+tY7l6u+psDpaMC0Msbog2+ao5rCLP3V/2zTTfc9pw8tsk7HAgBgUijoAJAAWrqG9L3nDmvD5hb1j4a1fGaBPv2ni3TlwlKuZ46Udt2ScpXlZ+juH2zR514IqnbhCa2ZU+R0LAAAzgsFHQBcylqrFw916YFnD+k3Lx+Txxhdv7Rc77l0lupYlR2YsKymQD/58KV6+72b9M4HXtDnb16qW5dXOR0LAIBzRkEHAJcZDUf08+1H9MCzh7SrvU+BLL8+tHaO7lxdq7L8DKfjAa5UXZil/7s6U/99OFN/8/B27e8Y0MeumsficQCAhEJBBwCXaO8Z1sNbWvXDPzSpc2BUc0tz9M83LdFN9ZVcLg04C9l+o++9Z5U+89hOfeN3B/TLnUf0mbcu0psXzHA6GgAAZ4WCDgAO6hoM6vGXjugHLwzrlV/9VpK0dn6J3nvpLF0+r5j55cA5SvN59Pmbl+r6JRX6zGM79d7vbdFVC0v16T9drJqiLKfjAQDwuijoADDNBkbD+s3LR/Wzbe16Zl+nwlGrimyjj199gW64qIJLpQFxcNm8Yv3yo1fou88e0lc27tNVX/6dPvSmOfrQ2jmc9g4AcC0KOgBMg9FwRJv2Htdj29u1cfcxjYSiqgxk6n2Xz9L6iyp1bG+D1q2b53RMIKmk+Tz6wJvmaH1dpf7p8d36ysZ9erSxVZ/508W6ahGnvQMA3IeCDtey1nJ6LxLa8f5RPXegU7975bh+8/Ix9Y+EVZSdptuWV2t9XYWW1RTI44n9H+94hf/rwFQpy8/QV++o1x2rqvWZn+3S+3+wRW9eUKrPvHWRZhZxxgoAwD0o6HCdvpGQ7v/dQX332UPKTPNpdkm25pTkaE5J9sT9qoIseT0UGrjLcDCiFw936Zl9x/X7fZ3ac7RfkhTI8uvqRTO0vq5Sl84pks/rcTgpkJoumVOsxz96ub737GH9x5Ov6OovP60PXjFbd10xW7kZfqfjAQBAQYd7jIYj+uHzTbr3qf3qHgrpLReWKTfDp4PHB/WrnUfUPRSa2DbN69HMoqyJwn7p3GJdOrfYwfRIRZGo1a72Xv1+X6ee2dephqZuBSNRpXk9Wj6zQJ+4Zr4un1esxRX5/EEJcAm/16O7rpitG+oq9M+P79Z//na/7v/9QV13YbluW1Gti2cVTpzZAgDAdKOgw3GRqNVPG9v07795RW09w7p8XrE+ec0CLanKf8123YNBHewc0IGOQR3oHNDB44Pa3zGgjbs7dN+mA/rqHfV660UVDn0VSAXH+0f1UluPtrf06qW2Xm1t7lbP2B+OFpTl6l2XzNRl80q0qraQy6IBLjcjL0Nfub1e77tslh7a3KL/3dauRxvbVFOYpVuXV+mW5VWqDGQ6HRMAkGIo6HCMtVZP7e3Qv/xyr/Ye69eSynz9yy1Lddm80x8JL8hO0/LsQi2fWfia50dCEb3zOy/qrzdsV3FOutbMKZqO+EhyPUNBvdTWqx2tvdrR2qMdrb060jsiSTJGmluSo6sXzpg4e6MkN93hxADOx9KqgJZWBfT31y/SE7uOasOWFv37b17Rl598RZfNLdbbVlTr6kUzWPkdADAtKOhwxNbmbn3hl3v04qEuzSzK0lfvqNf1S8rP67TCDL9X33rnCt36jed09w+36OEPrtGCsrwpSI1kNBKKxM7GOD6g/R0DOtAxoJfaetXcNTSxzazibK2sLdTSqnwtrQpocUWestP58Qkkk8w0r26sr9SN9ZVq6RrSww2t+nFDqz7yYKPyM/1aX1ehW5dXaUllPguYAgCmDL9hYlod6hzUF365W0/sOqbinHT94/rFun1VjfyTXDQrP8uv7793lW6+7zm964EX9eiHL+XURLxGz1BQ+zsGJt4OHB/Q/uMDau0elrWxbTxGqi7M0uKKPN2+qloXVQV0YUW+8rNYPApIJdWFWfr41RfoY1fO03MHTmjDlhY9tLlFP3i+SbOKs/XWpeW6oa5Cc0tznY4KAEgyFHRMi0jU6oFnDunffr1Xfq9HH7/6Ar3vsllxPQpZEcjU9967Urd9/Xm9+4EX9cgHL6FYpRhrrdp7R15bwseOip8YDE5sl+7zaHZJjuqqC3TLsirNLc3R3NIc1RZlcxorgAkej9Fl84p12bxi9Q6F9MudR/TY9nZ99an9+s/f7teCslzdUFehty6tUHVhltNxAQBJgIKOKbe/o1+feGSHGpt7dPWiGfqnGy9UaV7GlOxrQVmevvnO5Xr3A5t11w+26AfvW0XhSkLRqFVL95B2H+nX/o7+WCE/Hls4cCgYmdgukOXX3JIcXbVwxkQJn1OSo8qCTFZVB3BO8rP8un1VjW5fVaOOvhH94qUj+t/t7frir/bqi7/aq7rqgG64qELXLy3XjCl6jQMAJD8KOqZMOBLVt35/SF9+8hVlpXn1ldvrdMNFFVM+d++SOcX60tsu0kcebNTHN2zTV+9YRhlLYIOjYe052q/dR/om3vYe7dfgSUW8MpCpOaU5WllbGCviJTmaU5qjouw05ooCiLvSvAy959JZes+ls9TSNaSf74iV9c/+/GX94y9e1upZRbpuabmuWTRjyv4gDQBIThR0TIm9R/v1yUe2a3trr65dXKZ/vPHCaV3l+q0XVehY34g+94vdKs19WZ956yKKWgI43j+qHa092tnWpz1HY2W8qWtoYo54boZPC8vzdNuKai0sz9WCsjzNLc1hwTYAjqkuzNKH1s7Rh9bO0f6Ofv3v9lhZ//uf7tSnf7ZTy2oK9JYLy3TN4jJOgwcAvCF+q0VchSJRffN3B/SVjfuUm+HX1/4stjq7E+X4/ZfP1tHeEX37mUMqz8/QB940Z9oz4Mz6RkLa2dqr7SddxqytZ1hS7DJmMwuztLA8Tzcvq9LC8jwtLM9VZSCTP7QAcK25pbn6q6tz9bGr5mlfx4B+tfOofrXzqD73i9363C92a3FFnq5dXKZrLyzTvBksMAcA+GNxKejGmGslfUWSV9K3rbVfOOX96ZJ+IGm5pBOS3m6tPRyPfcM9dh/p0988vF272vt0/dJyffaGxSrKcfba0J+6bqGO9o3o87/co9K8dN1UX+VonlQ1Go5oV3ufdrTEivi21h4dPD448f6awizV1wT07ktqtbQqX4sr85XDUXEACcoYowtm5OqCGbn6yyvnqfnEkJ7YdVS/2nVUX/rNK/rSb17RnJJsXXthmd68YIbml+XyMw8AICkOBd0Y45V0r6SrJbVK2myMecxa+/JJm71PUre1dq4x5nZJ/yLp7ZPdN9xhYDSsbz19UPc+tV+BLL++/o5lesuScqdjSYqtwPult12kzoFRfeLhHSrOSdfl80qcjpXUxldS39rUrcbmHjW2dGtXW5+CkagkqTQ3XUurArqprlJLqwNaWpmvguw0h1MDwNSpKcrSXVfM1l1XzNaxvhH9eqysf+N3B3XvUwckSeX5GRMLWY4vajmXtTSAM4pGrYZDkdhbMKJQJCpjjDxGMjIyRmNvrz7nMZKM5PN45PMa+Twmdt9j5DnL9YoiUatQJKpw1CociSoUsQpHo4qOTcez1k5MzbNWsjrpsSS/16g4Jz0lFzGORC3rQp2FePy5dpWk/dbag5JkjHlI0npJJxf09ZL+Yez+I5K+Zowx1o7/d0Uiau0e0kN7RvWRpzaqfzSsGy6q0D/csFiFLitb6T6vvnnnCr39m8/rgz9s0MMfvESLKvKcjpU0hoMRvdTWq8bmbm1tjpXyjv5RSVKG36OllQG957Ja1VcHVFddoLJ8FkwCkLpm5GXozjW1unNNrboHg3rhUNfEJSH3dwxow5aW016NYm5pjgqz05Tm88TevB6l+zzyez2veS7N51G6z6ucdJ9yMnyx23SfMvwe1xV9a62CkaiGg7GSNRSMFa2R8ftjxWs4FJGRlH3K1zT+lp3uU5rP4/SX41ojoYi6h4LqHgypZyio7qGQ+kdC8phYKfV6JI+JFdXx+y93hKW9HfJ6jLwT25mJx16PiX2MN3Y7/nzEWkWi4+XVKmqtwlGryElv4ahVMBzVUDD8x2MdjGgoFNFIMPb8xP1QeOL94/9XRsPRuP47eYzk83rGSruRz+uRkU4q41ahaFTxai856T4V5aSpOCddxRO36SrOTVfJ2OMZeRmakZfhqv/fg6NhdfSPqqNvJHbbP6reoaAGRiMaGA1pcDSigdGwBkfDGhh7G78filhl+r0KZPmVn+lXXmbsNjB2m5/pVyAr9nxpboZmFWdrRl666352TbV4FPRKSS0nPW6VdPGZtrHWho0xvZKKJHXGYf+YZg1N3XrgmUP65c4jkqTrlpTrfZfNUn1NgcPJziw/06/vvWeVbrz3WX3gv7bo5/dczjXSz1M0arWrvU9P7e3Qpr0d2tHaq/DYn41nFmXpkjlFWjazQPXVBVpQniu/1z0vKgDgJgXZabr2wrLXPBeNWh3pG5ko7Ps7BnSgY0C/efmYeodDEz9vz5XXY5Sd5lVuhn+s1HqVkxH7hbgoO00FWWkqzParMDtdBdl+FWanqXDs+bP9OW7Hylj/SFidA6Pq7B/V8YFRHe8fVedAcOx2VIePDmv42SfVNRg876/nVGk+j3LSfcrN8KksL0PVhVmqKshUdUGWqguzVF2YqdLcjKQ7ejc4GtYrx/rH3gZ0tG8kVsJPKuPDocgbf6LT2bo5vmHfgDFSlt+rzDSfMtM8yvL7lJHmVZbfq9LcDGWmeZXp9ypr7Pbkxxl+r/xez8TR6qgdO5KtV49oR8eOZketFBkv3WN/NAhFogpH7MRR8dj7YmXcP17avR75vWbi6Pv4fb839r7xo/SxL0Yyih29N9LE0XxJCoaj6hwIxr5HBoLq7B/VweODevFQl7qHQqf9dynOSVd5fsbYW2bsNpCpo90Rze0eUnFOutJ95/5HuHAkqoHRsPqGw+obCalvODR2G1bPcFAdfaM6NlbGj4+V8YHR8GkzZqeN/Vw56Q9nNdlZE/ezx/5QODASVu9wSL3DIfUMh9TSNaSdwyH1nOH/aqbfq5lFWaotylZtcbZmFb96vzQ3Ocu7mexBbGPMbZKusda+f+zxnZJWWWs/ctI2u8a2aR17fGBsmxOnfK67Jd0tSSUlJcs3bNgwqWyIn3DUasuxiH59OKSDvVFl+aS11X6tLgqqpjjH6XhnbX9PRJ9/YUSLi7362LJ0eZLwm/pUAwMDysmZ3BgNhqx2dka043hEL3WG1ReMPT8r36PFRV7NCXg0J+BVXlry/3tOlXiME6YWY+R+qTBGsSOSmngLRcce29hrdSgqhSLSSMRqOCyNhK1GwrH7w2O3I5FXnxsMWfUHrYb++HfuCZk+KdtvJkpOxMZyRF7zWHq9ru01Un66UV6aUbY3osIsv/LSjDJ8UprXKN376u3J99M8RmljZwKPRGJfw0h4/HbsfuTV54ZCVl0jVseHrXpG7R9lKM40Y28elWQZzcjyqCzbo9Iso3Sve1/DwlGrI4NWrf1RtQ1EJ26PD7/6NaZ5pMIMo5w0o2y/UY7fKDdNyvGf+pxR5tghupPHzlopYmMFdnBoWOmZmWPPvbpNdOz9E2+SotHYrbVWxhh5Texo9Pht7H7s9HKvR/JI8nmkdG9sbMdv/R4lZdk6F+Fo7PuxL2jVO2rVPWrVPRL7P901bNU1GlXXsNXIGf7m4jWxf1ufJ/ZvPn7fZ2J/pPN5pFAk9v0+FDrz5xmX5pECGUaBdKP89Njt+Ft+ukcFY89n+RWX36nDUavBUOznUteI1bGhqDoGozo6FLt/fCj2c2dculcqzfJoxtj38ozsV2/z04wr/j+tW7euwVq74lw+Jh5H0FslVZ/0uEpS+xm2aTXG+CTlS+o69RNZa++XdL8kzZ8/365duzYO8dwnFIkmzFHF3qGQHtzcrO+/cFhHekdVW5Slz66fpVuWVSk73adNmzYpkcZpraT0GYf19z/bpZciVfroVfOcjjTlzmeMrLV6+UifNu09rqf2dGhrc7eiNnYmwpsWVmjd/BJdcUGJih1eBDCZJNr3UipijNyPMTp/oUh04jToE4Oj6h4MqWtwVF2DIXUPBdU7HJIxks9j5B2bs+v1xI4invzY5zHKTveNnaabrpLc2Km6+Zn+iV+Wp2ucRkIRtfcMq6V7WK3dQ2rpGlZL95Bau4e1s2tIJ1qDr9m+PD/jNUfpZhXnaFZx7Ah8um/q5wtHolZHeofVdGJIh08Mxm47B3Woc1CHOocmzjbweYxml2Tr4nm5WlAWW4xwflmuqguyznoe9Rvhe8nd+kdCOtI7oieefkElMy9Q58CogpHYmQChcFShSPTVx2NvwXBsSkmGz6O8TL/yMvzKy/SN3fqVl+F7zfP5mbGzbdxQcseFI1Ed6R3Roc5BHT4R+94Y/z7Z1jT0mjNystO8mlmUrVnF2aotztLMomxVFWSqZGwqQX6mP27fL2cyGj6/s1fiUdA3S5pnjJklqU3S7ZL+7JRtHpP0LknPS7pV0m9Tef75lV/6nboHgyrOjc05KclNf3Xeyfg8lLEXttwMn3qGQq+eBjMwqhMTp8W89r6kibkc4295GX7lnzTPIy8jdvrXaCgam9sTDI/djs/pCWtoNPZ4MBhWQ1O3hoIRrZn9/7d379FVlWcex39PLicxNwK5cL/oiFHuXhbeagsKaquitlqxWpmZulx2eZsZba1jp3XGOm3trNGqY1uXukZbL6XtuGRZWy9RSmuFFiq0IAIRURFMSAKEBEgI55k/9gaOeABDIOc9yfezVlb23mefnDc8OZv9O/t9312hOy8cpzOPrT7sf8yH25WnjNQb723SvbUrNXF4P02pqc50k4KxfvM2PbngPc1e+L7qW6K/qXFDy3Td1KM1paZKE4eVKy9LPlwCAHxy+bk5qi4tVHVpoaTecQu4wvxcHVVVoqOq0veq2LJ9h95t2hqd7De26Z2m6PsLyz5Uc9ue8G4mDSiKuvxXlCRUUVKgiuKEKooLNKAkocriXY9F522dSdeOzqQ6k1Eo6kxGE4nt6ka9I5lUR2dSH27evieIN7VpbfO23ROqSlG3/REDou68Z48dqGMGlurYQWU6srI4qDHJ6HmlhfkqLczXuqo8TZk8ItPN6TF5uTnxkJUifVofnfS5c2dS6zZt3/0+jsJ7m95c36IXln34seE0uTmmAcUfnQOgonjP+zs3x+SKeo0oZXiEpyzLXdt3JNXU1hF/oNmhxtYONbdFX+mGA3yi3/Mg/312i8eUXy/pBUW3WXvU3ZeZ2X9IWujucyQ9IumnZlan6Mr5zO6+bja76tSRWrtxmxrjcVkrPtyi11qbtHnbx8ed7Et5UTRmrLKkQMcNLlNFSUI5ZrvHdLRs26G6htbd659kIo3C/BwVJfJ0RH6uiguiMUDnTxisWaeN0tgh/brzKwfFzHTXxeP15voW3fT0Yj13w6c0fEBRppuVMe6u+aub9fjra/Tim/VKumtqTbVuOXuQPlNTFZ+sAQDQu5QW5mvc0H4aN/Tj5zibt+7YfaK/pqlNG7ZEF0Wa2zq0fH2Lmts6tCnNeOGuKoqv8tUMLNX0MQM1qqJ493jbQWWFWX9RBOgpebk5GlFRpBEVRfrMMR8N7zt2JvXBxm1at3nb7oubTanzALS2a01Tmxq3dBzUnA35uRbP2xGF/ZEVRdGHdsUJ3fD9g/hduv6Uj3P35yU9v9e2b6Usb5d06aF4rd7g6jOOSru9ozOpprZ2NW6J/lA2tLarZdsO9S+KrqhXFEdX2/sXJbr8yen2HTt3T/7Q2r5TBXk50SQbiVwVx6G8L/0ncEQiVz++8kRd8MAf9NUnFumX157W52530dbeqWfe+ECPv75GK+tbVV6Ur6vPOFJXnjyyT39gAQBAv6J8TSoq16Th5fvcZ8fOpDa2daiprUNNrR1qaosm0MrfEZQmIgAADuVJREFUdQuv3BwlUiYVS+TmRLOEx8vVZVFvyZC6EAO9UX5ujkZVRsNXDmRrR6eaWjuUdN89rt4sGmNve92uz2QqyM9R6X6GAtyQduv+HZKAjkMjkZcTz8x4xCH/2YX50QyXXA3dY1Rlse754iRd/fhCffvZZfr+JRMy3aQesXpDq346/139cuFabWnv1LihZbr7kgmaMXFIn/uQAgCAg5Wfm6PqskJVl3FuBfQWRYk8FQ3IbEQmoKNPmzZmoK6ferQeeLVOx48o18xeOo7H3fW7lRv06GtrNG/lBuXnms4bP1hXnRbdn5xP7wEAAIDMI6Cjz/vn6cdoydpN+tacZRo7pJ/GD+s94+3dXUsbO3Xvg3/U4vc3aVBZoW6efoxmTh6hqlJmYAcAAABCwhSQ6PNyc0w/nHm8qkoKdO3PFmljW8eBn5QF/ljXqEt//Lr+a2E0GeF3Pz9ev791qm44azThHAAAAAgQAR2QNKA4oQevOEEbtrTrpp8v1s5k9t4FcMHqJl32k9f1pYcXaO3GbbpqTEKv3PIZXT55hPK5RRoAAAAQLM7WgdjE4eW6Y8ZYzVu5QT+sXZXp5nTZonebdcXD83XZQ/O1urFNd1wwRnO/NkVnjshXQR6TvwEAAAChYww6kOLyycP1xnsbdV/tKk0a3k9nHjsw0006oDfe26h7Xl6leSs3qLIkoW+ed5yuPGUkM7IDAAAAWYaADqQwM9150Ti9ub5FNz61WHfMGKsvnDA0yFnOF73brPtq6/S7lRvUvyhft332WH351JEqSvC2BgAAALIRZ/LAXgrzc/XwrJN001OLdcsvlui3Sz/Uf35+XDD3kJ+/ukn31a7SH99u0oDihL5+bo2uOnWUSgp4OwMAAADZjDN6II3B/Y7Q09ecokdfe0d3v7BC59wzT9+5aLzOmzA4I+1xd/2hrlH319bpT2uaVVlSoG+ed5y+dPIIrpgDAAAAvQRn9sA+5OSYrj7jKE2pqdLNs5fouif/ot8sHaw7Lxyn/sWJHmmDu+vVFQ26r7Zu933M77hgjGZOHsEYcwAAAKCXIaADB3B0dal+9dXT9JN5q3Xvyyu14J1mfffi8Zo25vBNIJdMul5aXq/7X1mlpR+0aGj5Ebrr4nG65MRhzMgOAAAA9FIEdOATyMvN0XVTj9bUmmr9y+zFuvrxhbr0xGH6twvGqKww/5C8RkdnUgvXNOuVtxr08vJ6rWnaqpEVRbr7CxN08QlDuYc5AAAA0MsR0IEuGDOkTM9ef7ruq12lH819W6/VNeruSybqU6MrD+rnbdjSrrkrGvTKWw36/apGtbZ3KpGbo5OPGqCbpo3WBROGKI9gDgAAAPQJBHSgiwrycvW1c47VtOMG6uZfLNGVjyzQ6OoSDepXqOrSQg0sK9DAsuh7VbxeXVqoRF6OkknXsnUtqn2rXq++1aAlazdLkgaWFeiCiYM1taZapx9dqWJmZAcAAAD6HFIAcJCOH9Ffz994hh6at1rL1m1WfUu73m5oVMOWdnUm/WP7DyhOyCQ1tXXITJo0vFw3Tz9GU4+t1tghZUHeax0AAABAzyGgA91QmJ+rG88a/ZFtyaSreWuH6lu2q6GlXfUt21Xf0q76LdvVviOp0/6uQlNqqlRRUpChVgMAAAAIEQEdOMRyckyVJQWqLCnQ2CGZbg0AAACAbMHsUwAAAAAABICADgAAAABAAAjoAAAAAAAEgIAOAAAAAEAACOgAAAAAAASAgA4AAAAAQAAI6AAAAAAABICADgAAAABAAAjoAAAAAAAEgIAOAAAAAEAACOgAAAAAAASAgA4AAAAAQAAI6AAAAAAABICADgAAAABAAAjoAAAAAAAEgIAOAAAAAEAACOgAAAAAAASAgA4AAAAAQAAI6AAAAAAABICADgAAAABAAAjoAAAAAAAEgIAOAAAAAEAACOgAAAAAAASAgA4AAAAAQAAI6AAAAAAABICADgAAAABAAAjoAAAAAAAEgIAOAAAAAEAACOgAAAAAAASAgA4AAAAAQAAI6AAAAAAABICADgAAAABAAAjoAAAAAAAEoFsB3cwGmNlLZrYq/t4/zT6TzOx1M1tmZn81s8u685oAAAAAAPRG3b2C/g1Jte4+WlJtvL63rZKucvexks6VdK+ZlXfzdQEAAAAA6FW6G9AvlPRYvPyYpIv23sHdV7r7qnh5naQGSVXdfF0AAAAAAHoVc/eDf7LZJncvT1nf6O4f6+ae8vhkRUF+rLsn0zx+jaRrJKmqqurE2bNnH3Tb0DNaW1tVUlKS6WZgP6hRdqBO4aNG4aNG2YE6hY8aZQfqFL6pU6cucveTuvKcvAPtYGYvSxqU5qHbu/JCZjZY0k8lzUoXziXJ3R+S9JAk1dTU+JQpU7ryEsiAuXPnijqFjRplB+oUPmoUPmqUHahT+KhRdqBOvdMBA7q7T9vXY2ZWb2aD3X19HMAb9rFfmaRfS/qmu88/6NYCAAAAANBLdXcM+hxJs+LlWZKe3XsHM0tIekbS4+7+i26+HgAAAAAAvVJ3A/r3JE03s1WSpsfrMrOTzOzheJ8vSvq0pL83s8Xx16Ruvi4AAAAAAL3KAbu474+7N0k6K832hZKujpd/Juln3XkdAAAAAAB6u+5eQQcAAAAAAIcAAR0AAAAAgAAQ0AEAAAAACAABHQAAAACAABDQAQAAAAAIAAEdAAAAAIAAENABAAAAAAgAAR0AAAAAgAAQ0AEAAAAACAABHQAAAACAABDQAQAAAAAIAAEdAAAAAIAAENABAAAAAAgAAR0AAAAAgAAQ0AEAAAAACAABHQAAAACAABDQAQAAAAAIAAEdAAAAAIAAENABAAAAAAgAAR0AAAAAgAAQ0AEAAAAACAABHQAAAACAABDQAQAAAAAIAAEdAAAAAIAAENABAAAAAAgAAR0AAAAAgAAQ0AEAAAAACAABHQAAAACAAJi7Z7oNaZnZFkkrMt0OHFClpMZMNwL7RY2yA3UKHzUKHzXKDtQpfNQoO1Cn8NW4e2lXnpB3uFpyCKxw95My3Qjsn5ktpE5ho0bZgTqFjxqFjxplB+oUPmqUHahT+MxsYVefQxd3AAAAAAACQEAHAAAAACAAIQf0hzLdAHwi1Cl81Cg7UKfwUaPwUaPsQJ3CR42yA3UKX5drFOwkcQAAAAAA9CUhX0EHAAAAAKDPIKADAAAAABCAYAO6md1iZm5mlfG6mdl9ZlZnZn81sxMy3ca+zMzujOuw2MxeNLMh8XbqFAgz+4GZvRXX4RkzK0957La4RivM7JxMtrMvM7NLzWyZmSXN7KS9HqNGATGzc+Na1JnZNzLdHkhm9qiZNZjZ0pRtA8zsJTNbFX/vn8k29nVmNtzMXjWz5fGx7qZ4O3UKiJkVmtmfzGxJXKd/j7cfaWYL4jr93MwSmW5rX2dmuWb2hpk9F69To8CY2Roz+1uckRbG27p0zAsyoJvZcEnTJb2XsvmzkkbHX9dI+lEGmoY9fuDuE9x9kqTnJH0r3k6dwvGSpHHuPkHSSkm3SZKZjZE0U9JYSedKetDMcjPWyr5tqaTPS5qXupEahSX+t/8fRce3MZIuj2uEzPpfRe+PVN+QVOvuoyXVxuvInE5JN7v7cZJOkXRd/N6hTmFpl3Smu0+UNEnSuWZ2iqTvS7onrtNGSV/JYBsRuUnS8pR1ahSmqe4+KeUe9V065gUZ0CXdI+nrklJnsLtQ0uMemS+p3MwGZ6R1kLu3pKwWa0+tqFMg3P1Fd++MV+dLGhYvXyjpaXdvd/d3JNVJmpyJNvZ17r7c3VekeYgahWWypDp3X+3uHZKeVlQjZJC7z5PUvNfmCyU9Fi8/JumiHm0UPsLd17v7X+LlLYqCxVBRp6DE52yt8Wp+/OWSzpT0y3g7dcowMxsm6TxJD8frJmqULbp0zAsuoJvZDEkfuPuSvR4aKun9lPW18TZkiJndZWbvS7pCe66gU6cw/aOk38TL1Ch81Cgs1CN7DHT39VIUDiVVZ7g9iJnZKEnHS1og6hScuOv0YkkNinrgvS1pU8oH/Rz3Mu9eRRcwk/F6hahRiFzSi2a2yMyuibd16ZiXd5gbmJaZvSxpUJqHbpf0r5LOTve0NNu4R9xhtL86ufuz7n67pNvN7DZJ10v6tqhTjzpQjeJ9blfUzfCJXU9Lsz81Okw+SY3SPS3NNmqUOdQD6AYzK5H0K0n/5O4t0YU/hMTdd0qaFM9X84yk49Lt1rOtwi5mdr6kBndfZGZTdm1Osys1yrzT3X2dmVVLesnM3urqD8hIQHf3aem2m9l4SUdKWhIfvIdJ+ouZTVb0qdDwlN2HSVp3mJvap+2rTmk8KenXigI6depBB6qRmc2SdL6ks9x910GbGvWgLryPUlGjsFCP7FFvZoPdfX08vKoh0w3q68wsX1E4f8Ld/y/eTJ0C5e6bzGyuojkDys0sL75Cy3Evs06XNMPMPiepUFKZoivq1Cgw7r4u/t5gZs8oGibXpWNeUF3c3f1v7l7t7qPcfZSik6IT3P1DSXMkXRXPEn6KpM27ugqg55nZ6JTVGZJ2fTpEnQJhZudKulXSDHffmvLQHEkzzazAzI5UNKHfnzLRRuwTNQrLnyWNjmfLTSiawG9OhtuE9OZImhUvz5K0r14q6AHxGNlHJC139/9OeYg6BcTMquIr5zKzIyRNUzRfwKuSLol3o04Z5O63ufuwOB/NlPSKu18hahQUMys2s9Jdy4p6hS9VF495GbmCfpCel/Q5RZMlbZX0D5ltTp/3PTOrUTQO5l1J18bbqVM4HpBUoKh7jSTNd/dr3X2Zmc2W9Kairu/XxV3b0MPM7GJJ90uqkvRrM1vs7udQo7C4e6eZXS/pBUm5kh5192UZblafZ2ZPSZoiqdLM1irqxfU9SbPN7CuK7gRzaeZaCEVX/b4s6W/x+GYpGspIncIyWNJj8R0rciTNdvfnzOxNSU+b2XckvaHowxaE5VZRo5AMlPRMfN6dJ+lJd/+tmf1ZXTjm2Z5erwAAAAAAIFOC6uIOAAAAAEBfRUAHAAAAACAABHQAAAAAAAJAQAcAAAAAIAAEdAAAAAAAAkBABwAAAAAgAAR0AAAAAAAC8P/uzOHt1q/cLwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the target profile\n", "plt.plot(pos, profile_spl(pos) )\n", "plt.xlim(-40, 50)\n", "plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the profile for every column to make a 2D profile image." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "# create the profile image\n", "profile_image = profile_spl(slitpos)\n", "\n", "# de-weight negative values in provile_image\n", "profile_image[profile_image < 0] = 0" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_image(profile_image, upper=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract the target spectrum (basic version)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have located the target trace, the sky background has been removed, so all that is left to do is sum up the counts in each wavelength bin in some aperture. We can pick any size wavelength bin we like, but at this phase it is common to use the native pixel scale to set the binning. If the target extends over many pixels in the spatial direction or the tilt/curvature of the lines of constant wavelength is large, you may have to take into account the changes in wavelength with row number. But for the supplied data the change in wavelength is not significant along the short extraction window, so we can simply sum along columns." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# select which rows to sum\n", "w = (slitpos > -10) & (slitpos < 10)\n", "ymin, ymax = yvals[w].min(), yvals[w].max()\n", "\n", "# calculate the sum\n", "spec_basic = nosky[ymin:ymax, :].sum(axis=0)\n", "\n", "# sky background\n", "skybg_basic = sky[ymin:ymax, :].sum(axis=0)\n", "\n", "# plot the extracted spectrum\n", "plt.plot(xs, spec_basic)\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimal extraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analogous to PSF-fitting in 2D image data, we can weight the extraction using the spatial profile we calculated above to limit the noise from pixels that are dominated by the sky background. Instead of fitting a model to the data however, we will simply calculate a weighted average in each wavelength bin. Using our basic extraction above we can determine the bias between the sum and the weighted average and then use this to re-scale the weighted average, because ultimately we want the sum of the counts from the target, not the average in each wavelength bin." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# calculate the weighted average (for each column)\n", "spec_opt = (nosky * profile_image)[ymin:ymax, :].sum(axis=0) / profile_image.sum(axis=0)\n", "\n", "# calculate the bias factor needed to scale the average to a sum\n", "bias_factor = np.median(spec_basic / spec_opt)\n", "spec_opt *= bias_factor\n", "\n", "# same for the sky background\n", "skybg_opt = (sky * profile_image)[ymin:ymax, :].sum(axis=0) / profile_image.sum(axis=0)\n", "bias_factor_sky = np.median(skybg_basic / skybg_opt)\n", "skybg_opt *= bias_factor_sky\n", "\n", "# plot the extracted spectrum\n", "plt.plot(xs, spec_basic, label='basic extraction')\n", "plt.plot(xs, spec_opt, label='optimal extraction')\n", "plt.xlabel('Column Number')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you look closely you should see that the basic extraction is noisier than the optimal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 6: Tweak the Wavelength Solution Using Sky Lines\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spectrographs, including Keck/LRIS, may warp slightly as the telescope they are mounted to moves across the sky, and this can result in wavelength drift (the wavelength of a given pixel may change over time). Thus the wavelength solution we derived using the arc-lamp spectra may not apply exactly to our science data. One remedy for this is to use the wavelengths of sky lines to correct for spectral drift." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Start with the wavelength solution from the arc-lamps using the target aperture" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "found center pixel values for 83 lines\n" ] } ], "source": [ "# re-extract lamp spectra using the profile_image\n", "lamp_basic = lamp_image[ymin:ymax, :].mean(axis=0)\n", "lamp_spec_opt = (lamp_image * profile_image)[ymin:ymax, :].sum(axis=0) / profile_image.sum(axis=0)\n", "bias_factor = np.median(lamp_basic / lamp_spec_opt)\n", "lamp_spec_opt *= bias_factor\n", "\n", "# re-compute lamp_lines\n", "lamp_lines_opt = get_lamp_lines(lamp_spec_opt)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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nDzz4AFPapowwd36l8XuyafOmgecd93UwumV0outPyrOvPjvwfNWqVZn7XtS1hsTJYcpOHFKSQewo4ATgE865R83sP9jddLiSSp+gq2P68InOXQdcBzBz5kw3e/bsEYohWdXR0UFePtsdnTv4zfd+z323PMTYCWN4zz+dxVvPOy13/SuT0n9s/PDVH5ZurQGHH344s0+c3fR1T1w4EYI4Ng/H57j546Asjp01axYHTTmo6vxbF26F+aXnkyZPSnYf3Besd1KV9d63+2nVecq8uv1VeGj49Ea3af5j82FR6flee+/V8PLan2yHrsHTDjr4IGa/qfZyf7L5J7Cm9Py0005j6vipI78hp9L4PZm4eCJsKT1/y1veQltrW6LrT0r5d8K+++2bue/FPF1riB/6CtAUOA5JBrErgZXOuUeD17dSCmLXmtl+QS3sfsC6svkPKHv/dGBVMH32kOkdwfTpFeYXybSunV184o1XsHrxGrp2dgOw+Oml/PnB5/nktR9JuXT5oSZt8YiS2CktPpRhJHGXr5HETkq6k56i9In1/XwUET8lFuo759YAK8zs8GDSGcBzwG1Af4bhC4HfBc9vAy4IshTPAjYHzY7vAt5uZlOChE5vB+4K/rbVzGYFWYkvKFuWSGbde/ODrF26biCABdi5bRd33nAPa5auG+GdEoUupJKRlQvzMMdD04bYycg+kuYq4neSjncpOueg17XE8si7JGtiAT4B/NTM2oAlwIcpBdK3mNlFwHLg/cG8dwBnU2pUtT2YF+fcBjP7MvB4MN9VzrkNwfOPAj8GxgK/Dx4imfbEXU+zc9uuYdNHjW7luYcWsu+MYjbvi0MRLxLTlkTm3Zpl8PxCOYn9Uld2Yp0viSpP7JTnfT/opk2Ot1MkHKOvYg9JGSrRINY59zQws8KfzqgwrwM+VmU5NwA3VJj+BHBMg8UU8co+B+xF6+hWert7h/1t8rTJKZQon3wPbHw1tF92zezEGdnPaZYz7ov6SttST3NiSVZWzhURkTTkv65ZJOPO/vu/YNTo1kHTrMWYMHk8x84+KqVSSb3ylowr6oV2nvpYJjGGa9OaLGuc2EzJ8773oXWGiC8cak4cVv63UCTjph+6H//nF59h3JSx9LR10zu6hwOPnM4191xJa2tr7QVIVWrGFr+aiZ08uBgP1d81xeMh7n2kYztdzjnWLHuF9as3pl0UEcmAXlpieeRd0n1iRaQOp7zrRN5z51v45+v/hZ62Hu757ta0i5Q7PgRXReNTcOXT559EzVTo5sQe7ZcsWvDYIr7x4R+wce1m+vocM47anyt+8nH2OyhaLgOfzpVm0vEmImHlP0wXyYlRo0exdb9N7NirM+2iiAyI2jza1+bE5Ul0IFzZspKduGKfWCV2arqNazdz+f/6JmuWvsKuHV107+pm0TPLuOQvvkJPd0/N9xdlf6tFjMhuDqPPxfPIOwWxIhnRYjpd46a+WPHLQmKnMEFdqs2JdSzmwpyfPUBvz+CEfK7PsaNzJ0/MeTbSsnw4b0QkGWpOHE7+t1AkJxTENpcuEpOhGwe1JVEzVU92Yp0j0axd9sqg8b379fb08uoq9Y/tp2NMROqhq2KRjFAQK1mQhcROlQwtV6pD7MQcuFZanm4gNN8xpx7OmPHtFf5iHDHz4EjLKsrnVZTtFKnGAX2uJZZH3uV/C0VyorVFmYjjlkZfLCv4IOY+1LrE9VknUUuaRL/b0O9RgBHJm849iWkH7s3o9t05NNvHtnHcW4/mdcfNqPl+X2/4xK0o2ykSjtEb0yPvFMSKZIRqYiUPfLhgzVKf2DjK0cg+9+HzyqrRbaP4zj3/yspTXmD7Hlt5zaFT+dCV7+eLP/9k5GUV5XMoynaKSOM0xI5IRiiIbS5dPMUjyn5MMlDM0uebRFnryk6coX3oi/GTxvLMrAdhFlx5/h854+Az0i6SiHisvzmx1KYgViQjFMTGT0mGkudrc+J6+sQ2ralvAvtIAWm25Pn7Sd/DIoMVoSlwHHRVLJIRraY+seKfoX18s5DYyYcyjCTu8sWV2EkBRrKKuL99PzdFxB+qiRXJCNXENldSF09m+brDGvVCO61al5rBtUd9YsulXY601y8leQ7u8rxtIlE5Z2pOHJKCWBEpLF08Jc+Hfe57duJB64hhf1VMZFVPdmIPPrss6+7rZnv3dsaNHpd2UbylmyYi0KsgNhQFsSIi6OIpLrUCHS/6xIYI6vIesOl4T947f/pOAHZcsYMxo8ZEem+ePy8fvhNEJHsU6ouIoIunekUd9zaNsXmHrjdLYhlip4FlpPV55dmKzStCzZfVY1ZE6ueAPiyWR96pJlYkI3QBGb809mnUoC9rsnCchkl05M04scpOLBTn88rC94dIc5maE4ekvSQiQnIXT0W/SPOh6WBc681yYKFxYsUXg2r7dYyJSEiqiRXJCP24N5f2bzJ8GBs2rnFikxBLc+IGEjsV/aaLL/Q5iBSDA/pcvltsxUVBrIgUVhqBii/Nifv6+pg7Zx4rnn+Z1x41nePPeD0tLY03zomU2EkX5lJAYY/7opwf+k4QGaxXDWVDURArIkKxLp62rN/KP7/5//DKyvX0dPUwavQo9j1oKt/q+BITp0xIrBw+NSeup09sZobYCdEHuN7lSDJ8aRkgIuILhfoiGaELSInLtZ+4nlWL1rBj6066d/Wwo3MnKxau4oefuTHtojVNlrLsJlHW0M2JFTxJk6lPrMhuDqPPxfPIOwWxIhmhH/r4+ZBkKGnOOf7060fp6e4dNL2nq4f7bnmo8eVHCLp8CiZ97RPrE+2TeNTTpcCnc6WZirKdIiPpoyWWR97lfwtFckL9hporqX1qlv7dUdfXV3F6b2/l6SOJuj0+BEJhyhCqOXEC2xJLc+IQzafFPz6cKyIivlIQK5IRqomVOJgZM99xHC2tg7/+W1pbOOVdJ0ReXiM1mEkex7oJNFg92Ym139KT5+/8IraIEanGOeh1Fssj7xTEimREn9tdS6aLyXgU9cbAJ7//EfbYexI9o7sB6G3rYcq0Pfj4d/8u5ZIlI1RiJ0+Oh1iG2IkpsZPEQ/u+Ou0bEdQnNiRlJxbJCN2tbq4iXTxNPXAfblz0PV73t0cyfu0keqd3cceNNzNmXHui5SjSPo/C13Pdp7IUTZ7PFR1XIlIPBbEiGaGaWInT2PFjWHX8UgAmtk2sO4Ad2ic2UmKntIbYqVQzObRZtCdD7MShYs2zshN7LyvHV5x0vEnRlbITq6FsGApiRTKiqE1fmymNGq96MpPmSVoX5lk9f5o2xI7GiU1NXdmJM3TMRqXjSmSw3oJfJ4SlIFYkI5RgRbIgUmInj45jb/vEelIOkST49J0gkgYHhejPGgfVV4tkxKDmxLqwjZ0unoojrs86K+dhmObToZaTke31nWrBq9MxJiJhqSZWRAorq01M4+ZDE9+mr6tG0/F6+sQ2y6DjMuXgJe31F1lRvpOKsp0i4ahPbFjaSyIZ4dOFrdRvaCKkvKl1bOo4Tl6YIYVCLUefV2qKEujpGBOBPiyWRy1mdoCZ3WtmC8xsvpl9Kph+pZm9bGZPB4+zy95zuZktMrOFZvaOJu6GmlQTK5IRvg67kRdJXTz5+Nn5WKZmCjNuaph9ksQxU7TPRopHv20iqekBLnHOPWlmE4G5ZjYn+Nt3nHPXlM9sZkcB5wFHA68B/mhmhznnehMtdUBBrEgG6W51/HTxFI9IiZ2SbE6cYNNx51xsNe5Ny06sIXZSU1d2Yn3nixSCc9CbUGIn59xqYHXwfKuZLQD2H+Et5wA3O+d2AS+Z2SLgZODhphe2AjUnFskI9d+MXxoXhj42J25kP2RxyKC4xonNiqIlsvJdno6tOKiLgchgfa4llgewt5k9Ufa4uNo6zWwGcDzwaDDp42Y2z8xuMLMpwbT9gRVlb1vJyEFvUymIFckIDbHTXNqn9Wlkv+V1nze6XUk0r8zrvs+TIjazLcp2iiTkVefczLLHdZVmMrMJwK+ATzvntgA/AA4BjqNUU/ut/lkrvD21k1bNiUUySD/04quaiZ1SujCvmZ24nj6xCZQ/jmCzkXLq5pmISHIclug4sWY2mlIA+1Pn3K8BnHNry/7+I+D24OVK4ICyt08HViVU1GFUEyuSEWpyFT810S4p2rY3+/zJwv7MQhlltzx/5+tGichgCWYnNuB6YIFz7ttl0/crm+0vgT8Hz28DzjOzdjM7CDgUeCy2DY9INbEiGVHEpmVJSuriKYt9SEcydHsiJXby6ILV1z6xcZzr6hMrIiIVnAacDzxrZk8H0z4PfMDMjqPUVHgp8A8Azrn5ZnYL8BylzMYfSyszMSiIFckkXy6wRbKiGbXu1c7DLJyfYcuowDU9RWkpUpTtFAnDQWLNiZ1zD1C5n+sdI7znq8BXm1aoCBTEimSEfujjp9rt5PlwHMc1Tmyz+Np1wKeySD7pGBOhP7Ow1JDoXjKzpWb2rJk9bWZPBNP2NLM5ZvZi8P+UYLqZ2XfNbFGQ4vmEsuVcGMz/opldWDb9xGD5i4L35qvdnkhAP/QSpziPp7wcmw1lXY4xAI6lOXGlRFa6aZMpeTmvKsnztolI86QR6r/VOXecc25m8Poy4G7n3KHA3cFrgHdS6jB8KHAxpXTPmNmewBeBUygNsPvFsvGLfhDM2/++s5q/OSLJUK1hcxX5QsqnGtEk1hVXUFeE81DfO5IkHWNSeK6UnTiOR975UF99DnBj8PxG4Nyy6Te5kkeAyUG2rHcAc5xzG5xzG4E5wFnB3yY55x52pW/Bm8qWJZJ5vjYxzLI0mraqgchuPgfPcQ1L06hYhtgJ0Xxa/FPEGwg6LqXoHMllJ866pPvEOuAPZuaA/woG3Z3mnFsN4JxbbWZTg3n3B1aUvXdlMG2k6SsrTB/GzC6mVGPLtGnT6OjoaHCzxEednZ25+myfX/38wPMHHnyAPdv2TLE02dZ/bGzYsGFg2rLlyxI5XjZv3jzw3Jfjs6+vr+6ybNu2bdDrJ554gs5JnVXnX7hq4cDznTt3JrYPdvTuGHi+a9euYevd0LVh0OswZXt5x8sVp993332MbhldVzkBli5bOvB869atDe8j1zc8MFi1alWo5b7yyisDzx97/DHWT1jfUFmyKs7fk0cefYRV42oPrbh9+/aB5w8/8jAvjXkplvX7ZsHqBQPPN27Y6M33Ylh5u9YQyYqkg9jTnHOrgkB1jpk9P8K8lW4huDqmD59YCp6vA5g5c6abPXv2iIWWbOro6CBPn+2iJxfBC6Xnp556KvtO2DfdAmVY/7Gx58o9YWNp2oEHHpjI8bLHkj1gS+l56sfnfaX/rMXqLsv4BeOhLI498cQTOWn/k6rO//wTz8OLpeftY9oT2wdbd22FB0rP29rahq13TecaeHj36zBlW7xhccUR8t785jfTPqq97rLec+89sKz0fMKECQ3vI3vAYMggCPvtt1+o5e69dm94tfT8pJNO4g3T3tBQWbKqod+T+wa/POXkUzh878Nrvm3c/HEQxLGzZs1ixuQZ9a3fc4ufXDzw2zZ5yuT0vxcjytu1hqSvCE2B45Boc2Ln3Krg/3XAbyj1aV3bP6hu8P+6YPaVwAFlb58OrKoxfXqF6SK54ENW17wpYnO9uA1tHp2F5oCxjZuawLbG0pw4riGFdI7Eop4uBXne91n4zhBJSv8QO+oTW1tiQayZjTezif3PgbcDfwZuA/ozDF8I/C54fhtwQZCleBawOWh2fBfwdjObEiR0ejtwV/C3rWY2K8hKfEHZskRyRT/64ouG+o6m1Sc2RGInX/rENksWylh0eQ5cq9FxKSJhJdmceBrwm+AO5CjgZ865O83sceAWM7sIWA68P5j/DuBsYBGlBjUfBnDObTCzLwOPB/Nd5Zzr78z0UeDHwFjg98FDJBdUa9hcRb548jnBUhbXFadYhthpZLig8u+djO7DPMjzvlcrI5HBilCLGofEgljn3BLg2ArT1wNnVJjugI9VWdYNwA0Vpj8BHNNwYUU8l+cLmiTpgil+tfapD/s8TLbeRjIYxzpObJPOdR8+h6LSvheRahzFaAocBx+G2BGREHTh01yJDbHjYdr7RgKlRoYM8qk5sU/iLp/v2yu1FQ2Q/pAAACAASURBVOUz1A1aEQkr6ezEIlInNSduriJfPGWh5rBRUWuIfekT26xzvZ4y6nsnWb6eS3HTb5vIYEUY4zUOCmJFMqgoFzfNpv2YrrT2f7OzE+fpQjxP2+KLurIT67tKpBic+sSGpebEIhmh5BfNpX2aPJ+aE9fTJzYJsQyxU6kPcB373pd9Ivky6LdNx5iIhKSaWJGMUJbQ5tI+jUfNZrse1L42uwxZaE4s6anrBkJBjoOibKdINf3jxEptCmJFMkg/9PFIYz82kgipWXwILNMWZ5/YRsW9X8LUPIcpi753klWU/e3T94CIDxTEhqPmxCIZoSZXzVWUC8Zmy8KxGddnneUhdiRbinIcFGU7RaRxqokVyQjViOTD0L7NPtbMJiXJ47jWTSBf+8TGIcz21rscERGJj8aJDU9BrEgG6WIyHmn3M3Y4L8eNjSJq+YtwAyZPfWLTXr+U5PlzUNJCkcGcgthQ1JxYJCP0Q99cSe1TH2vU4xwTNcqyUuuLW6mPaB19YpMof7PWoeRC/ivizcoibrOI1Ec1sSIZpB/67IojEHDOcc/PHuDn3/g1G9ds5ujTDueir32Q1x51QH3L8yiYbNq6Ita6N7JPGt0uBYsyVJ6/8/O8bSL16Mt4C62kKIgVyQgfa/CyLu1kWfWu8+Zv/Iaffe3X7Ny2C4BH/mcuT9/7Z/7z8auZfthr4ixiZFm9IPW13M061+vKTuzpPpL80G+bFJ1zyk4clpoTi2RE2gGXxKPRmxE7t+/ip1/dHcD2L2fX9i7+71d+FUsZo2ikT6/PNcCNzBNrn9gGl6WgIB/y/Dnqt01E6qGaWJEMyvMFTVrS2Kf1XLCtXrKWltbh9x/7evtY8MgLcRSrqXwIXCtm6y3YOaU+sf7T/hYpJiV2CkdBrEhGqFlf/NLYp41emO71min0dPVU/Nt+B01taNlxiJTYKaWL9GYnbYp1nFhlJxaK852v401EQ+yEpebEIhmh7MT5U8/nOGnPiZz+vlNoGzt60PT2cW188Ir3xVW0RBTlwjyqJJoja9+LL3Qsikg9VBMrkkH60Y9fKkPs1Pk5XvLfH6V9bBu33zgHgPaJbXz2Bx/jDW8+KpYy5lGt/V7PUEFJBIg+nes+laVoinLjUseYiJoTh6UgViQjlJ04fmknFKn3c2wb08ZnfvRRPjvt44zaNZpPnvkJ3vKOU2MuXX1q7UcfWhRk6fxp1nA9YZeroCI9Rdn3PnwniPjCoezEYak5sUhGpB1wSTzivEjrG91H14RdONPx0Kj+z2VS+6TSa0/6xPokr9uVBfrOFxEZTDWxIhmki8n4Zak58VB9ri+W5dTDbPAd40iJnRK8MA97EyjKkEFJHDMND7GjPrHiOSUtFCnjSmPFSm0KYkUyQj/u8Ut7n8YVBNW7HMNS3Qc+NSfu3w/9QXkjZYtzbFefblilfb7kRT370afjoJmKsp0iI+lrYPz1IlFzYpEM0sVk/NIYYiftmtihtaj1yOJFZ1w1sVWXn4F9ErpPbAa2Ja+070VEqlMQK5IRvtbO5EWW92kczYm//fC3YyhJiMROKTUdDJtwaqAmNkTZkih/nLW6jcryOeKTem6U5PnGpfI9iOzmKGUnjuORdwpiRTJC/Ybil8ZFeTOyTMcRxF7yh0vqel8ctblJG2m/x1ITm4HzMwtlFBEpHqPPxfPIOwWxIhmkGpH4pTLETkzrrHc5cQRsQ0VK7JRWn9gRxomNo09snBoeYifGxFAKfNPjy/HYDBo+TkTqocROIhmhJlfNlVh24iY0C08zO3FWhN3XPvSJTSJwVLCQnrCfaRG/54u4zSJD6es5HAWxIhmhu9X50IyLtCwFsT7cjKmYnbiePrEFOw+Ltr0+yXNwp+NKZLAi9GeNg4JYkQzK8wVNHNYtf4XrPvd/efzOp2gf1867Lz6TD3z+vYxuGz1ovrSbSqb+OfbBPs+/hv3mHUhfax9PvPEZTvyLNzTUzzXKNvnUnLifb31iG67VrfL+0LWBCjAkQTreRCQsBbEiGaHsxOFs2bCVf5p5KVs3dNLX59i+ZQe/+LfbWPT0Uq767aVpF68pn2Nd2U6d45hfnsKURVMZ1T0Kh+NL7/s33vX3Z/KP3/5QLOXySdisyb71ifVJ6jddcqLe87UIdIxJ0TmnmtiwlNhJJIP0Q1/d7//7bnZs20Vf3+591LWji7lz5rFi4ctV35d2puJG1FNz+kzHfPYMAlgoXVjv3LaL//mvOax8YVXdZYmU2MnD47g/wGhkiJ1Yh7WJMTHToOkFCYrEfz5+D4ikSdmJw1EQK5IR6hMbznMPv0DXjq5h00eNbmXJvOWDpqXRP7MZ66mnZufRO56kpbt1+B+cY+6ceTGUym9Dz6GhfWLT5FOrC33vxK+eptxFCfR0jIlIWApiRTKiiBc09Zhx9AGMbhveU6Kvt4/XHDIthRJVl+YF24TJ43CtwxNCtY5qZdyksaGXEzWATisoGha0VjmHBmpiGyibT+dno31iRZpNv20ig5WaFDf+yDsFsSIZpLvV1b37H9/OqPbBQezotlHMOOZADj3h4KrvS2WInRSbE5/xt2/GWeX1n3buyXWXJVJiJ48uWIf2iQ31ngSOGZ/2kaRH3/kixeGcxfLIOwWxIhmRdibdrNhn+l5cc8+VzDj2AFyLo2WUceq5J/P1318xbN60MxKnmdhp3xlTWfjep+gd3UN3ezc97d2M32McX/6fyxg3MXxNbFaPxWr7Pkqf2KjLTntZ9SxXtWTSbGqyLrKbI54AtghBrLITi2SET/3kfHfYiYdw4L9P4YY/fBfX2sddV91S8z1ZvkCvtx/nq8esZs0hK5mydB9cq2PpDxcxcdyEhsoSKbFTks2Jh3y+VZsTe9AnNk5ZPq7zKuxNJ924FBGpTkGsSAbpgqa2US2j6GvrDT1/YomdmtGcuM6xTQ2jr62X9YetAaB1dPTGOZH7xHp6A2YgsZMHfWKTCF7qWa6vn13W6Pu7Ou0bEXJ9FphZO3AQMBnYBCx1zu2sZ1kKYkUyQk2uopnYPrHmPGnvx7TXP1TS5UnzgrVqc+IofWIzcKnR6GeahW0sAt++K+KkVkYiZXI4TqyZjQU+CJwPnAK0lf2528weBW4Cfu6c2x52ueoTK5IR6psWTXtre6T5E0vs5FETwaEBWxzlSXubqqmVnXggsZP6xFZ/j6efrYiI+MnM/gl4CbgOeDPQDljZow04Pfj7kmD+UBTEimSQ7lbXFrVvYxEv0Ic2BU68JtbD49i3PrFFPC6lpCg3Ln26sSfiBRfTowYzO8DM7jWzBWY238w+FUzf08zmmNmLwf9TgulmZt81s0VmNs/MTgixNdcCU4HngG8A7wVOBA4N/n9vMH1BMN/3QiwTUHNikczQD338UslO7HHTuaT3h0/NievpE5uFMVirlUV9YsVHOsZEEm1O3ANc4px70swmAnPNbA7wIeBu59w3zOwy4DLgUuCdlILPQyk1C/5B8P9Ifgb8m3PumSp/fwr4LfB5MzseuCRs4VUTKyJCtpsTx7acGPZBrWWkFeAlmZ244X6oHt3oSHv9UpLnzyHP2ybiM+fcaufck8HzrZRqQ/cHzgFuDGa7ETg3eH4OcJMreQSYbGb71VjH/x4hgB0671POuf8dtvyqiRXJCJ8ubLOg3oy9SfLtc0y8JjbF7a/WRzaOPrE+qVpbrD6x4iEdYyIQ40/j3mb2RNnr65xz11Wa0cxmAMcDjwLTnHOrS2Vxq81sajDb/sCKsretDKatjq3EESReE2tmrWb2lJndHrw+yMweDdpd/8LM2oLp7cHrRcHfZ5Qt4/Jg+kIze0fZ9LOCaYuC6m+R3FBz4vil0eesGYFbvcscltgpjprYjB+bsdTExrgPsr4/pX76zhcpHkepOXEcD+BV59zMske1AHYC8Cvg0865LSMUr9IPZENfTmZ2sJm918yuivreNJoTf4pSdXW/q4HvOOcOBTYCFwXTLwI2OudeB3wnmA8zOwo4DzgaOAv4zyAwbgW+T6m99lHAB4J5RXLHtxo8H0VO7JTCPvXtwrTP9UV+TyNBX5LbXzM7cT19YhMof7OGyAlbdg3tJc2mY0wkPWY2mlIA+1Pn3K+DyWv7mwkH/68Lpq8EDih7+3RgVZXlHmNmvzezn5vZVDNrM7MTzOzvguRQ95vZJuBF4FZ2x3+hJRrEmtl04F3AfwevDXgbpcLD8HbX/e2xbwXOCOY/B7jZObfLOfcSsAg4OXgscs4tcc51ATcH84rkQlEyVcbF1+bEPl+wJR2U+dScuJ8PfWJFhirKMaXfNik8BziL51FDEFddDyxwzn277E+3ARcGzy8Eflc2/YIgS/EsYHN/s+MKbgJuAf4LeB7oBJ4ArgIOBx4HJgB/DezhnNs/9D4KJN0n9t+BzwETg9d7AZuccz3B6/621VDW7to512Nmm4P59wceKVtm+XuGttOulTFLJDN8Dn6yKu3mer5dsNXVT7JKlt+s8alPbBLHpfrEpier50izaH+IDJbgKXEacD7wrJk9HUz7PKUhb24xs4uA5cD7g7/dAZxNqQJxO/DhEZY9gVIt7cvApGCZ/+ac29w/g5l9klIAvbWewicWxJrZu4F1zrm5Zja7f3KFWV2Nv1WbXqlWueJhYGYXAxcDTJs2jY6OjuoFl8zq7OzM1We7bNmygefPzHuG9pXtKZbGfwvXLBx4PvQ46D82tmzZ3fVjzdo1iRwv27dvH3j+8MMPs2TMkoaXuXLVyrrK3tc7uPnwAw8+wJS2KZGW0dnZOej1vHnzGPvy2KrzL16xeOC5cy6xc3TtzrWDXt//p/sZ27q7nIs6FwG7P58wZVu4dWHF6Q8/8jDLxi6r+LcwVqzYfT+2u7u7oX3U2dNZcfr69etDLXfjxo0Dz5955hnaVrTVXZYsi/P35LHHHmPt+LU159u5c+fA87lPzmXX4l2xrN83S5bv/g7cvn175n6383atIcXhnHuAynEVwBkV5nfAx0Iu/p8oVV5uoBQofwY4xcwucc7Nq6O4wyRZE3sa8B4zOxsYQykq/3dK6ZlHBbWx5W2r+9tdrzSzUcAelHbESO2xQ7XTDjo2Xwcwc+ZMN3v27IY3TvzT0dFBnj7bOb1zSvfDgNe//vXMPnR2quXx3dKnl0IQYww9DvqPjUmLJkFw/2/a1GmJHC9jnh0DO0rPZ82axWsnv7b+hd1X+m//1+xfV9lHPTwKuna/PvXUU5k2YVqkZUx8YWKpkVDg9W8Y+dic+9Bc6L9mteGfTbMs37y8lHMx8KY3vYmJ7RMHXu+xeg+YCxPGTyjdX6Z22SaumghPDp8+a9YsDp5ycN1lvb3r9tIvHTBq1KiG9tHmnZvhweHT99xrz1DLnbxsMmwqPT/22GOZfUj9Zcmyhn5P7hv88pRTTuGIvY+o+bb2J9sHzs8TTjiBUw84tb71e+6hPz0EL5Wejxk7JnO/23m71hAP5KBxgnPuj8Ax/a/N7GZK/V7vNLO7gC80uo7E+sQ65y53zk13zs2glJjpHufc3wL3An8VzDa03XV/e+y/CuZ3wfTzguzFB1EacPcxSm2rDw2yHbcF67gtgU0TSUTaTV/zKO1+xr59jkUaYqea/j6xjeyLOLer0c8k1kzJHn5eRaF9L1IU8WQmdiH6xCYpGFv2v4EjKFVKzqcUh46ud5lpZCce6lLgM2a2iFKf1+uD6dcDewXTPwNcBuCcm0+po/BzwJ3Ax5xzvUFN7seBuyhlP74lmFckd3RBU5u3iZ2akNio7iF2huyjJI6rtG7G1MxOPKRPbKhlenYTIoqwn3WWt1GyR79tIvnmnNvinLuEUt6iPwB3m9llZjY+6rKSTuwEgHOuA+gIni+hlFl46Dw72d2ReOjfvgp8tcL0Oyh1OhbJnbRrDfNOF0/xHFdZ2Y+1shM3sh0N157GeKNj6bMref2vTmPiK5PZOnUjL71pPp1TN9d+Y6Vy6XsnFvXcQMjzvtdvm8gQBTgNnHMLgXcGOZO+RanCcmqUZaQSxIpIY7ISKPgujYvEZqwzruXUM05sVtUaJ9YXjXy2f37web5w9jVM3TmdFtfC2A0T2GfR/sz94L24Q/UdIiLiHYd3TYEbYWavc84tqvZ359ztZvYH4FPB/Ic6514Ms2wfmhOLSAhFuStfj57uHl6Yu5iVL+zO5RbHeJ/N5tvNiDjK4+uxGbZcvvWJbcR//vNNdO3oosWVfupbXAut3aM4/A8nhF6GL+P6Fl2e972GjxPJtQVm9isz+0szG1NlnhZgsZn9hlJf2VBUEyuSEbqYrOxPv3qEb/39D+jrdfT19vKaQ/blS7/9XOTlJLVPfWo6NzTQT6I8lcaVTeOGQ7U+spH6xCbRh7jOdTjnWPxM5WF+Jq2ZgnNbKv5Nmi8LN9hEJEX5usRbC/wlcC7QY2bPAUspjQ0xEZgBHEUpJjVK48qGoppYkQxKO/jxxdL5K7j6gu+xbdN2dmzdwa7tXSydv4LPnXkVhGgZq5sBgxVpf1Q7h+IIMOLMKFzvssyM8XuMq/i37jHdDZdLms+nG17NVJTtFAnPYnp44XWUkvOupJSJ+FjgHOBvg/+PDaavBi6nNOpMKApiRTJCTa6G+58f3EV3V8+gaa7PsfnVLbwyb2OkZaXSJ9a37MR17INGMxwntt9Dlsu3PrGNOPfj76BtbNugab2je1h+8vOh97uCivjp+7s67RuRfHHO7XTOfRM4CDgT+ApwK3A38Cvg68BZwGudc1cHiX1Dqbs5sZntTymr8Hzn3Av1LkdEwtHd6uFeXbmBvt7hVa5mxs71uyItS82J07mAdM6lcsO4UrPmSvOMVDNb7fOLdZzYBpb1t1e8lzWr13HXj++jr7WXlr4WXn7DEl46dQGHc2CiZZHGaN+LFEgOT3fnXB9wT/CIRegg1sy+DrwPuIBSO+aHgAlAr5m91zl3e1yFEpGR6YKmZOZZxzH3j/PYtX1wwNq9q4d93jAFHhz5/WkHkbHVxKaY5bjaeKu+87k5cVxaW1u46Ft/wxV7fJqxmyewY3InPUFTYn2HiC+UtFBkCJ0GoURpTnwWMB14Cvg7Sp1xjVIgfGn8RRORcvqhH+4vLngLUw/cm9Fjdt+PGzO+nXM+fhbjpo4dmBbmgj3LQ+zEJZFERSkFvbXWU+nvPnw+cfSv7RnbzdZ9Nw4EsJHe71HLgaLx+buiWXRzRUTCihLEvhZY5pzbBZxIKXvUgcCrlLJKiUgTKTvxcGPGtXPto1/nf/3L29my70Y2vHYdn/vxx7n4m+dHvvjWPq1vnNis9iGt9nlb8K+RZTR6LCVxrhclKBL/6btXpIwDnMXzyLkofWLHADuC54cBTzjnVprZcuDo2EsmIhLCuIljOfezZ/FPrX8HwOnvmwUMvkjvc3202PB7dqn1AU1x/eXiSOw0VOTETintg2E1wlX6xGY0Rh/gS/9caUxR9r1urohAQU73hkWpiX0ZOMbMfgRMA54Jpu8DrIu7YCIyWBGbloVV3o+xt68XiB4sprFPY+vLmnKW44bWmVJ24qo1sWYN94uNc5uatX+KEhSJ//R7JiL1iBLE/oJSze1FlCq7f2lm+1HqJ/vMSG8UkXjpAnSw8v3R01cacsfXoN/noZKS2E++bXM/X/vEps3X86gIitgf2dfvB5FEuZgeORelOfG/AmsoNSW+3Tk3z8xeD3wNuK8ZhROR3Yp4QRNW+f7o7uumnfZB+6taX880AspmrMenGt2oZfGlOXG/SH1iqyzDpya8Vcuo7xDxkI5LEXLVn9XMbgg5q3POXRRl2VGC2DcBDzjnri1b27Nm9gLQGmWlIhKdzzV4aSvfH929wzOw5r05cb2GjROb4wvIWn1gq/aJTYFqP2WoPH/n53nbRIQPUbte2IJ5mhbEdgAPA6dVmH5SxGWJSAN0YTtYeU1rd18wDqangYBPNyOGJXaKoyY2amInjz4bKOsT20CxfNqmRjMo+5SITPJPx5gIWL5Og+U0qXFz1MCzUv32lCrTRSRGupisbmgmYiBUc+JBy8hxUqOwUqmN9qC2s9LratMG/T2JcXV1rheWrzfi4laU7RQJJWf9WZ1zM5q17JpBrJktKXt5/JDX4yhlJ94cd8FEZDD90FdXKcAPU+OZRj/jpvSJrXOZQ5sT1zVObMRMvmkdu6GzE5f1ia13v8baJ7bB/RVnn1h974iISCPMrI1Sq97XMLg7qnPO/STKssLUxM7oXzjQXva63B+jrFREGqPamcFq1cT6evHdyOfYjO1LJbFTWkHtCH1kGx1iJ098PXeKJs/f+WplJFLOcpXYqZyZHQrMAQ6o8GcHxB7E3hj8fyHwCnBH2d+2A88DYTNPiUidshCUpaXSvqkU2IZdRjM1o0Y9zeXk7aKzPICt2Zy4SZl/k7ior2e5efusxT/6bRMhV82Jh/gGcGBcC6sZxDrnPgxgZm8F5va/FpH06GJysJo1sdWaE6fcB7ShmtgmJIhKJbFTCjcPKq23/O9hh9jJAn1XZJduXIpIzrwJ6AHeSalG9ingm8D3gPOiLqwl7IzOuRnOufdFXYGIxEN9Yqur2Sc2xP7K2j6N4wJ3WHbiOpYTuU+sJ0HVSOPEDsyTgz6xjS5XgZQ0m08Z20W84GJ6+GcKsMA5dzelEnY7534BrAE+H3VhobMTm9l44DLgDGAagzMSO+fcIVFXLiLhqd9QdeXNhX3PThzXzQhfa2Ijr9OTX1pf+8Q2+pn4sn+lMfrOFymQ/J7uW9ldgdoJHGFmp1BqYhw5jowyxM4PgQ8Gz4f+wud3d4t4SBemg1UKDKNmJ05D2omdhgZrcRxXkRM7JXXzIGx24ih9Yj1qph6V+sSKL1TbL1IYy4FDzKwVeBZ4I/BQ8LeXoi4sShD7ruD/ucBCSm2aRSQhanJVXa1aV5+aEzfjgq2eoXGgQnPiAh1XI+37tPvE+tR1IO31S0lRPocifQeJVOQgr9mJgZ8CbwEOA74K/AZoA3qBK6MuLEoQuxPY4Jw7OepKRKRxultdXaUA39fmxHFpxk2NeoPhcpETO3lyLFcqhw99YhsVZ22xL59VURRlfxdlO0XCspyeEs65a4BrgpcLzOxI4HhgvnNuYdTlhU7sBFwH7G1m+0ZdiYjEy6eLZB9UClhDNSdOIztxTMFnU8aJTWB/+HLBWrU5MRa6T2yzhtiRfNNQVtXp3BEpDufcS865X9cTwEK0mtiDgLHA82Z2D7BpcDncRfUUQETC8amJoW9qDrGTw+bEuUnslNYQO0NfVyiHL+eZc67uZFNVA+2Q+10J5SRJOsZEyG2mITNbMsKfIycJjhLEnk9pt04CzikvUzBdQaxIE+lisrpKgWGlwNY3adfE1grs4lhm3PPHZaTETo32idX5KXHz5YZKM+h8ESmMGRWmOXbHkpFECWKX17MCEYlfni9o6lGzJjZEduK0agTjWE5cfTfrWU7aSZDiUk+f2GYdM8M+F1zd+9mnpvRSEvazLGJwp+NSJNduHPJ6D0qJniYBN0ddWOgg1jk3I+rCRSQ++nGvrrymdSCxU8Sa2LT7xzYirprmWGpiIwZ+qQ2xU2Vbo/SJrbqumI8l59zwge1SoO+g9OQ5oNVxJTJYjhM7fXjoNDPbE3gGWBl1eVESO4mIJ/J8QVOPiomdPM3mHFftb1OaE9czdqhH+zaKMMF0VrctjNB9YnO8D9KifVqdfttEAGfxPDLAObcBeBn4UNT3hq6JjbszrohE00jQsmX9VlpaW5gweXzcxfJCpaRXUbMTp5LUKOXETmFrJ5vJtwt6H/vExnWcNFwOBRip8e08iZOvNxxFJF5mdsOQSa3AIcDJwMaoy4vSJ3ZGhWl1d8YVkWjqCVqWzFvG1Rd8j+XPvwzOccSsQ7n8J59k6oH7NKuYqahVE+tTYqfY+sQ2oSa2nv00NOCLnNjJl+zE9fSJzfBPX5bLXhT6jEQKyJHnqOpDDN+6/ouI26MuLEoQG2tnXBGpX5iLm60bO/nMW/6VbZu3D0x77qEX+PTp/4efLP4+raNam1nERFUK8KMOSZTKEDuNNCduQi1ykWra4hgntuqyGzyW4mjmHcd7h75fQVV6inJuFmU7RUaU39NgaJJgB6wD7ga+HnVhURI7xdoZV0SiiRr8/PH/3k9Pd8+gaX29fXRu2sbjdz7NrHefGHsZ01Kr1tWn7MSD1t9IM9E4amJTaE7cjGF94uBzn9hmlEPBgvhCY6CLDJbjxE4z4lxeQ4mdGumMKyLRRP2hf/nFNeza3jVsem93L2teWhdr2dJWsU9sBpoTxxVI1Lt9cdb4xbmMZgidnbisT2y9Q+z4tA/UJ9Y/RUqgJiLSLFESO8XaGVdE6hfmIuioNx7GH358Lzs6dw6a3tLawmEzD25W0VJRHsQN9In1tDlxXHKT2CmlwGikbW+0OXHcmrGPwn7WWTsv8qQoNw3SbhEj4p0cnQY1EgOXi5wkOEqf2A8RY2dcEYkmalB2+vtO4SdfuoXVS9fR29ULQNvYNg4/6XUcOeuwppUzDZUugsJcGKWRnTiuPobN6KsYS01sRn59RxonttY89S67Xr7sU1/KUURFCe50jImQqyCWyomBy9WdJDhKEBtrZ1wRiSbq3erRbaP57sNf498v+yFzft5BX0sf5//z+znv0nNjq2nauHYT99/6CF07ujj5XSfw2iOnx7LcqMovfCrVxPrUnLhc2omd0uifmlbtb631lJcr7BA7zSp7nAFLFpo8S7EpcBXJtfLEwAa8D9gFdASv3wKMA26JuuAoiZ1mRF24iDRH2B/9iVMm8L6vnM2/vuazADzwxTtiK8P9tz7M1RdeC0BfTy8//uIvOPfjZ/H3V58f2zrCqlQrGbWmMo1gKu2a2GEBZRrJrTxpTtyv/AZPXM20G5VmwKmmnn4oSqCnY0yKzly+EjuVJwY2sy8A3cCRzrlXgmn7AC9QyrEUff4rdgAAIABJREFUSeTETmZ2tJldGDyOjvp+EalPvTVvLdZQ/raKtm3exjcvvJauHV107eiip7uXrh1d/O77dzH/oYWxr6+WWjWxPtVGxTYcjicJoobW6mflInSkWmjf+sQ2olrwU5SgyEfqjywiI3IWz8M/HwPW9QewAMHztcBHoi4sSmKnUcBNwN8Mmf5z4ELnXG/UlYtIfaJc3DQjiH3s90/TMmr4crt2dHH3T+/n6FMPj32dI6nVJzZMcJblgDa27MRpJHZKqgY85L5Wn9jqfClHEWXl5lA9NBaxSGFMAKaa2TXAL4Np7wcOA7ZFXViUPrGfA86rMP0DwHzUL1akqept1teMILb6+l3q4636np04b82JfchwXI+Rtj10n9gUkoElvcysfJ6SD3kO1kVCy+9p8D+UYsl/Dh7lbou6sChXtxdQ2q1XA8cGj29S6pR7Qa03m9kYM3vMzJ4xs/lm9qVg+kFm9qiZvWhmvzCztmB6e/B6UfD3GWXLujyYvtDM3lE2/axg2iIzuyzCtol4r97gp/yCPK4ERyeddRy9PcOX1T6unbd94PRY1hFFzT6xIbITp6GQiZ2GrjOtPrHVshN70CfW17FdFWCkJ+3vqmbK87aJ1KO/X2yjDw/9I3Arpdix/PEr4KNRFxYliJ0BvOCcu9w592zwuIxSZ9yDQrx/F/A259yxwHHAWWY2i1JQ/B3n3KGUxpu9KJj/ImCjc+51wHeC+TCzoyhF8UcDZwH/aWatZtYKfB94J3AU8IFgXpHciXIxWX6B0NsXT6v/iVMm8Jkf/SNtY9vobe2lz/oYPXYUZ334rRzzpiNiWUcUlcaJrfb3arJWq+bLEDuN9h/1JTtxOd+2qRn7SIGD/4p400DHpUhyzOwGM1tnZn8um3almb1sZk8Hj7PL/laxEjEs59wW59xfA4cA5wSP1znn3u+c2xJ1eVGaE++k1I55Uv+KzGwPYCqwI0TBHdAZvBwdPBzwNuCDwfQbgSuBH1DasCuD6bcC11rpyuIc4Gbn3C7gJTNbBJwczLfIObckKNvNwbzPRdhGEW/VG7SUv6+nr4fRraNjKc8ZHzyd159+JCd95FRae1r51ueu5i/f8Z5Ylh1VpVpJX5sTx7XOWGpim9AUOCsX3mG2veawPBm44G60jFn5PLMkjmb7eaIM2CJDJHca/Bi4llLOo3Lfcc5dUz5hSCXia4A/mtlh9eREcs69BLxUV4nLRAliHwXOBOaZ2Z2UdvE7gT2AP4RZQFBbOhd4HaVa08XAJudcTzDLSmD/4Pn+wAoA51yPmW0G9gqmP1K22PL3rBgy/ZQq5bgYuBhg2rRpdHR0hCm+ZExnZ2euPts1a9cMPF+8ZDEdPR2h3rd8+/KB5x33dzC2dWys5Vp+6osArNq5IrX9/dTGp3Y/f+YpRq8YzUtLd38/Pv7E43RO6hx43X9sbN++fWDa5s2bEyl/eW34008/zajlUb6Gd1u/a/3A840bN9ZV9qE18/Oencek1ZMiLWPLlsE3Txc8v4COjdXLUv65ADz40IPs075PpHXWY3Hn4kGvH3/icTZO2Djwet6GeQBs3LCRnu7ST9KDDz7IlLYpVZf59ManK05/8skn6VnSU/FvYby8avBIA/fffz/jRo2rb1k7Ko9asGXLllDHTGfn7vPmuQXPjfjZ5lmcvyePP/446yesrzlfT8/uY+jP8//MXuv2imX9vlm5cuXAc+dc5n6383atISlLsCmwc+7+8u6aNVSrRHx4pDeZ2Q2UKhm/FjwfoTjuohH+PkyUq6cvA28FDgT+vr9sQE/wt5qCaP04M5sM/AY4stJsZcuu9Ldq0ys1ja54GDjnrgOuA5g5c6abPXv2yAWXTOro6CBPn+2PNvwI1pWeH3TQQcw+fXao9z3/6vPweOn5G097I5PHTI63YPeV/jvu+OM47cDT4l12SH0v9UEpBuENb3gDs183u3RRsaw07YQTTuCU6bvvafUfG2OfHTvQjmTSpEmJHC8tD7ZA0Lr5Dce+gdmH1LfO1VtXD9zOmzS5vrKXlwXgmGOOYfYR0ZYzadEk2Lr79RFHHMHsY6sv476O+wY+F4BT33gq+0/av+r8cZmyZkrpFmrgxBNP5Pj9jh94vePFHfAs7LnnnozeNRq64dRTT2XahGlVl1l+3JU7/vjjOf219fcNv2XbLbBq9+s3nf4mJrVHu7nQ78X1L8Jjw6dPnDgx1DEzYeGEgTZURx555IifbZ419Hty3+CXJ510Eq+f9vqabxv1yCgI7jMdffTRzD6qzvV77nc7f7d7hEgjc7/bebvWEAE+bmYXAE8AlzjnNjJyJeJIPkQp0P1a8LxSbGbB9EhBbOg+sc65B4C3A3+i1LR4J3A/cKZz7qEoK3XObQI6gFnA5GD4HoDp7P7pXgkcAAPD++wBbCifPuQ91aaL5EK9Ta6SaqqVZtPKSsPp+Dpsg0/jxA59X1yJvyKVwaPPBkr9YcP2iW1WwrAkmlTWU0Y19UyWb+dGsxRlO0VCczE9YG8ze6LscXGItf+AUp/V44DVwLeC6dUqEWtZDqwpe17psSz4P5KaNbFmdjjwDuBZ59y9wFvK/vZWSjWr65xzz9dYzj5At3Nuk5mNpdQ0+WrgXuCvgJuBC4HfBW+5LXj9cPD3e5xzzsxuA35mZt+m1Cb7UEr3mQ041MwOonRP7zx297UVKaxaSY+asZ6k1ewTGyLYSGWInUayE8cxxI4HmYJ9yU5cT5/YpKQZPPqyD4quKDcQirKdIiOK7zR41Tk3M9KqnVvb/9zMfgTcHrysq7LQOTej0vM4hKmJ/Syl7MCVrlB7gH8P5qllP+BeM5tHqXHjHOfc7cClwGeCttV7AdcH818P7BVM/wxwGYBzbj5wC6WETXcCH3PO9Qb9aj8O3AUsAG4J5hXJhXoDrkpjqDZDqkFsDDWxaY9v28h7ldiptrABu2EDYyunNcTOsOXFdJwMml5PciEFtLHQfhzM11YzIkVkZvuVvfxLoD9z8W3AecEQqAexuxIxyrJfa2anmtlewetPmdnvzOyqsla5oYV5w5spJV+6b+gfnHN/MrP1wOxaC3HOzQOOrzB9CbuzC5dP3wm8v8qyvgp8tcL0O4A7apVFJItiaU7cxAuENIPYSrXNSQXvUcXVvNuXIXYaXqcnF63l294/trJPx40Umy/niYg0X1KJnczs55RiuL3NbCXwRWC2mR1HqT54KfAPUKpENLP+SsQegkrEiKv8DqUEUcea2ZnBa4B3A63AFVEWFiaInU5pLNhqVlGKxkUkIVEuaJJqTuxLk8f+52GCxbzUANRdYxiiSW0tNqSbTFaGpalWjvI+sfVuS+zjxMZ0s2PQ9JBl1PAn6SnKvvflO0GkaJxzH6gw+foK0/rnr1iJGMFxwAbn3J/N7FJKgfK9lIZbfT8Rg9gwzYm7gIOC4XEGCabNCOYRkSaqt/loYZsTp9DfNYy4yhXH5+pFYqeELs6HNZ0eoSl1f2DuS39dX/hariIo0r7Pc8AuUnD7sns41KOBp5xzZwILCZfpeJAwQexzwAQqR95fBiZS6oMqIk1Ub61heWCS2+zENQL8MNudtaRGviR2ytvF9aA+sfXuV4/6xFZdZh1lVPPq9GjfixSIi+nhn53AnmY2hlIr3ueC6V1Ad9SFhWlO/EtKQ+F81sz6h9hxwJso9XF1wC+irlhE6ldvn9hC1cSGCPJSyU4cUxPmuLIcV1tm3cuIWJa0guCRAvj+5sS1jum0apEjvbfB/duM46zo6rpZlON9X6lVxNBuCiKF4ZLrE5uC54A3UhpyZxzwaDB9OrtraEMLE8R+HzifUjvmY4NHPwOeBP4z6opFJJo4shPnNbFTxT6xCTWjjqoZSZjiqjGs50I56sVmHOusR+jsxGYNNyfOQu10PWX06TwqAl+7RDSbc67yiJQiknVfAX4LTAIWAz8xs1OAKcBvoi6sZnNi51wXpQ63Pwd6KX21WPD8Z8CZwTwi0kT1JvlIKrFTmmrWxOaxOXEMNWRDL4zzenxUMlJSq7CJnZLSUI19jMe1L/ujiHJdE6vjSmSwnDYnds7dSanv60zgGOfcFkq1s4cC/xJ1eaHG5HHObQL+1sw+ChxGKYhdGKxcRBIWqSY2oebEaaoU0EWtxchac+JBy/RoOVGX4dsFbJRxYuMcg3Wk9zcjgAm7zCJ8f2SBb+dJMxVpW0UqyvEp4JxbD6wve70V2FrPsiINLBsErU/UsyIRaUwc2Ynzeje/4jixEYfYSUNciZ3iCi7S3h/NVDM7cU7HiY0zIMjz8eG7PO/7PG+biAxmZjOAyynlW3oRuAZ4O/Ar59z8KMuKFMSKSHriyE4c90W5L+MYVto3kWtiU+qbGcdy4koUk0piJ8+GsYkyTmzUZderKdmJ1Sc2NXWN0ZvnqpkhFNRKkRn5TexkZkcCDwJ7UNrUbZQyE18J7AN8IsrywgyxIyKe8SU7sS+JRyolcfIlwB5JXH0d61lOpfckEaSM1Bc1TT6NE+sTX87xoivSsajjTAovp31igW8Ak9k9tA7OuSeBjcDsqAtTTayIx5Y9t4L/+eEfeGXlerr2gZZ9Wugb3RetT2wTL0J96S9XKWANk5047Qv0ZiV2Wr96Izd/4zfMnTOPPfedzPv/5T2ccvYJTS2P70JnJyZ8TWxSzdTjanbe6DJVE5uePAd2ed42ERnkLZSG1zmR0pix/VYAM6IuTEGsiKf+9OtHufr879Ld1UNfbx+0t3DypDN4/KJ7vclOXL68VJsT16qJ9aQ5caXxEONYVvlyNqzZyD8c9y9s27SNnu5eVjz/MgsfX8SHv3Ie7/3Uu6uWpdHy1LsMX5oTl5cjbGKnsMtu9P2+XOTn+SaH74q074u0rSLDuPw2JwbagJXOua7+m8WBycDoqAtTc2IRD3V3dfOti/6TXTu6SgEswC5j7MbxTH/8kGg1sQk1J/amJrZSn9icXxSVb98t19zGts3b6enuHZi2c9subrjiZnZs233jM67mxEN+iDIjzDixeah5rJpBWf0yvZd2S5GkxHlzTyQX8tuc+EXgSDP7SPB6jJl9FjgQWBh1YQpiRTy0ZN5y+vqGfwO19oxi2vzp3mQn9mUM2lrBdJihUJK4cArbpDXqssq3+ck58+jp6hk2f+uoFpY/t3LkZcZwfNQclialC9Yo2xa6OXGI4yoOvtyEyUNQn1W+HAMiIg24jlJCp/+iFGYfS6mfrAOuj7owBbEiHho3cczuGtghetq7I134J5WdOM0L3ErNmqMmdkrjIrEZzYn3nr5Xxfl7unqYMm2Piu9vpDxxj4malJGa7BYhsVNcGa0lurr2vafVKnGI8+aeSC7ktCbWOfd94PvBSwseAD8M/haJglgRDx1w+P7se9BUrGVwU82e0T2sPHlx3dmJ474QGhQ8pviNWSmY9qWpc7laY5VGWlaVGva//pf30D6ufdC8o0a3cuSsw5h64D4V3x9HebJmpMROA31i6zymfRpiJ87P1JfzqIiKdG6KFJ25eB4+cs59AjgY+Gvgb4BDnHMfM7PXR12WglgRT335d5cy9YC96Wnrpruti95RvaycuZh1R77sT02sJ4Fipb5jYYL3LPc5q7Z9x731GP7p3z+EjYWetm56R/Xy+jcfxb/eeknV9/eLo09s5MROSTUnrtU0uGx/9G9Trf3RrMAizpsdVdcRtk9shs+RrCtqf+QibatIkZjZFDNrdc4tc87d6pz7JTDNzH4HPBV1ecpOLOKp/Q6exk2Lr2Wvj0yjrbOdzQesZ9ekUmKeevvENjM7sS+JnSrVxPpSixFn1tmRtu/sj5zJLyf/lFvv/g1d43dxzzW/rqt8eVZtW8sTO9WdndiT4w3i7bermtj05HnfJ3HTRiRTcnYKmNkM4DbgaGCTmX0YeIhSP9h3V3/nyBTEinhg25btLHrqJaZMm8yBR+w/ML2lpYVNr321oWVH7Rvqy7IjlaNCQJeJIXZiWmel7RvdPprOfTdHek8iiZ086f82UoKpsImdkuJNORRcpEb7XqQgPO3P2qBvAscEz6dQCl6fA04PpnUBN0VdqIJYkZT94pu/5aYrf8notlZ6eno58MjpfPX2y5kybXLV96g58ZBy1FkTm3ZzvdgSO1XYvlZr/X/snXeYXFX9/99nys6WZNN7gZCEklAkIIQmSy8iRSkWigIGEb6CgjQVfoJSBFRABCMgTQTEQpFell5CIIUkpPdsdpNs39np5/fHzJ299865/dwyM+f1PPvszJ1bzu3nc96fYnp5Hu0JOmaNAEVMrE91YkvW5yR2WuvaN+tOHJDkbZWEcOVWEtS6yAKBgBuHIW+aP458MqezARwKIIl8oqc7KaUtVlcqYmIFAh/5+MXP8NiNzyCVSKGvux/JeAprFq7HDafdrruccCdWYhQTG5TON8/OmdF5jYTMjVHWRmrxkwN+orket/Grw6qnCJutE1ttne1q298gUU1KbDXtq0DAogITO40EsJJSeh6l9FwAKwrTT6GUXmnHgAWEESsQ+Mq//vACkvGkYlo2k8XqheuwdV2b5nJWOpNuqo1BMRRZxrRVFcOXEjucFDbW/klqoubyLPdZHu7EVhM7BcSdWIIQ4tid2HHZIQ+UKRETG3z89hTxCmG0CgQqKKe/4BAG0C773gEAlNJXnaxUuBMLBD7S2cqOWYxEwuje0YOxO49m/m7lpe+mWhrEEjtW6sR63Wa9OEzL6zJwl87SrKm2EMgSGXlwPIJYF1b9vZLqxDo9p0FMkFaNVNOxr2SDXSCoYvYlhKwpfB4HALLvAEAppVOtrFAYsQKBjxx40ixsWrkF6WSm5Led95ysuZwlJdZFd+LAxMQatMOUEutHTKyLiZ3MusISMhADyuMcWt2noHVYrdSJ9WpwxM8SO3KEEusfQbtP3KSaDHaBgEXAXIF5UQNgZ9U0+XfLey2MWIHAR8644mS8/vg72NHWDprKd1Rq62O4+I/fR00sqrmcpZhYFzMIByYmluF2Z1VB8iQ7Mc+YWIPzaiWRkRN3Ykm1LDf0MkWbrRPrFbwSgPnZDsEAZs9Jtajg4roSCFRU3i3xDlzYK2HECgQ+0jhiMP6y4A585+Lvo+3DDiQb4/jH3Ecw8+DddJcLTHbiAJbYKcbEmojX9brNrrkT21FiGYmMylmNtrqdaqkTq4VpQyogce/VTjUZetW0rwJBNUApbXJjvcKIFQh8pnH4YAw7qw4vzvg3ABgasIBFJdZigiMrBFGJtZ3YqcwMOCPjwo47sZ32OE1CFJQOq506sW613a16wk4JSjuqhaAMErpNJe+bQGCZ4CVlCizCiBUIAkBtpNbS/IFRYgMYE2slsZNiHT64E7uZ2MlweXliJw/dZwNjtGplJwYHJTYg+whot0XExJYXQbqm3EYYtYJqhhT+BMaIEjsCQQCwGldoNya2YuvE2lRiy7ljaFR+QzJMjVC4z9o4Hk5jYj1zJzYYQJC3w2xiJ81tcd4nXzN/u+jJITBPJRt2XpSUEggElYdQYgWCAOCmC6abyUGCUseQVerHcmInD9rvlpuoUzdgrnViy7yzLa8TGxTlkZfbudN1BuV4lDtmnzViAEEgqFLE7W4KYcQKBAHAclmSANaJDYo7sZXETn7jZmInI4VU7k7sVHl0gl+dc71ET2bdiYNSf9gryn2AopyppmNfTfsqELCo0BI73BHuxAJBGWJJiXXRmAtMTCwj/tWUO7HHiVP0XFgtr4tT2+XuxFzqxBolQ/Kpg2o6O7G85JBfBrZLsdN21lkOg0GVSlA8XdxGuBMLBAI7CCVWIAgAlt2JA5idOMgldoLiTswTowEEo5hYt9yJrRIUo1aOk2zNTpbzan12Kbd7pJIIyjUgEAg8QNzuphBGrEAQAKwqHIHJThwQlcZIsQhK55trnViHKo0iO7GfdWIDeG7MKtNBabsdRExs8AmKp4vbBLWklEDgG+IWMIVwJxYIAoCriZ2qwZ2YpcSaSOzkZtIro+053aZR2w1jYgvLO60TW7LegHZAzbosyhM72c5OzLkHwmuww+m2g3puyw0e9ZgFAoGg2hFKrEBQhth2J+bcCWVlBfYDZkysRaWynFVIJ+vxuk6smqC4E9tJ7FTOiDqx5UU1XYvCYBdUNVQkdjKLMGIFggBgOTuxcCdWwNrHoKjEcnh2RI1ifg1jYhnus7bqxKq2Y5jYKeAdVCvZmnmWr1Es75Ji75Sgn7tKo1oSO6mpZINdIDCFuAVMIYxYgSAAuJrYycWOkJaBnIgn0dvRi2FjhyIcDnPdJgtW8ioziZ28zk6st33LyzpM2OWWO7Hddri+HYN4ZIVRH7Q6sS4cI1surcK48A1x7AWC6kEoseYQRqxAEACM4hed4KoSq1I7U8k0/nTpA3jj7++CEIJYfQwX3Xkujj23iet2S9rBUITdzMpsF66lUwxUcLPXlHAnViIvOWQ7O3FArjceBMXbohoJ4jPMDXgmvBMIBNWDMGIFggBg5PqpxlJiJxfdatUldv540V/w9j8/RCqRBgAk+1O4+8cPYMS4YdjvmH24blsOK+63HErsuJnYycq2eWYnLlfFiFlyKCCdaV71hBXTHaj3Amc4ySZeDVTTvgoETMQtYAqRnVggCABWlVjb7sQu1q9M9aTR/NQHSPWnFPMk40n8/bf/4rpdvXZYUWI9z07sVkwsY//M1olVZOP14Rh45k5sUgVXlBwyOB6a1xXv+ywgPRqhxPpHUK4BN6jkfRMI7EAon79KRyixAoEO65ZsxEcvzEdNbRRfO+MgjBw/3JXtaBkcPFQUN92J5etLdqQRiYaRTqZL5mtdt43rdtUYxcQGpfPtVhZOJ0qslURGptZbJh1SvdqUPI+HHZwqr8s+XoltG7Zj1/2ngtY4M7RFiZ1gUE3HvlyeIQKBwF88M2IJIZMAPApgLIAcgLmU0rsIIcMBPAVgZwDrAJxJKe0g+V79XQBOBBAH8H1K6WeFdZ0H4JeFVf+GUvpIYfp+AB4GUAfgRQCX0Wp68gu4Mveqx/DcvS8jk8kiHA7hwWv/jise+jGO/Pah3LelpcRqGV92S+y4GRNbM5qdwCkUIphx0K5ct1vSDiMlttLdiU1k0dUaKJHHgFZVTKyWEkucxwhzrxNr8hh1tHbiqmNuxNZ12xAiBJl0BnucOB2YCS5+VzkEYzCoGqlkw0500wQCGRTCndgkXroTZwBcQSndA8BsAJcQQmYAuAbAG5TS6QDeKHwHgBMATC/8zQFwHwAUjN4bABwI4AAANxBChhWWua8wr7Tc8R7sl6ACWfrhcjz355eR7E8hm84ilUgjlUjjzgvuQ09HL/ftaRmxZtxgjfAqOzGiwPdvOgux+tjANEIRq4/hnBvO5LpdNYYxsR65fRrB05XWyE3cSIFnxoByOB5ulotyghXXYNPuxAHrfN9y9t3Y+OUWJHoTiPf0I5VIY+lLKzDx06kl84q4zGCj5ylQ6VTTvgoETCinvwrHMyOWUtoiKamU0h4AywBMAHAKgEcKsz0C4NTC51MAPErzfARgKCFkHIDjALxGKW2nlHYAeA3A8YXfGimlHxbU10dl6xIILPHmP95Dqr/ULTYcDuGTFz/3rB08lFgv68R+87KTcNXDl6B7bAeSDQmQWVnc89HNmLz7BK7bVWNosJlRYsus42SksBu5U8vdiR3ViYW1OrFBQTM7sSxbs9198SMmtru9B1+8uwzZTFYxPd2fwaRPSo1Y09sOoFt+uWPL/b9M7iseVNO+CgQC+/gSE0sI2RnAvgA+BjCGUtoC5A1dQsjowmwTAGyULbapME1v+ibGdIHAMl4bNG7GxHqVnVj6/LXTD8InS94AABw39TjsNGMS122yYKmuVstTeNFx0qtNanldBkqzWSXWaZ1Yq/vE8xg4Qa8dftbNZWGmHcl4CiTEfo6EU6WvemFIlRdBuRbdQFxXAsEABNWRlIkHnhuxhJBBAP4F4HJKabdOBk3WD9TGdFYb5iDvdowxY8agubnZoNWCcqS3t9f2uR22WwMisTDSiYxiejqVRqqxj/s1s7Vla/GzfN3JbJI5f2tbq+k2rNi8ovh52ZfL0NxlbjkzLO1eWvy8YcOGkja1t7d7cn+tWb+m+Hnj5o1obm7Gtm0DyaRWrlqJ5uRAO6RrI5UeyKScSqZcb2tXukvxfcXKFWiO29vmgo4Fxc+5XK6k7ZtbNhc/N7/djFg4pvh9WzJ/fFLJFFavXg0A2LCp9Bwa0dWl3KdVq1ehOaW9jg0bNii+f/bZZ0iuZl/nPFnQuUDxfcmSJRjZNrL4/cutXwIAWre2Ip6NAwAWL1mMEW0jNNe5eNti5vQlS5egeXuz7ba2bG1RfJ83bx52DNqhuwylFHVDaovlrSRImGDbbltK5k+lzF3viURC0a5qfV86eZ+omf/ZfPSv6tedRz3wtH7D+oo99q2trYrvH3zwAUbXjtaYO3jwvDYEAgBV4QrMA0+NWEJIFHkD9u+U0n8XJrcSQsYVVNhxANoK0zcBkEs4EwFsKUxvUk1vLkyfyJi/BErpXABzAWD//fenTU1NrNkEZU5zczNsn9smoG99Gv+99yWkUilQQlEXrcUVD16MI79xGM9mAgCe6HkCKNix8jbH03HgvdL5R40aZXrfFn60EFiV/7zrrruiaT9zy5khtjEGFLyrJ0ycMNCmt/P/hg8fbv8cWODdt9/Np4UDMH7ceDQ1NWFE6whge37aLrvsgqZDBtohXRvReVGg0OeP1kRdb+u2vm3ABwPfp02bhqYD7W0zsyYDLCp8IShp++PdjwMFW+jQww5FQ02D4veNXRuBj4BYLIbp06YDq4EJEyZYPgZD1gwBuge+q4+1mhfTLyp8ZvadtS8OnnSwpW3aYh2AhQNfZ8yYgaaZTcXvaz5fAywHxo4bi95UL7C9dB417cvagaWl0/fYYw807aW9nBF/6/wbIOvX7/9xkLeGAAAgAElEQVTV/bH3mL0Nlxv+5Gj88qRbkEllkUlnEKuvQWxIDdY0LSuZ1+z1HlsYAwp27OjRoz25n4OIo/fJ28qv+83aDwdOPFB3kRzNAe8MfJ80aVLFHvu5O+YO9PwAzD5oNiYPmexfgyzi6NoQCAS28TI7MQHwIIBllNLfy356DsB5AG4t/H9WNv1SQsiTyCdx6ioYuq8AuFmWzOlYANdSStsJIT2EkNnIuymfC+Ae13dMULFcdPu5GHVsI6647Rpko1l89sBHGDlBW5VxglfZid1M7GSUPMhNWC7TVhNa+eFO7GhdBomdDGNiZe7EThI7lW1MrFZ2Ygt1YoPGPofPxNxFd+L5+17F5pUt+MoRM9F4VB3+/czDXNYvYmK9w696ygKBwH9Imb17/MJLJfYQAOcAWEwIkfy6rkPeeH2aEHIBgA0Azij89iLy5XVWIV9i5wcAUDBWbwIwrzDfjZTS9sLnizFQYuelwp9AYJtRu47AusOWA4BrBixQvnVijQxkr4wAw5jYgL4QHGUnNjj28nIoeuede51Yixl9/bhGjH53ejz8KrEDAOOmjEH42ync8fKv8da33kI6W5qgzuo6i8sIQ4oLdo5jJQ8gBCVOXiAIBFWSWZgHnhmxlNL3wI5bBYCjGPNTAJdorOshAA8xpn8KYE8HzRQIFMg7Dnq1Np2iVtWMsqNaUmJdzC5a7kosS83saOvChmWbMHbn0Riz0yi+7eRowLHWJb8+zWYnBsC1TqzVc+6XYWQmO7HR8fDMALd4jC58/kIAwB8/+iN+/NUfO9u2yE7sC9Vs2InBEoHAGwghDwE4CUAbpXTPwrThAJ4CsDPygThnUko7Ch61dyEvMMYBfF+qOuMXXtaJFQjKjiwdKFfhZgdOK4OwpjuxzezE3Et/WDCU3IR1zCxnZc4Bd1/6AL6388W44dTf4fw9LsMvv3ELEnH3kg7xUmJZ361kJ+ZZJ9aIoHRQ9Y6fU3dip8eR13noS/dpb8PGeagmQypoBOW+EQgE7kMonz8TPAzgeNW0awC8QSmdDuCNwncAOAHA9MLfHAD38dhXJwgjViDQIZvzxoiVr1tuOGu6EwekTqyb67YC053YIGZUzfD3x+HVh5uRTqTR1xVHKpHG528sxj2XPsCvnS52RPVi6IzqxHrpTux0fruYVbYURn1ADAe7x0j+/OKBUGL9o5IHEPwKMRAIAgvl9Ge0GUrfAdCumnwKgEcKnx8BcKps+qM0z0cAhhYS8vqGMGIFAh0yuYESO64qsRqKJhcl1kV3wKDEnTLdiQ1iRtXTR707EUmV6ppKpPHWP95HOsWOK3QKV3dii0qsBCHEU3fioCSs0duu2TqxZq4rHthdX47mHA+EuZkYTqBNUO4TgUBQ1owkhHwq+5tjYpkxlNIWACj8l+pdTQCwUTbfpsI03/C8TqxAUE7IVVH5Z95oJeHhEhPrYic0MDGxFjL1ahFOsB+HuVwOqf4UojVR+w3UaAdXd2IdNcPo3PB0Jw6qEqtGfUzcihH2Ezc9LwT2sZVUq4LVSaPQCIGg2jDpCmyG7ZTS/Tmti5UUxtebVSixAoEOXrkTyzsoZrYZmOzEAYmJ5VFip2eXTmbirjGTR6G+sZ5DK/kmazEyiK24ExdjQHm4ExspsT51WM26LMoTO9nOTuxi7LkVsjTLVS2uZEMqaFSzYSeuM0HV45E7sQatkptw4b9UxXkTgEmy+SYC2GJ7KxwQRqxAoINX7sRahiaPmFirsaFWMKMae4FRiR0z9Xa3nLAK9Y11yIXz8+ZIDrH6GC7/yxzXslI7Qc99WP3dyJ3YrPus1vKKdllch1/qHo/ETm51tnndS0KJrRwq2bCr5H0TCMqQ5wCcV/h8HoBnZdPPJXlmA+iS3I79QrgTCwQ6KNyJOSdJkeNVdmI3Y2IDXWLHRCcpOaofcxfdiRPP+SZCqyPoG9mDFx77F6bsOZlfO3m6Exsoi3bcieVu7bbbYTUm1qcOrJuJnYIUE6u5TrMxsRY9GgTuUE3Hvpr2VSAogXJ1J9aFEPIPAE3Ix85uAnADgFsBPE0IuQDABgBnFGZ/EfnyOquQL7HzA29aqY0wYgUCHXxxJ5ZnJ+bwMvczO7Fn7sQMg9VqLDAFxehJI9H5zS1Y3bEaALgasMxtcjw+lkvssNyJ/YiJ9WGgg/ld1u4Q7CvTbmC3HXqJneyuT+ANQRns8YNq2leBgIlHtwCl9DsaPx3FmJcCuMTdFllDuBMLBDp4VULGM3di3gqRi5mPrcCsE2tCiWUdDzddh3nGuRkmdjKpkvMuKWM5JjYgiZ0k5DGxdq/poHTC9bxHRExseVHJ6mQl75tAIHAPocQKBDpo1W/lTbm6ExvFxPqhsrFiYk0psWXWQedWYgd8Y2Kt4luJHZ3jZzbRlV8qslfLqpcXSiwfzHqGKL6X2fPJCcKoFVQzBN65E5c7wogVCHTwXYnVeJlb6dC4mp04IB1cliJsVSX2ouPE00XQcYkdl0rKWE2G5IfLOaB9vuV1c+22zbHhyOmY6A0w2CrzIowL36jkY19NBrpAYApxT5hCuBMLBDp4ZaS5WWLHzezEQSyxw4yJteCWTZil0PjA1Z1Y1Xar2Yn9cid2Oj8v9IzpojIdEMPBtjFNKd+4a9Gx8o1qOvbVtK8CgcA+QokVCHRQuBO7mJ3YzZhYrxI7sdrkRw1Qu3Vi/eg4cVVidb4buRN7mdjJqDSQV2gqsbJBDKO28bg/zeDGfWR2nUGJe682eGYyDzrVXBNXIGAh3InNIYxYgUAHr9yJyzUm1jB5kB9KLCs210Q7/HAndnPdVjJHS8qjneujXErsGBnPrJJDQhFSIowL/xADCAJBlUALfwJDhDuxQKCDVyqEVgIpHjGxbmYn9srIN4KpxJpI7OR3p5xrnVidGFlP3YkDWmKnZLt6dWJNJnbSXDfnfbJrTBNCuDxDJIQhxQc7g2rVNKBSTfsqEAjsI5RYgUAHz7ITaxgcPJRYq4bml5+sxJO3/gebVrRgxsG74TvXnIZxu4xhtyMgrobMmFiLscDFuqlelthxMbGTV3VirboCBqVzrlsn1mS2Zp4Gom7bfBxsMRNbLnAfvwfc3KSaXKcFAjMQMV5oCmHECgQ6+J6dmEedWAud0I//Nx83nfV7pPpToBTYtGILmp/6APd8dDN22mOibrv9LLHDrBNr043azcROalxVYs3GxBLCNZFRUJVYs27MPOrEOsWLZEx2jrtQYr1DGHYCQRUjbndTCHdigUCHioiJNamWUkpx14//imQ8Vczuns3kkOhN4MFr/26p3axtuwnLZdqMG7WbrtZG23O8LoMYT7PZiQFwNdqCGhNb0g4do79i3Ik5D8jw2K/u9h58+clKdG7r4tCi6qGSVfCgeGcIBILyQiixAoEO8perV9mJ5dvxsk5s944edLSWdiwppVj87jJb6/ZMZWMY06ZK7HjsKsnVndjAGDRb/sixOzFn11m3MJsVWREjHBAD25VtmNw3XiEDuVwO9172EF5+8E1EY1GkEmkcfsZB+NkDP0K0Jmp7vdVCNSmx1bSvAgELkZ3YHMKIFQh08EyJ1ego8nAFNJPgCADqBtVqxoMOGdnIXrdB3KkvSiwrJtal2EWn8Oys6RlpbiZ2smqY+1Vix4rRb1aJdavEDk9XUq7XmIP9+ucdz+GVvzUjlUgjlUgDAN7910cYOnoILrrjXF5NLAtMlfyqInWykvdNILAMBSDuCVMId2KBQAe/Y2I13YltZifW24ea2hocffZhqKlVqiK1DTGceeXJzGWM2upmkiQ5XJRYmVHnFop2UGDzf7bjuzv9CF+v/y4uP/SXWPbxSvPrMujkWqkTazaRkZ12Gc4fMLVTfjyCEgPqJDux5jo9jon91x9eQDKeVExL9qfwwl9erWgjhte+VZM6WcnXg0Ag4IcwYgUCHeQvU1ezE4O9HR6lYawY4pfcfT5mn7QfspEs0rE0aJTitJ+ciBMuPMqwHUEpscOKieUxGMCbXZpnYN3crdi2cQdSiTSWfLAcPz/q11i1YK2p5Y3UOit1YiXlkUtMrJES61PCGivKllN3Yqf7xOuYUEq5uns7aVdvZ5w5PRlPIZtx79largQldlwgEHgPoXz+Kh1hxAoEOvjtTsxFibUQ9xmri+FXT1+B9y97EZ+d+zayd7Xj/N9+V1PRMcxO7JU7sZESa8Z9z8OY2FA6jJ0+2BW5hHKbqf4UHvv1Py2tq/jdakwsJ3dio3YZzu+DyznAOH6y76bdiV0ywL0w9L2uE7v7AdOY0yfPmIhIVEQ2GVHJSmyQSkoJBIGAcvqrcIQRKxDo4Lc7MY+YWEXSqGwWn7+5GM/e+zIWvPWF5vpTg5LoGd8J1JlX1QKjxFqoE8t0J/agxE5tVx1oiG3021VirWYnluCd2MlqTKxfHVY3EzvxNsx51hP2qx0//uMPUNtQi1A43+0gIYJYfQz/96cLeDWvoqkmJbaa9lUgENhHDH8KBDoEtsSOjZjYSH8Uay7dhht2/A7ZTBbhSBjjpo7BnW/9GoOGNtjaTlBiYu1mSfa6syRtLzk4AZJjjyFO2m2CuXUZGINWyh9xrRMbVCXWgnLN83jYgdd2gxQTO23fKbhv/m24+rIbsPrz9Ri72yj8/p7fYpe9d7K9znLFzDUflMEeLxBGq0AwAEF1uALzQCixAoEOPErsbFm9FR88Ow/rlmzUnMdyiR0LHRpp3l1f/gqSmzPo700glUijvzeBjcs24/4rHjFc1szvvtaJNXInDkiJHYlsLIPN+65BKKY0MmJ1NTjn+jNsrVNPmTXrTlzRMbEmtytXpo2OBw9PCTPr9dOA4VlLeeKu49F8zIv4+OLX8OyRT1SlAQvYO47VZOhVssEuEBhCKb+/CkcosQKBDk6U2Ew6g5u/dxc+fmE+ojURZNJZ7H7ANNz43DWoH1ynmNfNmNgczQEUGLtkIqCyw9OpDJqffB9XPvhjW9sx47LrBSy3YKuJnTzJTixr58rjF2H29NnY8MxWhNMRhEcTXP/QlZh58G7m1mUU42kUE0sH3KcduRM7VIw8K7FjpMTKY2J9rhPLE55lgHicq8E1gx2vo5ywmyvAKFygkqmE+04gELiPUGIFAh2cGLFP/PZf+OR/nyGVSKOvux/J/hSWfrQCf/q/B01vh0vJE2kdlG2cZbPa+2VkkHjlbm0Ey2Azk9iJ54h/sj+JeS9/jk9fXYhUMm3YThqimHT+SDRf8yzevO4/GHRXDgecsK/p7RkZZaZjYglx5D5r9RoNSv1LTSWWENOJnTTXzTEjsJP18Y7v5nGuqskY04JHPeZKoppcpwUCM4jsxOYQSqxAoIOTEjvP3/8akv0pxbR0MoPmp97HFQ9cjHAkPLAdsLfDzZ2YADt2acWoNeMAWR8yFA7hq8d/RXtZC0l6fDViGW7BphI7cVKSP3phPm7+7h9BQnmjgYDg+meuwKyj99ZvN82fGxrJWTcGLWTbNYoT9tKdWK8dbmKkbDFjYv0ysDm6Ezt9hvC+x90sVVYu2IqJrSJ1spr2VSBgIm4BUwglViDQwYnSmOhLMKdnMzlk0hlT2+HmTgxg+dc/R2gwQSaaVwmz0QyGjGzEpfdoZwe1osQGJW7PayV2R0sHfnPW79Hfm0C8ux/x7n70dcdxw2m/Q3d7D/ftaa3LanZiXu7ERu3S2q7Wd7cwaxQQmI8R9kLhDxI89iuTyxjPJCihUq8poLpdpwUCgX2EESsQ6KCVcMkM+x61V1GZk7PL3jshVhdTTNOKX+SROEZaR2JoHBPuH4yVxy7Cxv1XYf2Jy/HIyrsxetJIw2XN/B4YJZYRE2tGiZXab9UFs/nJ99nrp8C7z3ykuyxLDbWL1Tqx8u06qRPrVDEKSgZgO3Vi3cILFU5vnd07erB5VQuyWeUzj8c9LoxYe9dVNRl2lWywCwRmEO7E5hDuxAKBDk5c6X5053lY/O4ydHd3I5QNIxfOoqGuAZffP6dkXi1jmUuJHXmHoJZi8/5rAQCDagahblCdxlKMZRmUS0xsDhrHkWH8WjUm+7rjSCdLO+aZTAbx7n7NdrK+W8HI5dRK2SGe7rNWMlrz2qYZzB77INSJ5XlMrKyrt7MPt55zNz57fRHCkTBq6mrQeNwItE1r49Yuu1neKwk7iZ0q2cXWyKtEIKgqKIBc5d7vPBFKrECgg8K4tBjLNX7qWDy09I9oO2Ijtk/dig0HrMJfF/8eu311Wsm8WsYyD3dFV5NGMdrth2HL2i+r8a52j8f+x+6DWH1NyfRwOIz9jt1Hf5scYx31jFqz7sQVHRNrkDzGTp1Yv1yh3Vrn//vm7Zj/2iKkkxkk+pLo3t6DyU/vjsZNwwEIJdYOrGtEKLH6VLLBLhAI+CGMWIFAByfuxAAwbMxQbD1mHRac/R5WHbsYY3YaZbgd3jGxZmJDNZc12A7LePTDiDWsE2tiv+0aCnvM3hUHnby/wpCtbYjhqLMPK6mDyTUm1mmJHZny7Mid2GISoqDEv2ltl4dR77hOLEe12mxbWta2YtnHK5FJKY1Mkglhpw+mW1qXHiKxk8lBNYNBl0qmmvZVIGBCOf1VOMKIFQh04GGQmTF+3YyJ1VRiORh2rHb7YsQy6r1q/W51mhGEEFzz2E/wo7+ei9bdN6F1j024/NE5uPz+iwzXL/9uNRaXW4kd3omdHGZZdgsj90yedWL9dCc2u6x6vh1bOhCtKY0wIpSgtrPBcbskqk2JZeFFKatyIigDWwJBUBAxseYQMbECgQ5OSuxYWU7LbZmLEusg+ZIVJZZlxHqlujCVWCPDVm60gICCIkdztmprhkIh7HPiDCxekU/ktOcxu5mKrXXkTmxUMsakOzFg3n2W2Q6LipFfCpPZ7VqpE+tX2/VQ35NmnxU7z5yENKO+cS6cRceUbSXrtouIibVnkFaTYVfJBrtAIOCHUGIFAgCd27qw+N1laNu4XTHdqTuxeh1auBkTy6qhqv5sZlnDdRc+m0lMxRvWflmJCXVixEnIDfZkNslup4566jg7MbSNWrPuxF6cL2m7XtdiNVRiGefCthLrozuxWQVevY1BQxtw5lWnorZhIHM6CRPkYllsOGgFcxk7CCXWHDxrBQcdHomd5r38OX75jVtw2aG/xDO/fx79GiXuBIKygFI+fxWOUGIFVU0ul8O9lz2Elx98E9FYFOlkGvsduw+ue+Jy1NbHuLjGmlH2vKgTq7c+LZwqsb7GxBoY7CVGHHXWXnnn3IuOumFiJ6OYWLfqxJpcR9DK2EjwGtRwgpPz4OT+O/eGM7DTHhNw9c+uRzQew/iDRuPdfd9HqiZpa30CNsKdWB+rx+exG/+Jp373LJLx/HW6+vO1eOXht/Cnj28pKWcnEJQD1eAKzAOhxAqqmv/e8xJe+VszUok0+rriSCXSmP/qQtz7k4cAKF+mdl1jpQ6xHgq3ZZmSybNOrHo5L2JivXIdZO2j0b4ylVhKNZVrI+T7qmXE6sZhWo2JdVhiR44fiZ08V2IN1B7WubCd2MlpTKwDl2u1J4emNwejjYQQNJ11CD6Z8ybev/wlTL9iAlJDErrLWMXM89AJlFJ8vnA9nnzmY7z1zpdIpYKn/NrxgqnkAQQnMbGd27rw5K3/KRqwAJDsT2Hrmja8/tg73NooEAiCh1BiBVXNv/7wguLlBwCpRBpvPvEufvLnC7kYZFZjI025E9vMTmy1xI7RPEEpseNUiZU61jmaK4npjRBzj0k7SizPrLOWS+ww9t9TJdaB4WwHN+rEBlEd43n/ZXIZRzH1LJy6zeuRTKbxs2ufwpq125BKZxGrieDu2gjuvfNsjB831LXt6mEUj+9kPZWKlftq6QcrEKmJIJVQxnMn4kl8+Pyn+PqcY3g3TyBwF1r4ExgilFhBVdPb2cecns3kkEqkuSQpcsWd2EGiFyvrMJonKCV2mHViLSixctdWuwMX8utDU4l1oLCVrMuhEutanVgjJdanmFitdhS/MzJF2z0/jmNiTRrcLMwmdjLTxizNWvbeMMKpEvvW2rfwWctnzN8ef+ojrFzdiv5EGtlsDvH+FDo7+/Gb3z3vaJu8EYmd9LGyr40jBjGPZyhEMHzcMJ7NEgg8gQAglHL5q3SEESuoavb+2gymMjBm51GoH1zHxSCz6k5sqsSOzezElhM7WVCipHbLjTnPshMz2mF2X9VKrN3EVHbciZ3gNCZWwnGdWIN2aCE/5l5gtp1q93I/4OZOLGv/idNPxI1NN6L5vGZb62J9t4Od7N8SS7ctxZGPHommh5uYv7/y+hdIpZTPHEopVqxqRXdPv+3t8sbUAKKDgYxyw8n1PuPg3dA4fHDJezxaG8XJFx/HpX0CgefkOP1VOMKIFVQ1P/zdOagbXAsaLrjCkhxi9TFcdt8cEEI0Y1WtYMZ9znKJHSsxsQZupWaXZRHExE6smFg9d1pAmY3Wrvpux51YPp9TlctyiR3Z71zdia3GxPrlTqyzXbPZmnm4+/NG67yHSAi/OvxXOHTyofn5TLQxm8taHvgywokSu7p9NQCgJ9XD/D2X026f3m9eY+c4CndiNqFQCLe99iuMnzYGmWgG6Vga0fooLrtvDqbtO8XFVgoEAr/xzIglhDxECGkjhHwhmzacEPIaIWRl4f+wwnRCCLmbELKKELKIEDJLtsx5hflXEkLOk03fjxCyuLDM3cTNwBtBxTB59wmYu/BOxA/tRNf4dmzdayPu+fC3mHXUXgD41Dx14k7Mo5PsyJ3YQkys9NkXI9ZIiTVwJ1YosXIl2WV34lQ2ZbiMFkFxJ7ZbCoRnRmQ7mEnsZCWxGU/k58bqdkrciVX7YOXVqHYn5nE/u5nY6aimPRCNhhXTCAF23mkkhg6pd227blCNiZ3sPocmTBuHh5bdhU/PfwsLv/M+/u+Tc3HMOYdzb6dA4BXCndgcXiqxDwM4XjXtGgBvUEqnA3ij8B0ATgAwvfA3B8B9QN7oBXADgAMBHADgBsnwLcwzR7acelsCAZMxO41C75nbMO+Hb2LpafMwZa+dir955k6s0VHkosRqZSfm8IAzUmI9y05ssF+GJXY0YmKtnHO5EZrOpnXmHMCREevQnZhVJ9YLtackJtYrJdasO7GVxE5ag0xOY2Jl58YqWtevejDNTBsJiOFgkFXcHF8+77sHY9KEYairiwIAamujGNRQi1/+/CTXtmkHUWKHjZNnQiKbQO/YLnTutB2hGqFhCMoYyvGvwvEsOzGl9B1CyM6qyacAaCp8fgRAM4CrC9Mfpfmn9keEkKGEkHGFeV+jlLYDACHkNQDHE0KaATRSSj8sTH8UwKkAXnJvjwSVhFbHSlFixyt3YjMldrxSYi0oUcWYWJsxpU5gKrEMlZi1jFqJtau+24mJTecGjF2vlVgJAoIwyatXPAYdLGcn9qhzbnS85L+b7Uy73XY7CaZKSuyo2mglJpUQwl2JdRITqx6sUj9b6+tjmPun7+PDj1fjyxUtGDdmCI48fHfU1/tXK9TsoJrRPJXsTiwf2MrSrK3rLJ6OFz/LBwcFAkHl4neJnTGU0hYAoJS2EEJGF6ZPALBRNt+mwjS96ZsY05kQQuYgr9pizJgxaG5udrYXgkDS29tr+tz29Q5kKZYvs3nL5uLnFatWoDlpbn1yMrI6hVrtifcPvICXr1yO5nh+vkXbFmnOb3bftm/fzvwMqt0eCaNjuHbd2uLn/kQ/mpub0dLfUpyWTCU9ub+27xjYr0QygebmZsTjA8e0bVuboh29vb145918DUGao8hm8sbbu++9i/7EQAKYd957B8Nrhptqw/yO+QOfF8xHeEO4ZJ6VPSsV3ze3DFxf23dst3SsVmxaofj+6fxPEV85sM/J5EDpqOUrl6O5X7nuzzs+BwB0dnbis/n5bK/dvd2Wz1dPrzI+sWVri+46tm7dCgDIZfId1ZWrVqI5YW2bdljaulTxfePGjYp2rtmwJj99w0bEY/njuHHTRt19+bLlS+b0VatW2XpWSLS3twMYMPgWLVqEQVsGmVs21V783NPbg8VfLAYA7NixA83NzQrjyOhcb9q8CZmMzMMgnXZ8P0v3mpntq/l82+fFz6+/9TqioajmvNN3BoAOfPLJh9YaqIGV94kc1uDU4i8WY8jWIbrLyc8jAHR0dlRsX6WjvSP/oXBpWrneJeTH67NFn2Fwy2BezTPE7rUhELChQBV4XvDAbyNWC9ZQLbUxnQmldC6AuQCw//7706amJhtNFASd5uZmmD23g5cPBgp2rHyZR7seBfJ9bkzZZQqaDjG3Pjmxz2JAqnTdinkWxIBE/vPUqVPRNDs/3/al24GlpfPX1dWZ3rfhW4YDhff7sOHDgGJ/gWqv4+38v/qGet3tvJ57HdiQ/1xTU4OmpqZ88pVP8tPCkbDpdjph+OaBfYzWRNHU1ITaRbXFYzp8xHBFO5qbm7HfQfsB7wHhcBg10RogAxx88MGILIwUz9fsg2Zj/ODxptqQWp0CCmMOM/eciaZdm0rmaWxpBGTVQYaOGApsy38ePGSwpWO18KOFwOqB77NmzcLsibOL3yPzB/Zj6tSpaDpIue7c2hywCBg2bBhmHzAb+BSorau1fL4GfTmoeO8A+YFBvXU80P4A0Ja/XpBht80NNi3aBMhszgkTJyja+cG7HwBrgcmTJ2NC4wRgFTB+/HjdfVk5fyWwonT61KlT0XSw9nJGDN04FOjIJ61BFthrr73QtJu59W3p2QIU7La6+jrsueeewBJg5MiRA/uSH78xvP8nTpiIUFuomOUyFA45vp9j82JAxmD7Gmz9YmvxeXjwoQejoabBUVusYOV9IiedTQPvKqfNnDkTTXvor6u1t7V4HgGgsbHRk2epHwzbOAzozD+L05l0/vm5e5Oldciv+9322A1Ne1pb3gl2rw2BQAsibFhT+J2duLXgJozC/7bC9E0AJsnmmwhgi8H0iYzpAoEptPZxusgAACAASURBVFzceMR3WnUn5l1ix83EToYxsV6V2GHExBplltaKiTWTHZqF1+7EakoSFZktsQOCcKjgTszhfFmtE+uHy7nedtXXg+46XYqJLbbFqTsxo/atHKP7O2gxsfJYc/m9U27YCeWohsROTmJi5c9f4U4sEFQHfhuxzwE4r/D5PADPyqafW8hSPBtAV8Ht+BUAxxJChhUSOh0L4JXCbz2EkNmFrMTnytYlENhGERPrUXZiN0vsmFnOSmIjlqHkR3Zi1jaNzp2pmFgLAxd2SuzIO+W8EzuZzU4MwFFMrN16lnYMNCdYSYRltuSQW9d3Saeew6CV7bZwjol1kp2Y56CPn4gSO2ycDGzJn/HCiBWUPZTy+atwPHMnJoT8A/nETCMJIZuQzzJ8K4CnCSEXIO+UeEZh9hcBnAhgFYA4gB8AAKW0nRByE4B5hflulJI8AbgY+QzIdcgndBJJnSqUZH8S815egP6eBPY9ak+MnDDC8Tq11AG/sxPzKLFjVpGTkBsyRoY7q612lUwnsNQiS0oshzqxdkrsyDvlVgdJ1NeAenkj40OaFiIhrqqo5TqxPr1otdpJMHA9WBnEMTPdatvsKFMlJXZ02kJBS7MW6xj3vM8VKzmTHgol1mQG8HLF7uBQOVJyvdvYV6HECioGCpDKdbzgipfZib+j8dNRjHkpgEs01vMQgIcY0z8FsKeTNgqCz9IPl+O6E28GzeWNjVwmh29fexrO+dUZxgvr4KY7sRkjVstY5qHEWjXE5fMYqR0sQ8nvEjtmlVg5ijqxNrMr+63Eqo+1oRIrM+KduBObLV2jxsuyPoCxUWCrTqzLbZfOi5XrUGsQTG4sEhDNtusNonEZ5KDK+zJCzHdD5IM+le5OrKaS3YkleCmxXr13BAKBv/jtTiwQmCadSuOXJ92Cvq444j39SPQmkUqk8dRtz+KL95Y5WrdmiR1q3hCyum45bpbYsVob1kpnwCgm1tcSO0ZKrMydWKtOrBXDUr4NrQ62+vg7qhNrpMQa1YmV7T/XEjsWY2I9K7GjNra1lFgrdWK17k+Hxq1arbZyH6nPu15bWO1X3/9WwxEM2wf9+1KPclRi9cp7OV1PpSB/FgHOY2LL2dVcIAAg3IlNIoxYga9sWb0Vt5x9F7498SJcvP9VeOcZ7XIIC5uXIpst7cyl+pN48cE3HLXDjBJr1yCTr9uMUcpbibXqTmzFnTYoMbHMxE5GMbEyJVKhxNoc0belxDqpE2ugxBq5E/NSYu3idUysGr1EWI4TO3FyJ5YGF+wqsfLP8ueQ3sCaOpzA6vPDSvusXm/VpMRWVWIn6XovPIdsuRPTLPOzQFCWUE5/FU5QS+wIqoCt69rw4/2vRn9vArlsDju2tOP2H9yLlrVtOOvnp5TMn+pnx7lQCiR6k8zftOjc1oVn730ZC5uXYML0cQhNZNcb5OEaq46VjIZLt2U1g7CTRC96roSAtRFtlvFoJaaWF46VWL9iYmVqklMVVN1Ws4mdQiTkaWInv2JizbZTnujLrhLLi+LggoXzYikxG+M5oKvEOtjfTDqDrWvbQHpDxeFzqwM3Ttzvg4QtJbaCVRVp3+wM2kgIJVYgqD6EESvwjSdu/jcSfXkDViLRl8Rjv/4nTrnkeNTWxxTz79M0A5l0aWeutiGGw8882PR2t23agYtnXYX+3n6kEmkseX85BoXHYvgZY9A+rVUxrxmDpqejF4/f9Aze/ueHiNZEcOKFR+H0K76BaE20ZB1mjFi3sxMTQnQ7RFYM98C4Exu4PFpRYu0OXHhdYqfEnVitxBooaNI0pyV2zLrpqvG8xI5BO1nxozlYNwL1ppvFSadeXWKHda/rZUxXx4TzUGJfefgt3Pezh5HN5LBX/yHYPm0rlpw2z/KgifweKRd3YhZ2yptVsjuxdF0VlVg77sQmBhEFgnKBVPCgFU+EO7HANxa/swzZTGmnKBwJYfPKlpLpDUMacOnd5yNWV4NcIXVbtD6Cvb42A4d+8wDT233khqfQ29mLVCLfCcplcyCpEGY8v1+J+4WRS2YqkcKlB16L5//8CnZsbsfWtW34+2/+hRtOvb04jynjRmM7btSJNSr5Y8Uty8id2Gpb7cJUYg1i77RiYu2O6JtxJ1YfG66JnawqsXJ3Yp4xsUbqpTom1qfOuaYSK68T65MSq3av5OJOzHAhNoyJpc5jYhe89QXuufQB9HXGkehNIJQNY8Sqsdjz3wdUrzuxjeumKtyJOSmxIrGToOzxMCaWELKOELKYELKAEPJpYdpwQshrhJCVhf/DXN1fmwgjVuAbY6eMYk5PJzMYPnYo87cTLjgKd398MzbOXoXN+67FsXccgt88fw3C4bDp7c57eQHTeI7GaxDrqVNMM1Ll3n76Q7S3dCCdGjBAkv0pLHpnKVZ+tia/nIkRYjezE6sNPKNEU1YSG7Fcn9Vt9sKlmGX4GyXl0lJi7dYGdlpih7sSaxQTK0/sxDEm1uy1aTZ5Ei+MlC1FTKzJzMma9yenfeIRE8vaB7sxsYD1fXvqd/9FMq4MBQlnwxi+egy2t7RrLMWmHBM78aIq3Ik5xcQKJVYgsMwRlNKvUEr3L3y/BsAblNLpAN4ofA8cwogV+Ma3rz4NsfoaxbSa2igOOGFfDBvDNmIBYOIe47Dy2EVYdvJ8jDt0FEIha5fxoKH1zOmEEmRqlB0jI3fiL97/Eok+VjwuxfJ5q/PLmcha62ZMrDqmzVCJtTCibVRih/XdDQxL7JiMiVV3fngndipxJ846qBMbECXWcUysR0qs2UQ5lmJiXWq7k+zEWoNQrPue1X75Miwj2Oo+t67fzpxOwzm0b+mwtK5yVGJZ15CdxE5V4U4sYmIFgrxHYI7Tn31OAfBI4fMjAE51tDaXEEaswDf2aZqJn879EUKDCbLRDLLhLA4+9QBc/dj/6S6niIuy0ZH55mVfR0wVb0vDFDumtiJbq3z5GcWDjZ82BjW1pTGuoXAYY3YaCcCkQqeRhIhHCQ89Y4a1frtKrPRZz5hyC/l+SMfGjhKr3l/bJXY0VCKeSqze9gHja9cvJda3EjsGxjOrTqxhYiS3SuxwcidO59LWY2I1snObdbFW85UjZiIcZXjKUIJR00ZYWpedDOBBRLgTK+ERYiCyEwsqBQIKQvn8ARhJCPlU9jeHsUkK4FVCyHzZ72MopS0AUPg/2pu9t4YwYgW+ctR3D8PkR4bgw4tfxTtXPo9fPHE56hpqdZdx6lJ24g+PxvHnHwEaoUjHUshGM8jtnMKSU+cB0O78s1SqY887ApGoMj9aKBxC4/BBmHXM3iXLcXMntqLEqgw8o5e93ZhY6XOJO7EH8Ul2lFgJufJWosRa6AzZiYl1s06sWSXWaXZio3Zp4VeJHS1jrGjUy+vEmjTI3aJ4XixchwojVvZ8NB0Tq5Fd3G4irm9fcxrqBtUqehuZaAarj1iCcK21LoiZgaJywFZipypyJxZKrEDAje2U0v1lf3MZ8xxCKZ0F4AQAlxBCvuZxG20jjFiB74TCISSGxUtUUC3kLyi5EWAWQgguvfsC9N6yGYvP+Bgf//ANxK9uQ6YuXbJ+6WU6ZMMIbPpZJ46vOQtnjL0QT9/xLHK5HIaNHoLb37wBo6ePQDacRS6cxW6zp+L379xYjNM1o2xadie2EhOrMuaM2lMSU2cyk7Gv7sQMY9pQiZXHQMK5O7FVxR3gm9hJvbxRTGwxO7FMiaZgZ7N10q6S3/0qsWOg9sh/t5rYSa1sOj6GDjr18nm1no+6MbEa17FdlWz0pJG4/7PbMfLYRvQP6UPnxB1Y8s2PsfGglZYHTeRtKxd3YhZCiVWidicWMbGCqsfDxE6U0i2F/20A/gPgAACthJBxAFD43+bSnjpClNgRlB1O3Yklso0ZtE9tLVmnvAwOBcXglqGY9fhhSKXzL9rOti48+v/+ia7tPfjhrWdj1/2m4vI3L8ChfzwMuXAOT/7qLxjVMHJgOxYT/pgqsWPhJa8X18tqj7pjmaVZRAj7UVHWMbEuuhPbSexktUPvtMSOOiY4RELI0Zzu+Wa2w6Ya6XmJHQPjWV5yyKzBJr+GeBrjTrK1qp8lessyy1ExYuLlceN2zteYnUZh0k9H4MkDH1Juy6LbZ1UpsRxiYtOpNP5x63/x0l9fRyqRxuxv7IcLbv4uho8NVqJRJ+7zEiI7sbfQXB9o/zNA8m0gPA6k/myQ6B5+N6ty8GhwlxDSACBEKe0pfD4WwI0AngNwHoBbC/+f9aRBFhFGrMB3jLLlqlEk93DQkZE6qkCpYVyHfJbiHM1hSvMMhNLKmK5kPIln73kJZ//yW6gbVIdUNoXUoHyCp2RWmehJ3fHq6+rDC395DZ+89DlGTRyB035yorYSyyHmTr4O9fFiGrGqjmU2l0UkxH5UsFRjlhHsNqyYWKOkXFI7QySkndiJszux1M5IKIJMLuMoxo9nYicgbzDlaE73fDPbYTWxE4f4NydoGc9yI9eswSZfxowHhVWcKrHAwPNIMogBCzGxDHdiu8Z6X6qvZJrVa76alVg7y/z6W3fg8ze/QKo/r8i/8fi7mP/qQjy07C7UD64zWNo7SpRYhzGxQol1F5rrAd1xGpBtA5AAEALtfx50yK0I1Z3od/ME1hgD4D+Fd14EwBOU0pcJIfMAPE0IuQDABgBn+NhGTYQRK/Ado2y5angpsfJOndYLMEdzGNw6hNnGUCSEto07sNMeExVue2oXPvm6u9t7MOeEK9HZ1o1UfwokRPDefz7GqOPGo2XvDcVtyrfPwq4yoz5eRu7E6vaXrJthwARGidVIliWRyCQAAHWROu2YWN7uxFAasXL8LLED8FNGA1tix8B4lvbbkjsxlMeQW1s5ZScGBq5z+aCdejtyWB4F8tq5dq+PeCauuy0zKIzYMlFieQ1oWD3uaxevx4K3BgxYAMhmsujrjOO1R5txyiUncGkXD3iEGIiYWO+gfQ8D2VYA0oB9DkAC6P4VaO3RIKRGe2GBMRROMwub3xSlawDsw5i+A8BR3rTCPiImVlB28KoVqKnEytaZozn0je5mu92lcxg1MZ9dU24cJjPaSmzzXz5Ex9bOYseC5iiS8RR2e3FfkExph1WrA2TlJa0XA2vGnVhvWzmUGqx+GLEsVc1Iie3P9AMA6qJ1mjGxVo6zlcROLKWTonQAwAryfdRylVVvDxi4D3hlKA5siR2z7sRWEjup1qmebrutDtyJS5TYwvNI3karMbFWXKy1YBrMDtyJy8VQYcUl20rsZPG4r/p8HbP8XCKexJIPVlhal9twcSeugOzE9396P15Z9YrfzTAm+RoGDFg5OSCz0uvWVCQcsxNXNMKIFQQKM50/XkqsnjuxvD1rDl+KXFT5UozVx3DSRUcXXbLkHRW5OzGlVNH5WPLqSqSTjM4XBQa1NQJQdtS0XuZWFAyr7sRWsguzDAG/EzsB+U6RUUxsf7pgxOopsRY6Q6ZiYqnSONFbhxEl7sTy0kwaKiNrmtyd2GobWNsyrcTaLNniFC0D1U5iJ/Ux5E1xYMHCObGkxBrExCqUWAcxsdI61FSDO7H0nJFj5po3Uw5Nj3G7jGbeiTW1UUzefbyldbkNF3fiMhzgkLOucx0u/t/FOP7vxwc/EzVpZE+nWYAM9rYtgqpGGLEC37Eay+I0O7GE1EFUr1PtTtw9oQMLvv0Bekd1gYIiXZvCt68+BXPuOJfZDrkSq+6I1A1V1qeVIDlSzI5sJibWinFl1Z24JCZWz52YYQiwYmrdpqQdFpTY2kitdkysTXdirQ623J2YhZXOl16JHTMDCWp3Ys+UWJ9iYo3q07ISOxnGxGq4EzuuE6sa7OARE6tQYnXcn+XXoDyxk9OYWNY+WHYnLsPETtJzRo6Z60PttWF18GDmIbtj7M6jEFHV6A1HIzjhwqMtrcttuJTYKfOY2O5kd/FzT6rHx5YYQxrOBaCOqQ4BkV1AIpP9aFLl4WF24nJGxMQKfEeRqCmXLmYGNjW/B+7EANCxSxs++vFr+VgFAjT/SpmoTUuJVRsEX/3B3ti6aBsSfQPzhMIhdI3uRv+wfOITuYsub3di9fFidSLVHQhdd2KGsRQEJVZdGkg3JjZaV+xouu1OLE/sZLQOI3SVWAvuxE6VWKN2aeF5iR0Dw5CV2MmsOzFvJdaJe6XjmFiWOzGHmFgzA2ZGVJMSK+2rFD9vdWCEEILb37gBd5z/Z3z40jwABCOmDsVvnrgOI8YFNDuxkxI7GvWNywW5EZvIJNAY01A7g0DsGKD+XCD+MECiAHJAaAzIsPv8blmFUB0GKA+EESvwnRIDUt+G5eZOLH9RSh099fpLOg4afVW5cShXYtUGwS5HTsKZPz8Fj938T6RIEiQXwrTdp6D5mOeYy/B2J1ZnTjZVYqcc3IkZirChEitzJ9asE8vZnVgvJlZvORZBUWItZyd2kLTICWYTO8kNNruJnbjVieWgxErPNkV2Yr2YWJY7sc2Y2DWL1uOtJ99DNpNFYljptW1VMdMabAwyTpVYO9eAxNBRQ3D1M5di6E3DEMqG8Oh3H8Gue021vB63Ke5rFSux8uzdrIGPIEEIAWm8ArTh+0B6IRAeCUT2ci2sQiDQQhixAt+Rd0bWLduIZ295AEveX44R44fhu9d9E4eedqDm/E46MvIXXTw9kDlTbhibfZmaVWIzuQzOuf4MfPmVhbj/mQeQGpTAy3c/iQd++wfmNvVK7ORojqmuqJGvT510yml2YjNKrNcldljtYMbEyhI78chObEqJVSlsauy6iQMGMbGMVIcliZ08VmLNqp280YozVcTEOlRiee0Tj+zErMROEsyYWEaCHDsxsU/e9h88fuMzSKcyoDkKGs1h+qy9sfK4RQPrd+BOXC6GivzdImElJla6Xu0OjOzo34FcNItcNKsYrA0S6kGbaoyJlfchgnqe1JDwCCB8pN/NqDwohBJrEmHECnxHMhrrdwzCLw+/Fcl4CjRH0d7SgVvPuQcX3LIDp/3fQO0xXkqsfFmFEctwJzZCKyZWK9NvTWMU7VNbAegn4dHbfjaXRShsbMTK16/elhkXP70OAavtgVBiVQm1WMah1FHQi4m10hkyVWKHozux3vb1zsFbT76Ph69/ElvXt2L2kGOR/GEO+Ca/mFgjjGJTXduu6tirj7W8xI7Ztqn3hVtbVYMdmXQWLz7wBl57tBnRWBQnXngUDj/zYKbyYSYmVm/AwlCJNXG+tq5rw2O//idSCdnzOUUwcf4u2LrXBvSM78xvq0rdic2g9tqwOzDSmegcaAtDFQ4CQolV9iGCep4EHuJRiZ1yRxixAt+RjMYpzXsg1Z83YCWS8ST+9st/4OtzjkFNLO9nzM2I1VBx1YmdTK1L1g75y0jdSZO2Ke986hkceh2XTC5jGD8M6Hc6nWYnZs1rxR2ZF7aUWM7Zia0osTzdiUMkhBzNmYqJffXRZtz9478iGc9fo4O2N6LzzjQ+nP0pPyXWpFFadNn1OLFTNJS/Z9TnVp7YyWz8p9olWz3ddlvlyhQFFl+1Bp+uWFGMpV/20Qp8+soCXPnQJZrLSrBiYvUUXh4xsR+9MJ85PZQOY/SXE4pGrOXsxBWS2MnMc8VpYicJ+XEKqsLHY2BLKLECQfUhshMLfEd64QzdOBK5LOPlRYHWdW3Fr1oGo93tqlGX2GGh7lBouhNrKLG6yZZ0FDVgoFNj1sDS6/yYionVy06sOj7pXLpke14oJixFWN42ClrS1qI7sU5MbJCVWLVBrKgTq+Fq/NC1TxQN2CIp4IFr/46a7lrs8dx++PmMm3DBzMvxv7mvmepMWi2xY1Sv1W2kgR/1sbaV2MklJVYiHApjxKqx6FkWVySDS/Ql0fzUB1i3ZGPJMqaUWB3VXcsYMIqJ3bSyBcvnrUIqmUa0JgLCqFFKQxS5sMxd2ao7cYUosWb2u6TsjM37RH4Og2ocOYkBl5BfG076BX6hUGIDHhMrcB9RJ9YcQokV+I7UGUkMjaOuq6Hk90w6i6Gjhwx855TcQ6sTZEaJTWaSqIsOpJjXdCfWcM2Vz9OX7lPMYxQTGw1FkcllTBs8RmquGifZidPZUiPWiw4Fq82s2NwIGXjkSR2F2kgtl5hYHomd7CTsioQiSGVTugnB0rk0MukM2rd2gsXmlS2YeMfuIH1hdNEedLX24L6fPYK1izfg0nsuMNUOre9aeJ7YyaQ7sZXETlp1Yh2X2JFlax2+ZjRyidL1UUqxsHkJdp45idkmCZYSq+tOLHtmScsSaMfEtm3cjutPuQ2bVmxBOJJf7w9v+x7z2NFQDq17bmJuywzVpMRK++pUiZVf50E1jkrifx3GxAbVWNdDuBMLFFSBAcoDocQKfEfqjKw97EtE65TusTV1Nfja6bMxeNig4jS33YnNxMSqs/wqshObUGLlL1l14g+jmNii8mbS4LHqTmylzisrxtYPI1a9j/KSFFrHS15iR7NOrE13YqM6sfJMsVrrMEK9f4qs2qrjkcwkEY6E0TiSXYi+bnAtSCKMEB14JSTjSbz4wBto39phuk3ydhn97iT+zQ5G14NcVTWbiVfLndhxW2V1M1MNyXwVCxXhaBiNI0rPp5nETmaVWOnZpGXYU0pxzbE3Ye3iDUjGU4h39yPe3Y/7r3gM51x/OqK1EWSiaWSiGeQiWaw8ZhHiI3qLy1t2Jzbh7bDhy8347Xf+gO9NuRhXHHEDPnt9EXM+r3CsxDow7ADlsyioxh0Xd2LG4Es5IdyJBQLrCCNW4DtSZ6R9aitO/s3RQANFNppBNpLF1844CD/7648U87uRnVixfrk7sUbHQZ3lV0uJ1VI15YauPLU+oJ9lFtBWkrTQTQ7F6MQ6yU6czqVL5vfEiFUdJ/k51HK/lrsTaymxgXYnptoxnqyBBEIIzr3hDNTWxxS/kRgwfMxQhDKlr4Oa2ihWL1xvuk3ydhlRVAM9rukoHS9NJVZHdVSjrrVbnO5wFF06JtFQFFv3Xg8SKjWSQ6EQDjp5/5LpZtyJ9VRw+XGRnk3yxE7yZVbMX4Ntm9uRy6qeA4kUNi3fgmvnXYLlJyzAiuMW4r2fvIRNB6xRzGf12aBQYhkDReuWbMSlB1yDd/75IdrWb8eit5fi+lNvw+t/f8fSdnjCUtXM3OcliZ2EO7EuFaXEBlQxF3gEBZCjfP4qHOFOLPAdeWdk79N3x/9G/Revz38D6boU3rz53yXzu5GdWGv9Wi9T9UvSbImdouu0bHk9d2LW9mvCNcx1a2HVnVhLPWaum6GAailBbsJSHoF851vLdVLuTiypTOp5rAyS8CixYychCatkjPqcS9fnNy4+DiAEd171J0T7YkgO7seE84djZt/uWL98I0hOachm0hmMnjxSd/tWY2LVnXMvEn/Jt6sVEyvPTmy6TqxLSqx03cUiMSQbE5hy/Whsuq0DfYn8s2LkiBH47XPXlQxIAHzdiaVnmbzEjvz8drZ2IswwsHM5iu2b2xFpDKNlX+1BEKvPBkVMLOPefOgXTyDRl1TWxo6ncP9PH8YR3z4E4TD7vnMTphLrYWKncjBiubgTy69bD945vBHuxIIBqHAnNokwYgW+I++MpLIpRKMRJIaW1tYrzp/jo8RydSeWtclMiR358nruxMyYWI1OuBZuuhMHJSZW3emRq09arpNm6sRa6fRxiYm1USeWpTRrqXGEEJx88XH41vaTkE1nQcMUF+57Ib459et48dHXANmpitREMHWfnbHTHhN126E+v0aGn3ScYpFYSbvdRDontZFa5nadJHbiHRMrPU9i4fwxapgVw9nN38CP/nQJcmGKt294E7uOn8pclqc7sYSWErv7gdORTpVe67G6Ghxw4qyS56Qaq0aVkRK77KMVzOuvvy+JjtYujBw/3NL2eKAepARsJnayeU0pYmIDahypwyyqXYktx/YLBH4g3IkFrpNJZ9DT0avZuVUbpXKVysjdzYmBpKXEyqdrdTbsKrGsxE5qI1Yvyyygr6KwsJqd2Ep2YTMJlfyIiZW2SYi2EluMiY1ox8TqdcKT/Um8+Y/38PTtz2Lh20uQzppQYl1wJ2YpmlrHQyJMwqDhAQNs55mT0HtRGxKNcWQjGeTCWex79J74zQvXGrZDfS8YdbalfZQMNL+M2BIlFgNJmszG5knHXCvG2S7SQJrU1hzNIUVS6JrUjp7xHUhktY0RnkqshFZM7JCRjTjz56cgJlOEQzUhjBg/DCdccKThvW/ZiDXITjx87DD2gpRi0NDSpIFesCO+o2Sal+7E5VBip0SJrfKYWOFOLAClfP4qHKHECrhDKcWyj1ZgzaINWNj8BT58fj6ymSwaRwzGxX84D01nHqKYX+0eLH/pxtNxDKoZpDu/Htu3tOOZO5/DwualGDtlNM78+SnY48Dp+WVN1InV6mDrxcQq6sSaSOykjok1ndjJI3divY4oy13aTyW2JlyDVDZV3KZbSuyGLzfjZ1+7HqlECqlEGtHaKFITowh9K4RcJOdNnVgLSqz6HMgNmqJxslcK713+ImI9dcjUpPH4dfdi8GDlvcfCquuetI+SW7xXiZ3UxrNuiR2TNVGlQQ7J2JRwuk9qJTZHc4prUU9RU2972fZlinUCBnViLSixAHDer8/C+L1G4+qrb0C0vwb7nbQXbr/9N6gbVIfkZv1rw0ipVWPksv/d676J28//M5LxgfXW1NXgqO8dxnS99oLt/dtLppnKTlyYx2kCtHJwJxYxscr7M6iKucBDqsAA5YEwYgVciff04+pjb8K6LzYgnUwjmxl4GbW3dOCO8/+MxuGDMevovYvTFZl9M0lFx6Y31VtixKrnB4AdLR3obOvCpN3Go6Y23znuau3BnNOvQH9vPzKpLFYvWIt5L3+Oqx6+FF87/SBtJdaGO7HlEjsm3YlZHUqpU8MjsZMZJVbPSGEZ6VaMYF5InSC1EWs2JlbLiNXa999++w/o3tFdfM9ke7PAnsrI0wAAIABJREFU6jAmfzgd6w5bbqjEcslOrFqXXkysej/k3g7SvodJGCBAsjF/XDoTnRg3eJxhO0qUWCP1snBPFGO7PYqJNVRiZYmddN1ts1l8+spCrF28ATu6ukEipMSITXQnkUqmURNjpBU2gTwmVmqbwojVUWq07vc7P7wTdxx7BwADd2ItJVbHxXrmcbvh8yXvAgC+cUQTGobkVU/1c3L08snY9e39UNc1CInBcWxIbQMO1dyV0rYZlNg5/MyDsW3TDtz/i4eRpVmQbAiHn3GQYZkoN2EpsVbciYtKLAd34qAad2p3Yscxsdl8XLTazT/ICCVWILCOMGLLiM2rWvDny/+Gz15fjFhdDY4//0ic/9vvFI22IDD3549i9YK1SCfZnfFkPIXHbvyn0ohVlQCQv2h7U71Qo3gp9yRx3Qm/xcK3lyBSEwHNUVx429k4+eLj8M4jn6CvK17MnElpfvt3//gBHHLaAeaUWJPuxIqYWJ0SO9I29erEytvF6lDyLLHDMjDV29RTS0qUWJ/rxEqGkTwOUKvDrnAnhnl34u1b2rFx+ZbSgdI0wfgFO2PdYcs1ry2eSqx6nxVu6CbciSWkjp462dSO/tLOtxpKaclgULm4E+uV2JEyGKvPY29nHy4/7FdoW78NqUQauWgWB9ccj/5rtgEAGjcNx4zn9sPi9g04JXwuDjn1q/jpXy4qGnVmcaLEah3/YbUDrra67sQGSizreaJVMkz+nBu9YhL2evFQhDP5a7+upwFr7t+Bl6Y344TvN2nuj6JtBu7EAHD6z76B22pvwtJly5CJZfCfax5GtMa/rs72uD0l1o3ETkFV+ORJ1eTfrcAaPJUGgcoBkdhJUETKTiwwRMTElgmd27pw6YHXYt5LC5BJZdDXFcfz972C60/9nd9NU/DmE+9pGrASLWtaFd/lL9l4Oq7o+LCMWHnnZdhDE7DgrS+QSqQR7+5Hf28Cc3/+GOa9sgBrP91YUvoBABLxJFrXb9fsSChiYm24E5uJidVzJ9YzgoGBDqhZg0dvPtbIvB0lVjICWSV2rLoM2kHquEvGh5mYWLvuxDRHoTnAT9nGsIRRYicrI/BFY5CRIMloIEFu6EjrUavDn2z+xLANLEPXbBypX0qsljuxvCOtVcbqgWsex5aVLejvTSCbyYL2A7HuOjQ+MQa1nfWY9ehhGLRtCJAFMqkMPvjvPPzi67dYbqtkPMtdrp0qsQ+e/GDxs1UlFoCui7W8PfLP8nt/2ruzigasBE1SPHzjM6ZjII2UWIkIjWCX5hk49K4T8O2JF+HcaZfiszcWm9oGb9RGbOPmYVj56y2Ys/cVuOviuWhdv425XEliJ7sxsWVQJ1Z6xzTU5Ad77GRp1xqkLBfk71mhxFY7FKA5Pn8VjjBiy4T/zX0dqf6U4kWWSqTxxbvLsG7JRh9bpiST1n/5EAJMm7WLYpq8M9KX7tOtoQrIYup6alG/urEkO2YynsTTtz+L+qF1zDbksjnEGrXVa4USqtHBNutObKZOrNqdOL0hh1vOvhtz9rkC6+/YhvrtgxW/W42JVbtvymG96LUSIOmtW+6iqe6AeKHESm2ui9YptqkbEysvsUMGjHA5LAN81MQRGDtldMl0GqVo2TtfTsRuYif1taBHiaLJcCeWjHr5flBKFfeVdKzUSuzb6982bMOGrg0l04xUFD3j203U29V0JyakmAFcfT00P/VByfMmREMIL6nFpI+mIZRVvlLTqQxWLViHtYvN19qllBbPl3Q9Z2nWdkysxOQhkwfabDEmNhKKDCixDKVXq23ye7++ix1f3bmtB5m0tWcZoJ8Poe7PIzHqywkIZcPIpDLYurYN159ym+fvymwuqzBiRy4fh/0eORzdH/Rj7Rcb8NKDb+Kir1yJTSu2lCwrHTvpuV3J7sTSNTOibgQAa89BCSvvrSCSyCaYnwUCgTbCiC0TVny6GqlE6Us7HA1jfYCM2P2P/QpCYe3LqqYuhu//+izFNHlnJJ6Om3YnrumLIRdmd9i2b27HQWftW5LMIxqL4KvHfwW1OkasmcROJe7EWXPuxEwlVuZOPGTjCAz73WQ0P/ke1i7egK63+nHA3KPQuFnmCmgxJlZt7OjtB2DOkJNQl0tJZ9O+GLHSNusiSiNWNyZWUmIjdQPGnkp11uoI/eIfP8WgoQ3IRAv7WkuRG5/G+oNXANDuYBvViWWV49DCjBIrDS6oE4/J5y0asTaU2I1dpc8eo/OtHlTxOrGTmRI70vVQkvxJw8WLgKBheyNCudLzGo6E0bKmzXQ7+zP9yOQyqI3UFq9nHkqsPLeAnjcHa1osEisO9DCVWJnhKv+sUJcaS5/lABAdGkYkai67s/we1joGm1e1ILQqinBWuc50Mo1//eEFU9vhxbrOdQPXGQV2/98shNMRSPZoNpNFvKcfD/3iCQBAf28C//vr6/j9RX/Bxw8tRKQ/isZYI4DKTexEKS22a0S9AyPWBw8gngglVqBAZCc2hTBiy4Rd9tkJUUaSkGwmh4m7jfehRWwuuft8NA4fhGw0/0LJkSxyJIdMTRp09zTubP41pu07RbGMZXfigsEYH9kD1uB0OBrGrKP3xowjp+P0K78BRCnSsRSykSz2OmwPXPXIpbqj+PJOuGZiJz13Yp3ETtJ2WSV2CAh2e/ErCKVCyEmd5RwQSUew68v7FOe3GhMrzadOPgOwX5ZmkxsBbCXWj8ROagPFTJ3YYkxstK6ovEnLqWNr1eyy9054fN2fsfK4hVhz2FKELkmg++rNyNXkt6HVCfFMiS1sh2XElsRgF65JtWG9tXerYWeKpcQadZTV2YmD4k4sXR9yd2K1y+qh3zqwxODKkRwa9omhc/J2ZCMMozCVxpS9JpdM16KjvwMAMLR2qCIzrVMlVm7ESm6bLE8X1sBdTbjGdEysljvxyq99VnJ8MpE0Rp4ZM52AR34ds94NANC6bhtopLSNuWwOG5dvNrUdXkiZoYH8oGs0Xjp4SnMUC5uXYseWdpw/86f4y88fw8sPvYVP/7QEh957Euq2589VNpe15VKsiIkNoHEkXTuxcKx4jVoZzJModyVWfq+ImNgqR4qJ5fFX4Qgjtkz4xo+ORU2t0oiNxCKYvt8UTN1nZ38axWDMTqPw8Mp7sO2kDdj8lbVYedwivHPV82i+9lkkrtyO3fafWrKMuqSOOjuxGumlnIvksPLoxYjVyzoGYaC+sQ7fueZUEEJw3v87C9F7+7Hge+/jw0tewc0v/wINjfW68VRyQ8JOnVgzJXZY7sR14ToM3jqUub3GLcOLn9Vxn0aoDTw5TCVWdWx03YlVBnI6N6DESoaAp0qsyp1YNyZW5k4sHVNpX+uj9YrvLGoHxbB5v7VYc+RSZPdKIEsG1t+b6mUaE+osnGosGbHUWImVfktmksUOcEkMdsFQl46BnG1xdryexMLWhSXTjBSQEiPWI3di6ZqQrhG1ESsd+/pofXFQQz3PnN+dg9GTRyIXy7c5U5NGuiGJfa6djs37r0E2mgUlA+c9WhfFQSd/FeN2GWO6na19+ZwBoxtGK9x+zSqxWvebZLgCwJDYEABAV7KrZD7WMy8WjpmOidVK7NS260Z8ccJ7iA/pAQVFYlAfvjz6EyQP7tTcFzXywUctQ2fKXpNB0qVGcbQmgj0P2d30tnjw5fYvi58zsQy0TPUhIwdj7tV/R2dbFxJ9+WOWTeYQSUTQ+xear+sMaitWVP48D6JxJL3jG2oais9dO0qs+rovNyNWau/jpz2Op09/2ufWCATlgchOXCYMHzsMf3j3Jlx33k3YtqADuVAOs0+fhevuu9zvppXQ0FiPnsO2Y/3eyjgwVocJsO5OLJ9/81fX4G8XPoCrr7gBtd11GL5/I+Y+cAdGThgBrCysM9KHrkn5BDQdiQ6MrB+pq8TKO0daHeySOFat7MRmEjsVtlcfq0e2JoNIqtSYyNUOdF6KKorJ0WqpDVLnXQ7rRW8mQ6963XJ1S1q+PlqP7mS3L+7EUqc6GooOGHKq/VC4ExeMFum8NkQb0Jno1N337mR38XNHoqMkJrUv1YfBMWU8szzuMkRCJQYBSxnTQk+Jlc5LNBQtbidLs4iQSMl1M7J+ZH49skyedZE69Gf60dbXpoilVPPx5o8RScYwdv2uiKRi2DF+PZJD9I3Yogs6o91uIsUmjmkYw9yudOwbog0DSqzqOTFkZCMeXPpH7H7+3qAbCOIjetE2YxNOn3Qs0ktS+GTOG5j2+l4YsWoMsjUZHP7DI3DtrT+x1M4tPfn4yPGDxxcN/f5Mv2LgoyPRobl819Ze7PLBPmjoaETHxK3YMmMNaDSnUGIlF1X5NSzBeubFIrGiMWQlJlZ9/7TuvgGtuyvV+87EdM19UaPwKNC4V4aNGYruA7Zj0LzhedddAAgBsYYYTrvs68X5tm3agS2rt2LiruMxYtww5rqcsrZjbfFzLppF68xNGL10giLBVaw+hjOuPBn3X/mYoiQdABCE0L88gzrUoxc9SGQSxWeVnHVLN+HNf7yPmvoaHHfu4Rg1YWDQU/487031Bq70TEtvCwBg7KCxaIhqewgYUe5GrDTgM37weOa7WlBlVIErMA+EEVtGTNlzMmbdvSuuevUqgAA3nX8F6gYF82HHGq1nlRrI0ZxiXrU7MctQUxtZww9oxOfn5msUHjnlyLwBK0NuPO+I78gbsTpKrPwFqtXBVhvkmu7EquWl3xT7WNheXaQOG7+6CpM/nq7o5GSiGXR+bSCmTuqMarnTqZGOl6S+yGGNzJfExJrITix3W5W21xBt8N6ILbz8peumJlzD7BjJ47DqonWoCeWNhc5EXhUaUT8Cm3s26+67NC+Qv64kFUGiJ9VTYsRKxyIWjiFMwgOKaTiGZDZpz52YkaiouJ1IDDXhGiQyCaSyKURCEcVxOGvmWbjxiBuLbZCYMmwKlm5birY+7VjO7mQ3WhZ2o+nNOQCAUC6E3IKD0TV9Pehl7I4ypbS4zlENo4D/3959x0dVpgsc/73T0wslQAiE3gRpAmJDsWLDa/da19XVddey9t1Vr65dd125ortWQO/a+6ogooBIld4h9BBICOmZPvPeP86ZyUwyCYFFQuD5fj75zMzpM/POyXnO85z30HQHPQdTJMOZm54LNNyPxGaEGrvFDhjXuG7rvZFgT2P+K4+5MjrOm+lm1SULoq9vuegqrLbmXe8ZsbPKKHnNTcuNnmAodZfG/X53Vicui12zoIAfb1xH98BArCEb7Td1odvCQRT+dllcCXs0E+tteGLRUx4gf81wHJ4Uyjpuo7TjVpxWZ10FTIJ9e2NZ4qZ++z/96idOePOEaPl0czRVFh9r5/gCLOlJdFnQC5vXTvawdF6e9AxtOmbh9wV45poJzPv3YhxOO35vgDGXj+bu12/d7+9qX7ZWbo17vfa8JVj9NtoUdCBsDWEL2/mvO8Zx9q9O4/U/vptwGcqicNqd1PiNILb+PuX5m//JtLd+iJYOTn74fU4cP4Kcrm3pN7IX/uy6NhwMB3EH3HFZ+ZYWe9Jmf0/QxvKH49taU/vuw1HkhE9rui2Q+AVJENssEsS2MpW+ymgReFNn41taoqxrqbu0wVngRCV9zS0njthRVde5zO6a3Q2mj802lLpL6UOfJg+cawI1eN0+Vs1ZR+qmTGpya8ASn4Gon8Fo7Fqt+lmNKn9VXO+jYAQ7YBw8rz91DY4aFx1WdyFsDWEJWdk9cDvqHA+UGdNHgrLmBLFa6+hBZ1ZSw2xDczKxzemdOMOVEd2m2EwsHJqDifol05HPxmlzRg+MYj+vgK67hYlFWaLZjWgQa/aS2dR7jw1i97j30Dm9c9z4al81xB9vxpUwR0pFAdKcafjcBxbERtpDohMpTqsTp9WJN+jFF/SRbE9m45JtDP3iLNpUdaDf8SPw9dEwMD6Izc/M32cQO3/rAgbPPB9bsK6c3wJkFHRhzrfLGTG2X4MDsnWl66j2V5OTkhPN8B5I6eCBKK4xg9i0hkFsWIfZWrEVMMp4IydDEm2bO+AmGA6iULx78buc3fNsJi+fHB1/y7BbWFa8jPmF8+P2Tc0V6VCrZ3ZP2iUbgf6e2j1x308k0I2lteb537xG2Kuxmv/abQE7KmRh0OLRcdNGfq/199PL5hWw8P5KegVPxBq202XjYCqzd5F5uZewqnv/9cWeDIs9WZnot3/LsFu44pgryHQZl07E/o6aorVukIltLKvoDXspG1lE4chNAFw18KpoSffrD7zD/K+WEPAGCJidJc7+aB4durXn2kcua9a2NNe2CqMaqWNqR3bV7CJsD7Hi8nk4ql24qpJo0y2LXz34EQBnXHMyn7z8FcSUQoctIbqd3JnVTif4G+6PFs9YwbQ3vq8boDWEwsz5eB4ASakuyA5jvdJGyKzmqfBWNAhitdasmL2GlbPXkpWTwSmXjSY1s3mB7rRJP/DOXz5ib1E5+QPyuPm5axh86jHN/owincN1Suv0H5UT789lMIej2GuDhRDNI0FsKxP7D7+5//wPtVA4lLBMLRgOUuWrih5AQcN/PLWB2n123lF/ntgeUvcVxEbua9lUJrZijptLr7sRi9VCH99QelkGU3DtMoo61K2n/vuLXV7s91I/E1vhrSAYDsZlM/a6jW1KsiXhcDhYO34xBWesJKk8FU92DYFkP9d3uZ61ZWvpkNqhrvMLfy1bVm1nxey1pGencvwFwxv0xhzbWU2aoy6isllsBMPBhJnYyMF9dlI2ZZ6yhN9l/feX5cqKfi6RdUYOSA5lJjaSYSrzGBF/XCY25ux+5BYGkfLjSOYt0j6yk4xyvKbKiWO/Z3fAHf0em/rcIgcqLpsLh9URXX6mK5NSd2mTGYg9hWV43T5ye+ZgsVhYtHMRUFcaGnctYsxZ/UhJqj/kZ/EPq3nnN9Np68tDoZj/zXKW/LCGpz65Ky7g7JZpdL7WVBD73ay50fvixrIFHTz6wgS+nz+JKRdN4epBV0fH/XuD0Tvs2O5j/6PSwf3lD/kpL/SRt3cE2352YwnZCVnqfptLdy1lr2cvOc4cumZ0jf4+q3xVhHU47oRD5ORhTmoOlx8T39M6wCn5pzCy80jmF85nUdGi/dpOd8DNh2s+BOCCPhdEv9s97j3RrCxAYVVhg3n37qqgZGfD+/Zaw1Zsy+MrdtqnGLeIKigrAIwTLk7l5Knb3yHsByvG78HmtZC9pS36WcgilyGdMyk8twjy4tdRXlRN95+HYve5qMzfRTgcxmKxNPj9JJPKf/lvZM3bRWTkebEGHM0+GRvbFiOVC56gp0EFBDQMniMZZ601X782A7+nXtbO7eeLiVMbBLFVZdWsmbuB1KyURnumbkyVr4rN5ZsB6JrZNVo2C+BP8+JP81Ltr8AdcJNsT+b6xy7ng39/AtutgAKl8aa7Of+JscycZ/xu6v8//NcTn9Zba/w2emq8KB90n9WfjWetAIz9VqQaAYzb4j10/tOs+mkdPrcfZ5KDV+99m0c+vZeSrXso213BwJP6ccyJfaP3XY9krD+Z8BVv/vFdfG7j8964ZDN/OvdJnp72EANP6tesz2np7qUADGw/MNrGd1XvamqWhI6UcuJEfVeIo83R0bPwwSBBbCsTe+Z8f8qwDqWmgutSd2l8EFsvI1r/PTUnExspRwIjePEFfXEH5HFBrBloNJaJdZUn4/+HFfzGPxSbeTDXZ9Iwdv+hKNr7bFPlxOXe8miGIHIwnOnKpMJbQaW3ssGBXeSA1GlzkmRPwhfyEUjxE0gpi05zZvczOa/XeRyXexwTF04EDQsfW8O0WQvRWmO1W5lw2xs8O/3P9Iq5D29sJ0uxZWjZSdmU1JYk/K4iAXn7lPaUecoo85Y1mCYiErBGsryV3sq6DKF5tr9+oFxb5WH6hwtYs3grXXt14Jyrjic7p2Gpc3N5fX46Fg4hp/gYqoo6k+nKj7aJuB4vY4KlyoDx/UVu6RA5cIh8F0M7DuXjtR83eSAUCZQjIgFw5HOLZNjjtjUmiE11pEanaZ/SnoKygoQZiD2FZfzlqglsWbkdi9VCUqqLS547M5rliwTciW5t4rTGB7H/e987BH2haCc9Wmt8Hj+v/vkD7HfWXWvXI8vogC32mr76VpesARreLxeg3F2ORvP83OejQWxJbQn3fXcfABf3uzhhhvyXEA5r7rxnIkMX3IAFK6/99QdO8d/DzyMmUeuvJcWRwpTlUwAYnj082hlY5Dc7rWAaY7uPpaCsgFA4xPTN0wEju5aI0+pkSIchAHy/5Xt21+ymQ2qHZm3rp2s/pdpfzYjcEfRv159AKECaI43dNbvjTtDtrtlNKByK61Ha4bQTCiW+/CE9LT3u9Zj8MQC8s+IdRuSO4P7v7qePdwhdAifXTRQKgddntJQQgKLtjjy+eHAhl02/JDrZT18tZfZtm+kRHI4lbCG0ph9/unoCj799e9y+zulJYcS0a3n5sy/wuv04k+ycEv4NC8/6P/whf8L7WMf6w7d/MN6LMx2XzUVJbQmV3sqEQWz9322kg7JwOIzfk/jEVG1V/H7qg+e/YPLD72Fz2NBhjT3ZRs9Zvcnrk5tw/vqemfMMnqCHk7qcFLfvHdBuADcMvoHn5j5HcW0xc3fM5fTup+NKdrLlluWUr64mtSQDd3YN5V1LGNLrVfJW51FQVsC2ym30a1cXHNZUxOwvGj3otdN1/WDS/Z3Z3WsTe6v3xv1sv3l9BivnrIsGol7z8YEz/oIz2YHfG8DusOFMcVJTXotSMOzMY7l94q+Z8sgH0fki/N4AfzrvSV6Y/Zd9djoZ1mG+3vg1AKM6j6JzemeS7ckU1xZT7ilPWD3UmNhLNXwhX+sLYqWcWERoIHxobj3X2knvxK1MbNBR/yD6cNHUdtW/LrZ+QBp7thoSH+DWD4rql+zFnrH3BX1xAWZk/YkysS6bi44rupKoLyeFot2GuoPW+sF27DqC4WA0oxb5RxrJfFT6KhtkCSLTOq3OaKczibbt4v4X0yWjC6mOVHJW51Eysxyfx4/fG8BT7aWmopaHxz9HOGbnF8mUWpWVdEfdgWykpDJRpi3yzzRy4N3U9xkJuiIH9LHXwEaGxfZwW7qrgpvGPMGkZ77ixy+X8v5L0/n1mCcoWNUws9QcgUCIu297m97rzqXN3l6Ur7IxZMk17PnJCEpjM7GxbamgpiBuG2OzXFZl5ZpB1wB1JYuJNJZBinzX1b6GQey2SqO8MNmeHNfRTqRstH4QGw6Hue/sJ9m4ZAt+bwBvrY/y4kreuOkjksqN+U/rdlqDeWOviY2sZ2d5Ebu2NLwuHWDTyh1xnYkMzBkIwLLiZXHTVfuqmbV1Ftd+ei3f+D9OuCxtD7Gzx2rA6L34lUWv8OnaT7nsQyPLlZeex/i+4+mQ2gGH1cGWii18tu6zhMs6GKZPW8qGhWVYww5U2IrH7ccWdDF48VX0e6kf5/7rXCYsnIBCcX7H86PzndvL6ARo3L/G4XzcyYCXBzDoH4O4+9u7AaKBan0um4vebXozvNNwKrwVdP5bZ0548wTun34/ExdO5MPVH/Ld5u9YXbKazeWbWbtnLV+u/5L3V73P/d/dD8D1x14PgN1q546RdzRYR0iHotf4gnEyotZRTW3nCsIq/uDHmeTg3BtPjRs2uMNgfjv8t4R0iNu+vo0afw0by9fjDcTsm/wJrgcO2yhZW8Hfv5wIgM/j5/nbpxD2a6xhKwqFLehg9bzNzPlySdx+sc/i03B6UvC6/ea8Aex+F30XnMGmsk37rNhYvtvoCfvOkXdGf2Oxn0GEL+gjpI0TNf++0shgri5ZTViHsVqt9Bicn3D5A0b3qVvXrNVM+Z8P8HsDuKs8eGq8VO2p4cFznmh0f7CqZBXvrXqPv879K1d/cjVPznkSgCfHPhk3XVZSFnePvpvrB18PwHNzn2PG5hnsrNpJcW0xlZ338tBD91HZrZRxvceRl5EXPam0onhF3LJOunhkUx8ZKjkJS0Y6VmsS7XZ0od/sE5l86zRCwbp/clPf+qFBIApmvwG1PsKhMD6Pn6rSasKhMKFgmJ+nLeeOE/5MwJf4ZLCn2stdJz9MyY7E+5uIOdvnsK1yG3npeYzOG41FWejTxvge5hfOb3LeWGEdIj0jwK1nnM5tZ4/l3CGDqQ4enif5GxN74lEI0TxHXCZWKXU28CJgBV7XWj/dwpt0UMV2xFFQXtCCW9K4psrD6gex9c+WRq5Li0h0kBIJ+tIcaVT7q1lVsipu/O6a3eRlGPVu9Us6I0FyJBPbNrltdJt6t+mN161QoYYlkiqssHnrMgWRYCQiepscs1fXMk9ZXKYtLz2PDXs3sNe9NxpM2S32uIywy+aiU1on1u9d32D9kWxb5Hnuku6EvQ0Ppmor3RQs3UrvYUY2NnLSI92ZHr0GLfJel+5eGr1OMFYkQO+e2Z2ZzGwyiI20x7x04/Ou9FVGs9SRg5FIoOwP+fnn4x9TWVYbLUsL+IME/EFeuOdfTJx6X6PribwXd8BNp7S6+yLPmL6CTZt2YQvXfTfWsAOW9MB+cjLZSdnRjN/y4uXsqNxBqbuU17e8DtR1ytOrTV0PqeP7jicvIy/6Xdb4axp0phL7OdUXORFR5TOuf670VZLpyuS1xa/x1rK3sCgL43qN45O1n0TniRyUx7ZXd8DNpgXbKS+ujH5eEcFAkLwlvfnnlL9GD3A37N3AjM0zqPHX8PRPxm4v05WJJ+Bh/d71HD9pFGPt12ELNMx4pWenMLzTcACGdxrO8E7DcVqdLChcwFnvnEWFt4KS2pL436cVXFfuwfZBN9wBN5aQDbvLyshTB/L+849y3efX8vn6z/nt17+NW9eHl36IRVlIdaRy+YDLeXvF21z0/kWMzhvNiE4jaJ/SnqykLLKTsslOysZusZPhyiDNkYZSCofVQa3fuOwgpEP4gnXXEm/Yu4G/L/g7vdv0ZkC7AWyv3M7YFfWFAAAgAElEQVS2yekkhRpmQm1BJxWFQb6uNjJBL5/7Mn1q6gKZl8a9RHZSNh+v/Tia2e+c3plumd04vvPx/OnkPyX8/p02476n71/yPtd9dh1zts9h7o65zN0xN+H09WW6MrnimCuirx8Z8wjl3nImLppIdlI2+Zn5LNm1hC4vdCHDlUEgFMAb9BIIB3CemczID88hK9AWtHFv1OFnDGT8Lac3WM+EcybgCXp4a9lbAFRll+Cx1uCKXMjdSLAWtob5y5dP4s2qZuO8QmoCXmzEt6mAJ8hX781i6UlGqei5vc4l+GEflI4/b660hTYlXbjwX+PZWLGB185/jV8P/XWDddb4a1i9xzgxcu8J9/LTjp9YxaqE+6/IbygrKYtze59Lp7ROFFUXsbl8Mz2ze/L7iTdx/xmP4XZ7sGgLYUuY5ORkbn3h+ugyvpg4tWFgp6GqtJp1CwvoPLgDJbUllNSWUFhVyHur34v7PUc8furjnNjlxPj3bFZBXD7gcv427298u+lbvt30bXR8liuLm4fdzLhe46In18Z2H8vrS1/nkZmPsL1yO2f1OIsMVwYpFyiCTwewuu3GtcGx35nFgiU5Oe6aYVvQTvH6cn78ajFjLhxhbM8B9FQcDoWprXInuk17VMAX4POXpnLTM1c3Os3ERcbJkKsHXR0t2T+u03Es3b2U8e+PZ8nNSxjQfsA+t+ezwpfJ6+TAZjVOXg7q2oUtfIcndBVJ1tR9zH14iO0bQwgpJ26eIyqIVUpZgYnAGUAhsEgp9YXWek3LbtnBE1vGumbP4fm29tQ2fm/JHVU78If8bK/cTo+sHtEgqE+bPmwu3xwN6iLXbK7Zs4Ylu5bQNaNrtPQzEgT2b9efBTsXNLhX5ZaKLRyXexzQMIhdWbISqLvmJj8zPxrE5qblsrjPcjotzccWiL+NgUJR1r04+nxz+WbmbJ9Dt8xuVPurqfRVYlEWhnQcwtwdc/lm4zeM6jyK91a9B0Cv7F7MK5zHHvcenpv7HAB92/alsKowGvRnujLjehCNDbAjQTnAsE7DeCuUOAsW1EF+3PwjK5KWUFxTzOtLjWCtc3pnBuUMik7Xu01vwOjl9IPVH9A2uS0WZaHKV8VXG78CiB48rChewayts8h0ZRLSIYqqi/hs3WfsrtlNbaAWm8VGfmY+AO+uquths3+7/gAs272Mj9d8zEM/PESnqSdjDzU807x1XRFrC9fjSok/GNZoqnxVlLpLueHzG9hVvYubht5E37Z92evZy/eTi0ny5zVYnlYh2lf15q5Rd0UPfl9b8hqvLXktOk1uWi43DLkBgPN6n8fTY59m/d71PH/m8wB0yejC+r3ryXk+h8EdBmO1WKn2VdM1syvJ9uTod9u7TW827N0AGBnWSJB961e38tjsxygoK4geSINxYDsoZxBn9zybRUWLcFqdXDbgMl5b8hqzts1ixGsjcAfcrN6zmp6bBtAteCyqXtGMJWwlq7YtJ3U5CavFyojcESzcuZDT364LVuwWOzcNvYnP1n3GTzt+AgU7Bq+h27JBEKhbnjPJwaW/P5sL+53GJ5d9wsCcgWS6Mrly4JVMWjYp7gAbjBM1tx13Gxf2vZBRnUdRdksVI+44A7vPyb3X3cpN469GKcWk8ZN4fu7zLCpahMvmIjspmzFdxzCyc1326NXzX6V7VneemvPUfgV6+7KudB1frP8CgOG+X5GoD/dkRzI3HfsbHLlezul1Did3PZmZM2dGx2e6MplwzgRePPtFNDruutj6VMwdQCOZ/+5Z3fnxhh8pdZfy/ZbvWVy0mLWla9leuZ00Zxp7avfgC/koqS1Ba82p3U6lXXI77hl9T1wZpc1i46VxL3HNoGtom9yWxbsW85t//4YKb0XcCSabxcbxA0dw96+vJ6+kB3sKy+g1NJ+ufROXv1otVt644A3O6nEWLpuLbzd9y4eV/2bI9ItxWZwEgja0t2F21BKyUp1dxoMzHiR7ZyeG6HMSLn/6tm9Z228tAH886Y/81TkNdyBBxg/NxvINoOAP0/5AQVkBndM7Y7fYsVlseIKeaIY6xZ5iVKKkGieKbvv6Nh448QFSHam4A25WlayKdp4W6QNgcIfBFFUX8cjMRxiVOwpf2EfPCTlMnTiTtN2ZVHUqo/0lmbxa8gqhb0OEwiE2bWgYHAPUBGs47R+nsTu/YeWIRVno3aY3x+YcS8fUjozvO55T8k+JfjcRkbLpIR2HMPP6mUxeNpnVe1aztnQtZZ4yrhl0DUqpuH3+ZQMu44ctP/DqkleZuGhiNPgDsP7OzuiXz8ZZkwQoItfFKrvdOBCuF6SGvJoHXnyMM9OHclq30+h9UT6bV20l4Nm/e9D63H76n9SbdfMKCPkbli8F/UGWLljB7G2zCYQC1PhrKKktobi2mOKaYhbvWsy8QqMDqkhWGoyTNtM3T2dLxRbO/de5XHfsddgsNgbmDKRdcjuq/dUU1xRT6askOykbh12xMjATm7Xu92m1WAiF/Hyz41+c3vGK6AmwQ211yWp2VO3gtG6nNVkuv6d2D1W+KmwWW7R/CXGUkyC2WVRjpTGtkVLqeOB/tNZnma8fBNBaP9XYPMOHD9c///zzIdrCxP758z/xBr3R28009ffY7Mei8ykUT5z2RMJrKBQKjdEzrdYajY6WQVkt1ujtPQLhAP6QP3oQVu2vRmsdLUEMhAMEw0ECoQCBcKDuMfZ5zGNIh1hXuo6i6qK4g/tIVsthdZDuTKfUXcqAdgMori2m1F3KqM6j8AV90U4eTsg7gRXFK+KuK4z0Zrq90rjP4F2j7uKF+S9Ex2c4M6JBfuf0ziSFk9jq3kogHKB9Snv21O5Bo0mxp0SzuZcPuJyi6iJ+3P4j946+lx+3/ojneStZW9thM+8xaE2yMOqqoTza+QH+eOIf+X7r9wlLnTqldeLqgVfz7NxnG4x79vRn+WrjV8zaNis6bHzf8fRr24+n5jxFij2Fr//7a3ZW7eSqT64C4OmxT9M9qzs2i42L+l0Ut7zf33cPqydsqbsPoing8jH7ni/QlrrfdZYrizcueINTu53KsFeHUeYpY9b1s7j1q1sbDRpy03JZfstyRr4+kk3lmxJOA0Y7u/+E+7l79N10f7F79Pu6tP+lvHHBG+S9kBd34mXM/92Iy9PwTHPYEuK7a/9B2LZ/9wztu/oCOu0chqVekGd1wn2PjeO0E4dS66/lzql38v3W7/EGvWQ4M8gMZ/LSJS8xtOPQRpc9ZfkU7p1+b5OdGwF8cMkHPDLzEdaWruWOkXcwvu94Tpt8WoP7adotdp45/RnuOv4uwOwRtHgFbZLbkJuWyxUfX8EHq+Nvcu+qSOGE1y7AGqp36w+H5uwHT+SuB24BjGtXH531KGtL15JkS2JE7gh+N+J3dMnoQpmnjMdnP06bpDZcNeAqvn5uPtPemYPVZiEcCjP+5rFc/+eLGhzkeYNeFhQuiHY8k+5Mp2d2z4RZ6es/u56VJSuZ+t9To7fO2R8V3grm7pjLyuKVlHnKKPeWU+4tp8xThj/kp9JbSY2/hrAO4w/5SXGk4LQ6sSiL0QO1PQWNpl1yu+jJE4UiPzOfisVOvn9nKz5v/EF6WrqLD76+B6utru3MnDmTMWPG7Pf2r92zlus/v54hHYbw0riX4oKWX0IgFGBXzS6j92mbE5vFRoo95aAcqHvdfuZ9t5pd20r55KVpeGt9hMxKAGeyg3HXnohrfC2v/PwKFbWV5P/9ZHDH//6CtgDLzvyW0q7Gycqlv1nKpCe/Y/rHPxMI1P3GLVZFUae1LDvp82Zt26NjHuXhUx7m5UUvc9vXtzU57SX9L+HDSz9kwoIJ3DG1YUl2U3IXdafX9EHR/wERIVuQ2ff8G2eqg/Yp7aN/g3MG89vjfkvHtMTXSc/cOpO/zvsrALePuJ0zepyRcDpPwNPkPUJXFK/gzaVvsmbPGrZUbKGktoQqXxVn1p6L/ZVsI3scOaZz2rCkp2Ihft8RVmG2DVzJ+hONAFKFFMe+ewKZ29tiDVoIWcNYg9a4EzOJBB0BVl20kMztbek6r3eD6UPWENuP38CmsasbXUaaI41nz3iWW4bfEjfcHXAz8vWRDaqsEunTqSPnDxuKy97w/rkbd+3m/XnzcVgdZLmyCOswWUlZWJQl2nN/SIco85RhURbjf4Mrk3RnOlaLFYuyoFAopeIeLcpCSIfwh/z4Q35Ky0txpRhZYJvFRpWvihp/TfTEZXZSNsfmHEuqIxW71U4oHCIYDlLpq6TMU8b60vWEdIhjc45l2S3LGrwPsX+UUou11sNbejsOVIa9nR6defFBWdbU0n+26s9iX460IPYS4Gyt9a/N19cAI7XWv6s33c3AzQA5OTnD3nvvvUO+rbHO/+l8aoLN79wk055Jr9ReLCrfv54vD6UsexYvD32Z/1nzP2yo3sCf+/2ZKdumsM29rcG0CsVtPW4jx5XDo2seJduRzZ297mS7ezv/2PwPMuwZeENefOG6s/h90/ry3KDnuG/FfayrXkdHV0ce6f8IEzdNZEXligbruK7rdViVlcnbJhPSIezKTm5SLnf0uoP2zvZ8X/I953c6n93e3byw/gXsS5PptDKfXlm9GDyuPz1GdMET8uCyuij0FPLq5lcp9hWz17cXh8VBjiuHi3IvYnDGYJ5Y9wTb3dtxWpx0T+3OwPSBXNDpAnZ6djJ522S8IS+dkzpzWd5ltHW0ZUPNBjq4OpBhNzo3WlaxDE/Iw3FZxzV6MBwKhJh83ycUr99L2Kex2BVhFcZ7Yyn+3rU4LA4yHBn0SOnBWTlnkWwzOj+JnNCwKAs7PTuZsm0KlQGjs6kwYezKTu+03lzQ6QI6uDqwrGIZXxR9QbG3GG/Yi0VZsCorQzOHkp+Sz7EZx5LjMrIi293bWVO1hr5pfclPyY++lxklM9jl2UWyLZn28/tRM8eOCtYdWIUtIaryd7F1XOKAOtmajFVZ6ZLchdFtRrOy0simZ9gzSK/KZeMnKQQD8eW2Kal2br9/BBZL4gOxmpoaUlP3XWamtabIW0SZvwx/2E+yNZkSXwmBcACrspLlyGJw5mBCOkRIh6L3m93u3k6JtwSX1UXX5K5UBavIsmdFv4fGlPvL2enZSUiH6Jnak5pgDd9MmEPx3ErCPvMklN1CWpsUbnzlIhyuhgduzeFzB6guc5PeNgWH64gqyGkgFArz3psrKdpRTcAfxmpVWCyKi6/pT/fe2XHTNrddHC2q9rqZ89FqtizfTVKqg+HjejPwlPy4YLlw3R4+fPpHNKBDGhQcM6Yrw67Kp62r7lpznyfIu39bSFlxLeGQxmpVpGa66HkjFFt2clLbk1hZuZId7h3UhmoJ6qDxuwqHSLenc3WXq8l0GJdEhHSIBXsXsMOzg001m/BrPxYsdHR1xB/2097VnrNzzibNnkZYh/lm9zcU1BREO6KzKRtp9jQu7HQhBTUFbKjegEVZjD8sWIM2tj5Win93kLBPoxRY7BZG3jyIURcOJcl6eNyfXWvNXv9eMu2ZLPtyLT+8ZtyjOBQM03VwJ4qKPQTd8ftGi10x5P4c1iQtZ03VGiP41GDZ7OCYkmNxZNj52bqAjlN6ocIKS8AaPSEXCVTD1jC+LDeLb5uJzWZj4LsjSduYTThgTKfRhF0hiu5Zhz3Lht1ix2lxkuXIIsueRZYjiw6uDgzLGtboZ1kbrGVGyQxKfaV4Qh62urfiCXlIsiaRac8kxZZCVaAK5fIycmh7rNb4fX04rFmzbTdTly/HG26ZTp4sWEizp0U7Emxqut5pvbm39710T+3e5LRi30499dRWHbhJENt8R1oQeylwVr0gdoTW+veNzXM4ZGLvn34/3qC37p/oPv7G9RpHt6xuvL7k9WhZbOxBRWygUv8sIhid/YR1GKUUNostWuaitSbNmYZFWaj2VaOUwm6xY7fao6VdkeeNPVotRoZ3eKfhZCdl4w/52eveS8e0jgTDQdaVrqPKV0X/dv1ZumspSfYkumV2i5aHhcIhY7vNbfUFfdit9uh9HC3KQsfUjtGz1VprAuFAXKmON+iluKaYr2d/zYkjTyQrKSt6D09v0Is/5CfVkdpkeWBrEA6HWTR1OUtmrCCzfQZnXH0ybXOz9z1jCwr4gzx+85ss/2kDFqtxNrxTfjueeu820rMO7Fqgrz5fwisvfovVZkVrTXKKk6f+diXduifuORcOPOPWEsLhMN/93xw+f/lbPDU+TrroOC6561zSDvDzOhqFw5qf5xewdNEWMrNSOP2cQbRp1zCj3JraxeHEU+tl3tQVuKs8DD6pL517Ju6gTmvNyoWb2bqxmNz8tgwZ3ROL5fDcD/u9fr5750fmfLqAzPbp5I5ox3/f2vCWSocTv9dP4YZdZLbPILtDJptW7eChK1/C6/ajlBHc/v65Kxl76ah9Lqu2spaZ78+lbHcFPY7N56fPF/Ljx/NRKE6+dBQ3PXsN6dnGb8jvCzDpoXf5+vUZ+Gr9DDqlP7998Qa69uu8j7X857TWvFJwDyXebYSoy/LblZPf9XqBLEcHPEFPtH+ISm9l3PGRRVnITsomrMNU+iop95RT468hpEMNKtkij2Edjh47OawOVi5fyajjjM/UH/KT5coiyZ5Em6Q2JNuT2VS+ia0VW6nx1xAIBbBZbNgsNtKd6WS4MuiV3UuuhT2IWn0m1tZOH5950b4nbIZpe19r1Z/FvhxpQWyrLCcWvww5ID18bV1XxOa1RXTs0oa+Q/P/4zJId62P1SsLSUp20P+Yzo1mYCOkbYhEpF2IxrTWthEKhVn782Z8bj8DRvTAlXLk9X7rDlbxceGLbKpZgUKRZsvios6/p1vqMYdk/a21bRypjoggNn38QVnWtPLXW/VnsS9HWh3ZIqCXUqobsBO4AriqZTdJCFFfft9O5PfttO8Jmyk5xclxo3octOUJIcSRwGq1cMzIni29Gb+oZFs61+Q/hDdUSyDsI9WW1SIdOQkhDq0jKojVWgeVUr8DpmHcYudNrXXjvQoIIYQQQohWz2VNwWWVslxxBDiCqmR/SUdUEAugtf4a+Lqlt0MIIYQQQgghmk1rCIf3PZ3g8OxRQQghhBBCCCGESOCIy8QKIYQQQgghRKsk5cTNIkGsEEIIIYQQQhwGtJQTN4uUEwshhBBCCCGEaDUkEyuEEEIIIYQQLU5LOXEzSRArhBBCCCGEEC1NA2EJYptDyomFEEIIIYQQQrQakokVQgghhBBCiMOBlo6dmkOCWCGEEEIIIYRoYRrQUk7cLFJOLIQQQgghhBCi1ZBMrBBCCCGEEEK0NK2lnLiZJIgVQgghhBBCiMOAlBM3j5QTCyGEEEIIIYRoNSQTK4QQQgghhBCHAyknbhal9dGdslZK7QG2tfR2iF9EW6C0pTdCHJakbYhEpF2IxkjbEI2RtnF46aq1btfSG3GglFJTMdrUwVCqtT77IC3rsHPUB7HiyKWU+llrPbylt0McfqRtiESkXYjGSNsQjZG2IUTLkGtihRBCCCGEEEK0GhLECiGEEEIIIYRoNSSIFUeyV1t6A8RhS9qGSETahWiMtA3RGGkbQrQAuSZWCCGEEEIIIUSrIZlYIYQQQgghhBCthgSxolVRSmUqpT5SSq1TSq1VSh2vlMpWSk1XSm00H7PMaZVSaoJSqkAptUIpNTRmOdeZ029USl3Xcu9IHAxKqT5KqWUxf1VKqTulbQgApdRdSqnVSqlVSql3lVIupVQ3pdQC83t+XynlMKd1mq8LzPH5Mct50By+Xil1Vku9H3FwKKXuMNvEaqXUneYw2WccpZRSbyqlSpRSq2KGHbT2oJQappRaac4zQSmlDu07FOLIIkGsaG1eBKZqrfsCxwJrgQeAGVrrXsAM8zXAOUAv8+9m4BUw/ikBjwAjgRHAI5F/TKJ10lqv11oP1loPBoYBbuBTpG0c9ZRSucDtwHCt9TGAFbgCeAZ4wWwb5cCN5iw3AuVa657AC+Z0KKX6m/MNAM4GXlZKWQ/lexEHj1LqGOAmjN/5scB5SqleyD7jaDYJ47cd62C2h1fMaSPzHbH37xTiUJAgVrQaSql04GTgDQCttV9rXQFcCEw2J5sMjDefXwhM0Yb5QKZSqiNwFjBda12mtS4HpiP/TI4kY4FNWuttSNsQBhuQpJSyAcnALuA04CNzfP22EWkzHwFjzYzJhcB7Wmuf1noLUIBxkCpap37AfK21W2sdBGYBFyH7jKOW1no2UFZv8EFpD+a4dK31PG10RjMlZllCiAMgQaxoTboDe4C3lFJLlVKvK6VSgByt9S4A87G9OX0usCNm/kJzWGPDxZHhCuBd87m0jaOc1non8DywHSN4rQQWAxVm8ALx33O0DZjjK4E2SNs40qwCTlZKtVFKJQPjgDxknyHiHaz2kGs+rz9cCHGAJIgVrYkNGAq8orUeAtRSV9qTSKLrTXQTw0UrZ17XeAHw4b4mTTBM2sYRyCzluxDoBnQCUjBKAeuLfM/SNo4CWuu1GKXi04GpwHIg2MQs0i5ErP1tD9JOhDjIJIgVrUkhUKi1XmC+/ggjqC02S3UwH0tips+Lmb8zUNTEcNH6nQMs0VoXm6+lbYjTgS1a6z1a6wDwCTAao/zPZk4T+z1H24A5PgOjxFDaxhFGa/2G1nqo1vpkjO94I7LPEPEOVnsoNJ/XHy6EOEASxIpWQ2u9G9ihlOpjDhoLrAG+ACI9AF4HfG4+/wK41uxFcBRQaZYDTQPOVEplmVmaM81hovW7krpSYpC2IYwy4lFKqWTz2tbIfuMH4BJzmvptI9JmLgG+N69h+wK4wuy9uBtGxywLD9F7EL8ApVR787EL8F8Y+w7ZZ4hYB6U9mOOqlVKjzP3QtTHLEkIcAGX8bxaidVBKDQZeBxzAZuAGjJMxHwBdMA5YL9Val5n/KF7C6GTDDdygtf7ZXM6vgD+ai31Ca/3WIX0j4qAzr2vbAXTXWleaw9ogbeOop5R6FLgco1x0KfBrjOvR3gOyzWFXa619SikX8DYwBCM7d4XWerO5nD8BvzKXc6fW+ptD/V7EwaOU+hHjeucA8Aet9QzZZxy9lFLvAmOAtkAxRi/Dn3GQ2oNSajhGD8hJwDfA77UchAtxwCSIFUIIIYQQQgjRakg5sRBCCCGEEEKIVkOCWCGEEEIIIYQQrYYEsUIIIYQQQgghWg0JYoUQQgghhBBCtBoSxAohhBBCCCGEaDUkiBVCCCGEEEII0WpIECuEEEIIIYQQotWQIFYIIYRoBZRSpyulNiqllimlBrX09gghhBAtRWmtW3obhBBCCLEPSqnVwL1AR+BSrfXZLbxJQgghRIuQTKwQQojDnlJqq1JKK6UmtfS2NOY/3UalVJJSqlApFVJK9U4wSTlQAGwGKuvN+3/mun93IOsWQgghWhMJYoUQ4iiklLrPDHpCSqmsmOEfmsO1UqpTzPBJ5rCtLbLBh4lf+HP4PZALfKm13pBg/MvAWuBT4I56454zHx9WSqX8AtsmhBBCHDYkiBVCiKPTbPPRApwYM/ykmOcnJ3j+4y+5UUcrpZQViGRR304w3gL8AXgGSAUqYsdrrZcBq4F2wFW/6MYKIYQQLUyCWCGEODr9DNSaz08GMEtYc4ASc/hJ5vBcoJs5bLY57B6zg6EypVRAKVWilPokUgarlPqnmbFcGbtSpdRX5vDpMcOUUuo2pdRypZRHKVWplPpCKdW/qTfQnPliSnynKKUeVUrtUkqVK6XeUUqlxUyXYZbk1iildiulHlZKTY7NupqP15mzdI3JWI9JsGl/VEoVJVpXI8YAeUAQ+CbB+F9hlBA/C1iBYxJM86X5eM0+1iWEEEK0ahLECiHEUUhrHQTmmy9Prvf4v4A/5vUpMbNGMrFjgJ7AbmAdkA1cBHynlHIBk8zpjlFKHQOglMoGzjCHvxWzzAnAS8AgYAvgAc4H5iqlujfxNvZnviuAu8xpMoH/Bh6IGf8aRgYzBagC7gYurreMpUCp+dwPLDD/qupNd6m5bG8j60pkjPm4Rmvtjh2hlMoA/gLco7WuAIqAwQmWsdB8HKmUStrH+oQQQohWS4JYIYQ4ekVKiocqpVKpC1qnAYuBAWbgGRleorVeZz6/H8jSWvfXWg8EIj3l5gEnaK3nAevNYVeYjxcDdoyg71MApVQ+cJs5/jda6/5AV4zS2AzgwUQbfgDzeYF+GIH3z+awseayemAEngAvaa17A32AQOwCtNYXAV+ZL3dprUeZf0vqrSvY2Lqa0Nd83Jpg3MPAdK31UvP1ahIHsdvMRwd1mXMhhBDiiCNBrBBCHL0iQawNGI1RPlwDLDHHKYzrZSOZ2NjrYbsAPyilqpRSYWB6zLhIh1CTzcfLzcdIMPue1tpjPj/OXA/AP5VSGiPgHGAOG9XItu/vfN9rrXdqrcPUBdc55uOAmOneBdBa7wZ+aGTd+9LUuhqTaT5Wxw5USvUBfg38KWbwKhIHsbEZ4cwE44UQQogjgq2lN0AIIUSLmY9RFuvAKKXNB77VWoeUUrMxsq0XU5cl/BHALNX9zJyvGiNra6MusLKaj1OAx4GeSqnzqAuGJ8Vsg4p5vhwjEI1V1Mi27+98sR0hBRMsI+Jg3Dy9ueuKFbllTv1rZ/8OpANblIouQgG1Siml42/2nt7INgghhBBHFAlihRDiKKW19iqlFgEnYFy3CXXZ2TlAiPiebiPjhmAEsABnaa3nKaWuwMxixix/p1LqO+BMjGtOrcB6s9Q4YhFG4KiAd7XWz0RGKKWGAc5GNv9A50tkVcyyLgHmKaU6AKcmmDZyvWpygiDyPxG5pU5+ZIAZ+I8EhmGcbIjoC3wI9MC4b2xEV/MxQOKyZCGEEOKIIOXEQghxdIstKY6+1lpXAStihldhZDzBuCYzZD6favZA/L+NLH+S+dih3mvM9WwB/mG+fFoptc3sbbgM43rSMxMt9EDna2RZm4GPzJd/UEqtx5gPdMQAAAHISURBVCgDdiSYPHJNcDtgnVJq/kHqRGmW+dhfKZWslHIAfwP+qrVeorVeFfkDvjWnrV9SPMJ8XFC/cyghhBDiSCJBrBBCHN1mxTz3UtfDbf1xP5nXeGJ27vQrjB6BHRg99l7ZyPI/pa60NUyCe6Bi3B/1dowguT1Gp0S7gFeAj5vY9gOdL5GbgH9h3HYoC3gRmGqO88RM96a57EqgN0am1Mp/bgZGCbQNGAfcidHj84T6E5onGHbTMIi9wHxM9BkLIYQQRwx18CqhhBBCiNZJKZUH7NFae83XbTEyzu0xypWvamr+g7QNDwBPAV9orS/cz3mHYHTItQforrWu+QU2UQghhDgsSCZWCCGEMDqwKlJKTVdKfYVxjWp7jN6anzxE2/AisBM4z+yVeH/cYz7+RQJYIYQQRzrJxAohhDjqKaXGAk9gdJqUgpHRnAk8rrVe04KbJoQQQoh6JIgVQgghhBBCCNFqSDmxEEIIIYQQQohWQ4JYIYQQQgghhBCthgSxQgghhBBCCCFaDQlihRBCCCGEEEK0GhLECiGEEEIIIYRoNSSIFUIIIYQQQgjRakgQK4QQQgghhBCi1ZAgVgghhBBCCCFEq/H/5CSnzOu1GcwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use the old wavelength solution to identify lines\n", "rough_waves = col_to_wav(coeff, lamp_lines_opt['x'])\n", "lamp_lines_opt['wav'] = match_to_list(linelist['wav'], rough_waves)\n", "\n", "# re-fit\n", "coeff2, revcoeff2 = get_wavelength_solution(lamp_lines_opt, order=4)\n", "check_wavelength_solution(lamp_spec_opt, lamp_lines_opt, coeff2)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "STD of wavelength residual is 5.9 Angstrom\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "w = lamp_lines_opt['used']\n", "plt.scatter(lamp_lines_opt['wav'][w], lamp_lines_opt['wavres'][w]) #, c=np.abs(lamp_lines['wavres'][w]))\n", "plt.scatter(lamp_lines_opt['wav'][~w], lamp_lines_opt['wavres'][~w], marker='x') #c=np.abs(lamp_lines['wavres'][~w]))\n", "plt.grid()\n", "\n", "std = np.std(lamp_lines_opt['wavres'][w], ddof=1)\n", "plt.axhspan(-std, std, color='k', alpha=0.1)\n", "print(f'STD of wavelength residual is {std:0.2} Angstrom')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# you may need to exclude strong outliers and re-fit\n", "coeff2, revcoeff2 = get_wavelength_solution(lamp_lines_opt[w], order=4)\n", "check_wavelength_solution(lamp_spec_opt, lamp_lines_opt[w], coeff2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use night sky spectrum to tweak wavelength solution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need the precise wavelengths of all sky lines. These can be taken from the [UVES sky emission spectrum](https://www.eso.org/observing/dfo/quality/UVES/pipeline/sky_spectrum.html), which was constructed through careful analysis of high-resolution spectroscopy. Copies of the UVES nigh sky line lists are provided in the `UVES/` subdirectory of `data/`." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "# load skyline list\n", "dtype = []\n", "dtype.append( ('seq', int) )\n", "dtype.append( ('wav', float) )\n", "dtype.append( ('intensity', float) )\n", "dtype.append( ('fwhm', float) )\n", "dtype.append( ('flux', float) )\n", "\n", "skylines = np.array([], dtype=dtype)\n", "wildcard = os.path.join(data_dir, 'UVES', '*dat')\n", "fnames = glob(wildcard)\n", "for fname in fnames:\n", " lines = np.genfromtxt(fname, dtype=dtype, skip_header=3, skip_footer=1)\n", " skylines = np.hstack([skylines, lines])\n", " \n", "SKYLINES = skylines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can convert the line list into a 1-D spectrum by modeling each line as a Gaussian, scaling the Gaussian to the measured line flux, and then adding each line to a continuum. " ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "# function to convert night sky linelist into spectral template\n", "def model_sky(wav, *params):\n", " wavshift, scale, fwhm, conta, contb = params\n", " \n", " # start with the continuum\n", " model = np.polyval([conta, contb], wav)\n", " \n", " # add in each line\n", " sigma = fwhm / 2.355\n", " minwav = np.min(wav) - 3 * fwhm\n", " maxwav = np.max(wav) + 3 * fwhm\n", " w = ((SKYLINES['wav'] + wavshift) >= minwav) & ((SKYLINES['wav'] + wavshift) <= maxwav)\n", " for line in skylines[w]:\n", " # assume lines are Gaussian\n", " model += scale * line['flux'] * np.exp( -(wav - line['wav'] - wavshift) ** 2 / 2 / sigma ** 2)\n", " \n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compare this model to the data to derive the wavelength drift (and also the instrumental resolution). Start by setting the approximate `scale` and `fwhm` for the data." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get starting guess for the fwhm and flux scaling\n", "wavs = col_to_wav(coeff2, np.arange(skybg_opt.size))\n", "params = (0, 1, 2, 0, 0)\n", "skymodel = model_sky(wavs, *params)\n", "w = skymodel > 1\n", "scale = np.mean(skybg_opt[w] / skymodel[w])\n", "\n", "plt.plot(wavs, skybg_opt, label='Observed')\n", "plt.plot(wavs, scale * skymodel, label='Model', alpha=0.5)\n", "plt.legend(); plt.grid()\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `fwhm`, `scale`, etc., will vary with wavelength (note the `fwhm` is related to the instrumental resolution, which is **not** constant with wavelength for most spectrographs!). The wavelength drift may also vary along the spectra, so we should fit for the model parameters in a number of wavelength ranges. Some parts of the spectra may lack significant sky lines, so we should divide up the spectra in a way that ensures each range contains at least a few lines." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Counts')" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# locate observed sky line peaks (roughly)\n", "skyline_cols, properties = find_peaks(skybg_opt, prominence=1000)\n", "skyline_wavs = col_to_wav(coeff2, skyline_cols)\n", "\n", "plt.plot(wavs, skybg_opt, label='Observed')\n", "plt.scatter(skyline_wavs, skybg_opt[skyline_cols]);\n", "\n", "# divide into sections with at least a few lines\n", "nmin = 5\n", "minwav = wavs.min()\n", "wavranges = []\n", "while (skyline_wavs > minwav).sum() > nmin:\n", " w = skyline_wavs > minwav\n", " maxwav = skyline_wavs[w][nmin - 1]\n", " dwav = (maxwav - minwav) / 2\n", " wavranges.append([minwav - dwav, maxwav + dwav]) \n", " plt.axvline(maxwav, color='k', ls='dotted')\n", " minwav = maxwav\n", "wavranges.append([maxwav, wavs.max()])\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In each of these `wavranges` find the best set of model parameters to match the observed sky spectrum. As a bonus, you will find the instrumental resolution for each wavelength band as will. " ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "# fit for the wavelength shift section by section\n", "dtype = []\n", "dtype.append( ('cwav', float) )\n", "dtype.append( ('wavshift', float) )\n", "dtype.append( ('wavshift_err', float) )\n", "dtype.append( ('scale', float) )\n", "dtype.append( ('scale_err', float) )\n", "dtype.append( ('fwhm', float) )\n", "dtype.append( ('fwhm_err', float) )\n", "\n", "guess = 0, scale, 5, 0, 0\n", "results = []\n", "for wavrange in wavranges:\n", " minwav, maxwav = wavrange\n", " w = (wavs >= minwav) & (wavs < maxwav)\n", " bounds = ((-50, 0, 0, -np.inf, -np.inf), (50, np.inf, np.inf, np.inf, np.inf))\n", " popt, pcov = curve_fit(model_sky, wavs[w], skybg_opt[w], p0=guess, bounds=bounds)\n", " cols = [(minwav + maxwav) / 2]\n", " for i in range(3):\n", " cols.append(popt[i])\n", " cols.append(np.sqrt(np.diag(pcov)[i]))\n", " \n", " newrow = np.array(tuple(cols), dtype=dtype)\n", " results.append(newrow)\n", "\n", "results = np.array(results)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# check the last wavelength range fit\n", "model = model_sky(wavs, *popt)\n", "plt.plot(wavs[w], skybg_opt[w], label='Observed')\n", "plt.plot(wavs[w], model[w], label='Model', alpha=0.5)\n", "plt.legend(); plt.grid()\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fit a polynomial to the measured wavelength shifts so that we can interpolate the results to any wavelength. " ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit for the wavelength offset\n", "cwavshift = np.polyfit(results['cwav'], results['wavshift'], 6)\n", "plt.plot(results['cwav'], results['wavshift'])\n", "plt.plot(wavs, np.polyval(cwavshift, wavs))\n", "plt.grid()\n", "\n", "# correct wavelengths to match skyline values\n", "wavs_corr = wavs - np.polyval(cwavshift, wavs)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Wavelength Shift ($\\AA$)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a bonus, we can also fit for the instrumental resolving power as a function of wavelength, $R(\\lambda) = \\lambda / \\delta\\lambda$." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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X4mzy9h/i6asnMCDEp1Ou6+picEvqYJbdMhkvd1eufi6dX7+9nsIDhx16nR2lB7ljUTYjIwL46xVju1RXeGdJiQthdX45Nrvp7FLEQRTqRURERER6qX+s2MFnm0u574LhTBkc2unXHxMVxIe3T2XepBiWrS1i+mNp3Ltsg0PC/YFDDcx/JRMvd1eevTaxw9eB7y6S44Kprmti695qZ5ciDqJQLyIiIiLSC/13YwlPrtjBrIQo/m9yjNPq8PV04/cXjyTtF6lcOXEAb2cVMv2xNH7zzgaKKmvbdc5Gm51b31hLSWUdC69NICLI28FVd1/JsdZ69eqC33Mo1IuIiIiI9DJb91Zz95Icxg8I4uFLR3WJbukRQd48NHMUab9IZc7EaJZmFpD615X89p0NFLcx3D/84Wa+2VnOHy8bTcLAPh1UcfcUEeTNwBAf0vM6bh4D6VydNvu9YRgvABcCZaZpjjpq/+3AbUAT8JFpmr9s3n8vcCNgA35mmuYnzfvPA54AXIHnTNP8c2d9BxERERGR7u7AoQZueiUTfy83Fs5NwNOta3VLjwjy5uGZo/lp6mD+tTKXJZkFLMksYM7EaG5JHXzSVvc3Mvbw8re7uWlaLFckRLV8kGlCfTXU7IPaA1BXBXWVzX8e/boaGmuhqc7afvC6Dmz11rlME2jhT8MV3DzA1RNc3cHNE1w9rM3dGzz9m7cA60+vAOu1VyD4hoJvOPiGgU8IuDouuiXHBvPJplLsdrPDVjqQztOZS9q9BDwFvHJkh2EY04FLgDGmadYbhhHevH8EcCUwEogA/mcYxpDmjz0NnA0UAmsMw3jfNM3NnfYtRERERES6qabmbuml1fUsuXkS4QFezi7puCKDvHnk0tHcMn0wT6/MZfGaApasKbTC/fRB9A/8cbjPyCvnr+9lMDfGxq8H7YbVX0NNafO2Dw6VQU3zZqs//sVd3ME7yArY7j7g7gVuXuAXbv3p5mXtc/UEwwUMAzCO+RMw7dBUD7aG77emBuvajbVQXWw9XKg/aD1AsDcepyADfIKtkO8XBoHR1hYUDYFRzT9HWQ8NWiElLoQlmYVs3XuQEREBrfqMdF2dFupN0/zCMIyYY3b/FPizaZr1zceUNe+/BFjUvD/fMIxcIKn5vVzTNPMADMNY1HysQr2IiIiIyEk8snwL3+ws52+zxjIuOsjZ5bRKZJA3f7x0NLekDuLplTt5d/V2ctZ8xdXxjVwQVYd/XQlUFdBQsYcR5XtY53EY9gKLmk9guIBPKPj1tQJxSLwVzv3CrZDsE2y1jB+9uXl9H8w7U2OdFfBrD8Dh/dbDh0P7frgdLIWdK+FgCXD0DPYG+PeHkEEQGm99z9B4CBkMQQPA5fseGclxR8bVlyvU9wCd2VLfkiHANMMwHgHqgHtM01wDRALpRx1X2LwPoOCY/cmdUaiIiIiISHe2JLOAF7/exY1TY7n8eN3SuwpbE1TshP07rD/LdxJVkcefynfyJ49i65hd1nbYNQDXPtFkVQWSz2mcN3kiIZGDvm+99g37QaDt0tybewD4hWFFpRNoaoDqIqgqgKpCqCyAA7ugfAdsXGYNITjC1dMK9/1GQ7/RRPYbzag+TaTnlXPD1NiO/EbSCQzT7Lz1CZtb6j88MqbeMIyNwOfAHcBEYDEQh9VN/1vTNF9rPu55YDnWxH7nmqY5v3n/tUCSaZq3t3CtBcACgL59+yYsWrTo2ENEOkxNTQ1+fn7OLkPEYXRPS0+i+1l6mtbc07mVNv6cUcfQYBfuTvDCtauMozbteNWV4XtoT/O2G99De/A5XIiL2fTdYQ3uAdR696fWO4Ja7wgO+/Sn2OjHWyWh/K/EA5sJBvDzRE9GhTq73bILME3cG6vxOVyEd20RPoeL8D20B7+aXXg2fD9BXokZjHtIHAcD4qkOGMJB/yE0uTv/96N+T//Y9OnTs0zTTGzpPWff8YXAMtN6srDaMAw7ENq8P/qo46KA5kdyx93/A6ZpPgs8C5CYmGimpqY6tnKRE0hLS0P3nPQkuqelJ9H9LD3Nye7p0uo6fvnPr4jo48Prt04hyMej84o7WmMtlG6CkmwozrZe79sKjUetSR8YDRHDIfwSCBsOYUMgeBAe3kF4AIFHnW4k1kRbBRWHee7LPMZEBXX9HghdwaH9sHcD67O+IndDOjPMMkJ3LeK7rvyhQyFqIkRPhKgkCBsGLp27aJp+T7eNs0P9u8AZQFrzRHgewH7gfeANwzAex5ooLx5YjfUALt4wjFigCGsyvaudUbiIiIiISFdX12hjwatZ1NQ38eqNyZ0X6OtroHSjFd5Lcqxt31Ywbdb73n2sruAT5kH4cAgfAWFDrdnf2yg62IcHLxl18gPF4hsKg6YTHJzM3WtXUpU4gusTQ6EoCwrXQMEa2LYcsl+zjvcOhpipEHuatYUOcc58A3Jcnbmk3ZtAKhBqGEYh8ADwAvBCczf8BmBec6v9JsMwlmBNgNcE3Gqa1m8AwzBuAz7BWtLuBdM0N3XWdxARERERaQub3cQApywbZreb/OadDeQUVPLM3ASG9vPvqAvB/m1QsNoKhYVrYN82vmv59Q2D/uNg2AzoP9baAqMVDJ0sqo8PUX28Sc8r5/opsRCXam1gLclXkQd70mHXV5D/BWx533rPr68V8uOmQ/zZ4N/POV9AvtOZs99fdZy35h7n+EeAR1rYvxxrfL2IiIiISJeVtfsAdyxaR/9AL56bN5FAb/dOu/ah+ibuXJzNZ5tLufvsIZw3yoHB63DFUa26q63X9dXWe959rK7bI2ZCxDgrzPv3U4DvolLiQlixpRSb3fzhPAuGYc2iHzIIxl9jhfwD+ZD/pRXwd30JG9+2ju0/FuLPhfhzIHJC95mUsAdxdvd7EREREZEexW43WfhFHo99uo2+/p5kF1Ry1bPpvHpjEiF+rVtH/FQUHjjM/Jcz2V56kAcvHsl1kwae2gmrCmHX17D7K9j9rTW7OlhLxYWPhNFXWEE+KskKgQrw3Ubq0DDeyirkm537mRYfdvwDDQOC46wtYZ4V8ks3wo5PYfun8OVj8MWj4BMCg8+G4RfB4DPB3bvzvkwvplAvIiIiIuIg+2vquXtJDl9s38cFo/vzp8tHs25PJTe/msnshd/y+vwU+gV6ddj1s3Yf4OZXM6lvsvPS9UmcNuQEQa0lR1pkd3/zfZCv3GO95xkIA1Jg7JUQnQQRE8BTM5R3Z2cN70ugtztLMgtPHOqPZRjfLY/HtJ9bvTd2fm6F/B2fwPpF4O4LQ86BEZdYrfgevh33RXo5hXoREREREQf4Jnc/dyzOprq2kUcuHcXVSQMwDIPTh4Tx8vVJ3PhyJrMWfsPrN6YwIMTH4dd/Z10hv3prA/2DvFi0YCKDw1sRuI+Mnc5f9X2QP9i8uJRPCAycDCm3wMAp0Hekulb3MF7urswcF8GbawqoPNzQ/okUfYKtHhujrwBbo9U9f/P7sOUD2PQOuHlbLfejLoehM8C94x5s9UYK9SIiIiIip6DJZueJFTt4amUucaG+vHpjEsP6/XAW9+S4EN64KZnrXlhtBfv5yQwOd8zEdXbT5NH/buVfaTtJiQvm39ck0Mf3BOHscAXkpUHeSuvPIy3xfn2t8B4zxfozdGinL2UmnW/2xGhe/nY372UXM29yzKmf0NUdBp1hbRf8DfZ8C5vfs0L+1g/BMwBGzoQxV8KASbrHHEChXkRERESknUqqarnjzWxW76rgioQo/nDJSHw8Wv4r9pioIBYvmMTc5zOYvTCdV25IYlRkYIvHttah+iaeWlfP2rKdXJUUzR8uGYW76zEhqbEOCtJh50oryJesB0wrXMWeBpN/Zs16HjJY4+F7oZERgYyMCGBJZoFjQv3RXFytmfJjpsJ5f7Ym2Vu/GDa8DWtfgcABMGY2jLvamo/BQd7PKWZ0ZCCxob2jy79CvYiIiIhIO6zYUso9S3Oob7Lz9zljuXR81Ek/M7SfP0tvnsQ1z2Vw1X/Seen6iSQMDG7X9Ysra5n/ciZbymz87sIRXD8lBsMwrC71+7db45tzV1gtpU114OJmTWY3/TfWcmQR48FVcUBgdmI0D7y/iY1FVaf8oOm4XFxh0HRru+BvsPUjyFkEXz1uTbQXMw0Sr4dhF57SZTLyyrl7cTYXjOnPE1eOd1DxXZv+KxYRERERaYOGJjt//ngrL3ydz4j+ATx19Xjiwlo/YVxMqC9LfzKJuc9lMPe51fznukSmxoe2qYa1ew6w4JUs6htt3JXgyQ1JfZsnKWvejnSpDxsGCddbQWrgFE1sJy26ZFwEjyzfwltZhR0X6o/m4Wu10I+ZDQf3QvbrkPUSvHUD+IQQF3IajI5uc+t9UWUtt7y+lgEhPjw0c1TH1N4FKdSLiIiIiLTS7vJD3P7mOtYXVjFv0kDunTEcL/e2Tx4XEeTN4psnce3zGdzw0hqevmYCZ4/o26rPvpddxC/eWs94v0r+mbIP183vwqObrNZ4dx+rK/3Uu6ylxYKi21yb9D5BPh6cO7If76wr4tfnD2vXPd1u/v2sGfSn3AV5n0PWS0RveQ/++Q7Eng4pP4X4c0869r6u0cbNr2bS0GTn2WsTCfBy76Qv4HwK9SIiIiIirfDZ5lLuWpyNiwHPzE3gvFH9Tul8Yf6eLFqQwrwX1/CT17J4fPZYLhkXedzj7U2NLF22hIPrP2Cl5wYi6wrhKzjsHWG1xg85BwZM1szi0i6zE6P4IKeYzzaXctHYiM4vwMUFBp8Fg8/i20+WMdl7J2S+CG9eCcGDrHA/9qoWe5uYpsmv317PpuJqnrsusXUrP/QgCvUiIiIiIidRVFnLnYvWERvmyzNzE4jq45gl6YJ8PHh9fjLzX17DnYuzqW2wcWXSgO8PqK+BnSto2vwh9Zs/Zo79II3uHrgOnAZDbof4s1m9oYDU1FSH1CO91+RBoUQGebMks8A5of4oDZ7BcNplMOVOa+b89H/B8nvg84dgwjxIWvCDXijPf5XPu9nF/PzsIZw5vHU9XnoShXoRERERkRMwTZPfvrMBE/j3NY4L9Ef4ebrx0vVJ/OS1LH69bAO26lKu6bPZmkgsLw1s9dQafnzaNJ7AcZdw5oVXYngevRxegUPrkd7J1cXg8oQo/vn5Dooqa4kM8nZ2SdbyeKOvsLaC1Va4//ZpaxszG6bexZeVwfxx+RbOH9WP284Y7OyKnUKhXkRERETkBN7LLiZt2z5+d+EIooMdG+iP8KrexXODv2F36RJiv9wMhokZNID9w67hvq0DSW8awj+uSWT6sPAOub4IwKyEKJ5csYO3swr52Znxzi7nh6KTrK2ywAr3WS9h5iyijiTOD7mSR2eda63+0Asp1IuIiIiIHEd5TT0PfrCJcdFBjl3D2zShbDNsehe2vA/7tuIGxPUbw6f+/8c/CocwIHgiaTn7CQ/wZOmCiQzp63/S04qciuhgH6YMDmFJZgG3TR+Mi0sXDMlB0XDenziUfAfvPXM/F9Z/yNk1GbD0I5h2Dwyc5OwKO51CvYiIiIjIcTz04WZq6pt49IoxuJ5qwDFNKN1ojRHe9C6U7wDDxZrc7ry/wLAZGEEDONtu8s0Hm3j5290kxQTzzLUJBPt6OOYLiZzE7MRo7liUTXpeOZMHt22pxc5imib3fFTEJ9UziZl7L5Mr3oFv/wUvnmet/nDG/RCV6OwyO41CvYiIiIgcV019E002O0E+vS9UrtxWxrvZxdxxZnz7W8lNE/ZugM3vWkG+YqcV5GOmWrN5D78I/H7Ypd7FxeD3F4/kkvGRjIoIxMPtxEt5iTjSuSP74e/lxpLMgi4b6p9emcvHG/fy2xnDmTwyDvg5JP8Usl6ELx+H586EIefDGfdBv56/Xr1CvYiIiIgc100vZ3KooYn3b5vq7FI6VU19E79dtoH4cD9umT6obR82TSjJsYL85vegIg8MV4idBpNvh2EXgl/YCU9hGAYTBvQ5hW8g0j5e7q7MHBfJkswCHqxtJNC7a633vmJLKX/7bDszx0Uwf1rs9294+MCkW63Z8TP+DV//E56ZAiMvg+m/gdAuNkeAAynUi4iIiEiLsnYf4Nu8cgAqDjX0qi7gf/3vVkqq63jrJ5PxdHNt3YfKtsCGpbBxGUrg+dUAACAASURBVBzIt4J83OnWslzDLgTfkI4tWsRBZidG82r6bj7IKWZuykBnl/Od3LIa7lyUzciIAP58+ZiWJ8bz9IPTfgET58M3/4T0Z6wHbOPnwvT7wL/nLXmnUC8iIiIiLVq4aieuLgY2u8nq/ArOG9XP2SV1iqzdFbySvpt5k2JIGHiS1vIDu2HjW7DhbSjb9H2Qn3a3FeR9gjunaBEHGhUZwLB+/izJLOgyob66rpEFr2bi4ebCwmsT8XI/ycM27z5w5u+sbvlfPgZrnrP+O516J0y6zWrZ7yE0QEdEREREfiS3rIbPtpQyf1osXu4uZOSXO7ukTlHfZONXb28gItCbX5w7tOWDasog41l47mx4Ygys+IPVOjjjMfj5Nrj2HZhwnQK9dFuGYTA7MZr1hVVsKal2djnY7SZ3LspmT/lh/nXNBCKDvFv/Yb8wOP8vcOtqGHwGrHwE/pkA2W+A3d5xRXcihXoRERER+ZHnvszD3dWFm6bFMWFAHzLyKpxdUqd4+vNccstqeOTSUfh6HtWpta4K1r0Or14KfxsKH/8CGg7BmQ/AHevhxk8h6aaTjpUX6S5mjo/E3dVgaWahs0vh8c+28/nWMh64aATJce0cxhIyCOa8Btd/DP794N2fwuJrHFuok6j7vYiIiIj8QFl1HcvWFjErMYpQP0+SY0P4x4rtVB1uJNCna02a5Uhb91bzr7SdXDo+ktSh4dBYBzs+scbJb/8UbPUQNBCm3gWjroC+I5xdskiHCfb14JwR/XhnXSG/Pn+Y01ZhWL6hhKdW5jInMdoxQwEGTob5K2DTMnDzOvXzdQEK9SIiIiLyAy9+s4tGu52bpsUBkBwXjPk/WLOrgrNG9LxJpgBsdpNfvb2BAC83Hhx3ED64Aza+A/VV4BsOCf8Ho2dZa1+3NDmXSA80KzGKjzaU8L8tpcwY3b/Tr791bzX3LM1hwoAg/jBzZMsT47WHiwuMvsIx5+oCFOpFRERE5DsH6xp5LX0354/qR0yoLwDjooPwcLPG1ffUUP/2/74itfhFbgpajd+bBeDuY60hP2YOxJ4Orvprs/Q+0+LD6BfgxZLMgk4P9ZWHG7jplUz8PN14Zm5C61eh6IX020lEREREvrNodQEH65q4+bTv12b3cndlfHQQ6T1tXH1dFWx6h/qs15ldvBq7u4ERPg3G/sYK9J7+zq5QxKlcXQyuSIjiX2m5lFTV0j+wDRPUnQKb3eS2N9ZRWlXP4ptTCA/oGd3kO4omyhMRERERABqa7Dz/VT6T4kIYGx30g/eS40LYVFxFdV2jk6pzEFuTNT5+6fXw13j44A7Ky4r5u/1K9t2wBmPeBzDuagV6kWazEqOwm7BsbVGnXXPp9ga+yt3Pw5eOYvyAkywrKQr1IiIiImJ5L7uIvdV13Hx63I/eS4kNxm5C1q4DTqjMAUrWw39/A48PhzdmQV4aJMxjxbRFTK75CyHn30vfAfHOrlKkyxkY4ktKXDBLMgswTbPDr/dedhH/3dXEvEkDmZ0Y3eHX6wnU/V5EREREsNtNnv0ij2H9/Dl9yI+XZRs/oA/urgbp+eVMHxbuhArb4VA5bFgC616D0o3g4g5DzoWxV0H8OeyrNbn78VUkDgxkbrIDZtUW6aFmJ0Zz95IcMvIrSGnvknKtsGv/IX6zbAND+rhw34VaXaK1FOpFREREhJXbythRVsPf54xtcYZpbw9XxkYFdf316u022LkS1r0CW5eDvREixsOMx2DU5eAT/N2hv/9gLbUNNv58+RhcXDSjvcjxnD+qPw+8t4klmQUdFuobbXbuWLQOVxeDm8d44O6qTuWtpVAvIiIiIixclUdEoBcXjok47jHJccE8syqPQ/VN+Hp2sb9GVuTButch+w04WAzewZB0E4y7BvqN+tHhn20u5aP1Jfz87CEMDvdzQsEi3Ye3hysXjYtg2dpCHrx4JP5e7g6/xuOfbSensIp/XzMB7/JtDj9/T6bHHyIiIiK9XNbuA6zeVcGN0+JO2DqWHBuCzW6StbuLjKtvOAw5i+ClC+HJ8fDV49B3JMx6GX6+Fc77U4uBvrqukfvf3ciwfv7cfPqgFk4sIseanRhNXaOdD9eXOPzc3+Tu55lVO7kqKZrzO3npvJ6giz1iFREREZHO9uwXOwn0dufKiSeelCphYB9cXQwy8ss5rYVx953CNKFordW9fuMyqK+GPrFwxv3WWPnAyJOe4i8fb6XsYB0Lr03Aw01tXCKtMTYqkCF9/Vi8poCrkgY47LwVhxq4c3E2caG+3K9x9O2iUC8iIiLSi+3cV8Onm0u5bfrgk3ap9/V0Y0xUoHPG1dfsg/WLrUnv9m0BN28YORPGz4UBk8GldeE8I6+c1zP2MH9q7I+W7ROR4zMMg9mJ0Tz80Ra2lx5kSN9TX/bRNE1++VYOlYcbefH6ifh4KJ62hx5NioiIiPRi//kiD3dXF+ZNjmnV8cmxIeQUVlLbYOvYwgDsdshdAYuvhceHwae/BQ9fuPAfcM82uPQZiJna6kBvs5vc+84GooO9ufucIR1cvEjPc+n4SNxcDJZmFjjkfK+l7+Z/W8r41fnDGBkR6JBz9kYK9SIiIiK9VFl1HcvWFjErIYpQP89WfSY5LphGm8naPR04rv7gXvjiMXhyLLx2Gez6CpJ/Arekw00rIPF68Gp7ACiurCVv3yFuPm2QWgRF2iHEz5Ozhvdl2doiGm32UzrXtr0HefijLaQODeOGKTGOKbCX0m8zERERkV7qxW920Wi3c9O0uFZ/JnFgH1wMqxv7lMGhjivmyFJ0WS/Cto/BtEHMNDjzARh+Ebi17qHDiRRX1gIwMMTnlM8l0lvNnhjFfzft5fOtZZw7sl+7zlHXaOP2N9fi7+XOY7NaXkZTWk+hXkRERKQXOljXyGvpuzl/VD9iQn1b/Tl/L3dGRQaSnu+gcfXVJdY4+bWvQNUe8AmBSbfChHkQOtgx12hWUlUHQESQt0PPK9KbnBYfRri/J0vWFLQ71D/y0Ra2l9bw8g1Jre4lJMenUC8iIiLSCy1aXcDBuiZuPq3tS7olxwbz8re7qWu04eXu2vaL223WWPmsl2D7f61W+djT4ewHYdgFDmmVb0lRc0t9RKBCvUh7ubm6cHlCFAtX7aS0uo6+AV5t+vynm/byavpu5k+N5XRnraLRw2hMvYiIiEgv09Bk5/mv8pkUF9KuGeCTY0NoaLKTXVDZtg9WF8OqR+GJsfDGLChcDZNvh9vXwrz3YdRlHRboAUqqagnyccfbox0PIkTkO7MTo7GbsGxtUZs+t7eqjl++vZ6REQH84ryhHVRd76OWehEREZFe5v2cYvZW1/Hny0e36/MTY4MxDMjIqyAlLuTEB9ttkPu/o1rl7RCXCuc8DENngJtHu2poj+LKOrXSizhAbKgvSTHBLM0s4Cenx7VqTLzNbnL3kmzqG+08edV4PN30cM1RFOpFREREehG73WThqp0M6+ff7q6vgd7uDO8XQEZ+ORDf8kHVxdY4+bWvQnUh+IbBlDtgwnUQ3PqJ+RypuLKWqD4K9SKOMCsxil+8tZ7M3QeYGBN80uMXfrGTb3aW8+jlYxgU5tcJFfYerQ71hmEEAUlAX+AHj2JM03zFwXWJiIiISAdYua2MHWU1/H3Oqc04nRwXzBsZe6hvsn3f4maakL8K1jwHW5dbY+XjpsN5f4Qh53dqq3xLSqrqSIo9efgQkZObMbo/v39/E0vWFJw01GcXVPL4p9u5YHR/ZiVGdVKFvUerQr1hGBcArwP+LbxtAgr1IiIiIt3AwlV5RAR6ceGYiFM6T0pcCC9+vYv1hVVM7GtA9huQ+QKU54J3sDWDfeL1TmuVP9ah+iaqahvpr+73Ig7h6+nGRWMjeD+nmAcuHomfZ8vR8mBdIz97cx19A7z442WjtXxdB2htS/1jQEBHFiIiIiIiHStr9wFW76rg/gtH4O56avMlJ8UEM8bYie/Hb0L5/6CpFqKS4NKFMGImuLdtRuyOVlLVPPN9UNeqS6Q7m5UYzaI1BSxfX8LsidEtHvO79zZReOAwS26eRKC3eydX2Du0NtQPBA4DVwGbgaYOq0hEREREOsSzX+wk0NudK4/zl+9WaTgMG9+mT+bzvO+5jroyL5hwJSTeCP3HOK5YByuq1Br1Io42YUAQg8J8WZJZ0GKof2ddIe+sK+LOs+JJbMW4e2mf1ob6TCDcNM0POrIYERERkd6irtHGt3nlfLuzHA9XFyL7eBPVx5uoPj5EBHk5fGbonftq+HRzKbdNH4zvcbrJntD+HbDmech5A+qqIGwYH0XdxYN7xvD1jJmn3PLf0Uqa16jvH6iWehFHMQyD2YnR/OnjreSW1TA4/PsJ8PaUH+b+dzeROLAPt00f7MQqe762dL9fahjGo8BrwA8WJTVNc4+jCxMRERHpafL3HyJtWxlp2/aRnldOfZMdD1cXbKaJzW7+4Nhwf8/vQv7RgT8yyHrt5d620P/cl3m4u7owb3JM6z9ka4StH0Hm85D/Bbi4w/CLYOJ8GDgZY+NeynLXsqGoigkD+rSpns5WXFWHiwF9AxTqRRzpsglRPPrJNpZmFXDv+cMBaLTZuX3ROgwD/nHlONy6+EO/7q61of5drAnxft68Hc1sw3lEREREeo3aBhvf5u1n1bZ9pG3fx+7ywwDEhfpydfIAUoeGkxwbjJuLwd7qOooO1FL43XaYospasgsqWb6hhKZjQn+on+dRYd8K/FHNgT+yjzc+Ht//9aysuo63s4qYlRhFqJ/nyQuvKoK1L0PWy1CzFwKj4Yz7reXo/MK/O+zITPIZeRVdP9RX1hLu79XlexSIdDdh/p6cMSyct7OKuOecobi7uvD3z7aTU1DJ01dPIKqPj7NL7PHaEsY1TaGIiIjICZimSd7+Q6Rt20fatjIy8itoaLLj7e7K5EEh3Dg1ltQh4QwI+fFfcqP6+BDVx4fkFs5rs5uUVtdRVGmF/cKK2ubXtWwqquLTTXtptP0w9Af7enwX+A8caqTRbuemaSeYid5uh/w0q4v9to/BtMPgs2DiPyD+HHD5cc+AUD9PBof7kZFfzk9TB7Xxn1bnKqmqpb8myRPpELMTo/lscymrtu3Dx8OVf6/ayZzEaC4Y09/ZpfUKrQ3113doFSIiIiLd1OGGJr7JLWfV9n2kbS+joMIauz0ozJdrUwaSOjSMiTHBbe4ufzRXF4OIIG8igrxbXA/abjfZV1NvBf5jWvu3lhyksLKWKyZEERPq28IXqGheju55qMgDnxCYfBskXA/BsSetLTk2mHfXFdFks3fpLrbFlXWMiNBiTiIdIXVoGKF+njz/VT55+2uIDfHlgYtHOLusXqNVod40zZc7uhARERGR7sA0TXbuq2lujd/H6vwKGmx2fDxcmTwolAWnDSJ1SBjRwZ3X5dTFxaBvgBd9A7xIGNhyzT9aG3rvBlj9LKxfai1HF50Mp/8aRlzSpuXokuNCeD1jD5uKqxkbHXSK36RjmKZJcWUtZw0PP/nBItJm7q4uXJ4QycJVebi7Gjw/b+IPhgBJx2r1P2nDMMYA9wOJzbvWAA+ZprmhIwoTERER6SoO1Tfxde5+qzV+2z6KmmdSjw/3Y97kgaQODScxpo/DZ6x3lO8Cva0RtnwAq/8De74BN28YMwuSFkC/0e06d8qRcfX55V021B843Eh9k13L2Yl0oDmJ0byevoefnzOEUZGBzi6nV2lVqDcMYzzwJeDN92PrBwAXGIYxxTTN7A6qT0RERMQpymvqeXttIWnb9rFmVwWNNhNfD1emDA7llumDOH1IWPeZAOpgqTXxXeYLcLAEggbCOQ/DuGvA59TWjg4P8CIu1JeMvAoWnNY1x9UXf7ecnUK9SEeJC/Mj876zTmmokbRPa1vqHwR8sJayW9m8bzoQBPwemOnwykREREScxGY3mffiajYWVTO0rz83TInl9KFhJA4MxsOt644b/wHThMI1Vhf7Te+CvREGnQkX/gPiz25x4rv2So4L5sP1JdjsJq4uXW9u5SOhPkIT5Yl0KAV652htqJ8CVAPDTdMsBTAMox+wFZjWQbWJiIiIOMXrGbvZWFTNE1eO45Jxkc4up20aa2HjMli9EEpywDPAWld+4nwIHdwhl0yODeHN1QVsKanukt1uvw/1aqkXkZ6ntaHeD8g9EugBTNPcaxhGMXCCtVFEREREupd9B+v56yfbmDo4lIvHRji7nNar3GMtR7f2FaitgLBhcMHfYMwc8PTv0Esnxx0ZV1/RJUN9SVUdHm4uhPh6OLsUERGHa22o3wMMMwzjLuBNwASuAYYBOzuoNhEREZFO96ePt1DXaOPBS0b+eMb4rsY0IX+VNfHdtuXWvqEzIPlmiJkGnVR//0BvBgT7kJFXzo1TT74MXmcrrqojItCr6//7FBFph9aG+iXAvcBjzdsRJrDI0UWJiIiIOMPq/AqWrS3iltRBDArzc3Y5x1d/EHIWWWF+/zZrbfkpd0LiDRAU7ZSSkmOD+WxLKXa7iUsXG1dfXFmrSfJEpMdqbah/CEgCzjxm//+Ahx1akYiIiIgTNNrs3P/uRiKDvLntjI4Ze37K9u+wgnz2G9BwEPqPg5n/hpGXtWlt+Y6QHBfC0qxCtpUeZHj/AKfWcqySylpSBoU4uwwRkQ7RqlBvmmYdcLZhGKnAxObda0zTTOugukREREQ61cvf7GJb6UGemZuAj0dr2z06gd0GOz61ZrHf+Tm4uMOoy6y15SMTOq2L/ckkH1mvPq+8S4X6JpudvdV1RGqSPBHpodr0f6zmEJ/WngsZhvECcCFQZprmqGPeuwf4KxBmmuZ+wxrw9AQwAzgM/J9pmmubj50H3Nf80YdN03y5PfWIiIiIHFFaXcc//reD1KFhnDuyr7PLsRyugHWvwZrnoHI3+PeH6fdBwjzwC3d2dT8SHexDZJA3GfkV/N+UrjOuvuxgPXZTa9SLSM913FBvGMbnwCbTNG9vfn08pmmax3bLb8lLwFPAK8dcJxo4G2syviPOB+Kbt2Tg30CyYRjBwANAItZ4/izDMN43TfNAK64vIiIi0qKHP9pCg83Ogxd3gcnxStZbrfIblkJTHQycAmc/CMMuBFd359Z2Eslxwazatg/TNJ3/z7FZSZW1nF1/rVEvIj3UiVrqUwGvo16bQEu/nc3WXMg0zS8Mw4hp4a2/A78E3jtq3yXAK6ZpmkC6YRhBhmH0b67jM9M0KwAMw/gMOA9rRn4RERGRNvs6dz8f5BRzx5nxDAzxdU4RtkbY8r41Xn7Pt+DmDWOvhIk3Qb9RJ/98F5ESG8KytUXkltUQ37djl9FrraLKOgB1vxeRHutEof4LYONRr1sV3tvCMIyLgSLTNHOOeZobCRQc9XNh877j7RcRERFps4YmO797byMDgn34aeqgzi/gYClkvQSZL0DNXugTA+c8AuOvAe8+nV/PKTqyXn16fkWXCfUllc0t9YFqqReRnum4od40zdSWXjuKYRg+wG+Bc1p6u6WSTrC/pfMvABYA9O3bl7S0tPYVKtIONTU1uuekR9E9LT3J0ffzh3kN7NzXyF0JnqR//WXnFGCaBFRvJbJoOWH7vsHFbKI8eAJFo2+iIngCNLhARk7n1OJgpmnSx9Pgg/QtRNflO7scAFZvrsfbDbLSv3Z2KR1Gv6Olp9E93Tatmijv6PH1x+y/FRhgmuav2nHtQUAscKSVPgpYaxhGElYL/NGLrEYBxc37U4/Zn9bSyU3TfBZ4FiAxMdFMTU1t6TCRDpGWlobuOelJdE9LT3Lkfi6qrOWjFas4Z0Rf7piV2PEXbqyFjW9b4+VLcsAzAJIXwMT5hIQMoqcsuHZa6Tq+zi3n9NNP7xLj6l/fk8mAkMOkpp7m7FI6jH5HS0+je7ptWjv7fSrfj68/2rVYS9y1OdSbprkB+G7qVsMwdgGJzbPfvw/cZhjGIqyJ8qpM0ywxDOMT4I+GYRzpj3YOcG9bry0iIiLyhw82YWLyu4tGdOyFKvfAmudh7StQWwFhw+GCx2HMHPD069hrO0FybAjvZReTt/8Qg8Kc//1Kqmo1SZ6I9GgnDPWGYVx31I9hx/zsC4wAbK25kGEYb2I9HAg1DKMQeMA0zeePc/hyrOXscrGWtLsewDTNCsMwHgLWNB/3hyOT5omIiIi01sptZXyyqZRfnDuUqD4+jr+AaUJemjXx3faPrX3DLoCkmyFmapdZW74jHBlXn5FX0SVCfXFlHWOigpxdhohIhzlZS/1LWGPWTSAOeLGFY3JbcyHTNK86yfsxR702gVuPc9wLwAutuaaIiIjIsRpsJo+8v4m4MF9umhbn2JPXH4ScRVYX+/3bwScEpt4FCddDUPTJP98DxIX6EurnSUZ+OVcnD3BqLXWNNioONRChSfJEpAdrTfd7g+NPUleOtRydiIiISLfwcX4ju8sbeX1+Mh5uLo456f4dVpDPfhMaDkLEeJj5DIy8FNx7V6A0DIPkuGAy8iqcvl59cfPM9xFazk5EerCThfpYrDCfB6wDLjvqvcOmae7rqMJEREREHG1P+WE+zGvkwjH9mTI49NROZrfB9k+sMJ+3Elw9rBCfdDNEJTim4G4qJS6Ej9aXsKfiMANDfJ1WR0mVtUZ9/0CFehHpuU4Y6k3T3A1gGMb1wL4jP4uIiIh0N6Zp8vsPNuFqwH0XnMLkeIcrYN2rsOY5axI8/wg44z6YMA/8wk/++V4gJfb7cfXODPXft9T3rt4SItK7tHb2exNrgrvrWnzTNF9xXEkiIiIijvfZ5lI+31rGnKEe9GvPGOuS9Var/Ial0FQHA6fC2Q9ZE+C5uju+4G5scLgfIb4epOeXM3ui8+YSKK60Wurb9e9bRKSbaG2ofwkr2LfEBBTqRUREpMuqbbDx4AebGdLXj7MH2lv/QVsjbHkfMp6FgnRw94GxV0LSAug7suMK7uYMwyAp1hpX70wlVbWE+nni6ebq1DpERDpSa0M9tDxRnoiIiEiX99TKHRRV1rJ4QQq1ezac/AMHSyHrJch8AWr2Qp9YOPePMO5q8O7T4fX2BMmxwXy8cS8FFYeJDu6AZQNboaiylkh1vReRHq61oT72mJ8DsSbN+y1wtUMrEhEREXGgnftqePaLPC4bH0lyXAhpe45zoGlC4RrIWAib3wN7Iww+G5L+CYPPAhcHzZTfSyTHhQCQkV/htFBfUlXH4DA/p1xbRKSztCrUH2eCvPWGYUwHbgeWOrQqEREROWVf7tjHy9/s4t4ZwxnUS4ONaZo88N4mvNxduXfG8JYPaqyFjW9b4+VLcsAzAJJugonzIWRQ5xbcgwzt60+QjzsZeeVckRDV6dc3TZOSylqmxZ/iKgciIl1cq0K9YRgDjtnlCgwCRgLOefQqIiIix1V2sI47FmVTcaiBb3eW88fLRnPJuEhnl9Xplm/Yy1e5+3nw4pGE+Xv+8M3KPbDmeVj7CtRWQNhwuOBxGDMHPHvnQxBHcnExmBgTTEa+c8bVV9c2cajBRqTWqBeRHq613e/zT/DeNkcUIiIiIo5hmia/ems9h+qbePXGJJ5csYM7FmWzOr+C+y8cgZd775g0bN2eAzz04WZGRgQwN2WgtdM0CTqQA4v+A9uWW/uGXWBNfBczDQxNIeRIybHBfLa5lJKq2k5fK764ylrOTmvUi0hP19pQf7z/w9UA9zioFhEREXGA1zL2sHLbPh68eCTT4sNIiQvhsU+3sXBVHuv2VPKvayYQE+q8tcM7kmmaZORX8NTnuXyVu58gH3f+dNloXBsPQc6bsPo/jNu/DXxCYMqdkHgDBDlvybWeLuXIuPq8CmaO79yeIlqjXkR6i9aG+uuP+dkEyoAM0zQPOLYkERERaa+d+2p45KPNnDYkjOsmWa3T7q4u3Hv+cJJigrl7SQ4X/vMrHr1iDDNG93dytY5jmiartu/jqc9zydx9gFA/T34zYxhzBzfik/MnyH4D6qshYjxbht3B8Mt/A+4Kex1teP8A/L3cyMgv7/xQX2WtUR+h7vci0sO1dqK8lzu6EBERETk1jTY7dy3Oxtvdlb9eMQbjmK7kZw7vy/I7pnHbG2u55fW1zJs0kN9cMLxbr+Ftt5t8tqWUpz7PZUNRFRGBXjx08TDmBG3DI+sX8PkKcHGHkZdC8s0QmUDpqlUMV6DvFK4uBkkxzlmvvqSyFjcXg1A/z5MfLCLSjR031BuGcV1rT2Ka5iuOKUdERETa68kVO1hfWMUzcyfQN6Dl0BoZ5M3iBZN49L9bee6rfNYVVPL01ROctuRYe9nsJh+uL+bplbls/3/27ju86vL+//jzPid7M5MT9ggkYSNDcYEMtzhAK87aOlrt0PbX1tZva9VaW1dbtVZbd1WGEzcqBqgDEQgBEvYmhzCzyM65f398DhoxwAFycpKc1+O6cnnO55zzOe/0+pCe17nv+30XldOjQxwPXdCdC3yfELHoNti3CRI9MO4OOOEaSOgc6pLD1uje7fl41U52llbR+RDXZTAUFleSlhyD26U+CSLSth1upP5ZnGn2R2IBhXoREZEQWrx5L499so6pJ3TlrIGHn1YfFeHijvOyGdWrPb+ctYxz/rGA+6cM4ayBac1U7bGrqfPxxtLtPD5vPRt37yejcwLPnB3L6cWv45o7E+oqocfJMOFOyDwP3JGhLjnsje7lrKv/YuNeLhiS3mzvW1hSRbqa5IlIGDjS9Ht9tSkiItLClVfX8fMZuXRpF8sfLhgQ8OsmDUjjHU8St7y0hJv+u5jrTu7Fb87OJCrCFcRqj01VbT2zvtrKv+ZtYHtxJUPS43h97E6GFj6C+eRziIiFwZc6+8unDQp1udLAgPQkEqIjWLhhT/OG+uJKRvRo12zvJyISKocL9b2arQoRERE5Zn+cvZLt+yqZeeNJJEQH2gPX0a19HDNvOok/v7uKpz/dyJIt+3h02jC6tmsZ0/G37KngzdztPP/FQZLQJgAAIABJREFUZnaVVXNGV3ghYyG9Ns3EfOGFlB4w6R4YegXEtQ91udKICLeLE3q0a9b96n0+S1FpFR41yRORMHDI/+e31m5u7LgxpsfhHhcREZHm8/4KL7MWb+OWcX0Z0fPYQm10hJs7LxjAqF7t+fUreZz7j//x4NQhTMhObeJqA7OnvJp3lnt5Y+l2lmwpBizf77aTm7vMpcOW9zG7a6HPeDjvb5AxEVytt9FfuBjduz1/fX81u8urm6Vx3e7yamrrLenJaogoIm1fwF/nG2OuB+4GOvnv7wLusNb+J0i1iYiIyGEUlVbxm9eWM7hrMj+bkHHc5ztnkIcB6Un8+MUl/PD5r7jhtN78vzP7E+kO/nT8/dV1fJhfxBu521mwdjf1PsvQ1AieHbySMXvfIGrXSihNhpE/hJE/gI7H//tK8xnRw/nCKW9bMWdkBv/Lou1f71GvkXoRafsCCvXGmCnAEwcd7gw8YYzZZ619tckrExERkUOy1vL/Xsmjqraehy8b2mTBu0eHeF790RjueSefJ+dvYPHmfTxy+bCghKPaeh8L1u7ijaWFfJhfRGVtPV1SYvnNSBeX1H9A+7WvwJpSSB0E5/8dBk2FqPgmr0OCL9OTCECBt6xZQr3Xv0e9R43yRCQMBDpS/wv/fxcAr/hvTwFO9T+mUC8iItKMnv98M/PX7OLuCwfSp1NCk547JtLNPRcOYlSvDtz+ah7n/mMBD102lHH9j39bOGstizfv443c7byT52VfRS0pcZFcMiyVa9oX0HfzE5hl88AdBdkXOiPz3UaBUe/e1iwpJpJu7WPJLyxtlvcr/HqkXtPvRaTtCzTUDwIKgTOstfUAxph/ARuBwUGqTURERBqxtqiMe98tYFz/Tlw5unvQ3ueCIekM9E/H//4zizhnUBpxURH4rMXns9Rbvrnts/j8953b9pvbPv9xaykqqaKwpIqYSBcTslK5tH8UY0rfIWLJs5BXCMndYPzvYdjVkNApaL+bNL9sTxIF3uYK9VXERblJjtWWhiLS9gUa6l1A3YFA71cH1KNt70RERJpNTZ2Pn8/IJT46gr9MGYwJ8gh2704JvHHzyfzpnQI+KijCZQzGgNtlcDe47TLOj3MbXP5jbmNwuSDCuHC7DGndUvjlpM6clbyJuKWPwDuzwVcHfc6Acx+Efmeq8V0bleVJYk5+ERU1dcRFHd0uDUfLW1KJJzkm6P8+RERagkD/ouYDw4wxrwEzAQt8D+gGLA5SbSIiInKQhz9aw8rCUp686gQ6JzbP1OKYSDd3XziQuy8ceHwnqi6DvJmw8CnYuRJikmHUjU7juw59mqZYabGyPUlYC6t2lDG8e3D3jy8srlSTPBEJG4GG+seAp4DJ/p8DLPBoUxclIiIi3/Xlxr38a956vjeyG5MGpIW6nMDtXAVfPQW5L0NNGaQNhgsegYFTICou1NVJM8lOTwIgv7A0+KG+pIrMtKSgvoeISEsRUKi31j5jjOkC3A4c+NqzErjXWvtcsIoTERERR2lVLbfOyKV7+zj+77zsUJdzZPW1sOodWPQf2LTAaXw34GKn8V3XEWp8F4a6pMSSFBNBfpDX1VfX1bOrrBqPmuSJSJgIeEGTtfYeY8xDwAD/oZXW2orglCUiIiIN3Tl7JTtKq5h100nERwd3PfJxKdsBi591fsq8kNwdJtwJw66C+I6hrU1CyhhDVjM0yysqqQa0R72IhI+j+lTgD/GLjDHDgRuNMXnW2o+DU5qIiIgAvJPn5bUl2/np+IygT1s+JtbC5k/hy3/Dqredxnd9J8B5f4OMiWp8J1/L8iQxY9FW6n0Wtys4szUKS/zb2WmPehEJEwGFemPM08CVwBk4Xe/nA27/Y9dpCr6IiEhw7Cip4revL2dItxR+ckbfUJfzbVUlsGwGfPU07CqAmBQYfROMuE6N76RR2elJVNbWs3nPfnp3SgjKe2iPehEJN4GO1I8CqoHPgEf8r6sA4oCfAAr1IiIiTczns/xy1jJq6nz87bKhRLpdoS7JsX2JE+RXvAq1FZA+DCY/BgMvgUiNjsqhZXv8zfK8pUEL9d6SKgA8GqkXkTARaKjvBmyy1vqMMUOBDThr69cDLWzYQEREpG149rNN/G/dbu69aBC9OsaHtpia/U6IX/QUeHMhMg4GTYUR33dCvUgA+nZOIMJlKPCWct7g9KC8x/biStrFRRIbpWUfIhIeAg31Df8q9gPmW2urjTFFQAtc3CciItK6rd5Rxn3vr2J8ZmcuH9UtdIUU5cPiZ2DZdKguhc7ZcM4DMPhSZ595kaMQE+mmT6cE8guD1yzPqz3qRSTMBBrqNwPZxpg5QHtgqf94GrAjGIWJiIiEq+q6en4+I5ekmAj+MmUwprm3f6utgoLZzhT7LZ/7t6O7yFkr3220tqOT45KdnsTn6/cE7fzekiq6tosL2vlFRFqaQEP9f4AHgQk4a+tfMsb0BjzAq0GqTUREJCw9NGcNBd5SnrpmBB0Topvvjfesd0bll74IlXuhfW+YdA8MmQbxHZqvDmnTsjyJvL50O3v319A+PqrJz7+9uJLRvdo3+XlFRFqqgEK9tfZhY8xanKn3H1hrNxhj+gLX882ovYiIiBynz9fv4ckFG5g2ujvjs1KD/4b1tbD6PWdUfsMnYNyQea4zKt/rdHC1kOZ80mZke5xlGwXeUk7u27FJz11WVUtZVR0eTb8XkTAS8D711tq3AYwx7Ywxna2164B1QatMREQkzJRU1vKLmbn07BDPHedmBfnNtsHi52DJ81C+A5K6wrg7YNiVkOQJ7ntLWMvyJAKQX9j0of6bzvfazk5EwkfAod4YczHwZ5xu9wuNMX8GbgUesNa+G6T6REREwsYf3lxBUVk1r/5oDHFRAf9fdOB89bB+rtPBfu0HYC1kTIIRf4eMieBSt3AJvg4J0aQmRVPgbfpmeQf2qO+ikXoRCSMBfWIwxpwHzAQazsHLBU7HaZSnUC8iInKMSqtqeXLeBt7ILeTWCf0Y2i2lad+gfCcsfQEWPwvFWyC+M5xyKwy/Btr1aNr3EglAtieJ/CCE+q9H6hXqRSSMBDoMcAdgcBrm/RDAWrvVGLMDGBWk2kRERNq0fftreObTjTzz2SbKquo4d5CHm8f1aZqT+3ywMceZYr/qHfDVQq/TYOJd0P9ciGj6BmUigcryJLFg7W6q6+qJjmi6GSKFxZW4DKQmNmODSRGREAs01A8G1llrbzDG/LDB8SIgs+nLEhERabt2llXx1IKNvPDFZipq6jlrQBq3nNGXgV2aYN/3sh2w9L/OWvnizRDbHkbdACO+Dx0zjv/8Ik0gOz2JOp9lbVF501z3foXFVaQmxRDhVoNHEQkfgYb6WuBbX3kaY9xAN6CmqYsSERFpiwqLK3li3nqmL9pKbb2P84ekc/O4vvRLTTy+Ex9YK7/4WaeTva2HnqfC+N9D1vkQoVFLaVmyPEkA5HtLmzjUV6pJnoiEnUBD/WLgdGPMC/77nXH2p+8AfByMwkRERNqKzXv283jOel5dsg1r4ZLhXfnR2D707Bh/fCcu2e6Myi99AUq2QlxHGHOLs1a+QxNN4xcJgp4d4omNdDd5szxvSWWTfkkgItIaBBrq78NpijcNsEAvoLf/9v3BKU1ERKR1W7ezjMc+Wc+buduJcLu4fFR3bjitN13bxR37SevrYN2Hzqj82jlgfdB7HEy6B/qfo7Xy0iq4XYb+aYnkFzZdqLfWUlhSxaQBaU12ThGR1iCgUG+tnWOMuQz4K9DTf3gT8Btr7ZzglCYiItI6rSws4bFP1vHeih3ERLj5wSm9uP7U3nROOo5pwcVbYMkLzqh8mRcSUp0O9sOugva9mq54kWaSnZ7E28sKsdZijDnu8+3ZX0NNnY90Tb8XkTAT8Ca41tpXgFeMMR0BY63dFbyyREREWp8lW/bx2Nx1fLxqJ4nREdw8ti/XndKL9vHHOHpeX+uskV/yHKzzr3brOwHOeQD6nQnuyKYrXqSZZXmSeGnhFrYXVx7f7BU/b7G2sxOR8BRwqD/AWrv7wG1jzHDgt9baKU1alYiISCthrWXhxr08Oncd/1u3m5S4SH4xsR9Xj+lJcuwxhu69G53u9Uv/C/t3QmI6nP4rGHYlpHRv2l9AJESy/c3yCrxlTRLqtxdXApCerFAvIuHliKHeGHMxznr6LcDj1toKY8wI4G5gUpDrExERaZGstcxfu5tH565l0aZ9dEyI5rfnZHLF6B7ERx/1d+ZQVwOr3nZG5TfkgHFBxplwwrXO6Lz7GM4p0oJlpiViDOQXljIxO/W4z+ct8Yf6FE2/F5HwcthPCMaYm4F/NDh0qjHmLeBfgAswONvdiYiIhI38wlJ+81oeedtK8CTH8McLBnDZyG7ERLqP/mS71sDS5yH3ZajYDcndYNzvYOgVkNyl6YsXaSHioyPo2SG+yTrge0uqiI5wHftyFxGRVupIX/v/ECe4H3A+cAbgBiqBp4EHglOaiIhIy/PZ+t3c+PxiYqPc3HfxIC4e3pWoCNfRnaS6HFa+7jS927oQXBHQ7yw44fvQZxy4juHLAZFWKMuTyIrtTRPqt/v3qG+KpnsiIq3JkUJ9BlAKDMMJ90uBBOBN4EZr7c7gliciItJyvJPn5dYZufToEMdz140i/WgaclkL2xY5a+VXvg415dAhAybeBUMuh4TOwStcpIXK9iTx7vIdlFXVkhhzfI0fvcWVR/dvUkSkjThSqI8DFllrNwIYY1YDJwDXWmtLgl2ciIhIS/HcZ5u4862VnNC9Hf+5ZgQpcQFO8S3fBctedpre7V4NkfEw8CIYdjV0GwUaVZQwlp3uNMtbtaOMkT3bH9e5CourOLlvx6YoS0SkVQmk6057Y8zVB277/3uBaTC3yVr7fJNXJiIi0gJYa3lgzmoe+2Q9E7JSeXTasCOvna+vg/UfO6Pya94HXx10HQUXPAIDLoLoxOYpXqSFy/q6A37pcYX6unofO8uq6KImeSIShgIJ9b2BZw469myD2xZQqBcRkTanrt7H7a8tZ9bibVw+qht3Tx5IhPsw6+f3bnBG5HNfgjIvxHWE0TfBsKugc2bzFS7SSqQlxdAuLpL8wuNbV19UVo3Pao96EQlPgYR6zQsUEZGwU1lTz80vLWHuqp38dHwGt07IaLwBV20l5M92mt5tWuBsRdd3Apz9V6f5XYQ6cYscijGGLE/ScXfAL/TvUe9J1ki9iISfI4X6cc1ShYiISAuyb38N1z23iNytxdxz4UCuPLHHt59gLXhzYckLsPwVqC6Bdj3hjDtgyDRtRSdyFLI9SbzwxWbq6n2HnwlzGAdCfReN1ItIGDpsqLfWzmuuQkRERFqC7cWVXP3UQrbuq+TxK4Zz1kDPNw9W7IXls5wwX7QcImIg6wIYfhX0OAVcxxZIRMJZlieJ6jofG3fvJyP12PpNFBZXAZp+LyLhKZDp9yIiImFh1Y5Srnn6Sypq6nnhulGM7t0BfPWwIQdyX4SCt6G+GjxD4JwHYNBUiE0JddkirdqBDvj53tJjDvXekkqSYiJIiNZHWxEJP/rLJyIiAizcsIcfPv8VcVFuZt10EpkRO+GjR2HZdCgrhJgUOOEap+mdZ3CoyxVpM/p0SiDSbcj3ljJ56LEtXSksrtIe9SISthTqRUQk7L2/Ygc/nb6U/imW50Zvof07f4WtC79penfWvdD/HIiIDnWpIm1OVISLjM6JFHjLjvkchcWVapInImGr2UK9MeZp4Dxgp7V2oP/Y/cD5QA2wHvi+tbbY/9jtwA+AeuCn1toP/MfPAv4OuIH/WGvva67fQURE2p7/fr6R99+ayb8TP+e0qi8wH1dCx/4w4Y8w+DJI8hz5JCJyXLI8Scxbs+uYX+8tqWRYdy2FEZHw1Jwj9c8Cj/LtPe0/BG631tYZY/4C3A782hiTDXwPGACkAx8ZY/r5X/MYMBHYBiwyxsy21uY30+8gIiJthN2zgYWvP8LYrbO5Mmo3liTM0Mth6JXQZTg0tn2diARFdnoSry7Zxs6yKjonHt2Ie2VNPfsqajX9XkTC1iFDvTHm94GexFp7VwDPmW+M6XnQsTkN7n4BTPHfngxMt9ZWAxuNMeuAUf7H1llrN/hrnO5/rkK9iIgcWXUZ5L+JXfpfzJbPGWUNaxNHUj/pL7izzoNITd8VCYUsj9Mgr8BbdtShvrDE2c4uPUX/fkUkPB1upP5OwAZ4niOG+gBcB8zw3+6CE/IP2OY/BrD1oOOjm+C9RUSkrfL5YPOnTvf6/DehtoKiyK48X3sZiaOv4KbzT8NoVF4kpLI9Tgf8Am8pp/frdFSv9R7Yzi5ZI/UiEp6ONP2+WT7lGGN+B9QBLx7mfS3Q2AbAjX7xYIy5AbgBIDU1lZycnOMvVCRA5eXluuakTWmN13RMZRFpO+aSWjSX2KqdVJk4PnadyFPVp7G0KoNpWdGMSrLMmzcv1KVKM2uN13M46BBjyMldS6bdeuQnNzB/Wy0AW1Yto2pLYx8V2z5d09LW6Jo+OocM9dbaZvmraIy5BqeB3nhr7YGAvg3o1uBpXYFC/+1DHf8Wa+2TwJMAI0aMsGPHjm3CqkUOLycnB11z0pa0mmu6Zr8zGp/7EmxagMWwPGooT9VO5YP6EfRM68h5J3t4cHA6vTrGh7paCZFWcz2HmWGbF7F5TwVjx55+VK/L/WgNZuVaJk86negId5Cqa9l0TUtbo2v66IR0Szt/J/tfA6dbaysaPDQbeMkY8xBOo7wM4EucEfwMY0wvYDtOM71pzVu1iIi0KD4fbPkMcl/Gt/J1XLX72eH28GLdVF6tO5WE5J6cOyqdtwd76Ns5IdTVisghZHuSmLtqJ1W19cREBh7OvcVVdEyIDttALyIScKg3xpyNE6LTcbaTO8Baa8cH8PqXgbFAR2PMNuAPON3uo4EP/esZv7DW3mStXWmMmYnTAK8OuNlaW+8/zy3AB/4anrbWrgz0dxARkTZk9zrIm0597nTcpVupNLG8VTeamXWnsbfDcM47sQvPDvbQLzUx1JWKSACyPEn4LKwpKmNw18C3pyssqVTnexEJawGFemPMFXx7K7qvHyLAZnrW2ssbOfzUYZ7/J+BPjRx/F3g3kPcUEZE2pmIvrHyNuiUvE+H9Ch8uPvUN5JW6C1jb7jQmDOnFPYM99E9NVPM7kVYmO91plpdfWHp0ob64Ul/eiUhYC3Sk/mc4AX4d0BcoA8qBGGBZcEoTEREB6mpg7Rxql7yEa90HuG0d633deKV+Gl8lTuCkoQO4cbCHbE+SgrxIK9atXRzxUW4KvKUBv8ZaS2FxFaf36xzEykREWrZAQ302sBcYBFQCK4FzgfXAM8EpTUREwpa1sH0JNUtexC5/lejaYoptMm/UT+LT+An0H3ISFwzuwm+7KMiLtBUulyHLk0T+UYT6kspaKmvrtUe9iIS1QEN9BLDJWlttjKkHEqy1+4wxhThr418IWoUiIhI+irdQveRlaha/ROL+TfhsJHN8I8iJHk/HoWdyzpDu/LBrsoK8SBuV5Uni9aXb8fksLteR/50X+veo15p6EQlngYb6vUA7/+2dQLYx5nEgE2fkXkRE5NhUlVK9/HXKFv6Xjru/JBrI9WXyUeSPiRx0EROGZ/BA15SAPuCLSOuWnZ7EC19sZtu+Srp3iDvi8wuLnY+hCvUiEs4CDfUFwGnGmE7AJzjbyN2As85+YZBqExGRtqq+jqq1c9nz6XN02vYh0baa7b40Xom4nKqsKZwycji3d2+nIC8SZrI8/mZ53pKAQr23xB/qkzX9XkTCV6Ch/v8BvQAXcBuQCowG8oAbg1OaiIi0NdXb8tg+72nab5hNSv0e4m08b7rGsq/fxQwZPYHre3XArSAvErb6pybiMpDvLeOsgZ4jPn97cRWRbkPHhOhmqE5EpGU6Yqg3xkQCXYEaYKe11gITg12YiIi0EWVFbMp5logVM+havZ6u1s2n5gQKe9xG75Mv4uK+6QryIgJAbJSbXh3jyS8MrFmet6SStOQYzeoRkbB2xFBvra01xswCNlpr32qGmkREpLWr2Q+r3qV80YvEbZ1HT3wspy+L028lbcw0Ts3qS4TbFeoqRaQFyk5PZsnmfQE911tchSdZ6+lFJLwFOv1+Oc6UexERkcbV18HGHMibia/gLVy1FZTaDrxsJpM0+komTxjHoEh3qKsUkRYu25PEW8sKKamoJTku8rDP3V5cycie7Q77HBGRti7QUH8f8F9jzPPAo8COhg9aa7c0dWEiItIKWAuFSyBvFqx4FfbvpMqdyOzaE3nDdyrZoydx8xn9aBcfFepKRaSVyPIkAlCwo5QTe3c45PPqfZai0ip1vheRsBdoqJ8JWOAK/09D9ijOIyIibcHeDU6QXz4T9qzDuqPY0vE0Hqkcxuz9AzlrSA/+cmZ/urU/cvdqEZGGstP9HfALDx/qd5VVU+ezeBTqRSTMHU0YVwcSEZFwtn83rHwd8mbAtkWAwfY8mRU9r+X2Vb1Ysdkwuld7Zp2TxZBuKaGuVkRaqc6JMXRMiKLAe/hmeYX+7ey6pGg7OxEJb4GG+u8HtQoREWmZaipg9bsMynsc5ueCrw5SB8KEP5LXbgJ3zithyapiMjon8PS1mYzr3xlj9B2wiByfLE8S+UcI9d7iKgA1yhORsBdoqP8EqLbWFgWzGBERaQHq62DjPMibCQVvQe1+4qM7wEm3wOBL2eDqwV/fX837b2+mc2I09108iCkndFU3exFpMtmeJJ75dBO19T4iD/G3pbDYGalPV6gXkTAXaKjfBHwOnNzwoDHmPWC4tVad8UVEWjNroXApLJ8Fy1+B/TshOhkGXQKDL+OLjTUMHHkyf/9oLS99OZ+YCBe3TezHD0/tRVyU2qqISNPKTk+ipt7H+l3lZKYlNfqcwpJK4qPcJMXqb5CIhLfjXVOfDnRsolpERKS57d3oBPm8mbBnLbijoN+ZMOhSyJgEkTFU1NQx++O53PzJJ1TV+bh8VDd+Nr4fnRKjQ129iLRRWR4nyBd4Sw8d6osr8aTEasmPiIS9w4Z6Y8zcBnezD7ofDwwCyoJRmIiIBMnXDe9mwrYvnWM9ToExP4HsCyDW2fO53md5ZdEWHvpwDUWltUzKTuXXZ2fSp1NCCIsXkXDQu2M8UREu8gtLuWhY48/xlmg7OxEROPJI/VicLesAkvz3D/ZFE9YjIiLB4G94R95MWP+x0/CuczZMuBMGToGUbl8/1VpLzupd/Pm9AtYUlTOsewo/yDLccNGIkJUvIuElwu2if2riYZvlFRZXke1pfBRfRCScHCnUz8cJ9acDpcDSBo9VAKuAB4JTmoiIHJcDDe+Wz3Ia3tWUQ1IXOOlmZ3p92sDvvGT5thLufbeAzzfsoUeHOP55xXDOHpjGvHnzQvALiEg4y/Yk8WFBEdba70yxr66rZ3d5tTrfi4hwhFBvrR0LYIzxAfnW2nHNUZSIiBwja8Gb64zIr3gVyouchncDLoLBl0GPk8H13U7SW/dW8MCc1byZW0j7+CjuPD+baaN7EBWhjvYiEhpZnkRmfLWVotJq0pK/vRf9jhJnO7t07VEvIhJYozxrrT7ViYi0ZHs3Ol3r82Z80/AuYxIMvhQyzoTIxj/4FlfU8Ngn63jus80YAzeP68ONp/chKSaymX8BEZFvy05PBpxmeQeH+u0HtrPTmnoRkcBCvTFmNnAOMNJau9R/bDCwBHjHWjs5eCWKiEij9u+Bla850+u3LnSO9TgZxtwC2ZO/bnjXmKraep7/fBOPzl1HWXUdU4Z35bZJ/TSVVURajExPIgD53lLGZXb+1mPe4gMj9fqbJSIS6JZ2o4HNBwI9gLU2zxizCTgxGIWJiEgjaipgzXvO9Pp1HzkN7zplwfg/wKApkNL9sC/3+SyzlxVy/wer2V5cyen9OvGbszO/3j5KRKSlSIqJpFv72Eab5XlLnJF6T7Km34uIBBrqU4DiRo77/I+JiEiw+Oqdhnd5s6BgttPwLjEdTvyxM70+dSAEsE/zZ+t2c+97BazYXkq2J4m/XDKYUzI6NsMvICJybLI9SRQUfjfUby+uon18FDGR7hBUJSLSsgQa6ncAfY0xl1lrZwAYY6YCfYEtwSpORCRsWQveZQ0a3u2A6CQYcGGDhneNf5j1+Szb9lVSsKOUVd4yVu0opcBbyqY9FXRJieXhy4YweUgXXK4jfxEgIhJKWZ4k5uQXUVFTR1zUNx9bvSWVapInIuIXaKh/D7gBeMkYc6//WE+c7e7eDUJdIiLhad8mZ4183kzYvQZckdDvTBg0Ffqd9Z2Gd2VVtazeUUbBjjJWeUtZtaOM1TvKKK+uA5wB/B7t48hMS+KaMT25fFR3jWyJSKuR7UnCWli1o4zh3b/pE1JYXEmPDvEhrExEpOUINNT/HjgL6A70anB8E3Bn05YkIhJm9u+B/NedIH+g4V33MXDej52Gd3HtqfdZNu/Zz6odXlZ5SynYUUaBt5Rt+yq/Pk1iTARZniQuGd6FTE8SmWmJ9EtNJD460D/1IiIty4F+HwXe0m+Fem9xFWP6aPmQiAgEvqXdTmPMcOAWYJT/8ELgMWvt3mAVJyLSZh2m4V1J38kUVKY4I+/vbaPAm8/qojKqan0AuAz07pTA0G4pXD6qO5lpiWR6kkhPjsEEsLZeRKS16NoulsSYCPIbrKsvraqlrLpOTfJERPwCHr7xh/e7gliLiEjb1kjDu9r4NDb3vpoFseNYUJpGwf/K8L6z6uuXtIuLJMuTxLRRPcj0JJKVlkRGaoKm0ItIWDDGkOVJoqBBB/wD29l5tJ2diAhwFKHeGDMaJ9SfCCzHmXY/DfiPtfazoFQnItLaWQveXCoXv4x75WtEVe2i0hXPgogxvFB/Ip/u6Y9vj4sIl6Fv5ypG92pPlieJTE8SWWmJdEqM1ui7iIS1bE8SM7/ais9ncbkMhf7t7Lon10LBAAAgAElEQVSoUZ6ICBBgqDfGjAHmApGAAVzAVuBanGZ5CvUiIg3t3YhdPovyRS+TWL4Bt3XziW8Yr9dfwfK40fRO7UC2J4mLPYlkpiXRp1MCURGuUFctItLiZHuSqKipZ/PeCnp1jKew+MAe9RqpFxGBwEfq7waigDnAJABr7WpjzC7g5CDVJiLSuuzfAytfc7rXb12IAfJ9mSxO/gmJwy6hd/du3JOWSMeE6FBXKiLSamSnO83y8gtL6dUxHm9xFW6XoXOi/paKiEDgoX40zn70ZwP1DY5vBzKauigRkVajpgJWv+sEeX/Du/LkDJ51XcGs6tF8b+Ip3Hhab9zaE15E5Jj07ZyA22XI95Zw7mAPhSWVpCZGE+HW7CYRETiKNfVAjbXWHrS2M62J6xERafm+bng3EwregppySEynZuSPeHzvcB5eHkVmWhKPXzr06xEmERE5NjGRbvp2SqDAWwY4e9SrSZ6IyDcCDfUrgJHGmHv895ONMY/ghPrPg1KZiEhL4m94R95MWPEqlBdBdDIMuAgGX8pisrjtlRVs2VvBjaf15rZJ/YiOUId6EZGmkJ2exOfr9wDgLalicNeUEFckItJyBBrq/wa8BNyO0xgv0/9jgUeCU5qISAuwd6MztT5vJuxZC+4oyJgEgy+FjDOpMVH87aM1/Gvel6SnxDL9+hMZ3btDqKsWEWlTsjyJvL50O3vKq/EWV3HWAHW+FxE5IKBQb62dbozpgrONXbz/cAXwR2vt9CDVJiISGgca3uXNhG1fOsd6nAJjboHsyRDbDoDVO8q4dcYi8r2lXDaiG3ecl0ViTGQICxcRaZuyPckA/G/dbmrqfXiSFepFRA4IeE29tfZBY8w/gQE429qtsNZWBq0yEZHmVFsJq9+DvBlfN7yjczZMuBMGToGUbl8/1eezPPW/jdz/wWoSYyL499UjmJidGrLSRUTauixPIgAfF+wEIF1r6kVEvnY0jfIARgED/bdjgflNW46ISDPy+WDL55A3HVa+AdWlkJgOJ/4YBl8GaQO/85Kteyv45axlLNy4l0nZqdx78SBtUSciEmQdEqJJTYomZ7VCvYjIwQIK9f6p96/ghPqGxxcBl1hrtwehNhGR4Ni9zgnyeTOgeAtExjvT6odcBj1PBdd3G9xZa3ll8Tb++FY+APdPGcyUE7py0I4gIiISJFmeJHJW7wIU6kVEGgp0pP4JnL3qDzbS/9h5TVaRiEgwVOx1utYvmw7bvwLjgt5j4Yz/g8xzISr+kC/dU17N7a8tZ05+EaN6tefBqUPo1j6u2UoXERHI9of66AgX7eLUv0RE5IBAQ/0ZgA/4BTADZ039VOBh/2MiIi1PXTWs+cAJ8mvngK8WUgfCxLth0FRI8hzxFB/mF3H7a3mUVtbxu3Oy+MEpvXC5NDovItLcsjxJgDNKr1lSIiLfCDTU7wZKrbV/b3DsH8aYG/imG76ISOhZC1u/dKbXr3gNqoohIRVG3whDvgdpgwI6TXl1HXe9tZKZX20jy5PEiz8cSv+0xCAXLyIih5KdfiDUq/O9iEhDgYb6vwL3GWMyrLVrAYwx/YCewM+DVJuISOD2bnC2oFs2HfZthIhYyDrfWSffayy4A+8L+uXGvdw2M5fC4kp+PLYPP5/Qj6gIV/BqFxGRI+rZIZ64KDddU7T8SUSkoUA/5V4CuIEVxpg8/7HBQDUwzRgzzX/MWmvHN3GNIiKNq9wHK1+HZTNg6xeAgV6nwum/cgJ99NGNrFfX1fPQnDU8uWAD3drFMeumkzihR/vg1C4iIkfF7TI8dc1IurZTkzwRkYYCDfWnAxZnLf0JDY5H+h/D/5htutJERBpRX+vsI5/7Eqx5H+proFOms5/8oKmQ3PWYTlvgLeXWGbms2lHGtNHd+d05WcRHH+2unyIiEkwn9ekQ6hJERFqcQD+xzkeBXURCqWilE+TzZsD+XRDXEUb8wFkn7xkCx9g0qd5neXL+Bh76cDUpcVE8c+1IxmV2buLiRURERESCI6BQb60dG+Q6RES+q2IvLH8Fcl8Eby64IqH/WTD0Cug7AdzHt6XRlj0V/GJWLos27ePsgWn86aJBtI+PaqLiRURERESCT3NLRaRlqa/zT69/EVa/52xDlzYYzvqLM70+/vinXlprmbFoK3e/nY/LZXj4siFcOLSLtkgSERERkVbnsKHeGDMCyAa+tNauMsbEAs8B5wH7gReB/2etrQ16pSLStu0scIL8shmwf6czvX7UDTD08oC3oQvErrJqbn8tj48KdjKmTwcemDqE9BQ1XRIRERGR1ulII/V3AOcDJ/nv/waY4r8dA/wEKAV+H5TqRKRtq9gLK151wnzhUnBFQL+zYOg06DsRIpp2Kvz7K3bw29eXs7+6jt+fl821Y3ricml0XkRERERaryOF+oFAqbX2S//9y3Aa5i0FVgHTgEtRqBeRQNXXwfq5/un17zrd61MHwVn3+afXd2zytyytquWPs/N5dck2BnVJ5uHLhtC389FtdyciIiIi0hIdKdR3AjYCGGNSgX44of56a+1SY8wpQI/gligibcLutbD0BVg2HcqLIK6D071+6DTwDA7a236+fg+/nLWMHaVV/PSMvvxkfAaRblfQ3k9EREREpDkdKdS7gQOLTUf6/1tqrV3qv10CaMNQEWlczX7IfxOWvABbPgPjhoxJMOwKyDizyafXN1RVW88DH6zmP//bSK+O8bxy00kM694uaO8nIiIiIhIKRwr1m4FMY8ydwEScUfpPGjzeCygKTmki0ipZ66yPX/K8s16+uhTa94EJf4Qhl0NiatBLWLG9hFtn5LJ2ZzlXndiD28/JJC5Km32IiIiISNtzpE+5LwD3Av/X4NhzAMaYUUAC8FFwShORVqViLyyf5YzKFy2HiFgYcCEMuwp6jIFm2C6urt7Hv+at528fraVDQhTPXTeK0/t1Cvr7ioiIiIiEypFC/QNAKvA9wAX801r7pv+xKTij9G8HrzwRadF8Pti0wFkrnz8b6qvBMxTOfRAGToHYlGYrZdPu/dw2M5clW4o5f0g6d08eQEpc8Kb3i4iIiIi0BIcN9dbaOuBW/8/Bj/0K+FWQ6hKRlqy0EHJfcsL8vk0QkwzDr4bhV4FnSLOWYq3lxYVb+NM7BUS6Df+4fBgXDElv1hpEREREREJFi0xFJDD1dbD2A2et/No5YH3Q81QY9zvIOh8iY498jia2s7SKX72aR87qXZya0ZH7pwwhLTmm2esQEREREQmVZgv1xpingfOAndbagf5j7YEZQE9gE3CptXafMcYAfwfOASqAa621S/yvuQa4w3/ae6y1zzXX7yASloq3OkF+6QtQ5oWENDj55zDsSujQJ2RlvZPn5XdvLKeqtp67Jg/gqhN7YJph3b6IiIiISEvSnCP1zwKPAs83OPYb4GNr7X3GmN/47/8aOBvI8P+MBh4HRvu/BPgDMAKnE/9iY8xsa+2+ZvstRMKBrx7WfgiLn/GPylvoO8FZK59xJrhDN8mnpLKWP7y5gjdyCxnSLYWHLh1Cn04JIatHRERERCSUmu2TubV2vjGm50GHJwNj/befA3JwQv1k4HlrrQW+MMakGGM8/ud+aK3dC2CM+RA4C3g5yOWLhIdSrzMiv/g5KN0GCalwym3Oevl2PUJdHZ+u280vZy1jZ1k1t07ox83j+hDhdoW6LBERERGRkAn1mvpUa60XwFrrNcZ09h/vAmxt8Lxt/mOHOi4ix8rngw1z4atnYPV7YOuh91g4617ofw64I0NdIVW19dz33iqe/WwTfTrF8/qPxzC4a/N11hcRERERaalCHeoPpbGFsfYwx797AmNuAG4ASE1NJScnp8mKEzmS8vLyFn/NRdYU4/F+hMf7IbFVO6iJTGJH1wvwes6kMs4DO4Gdn4a0xnqf5bPCOt5YV8ueKsvEHhFM7WfZuy6XnHUhLS3stIZrWiRQup6lrdE1LW2NrumjE+pQX2SM8fhH6T04MQKcEfhuDZ7XFSj0Hx970PGcxk5srX0SeBJgxIgRduzYsY09TSQocnJyaJHXnLXOvvJfPQ0Fb4OvFnqcAiP+RFTW+XSPiKZ7qGsEfD7LW3mF/O2jtWzcXcPgrsk8enYWJ/XpEOrSwlaLvaZFjoGuZ2lrdE1LW6Nr+uiEOtTPBq4B7vP/980Gx28xxkzHaZRX4g/+HwD3GmPa+Z83Cbi9mWsWaX2qy2DZdPjy37B7NcSkwKjr4YRroVP/UFf3NWstH6ws4uEP17C6qIzMtET+ffUIJmR1Vmd7EREREZFGNOeWdi/jjLJ3NMZsw+lifx8w0xjzA2ALMNX/9HdxtrNbh7Ol3fcBrLV7jTF3A4v8z7vrQNM8EWnErjWw6N+Q+zLUlIFnKEz+Jwy8OCT7yh+KtZac1bt48MPVrNheSu9O8Tw6bRjnDPTgcinMi4iIiIgcSnN2v7/8EA+Nb+S5Frj5EOd5Gni6CUsTaVvq62DN+06Y35AD7igYcBGMugG6nAAtbMT7s3W7eWDOapZsKaZb+1genDqEyUPT1dVeRERERCQAoZ5+LyJNZf9uWPK8s16+ZCskdYEz/g+GXwMJnUJd3Xd8tWkvD85Zw+cb9uBJjuHeiwYxdURXIhXmRUREREQCplAv0tptX+yslV/xGtRXQ6/T4Kw/Q7+zwd3y/okv31bCgx+uJmf1LjomRPOH87O5fFR3YiLdoS5NRERERKTVaXmf+EXkyOpqIP8NWPgvJ9RHJcDwq2Dk9dA5M9TVNWrVjlIemrOGOflFpMRF8puzM7n6pB7ERenPkIiIiIjIsdKnaZHWZP8eWPw0fPkfKN8BHTLg7PthyPcgJinU1TVq/a5y/vbRWt7OKyQhKoLbJvbj+yf3JDEmMtSliYiIiIi0egr1Iq3BzgL44nHImwF1VdBnPEx+DPqcAa6WuQZ9694K/v7xWl5bso2YSDc/HtuH60/tTUpcVKhLExERERFpMxTqRVoqnw/WfwyfPwYbPoGIGGdEfvSPWuwUewBvSSWPzl3HjEVbcbkM153ci5vG9qFjQnSoSxMRERERaXMU6kVampr9sOxl+OJfsGctJKQ5XexP+D7Edwh1dYe0q6yax3PW89+Fm7HWcvmo7tw8ri9pyTGhLk1EREREpM1SqBdpKUq2OV3sFz8LVcXgGQoX/xuyL4SIljtlfd/+Gp6Yv4HnPttETb2PS4Z34SdnZNCtfVyoSxMRERERafMU6kVCbcdy+PQfsPI1sD7IPA9Ouhm6jQZjQl3dIZVW1fLUgo089b+N7K+pY/KQdH42oR+9OsaHujQRERERkbChUC8SCtbChhz47B+wfi5ExsOoG2D0TdCuR6irO6yKmjqe/WwTT8zbQEllLWcPTOPWif3ol5oY6tJERERERMKOQr1Ic6qvc/aX//TvsCMP4jvD+N/DiOsgtl2oq2uUz2cpq66jtLKWOflFPJ6zjt3lNZyR2ZnbJvZjYJfkUJcoIiIiIhK2FOpFmkN1OSx9AT7/J5RscfaXP/8fMPgyiAx+I7mGwbykkZ/iCue/jT1eVlWLz35zrpP7duCJif05oUfL/BJCRERERCScKNSLBFP5Tlj4BCz6j9P8rvtJcPZfoN9ZR72//JGC+YFwHkgwP1iEy5AcG+n8xEXSISGK3p3ivzkWG0lSbCR9OycwvLvCvIiIiIhIS6FQLxIEsRVeeOtnkPsy1NdA5rlw8s/wdRnpBPPiqkMG85LKWkoqghfMkxv5iYtyY1pwUz4REREREWmcQr3IUTrciLlrVwEDNzzFyD1zqDURzI+bxMzIyRRs6UzJ6mLKqt4NLJjHOWFbwVxERERERA5HoV7CUiBT2Q/8lDZYc36oEfPBZj23RLzBJPdiym0Mz3Iu78ZfQn18KsmxkQw7KIArmIuIiIiISFNQqJdWr6q2nnU7y48YzBs2hAtkKntK3Dfhu9ER85gIepYvpd+aJ0jxfoovOoWakb8ifsyP6P1lHq+MHdts/xuIiIiIiEh4UqiXVm/bvkrOe+R/3zl+cDBvHx9Fr45NMJXdWlg7BxY8CFsXOtvSTbwL14jriIrWXu0iIiIiItJ8FOql1euSEssTV50Q/KnsvnrIfxMWPARFyyG5O5z7IAy9slm2pRMRERERETmYQr20erFRbs4ckBa8N/DVw8rXYd5fYfdqZ4/5Cx+HQVPBHRm89xURERERETkChXqRQzk4zHfKginPQPZkcLlDXZ2IiIiIiIhCvch3NBbmpz4LWZPB5Qp1dSIiIiIiIl9TqBc5wFcP+W84YX7XKoV5ERERERFp8RTqRb4T5jP90+wvVJgXEREREZEWTaFewpfPBwWzIefPCvMiIiIiItIqKdRL+LEW1n0Mc+8C7zLo2F9hXkREREREWiWFegkvmz+Hj++CLZ9BSne48F8w+FJ1sxcRERERkVZJoV7Cg3cZfHw3rPsQElLhnAdg+DUQERXqykRERERERI6ZQr20bbvWwCd/chrhxaTAhD/CqBsgKi7UlYmIiIiIiBw3hXppm4q3Qs59sOwliIiF034FY26BmORQVyYiIiIiItJkFOqlbancBwsehIVPAAZG/whOuRUSOoW6MhERERERkSanUC9tQ101fPlvmH8/VJXA0Gkw7reQ3DXUlYmIiIiIiASNQr20bj4frHwNPv4jFG+BvhOcdfNpA0NdmYiIiIiISNAp1EvrtXE+zPk/8OZC2iC46g3oMy7UVYmIiIiIiDQbhXppfYry4aM7Ye0HkNwNLnoSBk0FlyvUlYmIiIiIiDQrhXppPcqKYO7dkPsiRCXCxLtg1I0QGRPqykREREREREJCoV5avtoqWPg4zH8Q6qqcjvan/RLi2oe6MhERERERkZBSqJeWy1ooeAvm3AHFm6H/OTDpHujQJ9SViYiIiIiItAgK9dIyefPgg9/CpgXQOVtN8ERERERERBqhUC8tS/kuZ938kuchth2c+yAMvxbculRFREREREQOpqQkLUNdNSx8AubfD7UVcOKP4fRfQWxKqCsTERERERFpsRTqJfTWfgTv/Qr2roeMM+HMP0HHjFBXJSIiIiIi0uIp1EvoFG+B92+HVW9Dh75wxauQMSHUVYmIiIiIiLQaCvXS/Oqq4bNHYP4DYAyM/z2cdAtERIe6MhERERERkVZFoV6aV8Op9lkXwJn3Qkq3UFclIiIiIiLSKinUS/M4eKr9la9B3/GhrkpERERERKRVU6iX4Go41R401V5ERERERKQJKdRL8Gz6FN7+Oexeo6n2IiIiIiIiQaBQL02vYi98+HtY+gIkd4dps6DfpFBXJSIiIiIi0uYo1EvTsRaWz3LWzlfug5N/Bqf/GqLiQ12ZiIiIiIhIm6RQL01j7wZ4+zbY8Al0OQGufgPSBoW6KhERERERkTZNoV6OT10NfP4IzPsruCLhnAdgxHXgcoe6MhERERERkTZPoV6O3dZF8NZPYWe+0wjv7L9AUnqoqxIREREREQkbCvVy9GoqYO498MU/IakLXD4d+p8d6qpERERERETCjkK9HJ2NC2D2T2DfRhj5Q5hwJ0QnhroqERERERGRsKRQL4GpLoMP/wBfPQXtesG170DPU0JdlYiIiIiISFhTqJcjW/cxvPUzKNkGJ90C434HUXGhrkpERERERCTsKdTLoVUWw5zfwdL/Qsd+8IM50G1UqKsSERERERERP4V6adzq953R+f274JTb4PRfQ2RMqKsSERERERGRBhTq5duqSuGD253R+c4DYNp0SB8W6qpERERERESkEa5QFwBgjLnVGLPSGLPCGPOyMSbGGNPLGLPQGLPWGDPDGBPlf260//46/+M9Q1t9G7JxATx+MuS+BKf+Am7IUaAXERERERFpwUIe6o0xXYCfAiOstQMBN/A94C/Aw9baDGAf8AP/S34A7LPW9gUe9j9PjkdtJbx/Ozx3Hrgj4boPYPzvISIq1JWJiIiIiIjIYYQ81PtFALHGmAggDvACZwCv+B9/DrjQf3uy/z7+x8cbY0wz1tq2bF8CT5wGX/wTRl4PNy1QMzwREREREZFWIuRr6q21240xDwBbgEpgDrAYKLbW1vmftg3o4r/dBdjqf22dMaYE6ADsbtbCW7v6Wpj/AMy/HxJS4arXoc8Zoa5KREREREREjkLIQ70xph3O6HsvoBiYBZzdyFPtgZcc5rGG570BuAEgNTWVnJycpii3TYjbv5WsgodJLF/PjtSxrOt7PXVbXbA1J9SltRnl5eW65qRN0TUtbYmuZ2lrdE1LW6Nr+uiEPNQDE4CN1tpdAMaY14AxQIoxJsI/Wt8VKPQ/fxvQDdjmn66fDOw9+KTW2ieBJwFGjBhhx44dG+zfo+WzFhY/A//7LUTGwqXPk5Y9mbRQ19UG5eTkoGtO2hJd09KW6HqWtkbXtLQ1uqaPTktYU78FONEYE+dfGz8eyAc+Aab4n3MN8Kb/9mz/ffyPz7XWfmekXg6yfw9MvwLevhV6nAQ//gKyJ4e6KhERERERETkOIR+pt9YuNMa8AiwB6oClOCPs7wDTjTH3+I895X/JU8ALxph1OCP032v+qluZDTnw+k2wfzeceS+M/hG4WsL3OSIiIiIiInI8Qh7qAay1/7+9O4+2qroPOP79CUWFRHGeiuI8Ng7YaGMkRqxDakKdKrFWqiZt10oT0VprklZXVkxbO1mNjc0oGhsn1NRhYSTGqknUxFkcqFQ0oiCwRHBCBX/94+wrx+d9CPjeu++89/2s9dY+Z5999tnX9VtHfvfss+/ZwNldqp8C3rMMe2YuAY7pi3E13tI34bZz4BcXwIbbw3FXwma7d3pUkiRJkqQe0i+SevWCBTPhmpNhzoMw5sTqCf2w4Z0elSRJkiSpB5nUDzSZ8MBlMPUMGLomHHsZ7PzpTo9KkiRJktQLTOoHkjdehhsmwfQpMHp/OPI7sM7mnR6VJEmSJKmXmNQPFHMfgasmwsJZcODfwsdPgzWGdHpUkiRJkqReZFLfdK3fnp96JgxfHybeCKP36/SoJEmSJEl9wKS+yZYshhsnwfRrYNtx1XT7ERt2elSSJEmSpD5iUt9Ucx6Gq/+0mm4/7izY71R/e16SJEmSBhmT+qZxur0kSZIkqTCpb5I3XoEbTqlWt3e6vSRJkiQNeib1TbFgJlx5PCyYAQf+XVnd3un2kiRJkjSYmdQ3weM3wnV/AUOHwfHXwraf7PSIJEmSJEn9gEl9f7ZsKdx2Dvz8PNh8L/ijS2HkqE6PSpIkSZLUT5jU91evLoApJ8Gs22HMiXDYuTB0zU6PSpIkSZLUj5jU90ez74OrToBX58P4/4A9j+/0iCRJkiRJ/ZBJfX+SCfdNhqlnwIc3hZNvgc336PSoJEmSJEn9lEl9f/LML+HGSbDdQXDkd6vfoZckSZIkqRsm9f3J6P1gwo9gh0NhjSGdHo0kSZIkqZ8zqe9vdvqDTo9AkiRJktQQa3R6AJIkSZIkafWY1EuSJEmS1FAm9ZIkSZIkNZRJvSRJkiRJDWVSL0mSJElSQ5nUS5IkSZLUUCb1kiRJkiQ1lEm9JEmSJEkNZVIvSZIkSVJDmdRLkiRJktRQJvWSJEmSJDWUSb0kSZIkSQ1lUi9JkiRJUkOZ1EuSJEmS1FAm9ZIkSZIkNVRkZqfH0OsiYj7wTKfHoUFlQ2BBpwch9SBjWgOJ8ayBxpjWQGNMv9dWmblRuwODIqmX+lpE3JuZe3d6HFJPMaY1kBjPGmiMaQ00xvSqcfq9JEmSJEkNZVIvSZIkSVJDmdRLveM7nR6A1MOMaQ0kxrMGGmNaA40xvQp8p16SJEmSpIbySb0kSZIkSQ1lUi+tpIgYGRFTIuKJiHg8In4vItaPiGkR8WQp1yttIyIuiIiZEfFwROxV62diaf9kREzs3CfSYBYRO0bEg7W/xRExyZhWU0XEqRHxaERMj4jLI2KtiNg6Iu4psXllRAwrbdcs+zPL8dG1fr5c6mdExCGd+jxSRJxS4vnRiJhU6rxHqzEi4gcRMS8iptfqeiyGI2JMRDxSzrkgIqJvP2H/YVIvrbzzgZszcydgd+Bx4Ezg1szcHri17AMcBmxf/v4MuAiqGxlwNrAP8FHg7NbNTOpLmTkjM/fIzD2AMcBrwHUY02qgiNgC+BKwd2buBgwBJgDnAueVeF4InFxOORlYmJnbAeeVdkTELuW8XYFDgW9FxJC+/CwSQETsBnye6r66O3B4RGyP92g1y2Sqe2ldT8bwRaVt67yu1xo0TOqllRAR6wBjge8DZOabmfkSMB64pDS7BPjDsj0euDQrdwMjI2Iz4BBgWma+mJkLgWkM4huQ+o1xwP9l5jMY02quocDaETEUGA7MAQ4EppTjXeO5FedTgHHlCc944IrMfCMzZwEzqf4RKfW1nYG7M/O1zFwK3A4cgfdoNUhm3gG82KW6R2K4HFsnM+/KapG4S2t9DTom9dLK2QaYD1wcEQ9ExPciYgSwSWbOASjlxqX9FsCztfNnl7ru6qVOmgBcXraNaTVOZj4H/AvwG6pkfhFwH/BSSYjg3bH5TtyW44uADTCe1X9MB8ZGxAYRMRz4FDAK79Fqvp6K4S3Kdtf6QcmkXlo5Q4G9gIsyc0/gVZZPF2qn3Ts9uYJ6qSPKO8afAa5+v6Zt6oxp9QtlKuZ4YGtgc2AE1VTOrlqxaTyrX8vMx6leC5kG3Aw8BCxdwSnGtJpuVWPY2K4xqZdWzmxgdmbeU/anUCX5L5TpP5RyXq39qNr5vw08v4J6qVMOA+7PzBfKvjGtJjoImJWZ8zPzLeBa4GNU0zeHljb12HwnbsvxdammiBrP6jcy8/uZuVdmjqWKzyfxHq3m66kYnl22u9YPSib10krIzLnAsxGxY6kaBzwGXA+0VuGcCPx32b4eOKGs5LkvsKhMMfoJcHBErFeeLB1c6qRO+SzLp96DMa1m+g2wb0QML+/Gt+7RtwFHlzZd47kV50cDPyvvZNCQg/YAAAejSURBVF4PTCir429NtfDSr/roM0jvEhEbl3JL4Eiqe7X3aDVdj8RwOfZyROxb7vsn1PoadKL6f5ik9xMRewDfA4YBTwEnUn0xdhWwJdU/Ko/JzBfLzeVCqsVoXgNOzMx7Sz8nAV8p3X4jMy/u0w8iFeU9zWeBbTJzUanbAGNaDRQRXwOOpZqi/ADwOar3K68A1i91x2fmGxGxFvBDYE+qJ6ATMvOp0s9XgZNKP5Myc2pffxYJICLupFrr4S3gtMy81Xu0miQiLgcOADYEXqBaxf7H9FAMR8TeVCvsrw1MBb6YgzS5NamXJEmSJKmhnH4vSZIkSVJDmdRLkiRJktRQJvWSJEmSJDWUSb0kSZIkSQ1lUi9JkiRJUkOZ1EuSJEmS1FAm9ZIkSZIkNZRJvSRJGvQi4qCIeDIiHoyIj3R6PJIkrazIzE6PQZIkqaMi4lHgr4HNgGMy89AOD0mSpJXik3pJkga5iHg6IjIiJnd6LN35oGOMiLUjYnZELIuIHdo0WQjMBJ4CFnU597/Ktf9yda4tSVJvMqmXJKmHRcQZJQlcFhHr1eqvLvUZEZvX6ieXuqc7MuB+opf/O3wR2AK4ITP/t83xbwGPA9cBp3Q59s+lPCsiRvTC2CRJWm0m9ZIk9bw7SrkG8PFa/f617bFttu/szUENVhExBGg9Zf9hm+NrAKcB5wIfAl6qH8/MB4FHgY2A43p1sJIkrSKTekmSet69wKtleyxAmfK9CTCv1O9f6rcAti51d5S608uCbS9GxFsRMS8irm1NG4+Ib5cn2o/ULxoRN5X6abW6iIgvRMRDEfF6RCyKiOsjYpcVfYCVOa82Jf7SiPhaRMyJiIURcVlEfLjWbt0yhf2ViJgbEWdFxCX1p/KlnFhO2ao2o+GANkP7SkQ83+5a3TgAGAUsBaa2OX4S1ZT7fwKGALu1aXNDKf/kfa4lSVKfMqmXJKmHZeZS4O6yO7ZL+U3gzdr+J2qntp7UHwBsB8wFngDWB44AfhoRawGTS7vdImI3gIhYH/j9Un9xrc8LgAuBjwCzgNeBTwO/jIhtVvAxVuW8CcCppc1I4I+BM2vHv0v1hHsEsBj4K+CoLn08ACwo228C95S/xV3aHVP6XtLNtdo5oJSPZeZr9QMRsS7wdeD0zHwJeB7Yo00fvyrlPhGx9vtcT5KkPmNSL0lS72hNwd8rIj7E8iT+J8B9wK4lEW/Vz8vMJ8r23wDrZeYumfk7QGsl9lHAfpl5FzCj1E0o5VHAb1ElwdcBRMRo4Avl+J9n5i7AVlRTydcFvtxu4Ktx3hJgZ6ovIu4tdeNKX9tSJeIAF2bmDsCOwFv1DjLzCOCmsjsnM/ctf/d3udbS7q61AjuV8uk2x84CpmXmA2X/Udon9c+UchjLZ1ZIktRxJvWSJPWOVlI/FPgY1XT7V4D7y7Gget++9aS+/j79lsBtEbE4It4GptWOtRbYu6SUx5ayldxfkZmvl+3fLdcB+HZEJFUCvmup27ebsa/qeT/LzOcy822Wf9mwSSl3rbW7HCAz5wK3dXPt97Oia3VnZClfrldGxI7A54Cv1qqn0z6pr88YGNnmuCRJHTG00wOQJGmAuptqGvkwqqnno4FbMnNZRNxB9TT+KJY/Rb4ToExt/3E572Wqp/pDWZ5oDinlpcA5wHYRcTjLvxyYXBtD1LYfokrM657vZuyrel59YbmlbfpoyW6utypW9lp1rZ+o6/ru/b8D6wCzIt7pIoBXIyIysz7edboZgyRJHWVSL0lSL8jMJRHxa2A/qve+YfnT+58Dy3j3SuqtY3tSJfQAh2TmXRExgfKUu9b/cxHxU+BgqnfWhwAzytT8ll9TJdIBXJ6Z57YORMQYYM1uhr+657UzvdbX0cBdEbEp8Mk2bVvvuw9vk1R/EK2fsBvdqihfhOwDjKH68qVlJ+BqYFuq361v2aqUb9F+Gr8kSR3h9HtJknpPfQr+O/uZuRh4uFa/mOqJOFTvdC8r2zeXFe6/2U3/k0u5aZd9ynVmAf9Zdv8xIp4pq9m/SPU++sHtOl3d87rp6ylgStk9LSJmUE2bH9ameWtNgY2AJyLi7h5alO72Uu4SEcMjYhjwb8C/Zub9mTm99QfcUtp2nYL/0VLe03WxPUmSOsmkXpKk3nN7bXsJy1dQ73rsF+UdccpieSdRrTg/jGpF+M920/91LJ8K/jZtfoOd6vfZv0T1pcHGVIu8zQEuAq5ZwdhX97x2Pg/8iOpn/tYDzgduLsder7X7Qel7EbAD1ZP0IXxwt1K9MjAU+BQwieoXBS7o2rB84TKX9yb1nyllu//GkiR1TPTczDZJkqT3iohRwPzMXFL2N6SakbAx1fT+41Z0fg+N4UzgH4DrM3P8Kp67J9UCh/OBbTLzlV4YoiRJq8Un9ZIkqbcdBTwfEdMi4iaqd9w3pvo1gL/vozGcDzwHHF5WvV8Vp5fy6yb0kqT+xif1kiSpV0XEOOAbVIvQjaB64v0/wDmZ+VgHhyZJUuOZ1EuSJEmS1FBOv5ckSZIkqaFM6iVJkiRJaiiTekmSJEmSGsqkXpIkSZKkhjKplyRJkiSpoUzqJUmSJElqKJN6SZIkSZIayqRekiRJkqSG+n8kq49cjDu2QQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit for the resolving power (lambda / fwhm)\n", "cres = np.polyfit(results['cwav'], results['cwav'] / results['fwhm'], 4)\n", "plt.plot(results['cwav'], results['cwav'] / results['fwhm'])\n", "plt.plot(wavs, np.polyval(cres, wavs))\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Spectral Resolution')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the drift-corrected mapping from counts to wavelengths, we can apply this to the full spectrum." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# apply the wavelength solution to the extracted spectrum\n", "plt.plot(wavs_corr, spec_opt);\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Step 7: Flux Calibration (Optional)

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes you may also want to scale the counts (by a wavelength dependent function) to determine the flux densities in each wavelength bin. To do this, you need to observe a target with a known flux density spectrum. A number of such calibrated standard stars are available and should be observed. Typically you cannot observe your target and a standard star simultaneously, so you need a photometric night in order to get the absolute scaling right. However, even with clouds you can often get the *relative* flux densities of your target." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "# extract standard star spectrum as above\n", "stdimage = fits.getdata(os.path.join(data_dir, 'spec_std.fits'))" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "# compute the row averages and normalize so that the background is near 0 and the peaks are near 1\n", "rowaverage = stdimage.mean(axis=1)\n", "rowaverage -= np.median(rowaverage)\n", "rowaverage /= rowaverage.max()\n", "\n", "# find the rows with object light\n", "objrows = ys[rowaverage > 0.01]\n", "\n", "# add some margin to object rows\n", "ngrow = 10 # number of rows to include above and below object rows\n", "newobjrows = []\n", "for row in objrows:\n", " newobjrows.extend([row + i for i in np.arange(-ngrow, ngrow + 1)])\n", "objrows = np.unique(newobjrows)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "# mask to mark sky rows\n", "stdskymask = np.ones(stdimage.shape, dtype=bool)\n", "stdskymask[objrows, :] = False\n", "\n", "# also exclude bad rows\n", "stdskymask[badrows, :] = False\n", "\n", "# median (unmasked) sky spectrum and standard deviation\n", "medspec = np.median(stdimage[skyrows, :], axis=0)\n", "stdspec = np.std(stdimage[skyrows, :], axis=0, ddof=1)\n", "\n", "# exclude deviant pixels from the skymask\n", "pull = (stdimage - medspec) / stdspec\n", "w = pull > 3\n", "stdskymask[w] = False" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "stdskyfit = fit_sky(lambdafit[stdskymask], yvals[stdskymask], stdimage[stdskymask])\n", "stdsky = stdskyfit.ev(lambdafit, yvals)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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3b9/u+/fv97179/r999/vb3/72/1DH/qQf/rTnx6jPfr77d/+7f7JT37Sv+3bvs3f9a53hXPhoYceap6PHj3aPN9www3Nmv7c5z7n73vf+9zd/Z/+03/qR44cafKdOHHCv+d7vsfvuOMOd3d//etf37z7vu/7Pv+u7/ou/7Ef+zG/9dZbm/R3vOMd7u7+27/923706FG/4YYb/MSJE3706FHfsWOHu4+up4ceesgXFhZ8z549vmvXLn/ooYf8Ax/4gH/sYx9zd/cPf/jD7u7+q7/6q/7v/t2/c3f3d7/73SP9fO973+t/8id/4u7uf/AHf+BvfvOb/dZbb/XDhw/7/Py8z87O+t69e/2Nb3zjSDmsk5/7uZ/zt7zlLf6+973Pb7rpJp+bm3N393e9611+9OjRkbn3wAMP+Pd8z/c0v++8887m+a1vfavfddddfu+993oEv/Irv+Lu7r/2a7/m3/It3+InTpzwv/k3/6Y/99xz/pGPfGQk70c/+lH/tm/7Nn/kkUf8Yx/7mO/evdvd3U+ePOnu7t/93d/t7u6/8Ru/4SdOnPB3vetdDW15rN/73vdCpvlD34QuddVCSUspt5RS/n0p5dFSyiOllA9dSv9oKeXrpZSHL/39DSrz4VLKY6WUvyilfGfHdl6qLkzBbMRCa3bZghsBWyAB/X6/tY2svpcLnLwygKWlpZFn9ZyZXe4/+gyvC7+PAB6TrQIs8ZOkt9UH8Am9mVndtTa3+g7053nI44E8PA7Iz+U5HVZQToO1HWnwerDn0MkziHrg/UNb2ma/3x/DFfWa2Uh5Lqvjq/NM5xc8NcBtbm5uJC//h3cUbWFOw6vI9IUFHWsDFm4eI/VC6/ghDd5ppiPozHMR7eGZ6+Ux4TFEXq2bx5ppqfScmZkxM2u8tOg36MB1g/Z+ybMBHCJPMeYJtwcew+OXeZpBd9AEeJiZLS4uNvMHda6vrzeeKk5nHJUOX/rSl8Zo2ev1bHl52UopjVcEHpmNjY2mXlj2wV9Rz+rqavOMvDzXuR9M74gnAQ/Ug7Z0H4L3d319vRmXCJaWlhr6wCuhdaFPmAPROmZ6AR94HZjemOPAHXMiAt1/9B08rFhLulYxXsojAYjqAJ2QT/kQPPbAh/nJDTfc0LQ3Pz8f0m9mZqYpE/VpMBjYnj17RtKwTnSPBY1XV1cbevIa3rZtm62trdlwOBzxEjIf4HWBNtB/9J35CDy+8MSyV9EvedCAA8YC/XJ327lz51ifef66ezr32oDxRB3skTezMbyivQL5tN6zZ8825QeDwQgP5bEEP1Lc0HfUvb6+HkZhKS6IQME+w/tWtE+CBu5uKysrI/xtdXW1GV+Auzd4nDt3LpQ/auvPzBpvpvvFqKHFxcXmHTzYmBuIogKNlpaWRnjniy++ONKm8rS1tbWRqKFJ4WqGkq6Z2d919z8upewwsz8qpfzOpXf/k7v/j5y5lHKHmb3bzO40s5vM7HdLKa9192snTvRVCJGipwogwvOixdNF6bvWFEOzy0IAoKtiyIIqb1q8QbFgHgktmwXeBBgyxTMSSvhdVGZSBTHC8UqPNzbmSFHS9lhIiIweWq9uhixsIA9+AwfddCPFUNtEPghrZjaiJETCG8pwHlZQ8DsaS1ZaZmdnx/BCWObMzMyIYMlCMp5V2YJwAMGqZkji8gys3PC4qmIIOqEMjw0LDNqmKob8jnFigRHrVRVDKB9aN8pDOAe9oPAz/wDdlFabUQy1n2a5YggBltO5Pp5TvV7PvvKVr4zwOPyHgoE1sLq6OiLsgSYs2ID+LAiyQq3l0JcaD4JiOGYRF7pynTz/FRYXF8eUFq0LewXmAI8j+LsqxxBso3HE+tH5qdAmmKLfUJJYydQ5EK1BVgzRt2g9r6ysNOHA/X6/UQDd3Q4ePNi0BzpzecytSDHk9qAYoizmh85dFvaRj/fdubm5hnepEQJloRhijTIPZH7C/BU4sCEIvGp1ddVmZmaaeQB8QLNIMWTlCvMrG6fICBG9Qz1QSrgMxo7pgPaj+Ye08+fPjyiWPJ91LLlv+Nu2bdtIm+vr6w1+Or/5N0LLWSEFz1HFkA0yUZ9w7ERpBXrhGIlCdoQN7aEfMD4tLy837eIYC9rV4zUXLlxo+sc4MK9RxXArstlVk8Dd/aS7//Gl5xfN7FEzO1wp8nYz+6y7L7v742b2mJl9y6TtRgtnClcOVIFAGv9n6KIEXItjpouMmSk22kgwY/owo43oVhOMNwNZPVHbCjpOWqaLUNYVxxqem60zq79tvqrSFFk1uZ6sLq4naj/CS/GLlHNVarXtrE7Onyn5rGxF71TJ5Pb4nSohqpC2zUt9z0Kx5osE/Gy82SCiXi7Fg/sRvWNgRTTLi3csiNcEOMZdhSgFtpxrefWmAsCzOF09rBEuOgYvvPBC6DFk75T2V5U0TkOZDKeI72TeQrNRZZ3/InqppzerT71sWhfjD9x13fJ7KPaMK/LpGqsphm28OFtDwFnbVmAhlOec9h9eDz4zirp37NjRPKsCBuj3+43RJOoTK44ZjwOwgqH5YXBQxUD3YTYmoEwXI5LWwWfCWWnidc6GJgY1GmW00fa7vMsM2pn8FtEaaTqHMzwzeSJSRrvIGsw3eN3UDJEANSKwZ44B7WcezLbxUEWWnSdMN8wx9vjBYAOIcGCaKQ+aFF4W10wp5aiZvc7Mfv9S0g+XUv6slPJLpRTECBw2s7+kYk9aXZE0s60LqlOYDCIhM1rcnB9wpRWCqwlszVlcXEw9hhxGxBth5N1BSOKVDiXNGLMCb3KKQ6ZMbHW9ZfW2QZfNT5Uz3ixYAFKFKVPo1ALK9XVVwrgNpjF+szdKx0Hni1qrI+GdvRVtiiHqZ8EEZWDtVo8h8nIoKVvMsVFziI8KYZnnBX1gwQz/0T4LnWgTNNN6Z2ZmxtoGvdhjxe0oXkx30JAvBAKox1CFFtASECnjkaGI+5RZvAEcxoXxw++VlZUxhRZWca2LBSfQCs/f+MY3QoVYPYa4PAFpaJeVDdSjdOS1EimUmSCHfqJcjV7siYQni/uFMVhaWhrz9KuCDaENcxEeDKSxdxi488VfquircrOZUFKUZ/7Fig5owutAAcbQ1dXVkSgXzbu8vGzD4bDpD7xA7m433XRTgyvmP48FaMZeRu1fv9+3Xbt2mdnldYP5Ea0j7jvvu6VcjI5YXV0dGZPMY4i9HHlV6WA+hXHlNYZ64cli5aCU0oSoom8RwGPIa0chmjt4jmQz9RjCcwl8db6zgquASKo2L6HioPRi3sk8gkGVH9TB4xuFknJ+9m6iTXjmdJ2hfVzaxBDJfwDUw8ofLrmDAWR5ednMrOGXMzMzduHChYZGCG8FIEoNoAYtePU3C1ddMSylLJjZr5vZ33H3s2b2STO7zczuNbOTZvYxZA2Kj0mhpZS/XUr5w1LKH26FEFPoBroJRMrHVpWaSDC/1oAtNlkIkArqLOjpO7zXtK1AVlcXr22btyRTCDdjxcxgs3RoK6fzK5tv0bzWjTYqYxYrX21jnSmytfb0nSqGkaLbVkd2dtHMxjZu3sAjRYYVOghvtfYzPLl+bb/m8dL1x0J8Nn7a1+w9QMPxWCllUGWx5jHMhHPGo6vnAHWpl0o9V108hlp3lEdxAz1YucM77UNEOwj0jGebR4L7qeVqvCvzGKK/7DHUdwD2vkE45XFXGkDJQvhXmxyTzYuuHkM1bHFoa619Vuhr9Ic3GvOdj1DAY1jz5EBJyqCUMqZUoi86pwFRCLaZjSjFTBf+zwof/jQv0yIyPuGZ6atrEsoFn8mMQL27EX0yiN7psR/glRkgarKBGpZYeasphqCxykp4h7oYorWsc1t5B9ete7saNDPIPIYZRLwLyjXmsSq/mAugh/Y9Oj8Y0WyzcFUVw1LK0C4qhZ9x998wM3P3p9193d03zOwX7XK46JNmdgsVv9nMvqF1uvu/cPf73P2+a1mRuF6hTQCO8nfJ1+X9lSqzmXJLS0vN4rtw4cKIxYiZGyyDZrHHkNuFANH1jGGbgscbm5ZjQQ94sbeKhXikRYrhlfAYTjInuoAqRpFCzoqBKg6MQySkcl36LlLKVPnjfnN+0Fy9hoofcOdxY9y5Tr4Yp+Yx5DrYk8VzRM/XsADHZwx544WgxJc36HhHnjkGCFMR7VSAZAWU+4Z+1RRDFmB481ZhWhVgvawF+TOPodILHqNonWZ0UY9hFGVQ8xjifAuHKPEV79w/9Rjqs9ISHkIoB/iPuagKIeiFZw77q3kMGb8snFbPGKJNNX7gPY9LZOy8cOHCyPuID7BixF4m4KoeQ3hTcemOfuKG+4ixjKCNF0cRLb3exYsuNFQxoiUEYngMUad6rpaXlxtPXK/Xs4WFhSYvh4BG/cA4bt++Pe1Dr3f5giw+p4h5EtECSrfuzfBswktmNm784jOVGE9WFNmYwYYw9Uyjv1CemL+g3rW1tfCTI2rU4f8KquQxsMcQuKmio+c19ZI0PvOqoB56DZ9k4D0LNI6iR5Q/cbrOW+ZnoGlmZNC1qJ697Dw65D1utya3RO0jDd50jAHPDT6DqH3FRVWRYRa/twJXTTEsFyn3L83sUXf/eUq/kbI9ZGZ/fun5N83s3aWU2VLKN5nZa8zs/7ta+E6hDmoxU8sXv2N4qZX3SeqPBPaugFDSUkoTPsHhNaiThXBWDFXZwkYZWbiyPrUpkKwERe+0HlYs+PZL9IVxzax4k0LU3wjHSeuMyrNQwEId/1bg/kXvI4OACg2ZoqrKXKTgqcDNuEQKr+ZhY0OmaLBChIPvSjfMEdzehzpYSG67fAahnJmCquPG9bBVn+nEa4Db4zpYMWTvniqpmAPcjtILZXhNqcAHQUct5xyCqbdf6rkitJ8pPBDeuC9tiiELVijDaawYsseA8WacVHFimsMLwXlZMVSasxFBFWyexyjD71XpNhtVYoAHC++ZUsJW/Gjt48ZNAM8h5OE2kVYLJUWYoiqGkYcEYxlBF8VQvdSlXA5hRHuZwgGBGYqhKvmApaUlm5mZacYASp7KCBHfRx6U0fWp4wzBGqDySOSJQT78IZSUFSSez6oYKj/XNpUHKz9jOYHxgmKoN64q7dTDrFDbN1npRT4ocwDgxYZHfldTDDl6So0cyqvZ+Ix1jPysTIFGqsCyZ4/XE/NxfGszow94Evpldvk8n64V/NZvLrcphuAnXB+OXSBsGGuLefDq6urIePGaUeVVjRBblbOv5q2kbzSz7zOzL5RSHr6U9g/M7D2llHvtYpjoE2b2g2Zm7v5IKeXXzOyLdvFG0x/yjjeSZsLwFLYOGV1fCnq/1ErkVtpiV/7q6qrNzc2NeaFUoI8UMBWMI0U7m89tyqzWn5WLNrIMtzY6dZ0HLPRNCl3LRPmijTpTgNVKV6tL+92GYzR2SuOM3kq3bMy4najfEb6qXPJ7bJaqKACnbD6qopXhwfO8DUf8RcaRzLAS0SdLiyywbespEgy5vHoR2buR0S5bI0yrDDfOE3nq+L/ZuMeTBVmkR2UzHsZpwKE2rm311sopneD5y5ScGr1roaTsSclw45DLzLjASiorxJGniXGr8cw23pvxDTYgRHNf+6VemijMDYYLeCQVv6wPqIs/5cJtaR/UoKJ4K52VF8A4Eu2xOv+R1kZnnu/M83i9o21+LqWE8wtluB+a3hVq48p5eB3onFF+x3m0rrYzhtqvyGM4CXAdKn8prron4Zn3t6ichnHW+L7Z+Cef8MxnaaPwYDYuKu8E7plzINvHu8JVUwzd/T+ZhecG/02lzD82s388YTsTYjaFzUAmLGham8CcWR2vBqjgNAngsHCv17MLFy7Ytm3bRrwQ6uEwG2UM0cLNQklZkND0tv6ZxaGk2i7jhE1MlVv85vHK8GrzJPKGPCntJ1EmeRNjoYCt+TUlNZuXWpbL62ava0MFDaUxCwyRQsf1ax26iWt4KuOc0SrqK4RHDqMys5EQuZmZmRGBgj05GxsXL5/hUCOeU7X2QV8WNlFOv28Hr4hu+KWUUIiMNn9dtwCmJQvv7DFEvSrcwxrOAlTkbeW+8OUUjDNwUY9htq6BI887lNGb77h94MR5VIFReirwulB6Z0oTP8MDEfVP9xmeCzDWobziEil36IoV0bIAACAASURBVFcU+oW2+cIIpGs/cCtnxPsxP1kg5lBSzBP1vmf9nATU+8xRALyfZ15q5FlZWWloiVBYhqWlJZudnW3WOj6/wDyH6aaKppk14ae6hhQ3PrOowr3Z6EVA6B/v+aWUEfrzXsBrFWUGg0FzKQjnZe9Vxpcz2UdxiSBSDDdzwUj0iST1xGGNR58TMbsciRCNm0YgMP/itsF/OKIg8hjyeEUKmcohWE/Au9/vj/F95gds6Mw+dYK69KIY7ovmZ0D73KfhcDjyPU7+piSAPYbwbLKxgnECjvy8FcXwqp4xnML1CVdasetS1yTKwUsBzACjK5oBKqjjfybIR/3K+loT5Gv11fLjfyY0A7Ixqlm0a21P+q5LnW39zxRFQCT8dmk38nhEvyMcu/Q5svzzsyqibXh0WW8s4HL+yOuVCUBqge66cUWegmj9KK6cV5WLSPHW8tn/LD8LeVEYoHrhmHY1LxX3h9NYGKr1A8+Zp4Fx4vfaL53fmq746njVPIY13hiNU1t/ObQsgpr3ojYvedx4XjG+TJ9I+Y0MM+BBXF5hs0ZMLq9KeimxxzAap8gYGO39CM2EUhB9FzI6E8t1RjeWattmFtbNefTWW1X83L3BUz2iOp7ARw0s0Xhy+dp+r89t+00b7dsgmo+Rx1Dx43eqCDNoms457ke0bmoew1pfM/pjfmdl1GAK3CIc2PATtd0mp/E6g8cQodDR2mcaYe/SNrIztcyXNgNTxXAKE0HmKYrOY3RhXLUN6GpCzSIdAayhpZTmkDBb7lkQ4iu1eUOOGE+WnuEcQbQJqZDI72oeQ03volR0UW7UozNJ2WwjngTYkpm1X1MMmRZs6UQ5rSurPxJ2dXy0HlViWciBAqBexUwoV9A5hTphWcUlJnqhUqT4cXkOkcoUiEiRYCGb+6hrS9tjAZDz6jvGhfOroov+RYIEW5qV5jxmHKLEZwzhTY1AP7TM+OrnDXTs+EIbCOqR4AaApwt1Aj/2umEsIVDzWNWEX65XBTYek4g/cn7lSdwHngtsgUfdPL7sRWDvRZvHcG1tbexzLhoqxiFg+o69FNw+j08UzcB5u15OppDxGz4zxl4cBdCUPUzr6+tjgvKFCxcajyHPSTUoRUItxgCeQO6r8lkzC8/jMfCnGFR2QV/hMcRFRfwJCc4Pby0u1UGaKkooq2dR+VnnMsYg8xiqEcjs8mcVaqA8IfJEq8cQ7/QSHq0zajsKJVU+yfXw3sX7LfBkZSq6fEZ5AGiYrXXuH9ai4qd7J/DA+5WVlbH1G9EJgIuS1GM4HA5t//79Y/QDLfgGZL24DbhHhhHgO1UMp/CyAS9qQFehvc0y2tbuywksFOnHSRmijZifs/eRRV+hLb2mXERttqXxf/UadMGrDceXAmpCahfIzigB2ILMtKnRMMMx+89Q855FZbZK50gJVct71jaAheRI+cNzjV7ReoiUIbUCc91dBWoVxttoGHkMIwWMaalCTdaPjMaqNEeKP/+OvJgoG/Ecxim6JVONJtm4RuWUB6pSmXkca7/NbCysWPukbQLYSIR3UTnUF33XzSwOW888hgqsmNaU96x8G0TrTGmhxpcMaufI8B4XqdTWTDTv8DsLY9S8ELozBQlKDyttarhTj6G+V36HfkEhjOpkfHlOMb1VWawZIrm+TNlug4wHaptt+2Q2bmax8hbVp3uk8tyoj22yBivp/E77rDw4km0iXhrxwwwXhuiMIdrV73WqgTnbO9FeFlYeOTomgetOMYwGdQpXDiKPYcbQok1OQRmC1n21YBJB3uxyOAE2FN44mBEyM1aBROtXr1ybotDFYxiV1eeIYek5LRUgMmgTKhT3Lmt1knGJQMNeVKmJBPConFncd57/POczevFGFwm8Wo43LJwrqQnz0QZbo1kbz+Q5Am8H2uFPLtQszOxtZFwjHCMhCxZSpRHqxJhGm716F1n4zYR0bQ99j5Se6IyhrgM9H8UeQ1U2GA/1GLKgwAapqC+wtqPvOp/VO8TeNfUYAiB4ubutrq42t+tpe8p30Afmm8CZhRj2Bis/5HPPqlCaxWGFkdKnXgT0A2sYH5uPePX6+vpIO73e5XM+/OmWmsdQPRFoU/kCe1IBPC8VJuWLaEM9WxkP53N7GAOcI2PA5yr0tkuGwWAw4qHh/m1sbDTnEts8hnv37g3rR52Rx1A/ywKPIc4OsuKHdjHv1WOo3maeazyneG3o+X3gEp3X5L7jP59XzfKj70p/nrsRjRifzDPIPEDrimS+KJJEveKqPPKnj2ph4XpusZTS3O4L0O9Ccr/0QpiondOnT4/sgdEZw9oeyvyBPaLD4dAOHDhgZuP0w16viqGuy8xjOFUMp/CyAAvCEHoU2pTC7P1WFMNJLGgMXRRD/q2bB5ilprUJNhEOkeLC/zP8NL2LYqhCmQpd0Z9ZrgB2Ncxw32rnTaJ+d4HM64D/tXAtAJgz/1bPD4QjPUSvbfNvXjM1xRB5uRzKsgLIShH6hvQaDl0AmydfOsPta5hjNP56cQ1ABX/GK0qP5qLWiXp5/KN5zfXVPFa8HqM1gfYYNGQW+PO84fBRCJwKoHWXUFKsIwZ8WgQ4qedPeQN/e9Dd01BSvF9fX7eDBw+G46h1cxgW80PgzcogPpWj/WH+ORgMxuiSnTdTb41eSLGystIozmhfvV1srGFvVq93+dbNKHQw8hZwvfw+Wxu6zjNe2YVP6vlInv98pql2MybTJlLWoGhoKKniEX0v0uyi4qaK4YsvvtjMOe6/huIprhDiWWFRL56GksIowLwSfL7X6418X44/ywK64j8braJLTpSP1S6TYYM8063Gx8+dOzeWxkpS9j3ETD5B+7W2NYyT1zGvAeanPNfVyMKXbEXAt9eiTjaYbWxspIqhziWe05x+9uzZsVBShZrBRj9XAR7DvIONFqwY8jEkxh3tRbf34vdmQ87NrkPFcLOKwRS6ATNXTssE682MR5cyV2Kc2+rIhGou20UJqnkJNa1WXw2ftvw1JTKqd9K2Js27lfrbgDcmTmvDIaon8/Z1xaFWRr0rjFc2dhFOKsBwHhUmoz63rVNVIlSAbQPetLms4hTRq209aJ1KdxW+OJ/2TfGN8Izy1y4AwH+1sGcKn/aDhXXOx/3OeJGWiyz/TC+NAuEzc4obBBfcHqn1qpcA7fP5rUjJjp6jd1F/u9zWqd5j9Js9OvDUZnOPzyByXdGNj1kYG49jJMRx3yPDRwRd+W6NF/BaVWDlJNoLAZhHNW8W8+eI92goqXppAPodQ4U2HBjfTMljvgpPPePOY8R04TWqz2q4VL6dAfODKKIFOJnFCkyXUFLgk+1ftXmmhtFsvkV1Znyj1i7nV8MooPYdQ57n2bqCwQDlorPaGX5cL8+TLFqFeXqtDbyLvvfYhk8XuK4Uw6lSePVAhTEVKjRPVC4DtkptBa9J87YpKxoaxsxCBVSUrwk2XT2G2UaeLfw2pqreJs2HTTsS0JgxbVVA0bqzPJsJi4iYMdfLHj7dTHizj4TiqK7IkhopGPye51CmDEXrTD2G3G6kfKkip5sOr1fdXNAWC4wQpNXTFXm2sdlDqGJhRi3Gig+PoZ5nY8Gb14q+j+Yue5AyhYQhWhOMqyqGtVvwovF2j0NJ0e9I4Yg8hpHnEm1qKKnSw2w0BFI9mgBY8N0veloOHTo08k7xRF/RPn8cWj2GyA+PofIF9RiqB5c9hirUI63mMUT/+VnrM7ustKA+eCS4ffQpUhqZLgjF1T4r/2J+m/HCNh4ZjTmiAdSTmF2GZGYjl2JEygl7DLM9qN+//A03hY2NjebD38ATHkPlTxyKFwnTGgZtNno/QCml+TxI5DGM+F7kMVSez/OIeSCPNeOE9dHmMcScYVpleV988cWxd6xII192LjAKreSwzmgPUdryGojawB/Wi64lGGlQJ0MppckPvgRvP++VajzgfqkspH00u+h55TW5vLycGkMi0CMMmAMZ/Xis1bjNuDPP0z0niiCZBK7mB+6ncJ1CTdDcbH1XIs+VhkxgxLN6K7JyXWCr5SP8avn0f6Sstf0G3pMqhm34bQba+tuFvtm81jqy0NHMIq5CTKbUqPLC5VhZ0vxtSuYkawcbUGQU2cxYR7i11ZG9Z8Gty/zu+j4TZrNnHeesvozuGf4QWiKrNtMyq7fNY6iQeQw1dBrvNzY2bGFhIfR+sPINXDY2NkZuQIxCfBnvzHDGv/k5UqCj+abCKkIJgS9wzdpipZLbjdpv+w+BWMdK1xzSa2PY1Xsf/Y4URgWeb7U1xUJubbyyUNJozKBsav9V6FfeyGdaM4CCoJ+dinCHIpnx3GgNmI2elasZUNp4M69LxjWCyMvK55p1/2LgORkZ/TPg83aooxaSanaZVjwnmAdk+6vZ+PcOOT94VO1W0hrdUQ/O1Ea4dwHeH7gvtf2A8cMz7wXIEx1b0H5uBq4rj6HZ1Gv4ckBm6drMuUOzy1anqzWWNcGTQa03kWIY1aGbviobyqjwPCl+mt5VwI1+q+DbRVFsS89wzMIqIhy71J0pVFxHWzgU0nQOtzFzxSHLi7pZuWEhIqoH60xxV1wjnFnw62rIYQGZN1x4UzQcEm1zW6WMegzZIqoKBfcjCreK5iG8kMiHzZMvyVEhh/vVNq9ra0WFaNAVnq3o0gWludalaey543zqMYzq0Asv1GOoCliXy2eAk/tFj+GBAwdG6tKxZeV2bW3NFhcXR9rXMYX3SvkC0xXKGK/nUmKPIeOAOvv90WveV1dXbWZmZsRjmN2oWUpplBHUB88Xn2XCOxV0VQGbnZ1t2mSFkGmj45vxlTYPgSrf2Vzt9cav+GfAhUjMExiQpoqJ7oNRGDKXRz6z0fNy3H/1GEYRD1E5AHua4OHEPNA5BN6xsrLS0I2NZNzHyGMI4LnLPKSLx5D5AXvTorznz58fe8eKdLZfoO6axzDbB1UxZG+0Aq9f0HP79u1mZmEfI0MJ+oM1y2epgQvqBHAkRKTUK+BSIjZSME14bkTA3mW0MxwOQ292RBuzy58m0fD+zGNYw6cLvOoUw61o0VOIQRla5mWJfl8LECljEailr6bQqDAe1R8t3Boum1EQM4WKlaeIKUVCW01I5vebWWM1JhYpCVupD5uB/ldQC192pgNnp1BG29GNB/WqAos8PF90LeGCgigEBoKeKgCs+HE5rhf90HfYjFSgxIath+L5mQVdbMKsGOK9bmr6PuorniHYRXTkOhi6nvtCGq8DXhtanyr7XAcbJ1jYVxy0b6oYsgLFgl0033ELHtMpalMVQ4B+14vH0uyicALFUOnKSqm7N4I3FEPkUSVIFVakYc5xHg1/rCmGSIsUw5WVFZuZmWlCCCFkRgItC6P6G4oh94cv0UB+XjczMzMNTijHz1k/IqjxPD36wLzPbNTzUkoZu7ADdZjZyKUYET7Ip2fcFD9cMMOgdaFMphhqaCR7VdrqNru8RjA/UU/EM1B39B1D5Vm65vhyIZ5XqhhO4jGsyR5mF2mm+xG+D8n5IkMiGzX4PStdEb/li9g0TDnCEWVxuYsqhsznonFlxRAhwfw90OgcNN8irXsS44d2oRgC9LuPSiMF/s4te/qiM6BoW40uq6urjeJrdvmbs1PFcALgQbwWFZHrDbp6Va5V6KpwRYrRZg0NkUKS0S1q40oaOLrUVVMEN4NTTXC/EsB1tnmua+1HihJDm0Ib1aEeOjUGKP/i96xg6Nzp6s2c5H0mUGofu4AqpZFgwb+7GBra5k7XtaPeDLNxumT4Kg1UcUT+Nlyz9rJLatR6H+HB5bL6s/6ywhvhvrGxMXJOLFPM2SARfUxbeWmmAGle5SG1y3w4XceHzxPifXb5TCll7AP3epOiGhGyvphZc1ay1sdsfCPcur5Xb7HiULvIR+dD1m5miABkV+1HwEL0ZveLSC5kA4aup2w+ZxEbkXyg/DOrd5KxbVMMAZHiEX2uIlNqIo9hGyh/ZwNOBsjHa4sNjjXFkEMpsY55f3X3Me93xOsjYEMIg/7miISsf1wf45vhob+hvGpdkWHWbOsy+HWnGL7SlJLrAaIQjlre2u+u7zYLmVDYpS31ikTCjNm4kK4KQk2AhyAQCXFdhWpOV+GvJqBqni6CWla+C0Q4ZcLYJHVH3lAdjyiUNNrsu8xr9pjzGEe48thqKCn3l/PyZsCeRj17gfoyQw0L6JFBgtO1HyoYwZLLQkoU8sZCZimluRiA8VY6qdct28ihDGShX+gvhJPIo6DzhNM4b6aksAWf6ZV5udv6pH1TwYYFeRVctJ7ounweVw7NNLtsCUe/sstneP7ikpBsrrMCtLq6aufPnx/BKfPGRus3SmeaZuGPvL7QBiu08Bjq5TNZXfBAoF0NJeW+6HXzOq/gMeTLdHhcGPfIi8jQ5VZWgPJAVlB7vV7oMQTAw6bzHAB8ax5Dd7c9e/Y0NAFkfTt//nyV97OHKGsTY8DrdW5urukPf/9OceK1XDs7qV5tDoOM+F2kmEfAZXROZbC4uDjGI+Cl1SivyJAFJTKKBsuMA7VQUt1zWO7KQklrHkMNz+V9CftRzWPIERc147HOY73pVvdvBeDJex8+j8J1MHAkBXCARxS/mefp2sec3ixcd4rhFK4+qAD9SlPOuyoyKszVNumo/ih8LBLG9bkrflG7mfBdqz9SJqO6twJd2uC8k7bXln9S71oXJTjLEwkbk7SlZTIlNjM86FhH7WpadNseQM9m1HBW+jCeeNcW+lWrO8OxNu+7hJpBsGABPcMjEqq6/Fe8MnyykMY2Q5Mq6MpfVEnVeiLlVedBdP5Rn9mQkXmRImGZIcJN+5d5DHWelTLqEUNYlp6nzeaJXj4DGkQ3j6pFH+PAY6uKhwqFXaELj8zmqtKu9h1DpU3Wbk1Jc/fwVtKsrizsLsKPQb8ZmL1nQ0uUj/d6NuDWcM94E+rjeTDJ/tbGNwHsnYcSEnlpM/7BoeRdcVL+znO7Vhb0jc7kdjHO6rpiXLTPui+z4SUCPSaSfa6ihpvZZQUUa7t2xlBxQYjuJDdgbwWuO8WwjSBbFWinMA6bDTW4VkAZhaYD1PqYWQHb6uE8nJcF7i4ew2zTqbXbNS/3izciZfpZmUlx6aoYRhuAgnq5tA0NN8lwixSsbP7WvHTaP9TDeOpvzqcbiwomnD8K1+T8Wb+4frPRWwA1pJAtrdmH2bl99pbwB5AzAYctxDWB38xGLMSREspKHZ/PZMjmSiS4oSyfu4xuCYyupGdcVImK1js8fpnHUMctoo3OMcaTvT5mNuLdQB+URto+C13KD3m+9ft9W11dteXl5REBvKZ8Rl5gpqHi1uYxZAFUzxjibBKE0+z7d6VcPlMIeuI3/rNnT5VGrB/MGVw+w2XUk8qCa6bgmNU9SDrvWRECfjyfax5DnjuR4I96VlZWRuYc51tfX7e9e/eO5I/yAcfFxcWmrZowrOuA5wSvB8D8/Hxz5hMeQ+VNSnduI+Ib6l3k9Mg4UzNWRTThcaqVW1paap7x6Yrdu3eHeSP5Ree54sxlIq+gjlcm0/C6RJuRdzebZ3jH64rx5XOVZqOXz6hMo2XNbORMqVkcIt3ljCHzlMFgMPLpnpo3FDiwxxA3pYKPaUh6RItJ4LpTDKdw9aF2+YxCzZvxckEkmEXAjFivGa8pPsjD4YZtXkKto2t6lk//K2OPnlkIzISxzYIKeJMohpPUn72LQknb6tO8qsQpRGe0eNx5U1QBSpVFLsMKYCSw1NZYNNejTQ2hKuxFQXkIUrz5RBusKnYqKGXzD/1jwTMaf7xjHKO5q3TIhAHFm8+eZUIJlB6mJYQhLhsJmAAV0lE/BIroUhUe5yzscTgcNvhxSJbZ5W/R8dhCcGEep31XeqixTAH44kIXtbarcIg0pZOuOeUJTC/Nr7io4qPfMYRi2JXXwPOF/zyPIsWQFYGZmZmx9aV0iJ4jqCkJyisUD/X8Rt48NkToRUMR6Pfe1ICyb9++sf5k445Li9RYwOVYDkG/9NuS+A8lkhURGN1QlucQ1orOq2h+8Xjy2gTfAZ6srDN/iCCaE6zMR8CKB0JxoYxH9GNwv3ybZ8SbGCezccVQeWlWj56Vw7pkT24GqphGhjx3H7vkCHOdo2JqtIfntY3fZuU5lBT5VDHUNaSfocBNqHpTNJ/J5Panl88IXAuKxqsNXuk0z4R7Xei6gWfKRxePYZQ/UhZr9XaBTDHM8m2m7isJbXV2VRDbFMOrDZGw02U81XDQxUu82fnD79krGAmU/F/xUeu2bliR8BD1o8ucVTwi3LmNyDrPwjjXXfsfWfCzPkf5tHzEM1iRierSc60KkfFA39dwVaNXJATrhQoZoI88h7M6a3UwsOGE8W0rZzbqDWWDCpSATPhT6PV66Tkf3S8Yb8ZZFV2dj5Ehqms/tQ7OGxmjAFEkQDbWNaNJhp+7j32DsIY3e22y+qN2uB+REVe/gxfxBx0ffVfrZ3SOj9ftJPuZQk2ZMRsNeYRywwo/00P7rNEANTy64J+B8m5VCLvO99q+p/2o8e6ofuWzk0TIcXu63rp8rgKAfVMvBNKbmQFblcmvK8Uw2nBe6UrLKwG24jG8FmASjyF/zFitNJmSyAyGBSNtNwoH400psrRHwPXXGA7XEfVDBS71HGR1twnFmta2wUVKwqSKIZdTuvO7bAza5ogK4DWPrNllxh7hqQyex5/HS8cuUzgzD43iwvXDY6g4gUYauhMJVipQlRJ7DCOBn8tGGzkL8dHlBDreaDsS/CK6qxdPccyUEMwf9RgCD/7juiJPGjwC+n08xSf7zhdCUYEL149PDvDaQz3RhSns/cV/s9Fv1dV4AjxyfHkN3keX52g/a8oR0lTZY2ChTmmK79LBS8hX3mv5qM7MY4i6zC5b9rF+AKyY4H/mIVfaKNQ8BLXLNbRsr9d++YzOjQhWV1fTC074kxe1PQrll5aWxmjDoZLIqzwR/cA64GgLeAzxLgo1Zx6kPFd5SbSfaf8ZRw5lZP4QAfMSlB8OhykvMxtdm/C4wkurdNZ6NjY2wu9M8vrjMhp2ns0tBaYne8Si+ZV5LvW37hvqMUTdenZQjyygPv6+K5fTPmTAHkrg1OYx1D5hbqrHkM9kKp2noaQE16Licb3DK53mbUoG58s8hrwZdPHY1ASNSSHDv6aYKC5titlWcexSdy1PV4Wwa1td+tGlrS6beVZXpOTht6ZFZbrimHloAJHQGFm1UZ49LDXBBM+R9yPLH6XXvGus6GaKhQqaNU8Y/47yMkR9zwwttTncJujXvhlXg5rHkK3PkUWb02vCb+3K9ayuSICvGVIi5TCic+ZlMxuf43r5DNeDGw7bgAV0/s94Kw113dRwZugSFlajf1Q3G5K6XD7D5aK+KR61z1VMuo/gTBVDdA5U643Wjo41K2qsOKoxIuLJbYo7z6NMIeE2MmDca4ZfBjZuqCLRBu5eNQ4o1JSQGn9TOSTizZPwPDUqmtlYP5TnaH7FORovbbMG0RlL9Ri2rW/Mx9rlM9k63Axcd4ohoIuwPIWtAwTFLmEd1wLUNl3ug3oDkYaFqB7DWj95Mde8fnpGjIWlTCBu62uNWUQClraZCQBt3sgIlyytpsBmOLcJQVHfGfdog2d82Mujm0bXDWXS5+h35IlkOnCZmgKo8yijH+qAIKbtQ7DHuo++N6XhLbzZZ2cMI+A2o36hbvUYRtZqFaiitlTJgKCifaid32BPpgo5/BkC3dBVEeELSKIzhlw+uyWPPSTKL9bW1hqPA/DExUDwJGYeT/DBXq/XXGqhyoXiA1wiIY3HpXYzJNJRRr3uSpMI1MuHfnPbs7Oztra21hoFg3UwPz9vq6urI3VijkAQ1+/HAWdWTLgvyhtZoczmXhfFMEpTgRN9yvKz58MsF2r5en7N1/UbbhgDeL9432GPi/YxUgrYUIL88/PzI95Enceoi+ddxCeiMQP+XC9HV0UXArXJrcAB67S2X/JNrsvLy2N5M48fcIsuqtFICIB+w5PnVg34fHjmXVaFWvuJdrC/6N6tcxmGHz7zx+1w1IfZZaU6ksuQvwa8L6HccDgc8ejyDbDIE/Ef9j5yOW4nos+kcN0qhlO4NuGV4l3MGC4WHwt5tTKc3iZotCnXW6FdmwIbKSTZu1p9m2VGXZWELvlrSke2wWudkWBWay8LQe0CNfq2lYmU00nbqgm9CtjAVbmuKb6RQNgmxGo4XRfPpOKJdF0/Xb0vbYp21IcoRDgS9iPhUutnI1QNMk9TdHkMl9HLZxif6D/jDgFRv/2WjRPSI49Fhr8aqWoCmNK0jVcyTaOQsknOESF/1Df1+nI/Mpwn4bdRngjUKAnIFPG2MDSdv9G72jnNjL6KI/JF57FqZ7QAkUeFBXX+1idopPyClYwuHsOsPyoHqKLRlY9nyrYC0zgaC7SV8YfsjGE0F7M6autQ6dm2n3QxhDMtM0W7zTCs5+rbQkc3I5f1er3O0RbcjnoMOcy2LUJpIvy2VPoahBpzncKVh2jDfqUof4CIUUTWuF6vN3bGsCaAdtnMOW90q2SmoESbVARtyk+0XnjDYEWK6aQbWZuwnW16XZSpqJ1MyOYykUALoTaindYJ6zzXpXRiITnDD+nRGDJ9ud2s/xkONdqqgK11sGAEwI1tKjiqxzA6J6RhaZHXLhvTiG6R1xZ5WIjnmwOjfnKomNIwormepYpom0EUTQBvG/AGaHil5o08hoxvFrGBc1Ooi8vj6nPuO+gIjyFfBMGCFt71+307e/bsCM4q/OI3+rKwsDAmEEe3QdaEHC7D7zkfC10soMK7yl4EeMeB89zc3Nj5uOyMHupq8xjCcxXxGPYgcR7uH3+WpYthQwFnlBR/tKtttp0x7ML7ax6eroohfuMcKLfFHhfOy15V0F/nHPcT8w1zIzoHy4phjRebja59VgIxhmgn8j5mfIVvVMXcb/MYsuIcfQcy8soB1tbWbM+eUAM+JwAAIABJREFUPWGZaL3xGVrICezVZ+D5lq0xxif63IMCxhDef6yZiD5Yc7XP8zD/071Q56je5lzDEfhkHsPMeYByoLN6DCOe2bZH1aCVw5RShqWUXy+lfKZspaWrBFdCm59Cd9BNOnp/rUO0oCOLKYdQIQwr2ySiuvTyGc2febF08+D8tbZ5g4yYeaQ46MaZKUWRwtTGjDLhOlII2nDmzTprU0PhuJzSrotSEuGhQnc0VlnZqN2sLQ05ig7Kd5mLiptZ7OXCZshQShm51j8KuzIbt9KrwN6GKwvN/F8hmn/cH26/TenQdjTsLPKiRXhHwqlGGfA7pCv/5DzR5TP8vs3rg7zcH4SSMm1UcVaPJeM+GAxsMBjY6dOnm/ZUUGXaDodD6/f7tmvXrjEeEymGLIhhbJHOgifPfT03yLRnw5b76I2YuLERAvvs7Kytr6+HXpbIwwFhneuE8BsphjpH0E/1pvNaAT107nSFTBFT2nM4bdZ3rSvDp5avLdRXf+MyLJ5fGkpqNr5n6HcMFaeZmZmR0Fg1gDLePCejPikOZpfpyx4dhNhGimEbYP7AaFVrnz9wz89Re1rG3cNQ0kimMBsPJUXfo3mHcVN6RjRnBa3mxQd9NZQ0k+1YMQS+rIAy/9PPVSgek0QXAAaDwYiyzn1kWQyQGTpYeVWZYCvQOhPdfdXMvsPM7vKpljWFCeGVoBhGCzFTSlhR6KoYdqEBCwxR2ZeajpngneFQe9e1/q3gV8OpDdesnqhPkdKV1VtTeDRPm0DRdc5kfYtwqeVXyM576Gauyk9b3SzMZ33S50h44ncaVoN0pTEEqmwuRbhG3s62MlmebD5lax/8JQol5fLZtgwBN1JiWalX/qchqJHyDeMEC+cZT2AhjZVctcAzHdrmaeSNyNYo04e9opoGYK8Mt8f/tRx7z7ltFegiaDtiwMrwZiHysGo6Q9vlM1xPNka1UNJsnSgu6k1l0FDSaH3V9naz+Axy1B9WHCPQdqJ2o0tItI4ufDGKuoigzeMd7UHLy8vNnIjOmWag86XmMeTLnqI1prhFeRXA51gBrxkUGTesr+xW0shTqIbVrsYa9k5G+2hGD+CShZKqwXOr0LWmz5nZsVLKjZttqJRySynl35dSHi2lPFJK+dCl9L2llN8ppXz50v89l9JLKeV/LqU8Vkr5s1LK67u0U1vcU7jyEAk1kwq4VxNqAj5DFIYAIa3Xu/jtKvUwZIpBZNnPBI02oVUF4trmHDFGZbi19VJTYrS/kRVR62pThtrw0HYVBxUMIoEWYxgJlZwfgqyew2ILP28o2m4mqDCtOB97Q6J5pLhFQrf2V+nCzzwW0TyC5VXHTD87EH3SQENy+CKVNsVQ68poqHRhujLU5lyNT5UyesmMlsn6wMpV5DFUDybecyQB0kBb9npEczqzWPPlM9oPDiXlNLPLnj/9phh7Evv9vg2HQztz5syYQgk66JobDAa2Z8+eMYEHfc+MC8AR/dQ1qLThvuA9W/s3Njaaj3ebjV8uMT8/PxZ6GfFrhvX19ZE6NZSUP2XB/eV+afir8hnUuZlr6NUowv2JPDs856K+AjLhm9sAcL5aKGlEY4QIMmgoqbZRe4c5xeHW2WdTmB9Fnv2sbZ6nvB74TGs2fxXUO13rL+rhm1z15l3Upc8IDd/YiC+fUZkHwPOF51g0lmxMyrxwvK/ohSsRYD1Fl89EfWCvLUC9dupBRF7FIzuPHwHyDYfDES8u+piF2YKXg87Kc9VjmB2X6Qr1U+2X4RkzG5rZw6WUXzezp/ilu/9UhzrWzOzvuvsfl1J2mNkflVJ+x8z+lpn9W3f/2VLKj5vZj5vZj5nZW83sNZf+vtXMPnnp/xSuIYiY5SsNMuahDECVEhXQa0pRFxx0o+B3kTDLv9vayOrl50i5a9u4ok2U+xPljwSGNvyyd1pfbQy60CpTSCJlS8twO9nvGi5dy0VzjunQNg+13qxcNA8g7KhwUJsnKhBG/epKF6236xzpIoB1FSrb0muW6mxca2si8jZF4xflyTyGfH5S6aHGiciSDuUQ30fjsooT88vabZeb4Z/ZuGZeODwzTTVv5DGMQOvVOpmn6vcK+TnzivE6Y4WgqxDahi/+R+mR8tllzml7k+Ka1RsZlPTMGejNdFfFIzLAtOGp77r0PSrD3p5JlIms3khG4TxtHsOofSjbNY9hxKN1vkQGB4xJ7ayg5uXnNo+hmYV7U4a/et3UgM+/a3LGZtaljh2PmeLH75XOiuOVgq6K4Y+amZvZfjP7weB9q2Lo7ifN7OSl5xdLKY+a2WEze7uZvflStk+b2f9lFxXDt5vZ/+YXqfN7pZTdpZQbL9XT1tYVdatOoQ41xnolJ+tLBdFc6ff7Y5Yi9n7wle7YsLJwn+xzFQyllLFzXZHgW1MOIoiu3uZn4BQJjsiTCf+8zrp6DGtWP/WgRXhHilP2DtZgTmNcs3T1jGQ0QLqeweIyEY5q0eyiGGVGCW5Tx0xpxH/RpwW4n4oPYDgcjmyUkcVcvx2mdaj3MBvXjH5KFwBfPhN55rh9rYvr5H6x8tTlFrmIltzXbE1zWS2fXT6jAqD2lT2GGja6sXH5Fs2oXCll7GPT7Jnu9/s2MzMzcvmMXrrB6wkeRnxgu5TxyxzAU1hpVQEMdIHixrSNFEO8R1mk1zyGSOt6xtBs1GPI7YHGOH+o+wm3z8oo7xXYa7biMWQhnWmWKcDRGUOuC/OKxwrQ5l1FHbW6ta7ozLN6DCNezkpItL5KKSOfK8n2E1ZOeI0r31Leg/xtAj/P5Qg0vUZb1MlewkgZi861nT9/vqmfz8xG+DJkHubsjCHLShFvZ0NKlzOGPB+Z/tkZeHyOhvlydvmMyoGqhG3GADIcDkfGhD2GrOzhGVFO7DFkY4N+QqY2l7rAJNpTqfxNBKWUo2b2OjP7fTM7CGXv0v8bLmU7bGZ/ScWevJSmdf3tUsofllL+UBftyw3XAg4vNUTKkApv2burBTV8OI3fRZ+jYIWQv2PYdnNhFyOFCsqcrhuebiZZHyNPAQur2jetM1Ng+F0k0Ge00Do0f1Qn51NFQRUkFcZV0UN6dEhbb5jFpoL0SAHmDUWFZsVXcVAaRkqW9gvPHJKotGDBpDY23FaktESepl7vYmgcb0LsJUFe3WBVEcvO2kTjqvNE24rmS5sHOZqjukYV16yMCgiRYohx4bkUXaMPWFtba+aeWXfFMFrrEC50DBBKyu2zIlJKGXuvAtfs7KydO3dujB7aFtbIcDi0PXv2jI1TZLmP+ATnY6EOwDSNwvaRruU4rIzDOjMPm7aB51ooqd5KysqstsnKEPrLlz512U8U1HvDirIqpGaxoM/zjYXjbE9nwTV6l0GmkGtdrBiCLhr+zBd8gLZMe3dv6KqeoYjHcN8jHgtQHss46nznNZ3RBWMXzXEF1MehitEnF6JzpIuLiyPrIKtbn8GjeB7pPAFcuHAhnDvct0gxrAH2K5WJormJsVYjhIZzqmIIUNp0dUQxbrj0CMBtsWKo+5AabPjyGTXIbkUx7OQxdPcr5n4rpSyY2a+b2d9x97MZU7FY4Rzrqbv/CzP7F2ZmvV7vmopprPTtuoGsj5iYrwQa1ITHKA3COTN0pNfKZR6BSXHrmi9j4ltti/Py/zZGpEJ0LV/Wn0wYifoa/e+iZNSUjkhgreES9UEVH32X9S9qj5Ups/xigqhvABai2+aMbr4szKvyHEEbT6iNQVRvjf9kyl5bWiT0ZnNSoWbxbyuvIYUqFLThHc2ZzAvCgrbyp9o4Kg9cXl5uNYxhLAaDQRpK2sZH0BcG9cJ05S8K0eUSrKAprhGsr6+P9E1pydf5c584b1Y36Kd1TgpMI/Z+RG1vxisZwaT7/yTrJwsl5XYjT5muiUipqPWj5nxgpYrnstI+4/9doYvHMAunBkSRTG1hnkyrqC6zPKQbkLXB5bKbvrtAJiPw+xo9FB8YebJ1Gh2PaAM9K6pGYbTDe19kHOEb77X9q+UxtFLKTCnldaWUezbTWCllaBeVws+4+29cSn66XLrU5tL/Zy6lP2lmt1Dxm83sG21tXEsew80y8FcSYJFFQiie28q/1NAFB82jHkMwcvUYwnqu3itutxbOyWnsuWG8sjSuK6szY3ba54gxaVuRRyvyDtTqiWitnoKsz6yMo231aqqXLmofIXbahio57DHkupV+mBPIE53JUm+k4qo4RDRDfg7tYzqwhygqz+MY3aAYzSHti3oM9fIZ0EPr1fZrCrDShd9F+RRXFqCxrnSTjLxSGT7Ir5DRTMuUMv7phYxfml22UKOP0cUOXCY7X6JzjssjlDQShkFHWNCz+TY3NzdykQS3wVZ07seuXbtG8tTwVU+2enqUDll4ND9HoZORoIpQM4XapSkLCwsjv3mdcSgp6gE94Tlg3PgZPEi/STkJ6Bpg79ikl8+w181sfG2wAK0Gq6y+DE+0EQnF7A1UPohymJ/oJ88F7APw0jBfi3i2KtPZPgmaRHsv4xbtnW0eQ+b/NUOC2UWPIdqIQnHZQwa4cOHCWL36O8KTQxzZwBUZoOAx1PnB+wY8Y7yGspBlfdZxUGCPIc8JDVllLx7LHhq2qW1mwHMPRzK0PF8io6Gk7j4WecBjGPG/zUJnzaWU8iN2UWn7QzP7ZCnlvymlfLWU8t6O5YuZ/Usze9Tdf55e/aaZve/S8/vM7P+g9O8vF+F+MzvjHc4XXkvQZbK80qAmrG3m9yRtXU2oCW4qvGZC7mbai/5HAmxWbhI8uuTL6q3hy3h3xUvz1wTuTLCutZeVBagyhTQWhiN8VcnR9Ky9tnHL6JjNuUxp1d8ZPkwHpQkDLJ2ZUIg8tT5F9Ua4RnVoWhv9GNQT1tYOj21XyC55YC9B27qrXRoR0b0mILKSrIqBpqlw1aaA8BneCEftK8JPkV7zlLXxvMgAzM/a1xpEeHQRrLQNFmzVu5ddPlNK/uFsVowjY9YkwMpcl/2qNvaTGN+Rp8uFI13rAkSfq9ALlaJ2mY6gixo1apD1PxpbnVttfLjmMUW/UK4NT1YGax4yVo7aztVmkCmrbZ5efsfrR881a9426OJRVdC5ox7DLnW34cTjGPElVZYVFzXo6n59paBTKGkp5W+Z2cck+d+a2a1m9r1m9pkO1bzRzL7PzL5QSnn4Uto/MLOfNbNfK6X8t2b2tUv1mZn9GzP7G2b2mJktmtn7u+B6LcGVCse4lkAZZ8Qc2wT8tjqvNLQJjIwrW2lVQWDvIAvI7F2MhPDIY8h/zDy7/I/o26aARH2NcIrSIsasfYhwAvPTPJH3DPm75OV3EKwioR/16vjwVc4R/Xi81bun5/tg0Yy8f4qrnl3QMmhPPSWKk9JDFRhNi2ipQmxUJqpXPYa6mas3Mpo/LEREc0r7yrSK5p/iqPhE75S+EWRzP3qP/vAzW8r5Y+VaHwsAZpfPmdTWc9RuZLzQM4acB1ZoBYyfKjPq8Zibmxu5Eh95wNPQFvPM6EKLqH/oF9NMBXrNXwu5rSmh2eUzGV6Kn1l8hX2v1wsvn1F+h7L8GQPUgXy632wG1IuK+aF9N4svn2FBuSYDcHt4t7S0NDGeCjWPIfDTy8K4XQjmwAuGDb58hhXwyDAIz2LG65kmmbeK+Rba0vFQ0IgDeLtqc57XZlQvfywd7/Edw6ht5OX1B8B8icoqHZaWlpo+MI9mLzXCsjGmZvG3EhVU4YrmZmQkw97GdaPd1dXVkU9c6ZlD7Hlt65LXc/ZdUzYwsRc18hiWUkbOdl5Jj2HXW0n/e7t4vu9/MLN/dKnhZ0spXzeze7tU4O7/ySy9qOY7gvxuZj/UET8uZ2aTWRdeKrgWcLjSoH3KfkcCUJff+u5KKIxt4xAJiIw/zyn907yZotEVn1r9Ga5Z29HGpHV1ea4JqG20iOrKPATZnOmShzdXQOblq/WDn1UQjvrD7TAO0TgyRIJ/25hH41pLy3Cu0beNXrrxRoo4WzyzdtrGOBunmndJ2+U6snBLBlYeapu8ChYZPlo3p9fCs7rgyjTKPEkQvrR+lMn6gbzRpQ/cBkJRATU+hxv1cLFNxAdq5Tl/r9drFDemwWYt5hENJt13MoG+i8ewrS3OV1s7tf538bDy2u4i5GZGk2hOTOIx7HLxidm4Mh7tedGtpNEZw2y/5/9dPdwZLpFxKzIKR6AyCNJqcydS6BhYAdF2anUyXwHUwlu13SvlMay11cafM6US76OQzqzuLuOHeritCAdeV6wkqvKMtrKznVuVm7ty0tea2Rfd/Wck/TkzO7glDK4gvJRep83A9eoxjH6rgBgpChlsdkO/kq5zs1Ec1ZOlniMIOGY2YqWMBNvoZsOMjvq75onK6uQ82fnGTMmJaMLKR9Zu1O/sXTZuak3lzTWib5bG76L32dkP9RKyJ1DDTLgNPYcYnTFkekXzRftf64v+53Yh4Cnt+Ld69VjgrHnpzC5/riLyGKoQzG3zMwsRkfCkdNH6UZc+Z4IYKxTRHNZnTovO10V9Q3+iZ3gZon6YjVvVYenPcDLLz9NxGgQcbpOFG1jBI7qZ2ZgFXXGC9VpBvZMoMxwOQ6u/roE2g042Bl1vwFS68hk/QOYxzGQMzY9+ob/8gXuef6yMRWF4Zpe9JsDzSnoM1TsJqN1Kmv1W4LnFZ1EzvCLI1rzZuMdQ+bDZqMdQPUmgPZQA9hgq72M84DHUC1I0P3sf1QuZKTxdPIYol336Ce9rt5KaXR5jbpPLZDjxvDG7OH7qMeT1Et0my2sWz9Gc4/1U30frRZWjGg/V/qnxBr9xxjAzcvCeXgNez5nHkNvlZxjhOPKg1+uN8GC+oTTi65NA15LnzWxfKaUZ4VLKvJnddundNQfZIF1N5fFKKy7XAmTCWiTcajp+R8pDl7YmfR/lyxhFrV+R8M7/o7xaJmorylNTDiJcI2WqhktWjyoSbbTjNjOFMVJg8FfzwmqZCD/No21FY4VnPa+j46hj26YQa2goX1qjdaB9xVX7qAIO16MCCdJYqInowH+RcKk0UAXSzJpQUt08zS5v8hpKqs+1M4jALROclPYRDRl/XStRPQq8geu4ax5OZws+CymllFSIY9xQNhLOov4Bspv/eJ1BOVV6ZGcizUYvlEA62nW/+AHs7BIjPcOIy25q5/14TDWN8YhwVQFUxwX9jSDyZrWNl9moZ1fHrItiiDmqiiHPHfSLDRTZ9f3RXM7ytXlYI6U/2yNrgDz6zcGuwG1qv5nmqmxpu5G3HLTnUGLM2Wg/Aj78bVzGU39n+0y0V2vdCsBfw+NrkH36AIAxZr6V3eLKeGB9A86fP9/Uxfhn647nQptiCOOsmVWVKbQX3bTaBnrZDOYAK4bD4bCpO+KjvEZr7QCnbA1zu+7e0AT5ccEV5gHzFeSBMaQrP4igq+by/9pFz+DvXvp9i138EP2Cmf3fm279OofrUTGcFCKh7qWq+6XKFzH9SOCM8uim0rWtTGitldPyUZlM0I3qjeZvjZbadka32ntNr9E9a7trO23487hFCmI2xlm73I4qLW35a/3iv+zzBDW8sjCziGaZV5IhE+y1ri5hR11po+3ybxYS2taX1pspp1GaCp9Mb/VW1LxYXcJU29areoKifkAwVmUNghHTT3GHx5GFcfUWaDuqiGq9Wb9q/czS28aWIQoRzC79ySA714TnTKhl5VlBFfJonU6CYy2f1t3l23GTtFU7s5l5SjWf4p19roLnQXb5TASZsqz8Klq7EU/J6op4cxtkoaQR4L0qadpONMZdLmpS/rW2tjZyo6fyQVWYeEyYRhE+bAjt4invuga4fla6UQfPBf1+aG38a9BmoAKwcssGIVYU0V5kDMMYTEoLhq6ay0+a2aqZvckunjW8ycz+q0tp/2jTrb8EcC2Fk16PimFkddf/NeanwmSbsF+DrWyEUR5l6pEgHXmpondcV3b5DD+3KRo1+kb4RN4upkXWbqQQaD+1njaPmpbX8Yja5wtjIjy07kgxy/Lz/FMLrtJOvXuZ943f6WU3UZkI9zbFU63inI8tyTqHtH3ebHUc9PMTeoYh+1yF2filJcqLow0+mgs69lHeaC6hDIdtRe1rfq0nCtvi/GgDNAFAYSqljFjoSykj1nsF9a6xB6PLeZYo9E3DI1UxhNARKUDoH4eaqeKwsbFhc3Nz4SUlvP4ACMeCNTtS4lRA0/eAaA+qeQy5X5pudtkDwLSOrqRnHBU0rBGASyO4XR4LHgOdM/qMejIBOepblk8NF1o+GlcF9c7V8vBHzRUyRTCrC1D7jiH+6xlDXpugfXT2S9c+80Ws19p8w3ulc7QHRXylRgNWUGr0YsUw8kSyxxAAPhUZmfiZaba4uDhyCUptvpuNrhUO/42MJ+yJawsl5ct42jyGPCagDfaviP/x5TLR2dbaumT8kL9LKOnGxkZDV+C2Y8cOM7Ox+dfv9xt8V1ZWWiMC2qBTSXf/AzP7q2b2H8xs6dLffzCz77j07pqDrkzypYTrUTFUqAlv/Ls2HpOMVSQcvhRQ2zTbcFIBJHpfq0PrqdG0re4Ml0mEiFrbbcJ7Gz61shme2nZNmMpwz9rjspGC0tZWG7253gyXyMCgz5FwrCGmUd+ytJrXW/Pxxq9n8LgubU/7ymFWkSEkwjvySrUJkyysTMo/sjzqma2VVYFPf2uYVy2Msev65ZsuUX+kZEaeLh1HDa2FojgYDEbOWme4oo+9Xi8Nk+U2JxkjnktdPIa1OVUbkzYvZe28F9cbGX+6GLO5ngyXtrmIdRbNocyIU4M23FXh6IorQ21MIwEd/3letEFNMe/CgzKele0zEc8DtOHbxnMUT+St3Uo6qXdcPf8ItTSLvWk6l3jcuD/ZvhEZITPoSpsI2KjAhiY1BERjpHwrAt3vsvyq8DFu6jGM8F9fX9+yYtg5XsDd/x+7qBxOoSNcj4phJmzz70xo5/f63KUtpGlYRRdmWoNMaMxwNosFYfU6AbKLS/i5tqlk+aPyynja6o36q2k1QS1qu0t6Wx+x+ahwltXL+XU8Im9gRI/oMgH86TXoXJ+Ge7CnUdvnNlUwYNwieqjHkPuHzYstvtlYZB5D9joq7VAPzomhLrZ8oqxeSKP9gCVd55OunWzdZvNRacbt6C2KkbUdY8c3M7Z5RbiOTLEopYx9EiEK3wRENylqe2rR13Wqyk4p40qgCnj8js+6RBfnrK+v29zcnM3NzYVhq7rGVlZWrN/v25kzZ0b6oQJM9hwBr3m9bGES5QkeQxV2a3xPIfMY8hzUunSOYq1ouJ7yps16DCPeHaX3er3wvFfXUDjOzx7DWj7GSXl+9Gw2rmxGvLMt3DJK1zKYz1E0gNbHPJPnZ7SXRNB2I2vbfszA6zb6tAXOpzHovDeLQ+Q5bWlpqbkUhQ1RgOxsKO+TUT7k0UgUQNR3rq+mHKncwPVjrLEGEO3A4bJRm23h10yz2hrmfqrHEL95n8RvvAN9t3L5ZWfFsJSy3y5+PuKuS0lfMLNPuvupTbf+EkK2YK5mqOmr6VZSPGebjTI2FdK6tGU2upBR1yRjyniocNgmiGZnPGoCeKRwZGEkyIuNqLYBdW1by0T5szyav82TFeERtaEbv6brRqyCb9bn2mas9FfrHW/mzOi1DlYUuEykiGV05vAZrTtSIrP3/KxeyKzfjIOCllEB3+ziBsVhkXrFeG2D1DUfKWc8Bll55FOcs/5oOCW/zxREpSG3mf3mPvEFBfidldPzd7Wr/aM1FPE/9hhCQIqUsOwD9bgsRusHzdbW1mxmZsa2bdtmi4uLI/kiZXplZcV6vZ698MILYV94nPTSDs3P/AFtaihpTfDSeYCxYlrwuSluO1PyVDFEOm4TVXww3oPBIPU2gtbIn4Xacp01UB6m6dGcZ+D9j8cgy8f7lyqGbfNX06NbFtn73Pa5kFrfIoE94oUAzJeI3rovaF+RR8+RIU+bYthVKde69MIUMxv5pijeIYS6NgfUoHThwgXbvn17Ux714Y9DNM1Gx63GX81GFcMu517bjIralhoCkeY+etMq45F5WLsqhtG+ysCfEVHFEKB1cCjp6upqE9GxWej6gfsHzOz/tIuXzQD+azP70VLK3/CL3yicgkDb5HwlQtQnFlI1T5Y/+t/WbrYp1/K01Z8Jhxl0DfXg+iJmVRMyuwqkjHumTGj+rL2srayPUVoNzyhf9Kze4LZ+tOEU4RbhmQlHUdksDaBet6itNpw0LRNqOJ2F/xqds/ai97qBqXIWKWtRmr6vneOL2uoKtfLRumHIvGc1YVI9dxlO2ScJ0C63kV3Qwn2I+hbhwuspCyVtayOL0GAreoYr0iCYtn3onL1mGXTlM1G5KD0a97ZLOLSdTJlX5QnjlF3U04X/bmZdRG1stp6If0XAa6x2025G69XV1ZQ31Mpx3i7GeR2fqK42+aNtb2rb7wFdPIaMs46heveiZ0CkOHSRhUALtA0jUQaKI1+O0mUOZpfPMJ6bdfhwX9gowO0prm1GiK1ApPBFdUf7ZnYGclN4dMz3v5jZjkvPXzazxy49L5jZx7eMxXUK16vHsKZUTCJwRkJym8JSa6/LphrVl3kCNb8KW1qO+8JKQWQtjspE5dsUkUxpUeUk8rppvRFjy/Cs1ZH1qU2giPBvo1NEN7bYZvSJ2tVy7DFkLx/KZGPEzL3LPM9oHtGENwAG3VCitqK5yfmjjUbrwbfvgANbg1E+28DVk5Stu+hsJwss2ZpXbxjTBJt/ZsCKIDsLmvGMKOQKuGCzVt4R9aOLxzBSArkO9hiyR0znb+TJRP+iUNJSSnPFPzyGioeuXXe35eVl6/V69uyzz4Z9Vzqr8BWFVyrt9aKkCKK5z+GogNXV1U71AfRzDMBVvSuKAy6n4T5FIXDc9814DDHe0Tm6tst+ABqKDJplgjLPm1ooqfYB/Th37lyDC89dvFcBOOq/XqLDczLyojHwPIWCz/MkKqt7rypmV6cuAAAgAElEQVRavB9EN3hmoHWiLcXh3LlzY6HdZuOXKbl78+kDVooQDZLRBf1hHrW8vNx4DDUShOcXj2VX71kpZeyTDUoTTavJGFwv8gMX9WyyxzDbd7ndNnlfZbBovHXPQt+jNar7HfDF2GzFY9hVMTxuFy+cuc/dT7j7cTN7w6W0E5tu/SWAqxkq2gZtk/N6hkz4yoRzLTdJfV1xqdXXRVCPNkC1NtbaavOqZgJvDTJ6RgpATTHR311DMrrg1wX3bJ5MUuek45zRoMtcyMYvw0EFcoAqspm3EXVECrPWWxv3CIdaejQveOOPbuZr2+hr6W38gfHI6onKTxKunnkQuqwFVWBQrubdUOGx5jGM+p15IRmyeVkL41MFnuvBez4PU/M2AJ/z5/PPHqtlvss6zwwGGUR5ost51IvbVnd2EYp6DBVqa0X5BOqtzf2rCZO0N8nnKvBuZWWl2ka2Tpg+et5ZYZJ9Nmo3ylfbW6OQ2K5RBwxRqLXZaEhzbT5rqGFNWWmD6PKZmmIY5QGOEQ5aPoKteAwBOg4c0qnvI5jUY5hFt/GlN/oJjQy0HNI2C11VykfNbMbd/wQJ7v5wKeVxM+tmCrrKwJOuq1XmSsOVcC1fawBmVPOWZeWi37VNvS0tEnhreMOaFaW3lQfwDWbRxhQJ8MrY2rxJrCzwH9eZKSial9vLlBktrxCFQmXtRvNB8Z5EOcjmWi0/0zFqXy984P+aL8M7o4PZqMcroknUJpfPaKLWUJ1HrLRFcySbH9pvbi+iIQs3keCVeS4jj2JGQ37uEsIV0VKt0ZFS3bbZ1niC4s78QC+74U8iRHsS11PzGGZzh/tlNuoxxLtI2VGvBeiG82/oi9IM5+b4Ags+y6l0g8fwmWeeST2GUdgrz4Fo/XEefq9Cb2Y04f6pxzCicaYU1DyGkWeLeQX3VdcO+s4K5mbPGGYKd5d9z+xy3/UzDLX8yNP18hnGh40I0Xn76JImVbyic3SgpXpmI0830rlMBMpjs74hj+LQVr+ef8vOTZ8/fz5UsNQ76u7Npw943unZWu4bQL3gy8vLTV0cJoqy6oljjyGnYzxXV1cbT1nNa8a/Vf5q491RX9TIyR5DjUhgUI9jGwCviJfwhWdml28hVQNTxA/x+RG+3Gez0LXkD5vZzaWU95dStl/6e7+ZHTaz/27TrU/hVQVti7ar0lCru9Z29rurYhiFgdWue4/S23CMBIMoX62OjM6RstClvuh/VrYLM64pQDU8u+A3CU5ZmzWPRVdPaka3tnmvc0XfdRXi2vrSZZ1l7WXWeUDbrYkZ3bXOrvMyW7/8O/u8RO13LaSq6xk01BmFRtZwRVqWr/aO62BhM4puyARXs/GQX8W/3++PeQwziDyG2frK8IqA+1b7rlwtPRKkI8ErAtCoq8ewZpjUtrXNNppslicpXCmDNuNbM3Zk/cKFRVmetn3YbPTbd0rT2lmszEuO/xmNWMnjvJnCr/3qcsaQFVYdw+wsZ8R/+NMHwC/yaLbtAdFNprXymQLMRncGVSxreOm7LE+0Z2i/u4SuMu5XwmOo73kvrPEnxvcl9RiWUqJV879e+muymdl/rNXzaoatxPheq9CmvNUE/GijxYTvKrBF9deE2C79UQtXtmDX19ebMyEqcCmjYSYRnTHMLFz4i5hMxLC7KBCZJ4f/c7macFYTKNvw0vK1MeZyEa0Ud+13RhOlLfcXNNIx5DJR2+xZy2iqz1F90dzhNtqE3czDqW103cCyMcQm2Ov1Rnhc2yUBUVhdtG6jMdI1qnUDorHN8mq+TNHKBHVtj/Pyps5eo5pxia32GURrORJUVTEsJQ5njYRj0AJjq+e74DHs9XqNlZo9BUwneDcQFljzGKrHlSHytOp8qPFcLcOA+ay3kk6yn0Qew6hexZPPGKJcpCywZyOTK9rOOGX96ff7IzcNZ6C3gbftA13PGEZnMM0uGhGAc5vHUOtCHTj7FuXLFDxuE7+ZP+h4Mm9SJRDloznPOLTRkg0wNc88bgjmfMCZ8drY2GjOGJpdnjvIV5sLwB1ta/iq0gO482UutVtmV1ZWGr7ifvlmTs2f8UDd0yNQPM3G1xWfT11fXw8/zYS6SqmfQYzmb8SP+buw7pfPebfxR8YXt5JuBWqcoHT4M/o/BYErZXm7liATkLpMxC6KTE3oi+qr4dSmROC/bnhRv1QZ1FDSaNNUgV1DDDV/jbF16UtGk7a0CJQ+/Lvm0ckUpwzvNo9WF2E8U2Da+prNOU7PFP42BSuzumaCQ4Sb4pJZnlFvbY5E+TldLdsZTc1GN+Eul89ENOA0/V1rm/OwQKX9ji6wUaWqJjzgXU2x1PozxZKF+sggonXxBRBaZxdvtln8gXsVDoFXdB4xC50CP0CdMzMzY16daF3gW2CnTp3qdJtktJ8o7jr2mWLIdUZ0A124Tb58hhWBbIwjxRB4ZMq34snlOI8q9lv5XEVmkGvjHcCD24rmp9nlvXAzl8+gbrNRxTCioX6nDzhyX3bu3DlWL9eZre9o3UU3+Ea4I9SW1wnqZEVQjSkoEwH4bL/fr97qmd36q4aOjY2NJvyTDXwIEee80Xxj2vPcVx5QymWFib2SOg/dvVEM9TMkUBJ1XjJeek54EsUQdNdbSNEu6s9uCEV/ao6gaN5Ec1r7xPuryptaJ/CtGRa7Qs2l9ZNbrv0agYyBXY12p3ARakJ55NaPymeC4iQQhQipRwr5orJYkKooKq4MbaEZXZWZrn3PhPmrMR+7rLU2PLjvtfr0XUS7mkU4+60eQM2j7zOLNysvtT52hUnHL8tfW0dZn3UTz5S82jyrKTVtnsQsVEzLarmM9tG86QJdjX2qrEYXnNTKZtB13tTWjFldsEe6KnxcPvJe1fAGPVhwrc0TVUK68JQuvDIav8gbqUpiG0RCHmjYpgi3zcWuF+F0UQwjHLsCC92TylNdQ0m5r0z3iK9kezQDfxA8UvwiXpjxjOxyFF3rKsRHdUU41GiqHqoM94zOUd0cZstK2yRyhlmsoDOAR0ReNgY9F418WShpG14R8FrPjG7Iw7yttgZZ4a+1qxDRKttnNX9UHyv3bfi0QaoYuvsrWjGMFI+rDdfj5ypq0MZgmZF1yVtrR5ljG4OvKabqETOLz5uwUghroDKYaN5FYYMRRJ6TqN9RnzVNretaZxcFIGNcbUpFhFdUPsKni+A7yQaRzUG1LGc0igwJWd1mo5t2Ni8ywSN77iIU1upj4bQtRCj6HQlVSItutssuCYiE5FLiEJzaGlF6RIJ9JkTW1oDm6eJRjIRNxSHqd024hHDHF5Nwu0oH8K/IY6jzUfusl+RwXr6VL1LqMys548bC42AwsBdeeGHsEw0RDSLvo+IOBSWad5N41aLLZ9jDsrS0FCrJHCaqH7hnj2B2KRHyZZ5W5U81j2ytz8A74601gw1DZJypKUB6QQlDbd0AFhcXRxQW7Z8qJOz9Rv3wikVt1sL7WNjXMQO+kYyg65DbVlmBf2P+tXkM2XMZRZ9knlm9fGZjY2PkYh71GCruCoynzn32ZvIewbyAaYi5zaGk3E40r5X3KG9T3gDAxTZRKDHf6llKGblYSz2u0VyaVDGMlHjm+eCZAJ7v6u02s5HLZyY5Ax9B50NwpZSemd1uZgfNRsNH3f0/bgmLKwRdhaarBdcaPlcTJrXwdoGaUL0VWne14jMj540o8xwC2sLRNF0F0raNu03RiNJqCliNAbbRWgX0LK0GqpB0LdtFqYzyXwmoKXb8fCXH0Gw8vE7TurbVpX5AzWOY1b9ZD10brtn8iPDrKgC3tddGXwhvqmiZdfMGRkoT1529Y2jzptRoF82jbExVYK7Rptfr2fLycqez97UxxfOknuJaW1ofC2E1jyELu1G9ZvGnQ6L5qXjXjBI1XGpwJYzkXWmrinaXfGaX+6ceQ4Uua6n24XWsUeVbOhfYuw4lQPGI5mYbzl08TdqfaN4zZHSuGaaYpylNzPI9ABDNfcY3Onte86DVQrcBqqjxWqvtQ5HBDMChpGbj0RBZvWhzUkdQm8dQf6uBSfuvl89sRTnspBiWUr7VzP53MzsSvPau9VwNuJaUsWsJlysFWZ8yN3e2oJTR8f+t4hK9Z6ErEzCiRagMMFIGawKK2big1UU5jOqZRPFpE9jbFJQs7KOrEl6rP6srUyrVUl2jC8+jDNeu80at9G2e5RpOtbFjQ0DmdaptPDVBQT1Ctc0t6wOe2WuCZxXyVdBhq3bkEUe9TNvIG6fluH4WJDKjCvenbR0xbirkbWYNllLCD8lHOJpdFu6ikL2a8s9p2bnByFvFc4/PSNVo5+7NuUHta0abwWBg586dazwVOgciQU/7kPEwXR+TeAzZawFgizx7YTJhS70mGPPBYFC9/VK9yRFvw1mjyDPMsNnLZ9qUAMBmlErUrR7DWhvAYWlpqSkffUYhkjl0nbLHMPu8QYYHQxevP9rQfQw8CnyEeQrvVTUDM98gChkkimhgOvN7nYPaF1YqdA5Ev2seQ+CJP718xmx8zYGfmLUbBNBPPY+nkTHRWl1dXbX5+XlbW1sbqxt4wrvKHsPIQ8c4uuefs8j6kZ0xZCWX62wL2QW+XULf26BrEOqnzOyoWfUSmmsGalr31YRXWygpoCYs18ai7V1NKNiKshIpHqr4sbUQ/9fW1prf2XXlzDBqyopZXbhivNr6yMIW45KFuADPzEMwibW2prh1sfBGykvmgczmQNe5oYpIBJmixgqPGkJqwGUygbCrANeFntruJOuvJrTjdxZKGNWbCcG1eRk961yJjE/c39o60HCs2tyJ3tVwVyWu1g7ziZoCwIqY1lFTDLlexj86O1ObW5w34nkZzfr9vs3Ozo4JLTrnauua+xw9tymGmeFRhUrtW5eLU7J+QaGL3ulzlqZC9GZDSTPAmHfxXAG65Oc2I+Whho/ZKN1rHiZ+rzTiW0mVh2E+RPxKlbT/n723jbV1Sc6Dqtfe59yvc79mnLFNEskQRkGJEUPkGFBsa5ARGDBxAjjEImFkDEZKIBGIjwAijkgsoUiRERJETGTLNigGC2RswICjIY5jYUMsBxk7QoozNsnI9oztueO5c889Z3+clx971znPetbzVNf7rr3PPffOlLS01uq3u6q6uru6qqu7X+wfHAnmhbk07tW8oNI69ou6nVKVY4cpYeYYolPU6QeziDrqgjzniVvTVYQveeJbThOQr3wvKtNE2gqSV3UBTsog06utpOzkdraSch+uIq3JI0YxMRqMv8/OzmJZlr3LZ57WVtIPRsRbEfHHI+LjcRUlfFdAx5i+TdrvdWDZKgWoYOZ4VMZxFdaf8ahWCnHVruIJjXl2GitgXiuDcxYtqf67Z24MzPjm52qbyQwqR7Fb/rbA4UZHorOyfKx+WSPTtQ5hl/6a5zjpVFs1u2N0Lc9szLGhhjgrpx/zbu2TnTHIOkvlUzrKOZ2MS+VzhkHHKan6etIbY8gXVbt6psHM56g6xlwHuE+wM+76LPOR4JxEBy6PG69r5q+EmZ45diG6y0vXpsI8XUMV+w8a42vnL7ejwdFyOFWfnjkCXZ7V/Orq1N3ezWcJ1eKlAt5GqWgzTTW21HzJl8+k/Fx/c7vPMP/s5k3U/wq36o/I3xjj4B2tit90YtdEDJXcZvXg/NhX0hHkraTHQNcx/MmI+LJlWb7raIqfR7BmBe7dDk7hVQZRRH8yqpRsGhVrJ6ssqy5g4EPoEbG3HQSjhQon8lMpDGeoOeOKV4+rvFwOja/ZpIZlqhXvCK28KyM4v2d5mEaFW/Uz1y8qx2W2pS1xujzIx6xfIKjJouoDCNWlBY7OWmBecssUR7CUwYR9jsesc/Iqxw7/p7PB/UqVd32f8Wc0hNsReXURWKwT5q30YD7P/Gncqctnsr5KLkqOjgbiZ/3ExjS3UdI9Ozsrt3kjj88991w8//zzB3g6Os994yLabqffqVn1nQSUS4K7OGWtoXp6ejp9LyUvbGA/xW292YfcfNK5Ll/Vn3eqrHUQnU7Bcam22jo+85mLGPIcjXlwK2HEkws5UpZq7FeRJ8zTPbvltjGqhWUsU0E6KYhb8X52drbX91GnILiIoXLYXEQ1ASOGrNPH0BHDCtxWSOSLI4bKPlAyzbGYx4KwPrldN9Pxch6e15LG/fv3Hz+bvcdQzdsM7uI25D3rm+VznGDE8NjF6q5j+K9ExMfGGD8cET8cEZ/Fh8uyfO9RXLxHoatg383gIoSdKJpbSVVOTf6+DXCOAxv8+ImIPcdwTRTH/XdGC+brDHhncM0cyBnONfnX0ljjJFaO200COsWqzTptr3BugdkCy23QrhzoavLlfCoCy/mcDCsjJR2DrvzX9vWteSq5qfJZB+WIMjgnc7aggfkcXU5nXnFxabfb7W1ZynTnKJycnMTdu3dL3TeTqXLy2XhnvF3g/BwxnDkD7nkV4Vdyqvq000UVPgfY9sfq9M5YWBPFyDKdS0gYeOGGj3HMoIoYVjZOVx4JbrHVyUktdKg6ccRQ8aoA6XfaE/VG1ba4kNGNXnZ2O3Si+FwGy1VOWeqwKmKYdUEnthp/bqGgAhWpRnwYsIjYPyf6tBzDD0XEl8bVOcN/gp4tETF1DMcY3xURXx8Rn1qW5cuv0/5URPyrEfGr19n+g2VZfvj62b8fEd8SEZcR8ceWZfnfmrxODfGnBZ8PjmHEk9ULZShvieKtpb0mjzKE+JBvpnF5vHiGL6FRxhyvXiIopT4zktYawc6IUhMdR3JYBorPGf2Zsc/GHIIylGf9qmOQV/lRBk6RKwPALY5E+MtCsG9URgvKEaNylXFYOSKuHNLgujB/KAdljHNd0TGszhiqPoMOR/7nSJHaJohOCvOuolbO4FI8d4xMNog4WqccQ44a42sdEjJiiC+hRlkkcFQh61Ft/U38rAtTxthHdrtdnJ2dyUt1kGbmfeGFF+LFF198HDV0MlSRFNzC7tpORYOwjhW4OUGdeXJQRQzx3Y2zaDWmoYwycljpTDRkHag5B2XYdQqYzxlcXFys3q3AZ824v6KRz3qSHcNMx7o4faXqxTsTmCcEtRgwm09mMsQLXFCvcbmzs7O910PguWWmjb8zqtcB1tPc97OPJu2MZOEZPmWDJN9uLKGsz87OyjkzvzlP4s5vfJ4Rw+QNz6eqeSNi/1U2s4ghR5xVn+C5h9+liL9TdrmjIc9E3sQL7rsj9c9FxPMRR10+890R8XUi/TuWZfnQ9Sedwt8REX8wIn7ndZn/YoyxaQP9O+mcvVcvn5kZ6C6KoozqGdxE+834VSux6ixhrhznb/zvVgCXZdkzEGdOQDVRKMPZ1Y2dQIfTgdqWphwjbmtVP+ZlZlizI8DPZhPCLK3zjPlwwKtzaJy4cwxqO1EaE24VusMvb6lUUBmWDirHUPHG+HG1O+WFDpsypGZbNbEubBiy0ce4OnJVcupuS0VjPtO4zkgzHUB2DNX8cXJy8viCCB6LfEuf4nu2lZSNES6T/3e7q1dP5Io5OhZKz7/44otx7969uHfvnuwrvBVLOZnKmHf9BPHzOFN5q4VBdxkG9hG+GTfhzp07ZWRJ9X12SLCfV3XtOIZMY8ucjPmdcxSx36YukpX51P/z8/O9hSpX/q233jrIw7LAtuJ5iOd9pqOcUganDxIn4sIySk8pwK2kTBMBHcOIsI4hl+VtlAjKoUY5VZdQjfHkEhe3lTTx4LsUFZ84Rqtbbqt+jFtJEdA5zrqxY4j8o2PI/CvAY0iIUwHKG+cQFyVN/ZQOeDeaWkE3YviBiPh0RPwLEfGLEbHaJV2W5cfGGF/WzP4NEfHfLMvyMCJ+YYzx8xHxlRHxE7OC76QjyPAs8XJbgE6D+9wGPf6t/ncAnRucLJF3VUf13/HRcUC28H2bcCz+jlO1ptzMGVlLY8szBzdx2HsNXZbFmihyhXOWf2ZEsrHJhleFr6rDjA93mYlyFGf4IubGV+apjETlxMwg86ch6pwGNGxn4IxuxFXlwTQ22HJxjPnn/2NcXeRw9+7deP755y3/3JYOV34rA8qVmwHXGeXeGd+VkbdGD6Lhnf/z2y2WJXQWotVChtvV0Clb8YPP2FitaGUZjpA4eufn5+UY7vLIkGMQF55muiOj8rMtmV0e+PlskYt3P6FOqWDLPQgJs7kjHabqght87s7ZY5tudX46W0kT+B2Yqs+6BSGGrfcAuN00aHcmDxiRnfEz5aGZ7/sj4n5E/JVlWf7Wsiz/H342U7+Cf32M8TNjjO8aY7x+nfabI+LvQJ5PXKcdwBjjW8cYPzXG+KmbdkKOhWMa5lkFt+rhOq0z8vO7ciBuygmcOahqwLqD7Rgh5FUg5yR2J6nZROtkpfIr45YVfDXRIS1ur+6ENzNkKqdhVtbhc4b0bGUeaVZpOEF3xrcyaKt8LrqgxoJaib6pBQMXGclnjk7laDhnLdtGGSDO4EuecIuXGnu85RK/eWuny4c8zyJViIfP1qjIV8STiCG/rsJFDJXTgPQSB/KsnFTmL9PUBQjIb27bfPjw4d6Wrkznth3javX95Zdfjtdff/3A2Mv8vO0P9U2Ot/xgGY42InTGPffviH1d3nkvGG7fQvyziGGlu7Htsh6V3ulEDLn/4hbcmYOoxkPicPldxK/6nf/5FQFuXL711lsH41FFp7h/VRcUuXHT0a+dvCkP1kEOMpqFUXnVTmdnZ3vRReeMIa1Hjx7tbaNU+bEc03Xvkc2+mpe4sOPCeDFil4BthhG5fEWD49FBjuXkGeuTEbeEe/fu7eHEM3zJ14MHDx63RxUxVFtXFeA8cHJysteWLtqcdcrILG693wrdiOGvRcRvioifHmP8SBxePvMfb6T/5yPiT8fVOcU/HVdbVv/lCLk9VfaCZVk+GhEfjYjY7XZLxM0ZR8fCs8LHbUM6Svnb5Xmn4BjazvHrXDxzjLGOk99sC9FaeCfawjkFDp4Gj8pYdnx08jgDUNF0MDvIr/joyKpT1w5/jl7l5KtFhi64hQumGaGjCqqvzero5IzPZo5+xHx1H/Oh4YznT1leLgLFEUwea6r9s11m8lEyzwgiRwxd2eeeey7u3r0bL7zwQrzxxhsHzys5Yh1c+28db5iPFz94RZ7BtQU7vmui4Zym2nQNrlkell8nkjdLV85O5Zg4vG77I+dHpzzHwSz6hP87C3w4RpWe72z1VdCRQ4S/fIaBI4bomFeATk2nv1aL9kgXcWeaO1unnFgeSwn4qpw1TiyW4Wcog91ut3fu0tksua2fz2+rfJ25D/lSOklBypPfw/g0HMN/J64cs995/WHY5Bguy/LJ/D3G+AsR8T9d//1ERPxWyPpbIuKXttB4J52z96pj6JRCTqbVRTRosLiB3YncMD6Xp/PMXSXMuPnCGYwYVg5iZ+KpojBVPdhpZYOY0xwu5cTiRFhtj1GKvGtEOMMoaVbPZ+lrx9/sHIZ61umDrKSxzVL5q1cTOFB1TD5mWwddvaoxqIzyausR83BycvJ49R/7GV/OwkYPRkuwL/N17M6Zzsm6Mr4RP07EWGe1oDGLqqiIBJZXxhu25Rh6BTrPGHI5lEvi4HpwmcSPdDKd2xqNb4wY5lmfrC9GefL/breLe/fuxcsvvxzvf//741d+5VcO5IUywXZAvYOfTMfVdQXZt6pFOu5rKL+Ifcej6muKNkYM0XjEyCfzonjDyPhRW8TE2EQZVgal2vky2zKJDpra4sh4kf7aiCHmTyM5oymoJ7IdZlF/jJSr6Lrimfl0EVN8jn3BzQF4+Uz2B9VWGDHEMa7OASJUEUPOy4sdnDd5zDpxxFDBGONxxM5FDLE8Rgy5D7Ldg8BnDFGG+GoT1qfsKGa75mszHj16VNbv/Pz8IHjiHHvceovbWd3iStYpI4ZpBxylJ1bkHcVnE4wxvhT+/v6I+Nnr3z8UEX9wjPHcGOPvjogPRsT/tZXOF+D2oePczcp2V1TWQoVfOXSsoJ3zN3MK2Vlz0HVgqokDaW7Fz9A979Pl5RinLcu7csf0nYoXVuJbZTmDynnhNLWIUZWZ4VwLa+WonGJMr/q1Mrj4+SzK2nXmEtwqc8UHpvN2yhl93CaI9JRcurJy/XYWMVQGhTOcOWKoDO2UxXPPPRfPPfdcvPTSS9a5qZw2dKiUbCtnpqMb2IGOqG8PxDIR+30EaaJx2T0XVclm6/h1/UDJssOXcuj5GTq+auHH/VYyrfhT51yTV7fNkRcaFJ38Tkeyu3g7G+8VLQfsmDoHniNX3f7CEUPX59Vixqyd0KmtQEUMsS4cMUyY6X8E5ZxlHrcVlBckkT9cpKvaWwUfXNvgAlm14IX9E8vdhGPYihguy3L0YbkxxvdFxIcj4ovGGJ+IiG+LiA+PMT4UV9HIX4yIf+2a3s+NMb4/Iv5GXF1080eXZWlp1WqgP234fLmVtIqedaN/jo6bWBQe9T+Nn4qmejY7Y4g3kiq6TrmtmVg6vM6MxDVRMIS1SqXCO5t4VR6M9igDVkVCK6dR0ZoZ6goP18P1dVfH7tYeLovblFRkMPtixzHcsrgyc54SluXwheknJyePbxjEW0mZJ+cYKEcjV81dpBUNucyfeKpIHtJQdXbPmN8xxsFNgsiDMnh4q5WLGKozhuxscWSW6844kRf1ugrOv9tdva4izxgyHZZ7Rgw/8IEP7D3DqGIVRU3Zc704csig+rtyfLk8Rwy5jZC3CL04k3XMZ/xSbhfNxjwYfbnJiGF+n56ero4Ypm6uzujlt9J3eC5VXRyT/y8vLw/6hDJ4Hzx4sNePIp44I3ljI9cL29w54iqqyM4l4ua8MzuU8VftmpEjPBOq2un8/DxeeeWVx8/dTaDc3zNaVtlKeZ4u+yLrK+QJdWVGslREDfNnRA7pI58YPTs7O7MLN5UTn9E13oWAMuBxmXMa0s+6n5+fP+axOmN4fn7+eN6rIobLsjyW0+npqY1CYt/hcRKhz4qvgcxc/AEAACAASURBVO5W0qNhWZZvEsnfWeT/9oj49tvj6PbhGAX+rIJzTNAhxNWRjoPYjfYox5Cdxw7PnTxqOyw6hhHx+AXPXGfmb7YC79JZSR9r1M8ca5e3ivR1jPnuc6RdKc/OxFtNnpifJwEnI0drtuigaLI800jpOndI3xmnnbIIbly7/qCMHOf04H90avh1DsifaxNeMUfHML/RGHWG3EwemI4LTOhgOWOOnTA2/rh+6gxOGt7KoOOtpPnbbSVFGbDxsixPrmFXDh7TQVrn5+d7hjc7FuiE3Lt3L+7evbvnGFYyYQcM87CTVJ3vOT09tZf1MH6sNzuGM1B6mungay8cL1l3vjxoZlDOgNskZYmOoXJ+mS+Fk/sU1k1tJU0HIyLi/v37B+2OjqHSA1x/vAAky6dBnVudeayiXlL1cuPG9Utssxle/I86sGpX3F6YfVUtLJyfnz92YBD/bHGk4xi+9dZbUwdW6YHcSsrvCWR+eDsr1hvLR+xvJVXbZC8vL6WjlluLcdEwP+gYMqBjiPznwgY6tgrSkR3jyQ4X5bjhltSTk5M9nOwwu3GSjuytO4ZjjP+9eLwsy/K1mzm4ZdiiRL8AfZgZxbPnOIluceAybdbOayM0syjgmgjkzPDsQCdv16nobD3sOA/ZZh2H/KbH4RrnKX9XzgdDFYnd4pyryabCk5N+J3JZAeLoLFQ5Q5UNgkp2zvFyBvlanlS0UT3r3s7G/URF87geCmfFZ5VXLWKwsYnps8WKCK+DuIzSGaoe7Pin8TV7XUXmTaPqpZdesvVVhgw6gfkfgSNFDJ12qpy0CP1uO+Qv83AaO5l5UcUMsK6Iixc6tgDXVS1wzOrqcHXzY3tx23Ef5mdq7Kn2z77kbouteFf5qoXGrj6o8nTbtNNX3VnOipcq2pWQTtBMdvjZ7XbyHYwKVHQZafCty7hgX9VNgaJRbSXd7XYHZ7EjnoxpFQBQ9Dp2amcrKT5z55uP0RPdiOGH42q7Z1JKqQ74/UxAxxB4WvBejBgqWJbDraT4jPOuiRQ6PJymHJS1EclZmYwM4m+ujzLOqgGMeWf9RTkKHWfQGfuzvJVz1J1QXdkZHVSklUHeoVnxqWh2cc8mMjUZjKHPxHUdjdnWI442cDob2qo+XCcG50xkeTZMqkgW88ZtzRMcR44wkqLaAfPn+GHDxhl/bNhj/3OGIjrRHGXgrZZYBtOqFWWMGCpZJWD0Ao1/tWVyzVZSlPvl5WWcnZ0d1A/5Snnky6IzYoj1Ue2gtvtyXTFq6PQZb711uyQ4ysM7QzDvDJiXxIMvbOe6Mz+ICxeJtto27GwmT3fu3DmIRnUdvfzPBjXKUm0Pfvjw4WMa+IJwpuGcHOYPt+imTFXEkPUwv18PgfXWLJqqdINzjJkG9umZrYJbSWcRw4gn2zc5qs6/c7tn5lV8ZHTX6UeFe4wnW0n5vYCYHx3ItRHD2V0ICLyVFMdgRudYn6SORPpZBse0q1/m48jmLGJ4enp6cDNqAvKoFpxwJ8AW6DqGPxb7DuCrEfHlEbGLiL+6mfp7HJ4VB/U2oevcrTU0u7hvKlqIwAYEGp6Y7hRo5Sx2aN8EqJXWLXTdZFyV6QBPovxsS1Rui5P4tGDGz5qIRyWbis4xRmWnD3XorI0izxYClDE16wczpxgdmi0yY0eNnRpXJ1xoWOv4u/xM0+FkPJUMkc9q9wEasGk0vfjii5LXdCLY6UU8bsHD1Sthto0ucToc1UKKczTREFdb3pyj53ib5ZlBtRjC/XOGo5vunuHtoermURWFRf7YIVFR62wDdxvnLELKsuCxnIZ5FU2udJei0dWHs77aiRgyoAPpALdNVvxF7Mu3EzFU7Yr4IvR7Wjk/l3XBAgVquzDiwvN+yRfuSqkcMVyo4y3HnA+3djuZ4bPZYtcW6F4+82FB+O+NiJ+IJ6+Y+AIQPGvG6U3AbNvgbAtmhauzPdM5bFudiYqeikjyKlUVIa228G0x7tUkcswqckVDGT1VtMVNcMoYzv+sxDFNRWkYd5WG4AwMjO4wuKgY89I911fxielKxhUOnGjUc9VOnQkj+7UyGjO6rdoveULecFUcx4TirXKcmE7WRRkSSQsNOiVXjigq2sqxqFb3Ew+e3eM6oxHB0TGMGDINTGO5qYhvpqtobubjLVLKaWOZZduisagihpmWUYP3v//9UuaqXbmOKupRjeGIK2OvWjjgeqtns+2yKUfkC79dxFD1t4j9KGfylO3uysxA9cGM0uTrSWZONkfQVF9mWrOI4YMHD2wkC/um0hcJDx8+PNgSe/fu3bh///7BGVjkkcsoQ5xlMpuLXF5+7ubFGeBlRCo/RgzZeeAxjHTzHGAFGd2dOXg4Jsd4cnYPzz4mTygL5ehgm6Fjlpe5RByeMax0s8qbgGcM2Y7j835ZB9zGXJ0xxAWvyi6M2Hekk6fkA+mnbDhimOPmmIjhZpdyWZafj4ifi4h/YzP1W4Atg+224BiP/d0CPDi3OGfoXFVGcYePWVq3vFqdVhFDhWO2tcJBp85r5bvWmFgjf5V3Vl45A+q5c0o4rxvr/AyVfZcHNZHOdIsywCr+HS7nrCj8CbMJxzlHjidVLukwjaqPoeywP2Id2HDh+iuDLQ1PXqxRxjqmM58qGsB5k15loLLBh+8TU3VKYAMVtzkpXeJWnJVjiHSTFj7ntlQOEv9Ofh89evQ44sOGN8siDZz3ve99e/yg7F2kI3lig1PJjoEXThg38qqeRfizgTwmEB8+T/oq4qLGDfKinIBj7Aoee3fu3NmT4UyWWVfM57YeO52AziA6ichjxP473TCd8+PNuPns9PT08a25XB55c7pF9WdXN6cXMPLD+BJwMcXpT+YNeWDeLy8v9xwo9x5DLoeOobMxHjx4sFd25iBmfdgxVPl4Lkhwt5KiY8iL9ChHHvtop3L7u8hm6kjlGOKtutVW0jxqxXqfobp8BuH09HRvvmB4WpfP/EmmGxG/LSK+JiLe3Ez9PQ6dgf5eh5kjs1ZGKop3jJzXbm2b4eC0rfy57QFrQCnuymlQ/7vpM/7UpKzyOAehS6sro5mTdEz0eavh1jUOuAzTdlsNXZkttI5tk067OgdutiKvyszyK7rVxJtyrnAq55l/K/2ACxiVY+jGJuOoeFROfsW3o6PyYXulkfLcc8+1+knWnR07HrfVGK7SVT43bmftHNHb7cK3B3b1xBa9oHCobxUlm+FwOGf51XiqHJbubgwV0T09PY2Liwu7tXBNvTM/05mVr8ZN4tyi72d91d10WrUTOpOuL+f5vFm7M7gtmk53rN1K6o70KBltndd3u528nAb7U3WBD/I4szvcYhkC9oF38vKZPxVhL5n5K5up3yLc5LbCrfD55Bi6aNlNl+mAMqhUnll5ZbBhOkcQHagtEh1eOttNWdkonEoROUOhkovbkqlwz/jBj6KrDFsuw2mzFczZ76pc1yF28nCr8W71NfO6baKOHzT48LIZpOcM3cqx4GdqjCle2ABTk76L5ro+gt+5VVC1fdbfGQhJt6Lj0nj8qfrjCrTb1prOAqZVW0l3u93jK9fZycD/6t1eEfp1FRypmxmUmD+jaW7M59a3pItbozKPcvjZEHeGzmyRgF/voV4yj23LUbGsI/ZVRb8TMWTDWvGNuiJx5f+qP8+A+2/W7+7duweG+yxiyDiriCFGqDM/vseQI4ZYd45+5XOWeV6AhPNARgzVuU6UA7Y56xzs09l3nA7u6uYqOj2bi1A+apxGXPUxlFl3ITgvh6psDrzIp+KXx3FGvWaXz6j3EiL/WC+8EAovAeQoM9eHXz2jZMh6Ip1tjN4lX9gnqq2kajePcvpw+/QYw76uAseB2kq6VU8krHmPIfeCT0XExyLi39pM/ZagM8C+AO8MHLO981hQxmxFGydRl2dNevKQ4CbamdG+BZTxU0HHyVrLU8cJ67bPDNdsxWwL72zodSddx9+sTGUIV2Wc4dmNnimYOQsqjwLlTDqjW9HqGlPcR7uLBh3o9D38rtqWz9lkmiuHTrSjq9KrMav4reSKz9y2ec7X0TndMcD9YW3brjWYqshVh2d3FmorbJ0LVNuwAdmNNGBf7epZdPgSZjLptJXC4cbJ1rlVjZ/OfObKIp9rdkDM9DCfw2Wd4sqh0+b0i7oYyvGI4G5/5QXK2W3d6nbrLHcTO6wqGGPIbc3qvbwOZm2QeWbOI5dlvGuPDynoXj7zrjks9yw5hcd47O822OrEOUNvTTuu3a7pFKsyzpgOn6/IMlVbu5fMdsGtaHYiNipdQTWJcX2TJ35PnCvLeRKfuzEu64Z5laJzuCueeGU5wivfjhM2o6v45HReBebnyEunTWd8dIHPeXI6r+w6GbnXGPAL7qv+y+XdqiiPReSTz6OxfF37cP2xzorffMZnDDH6g0ayi/a5iKFafeZ6u+2XrIs4CqLqyn0Qxw0ad+7afxVlU/qzs3ChZF7pXxeNVoB4UO6Xl5cHFwRlHpWf8aeey4sqKn3JOJyOWwtKR2UfzfNKM/lwXV27z9oRz/1l9Fvl5+gP1gP5QHxJ+86dO3J+4YWYSi+7OuF/tfsC+zZfIoR1RPprFkQrvcQvdsc2q8bIvXv3HudTeCMOI4YduwbH1CxiiK+SUID1wshfnt9ToJwm9V0BRtcTUH8ndCKGEU/k5iKG2E6Ik+WCl88ofrfoiYTPC8/lndpWekzDvNtgze2MNwXHtGs1cNiY5jRFf2aod3hQRm0HZvk6DkvH4VC8uXIdnhLnVkOnm6ezIstt4ZQrG8dqsp0ZemtA9Ql2QNZEgJURPuNbGVCd9lZ1dg6Lqk/ljHWNKtfvO2fjqnp1xrtz5rmfMczOGHa2pHP90EhlcM6Wo5F8OdluAWecc/8/Fq+Dqg915rbOGcObmiOPtSuw3XihYus8NgN2tNVvxsWvXnCA77NMHFv1LcJsrHX7JfJyk3aSWkzjiCHmrSCdniofRgy3zNvqRmSFH4HnOlUWt5EyTndBIIPaCl7xn3whzaqvoi6f9U0XMXSXaKk6HusYlhHDMcaf7SBZluXf3czBLcBNTFQ3Ae/FiOFaBwDzKOPS4TtGsTtjkQ0a9Tyf8VkENoTWGMbV6mLFA/+vJryusVrxr/BjZNDlc22maKqP4yHTVJQP20Thq9qY8VV9kA1UpVtcv8AIEcvUyQDLnpycHLzni/MomlhP58y7aJfTWbP+XsmyGhvMF9cF05T8+eZAHmOOjsvXiZxgGedgjrF/KynrnZSzOqOXaSqqnnVU/OF/Z0RUL7jv1jsNZvf6ArWronIAtkLHAFLGvcrP7YMr9xhVZRmjbkeaCFl3jI5VkRnmlfXaVruC6zfGkNfaV7pTQRU5xz6RkJGniMOIIcLFxYWMGGIdEgf3BbzZcQau32P7qmjpTE5qHnP5u7ueZo48jkvEOcOPEUPnPGFkNnlhqBxLjhjizocxxmP8nYghjsnLy8u9m0kjfF/lSGE6dpUDmbLLPoWy7EYMub74jcDzUnUpUObjc5P8fwvMtpL+2+EvnUF4ZhzDm5hwbgqeJV5uE7r1XCMPNrpU+Y5idkapeuYMfTUxzwx7BHW5g8KvJj1XJ2WU4gSj+OZtCkpO7CAoPFgvFTlQ9WKDm6MpbPDOPqoOjE8Z4kr+fEGFais3IXN/SIMe6fN/lmOWy4s6UA5Kbiw/Tuc6MC/dWxbVtqt8hnwiHQXOiOEtpqo+2L+UATrrz50oAssIoYqsjqEjAPmc32Oo6oGve0hQL0NOUO8xZLoR+lp2pI0GkluJV/VKWS1L7x1zbPQ5vJj/pnf4zBxINIZRPpn/4uKitd3cPUtDLb+RhtvqVuFV9XCRIi6XjkO2RzqGPNYquu5io4o/rCf2hcqIXZalNIzxNSBMN3WpMta5v810IZbhOVfpJ5yblSOpHIM1W0kTlB7HKCs+57xcj1deeWXKB74TkucDBZzOjiGf1c8FA/fyenQMuW6p77hvOidzTRQ/86rLZzBiWDmGyCvPCwyoH7D/u/O4PIYq574LnaWnYT4B318AAR2F826DyhjZUm4rvmN5UGUq46FKd4alq2OXx4qnmaOEUG1FrOhWPHZWiStQfKyVPeNx9WQ5KcdqLV2mt6Zcx/iqxkenXymHboa34knl70Ri1DN2JCrHbwYdWXe38KzB2aGFBoDbQqu2jc6cs060SbWNMvxVpEzhUgZx5TQz8C1/3XIK2KjrOGddnPgf2+iYuVzdtnjM1lXnGM7AzQ1b6pYOvOsHTNNtJa34ZuO/ysc0s17uwhL8X9XfvRuV67zGEGd6xyyGqPHsIlEVsNPmooEoM3XGsKrHLHqr3oXtdmTgmHSXz3Rk+ujRo5YzyTskMD3pdy+fUeeVVV5cfHN8qTrcxHblUmsuy7LjT0R8XUT8dDxxCv/no7m4YXhWHLJnhY/bhDRy3CBUhuwao5eN2o5Bq4xORcc5D+xAcHpGdzCdI2D42724eRalUHWvDH7Fv3rOaYxfRUTdtj7lZCleVH6uqyrHZV17ufL87aJ3HGljGhypY5m5dnAfjCw6WtnHKjm5+qhxUkUV1W9nEGc6T9qMl/ux+mZecdJUUVFHg3nH58ox5G1M1ZhjOpUM8Fu94J5pqIghRq9VxNAZqwoHO54cMeRIkzJ8VR3zRczYR5VMEt5+++09vm4SVLvjs5mBmIYVO4MJ/NoMLKfys07IFX2ObHVvO3V9FaEjV+wD+OqLND63OKTJl/rvDHwXMeTtgJeXl3sOCz/HiCH344yE5utROlF2B6hfGY/qW9jncMw5Zyvzr3UOZxFD5FPRRcg+kHyocrzt17UzO5AJLmKY/GbEEPsy4mYnP3FfXl4+voCG9Vc3Yuii0fgMZcT4Hz16VEYMUW9X/SHiSmZZpypimPXniGFurT0matjerD7G+N1jjI9FxP8SEb8rIn48Ir56WZbfu5n6F+BdBzPF6hSRMgIx3eXv8tHlYcbLLJ8r26Gr8rCRr/LPVuaVwaloILAz0Y3WVO3SkXt+d1byZ+1QfbsthpjGCtrR6PLkHP1ZX3aAdXF8OR6wT3Voz9pu1j9mMu5A5UCp/51IReUYVE5lZ1KdyVWN5/zPzoFyBNboGIbuCvqaaBj2hTSOZron86dRiefLurzzarhyOJwBuFZe2C5o/M36cScCeNOr+opGBaofomO/FmYRN5QJtpuLnLKB6xYt+L8aQ+n0Vq9h6EQMXZ2UQ6bAXQzCOLpGPJfpRu1nkd0O8OLJ2jExe/VCtr9bUOC+gM65ihpXY4J3Z1Ty58g402bHsapjJ7KoaFY8qojnsY7h9HUVY4y/LyK+PSJ+X0SMiPiZiPgPl2V55iKFEX5QvBPQ6QDvNnAOxhqHENNmBr4zgh1OVrzKoO5EoDiNjTyMXmQEUZVh49g5FvmbI5H8UdE8JRvXPnn2AstgFIZ5rSKIuQrmooloOLIRybRV3VDO6gIc1W6Y7iKAHL1U/LP8VGQO87j+pfJV/YRfUcDbThi3kjvXmdszQk9irjxH6nLC4iiJGm85Ht045DpxvdgQmZ1rVNFQNObyw8akalf1HA2JMfYvVUG8EXFw+YwaYxhFwkiJqm+mdeYzdcYQDW0V0cByCCoaltficzQF64Fw//79ODs7i89+9rOb5mN2MjJt5tg6fhh3tb0VXyCNtKqtoZgPI4bVWa/EyXXiaJIyyGcXTmDbYL9KnbPFaVDR5YjDscK/z87OHv+/uLh4/Pv+/ft7deUoTPZfjvLg5TNJ/+TkJO7cuRMvvvji47w4FrLNK32unECOHvO8lN/crjlO2BHJ8lsWCtacMeQ+NXNk2YaIeNJW2YcwgpaQclX9KdsS65587XY7eflM5RgmYISsE9HF9Iw0VmM58eLlMyjjzO9ex4G8L8syPWOY/YFfJYRjHOuKYwjrdGuO4RjjOyPiD0fESUR8PCK+bVmWv7iZ2lOC2WT/tODYFZpnEZThqIw+fl4Z8mzMOyPT4cA0NiQVb8o5QAMY8SljVPGpeE7grR1Mo5IHfyq6XN45IogLFbPiGWkqPCpqoPJy35g5Mdw+LDvXDzpyY0dY1S9lwH2Gy3GfUXyn4eVoKpnkb76wQtUj+6jrx9zfEJ+SfYJb3c7/akW4alMuw/0H+RpjHDiv2F85f/5OYwhxs6HC+ZQ8FP+qfFXXNBRQLzFddDpUBETJmA1yZQRwlIp1Iz5XdcQ05fTkJQoot8TFzscYIz73uc/FZz7zmXjjjTfK7V14XoYNQeUwbd3+yHT5XWgoF3b+sVz+Z+MY8/HlM1gfrieWV9EMpauZRwdjjMfGZtbv5ORkz8itbBaWpXIi1POsAztymSd/v/322wcGLr5Ggftq4lfvsUvH8KWXXtrjQbWXA3QkU/eoSI7Cx22XeFwUaIsR79qrcyvpGnpZDvsv9kMVCVdn99AxxP6Q/KZj6M6g8lZS7LfufKKrZ/a7i4uLg+ia6k+p7/I3695lWcqtpNl/EE811vCmVUzDuiUox/C2t5J+c1w5hRER74+I/3SM8Sn6fHIz9fc4dCaldxsoY4gNotkz5zhUdDr0OmUdfceH4lPVsTL02ZlZy2fFi0tTkSVMV2XRYVHlHG9Ono6u++2+FR3lXLPztaYfVPmQTpcfLtftz0oeKs3Rx2dq4nF91YEbH2i4Mj8Oj0ur9EeFozsOZnwyDnZqKlCTL48Zzoc4FR1MU1ukHLCTxrSVE9UxGN02rTULn2dnZ/HgwYPHUaFjQEVjjsHJhirijei9G66ir7aSKprdOqg+MHOQnePi8K2B7iKTcuSQ74yeY0SwujwmQTkhORfgGS0FM93v5NbRC+wUKjzsKHbaAsuq/Mphq9q/2+/Q2RhjrN4Rt+U9hlU/xTbCPrBGF3TyZr0rHcBnOytQuw8UTbVFVPHNeTl6ugWmW0mvYUTEa+bZO7NP04BTSu8EHKtwn0XgOnGUIJUgRqLY4ag+nJ/xYj52QCpnhiOJSIOjMMw7roRneq60Kn4RV8qIJwnFY+JjPLi9lKNCLBOO8rAjoPIrvtBAZgcXZYCruOiU5bdyLFQaK0sV8cLnqh9wH1I0+RUJmK96pvhi2eZrL1z/5TqpOisZc3n17j78j/xiH0WHQ01ibMDgijmmZ59AvarqzLyxDLlemEf1Z+XQqnHPuLOPOn3APFX8sqzZcMH/Ge1Q9Ug4Pz9/nM7GsosGsHGqImfu8hmWEadVK82o63Llm6OG/Aqb5OvNN9+MN954I37913/d4keDl6NmWL/Ly8uDS3gcTiVzRZdfV8MRQ1W+MrwR0uHhSFm1nU8tKlR16by7LPvhbrfbq2+Oq270NfsbR3xUPVT74VbStRHD/I04cVdFPjs9PY07d+7svYYhtz8nZF7XN5TuUgs5HEXE/qj0A+or3EraWWhRepgB68i6BXlWoGSC4wDT1FZStRU6QW0lxTmPFwb4N+PMcnlRC/NfLdph32H9qZwqjlZj3bPO3YghX0rG+cYYrYhh8qgun+Eo4lqYOYbfsxnzF0A2/LsdVJ2UQaaUgzLUsTwb+GxYu+eqPKcrh0nh5vq4vMopUzJR5fNbRZkcveq/k6eTHZdVTgrWCx0E5+AzOL7RuVb5VHl2DCqZVMrWtVd1KJ7by/VtVRbpY1pVZ6atJkMlF/WidEeHaSGPnfq4565/qbxs7Hb1ylq+Ig4Na6Tf4ZWfYx/gyZudZZWOuJyhqX4rPhwoo8A5hs7xrXApo5SdOSyXEcO33nprapQ6WBul7EIaWS46y3MHluvwyZEy1y/wf6fvMM0KuG0Qn+oTHXDRM8UjGrLoDCItdJzzmbuJUuFmvXdycmLPfXH0i+vkgOuxBTrymvGQUC1osSyrfjfjMULvHFC4HG53OUviURG/qq5IX/Vrt6CDeNW20U4fSLzYjyvdhGOP7QFHo5pbEFy+rf0zYuIYLsvyzZsxv4OAE/faQXeTcBuT2DsNLM9cMeboW+atIlwqv3I4lBOm8mCEC3lVNPmD6ei8oNPE6RiNyQlMRaA4wuMcFK6fko1zzPIZnmHi/BFxEOVUMlC0nRz5W9UR2weVY1UPFVVSE6qihbLndKSNfM2iUdwXEA9HdFkebjyo9ufLgXgVmstwhAPbGa8Xz3IZ1eQ+yfWNeDLZKfnziizLGuvNv1l+2G84XRkG3B8VPvzNq71jPHHoqkm6MhCUoc041BlDpBlxeO4sIh6fA1Or3piW+BSf6syNOk/ozhhyXZMeyvTk5CROT0/3eMW2QcMkI4a/+qu/WkbKkh7KFw0//p2RS4eTx76rX8or86FcLi4u5FyO9VVGcz7LcZjnmbge3I4qWjFzBtZcPpNtw33f0a9wOn6Sb1UHjGZg+oMHDw6ijHz5DNLlqA9C9k1+cTv2g9l2cdS33M45BrIPsjzxmZIZ1gHbQ/Gi2orTue5JQ11Eg/SxTk5OCXypCUZzFV5uE3XGkMcZ88M7NBC3OmOYz7o6TV3U0tnGyXKfOWGpH1NfRfiFzjGGdFi7Zwyr3QhdeO95Ls8QzDrnuxGU8ZzflSPh/nO6MjCrPI6fWRk2+t2z6r/Cw/XKdDfZsuOhniN/ldPYMcyVzBTvij9X3uFWbe1oVXTVhOmMEcUnfrOjrGizs6bqo9KYT6brylXpro1nMsR8rl9V/xmPyt81IFVdELfLWy2sKdqqryGf6nmVr8NjxRcbivkcy/HNc4hDydjx4vhwuNgwVfy7tKyP4tv1i7Ozs3j77bfLiGEXKuNzC6Qh5YzlqpwDlE3mU07CbF5Q6epZ1xDkNuK27/YvzF+NU8yreEUZsHO7LMvBlj3Vv5SDl05D9boKLuMg81TtNQNcXF4LlXOp+HfOoMLRAce7WyxxfVFtPY3YX4yp+HRzlqI509lqwUnRdGnofK+FajEyx7fqa44W5z2mnz7m8ajSK2CM8V3j6rKan4W0940x/tIY429ef79+nT7GGP/ZGOPnxxg/M8b4XcfQvonJ/ZR8bAAAIABJREFUYwt0FOa7DdDQHGP/XBxHVThNRcs43UWzVD5lLCN9FQ2rPliXWf7Mm9+4cs48coSHnTukhRGjqt4z2SnHwNHkckk7gW/VxHZnBzXzM69MG6OpSFPxzelIq9NXsJzrm8kLAtaDnT7Gnzi5ngnMA5bJdI48Mn2kgXi4z/AtuMw350F5KkNRGX/o7GCfYFoVKHnxWEEaimeWMaePMQ6iQTnxuv6edVfAkRc+d4Pl+OILxV8aw1i2OjuHaWzkIKiIoXJCue7uRj7ke7d7snWZz2ztdru9eiRvb775ZnzmM5+JT33qU/YcIzpQbNSq6BNG+tbM8Spv1lv132pLmsLJ+PlW0mxDdmiwXjwOERQvs1tJ2SHEvpD41Fa+iq6LGGJ9EjCKka/t4DwPHjzY68v8gntnKCPu7DepKzJiuKZeWQc1rqooI+KpjHPMl1G/qv9y26Izo45BoN5JWrM+hYD66XOf+9zj3/yqDnx9g+LNRQwdD6pPOP2PbbwlQobR5uosn+IVFyzy/0z/YH/C3WUqX84rszOGmI5588zlMX7P0/Rcvjsivo7S/kREfGxZlg9GxMeu/0dE/JMR8cHrz7dGxJ/vElGGwjsFs8nk3QhssLODgEancsowXTkOykFzzp9ykpzjhR/m2W0FdDwpeu7VBmPsX7uvHBZluCce5VApx4dlnOXzWzk53GbsvKi81UJAxbfjWTk6rizzgnVUzpZq94jDdzlyndhJwf9qyzA7gvyMZevqiDy69kYe2NHAfsx4WFbcT5SuRMeQ83B+1/9Uf6zyJCjnFfGriAfjSRzKsFbOYgeq1fqc/BPw8hmMdmC9Li4uHuNBYyXLzQy45EVFIpFfxzNvR+usoI/xZOsb9mmFK8vm6yo++clP2siASkdniXHm/848W7Vz0uZIFrYL02BjrHLecCspO/8zB9nlYeg6hvi6igTVJxRgPmyH6vIZ9dtdovHw4cOD84f5HsL8r77VQkPOuS+//LLNo3SIqmfqPuwn3J+wv6hxm3oOt44mX/nf6SC1+JS4lOzdaxVU3Rk4/e233z7QT9zuTldwP1JbTyPqhQn8rfR7lmNaqJcU4OJDB7heHP3sOoYRUTqGOc+r/uqioqoO75qtpMuy/FhEfJqSvyGeXHDzPRHx+yD9e5cr+MmIeG2M8aVPh9Obg66x8U7BFv6UM+KMfee4sEGr/s/wbC3bwdvBhwY/8sFOQqbhdyWbfK6cn0pm+BsVDjueCp/7dvKdlXV0lExQbt2ynE/JzdXbOdSKtqsrGxRYB25jJxfFn1okUHXn/talmfnxewYOX5WX/zvjfYa76k8uvxpjSF/JfQYqP0dgVD5nnOD/2QTecQy75RwuxDMrhzKN0NunVRTk7OwsHj58uPe6CtcHZzwoh6CKzlT6I8u67Xr5m8tXZ/o4f+J2kR8HznBUsNYQXNM/ElgG6cx0xik6gK7d8Ex0gopIM7/KYM58fPlMpYfWwjERGUdf8Vc58Sq/Oj/Ov7v9Rd2anKAukzlGJmu3kqJjiH2jkleH304aO+Rrxt/MacWFyw50nf418E6HtL54WZZfjoi4/v7Adfpvjoi/A/k+cZ32roKu8fVOwRpDPoEvL1HRFhVR4ogRR0EQX34UDlcWnTWMvigeXB0cHYcDaeDrK7KOeTGPU9RKVip6idFIfn0B1tXJHtsTt7ximSpqyts9uSwrOvV6DXbEuK+wgzZbcFCRNJQvGqz8m8el4gXzMk2kw+3BfCo6aqwgDiU/9doKzsNjGPs2j2uXxk6Cc944EqfKO6gcKO6/vGKcZZVRyu2deDhvOjZYluuThqwyRNExcsb+GGPvWnKMCCBONLwSkN/KSOG2QlCvq1ARLuSritoh31gfNjZRxrmS/+jRo7h//3589rOfjV/7tV+zW6Iqg8ZFn6pIS/LBoAwp5RhmWbXtMi9KUTxx38KtpKq+ikfUM5VxnNCNGCYOPq/XaQdnz8zeFRhxGDF0jiFHh1944QVZB8Y9ixhW4JxF5WBUUWLWL+oZ0+X+6+qHz1MOLmKYzjBHtlzfcdHNiKuIIfKBONyZwSoKrvKwHu9GDNEx5S2+rq6o6xRfjn8G3EbbmfOSlrJVmD83ztR8m3irvFug5bmMMX5wjPHHxxgfOopaH5SkZU3HGN86xvipMcZPVYr2nYBnhQ8HzB8PKsW/MvLZsFUGsDK81bcyrFW6el45E8ifyztzRpgeG/AsowRlyHMaluVnzB/KGOXH8kX6ymhXdVOgDFo3mTknReFzv5Xzhs9dPZgHbhf1m9u8ounaVTn7WEbJvxpb6n8lM+UUu8lFtWWVD/Ex3Wpyz3KVTFWemYwqflUbMZ9VWvJTAU7CnJf5RWeeZaUcswSMqHUm+K5hsCZKVF3mgHypsajg/Pw8zs/P46233pLPkZdZRFGVOWbrVDojvBCQdVER7857Azs8dtq3k2fLljj+r6LgCNi2HWeV6czais9FLcuy53Q6vlR/yd98RnE2dzDgdsxuH5vNe8peqKBqf7XIWS1ErwW8kXcWNat4XRMBc6DqmjSVPlL6g3WMa1PuS26r6hao5hpcEJ3ZZKifFP5joPuC+38mIr7+muhnIuLHIuIvR8SPLsvyM0fQ/+QY40uXZfnlcbVV9FPX6Z+IiN8K+X5LRPySQrAsy0cj4qMREbvdbk9CNyGgY+CYznNT9Ctlpgw5VIRjjANDKJUaXrqC/9l5Uf/xo6J16hIYF5nMQZTf+ZsNZsaPeJgHXLHHdMbNr6tgJyCjc+oyEKanIo7KUc1VMufg4jP1HKOxfCYt68ErW8kf8h0Re/zmf+4/CUgX6Sl+sc2y7LIsB2ct2AnDMspJ5n6Q5XhLMNLl8THjGXnhccbtwzJinrl/Jk+uXjw2nKPExoMzjnJy4vo4A1LxhflZHjNZ8VkMZYgo3rnv43jO9OzT2GbKqHGyUQ4d60uMGKKOwnIZjULauPpdGYWIh/lRFzk4x1CtvONzNLpQflknrAPLM3m6f/9+vPXWW/HpT386XnvttQP+Z7wmH1ymY0BFzJ1sjjohXqXTHj58uFdfZTTzpTN50UXKhqMcavGA9YSr68x5RIMY+2nnLBPWSeHkLYVOlyS4iLHaSspnDFF3Ir9sp7gophpTfG68go6jOBu3CKgXHH2OmmUbpv3FgGf5XGRrplcy74MHD/bGAdatEylOOD8/l5dxzYI5bgEC5w3UDThO2PaqoNKlzNtutzs4L9m19dmuUXy41++sjRjO+nLJZzPffx8Rn4yrSN7rcXUG8Dsi4q+PMX51M/WIH4qIj1z//khE/CCk/0vjCv7hiPiN5XrL6QyOEcZNw7PgGDIoww2NRXa62Mg8PT3dc4jyP5ZxziDnYwcFDWG3vdM9S3z4nL9VXlWuqgOXVWns/CgnJOWPtNi5YSOecTo5MC42ijmN5Y9p/JvbjvuRyqOcFMadeFS6kg32ba4Tp/EKqpO3kpUaGziWKnk7fGp8qfbltuH6VPSwvswz0sQ01p28EFJNlo6WA5avwpVGEONH4whB9ZlcrGDabEhgG0Q8MZhVHZCGcyYjorWVVEWeqvcYRtRbEBPcllCWNUfD2CjCKA7yn8Y448Oxhk7l+fl5PHjwIN54440Dh4jzJvBz/I3tVAG2lQPnpCENrueDBw8OcDB/WT4dIRU1UeMO07GPqchlQiea5eSpLu9QgPMQbi/uOAgsH/VbvY8QHUOug8KReZTD5GTNMlXzsOs/PFcrvaUA2xbnH9W+asEg8ymnHN8XiI6h6zuKr4SHDx8+Loc4Hj16dHB+M9MVn8rpV2OtAq4r1o3HnKoLAkcOsV7IW/5m2WHded6r6GFe5Rjudlc2tWovntdVuyDeTns7aEUMl2X5xmvGfltEfHVEfE1E/PMRcS8i3tfBMcb4voj4cER80RjjExHxbRHxn0TE948xviUi/nZEfON19h+OiH8qIn4+Iu5HxDf3qnNAc0uxG4NnkT5ONGxEKWOWjXnOjwaYSq8MV4VPXeii8K7hreJJ/U88aIAqHOwIooydAlCTTgJOvBE6KqXqy3jcb8SZv5EnTmNFxPjcROZoq3JcV0cDJ1vm27Wvo8k0XBk3fpAHlU/Vo5PPTWzVBFHVt+L/WN2EeoT53YpvTZ7KIcPfik8sf4w8HO4E7Kdu5Vs5HSpf5/lMPgqcUcaGE8tWpTMuPAOVV6izQ9XhL3EdA2rcIlTOEZ+djIiDW20rUNFbxVuFb9ZPuxFDld7tK052nTlgFrl26WmAKx2Z36rcLFKk5meFewaVjnX0HK1O2yrdz5D14TOIW+qE52tZzmscD97to2CGj5+jY8QLiBHrtrpWfUnpWZRxFzryU7ae43c2bxwzx7ccwzHGaUR8RUR81fXn98SVUxhx5bhNYVmWbzKPvlbkXSLij3bwPsvQDWNvgVy15d/4XA0kzMtGOV7AoIzsMZ5EDNOgya2kWR5X9fPjInKchhFE5F/lRf54Gwbiy2f8cdE8xJ+yyvy4xZIdQ8U7piFfiCN/u7oj7syXylrhYcXCfDJ9jJpiuyvnzEUAT05O4vz8fO/b1RH5YocO6Z6enu6994s/7MBi22N/4Gcc+eP+xPmRXpblrYloYHDdGE8CRrcSUGb4n+tT1Z0NYJ5AsM0wTeXlLdXMK0/GSt9kPu5PyMtu9+QWNqynWlBB3hhc3XMMI73ueS9uN6w7p2dbJfBWUuYvQm8lxa1isy1f7n8VJcW8HAXIPEkXX8uAOiqjbGzEoM5O/MuyxMXFRVxeXsabb75ZOga8OMZ1QN5cOyKosVcB5kMZMV8PHz7cK8d84FbSfDYzjlmXoFHO3wxdAzXbG53VblkVnRpjtLcUJu/uoh6OqI4x4t69e3u0UEbYPvk/25t5wgVeHgeqz3Gf4THKdcI8OW6RH1cOx5/Ssww8H6jtmdhO6p2GHUj+zs7O9vQDyqXarsttpCKGOEZcv1bzRgLfWJs4EX9n3GMb4auC1PPkCd/J2NEvyR/yXG0lVfMLywJ1LD/r9KUKumcMfyMinr/+/esR8eMR8Vevv396M/X3OHQnoy3ABmqHvlJ2+c0TKBpRSpmyQ6SMazS6EafKh3hn5diwdLjZGWKe1IBnvDiJKtkofCqfawOuO09+CifSZb6q9lT4uJ+4/OpZpw344+g5qMq68o4n9ZzrWPE0q2slIwR24Cr5K/xOBtjf1JYYzK+cOFdnhcfhneVRZVQ+Z1ApUNE/7Oc8cTp6/KyKNCZURjXiVE5Zlq/62xrH0PGZ+Vx9lNOP/Dm67pyl4g23a6LRXEFVv27fwPxry1T0ZhFD1Y9UdNjJQemHY6Omrv1xK57Ll7woPp0uqcawSlc7ENR2xc6cMdNnit8OYJ1m0Sf32+206OpL/D3jHR2RLf2fnXV0RtYEPtT9APlhO9bxyXVN+krXuQUh59yj88s8KDzVomUXZuOpku8YenEX8R6j77qOYd4Z/BsR8T/ElUP448uyfHwz5acAxwjmJuAYj70C7DyVYaUcErUSgo5GrgZjfsSPEcMxDs8czs7/Ic4qr3Lm2BEb48kLe3F1SJ15dDSwfsnj5eXl42dpOOWBYFw1RxwZOcW6Zd5UzlV91PlG3Fab5TOShuUwL2/FdXLkvLwvHdMUfowuoyHAONhYxzzclvgMD2Crvqz6Ovdtlh//x7Lchzg/jwU17vgZT3Qc7WU8zB9OwrxooOSqyqr6Zv9Gvh3PTg+MoW8lVRMUA9NQbasm22rCczox6+t4Z+fN8Vrx7/LminrqEVVOvQoBdyZ0tsG6bZ0KlKHE5wLHGGWUK8e+kmvVRmzocB6+3ALzqSgh8umgYyTN7ATckpd5z87OWmWzfMS+LLMeTh85/p2xONsOqvpe8jCL2iTwHJHf7LwpWs7xxMUF5SDk6yZwnmKZqOj4nTt34uzsbI83pTdxfkaZcD2yD6q5J2WD43jm7PBcyGkV4C4oFTFEwEtSOrh5Hry4uDg4o5/4cEcEA7cRRgydTq10bcShM6becYl17DiubHukbcXjhPUcRwxnss3FFxfNRVp37tyxW/yxbu51IWjXb4WuY/j18WQb6R+KiG+JiBhjfDKuHMQ/sJmD9zAc0zAVYKM7ZYLGcq5UogOSeHArIe6bRsOEJ2a80AFvJUVc7DCxY8jbMDGPc7IyD28dwfqigkhDnB3XHFDID/9H2aktpqrOKB/Ox/Jmvplu5sf6529sT5zgWDYoI6aBzxI/tjsb18qBYoeBv3GrCDuArhy2BfY/VnTIk8KnHCnknWXAkzhvT+a6qvZT/YTHrWoTfM7bftUNaWykqroqutyn3PME3laO6WyUV/Wd/VY8Yz/FBQLkwek97scMqM+4PRG6xrbCG7E/8bvbejOdDefOxF61M7eNG6MuYohbSSMODVnlGOYzxdvJycljeahbYjt14v9svCnIumC9K5yuHyhDF3HxIgnOs+gYqnZw45MXhKp6zvoqA/KmbiZVkMYw6zF3K6nrG25ruYJXXnnlcR7uLzwfIE93796Nhw8fHjiGWWd0atgeyN9sW+Fc5Orqxi2XQ93ERywq4CMfzilPfvmSlA4gDn5dRT67vLyU0VysG/Yp5RjicRGnA6p+4rY2J5/qdk+1iIbzoeIHx3I+wwt+FG8MuB3f8Z+85KIGP2ceeEGD8a6J6DJ0L5/54bi6ECbGGF8cEX8sIv5IRHxJRPxzm6nfMiij4GlCdyB2ATt9NdFhOuer0tCoYiWctNVExfnZMFa40HBTn+qZqvusHE8szlhS9eMbBR0tnpzYmKgmB+WEcDrjUuUQVD2xbTgi5gyQSjnP5Ij9QcmBnVvXrk5uqs7Vaq3Cx/V3k0clFwdrdIAay2mEz9rD1RfzKcPU0WVa/LxT9xnO/N0xCpBPh5fxJG4+C+louK1+WwFx8XX6CS6SmP/XGPyVo4w4Z+VQZhg94THAdWI9mHlw10UHGId6xkb7DLYYxflbOYadraT8TLW10oWV/jumP6r65Rbftbea4n/Xrt02QjmzPJRjV+HEPHjjr9ohgHx2eURwCziztnKOcZcPpDsr47aSdvRshH51Q6cdGDqXz7i5yZVTOxBYrs4xxDyIW0Xx1X+M1vEc44DncXfGsNJ9yHdlE/A8txa6l8/8i3F14cxXRcTviJAvoH8m4FjFeZNwk44hGq1j1C9X56gZ/scOhc4BRr5w4PMqEUaXMjSeaSrihq+z4G2ayGOWUxHDTMf6ZF25Lrk1KmnjChCvAubAzPpwNFWtGqHMVdQTecc07hfcflyG6SiaXBdlBLJhoRznymnG+il8aHxjPRiXMoQUvfyeKU3mnxUh402cTEflcxOfckidEccyxLbi59xe3AcxQox8MZ9KtspoqSYfzOeitUib5TPLg+mVAaUmPsynzg2qNsW+iXnZqVFtreiqeqp6uTrxM3RG81tti1LAYwTzr9lKyvoJdSxvf0S67gp6VffnnnsuXnrppcd43MU1+Uz1uXyuDHLX19T2x6o9VZ9U56nOz8/3cHHEULUFt7XSC6z/q36M0Iluo3OUeHCxaBZhwIgh6lwXtWL5OKO4GsfYfjxOGAeWu3PnzsENuG67J0YPWeey/HCMIi/Yd1l/cz9H2WBfcWOey6FsqohhROxteZzpE5RBAkYMEUe1lZTbIkJHDLP9qoVPnr8R1OUzu91u73gRjwu1TR37GR/1SJwsA4wYOp2n6CJPaitp9scHDx6U7wfFHX48F6r3Z6+F7lbS/yoilnjiEL4dET8ZVy+5/8ubqb/HYdZZjsGnjOpMx86qjNTM5yYf5XhhGVT4PInxxJagnAUuW+FVdXHGIKezgaucH5QvThpKVpmHHSFuJ57ImLars2prVV+WLU8y+L/CgW2v+hfLwDkoil8ENcGo52qC7hiBzLcaG4o210fxxX3GTV5qksAy3FfYcHB4FT4u4+Tu6sQ4ldFclan46pZR5ZT+cPj5Oeq/TKuickoOCers0hoZI7gzIxVvFS6VX5V3/akaiykzRyt/KyPYjbHT09ODbW3uTKcaI/h8jew7ssV5gctF7G89RIcKoTpvy7Lkejgdmwbr2r7m6sj1Sp5cf2JwERp3dnSmTxSPHf3H8w7LNXl9++23LX7sZx0d5Xiazc1K36goHOOY0ee52MGWy2cwn1twUIslFagbZ1X7MX2nB9R/VXY2h/K3Orag8KrFtArUGHP8V7oRfzuaW+cohK5jeBYRPxFXTuCPRsRPLstytpnqU4C1E8htwDEeO0N2GBVxU6tWPLkoRyY7V+bhFQhW7BiNy5WPO3fu7JXPQZN08HKajOChUuP8GDHkOqgoKa+goaw4YsgGQKbx+UCUEcoTFT/n5Ygr1ludyeNvxpX9hw0ExqtWTdmx5/oiL0iDr/VnI4XlyAqInzkcKEN2inBiV5N4ZVDxWFGTJ7YF5uV6ZHSc293xlLgdTuaXcav2Unl5TDoDwRnpKo3PLCK4SQb7GfKBUE1cPJYcTWckzG7ERP3GESYlP2coOP4V71UZtQ0/64E7HRBX7mSY8aHalPG4hQ2OGGZ+9VL25C9XpHGrXpZF3YnwwgsvxKuvvir5Vu3GY43bFPU24mDgHTMu36z9U0Yp44wYup0Nig5e+oR1Yb3I80Omq+jurP74XG2pzvbtLFCkY8/jqBMxxPZSOhllovozth9HgZFm4r5z586BY+j6FJ7JyjHH/SXll+l8/pp1Ai/Oc99D3YH1qXQw8pE4MSKoYG3EEOsUcdVn+RULY4yDc5pcnvsIRgxV+yl7gn8z/xxxSxsGn1dbSVEn4xlD1utpjyIdjBh25JoLMPkqiojDcZP1zXpVEcO0b/E/8qtsgjXQdQxfXZbl4TzbF+A2wRk0bgLNzqHeu6aMd/dhmicnh5eK4ABDGs4hw2/mXTlniFMZBGwIs3JifEzTGQ74DPNUsmf8zmCr2lM5QlxnNSFFHL6QmSdNx4/7r+qJ+Bw4h4Tl42g63phGJUumPcPjQLXDDJQj4nDP0it5zPqIwjvLnwYI1iWfdbcpdp8pUA5wBaq9VTmuwwxvZ6x0wbWJ43ttv6n60Zq22e2enM9S0Zj85jOrFZ27d+/GCy+88Pg/zk1Mu4qodGipulXjQemQGZ7qdTAdyDkUy+O8yPMS87EVVF1n5yWZP+at66y6cenqp8aDcyCYzsnJyZ4zos4vqgtBmF43XfHlyvP3rD6qfNKcBR+653odqC37mV7Np66PcR50smdRMrX4WYGa01nv8xztFhw5rboYRoGqm5tbnN1Qtb0aK7e+lXRZlodjjL8rIv7NuHrRfUTET0XEdyzL8kubqd8yHKtEj4VjByUCdxg+0xexvxKDHxXZwv+Mz93ql6vbuLKWvxEXRgAdfYyK8c2l6kwV1lW9xgAnKKbNZy6VvFS5XDnHSRCdSz77h/lQnhyRRKMA5ceOsPpG2SZOdSaHJ1L1jfxh/VR5nLw4jQ0almeWw2/ltCO4LVRcHoEdYzYg2bFXafwbZaHSuA7s0M+MC37uDAzmQRkWXQPL5XX8qmdV23Bd1KSFv5EX7qfOCEN6bpsOGh5u4lZ9lmWC6ZnG+VXdEFzEEA0vnugdz+omPDWGMl1dVoFjBVfeUx/gTZqsG1zE0OmBiIh79+7F+973vj3ZML/c7koGKCOly1X9kSeVl3Uv8hixH1XNdI4soOGHOh2f8WsvWK6sN1k3K5l1YQy9pRojhjPcfCtp6mgXMWQdzv2V6ar5BHGyvaNwZ79REUOlK9NewedKd6f8sl3QqZzNC9yXc3cAygntBgauZ5Y/OanPGHLbVDqQ/2P/QJ7y2eXlpX3BvZrD0ElXerAzd3EetK9zzseghbIhlGOIck+7rNKtu90unn/++cf4km4F3YhhxOHuBCcLt034qZ0xHGP8PXG1lfSLIPlrIuIPjzH+kWVZfmEzB7cAnRuCngZsVeIKlDHrJhZ3+QxPRjggcLsRTkooS3z1AxtH1VbHxJVbOzEvT37pjCEdfn+gknGWxUtkEj/WO+nibVJoXGQ+drbUIGWnjp0DZWzmByOrLHPm2RkKvEWMDRFuT+w7TFfxgjwrA5if8YTIv9WWIcU/92meMJk/NMK4rbHe7DBifdR3pZir34zH8a14ZN4UH4qv/DgHJJ+purn8ru6Ib5anA4yL+yCmIV4nd6xTjnHuzzlRc39QvCBOHtsK1DNneD969OjxBM8T/Wz+YPkqQ4HHqpIdGyKnp6d7W0l5fKaOylc2oEx4kStl+fLLL8f73//+vW1Z6jwP6sf8zzpPzQOur+H8l7Q4L+oP7mMR+45hPq8cQydr7If4Plq1QKnml+pc12yscb2wDS4vL+VZbgb17rYxxsF2Rp5PFQ+Yzgunas5F3tR1/KxPlWOIjgLqBTw/qvSikhvSZeB5DvMqHc36n0Hp5ZSVcy4SMkrPMucx5+jxYgbWQW0ldXVgxzDiiQPjopIzPt3rHrJcjh8Haq7EhTBHd7d74hi6i7IYUNfdtGPI8zDa9Fuh67n8mYj4TRHxKCL+7+vPo+u0P7OZ+nscZp2lAqVQlKHkDEv8uPQ1+XDyxwk66fIE5/Aqw4r5Z6dJGTZK1k4mLDOkqcpwOyDv7LQ4AwzzomLlcmqyrBQ101Nprh6qXfiZA8U7G0/VJOrqVoEzZvh55mGZdCbeKr8bbwqqNuvkd2ldua2Ra0VfTYJcplp4qwzkY6ErYze+KpmrNud8aux1dTyfc1Q8qP5cAffPmf5yfbsaV9WlCeo9lo7G3bt34969e3Hnzp2DuQDLo1PJOLieM52V+dUCgMPpZMAymp39VDiVY8d1dRGoWf+cAcoh/6eR2nlVRfKK34mr66w6Y9vNXyoPzr8zXcy35qrxUsm2q6Nd3RT/VdmZfsjfvMBQgdtuWAHmU1srme/Os24fY/oduVXP1RhUeVJOqr7KUewuTDFtzKfGzWxxBuk5HX6srojonzH82ri6ifQrl2X5uWseSuyqAAAgAElEQVSiXx4R/2dE/GObqd8yuIH9tCKKXaNB8YRKGyfSzM8ra6jo+VAtTow48eBzjgSqwZBOzunpaZydnR3QH+MwYsjbRBF3pjN9jprhQOQoJq824sonX4KDdchV4MyP5TJPpmf92ShheSG/mMar364tWfa8PTXri+2SEVZWgphfTbzMq5oo3XMlD6TLuFxZlTf5zvbC/NgX3bOKN5Wu+HNQ8cB15/y48oo43EKFosOGmaLHZ2mYjwR22lWZ2eUyDG6yVH0EcTJd1hEMnYmv6p9r8rmxo3io+pGLEkTsX+rCclCgtpKinmG+WLfwc75cgreSZl7UwWM8iRgiv/iNdF577bX4wAc+EPfu3dt7hheyIH9u0Qd1M+J3sso5kbdwIvDcxPJB/LjlzEUkXL9lg17R5LkId70cEzHk9kg8l5eXBy/1drgySsI4OGLIz7Fu/BvzsR5S/RvLqj6CaRgxRJnibqGI2It8qT6czzA6xAs9qg8zT/mf5wKuP4PS5dk3ZhHDbDOWl8PP/7nPJY98KQ2X57qriCH3j9kZQwbe3s151VZS5IEv24uIvaNDyAP/X7uVNKPyyE+1FVfVB2GMJ1tpGS/bnVugG9J6PSI+nk5hRMSyLD8bEb8QEa9tpn7D8KxsIb0p4A6vjBM2UtR/Z4Bz3sqoZ/zscPBkrcq6Ds+dWjlZVd0rnhHQ2GS+nHGMZSs5q0nP8VK1C9NQfQJ5Zt5UuquHaquKJtcPcXJ+lp8Dl2emFDlPhWcNP5hPyVHVX8muotWZoHkicvkqHBV081X51VbSjg6e1UfJcTZZqnGH5SrHIfOq806Ot6pPdfqi42WGW9FxhnKmVWPbRbHUhRBMT7W/GyfPP/983Lt3zzoRCgfyw23K+J2sXLvPaOJvdiwjDl+E3V1EcTqF64XPlaO9FnJs8vyCEcMZDXau0XllWlkf1UYsNzdfcnuwwevGXuJzZ2A5rWuIowzc5VVVP3J6bTbnM35sr5nx7xaL3O9qIc7l7fRJbAvVB9cCR9+YJ/6N5VT+/FaRTdWm6JStAbUgokDVj//P7IituiKiHzH85Yj47WOM378syw9cE/1nI+K3R8QzffnMO+ksdi+f2e12ezeD8YoWTxD5W0UD88XzqLj5dkH8uPTEnzDG1QoxnhvkCSAnCT4TglFDpdzxzGH+5nMhHA3Msogv82Q64uNoZcR+tI0dUr6AR01eKAtVP97r7YwBJX+lgGeOpCrLearJgXExn3xGjycGZ4Sq+jp+KmNoZmwp/l1eBqV0Z4p59gxlxHlUG2K6K5Pf6hA9p1eGs5pAVZuqvqO21vEkr5wsRR/LYRrrGK4rfrMsuL+pbc7Io+vnnB/1Buoj5k8Brk4zqDOGrJ8VMG11xhDr585vcbncSRHx5MwNls22wTkL2wxpZJ5XX301vuRLviReeeWVvXkFDUZ2iJD/hJS9imQo4B0pSq6sxxU+PveD5+AZ1JwREQdzGtYZf3PEkBdhFVR9D+mxznn06FFcXFysunwm8WQ9nbOv2k7xi/MjluH+rWwHrB/XrXpdBdoK7qxa1bZK/+Z/N29hP8D6dHUI0zs5OSlfV7Hb7VoRQwQ+M4dnoFHGmK7443rwraRqHK611TliqHiZzfc8HvEODMzL/1nuMwddLSS411XMcDBNdiJzzuu0t4OuY/g/RsQfiYj/boxxFlcvu0/J/OBm6rcEKKitq9o3Ad1QLk6gaCTx2Qh2XnAS4cGMjlnE/vYjnoCTXl7KopQW0sS8iRO34/AWSPVhfnlbTeJNJcT1xjzIA75/DsugInB14kk68+BkkqDwsrGPOFGuKCNlBCO9bBu15TbLsoGGeJwhgrKpjHCHF4EN8krWaiLF/won8+/y5HN1yQzSd/VURilfyV/xqIxBBYo+9x23csl1ZJkwLgbFnzPkHH23Wou61d1szLQVjqqf4O8KT5Zz29Q4X2Vc8EVValypOiieVL/mraSoPxQoR5j1onqm9FvE/lY63kqq5pdc6FOvW1BzVUTE66+/Hnfv3o1XXnlFtgHrIrycRc09acBV7RBxePmM6gNK1igrd/nMrJ35Wc5zuQ0P58wsx04SzovIB0M1FvI5Rppyi2o6hojDyRLfY5h9JeJwKynWh/tH0kFdwnV2uh77iHrOuB88eHDAF89NKQtMSzxV2+acizxXr79QcwvTcQsNCpJmtZV0jLF3k2wXN7aZunwm02dbIVEmaisp9w1ll+MYdLrbgZIn6s7se4gXL9tKUDoj5a629SvII14Kh8s/A5SNKv80tpL+RxHxcxEx4sohfP76989FxJ/cTP2WYaYsnxX6HUNRPVfOiDKInULCj0qvnB3mBctyHjY8VX6kwYrIGYKVM4GTMxsqVf1c2/FkVRmSTMvx6GSBeZ2CUjJR5R2PLs0ZuqpcxxiZPd8yRl27O/pVu3ZB9ZEZD1X7d8AZmBV/DG7ScDrF8dnhG/M451HxqmjN8rhy1Q137j/KN40Z52wr/hEq59qVyzQXUZlBVd7pz/ytVpbTmYrQW6XYIGH9rnRkRi6ef/75Upeqtld6m+tWyWZ2+UwVTeQ6J7Dc+CIe1weruvKcNMO1Bli/5/9Hjx493mU0o6HOdOF8zcDjiuvJ+Tpzm+vPCngrqdN53XHdoclllD7gc+Br2xfbyjlniWuLc4C8zfR4B1fE4fhQ3xVUeij53AI8LjpbSSOejAW3pZhB8afaBnfczOrk2miNXB1032P4xhjjKyLimyLid18n/7WI+L7lXfbi+2OEtRa6g1I1aq6g8ITI/3FFF1dH83l2MLyUBj9jPInI4WscsnzS4Cggrion7dnWSlSuansMTxhYZ4yY8XY5xIc0UV5Yl8o55nzqgHKCczpZvhFx0JbKQMDfikekiXmUs65wOceYJy81aTNuBYxDyUy1sZp8eCVdvQi7+q94rSZ+1QZuAkMcvN17zWRZ8amADepZmYoXZ5ip9uJ8VcQQI02Jz+lBpKduuHS8qXZQfTg/HDFS58HUuIvYP1fFeCPqV0QwuMsQXMTQyS355zNfbisp6mzVh/g9hriVVJ1nwq2kTIf1bpZ97bWrqwhee+21+MxnPrNXDiMtLF+lW100UQHPiVz3/M+7JrCtMFKXMsAttgyzxYGIJ1FXxIHzKrdZNfYRrwMeR2gI43vfKhoZ4eCx0d1K6uYV9f5hxUf+V1tJ1dh7+PDhQXmlQzBi7nSz6js8L1fbxRGHmsu6rz3Y7XZ7rzlh2bMz0YkYVjSx72N9Z9FrlkPlpCdU5/XyGBPypWweplE9UzjwMiwHu93usVy7jiEuwGTeyqlXjqE7H8lyy3PDs3pU0H4D+7UD+N3Xn8cwxvj7l2X5fzZz8B6GjpHI+Splp4x6Z9CywlJbavM502QDCSdN/o842KDBSRvx4oTOt4EmPnZQndFVyQTLJ7jJQclGtV8l6xk4gza/VZtyfm5vNKyw3mqFztWJeWE6+Uyd8eRyxygjV89jcak0pdBdP5hBx1Fzq385QVVl10x8x2yTV7pkDS0lX0en+q/GKOfv9jOU78xgw98qb2eRpOozSoaYxhG/Wf9TclPPuF0ZlL6uzopm+1QXOXAbYcRw1p+5rOsfnQgr6yhluFdzKePJb76wRdVDGa5KzyOPzoGb1XMGbs5blmXvKEIFfKaT53tFc9YufP7X6ePOvM0LEniuTUVVOP8MlMNatX81t6j+2OFjTfu7xaI14Bywzhk2zK/skY4+TWDHUvGDUL1mA8twHTrlIm4vYoj5Z44hjiEFx9hPrdl1jPH6GOOE0v6hMcYPRcRf30z9lqDbWLcNx0YM1corPufzZuhgoeLDdFyBxDwu4ofKH9NYoXGkjld/M48yhBQ/in+eKPk584DK1628smOW9amcJNVujgfOj/LkejIddbkCGxTKoEF6nXJchuu6ZvJU9U7+nbGk+njFA48RN0F1HLYqvZNXbQtimWc+xR/2AUVT6YZZ+7gJOZ/xhKh0TVXvtRHDbjtw/Vy/Rr6RH+4XEbGnrxg37oRwwAYcjt/Er+rBON32MdQFHLlw/ZrPtWRetYKPOglfLo/88aU3HDHkccYRQ+ZX6VSMGKqFRayHixwm7Twfx7tQFGAEDmlwHrfYmYAvQY+Ix+cEna5zPKl+yX2M513so65PzPQz84Rjh51cRwPPRKGsqjOGmF/NZ3gWaqYvcI5FfnnXRsLZ2ZmsB+tKFYF0ZbKNnJE+0yWzeW3mbEXsX5pVwRjjoM1cPsen2mG12z3ZRVbhwrqoiGFHZq4840pHSs13VZndbv9ystRpswVWPmM4A+Qvac0ihnxhD9JCnlXEsBP5rKAsOcb4sjHGz0TEr0XEp8YYv3eM8UVjjB+MiP8jIv7piHhnva+V0OmET5uWM5J48Kg09Y35lXPp8ioDE43GBP7PxoHCx+k8GSqenYyYJ2WIIf+qPH9v6ReqfZDumvav2qdbFv/zpOzKzmh2+JiVqxRUZejMZOH6MpfH/wqXix6qCbOCY8Y7817lXzPBrwElxw5dBbx1unOGKcIvIHRlMLt6f8aLMmozH+syFYXo1I0B8Va8u3LMO+NSY0IZ5lhWnTHksqp+boEhI4YvvPCCnBMUz5yPvzs6gnl3z2Z4uG3WnL1SZbgemca7c/BZJ0pT1RG/K8fQ1UtdvhZxePu60yOu/7g7BaqF1YrPhNnxg05/7sJa+2GmayuoAh+s27o341e0qoiwA37mdjAhnQqUkzRrnxlONYbVdta10T5HKz9JU+FI+u5uAMX7bUQMZ73mz0bEl1//fj0ivjMi/kZEfPV12llEfO9m6rcIxwjlpmBrxLDz4WhhKmpcAcF07Ei48nZycrK3Zz0HnIqwYZnkAflHHvg/ToT4zG0lVSupyiFEGWA5Tk88Mxk7gwr54HZz7Yc0lVFQ8aLkh/iYbtWXHL/OgFEKh3nu0Oe8HWXmeJnRUPiQZy6LE0ulWLkvdbesYJpaycw8LBcHmYf7kaIXcdhXWQ4dJyK/OdrlzoLsdrvHK7vu1lRlDCve1ZhV/GL9GSePQyVjpWvUd/YF3DkRcajjWc8hZFk3rvis38zwYd6q11Ug71gW6aZO54ghyzL1f3UuNHFlmVdffTUiriKGKD8sy/NL4uJ5DiOGlZ6IiMd14XmI5aj0bObDq/lxDGAehc/1t5Sho4l9iG9WdH1ipj/cHJ0v3uY8CjBqiv2Bb1es5kXO486wqfIJTuZMF2/CZB3LY6eqN/KWdBKfm1/wN8vL8aTyKD6qbcwMeC6003eYJ9X3E3g7JQPqOhcxVOME8WVdXfQ3cW05QoERw4SMtM3wcd1nujqPc+G8WN1KmmcSOQ1/u/k4y3b6h4OZY/jVcfVqiv86IkZE/KGI+KqIeBgR/3lE/LllWX55M/VbgjXnW24TuitOSjkoY61yunCQqTK5WsFbQZXywo8ylHICx2uuq4tnmE/FA9JDWqyAVd3YuFN1csavM1CVsTprQ8aHSk9t/3J9wOFX3zNnLXmqzoN1xkQ1aal0NxF1693hLyfJDh0GXn3LMp2zh1xejZMKnLz4tzPYZgZcRSd5V86aW/ioeOTnKtLUkQk6n8rIQxo8pive1OUxvEjGOgXzq/TUYdWWWgXKCEpcEYfbFZ3cUrbMK28JzW90QtS2OXRI08FUr6vgy2eyH3H/YQcx4tAx5BfEZ37lHDJO5qeSFbYT62jM4+bDBL58hh1D1AczZ4H7ORreyAvzxrjWgONJnTF0NPjymfzuXj7DbZ302fFwc6Qbm072HGVyY7UbEVsj+7VzUmWzqrNmrr9j3pOTk9ZW0gry9V9ZHh2OWeAD6XFbuHwRWhbsGLLu5TN5HJ1TtLIuWC5fQ4Pzlzrvhzg6kE4hbsHlraQoo0ePHh3IjJ87HpJO1/9QMHMMvygi/uayLB+JiBhjfGVEfDAivmFZlh/ZTPXzBDrORLVqNFPUldGEZV168oiTLhodauJWk6vDPVOsFY9siHWM6UpOqt6OT5RDBWuMworv7rNjBnoXtqy8HQts5N8k3tvAp4ysqi9VMkUjuYJuhLUTwXTPqr43w8F84kLIlnaodF9Hv6iFIIfP4XA088PbrCrng3lRUSDlrHd5RT3Ozyr9z3TzGbaj053cJ5VDmJDOQ24pZfqV88ay5/PZjM/VpYLuoshsnGEelqtyYGZz22wO7YKbm5UB7Wg451JFzSseEJSTM2vLmW5iHVTh7crTjes1dWVAWysX2dU8mPVIx6DaYVLt8lmjv50uRZjNKTMnvdLxDFxenatjWBMgcn1GpXWdQYffjZuuM6ryMq1j7biZY3gSEZ+G/29cE75Rp3CM8YsR8WZEXEbExbIsXzHGeF9E/LcR8WUR8YsR8QeWZXljJd7p89s0hDuOIX7n7xxUajLH1dJc3VDnEhgH0+XJlqN6zJuajJXSYV4UXkdD8TS7/Q3zY53VZNM1wh3MFCEbTjxZdQyPGV1W2E5JuYmsAuR/67hwK6WdCdQZmpyP/6MceGLkNLXCz5PhbrfbO7yN/YwVPG+zVBOqqhuX60DWs+tEu3ZkYwzrXTkJzHtFT70YPfEp2tgGrEMi9PkmNy54LGIa8+0iMnx1v9Itzqh17aocKsTbvXwG8eV3RvpYHqiDb2IrKW/BruYblN3LL78cEVeRw7wQpuKV5wzkF9tGjTuWEe6U4bonPqaTskhQW0ldG7l5F2ljHTONL8HBPCgfBTM9wnNlgtrm7nBxZDnzVWcMZ/zw4kpV3rW1W4TqOgtdfYq4UQ/zq11wbpidreP5SOXJZ+fn5zHGKB2TbuTaze/KCXJbSbPdqq2kiKcCJU/EXW0lzTHO5dzxDcyTOwoS1OUzlaPVtZNyK2l1KczFxcXe/Nm9fEY5zfgqoS3QGRH/4Bjj42OMj0fEhyIi8v/1529tpr4P/+iyLB9aluUrrv//iYj42LIsH4yIj13/f1fB1iiIU4D8360qV+XdqrT6RkORJxZlmKmVpdnEzRNVx4Ho1LdjWB0D6CCwoeccBQcdPqs8KvrQgY6RwfxvWS3r0DwGVzUGHCjHkMtv6YtV3mryn4FyeDvjpgPdvtppO7XyWhlE6rlyLhhnRX82/tR4nYEa18csKipjX+naDo4E5+w7pyBCLxJg3dQZw9m8oxyjNC6fe+45KUueP6q+rZzbmWNY4VNy4TRumypq0wE3R6p5+CbGuZOhWnitZNnhw/UNRYMdwxmN7nhN3AnVTopj2vFpQNYDz+k9LZ6rbatr9FN38UHRj+jdSsplZvo5x3C1LTPz3ZRjWAUmLi8v93ivoqKV/aJ2AayFzpVFd+MqaoeA/28r5PYNEfHh69/fExE/GhH/XqdgN4R87OQ+g07EUE1aKsKWz6p0NSHniggeSGWnCdN4hSvTZwYG88CrvkoeyjjKfEw70/E3GxMsI0WzciYiaseHDfs1fWeWVzkQVT7lZLhyrPzcZKiMRlfGbdOplJE6MO3KuWiAipg5vh1Otbqo8itjBleDs6zqh1zvqm0i6vMarCfcN5fBCJ4zDPG3Gl9ZR8znJh3sZ9XrKmZGpYpsKR3pjEge/0o3cj0zD0cKFR/5O19ZwHTd+JpdPqNwKeA2TRwuYoj15/ohXZQBRz+QT7d9VsmM2/6VV16xjiVHC5nP/M8Rw0pWu91ub/Vc0XZzlYtSRuz375QT4kvZILgxzA5xtdBXjZ0K1HyPfHXARY6OgUePHh2ctZrhr/Q96mYFat7iqJ3Kq/p3RUPpJpZ5tWsFIcciXuyl+OW0qs2dncO6HSOGrLtcxDD/ox6pzhjyuWflqOFFQhVNLNeJGPL4zYgeRih5/p4tKjvIiGHH9lQRQ+fAcj0vLi5u/fKZH4vbc/wQloj4kTHGEhH/5bIsH42IL16uL7ZZluWXxxgfUAXHGN8aEd9qnt0Wvy3oHM5Vk9osPUKvyvIkzYYK5lcTLxsOLr/DVaW5iZDLcX3XgJJX8syRh270IcGt3nSjTZzPGe1q8qkMcabhZNAFdSC7AjXRVs71sfwdW7aaeDmfM05RPhyhcjjYMU/jQRkNM96PkZlaTWTniWmpBRFn2KtI08xISpzdHQcOB0aHuO1UfbDujFsthmF68qx0vDIcUw6Kn0xTW0kVLjS8ML9zDPE9hsoxxAsq0vHi/q3qp/ow5ldO2L179yw+rjc6s1hXbhusL8Nut3t85MLldXOacp4TcKs0w2ycVn3Bzbezeq5ZeMT/OBfOHB9eEHA00Xme8bMsy6atqFkWvzvlss9WWzx57lU0K8DtiC5/OhsoB1cHdo4qo79bLwesP3Hxi8f3mq2k7iIgtDdYFvhbXT6DMuPtvIjbAdKuHNhOxLCzVTYdQ/cKkdlW0q5jqKKNa6F0DJdl+fBR2Pvwe5Zl+aVx5fz9pTHG/9steO1EfjQiYlw5lm2j9hgD67YAJyj8qDq5FaGukamilTzZb8U9y1spqWpCXYurUz5hbfT4mIhhxcuaga3wdLcRzPIco1yqNnGO2Fr5dwywiDqSWj2veOTV5ISq3ryS7MA5A2sdw+4Y6463ruGF36g7GI/jzxnNWH5mMLOxzXiq/C6dF8u644xxOV2gXv/TwYcOlXvGckBQUTnlGDrHYSZbhLt375b9bcarozPTpxVvnXmFZTAzOtdEFTr9eMbrDFz92SmsaHTyVKCMaNSJPO919bJbtK2crDX4E7p2hqM96y8z5yMdhSpiiLCG34ovF+Bw+NX25Go8cN9UeTu3mnac+Nl4Sl3BPGyNEnKZas6oaPLz2a2kXVvDwe0dwloBy7L80vX3pyLiByLiKyPik2OML42IuP7+1DvH4TaYvVx0jZGiDJzKIEhw21o4zUUIqzIJuMo0m7RnRrriXYG7lKaDfzYA+ZlSCvhdGcEzvlSejkJTebZG+daWrWQ2gzVO/FpHKMJv2+RxgJOrM44q+qzoq37v5I3lZk4cTljVWGEjuKLNfB4TMcy68FZSrltl9KcuSz5wcqucD0xjvYDlES86Y5xH8cnbDVXkjfUpwyxiyO9zc32C+2viqraSMk7sL7yVFCMqKgLBMuJ68HPsgy+99JKUBfc9xT/LtpJRAkY/3VzIMsKyKaMqms3QnQNmfRx/s75YC64cjhfeHsvADsJNLLjhVtLKoVMLcW6erPCo/AofO6nZ1zpzZ9eJqI5WcL6IJ5fPKOdF0ZstUlbpyBdHDBm/w4X9ZebY8QJBQtZdRQy572J+t7ju2pod0KovbHESkwa+/oMBzxheXl6WEcOKh6d1+cytwhjjpTHGy/k7Iv7xiPjZiPihiPjIdbaPRMQPbsB91PNjoauYXPpNTQJro3OzSNGxK1G3LXeGzgpbx+HhgTlb1aloOcU+o/s0gLfaIMyMge5k1J283bY8BjcJdGRXtYNyyDvbfBNmY2XNWFgzrjm/i/Lgb+fgdnnF553FEgQ2/BQfyjicwdp8VT9m50FFjdz2T8TN/W0WiZvx3KHLjqFygDAvLnzMHBflaDk4PT1t8an+q7wzQEN6DXBEmnleo/dnen7G25pFxS2wdozM5LlG1sdGNipwDuaauTfLML7OzpDqbPmaBfLKaanwrp0vHL5qZ0cFSL8zDzunTZWfOcXdxWvuC4reVsefyzhnNYGjgF26yjE8Rh9E9C6fuW344oj4getOcRoRf3FZlv91jPHXIuL7xxjfEhF/OyK+sYvwWKHcFGwxCt3EqJRTZcQ5GmiEzA7nYr7K8GA4Rv44oLc4rYkDt/yoST0HD9JjZYJ5HJ+Mi/MkVCtmnJ+/q7xcp3SGcOWf6+jwdVYhZ8rKTQZscDOerhOHwAZ11reaRHiFln9jnuob29MZ3MxD0smVZ2VouPZBJ8QZ6Fken6s2YIcmjWA2hpF3/u90l7p8hq8Enxn7LnKJ/Eb496dxNKpyMFQUkctlPq4T86AcbKa1JmLo8KQsuY6diKF6wT2WSx5RX3AbOLlzndR88fzzz5dzGvKsnjGww6ueK11T4UtAnOqCjAoPzjuV7lXyRRxsLK91cBOcrqieM6yNGKqFVAaMSK01hGdOg+oTWFZdIFTNwZVDyXirBc0cX11HJi+dwTOGzBvzgfSSJv7vzDP530UMsz+4eRv7i1oMw3ZCm41tsAgdMcR6stOcUbPq/CraPOh8q3G4xRlU/KI8GfCM4bIs5esqVLSZ+d2qKyKeAcdwWZaPR8Q/INJ/PSK+di2+zkTytOAYJe6Mggr3zHHrOBwKOnjX4uzuk2c6HbwdI5v/z3DjwEaHa60zU02WSibHRgvXtssahTJzMo/BvQYcTmfssJFVGagMzklyzhpPPB0aCr+jvxWcY4a/edyr7aoMzqByoKJkMyO1cgQ69BRvaLSpdOZtti2x4ouNL+cYdOcy5omfKb4R1FZf1EUs76p9Zk6dcl5dXuU8uzo4qIz5Ch860Y6/LdAZvzMHcgvelGFnMbjCgb9n875yflSe2SUmmLejS6pjJlttINTlHXk5ox2fKR4q3Mr56fCwBZB/pes6gQI3b836t8rLr6twfc/hUTwhqK2o+GxmS3ZtU7dowKDq13VOt9ilDO/4VtLbgO7q2m07ibNbSRl4QnWTZbUipvLPjEAFaybf7mTXdcCq/faZZ7YK2wGklTg54pT/1aCcHWSv9oSj8eX4Z5wqyol0ZsoC6+meR+iJC+uM8sC2whU4hMrB4tVJBpyQ1TM3UXcXSRxdpM3lkB9eda7ateK74+hUzotqM2fM83+MuFaRz5lD4CJNyvGYOU+VI5O02HFQ8sAXhjvHTj1X+fM/RtWcg8f1yzJObhGHZ9Jdn1D6f7fbTecbvN0TnXz34vKIw0j1sujzdvif+xb2Sbx5lctV/Zr7d0fHIM+zvEq/cCQVy87GuDJQc35hg3k29rcsvCo8yEv+zv8dJ5j5rPRm9Zx5wDOGzrBXuGZOnosYcp9AemrOxXzKWOe5Ndt4ZqN0IqrIA77gvrKNuF7qf7c/ccQQadlEpswAACAASURBVDt9o/TTbMcUjgPkLR3CyjFMWbPtpmjOxr6zpbpOmQO0F9x4xzOGGfFEcHXjsZF4jvFv3pOO4bMCW/fOH9OgVYforJZVzypFrwaOW/VwkxM7akgX8+AAqvhnXOxY4adyAJVTi+U6SsPlcfT4m8+1KbmmXJyTWk0+imanv0QcGpMOHj161F4dTrwVuAUUdjrVZImrr8pJrSIU7BQoAxYNSbW91dVF1cfVYeZcKcdQLbqgY8h1wigDrsg7x5FXXrtb0LEN0pnjunA7VfVH/lUZ58Q52WE9UE5qW6VyDB0/WDc2zmfjivO7LUroNKp30fGWbGXUch93CxCIW8nBGZNVPWe6ZVa2q5/5GfKqtlEi7mr7Oo8JzMPbRZ3+TXodh0ABl8W5i/tZ1zF084lzDN3cnn1ytnDM9FCuyqFUbabaAvllnAj4Xj4352TZatcS6kncfZT/GXKu6mwlxXqpBTnFr6tH4lN6JfV0hQOPELATjGMn87HM0M5T7zFkx5ChEx3nhRfVP7gvqAX/2fjL5xcXF3Y+rGi6+mQ6O+FfcAyPgGME9zTwb50EIrySVYqtWh3BMg5m5TFtzWoLGyidiCPTUHQrR9bhUTT40+VpDf+K97X41vBUrUbO6KeCugneZrB2bHXq1Cnj6q+clcpBYGdrVp/KAKv4Xfv8GJ2j8ivHiz/KMXGOXIKLvqnf1XMVOXT5lTO3ph+ubZ9ZW3AdqnN2+c39jdtVnYur+Oo4/coIV7TdWMH8syhVN70D1dbpNeNhtrNk1s43Pb9wftcXGDCfM8bX8oQLIs7xc/9ndNfsGuk87/altc7CjB92Wrr4q3Hb7S/osCkdvAbXDHhBAe09937BLMcymS1aOFzOdj22jljeOdTdCHI+v03/5T3pGD4Nw7QDtxkxVB1jFgZ3ThKW5edKGauVT4UTnynHjp0ql495dwbCslxFzXDlTw2wxJ/heuQDI0kuwojPmdZMJqq+LNeqjkhbpXf4cMqvouH4T+BJxxkbvEI3g45BxrTZcJ4ZQWqxhJ2XiP0LSLCtuhHTiveOY4jOiHNikIZz0nGyz3yMU9FwW1NRfigXhWMG6bzMHEIV3cy+xW3G+Zieo8+OFD9jmSjHVuFVzhgayI43BhXVdJC41OUznI8NrZlTrHB1jXgGp1OQp04EnsvN9I3S4WorKfNZGfNKLqx31NZS3t2Rv6v+0HESXDvN+g7i4LKVTqt24CAO3kqqoLJZnL7vRgxn9UzZ4+4J1n+Id7YzJsePmidVO6itpA63W4RRiyzuN84PvJUUZe12KCQP1esq1Njm9kpbLuvONJAXpTc6EcPMx/2iY8vx7w6oeiIfiieHB0HpkKMWxTaXfJfC2oa8baj42dKwnQ7snC783TFU8XeluBmqCUOVVUY8/1eTiuOjcsgcvxWvjo9KRpXRsEUpoUyVUkk8nYm3erZmS2SFRxnHnM6GJ69c8pm2iuaxRtXs/5rxopyKtQ5UByp8yqns8uCMVLVyG6FXSF15plPl70DVdmoLncvPCwXohCqaFZ6k7Z453hO4T7PTV/HT3Z6t2hHpIQ8V31vbbYuecsAGVxcqWVVzxhpDkp2DDr6bAN5yyG2qoBqfCvi5W8xcc7xAQTeK7OZm7vOYn/G5eV+Vc/VB566ixzSqWyodnep/p2zlyDi5RfSOl7BjV7VXd9ca22drgzOddnFjtANuzmAcHXxOz96ErnhPOobVpIVw04YYQ/fyGe7Us45TOQ6ctyrvnKnOSoVySvKjQuKZzme7lEOjJnLeVsDlkA7yyOUxSuhwsnyWZdlbvUp8nMZyUb8Vf/zfOc4oIwWcrpTFrM1TmVaTG+dHWs45SKjGxFaFplayVTrnyUkj+6RzAipgRV9d+KJkxcZ9ZRxwXoWn60zNHEN2gCp8KUvMi21QRQBZxpwf5TnDWcmVf+MiA54fRLpVf1Dbq6r+wm3E5TBttr04ZcxnDKvr4RP4jCH3F05XES1sZ+TfGT3OsEI9NzuTxfm7MBtXCQp3FTFMcHiV86D0ppKvylsZlBUfCTiWWT93dzxwHjX/YT63uMuyyYhhNe/x3K7w8G+eaxI/RuwQnC2F9er0P6SxVj5VxPDi4mLPqZzZfcf2l6TtziWriCHiRflz+yi9rM4YYt0ZcD7geSfLu3rxb8bJ/azTlytA/qqIobJ3HV03n8zm6w68Jx3DiNt3+jo0t24ljdATMD5TTh5/ozOkykQ86YyVk8U41EDhLZmcT5VxPPOgQNxYJyUTvtkJv5FOKh1UPpeXlwf1YF6Uo8mTlprEWMbcDkmf+VRGgTIaHF2sh3K63WSrcCDvnGfmEGZ65ks8zgjuKFxl/LNSdJMzy6zCz5dy5GF5fJ6GgLqohuuDjoBzmJTuUI5PBbMLdBivuvQF5Yh1YYcteVILBhXtBO7jM6dvtm2Sy/EWUHb0qt+MF41sJUd3/tEZ4LyVFA3bqp157FSLLplHGXmcT40H5chyujNknAHPwHOHyzPb4bEWcM5BnJ2tpE634PvQKl2NRrKbR50DpvipwLUV6q+qv6n6dPIxTZ5P0DFEY171J15IxW9eBHBO1hiH76FVNJH/HL+uHdi26J5vRNrsMDEfHccQgccs8jQbX8oxzOep/3AL8Iw+58F6JB2WGdornVtJ1Rjt2uSV7dJd/O9C5RjiHLsGdyXrLfCedAxvasI4FjrGmzLMlZFcTZo88bjOXeGZOQfMT5VP/Wel7sorxxDzqIlB5WG6nI7gVqLZCewYPmtkyoYCplcToINuvgrYUFHPZ5NjJec1Cmw2fma4uLyLqKpJekabHT2VHx2IhLUH9qt6rV14crSdc8r1cr8VjyjTNYt0GL1TPCnoGLNryiAv+Nu18RrARYGIbWNV9dfkkfNgPjSeHH1Od/2PDbMuOP2Oz5lXrJOb4yoeOkaWej7rh1vGsFscVTBzBteAsynymVsQmOGooCsft5V0ZoC7PuoihjPo2EC8oOmgkqeLWGY5hmqBu6qD0ucqn+M/861ZvHTPK3o8nylbb8vCyKyOir8uvbWwxrZAPhyOiOMW1WfwnnQMu7B2Ul+Lr7tqtHaCQcehcjTcc5WG+FARYQTO0c3Jnrdo5u//v71rj9Wsqu6/NXdm0FQjIGoMEEV8VHwUiA8iSig2gtoWTaWBGl9tYx/S1lqjUG3AFo1aH6Tpw7QVoY0UiI/WIj5oBR+pAiogoI6MSJRCHQVlBhhmuHN3/zhnz6z7u2vtvc/3uN/HveuXfPnOt89+rP1aa//22ud8vCPrlce7pbrOOg9rh9fyJKaUTC+cJaf2Fmry47Wn9jZ6dbN2P5nwaZlZKVlePi2v1Yc6vc7TGiNemGfUWsJayYqXV2kOWXJZO42lRZ51xIfrXvIq5QWr7jOO47VBTmN5pkrt5u3mW/noungvn+HycnrrSKVl0LjO+jfPW6s9dJhFPrk9re+FhYUmL2hpcWSVY8kwJF2pzqW2tLwFtbnEC9/SUdLcN9b/CFrxdD9az2IyqbDKzHXQc83a+Wd58vzkdmTd3LJI17LVCCnbRe0R8RZfnh5j+8jhui5aRsv+WTbCKrMGjxjUPNNW+lyvUrn8t1JWm+3Zs6fqecr3LLtVSqfnA5MxfZ3rxf2h6ykiy/5+wRqbnpwMa76U0uS+3717t6ljNUr5eH1spdEybt682byfPYlev2i9YekjxrgeQ4bVlzWC5v3fotdXLfOOUVsf5OvahmftRNA4/GZNEsNROmsamDTxbIFnXKzvkotco7ZjxcqwlL+nnD0CZuXNhlKXZxFOKz9PBs+QeUeGPINt/fZksMorwSKAJTlbUDMylmy6LOuYjSWLtWCeJloMpbU4HSJXKZ33u8VQeuV4pCdjlOffSuGlhYO+7xnoWt1K5Li1XXS80jONOk6LDNkA628d3yOGLXJa90u/M6yx07oQKG2iWOlbiUhNf+QFV+mooHcyQ9/nOC22fkgcrz2GLKpLbWPZOyaGgH0ypkSAW4mhZdNK87yEWvyWMQIs9xiWFt2t+WVYZD639yjjpjUd4HsFeQNNl5OS/bIUb8wMtfXexkAprpaJ23OoR7ZUlp4HWsbSPG+xoUOJ4Wpg6PPKHqYp/5ojhrWOnyZpHLrjaxEEj8RxfCseGxPPm6Xj8UtXrL97sMrhZ/N0fP3b8n6x5489lJxey8SeSfYU5vJ1e1npOazFO8dHGyzjbZFRHc5xdfyhBJz73RrbXv9zHdnolGT3jF2+1l48K66108yGLu+YWd6XDMu7pfMueXy4LAuW54iNd26vGmmzyuB0Jd1VIlwe4SjpP+/ZOM9jqOvNRjw/T6XHjR4DnnHm9rXa2+r/LGcLUWbCqMvhtNqrXOsPK7zUH+zN0+2q/zib62mhtsAG7GPTS0v2iyS4zNKCTOsHnmd5zlq68N577wXQvXbem/85jV7AW2Cd37JA8vRyDrNkyp4sXYan77ksveNfsk2sWz2bUiMBLQt9jxiILPeGlfLQYI9gRh633ls0uc5DXj6jw0tjFGj7u4rSOGNou2Hpd21/as9VZ1lan78G9j1jWOon716p/0vYs2fPipfMlGyyF6eFxLG9yGu1LIcG6x89Fjw7xeXq65JH3htfXF4JuiyPUHO+tU3EksewtglZw5ojhkD7oJ/2jsGox+p4B8VavDMh4DBe+FokSpevCaJWnlb+lmfIepkLk7HFxcVlZDLXh4me9bA910ErCi4n14kJE9eLCSGTZCat/M0vq7Fk5j6z4rG8LDeTNC+PmnLzyKNO4y1GuO0YelFcKmPo7rSnyJkYWAthLYtHHqy2tAiLrhvX0fNQlV5CogllSYm31N+DJtYloqOJIZMb7zkrzxDxXGMS53kzOR9vHHly6bFVq6eXB6dnIsl5sfEuEUmv/a3x5OVRQ8szPZrsWPF4LulxqpH1ANsozjfX7Z577gHQHYfTusayRUwMOX5pI8yCLsfTjZat0G1Vet7RgqU7WQ4mB1w3tgc1UlCD7kNtPzdu3Ng01izdWYpXWlBnLC0tYb/99tt77RFDK4zbUrcjsPKtvV7eXt05Dp+KyXl6Lz1h25PBcpXy0vXJG3ClsaxRIp01cqllrG0m1cYB0PaMYOk0g3fEM5djESkrTJeRN0N0mLZbHmp18WTMtrC04afnTu1RCb2RadmyIIZzilrHjLI7kb/ZePO3ZbRa4vFvi6x4iwBLYVlkyStLl8NxdBkWYbLaRxtalsGKY9XTk8tqTy0vx/fIoDcGSosZz8B67VLbcWY5hygUaxFZQgsBai1vaFqNcRZYVvrWelkExIvn3fM8cRy/tuNoyTQNlOpWCy/F9dq2tS5D43lltuRbW1RZc8erizd2Sy9T8MqwZLQIG5fjkToPu3fvBtB5PTx9qstu0YujLNA8WDqy5L3xflvw7IBnmzhtCwkelzBm0tO6mZ3LbLUrJXhHSTmvoXW0iIKVh47XUkatnVrnWes9vfaZpp625PDI6igbCYyaDeU1WC29lc+o/dCK3Cct656aXa6NPc/2WOUPmccWVv4RyRpAbTdktTDOYtcjRxZxs4gNp2OvmPa86XTsJdM7VDoOe/y0p07nqeun5RQR82Uv+VhVNlY5v/wKaPYKaqW5tLSExcXFZQ9FaznyzpJFAPnlMzl9lnPTpk3LFH4uy/JUlgijFZblshY8FinW7aXzs/6f0Rsr+l4rySmRVWvXjdNqI8MehxK8hbanaK3FFcfVsuS6eC8v4QW33qnL3+xl8uTO4a1truvEdbbKbF0sW8bT8nxa9eHFgm5fq14141wycF58S34d5nkm9fOCrOc4n9YFhlWmR/JYrtx21rxsNe6cd65ThtYf/CIJq79YR1nQ4Rs2bFjxkjKu244dOwAAu3btcuNlPZxltf6HzrJ3tfHFOtSqi6V79RE6b8HesuHHni0dpuVnu83pxl3I6rbQY8w7ylyDlybLqf+yQ4PHVx6TXrvVystpuK/Zg6htkB5znI9HhLTOqPVF7Vl6LTPrAq9+fJR0CFlimUqkim0jv7CqpKdbCYrlHbSOknrzluVnm1STT0RW/O2UVU6OOy7B1PZ0VI+hLmdhYWGvfmTdz79HQXgMJwiP0XsoTWyPXORvVqI63IvjKRTLCFnXVlxg5UsDrLeLeqSEd2otw2+VxfG8ell187yflmGy8tbKuaSwrOvSJoCWx1rYWXUcFx7RGwKLFFjkZ9IozTePqFjwSJp3hl9vlgyVcdx4Oe5QotJSnke4gDLhG3fRymXWSJ+VphS3VN6Q/Ib2Ua1MYDl5akVpUVeLw5saLcQw94m3AOfflgy7du0CsM9jWKufF4f19yTg5WUd+dNp9Hcpv9K112baxnkeVCtdCTw+LHJSGuNMLFrGYU3GlJL7dxVeHjXdzuHW5kHLfOM4PAesNmupQ8kDV/JS53qMOu5H1V8thMvCuOQEKM8zD57sfG9csjckvh4vo7aLZyctm9m6RvCw7oghL16niZaXzwD27q5HykofbUS0UbGencvlaqOjX8pi5amNMnsWuRyLwGkPm+X10l4/bhMr75wmh+nnGHUa62Pd42cbdZ11+Vomy9BbcloE1CLF/J3j8i4ax+H41njyxhr3hWV8SsQWWG7YOO2QnTwur8Ub5+VZKtdaYHjKVCtgnc6Tq6SU845hSmnF7qG3WLegdwVZDksGju8tTkp143pk6L7i8ZZ3ZmtGrUTCeEGWy6qlseqny/SeMSy1SwmlxbU3Lqz5NurCz3r5jM5raWlpxTOGFloXzZZHR5NEPRayx/D+++93N6NYd/ICT+tiLWetb7S+9Mq1dLnlMSyRXy5P6+z8bW1S6nieDvf0cit47Om2G/XvKmrEsIW4peR7DDVKG6q5zbjcPB/yXx1wvAzrZSDWxo61gaPlLW0kapQ8RiVi6L3MpwWs7/Tc1HViG6fnwZANspod1GNZ28P8O5ddWndY6Us2gX/nfrfapZUbWOPJQpbN+pslKy/WPyynXjtYzxiGx3CNwyOFlnG1yGLtXolMeN45y9Bq46cNt+cp1Pm3/H9gvtbeSKudcr6chwYbZ70gsfL2lJLX1iy3Jx/H9RZMnjFqkdNCyaCMs/AY4vXQ6TxoRT9qHi1xuc5DjIuWle/VCEWr3EPy5HTjto0OLxHX1r6y8h1qhGvxdb6tmwlMQvR3CUM3K4DlC0BvLo8yR62FP+sg6yirTl9b/GuC4i2iOE9guccwx/F0Zo1QsP0ZglLeXHbJY6jTDCnTqoPO2yOarQvQVlh9NLSMWh+U2sZaoFvrikmA/wNPy8B19tpgFD1utbGnU0q6UI+ZfJx1lLax8vZe6qL106geQ42hJBaYzDPEnp7Pum6I3h1SjnW/RpZr+bB98R5daCmnhjVHDFt2D1cL43oMvTDLK8cEzvL0MVHT9zLh0h43JmIcN8vD3jS9KNEkkZ/jY2KlPYY5Xs7bCmNvoVdnzwua5eF8dd0tEpnrw23F5I69gazQLfJo5cXg3Xqdj0dIa4uuGnhM6bw1tLK17nvHhqyFeQ63jKa1K2YpR2vxau2KWjKwEeF02tiXDLuVb/YUWHnk31aYVf98XTKCut6cl+dJLBErq+2573MYy+b1Y+mIVS08L2BqOtcrzxpntQ0CK2+PvHptkMdBbV61wHuGSOusmscwy6LTeotVPYZZ9/H39u3bAQA7d+5ccTIi9x3bKS5X2wedvkbCLdmsunCb6WfVvcWqpaM5L01M9LPoOa7O23qr9iTGBmAT0Dwf9PNKQ9KX4um6efkuLS1/K6mGV4a1qcHlAv7fZjAhKOkM1nk5b/b85DFi6ddanlomy3up11njLPattA888MCKOJoMppRMndGyaVYiJyU7aY2zFpJo2aTac3qeLJxvi5evhNwWJe88j+eSxzDn5ck37n9MrjliOE9oncQWObCMLJMWYLnHr0T8agRSEz7+zfloMgVgGcHS6by/ofC+8zUfJdWGURNFj+B6R0gtAsiycfvl8q0X03C7WG3s9XGuC7drDuc+5/Ghw3ihpRdM3hjgsaXrmhdpltJjeTK0kuVFXVaK1mJPxwGW71S2LMR1mpa4elFhEUMmgyXCxfXje57xswhHrQxO75Vp1bWlvFq51iLMaktP3lI5Wi7rKLJVP4/YltqGy9F18xZrVnyvbqVx6D3vaRHDGrxFks7bIkKaGFpER89TC3qeaP3G44Bt2NLS0gpiaBEdthlcLoAVursVWsdxO7NNyLD+x1Cn8fqM9TNfa/2qF/uWPdHhNQJcgzU+AOxdrNbIp9UGLfFqsvILkUrparrGkmlxcXFZm+e89EZOTf5sByxbUdINVt6aHOhvjxhmDCWGPD+0nPkeE8MMvYFrHSVt3UBojaP7YegxSCazfMzSK3fjxo3L0mU5hsrg2QeN3Of6pTEMHoscj+95xDBvWoyzibAuiKG1A7Ha5ZZQk4kNhLWw1/f1NZMnKw6wfCHBRtkimxp6p1OTKE5v/T+hlp/z8eru5WERJo5fIrza0HsLE2DfzmFpYcDpvD70dklLCwsLpYVKDS1pWvNtJXND4BGgWhpvoVBDi9epJE/NcFp51fKz4nrEtZafV65FtjxvaM1j2IohbaXL9Qi2B55nbMyHkHNLB9bS1fIuEZcarP7z9EjLgsfSN5zOaoOS3Pfff//eTT8rrUdaSvLpRXoraqRXf7ccoWshpyU7UIprxRtn/TKuvmolhvq+p994gZ7jD6lr7T5vfnjxrTnhzZNSf3t6qDbnaidOMmqbAzVYab21lKfrh5K2UZ51442SfD0kfQt5tepo6ZRSXkPXRa2k2urr0okhlnfcZwzX5N9VMLwFyziTrLXcFljK0CJiTGCsa/5Y4eyR0vGsY5d6F1h75DK0ty3LWSuL5crpgG6HL79KWMu1YcMG9xhploP/cN7aCWYPYa6XFY+JI++6aQ9bvra8hiVSq/PS7eAt7niXuXVslYijDq8ZJ2snkjdfamTFW9QxwagRn9adsdxHlmJmzwcbFv3bWpRaJEXLl8vP3y3PI7YaN46rd7bZQNQMvFWeFY/ngZW2NJ683y0LVIsEiXQerLwrW+qPnNYbr7puuR09b58nG8un68byaY9hbQFbg+UR0Plpj2EJLR7DrIf0b54bui137NiBbdu2YefOnSYJA1Z6A7kNtU0ZshFW0rul+yWPYQm6L3P+XI6WP9dT2zm2B+OSAktGYJ8+yvqx5Qik5dW34rXaFP3ymRbUbAsj/81DhtbFPL9byTPr2VJcXaZOa9mu2lHScRb8Vlr2GOY41h/cA212KcfT39Z9a7POk7OlLKsfOS/92/IYcp6cn1d+rT3yHBtylJTHAnsFPY9h/j2OvlgXHkONcXbchmIcYuj91uFMHvmIDl9bYR7J9MqwCI5FoHJ4zscidGw8LRksmbguXjiTMquMWllWP2SDwO1dgnWf68CLBmuhWBsrnGepzFbZW+Jo4sXwFuQ1lOLWdvM9cpBh1cciZ1Z666hhSRYmhxYRam0XvagolTkpeHWrkT0dzvJymhLxajG6o8qkF7BWX9T6dQhKiwG94aDDh5ZrEXPWF/xcjbV493Qgy8cyenUBupfP3HfffXjggQdMQsf1zITZAuvpcWFtwgL2ArXVPntxhqYfoqNrsDzK4+jjoTJ584mfpRoig3WP5aodwbT0u6dLrHZrsXmlza+sH2vkv8U7XYKVd81jyBs0Q/XgUPvmxa3piyFhpXBvXeChdR5pOzgJe1ZaO3j2dgjmnhiKyEkiskVEtorIGQ3xm8JWA63leru7HonT95nw6F1V9oxZL1PhXVh+QQznwTu2WRadXh8X0i+NsQjk0tLS3vj8ohnLk8nPM+ZyrHAts+Vl9J5F9No1t5smhvwiHibVXh+XyC0r6xrRy/l7Sr620OP7QxUhKykm5hpe3h45sHb/vIV8aSFnGXJPeTJx8NLX4npko6TQOZ63qCgtXjgNty3vMHrpSgZGl6/7Y0ifW3nl8VMiSiyXVVer7BLxY+h5YC2IrXFVeoul91t7DLmuQ8B15825fF3zGGZvFefN7Zh1n4a1EZf7c/v27fjJT36y12PoETutg717bH9q44t1qpV37e8qSnlbYTpcl51JirYzeh5Z86dlbLSsNXQcPX43btzYNCes9KV4JVKhr/OYtOyhhdb/PWQ7xHoqkzHrWS5PN+t287xRrJs5P00WeaOv9IxhSvWj4KU+avEY5vRajtw/THLHgc6Dx7y28y3jzPqtPeFenE2bNu1tU87LO7ZpoYXs6WcMvby4f0svn1lYWNh73/MYjoO5JoYisgDg7wC8GMARAE4TkSNGyGfSoo1cbosR44W6RRaZ/NSIkP5w+hpZYrKliRuw/OUzOk/9yYTRerEKk9D80fEskprL9sgxLyS4vUp5M/HNsuh+0uEe4eZ+1flY6XR5Oi2XaxnQ0oKrRNYY2QBaRsZS4q0kjcM9I6PLt0iL/l0yVK1kzYqj47YeC/TqxcSlJlepjywS5JFqr288Q+fVxdrN9oiZl6fX1ny0Vi++avW3wmqy6DJzvdgg6yM63sLB2kDhhaOG52XWOsYicxa89tF10KRN58vEkPMqkVS+zmXoo4+6DfJvoDtKmokh61OdTutfqw91uR6BtFDaGANWvlkbWH6U1CMjuS6WN47j8D0eexaB1Z/aEc4aWJ9bxKRUxihHqr3rcdCyhtLffJRU19sbZxmsY3UemkSVdKeWmXUV68cSMWSiXYPuR0/n81955PlfOkpaApdT2nz1ZB3nKKk+RlkidJmk8Tojy9GyTsnxW8iyPkraclwbaD9KynnWjqy2YK6JIYDnANiaUrolpbQbwEUATh6ayTwRwxos8pC/mVxoggPYXkbro8viPKwydN6WgWWPmuV94zz0tTb0TKg8D14pX2vn2otfah+rX6y288I88uaFtXgKSwscK8xalFh1GReWt8JCC4lrCS/Ftc7YD83HuntOJgAADwtJREFUIzL62gqzDIpFcGuGkL1otTwtWVsMFsNawJTileowapm1sqz7HiErkdWM2uKQ4c0Xawx4ZXLZLRs2NXCdrLJaFvce6dXXTGJKSClh9+7de4+SluRj744XZxI6S+dpoTamSzKUCHUpTclOjAtvfLTqidr4KsHzqpQIdYscnFfNLlo6W28EaULhnUDJ88jTlbVx4+mHmh4adxxYeXteXR3Xsmmt+n6UNfCo63VLZ5Xs1CgbHaPG0WOjFLdku611gBV3SP94mPeXzxwM4Efq920AnqsjiMjrAbyeE7YsCqdNGEclhtaHFw+ep8kiZtZuNBMpPqqpDTDno/8qAtjnMczhe/bs2bsbo9Ns2LBhxf8GZlm0bPo4k0Uidd0y+IhODrPq73kVS8dQtcHOBog9iwzeted6egTNIr46H688rmtNAXmbAbW5w3LXFhbsESrBMlKWAm8hSCwjX7M8mlDqdih55iwF7dWT7/GuXivRzOHWwsQrt3Y0xjsm5LVvaQfdqzdgL0RaPIaa+OU03oKsZvC5rrmvtYfQIlFZNm8DyTs2V/rN3jKur4UWIsO6NZdV8hjmdinpF32dvQ3cjlov5ns7duzAnXfeaf6PYc6DdTyXq/Wbbq/aYqu04afbhsuyPCUtm2q8ScF9oPtbjzPA/sNxvQbwMHTxqtvO24QatSxLT7B+KHnGtAeV8/V0lyVXrmNee3D8PM8tWWpkr9ReLI+l73R6TUJLsngkzooLtB0ltTyGLIf+u4qh42OUNXDLf/CVbBXbSUs2kX0eQ2tzwkvHyPOyVs/s1au9fEbf846S5ni8oaHjjUsMZZI7b5OGiJwC4MSU0u/2v18F4DkppT9y4u8AsGUVRQwMw0EAfjprIQIuon/mG9E/843on/lG9M98I/pnvhH9M9+w+udxKaVHDc1o3j2GtwE4VP0+BMDthfhbUkrPmq5IgVEhIl+P/plfRP/MN6J/5hvRP/ON6J/5RvTPfCP6Z74xyf6Z92cMrwHwJBE5TEQ2AzgVwKdmLFMgEAgEAoFAIBAIrCnMtccwpbQoIqcD+ByABQDnpZRumrFYgUAgEAgEAoFAILCmMNfEEABSSpcBuKwx+j9OU5bA2Ij+mW9E/8w3on/mG9E/843on/lG9M98I/pnvjGx/pnrl88EAoFAIBAIBAKBQGD6mPdnDAOBQCAQCAQCgUAgMGWsGWIoIieJyBYR2SoiZ8xanvUKEblVRG4QketE5Ot92IEicrmI3Nx/H9CHi4j8Td9n3xKRo2cr/dqDiJwnIttE5EYVNrg/ROQ1ffybReQ1s6jLWoTTP2eLyP/2c+g6EXmJundm3z9bROREFR76b8IQkUNF5AoR+Y6I3CQif9KHx/yZAxT6J+bPHEBEHiIiV4vI9X3/vKMPP0xErurnwsX9iwUhIvv1v7f29x+v8jL7LTA6Cv1zvoj8QM2fI/vw0G8zgIgsiMi1InJp/3v688f7Q/UH0wfdi2m+D+AJADYDuB7AEbOWaz1+ANwK4CAKey+AM/rrMwC8p79+CYDPABAAxwC4atbyr7UPgOMAHA3gxlH7A8CBAG7pvw/orw+Ydd3Wwsfpn7MBvNmIe0Sv2/YDcFiv8xZC/02tbx4L4Oj++uEAvtf3QcyfOfgU+ifmzxx8+nnwsP56E4Cr+nlxCYBT+/APAfiD/voPAXyovz4VwMWlfpt1/R7sn0L/nA/gFUb80G+z6ac3AbgQwKX976nPn7XiMXwOgK0ppVtSSrsBXATg5BnLFNiHkwFc0F9fAOBlKvxfUoevAdhfRB47CwHXKlJKXwJwFwUP7Y8TAVyeUrorpfQzAJcDOGn60q99OP3j4WQAF6WUdqWUfgBgKzrdF/pvCkgp3ZFS+mZ/vQPAdwAcjJg/c4FC/3iI+bOK6OfBPf3PTf0nATgBwMf6cJ4/eV59DMALRUTg91tgDBT6x0Pot1WGiBwC4KUA/rn/LViF+bNWiOHBAH6kft+GsoEITA8JwOdF5Bsi8vo+7DEppTuAzpgDeHQfHv02Gwztj+in1cfp/XGd8/JRRUT/zAz9sZyj0O2qx/yZM1D/ADF/5gL9MbjrAGxDRxi+D+DnKaXFPopu67390N+/G8AjEf0zNXD/pJTy/HlnP38+KCL79WExf1Yf5wJ4C4Cl/vcjsQrzZ60QQzHC4nWrs8GxKaWjAbwYwBtE5LhC3Oi3+YLXH9FPq4t/AHA4gCMB3AHg/X149M8MICIPA/BxAG9MKW0vRTXCon+mDKN/Yv7MCVJKe1JKRwI4BJ2X4qlWtP47+meVwf0jIk8HcCaAXwTwbHTHQ9/aR4/+WUWIyK8C2JZS+oYONqJOfP6sFWJ4G4BD1e9DANw+I1nWNVJKt/ff2wB8Ep0x+HE+Itp/b+ujR7/NBkP7I/ppFZFS+nFvsJcA/BP2HfuI/llliMgmdKTjoymlT/TBMX/mBFb/xPyZP6SUfg7gSnTPpu0vIvk/tHVb7+2H/v4j0B2zj/6ZMlT/nNQf0U4ppV0APoKYP7PCsQB+XURuRXe8/QR0HsSpz5+1QgyvAfCk/m09m9E9ePmpGcu07iAivyAiD8/XAF4E4EZ0fZHfVPUaAP/RX38KwKv7t10dA+DufEQrMFUM7Y/PAXiRiBzQH8t6UR8WmALoOduXo5tDQNc/p/ZvHzsMwJMAXI3Qf1NB/3zGhwF8J6X0AXUr5s8cwOufmD/zARF5lIjs318/FMCvoHsO9AoAr+ij8fzJ8+oVAL6QurdneP0WGANO/3xXbXoJuufX9PwJ/bZKSCmdmVI6JKX0eHQ66QsppVdiFebPxtLNBwtSSosicjq6wbgA4LyU0k0zFms94jEAPtnpE2wEcGFK6bMicg2AS0TkdwD8EMApffzL0L3paiuA+wC8bvVFXtsQkX8DcDyAg0TkNgBnAXg3BvRHSukuEfkrdAsoAPjLlFLrC1MCBTj9c7x0rwhP6N7y+3sAkFK6SUQuAfBtAIsA3pBS2tPnE/pv8jgWwKsA3NA/hwMAf46YP/MCr39Oi/kzF3gsgAtEZAGdE+KSlNKlIvJtABeJyDkArkVH7tF//6uIbEXn6TgVKPdbYCx4/fMFEXkUuiOI1wH4/T5+6Lf5wFsx5fkjHaEMBAKBQCAQCAQCgcB6xVo5ShoIBAKBQCAQCAQCgRERxDAQCAQCgUAgEAgE1jmCGAYCgUAgEAgEAoHAOkcQw0AgEAgEAoFAIBBY5whiGAgEAoFAIBAIBALrHEEMA4FAIDD3EJFbRSSJyPmzluXBCBE5u2+/eBV5IBAIBEwEMQwEAoHAVND/qe6fishXReRuEdkpIjeLyIdF5Kmzlm+aEJHzMxETkY/QvRz+vlnJFwgEAoEAI4hhIBAIBCYOETkAwFcBfADAMejszc0ADgLw2wBOnJ10q45XicgRsxZi2hCRzbOWIRAIBAKjI4hhIBAIBKaBvwVwVH/9PgAHppSemVI6AMAJAG7IEUXk+SLyud6ruEtEtojI20Rkk5e5iDxeed5eq8KXHTmleG8WkU+IyH0icmNf7lEicrWI3CsiXxGRp6i8stfvVhE5RUS+28f7ko7XgAUA7yxFUDKercKu7MOuNOK9t/e83iMit4jIy0XkMBH5r17G60TkGKesY0XkmyJyv4hcLyIvoPvPFpFLReSuvj9uEJHXOfL+dd9OdwO4eECbBAKBQGDOsHHWAgQCgUBgbUFEHgHgN/uf1wN4S0pp77NtKaUrVNzjAVyOzh79HMCtAJ4M4BwATwdw2gRFOwfA7QCWADwNwMfRbZDeBWATgGMBnNd/axwM4KMAvg/goQBe4MSzcDeAOwG8TESem1K6avxqAAD+GMBPAewGcBiACwHcoe7/EoCLROSJKaVFSvsZALcBSACeCeAyETk8pbRNRJ4H4AoAmwFsA7AVXT+cJyIHppTeb8ixCOAWALsmVLdAIBAIzADhMQwEAoHApPFk7Nt4/LImhQbe0cf9EYAnpJSeAuA9/b1TReQZE5TriwAOB/DG/vejAfw7lfk8EXkopdsI4DdSSk8FcG4hnoVFAGf11+8eWfKV2IquLpmAPwTdUd3D0ZE1AHgcgCcaad+UUjoCHbFNAB4G4A39vXPQkcIvATgkpfQ0AG/v750lIg+hvLYDeEpK6RkAXjlupQKBQCAwOwQxDAQCgcCkIeq69hbMZ/ffn00p/ay/vlDdf9bEpAI+3ZPUW1XYf/bft6iwR1O6u1NKOd63C/E8XAjgWwCOF5FJPVv5+ZTSLiyvS66frstjjLQXA0BK6ZvoyCTQeQUB4Ln993EAdvdvMT2nD3s4Ok+rxsdTSrf1+e0ZoR6BQCAQmBPEUdJAIBAITBpb0HnKNgJ4vohIxWsI1AlkKf6Cun5EIc32/nvRCNP5aWILdEdcMxYL8UyklJZE5G3oSOi7KtGnXReGd/92dF5cxhL9/r9K/oFAIBB4kCA8hoFAIBCYKFJKdwO4pP95FIB3icjejUgROU5ETuh/XtN/v7h/kykA/JbK7utOMdvU9eF9vscD2H8M0aeGlNKlAL4C4GgnSq5PrssTsc+LN2mc0pdxJPYdNb2x/879cTuAF6aUjkkpHQPg1wCcm1K6dkoyBQKBQGDGCGIYCAQCgWngdACZRJwB4C4R+ZaI/BTds37P7O+dhc7rdSiAW0RkC4C39vcuSindAAMppZ3o/g4DAN4sIleg88ixR2uecGbh3n/336eJyBcBfA3Ts9EfFJGbAPwPOo/hvQD+vr/3dgAPoDvCe4eIXCsiP0TnGZzkM5KBQCAQmDMEMQwEAoHAxNE/L/g8AH8G4Oo++MkAdgC4AMDn+3hXAvjl/vcGdG/Y/B6AvwDw6koxrwXwZXTE8mB0ZNQ6/jgXSCl9BcCnndtv6u/dg64N3oPOwzgNvBTdG0QX0P1tyEtTSj9WMr4AwKXo2jX//+Kn0fVJIBAIBNYopP7YRyAQCAQCgUAgEAgE1jLCYxgIBAKBQCAQCAQC6xxBDAOBQCAQCAQCgUBgnSOIYSAQCAQCgUAgEAiscwQxDAQCgUAgEAgEAoF1jiCGgUAgEAgEAoFAILDOEcQwEAgEAoFAIBAIBNY5ghgGAoFAIBAIBAKBwDpHEMNAIBAIBAKBQCAQWOcIYhgIBAKBQCAQCAQC6xz/D1db49okOGJJAAAAAElFTkSuQmCC\n", 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NBoOBmJgYVCoVPT09wlpft24d0dHRxMfHk5+fj6urK+Hh4YSEhBAbGysUI/rsLS4ujvLyclpbW4mJiWHKlCncuXOHhQsXEhMTg6urK0qlkjVr1tDV1YVer8fPz4/e3l6WL19OfHw8Dx8+xM/Pj7a2NsLDw/Hw8GDdunX88ccfLF68mClTptDZ2cmuXbs4fPgwq1atorGxkUGDBhEUFERbWxvNzc0UFBQwduxYHB0d6e3tZcyYMVRWVvLJJ59w5MgRvv/+e9RqNU+fPkUul1NZWcnKlStRKBRER0dTWVnJu+++S1paGiEhIYwdOxaTyYSXlxdisVh4bcqUKSQmJpKWloazszPTpk0jKysLnU5Hb28vv/zyCxaLBW9vb+7evcusWbPIyckhISGByMhIKioq2LdvH8ePH+f9998nLi6O6dOno9PpKCkpQSqVMmzYMJycnJg/fz65ubmo1Wra2towGo1888031NTU4OHhwXPPPcfNmzeJiopi8+bNnD9/nu7ubrZt28aWLVs4deoUgwYNYtasWZhMJjZs2MCRI0c4fPgwSqWSCRMmcOPGDYYPH05rayt6vZ7Jkydz6tQp7ty5g4ODA5999hlHjhxh0aJFjBkzhuvXr/P222/T2dmJXq+nsLAQuVzO+vXreeGFF4TgymQyodPpcHR0ZN++fezfv5/BgwdTVlZGYGAgrq6uAIwbN46QkBBKSkpwdXVl7dq1PHz4EHd3d1avXk12djaLFi2itraWJUuW4O/vT3V1Nd9++y1eXl4kJydTVFSEo6MjtbW1hIWFsXHjRkwmEw0NDYSHhxMUFERkZCR5eXl8+eWXFBUVCcWrI0eOsG/fPnp7ezl58iTBwcE0NjayZs0aFixYwJMnT1CpVLz11ls0NzezcOFCbt++jaOjI0lJSQQGBlJcXExUVBQ6nY74+HgePXrEnj17ePToEbW1tbi5uWE2m5k+fTpBQUGEh4dTUVFBUFAQnZ2dNDU1MWnSJMaPH49EIkGj0bBmzRoGDRqEg4MDw4cPp6qqiqdPn7Jx40YkEgkzZ87ExsaGpKQkfvvtN0JCQnBwcBCC8YkTJzJixAiam5sZO3YswcHB+Pr6kpiYSH19PXq9nm+++YaGhgYhWJ4/fz4SiYTa2lq2b9+Ok5MTarUag8FAS0sL69atQyaT4e7uLuwJ77zzDs3NzQQGBgqF/KlTp+Lt7U1dXR0SiQQvLy/mzJlDRUUFa9asoa6uDpPJJCRNQ4YMEeIqe3t7dDodCoWCsWPHUlBQwI4dO7h48SIRERGMHDkSLy8vysvL0ev1hIeHExoaKtjenTt3uHPnDikpKWzevBm9Xk9xcTGzZ8+moqICLy8vbG1t2bp1K9u2bePjjz/GaDTy4YcfEhAQwKxZs6isrCQ8PBxvb296e3sZOXIktbW1fPHFF4waNYri4mLBXwCUlJRw/Phxnj59SlRUFE5OThQVFTFx4kSkUilVVVVs3LgRsVjM3LlzEYlEvPbaa6jVapycnBg3bhxRUVF4e3uTnJxMXl4egwYNwsfHh5KSEiQSCVqtVih4HzhwgGfPnhEUFMSAAQMwmUyIRCKcnZ2ZPn06nZ2d+Pr6Eh4ezj//+U98fHyor68XYqzIyEgmTpyIXC5HJpMRFhZGd3c3zc3NJCUlERAQQH19PXPnzsXa2hq9Xk9zczMREREkJibS3t5OeHg4kyZNoq2tjREjRhAXF8fSpUuprKzktddew9fXl8zMTGbOnElERASPHz8mISGBoKAgduzYwZAhQ4TCWkVFBXFxcezYsYPExESWLFnC1KlTqampYcSIEUydOpVt27aRk5PDtGnTyM/PZ/78+dy5c4fdu3fT3t6Oh4cHrq6uzJo1C3d3d/z9/Vm9ejX379/nnXfeQalUkpiYKMSXra2tjB49moCAABoaGlCpVHz33Xekp6f3FX0LUlJSfvyv5lKi/65/cC8SibyBQ4AbYAZ+tFgsX4tEohRgFdD07299x2KxpP/7Z94GXgJMwGsWiyXj//QbdnZ2lqioKGxtbRk/fjwnTpwQArK+G+Du7s7+/fs5dOgQ33zzDU+ePMHDw4MVK1bw66+/kpiYyN69ewEIDQ0lKCiIwsJC5syZQ1ZWFn///TeLFi0iMzOTzs5OvLy8hMqTRqPh7NmznDhxgkePHtHd3c2KFSt48OABOp2Oa9eu4eTkRHJyMlZWVlRVVTF+/Hhu3LjBuXPnWLBggeCQPvzwQ7RaLdOmTePatWvU1dUxYsQI3NzcOHHiBAaDgUmTJnHhwgWkUikTJkygtLQUmUxGTk4OoaGhFBYWCtVGPz8/oqKihOpEX+Xt4sWLrFmzhoyMDCoqKpg5c6YQOJnNZjIzM4Xr+8UXX/DkyRPkcjlVVVVcunRJcK59XYyenh5+/vlnPvnkE6ytrbl9+zbW1tbExMRw69YtWlpaWL58uVBlsVgsXLhwgY6ODjw8PLh//z5DhgxBqVQSERFBQUGB0G2YNWsW3d3d7N27l87OTnx8fAgKCkIkEvHo0SOKiopITEzk8ePHKJVKfH19kUqlqFQqioqK8PT0pLS0lAEDBgidSXt7eyZPnszGjRsBmD9/Pg8ePGD8+PFUVFSQk5NDXV0dw4cPZ8SIEfz+++/U19cDkJycjEwm4/z580ybNo2//voLDw8PysrKCA8P58mTJ8TFxSEWi1EqlUyaNAmAXbt2MWLECJ49e0ZYWJjQRfTy8mLQoEFUVVVx69YtxGIx1dXVDB48mOHDh7Njxw4+++wztm3bxsqVK9HpdGRnZ9PS0kJJSQlr1qzh559/ZtSoUQwYMIC33nqLY8eO4eTkhEql4uLFi0KFuKOjg66uLkpLSxk7diz19fVUVFTg7e2Ng4MDrq6upKen4+vri1wuF6r8fcFITEwMFouFwYMHc//+fQoLC7Gzs8NkMlFVVSU4z+7ubqHSFxsbS2VlJREREXz88cdIpVLGjh2LXC7n77//ZtWqVWRkZBAXF0d4eDhHjx6ls7OTwMBAxGIxbm5ujBs3jq+//ppr164JiVRcXBw9PT1YLBZOnDjB77//zoYNG5g1axbOzs6cPHmSxYsXc/nyZWEd2djYcPbsWZKSkjAYDNTX1zNixAhycnLo6upCrVZz7tw5HB0dGTt2LNbW1jQ1NfHSSy+xaNEi4N8q/FFRUdy+fZsdO3bw/vvvc+7cOd566y0qKyv59ddfGTNmDAcPHiQzM5OffvqJlStX4uTkhEKhoKioiPPnzzNw4EDu37/PvHnzMBgMzJ07l/v371NSUsKff/6JWCxmxIgRZGVlsWnTJnp6ekhLS2PAgAFC4nrlyhViY2OFKmjfdTt69Cj/+Mc/8PX1JT8/H4DKyko8PDwQi8W0tLRw+fJlHB0dhc62m5tbn8/mxRdfpKysjE8++YS3336bjz/+mBs3brBu3TomT57Mvn37eOGFF7h69SoGg4Hx48dz7do1enp6iIuLw2w209HRQXV1NcuXL+ezzz5j7969wr2tqanBz8+PQ4cO4ezsjKOjI4mJiVy6dInXX3+d4uJioUrq6uqKr68vJ0+eFAoLz549o729HZPJxMqVKwFIS0tDKpWiVquZPn06f/75J8nJyezatYuoqCiysrJYsGABhYWF5Obm8sknn3Do0CFqamrw9vbm8ePHzJs3j+zsbAAhSJJIJLi7u5Oeno6bmxtDhw7l1KlTWFlZCT53yZIl3LhxAx8fH3p7eykqKsLLy0s4p/T0dEaNGsX8+fORy+Xs3buX6dOnc/78eby9vUlPT6e9vR13d3fGjBmDVqvl0aNH/P7772zbtg1HR0cMBgMRERG89NJLrF27lmXLlvHdd98hl8uxtbXl/v37vPfee+zZs4e5c+dy7NgxXF1dheQzNjaW2tpaxGIx2dnZjBs3jrCwMC5fvkxvby9z5sxhy5Yt7N+/n1WrVuHt7Q3Ajz/+yHfffUdbWxstLS3k5uYSExNDW1sbKpWKMWPG0NjYSFlZGaWlpej1embPnk1JSQmenp7U19fT0tKCTqfDz8+PrKwsHBwc8PT0xNnZmdzcXFQqFdOnT0cul3P//n2qqqqwt7dHpVKhUqnQaDQEBARw9OhR7O3tiYiIwGw24+vry759+4RuY3R0NElJSfz0009CsXT+/Pm0trZy/fp1nJycyMjI4OjRo6jVakaMGMGwYcNYuHAhOTk5vPTSS7z55pu89dZblJaWCnvZqlWr2Lp1K5cuXWL8+PHMnDkTf39/vvrqKwYMGEB8fDxubm5IJBL27NnD888/z8KFC5k9ezZJSUlERUUxdOhQtFotGzduZNKkSYjFYlpbWwkNDeXKlStCJ2HFihVs2bKF0aNHc/36dd5//33u3r1LfHw89fX17Nq1i/b2dg4dOkRZWRmXLl3i8ePHQoH4o48+oqamhhMnTrBr1y56enrYtm0bVlZWFBcX4+fnh6+vL9HR0TQ1NREcHMwPP/wgdKuXLVuGUqkkIyODpKQkLly4wPr16zl16pTQzdq3bx9BQUGUlJTg7u7Ow4cPSUpKYuTIkWzevJkxY8awdu1ajhw5QmFhIatWreKnn34SksTo6GiuXr1KcnIyixcvZufOnfzyyy8MHjyYK1eusH37dtLT04mLi6OwsJDNmzfz1VdfYWVlxYIFC7h37x73799HqVQyZMgQbG1tuXTpEmq1GovFwqRJk7h37x4ODg5kZWUxaNAgfvvtNxISEggMDMRgMJCTkyPEOGvWrOHatWs0NDTw4osvCh3ZyspK4uPjhbjm3Xff5csvvxQ6xDNnziQ/Px87Ozvu3r1LXFwcT548obm5mcmTJyOVSikqKiI/P18ozvv7+/P06VNMJhMdHR20tbUxcOBAtm/fzuzZswFYv349eXl5vPfee7S2trJz504WLlzIvXv3+OWXX/Dz82PLli28/PLLAHh5eVFdXc2ECRNYs2YNJ0+eZOTIkfz888/IZDIWL17MkiVLmDt3LlevXgVgwYIFGAwGTp8+jUgkwt3dnYiICHQ6nVDY++WXXwBYsWIF169fZ+zYsVy9epXIyEh+//13JkyYwMWLF5FKpSxdupT9+/fj5ubG3LlzqaysJC0tDXd3d37++We2b99OQUGBkNT0KdneeustFixY8B9i+pUrV3Ly5Em0Wi0BAQEMHDiQMWPGsGXLFj744APy8/OFeKqsrIxNmzbh6OjI0aNHhU5yQEAAt2/fpqSkhJEjR+Lt7c1vv/3G8ePH2bVrF+PGjWPv3r04Ozvj4+PDxYsXCQ0NJScnh4ULFyKRSMjOzsZoNKLRaJBIJAQHB2MwGHjw4AFr1qzh5s2bPH78mL///puNGzeSk5ODQqFg2LBh3L17lx9++IG1a9fy9ttv8/nnn9Pa2sqRI0eE4qeHhwcBAQEEBQUxdOhQvv76a06fPs2ECROIi4vDxcWFAwcO8NNPP7Fq1SpWr16Nq6sr3377LW1tbRw9epTDhw+TlZVFTk4Oc+bMISQkhIMHD2ZbLJbh/6e86f+N/7aOYWpqqgK4ZbFY3k1NTf0F2JuamvoXEAFct1gsy1JSUn5ISUl5CiASicKBFCAKOAMcT01N3ZWSkvKfZrJbt25NCQsLo6Ojg7Nnz2I0GpFKpXh5eVFcXIynpyeVlZWMGDGC2tpaFAoFXl5edHV1cfz4cZKSkjh79iwGg4G1a9dy9+5dbGxs0Gg02NvbIxKJhKpgQEAA0dHRmEwm1q9fz9OnT6mtreW3336js7MTg8FAXFwcV65c4cqVK5SUlJCQkCBIgBoaGoT3BwYG4unpCfybDPSXX34hKCiI2NhYQf6l1WopKioiKiqKV155RXCsixYtorW1FTs7O7y8vHB3dxc6P3l5eSxatAh7e3uio6MJCgqitbWV27dvY7FYaGhoYOLEidTW1pKdnU14eDiZmZkolUoAWltbkUqlvP/++5SWluLk5ERubi4tLS3IZDJBcjNu3Dhu375NYmIigwYN4scff6ShoYHly5dz9epVIYmQSCTs3r2bkydPCo7z0KFDzJ07Fzc3NxYvXsytW7eQy+VMmjSJ8vJy/Pz8UCgUBAQEkJ+fj16vJzMzE09PTwwGA4MGDaKsrIwBAwawf/9+tFotN27cIDw8nOHDh3PmzJbuCjMAACAASURBVBmSk5MpKSnh7t27qFQqtm/fzkcffUR3dzfTp0/nvffew9fXVwiUjEYjnp6eFBQUsHjxYjIzM6mtrRVkiN7e3jQ0NDB9+nQOHz4MwKpVqxg3bhwWi4Xhw4czdOhQpFIpN2/eZN++faSkpJCRkcH169cJCAgQOsj19fVs3boVgIcPH/Lw4UPi4+MB0Ov1BAcHc/36dfR6PTExMaSmphIbG0tLSwv379/Hx8eHQYMG4eHhQUFBAS4uLnh7e2OxWPj888+5d+8eVVVV/Pjjj3z22WdkZWVhb29PWVkZT58+JS4ujhs3bnDv3j3kcjkuLi6UlJQwYsQIjEYjLS0tNDU1kZ2dTXR0NJ2dnTg7O+Pp6YnFYsHZ2ZmSkhJqamqYNm0aarUalUpFZGQkJSUliMVizp07R3BwMK6urtjY2PDtt98SEBBAb28vISEhuLi44O/vz8mTJxk3bhyxsbGcOHGC559/nt7eXk6fPi1ImWpqalCpVHh5eaHX63FxceHvv/+moKCAgQMHsnLlSn799Vfc3d0JCQnh008/paqqiqCgIDw8PDCbzWRlZdHT04O9vT3nz5/ns88+IzMzE3d3d3Jzc3F0dKSmpoaJEyeSk5PDmjVraGlp4cKFCxw/fhyJREJoaCixsbEolUpGjRrF9u3bSUhIoK6ujtLSUurr67l37x4qlYrCwkLu3r1LVFQUjo6OnD17Vnht8eLFyGQyAgMDUSgUuLu7s3PnThobG+nq6qKuro4tW7bQ0NDA8OHDhQ65n58ff/zxB4mJiTg5OTFv3jxu3ryJv78/7u7uODk5MXDgQGpqakhMTEQul1NbW4udnR1hYWEcPHiQvLw8MjIyqK2txWw2097ejouLC3v27CE2Npbm5mauX7/OmjVruHHjBunp6ZjNZiIjI8nJyWHIkCHk5ORQUlIiSF2XLFmCwWDgwoULODs78+DBA2bMmMHp06cpKyvj8OHDHD9+nLa2No4dO4azszN2dnaUlpYK1VdbW1uhOPXbb79RXV1NcHAwN27cYM6cOTx48ICpU6cil8vJysrixx9/ZO7cuWzbtg2j0YiNjQ0jR44U/Fh6erogrW5tbWXDhg2IRCI6OzsxGo3cuXOHt956Cx8fH+bNm8fvv/+OXC4nNTWV3NxcVq1aRVpaGjqdjpycHF588UVKSkpwc3NDpVJx/vx5ABYvXsxrr71GXl4eCoWChoYGTCYTd+/epaysTOg493VE++Sv+/bto6KignHjxtHY2EhISIiQKDg7O3P58mX27NlDcXExPT09XLt2jaysLO7fv8+ePXv4+OOPGTVqFO3t7YwcOZKjR4/y/PPPc+7cOZqamnj48CFhYWGUl5czePBgMjMzsbGx4dq1ayiVSgYPHkxXVxddXV1cv36dR48eMW3aNM6fP8/UqVOZOnUqx48fJz4+Hm9vbw4dOsTAgQOJjo7m8uXLnDx5kkmTJnHo0CGsra3R6XSsXLmSiooKli1bhqurK83NzZw7d47GxkZ8fHzQ6XRYW1sLKpo+2X1+fj7Ozs4UFhZy5coVAgICsLOzIzk5GbPZTH5+PjKZjNjYWP7++2/c3NwIDQ2lsbGRadOmCZ3Y2NhYbt++zZw5cxg7dixhYWH88ccfJCUlkZeXh5eXF19//TVnz55FKpWyYcMGpk2bxunTp3Fzc6OkpISBAweiUCiIjY1l586ddHZ2Ultby6hRo3jnnXcoLS3lwYMHODg4oFariYmJ4ejRo4wcOZLp06djNpt58OABu3bt4rXXXuPEiRNERkZy48YN2tvbWbBgAe7u7vj6+lJQUMDDhw8JDAxk1qxZeHp6kpeXx8yZMwkMDMTZ2RmlUomzszO9vb08efKEqqoq8vLyyMzM5PTp0+Tl5XHkyBGhi9jT04O1tTWRkZGcPHmSlpYWgoKChPEBb29v6uvr0el0tLW1MWDAAOzs7IiKiqKuro7Y2FjKy8vZtGkTt2/f5v79+4IUuLCwkKdPn9LW1saSJUu4e/cuWq2WtLQ0fH19hcLNo0eP6OjoQCaTCYH6qVOn2L9/Px988AE7d+7kyy+/JDs7m6+//poNGzbw/vvvExAQQE5ODqWlpXz99deEh4dTUlJCfHw8ISEhFBUV8ffffwvy3A0bNgiy1D5Fiq2tLVlZWbzyyisUFBQwefJkampq0Gq19PT0CDLD8ePHo1QqWbt2LUVFRRiNRiQSieDXe3p6GD16NOfPn6exsRGtVktpaSltbW1s374dNzc3du7ciZubG5GRkWi1Wq5fv46zszOhoaGUl5eTnp7Os2fPWLFihVD8amho4N69e8ycOVPYJ5qbm/njjz/YuHEjN2/eFOTnH374IdevXxeKhtXV1Tg5OeHu7o6rqytXrlzhwoULzJo1i8bGRmpra/n888/Zt28fzc3NggS1urqaR48ece3aNfR6PfPmzaO2tpaLFy9SUVFBbm4umzdvZt++fahUKnbu3Imrqys///wzBw4cID4+HqlUyvnz54UYsqOjg6amJnp6ejCbzUycOBGRSIRGo8FisXDx4kWGDx/O5s2bCQkJQalUkpWVhVqtJjAwkLq6OqKjo/nhhx9Yvnw5L774IklJSSxdupTz58/j4eHBjBkzuH37NoMGDSIpKQmdTkd9fT2zZs3iww8/JCsrC4VCwbVr1/Dx8SE4OJigoCByc3NxcXFh5cqVvPHGG1y+fJmHDx/y8ssvU1xcTEVFhVAIv3jxoqBMa2pqIi4ujpaWFs6fP8/gwYMFKWpgYCBxcXE8e/aMuro6srOziY2NFbr8a9euZcuWLfz111+Ul5fz7rvvCrFsS0sLLS0tTJgwgR9++IElS5bw8ssvU1VVxZgxYzh9+jRjxoxBIpGwadMmNm3ahKurK62trUydOhWTycSjR4+YMmUKhw4dIjIyklOnTgmKwa+//pqjR4/S09ODr68vN2/erPv/0jH8b0sMU1JSdCkpKXX//rchNTX1OaAQ8AEMKSkpt/7396empv4DeGyxWP5OSUlpS01NnQo8TUlJqf7PfuOjjz5KSU5OBv5N5yuVSjEajRiNRkF/nZOTw8CBA8nIyEChUHDp0iVEIhERERE0NzcjkUhobW3l3r17TJ06lejoaBwdHSkrK2PQoEE4OjqSnp4uzKWoVCo+++wzrKys+O677wSd+r1792hpaUEulxMWFsby5cvRaDTMnTtXaDX3STT75Ek3b96koqKCiIgIWlpahFnI/Px81Go1JSUleHl5kZubS319PfX19Tg4OJCRkUFxcTFJSUkcOnSIrq4uHjx4gJWVFRUVFTx9+hR3d3cuXLhAfHy8MI+YkJBAS0sLHR0dREZGChXY2NhY8vPzkcvl+Pr68uOPPzJ06FB+++03Zs+ezV9//UVHRwe2trbs2LGDdevWIZfLeemll7h16xahoaFMmzaNnTt3MmHCBE6fPk1JSQlxcXEcOHCAiIgIBg8ezB9//MGQIUPIy8sTHN2tW7dITEzE2tqanp4eiouLmTNnDrm5ueTk5NDb28umTZu4c+cOarWau3fvEh0dja+vL1999RUqlYrGxkaioqJoaGjAxcWFmJgYAgMDBRnr4MGDOXfuHElJSYhEIp4+fcqUKVNQqVTU1dXh6upKdXW1MC/04MEDAJRKJYMGDSIzMxOz2UxjY6MQ9IwfP57U1FR6enqwsrIiKyuL5ORkPD09uXnzJuvXrxd05H0FC0dHR65cuSLMI/VJw6Kjo6moqODx48dcuHABKysrNm7cyNWrV2lqamLgwIGEh4dz48YNzGazIFW+c+cOQ4YMwcbGBovFws2bN9myZYsgB7l16xaNjY2cOXMGR0dHFixYwMmTJ4WO6Ntvvy10eMxmMwUFBUilUh4+fIhOp8Pe3p7w8HBhPur+/fuYzWZhJqIvINNoNHh7e3Ps2DFqamrYuHEjhw8fRq/Xk5GRwfTp05k/fz6BgYFCcLh//35hrs3b25uQkBA0Gg2lpaW4uLgQEBCATCbj8OHDrF+/ngMHDqDRaGhubmbOnDnU1tZy8+ZNlixZgqenJ48fP+bAgQNERUUxadIkfvrpJ2Ema/jw4YLUZfXq1ezevRtra2sKCgrw8/Pj8uXLxMbG4uzszJw5czh06BBWVlZYLBY2b96MyWTC2dkZg8HA2bNnWbFiBZ2dnTx58oSSkhKSkpJISkrCaDSiVqsZPHgwer2eyspKrl+/TlxcHLNnz2bhwoUcPHiQnp4eZsyYwcOHDyktLSUhIYGLFy8iFov5xz/+wY0bN2htbWXt2rV8//33WCwWMjIyWLZsGdevXxcCpPLycl5//XUyMjKE+Y7ExES++uor/vjjD0aMGEFXVxezZs3i0aNHHDlyhOvXr/Ps2TOuXr3KkiVL8PDwwGg0UldXh4eHB4cOHeKnn37i+eefF2RitbW1vPjii4SFhXHgwAFBJu3t7U1GRgZRUVEkJycLc28HDx5kzpw5JCUl4e7uzq5du7h37x6zZs1CIpEwbNgwoXs/dOhQ9u3bx7hx4zh27BibNm2isbGRK1euEBgYyIEDB1AoFKjVak6dOkVwcLAgTSooKODll1+mtrZWkIrPnz+fP//8k9zcXN58803OnTtHb28vd+/eJSQkROiOmM1m9u7di4ODAxEREQQFBfHNN9+gUqmoqKjg0qVL+Pv7U1BQQFNTEz4+Pvz5559otVpiY2MpKCggKysLLy8vTp48ydChQ/nzzz8xGo1UVlbS3d1NXl6eUGF/7bXXyMnJITAwUEjE+rpYNjY2bNiwgTNnznD+/HlCQ0MZMmQICxcu5Pjx42RmZhIfH4/JZOLDDz9kyZIlfPHFF2g0Go4ePQogFEIjIyMZOnQoU6ZMobGxkdOnT9PR0cEHH3zA8OHDUalUDBw4kE8//ZSSkhIiIyPx9vYWurkeHh58+umnWCwWysvLyc3Nxd7entjYWM6cOUNsbCypqamEh4dTVFQk+M6+ro+DgwMVFRXU19eTnJzMgwcPUCqVFBUV8f777wvFmcrKSkaOHImPj48w4xwfH09RUREhISGkpaVx4cIFxo4dy7Bhw2hra2PKlCmUl5fz5MkTysvLUSqV3Llzh3HjxpGWlkZtbS3btm2joqKC5uZmxo0bx7Vr19BqtUycOJGjR49y8+ZNLl26xA8//CDMw8+ZMwcXFxfu3r2LwWCgurqa2tpaYd48KSmJyZMnM2rUKFxcXDh27BgjRoygpKSEWbNmcf/+fX7++WdhHnn58uWUlJSwbds2rl+/LnRWsrKy8PT05NChQ4wcOZKrV69SVlbGw4cPmT17NmfPnuWvv/7Czc0NGxsb1q9fz9q1a7l58yahoaEEBweTlpZGe3s7vb29mEwmYmNjmT59OpcuXRK60nl5eSxfvpxPP/2UhIQE0tLS+Oabbzhw4ADOzs7Ex8fzyiuvcPr0aUJCQpDL5bzyyiu89NJLFBcXc+/ePYKCgtDpdNy5cwe5XM6wYcOAfyseP/fcc9jY2LB06VI2b97M1atXha5OX8HVz8+P33//XUhGMjIy2Lt3L3K5nLNnzzJz5kxWrVpFQUEBGo2GOXPm0NLSQnt7O8XFxfj7+1NYWCjMIufk5NDZ2UlGRgbp6em88cYbeHh4cO/ePf7xj38wYMAAHj16xObNm5k/fz4pKSkYDAa2bNnC119/jZWVFSUlJdjY2NDc3Mzbb7/NyZMnSUtLIzg4mDfffJNXX32VlStXEhERwR9//IGNjQ1dXV2sW7eO8+fPk5CQwMOHDxGLxbzyyiuEhoZy8eJFTCYTK1asoKCggMDAQCoqKoiKimLt2rUUFxeTkJDAxo0baWtrIzIyUugYVlZWsnr1an799VdmzJghPHuhu7ub3377jVOnTpGWloafnx82Nja8+uqrHDx4kLS0NEQiEUqlUpjPnjJlCjNmzADg5s2bODo64uHhQWlpKb29vQwYMICKigry8/OJiYnh6dOnPHjwABcXF/R6PSEhIXh6elJcXExERASXL1+msrIStVqNn58fc+fOxWAwMGbMGMaPH09eXh46nQ4XFxcSEhLQ6/Xcv3+fV199FV9fX8LCwrhz5w7r16/Hzc2Nuro6LBYLQUFBJCYmYjQa6e7upry8nJ9++gkPDw8iIiLIy8sTRmeuXbvG8uXL+f7777l27RrLli3jiy++4O7du8ydO5eVK1cKCio/Pz+OHTtGaWkpjx8/5syZMwDs37+fqqoqOjs72bNnjyC5HjRoEG1tbTQ2NmJtbU1ERAQ+Pj6kp6fz559/cubMGWJiYrhz5w4vv/wyDQ0N+Pj48N5779HT0yMUP9LS0njy5AmZmZl88MEHlJSUcPbsWbZu3Up1dTVnz55l6dKlHDhwgPHjx9Pa2srLL7+Mv78/9+7dY8iQIRw9epQtW7bg7OxMWVkZv/76KzExMezbtw9HR0du377NrVu3GDJkCPfu3ePLL79k+PDhrFmzhiFDhvD888+TnJzMV199BfB/d2L4vyMSifyAd4CtwEhgdWpq6oupqakjUlNTr6ekpHSnpqYuBPJTUlLyAFJTU5OBhpSUlPz/7Hs///zzFI1Gg9ls5tmzZyiVSvR6PXZ2dkRERPDgwQOio6Oxs7PDYrGQkJCAwWBg2LBh2NvbC8PDMpmMRYsWcfDgQR48eICzszMqlYqamhqh4p6QkEB+fj4SiYTVq1cjEonIzc0lMDAQjUaDSCTCycmJmJgY4SEQubm5lJaWYjKZqK6uxsbGhhMnTgizMQqFgmXLlvHrr78ikUiYOHEiu3fvZsqUKVy4cIH58+dTXV2NTCYjPT2dwMBAfv/9d2bMmIG/vz/FxcXY2toSEhKCyWTC398fBwcHoTrm4uJCWVkZt2/fxtfXlwEDBmCxWPDx8eHhw4fcuXOHoqIiuru7SUhIwNPTk8LCQry8vPDx8WHgwIEolUph5qG+vp7q6moKCgro7Ozk3LlzuLq6UlxczNGjR4mMjOTjjz+moqICOzs7/v77b9zd3dFqtRw+fBh/f3/c3NzQarUsXryYzz77jIULF3L48GF0Op1wn6ZNm8bu3bspLy/HaDSSnZ0tJCStra288MILbN++ncTERNzc3LC1tRWqon1zEH1yPKPRyJ49e9i0aRM2NjbC5lBZWSlIS3p7ewkICODjjz/m1Vdf5ZNPPqGxsZENGzYQGhoKQGFhIb29vQwePJhBgwZhY2ODh4cHy5YtY+/evbi4uJCcnIxOpxMc7JUrV5g4cSIFBQW4u7vj4ODA3bt3EYvFpKWlER0dTWlpqdCdTU9P55dffkEikZCfn09paSmJiYnCA3mePXtGUlIS9vb2wsxIX4eztbWV2tpaBgwYQEhICBcuXOD+/ft88sknBAcHCwFaX+K0fPlyzp07x5kzZ9BqtZSUlBAeHs6LL74oDKCPHj0aHx8f0tLS8PLyoqenh/r6ekJCQoSHCz158gT4t4fBFBYWMmnSJI4dO4ZUKiU6OlqQ+p4/f564uDgaGxuJiIigra2NmJgYXn75ZTQaDWfOnKG+vl4YlH/ppZf4/vvv2blzJwcPHiQyMhKRSISLi4vQRRg2bBjffvstOp2OESNGcPv2bSZMmMC5c+fYuHEjBw8exGw2M2bMGG7evEldXR22trZcvHiRbdu2kZmZycOHDzGZTLS2tnLr1i2uXbuGWq2mubkZnU5HRESEIG2trq5Go9Fw8uRJRCKRICMLCwvj5MmThIWFIZfL+fXXX/lf/+t/cfXqVZqbmwWZtl6vp6enB4PBwKNHj7C3tyc5OZmMjAzCw8OFALpPptfZ2Ul3d7fwgIT29nZh3rCvq5adnU1QUBAHDx4UZldkMhnOzs60tbWRnp7O+fPnWb16Nenp6fT09HD27FleeOEFWltbeffddzl58iRqtZo333yT1atX8+TJE+bNm8f48ePZvXs3GRkZBAUFYbFYuHPnDnZ2dqjVatzc3MjPz8fKyoorV64QHR2NXC5n6dKl/PXXX2RmZtLT08OgQYOE4kHfQywuXryIk5MTISEhNDU1CWqOX375BZPJxNKlS3F0dCQoKAiz2YyVlRVBQUFCQNM3D9UnV3/48CFdXV3s3r2boUOHsmHDBj766CPWrVvHkydPWLRoERaLhcmTJ7NmzRpSU1O5ePEiX331Fe3t7cJsilqtJicnh+TkZGFdenl5UVJSgkgkwsrKCltbWwoLC8nLy6O+vp66ujqhe+Dg4MCmTZvIzMwkKSmJ9vZ2vvvuO9544w1hLrnv3mZlZbFy5UqGDx9Obm4uT58+paOjg02bNvH222/z6quv4uDggEajYdasWURERODu7s7u3bv55JNPhM7Jt99+K3QR8/Ly6O7uJj8/H5VKRVRUFHZ2dmg0GkE2WlZWxo0bN7h48SIymUxIfMvKyrh27Rrvvvsuq1atoq2tja6uLl5//XXhwSEuLi5ERUXx888/Y7FYuHLlCnv27KGlpQWTycSFCxeEkYb6+npqa2uFmdiSkhIOHz5MamoqFRUVdHd3c/PmTRwcHHjjjTfw9/fn8ePH3Lhxg9GjRwt2bzQaOX78OBUVFTQ1NTF8+HCsra2JjY1l8ODBNDY2CrNv33zzDXV1dfj5/T/UvVdUlufatnsgTXrvSBOQqjQpAiIiqIm992hQoybRqCnOtAnTaEw+TXSmGDtiwYooKCAgKIIgSO+9S+8ICMLayOQe/7/GGt8aY23841vZRIPtfZ/3vq/rOI/TBCUlJWRlZfH09OT8+fP8+OOPaGhoICEhIXB+fX190tPTGR8fx8bGRnxmmpmZsXbtWgIDA6mqqiIzM1Ng1+np6VRXV+Pn54ezszMKCgpYWVmRnZ3NvHnzaG9vJzw8nISEBAoLC7G1tUVaWho9PT0GBwfx9fUVEraJge2vv/7K7t27GRsbEwOlc+fO8dlnn1FfX8/OnTuZMmUK9vb2ZGdns3r1as6ePYuvry8ZGRmsW7eOo0ePsmLFCr766isWLFiAk5MTmzdvxtDQkNDQULy8vITc6eTJk2RlZfHmzRtqamqQlpZm8eLFjIyM4O/vz7fffsucOXOQl5dHUVGRLVu2kJCQgLKyMmlpaWRmZnL06FECAgKE0GTiLLBkyRIuX75McHCwyBi2trZiaGhIXV0d33zzDVlZWUybNo3ff/+djRs3kpubS25uLps2bSI9PZ2ioiIh1pk1axb9/f0cO3aMWbNmsWfPHnFJ9/X15cSJE+jr69PS0kJubi7Hjx9n8eLFSEtLi0vMt99+S3FxMT4+PnR1dfHPf/6TXbt24ebmBkBUVBQbNmzA0NAQWVlZMjMzmTlzJt3d3Vy/fh0tLS1mzJhBQ0MDmpqalJeXMzo6Sl5eHjIyMqxYsQJJSUny8vKYO3cut27dQktLi7i4OJqbm9HV1cXf3x9XV1cKCwuxsrLCxcWFSZMmsWXLFhITE7l69SpVVVWUlZWxfft2SkpKsLe3Jzk5GX19fbHFDgoKIjg4mO+++46//vqL/fv3U1FRwZYtW+jv72fXrl3MmDFDDPiTkpLQ1tbG0tISRUVF4Zjo7OzEwcGBmpoa8V6ZNm0aubm5bN68mfb2dlpaWqisrBTxkFu3biErK4umpiYKCgr09vYCsGvXLlJSUnj48CF+fn64uLhw8uRJVFVVef78OWpqamhqamJtbc3Ro0eZNGkSpaWlVFZWAoghj7S0NCtWrCA6OprZs2dz/PhxfHx8+PPPPzlx4gReXl5kZWVhY2PDhQsX8PT0pKOjg+rqapSVldm8eTOpqalMmTKF999/n507dzI0NERjYyN+fn5ISkoydepUccYbHx/Hzc0NCwsLTE1NSUhIoLGxkalTp9LY2MjatWvp6Oigo6MDb29vzp49S0xMDAoKCmhqahIbG8vw8DDBwcE8fPiQpUuXcv78eQIDAxkbG8PFxYU1a9YwMDBAT0+P8F/s27cPFRUVFBQU+P7776moqKC0tBRbW1v09fXFhrS/v58zZ84wdepUMjMzqampYd++fdy+fRs1NTVycnJQVFQkKioKZ2dnGhoa/v9xMZSQkFAEooFvxsfHc4KDg4uBY8BfwExgZVBQ0P3/bAgb/peL4VL+3hgW/9++387g4OAzwcHBOydNmqQ/sbadmDwuXryYpqYm+vv7KSkpITQ0lJCQEKSlpXn58iV+fn7U1tby5MkT6urqcHJyws7OTpgwJzIMWVlZaGtr09PTI2xfEhISzJw5k7i4OLS1tbl9+zZpaWkC2ZxAOiYOa/Hx8XzwwQd0dXWhpaWFt7c3P//8Mzk5Oaxdu5bExETi4uJwdXWluLiYzs5OXFxcSEhIwNzcHE1NTVRVVRkaGqKyspK6ujrgb4vUy5cvxYpaRkYGaWlpurq6aGxsZO7cuZSXl+Pv7y9ySsnJyQwMDAjz12effcaDBw9wc3PDy8uL7u5usrKy+Pjjj5k1axZHjhxhbGyMqVOnEh0dTVNTE/PmzWN4eBgLCwv09fWF8MfR0ZGBgQEKCgpobm4mJycHLS0tvv/+e1JTUyksLMTT05PR0VGmTp3KjBkzOH78OOrq6mRkZPDPf/4T+HvSpampydmzZ5kxYwaGhoYoKCjw/vvvk5eXh46ODlVVVQK5+PLLLzl06BCGhoZIS0ujr6+PtLQ0N27cQFJSUhhnJSQkKC4u5vXr10Jaoq6uTnR0NCtWrEBNTU0gCb6+voSHhzM2NkZLSws///wzxsbGAhW2srIiLS2N4eFhkpKSKC0tZdmyZejo6JCfn09BQQGJiYmkpaVx+fJlvv76a3bu3ElkZCSbN2+mpaVF5CHz8/PF4WDy5MlISUlhYGAghgwTKPScOXPIz8/H2NiY9PR0CgsLaWpqYmhoCB8fH3JzczE2NkZCQgJFRUUR5v/iiy94/vw5MTEx+Pr6cuXKFaysrKivryc3N5eUlBSsra2ZMWMGVlZWVFVVUVhYyMjICLNnz+bs2bOoq6sjJSXF06dPOQzC1QAAIABJREFUqaysZGxsjEOHDvHXX39x4MABkpKSsLOz4927d+jr61NeXs7du3eJjY1l3bp1JCYmsmnTJvT09Lh37x6jo6O4urqirq7O27dvSUlJ4c8//yQyMpKsrCzu3r2LpaWluIg2NDTw7t074uPjMTMzQ05OTog1DAwM6O/vp6CgABcXF5ydnTl79iwffvghvb29jI+PM2vWLDo6OoQ1r6+vj5qaGurq6hgdHUVVVRUFBQWxOV66dKkw5DU0NPD48WOePXvG6OgoXV1dTJkyRSBTioqKFBcXU1VVhYaGBnfv3mV0dJQFCxZw5coVPv/8c+7fv4+Ojg4zZ86kvLycxsZGkc9saGhAWlqap0+fYmJiQl5eHvv376exsZFLly6RkZFBfn4+AwMDwjb80UcfUV5eztatW3n06BGJiYkoKytjZWXF8PAwr169Ys6cObi6uvLmzRsWLlxIZmYmXV1dKCsrc/HiRTQ1NZGSkuLhw4cCt/vll19obW0lLCwMb29vOjo6yMrKwsrKiuLiYpqbm8U01tramsLCQt68eYOnpyfm5uYEBgaSm5vLzZs3qaysJCAgAA0NDfT19WlqaqK3txdZWVlhd+zv78fGxoacnBx0dXXR0tIiNTUVf39/HB0defv2LTU1NUhJSZGZmUlLSwuOjo6sW7cOLS0trK2tKS4u5saNG8LgaWRkhKamJtXV1Zw+fRpfX1/a29t58eKF2AgYGRkxMDBAdHQ0ly9fxsHBAUVFRTZt2kRcXBwDAwNCnKSrq0tdXR0DAwOoqqqyfv16Xrx4gb+/PxkZGXh7ewub8+DgIBcvXsTd3R05OTlsbW1pbm5GR0eH6upqqqqqBBI8IbfQ19fn/PnzTJ06FVlZWZEB8vDwoLy8nOPHj1NQUMAvv/xCc3MzJ06cYNeuXbx48YLnz59jbm5OcnIy169fZ+rUqcJ+nZWVJUyB9+/f5+eff+bo0aOoqanh4eHBRx999L9loDIyMvjss8/o7+9nz549REZGkpCQgJaWFjExMaSmpnL16lVKSkpQVlYmNzcXT09P5OXlmTVrFufOnaOqqooNGzbg4ODAo0eP8Pb2JjMzU4ix3r17h729PfLy8mIA1NnZiZeXFz/++COFhYUcO3aMgYEBmpqasLGxobGxER8fH0JCQpgzZw4SEhI0NTWJ91xzczPR0dHi8Hb27Fmampo4ePAg2dnZjI6OEhERIYZo2dnZXLlyBVVVVdLS0pg3bx6TJk2ivLwcU1NTdHR0OHXqFGvWrBFGydTUVMLCwjAyMhL58xkzZrB8+XJ0dHQ4cOAAjo6O1NbWUlBQQGZmJs3NzezatYvExEScnZ1RVVXFysoKIyMjLl26xOjoqMA6dXV1kZCQEFTTnj17yMzMZMOGDdTW1ophkZ2dHZcvXyY8PJy1a9eiq6tLSUmJIExu3boFIPJw69at4+XLl+IwP3GZrqurY9q0adTX19PX18eePXuorq7m+vXr2NnZkZ2dTWxsLOPj40RERIitxqVLl3BxccHHxwdlZWX6+voYHR3l2bNnbN68mT///FPIoR4/fiwInqlTp3L58mVxzvjuu++4desWT548YePGjQJHvH//Po2NjUyfPp1NmzYRGRnJ/v37ycrK4vHjxzg4OKCnp0dOTg7btm1j27ZtlJaWUlpayrp165CWliYpKYnFixejqamJnJwcHR0dnDp1ioaGBtLT03F3d0dfX5+2tjZ++eUX3N3dSUtLw9XVlSdPnpCRkUFNTQ137twRJE1gYCDR0dEsW7aMzs5OFi1axLFjxwRenpiYKH5fE8NDPT09Dhw4QENDA8nJycyYMYPBwUGSk5NpbGzEy8uLkJAQ8vPzCQgIYPv27Zw6dYrMzEwKCgrYunUr+/btw8PDg9bWVgICApCTk6OoqIjQ0FBmzJjB6Ogo9+/fR1dXl6dPnxIdHU1NTQ3e3t5ERERw5coVfH19SUpKwsfHh/LyclxdXVFRUSE9PV2IeZqbm+nq6mLu3LnU1NQQHx/P27dvWbFiBadPn8bGxkZYatesWSMM/oqKiqxatQolJSWqqqp4+fIlFRUVLFmyhD///JOqqirx9+vu7k5gYCBhYWGkpaXx+++/Y2RkJERRfX19bN68mdbWVt68ecOTJ084cuQImZmZqKur09HRwfXr15GVleXRo0e4urpSUlLCzp07iYqKQlZWFltbW1RUVMjOzsbX15dff/1VDNlrampobGzEyMiIoqIicbZSVlZGVVWVsrIyenp6kJaWJjIykuzsbHJycrCwsODXX38lLS1N+Bg+//xzFBQUWLhwIcePHyc6Opr79+8THx/PDz/8QH9/P9nZ2RQWFpKRkcHIyAhHjx4VsjgNDQ28vb2xtrbm6tWrLFu2jLdv3xIWFkZiYiL9/f1ER0cjJSWFu7s76enphISEICkpyYsXLzAyMsLIyAhTU1OcnZ35+uuvOXnyJA4ODujo6FBQUPD/6WL4f0w+AyAhISENRAGx4+Pjv/w//LgJEDU+Pm73H/EM4+PjP/7nx2KBoPHx8Rf/zfcfV1NTQ1ZWloCAAEJDQ1m9ejVmZmbk5eXR2toqPtwAVq1ahaSkJIODgzx48EDohc3MzHB0dBRa8ICAAHbs2MG6desoKChAVVVVMOaWlpZ0dHRgZ2fHq1ev2LRpE7/++it6enq4u7tz9uxZ3NzchN57//797Nu3T1hO3d3d6erqIikpCYD169fz5MkTAgICaGtrIzk5GQ0NDd577z0aGxtJS0vDwMAAb29voWV++fIlS5cuJSoqCisrK5KSkpCTk8PX15fExEQkJCTo7OwUuNfIyAi5ubm4u7vT29srlM1ubm4ChTU2NiYqKoqcnBycnJxwcHAgOzubrKwsnJ2dhd68r6+PXbt2UV1dTV5eHmVlZejo6FBRUUFAQACtra24u7uTl5eHj4+PeJh+8cUXfPPNN7x9+5Zz584xOjrKyMgI7u7uxMTEUFtbC8CcOXPE5mlwcJDCwkJsbGwE0gR/K8zT0tKQkZERWzdbW1tWrlxJW1sbFy9exNvbmydPntDe3s5nn31GSkoKbW1tNDQ0iOC4hoYG06dPp7W1lYaGBkpKSjA1NRV2Lz09PWGjlJOTo7GxEQ8PD2bMmEFubi6SkpJUVlaK183r169xd3cXyGRycjILFy5kbGyM+Ph4FBUVWbRoEbGxsTQ0NNDQ8DclHRQURFBQEDY2NpiamjI8PIyDgwPq6ur861//4r/+67/Iy8sT07mBgQH8/f3Jycmhu7uboqIi8XedlJSEvb29qJtwc3Ojt7cXBQUFlJWV8fX15ciRI2hoaNDe3o6DgwPXrl0T6NqFCxdYvHgxUlJSPHv2DC8vL6qqqrh79y56enr4+PiIi2x6ejpSUlIYGxtTUVHB7NmzqampoaWlhaKiInx9famursbW1pacnBx27tzJzz//zCeffEJmZiampqacP3+ejz76CGVlZRQVFYmLi2NoaIgdO3bw5MkTjIyMCA8PZ8uWLdjZ2bFy5UoWLFhAbGws06ZNQ1tbW+CaaWlpWFlZMTQ0hKWlpVCne3l5kZycTEdHh6ABysvL8fX15caNG+zbtw9lZWXq6+vJzs4WRr2JTXBJSQk+Pj5Cqw1QUFAAwObNm2lubmbHjh3cv38fIyMj6urquHbtmhC86Ojo4OTkRHR0NLa2thQWFqKhocGUKVNwd3enqKhIbBXCwsJYt24dFRUV6Ovr09fXJ1T3nZ2dPHv2DGNjY1avXs2zZ89oaGhg5syZlJaWMj4+zsqVK+nv7ychIYGEhARMTEywtLSkpaUFS0tLAgMDqays5IcffuCvv/5i586dtLS04Ofnh7a2NoaGhoSEhHDgwAGRk12+fDl+fn7U1NTg5eXFuXPn+O677zh06BDKysr89NNPDA4OcvXqVfbs2SMkLrq6usLu2tjYKGo4zM3NAUSdRWdnJ3PmzOHPP/9ESkpKVBpMnjyZqKgozM3NhcW3tbWVtLQ0Fi5cSHJyMkeOHKGzs5PLly/j6OiIrKwsK1eu5OrVq8ybN09QEZmZmbi4uIjXzOjoKD09PWRmZhIYGMjBgwdJTk7mvffew97entTUVAwNDXn9+jWHDx8G4OLFi6xevZoff/wRgEWLFpGYmEhlZSXr1q0T1RkKCgqkp6djYWFBS0uLwOjv379PcHAw3d3dwj539epVMaBpaWlh+fLllJeXExERgba2NvLy8mhra/Py5UvU1dUZHh5m0aJF5OTksGnTJq5evcr333/Pxo0bAfD39+fixYtMmTKFL7/8kps3bxIWFsaLFy+QlpYWmfH333+fPXv24Ovry5o1awRJkZiYKDJZEwMEV1dXrl27hpOTE62trZSWlmJtbc3Y2BhmZmZ0d3djYmICQFhYGEuWLCE0NJT333+fBw8esHv3bkpKSigpKeH169fs3r2bx48fs3HjRnJyctDQ0OD69ev4+voKSZOjoyPt7e28fv2aDRs2UFBQwIMHD9DR0cHBwQErKyuByO/Zs4fr169z6tQpVq1axcuXL4XQzM7OjilTpvDNN9+Qk5PD3LlzmTVrFlFRUURGRvLhhx8iIyNDY2MjAPPmzSM+Pp5Dhw5x7Ngx9u/fT05ODl1dXXh4eHDnzh3mzJnD7du32bt3L83NzTg4OPD111+zbt06MWSYyJ5u27aN7u5uXFxcCAoKQk9Pjz179oit4wRdY2dnx+vXr1FTUyMpKYmVK1eya9cuVq1axUcffcSlS5cEiujp6cm///1vVq9ezfz58zl9+jQ9PT3CBDl79mwxZFBTU2Pq1KniNdfX10daWpogBZSVlTl06BDbt2/nu+++E5h6aGgoPj4+qKqqcufOHWFKtrKyIjU1lQMHDtDR0UFqaqoYWiYlJYmoSFhYGKtXr8bNzQ1dXV3U1dX58MMPefToEX/88Qc+Pj48ffpUVC719PSwa9cumpubiYiIQEJCAmdnZyZPnoy6ujpmZmacPHmSgIAALC0tefbsGSYmJjx48ID169cTFRWFuro60tLSVFRUsH//frKzs0lKSmLjxo1MnjyZ58+fMzIyIgY//f39VFZWsnPnTm7duiWcDf7+/nz55Zd89dVXDA0NUVVVRWRkJH5+ftjY2HDjxg1Bis2fP5/m5mbu3r3L0qVL6enpIScnR1SdfPXVV4SHh4taoOHhYXGW6enpQUVFBT09PYqLi5GQkCA9PR19fX02bdqEkpIS6urqpKWlMTQ0xIYNG6iqqhJntwlXgZ+fH83NzVhYWDBt2jTi4uKYP38+Fy9epKWlRZyXbWxshJDss88+Q0NDgytXrvDBBx8I4iMuLk4MmNLS0nByciIyMlJgysXFxSgoKAiSYWLjB3/L+err64XFdkLa9f3337N3715RvWVhYcEvv/zC6Ogou3btEplXXV1d2tvbiYiIQFNTE3d3dyoqKujv7+f+/fvk5eVx6tQpiouLsbe3F3iqmZkZNjY2lJeXo6SkxIMHD8Sz0MXFBX19fSIjI3n8+DEAXl5ezJ8/n4iICExMTLh79y47duwgIiJC4MuHDh2isrKSW7dusWrVKl69ekVNTQ0mJibs2rWLO3fuMGXKFNavX09HRweNjY388MMPyMjI4OHhIS6ourq6jI6OcunSJaysrJg8eTKvXr1i27ZthISEICcnh6ysLOnp6cLQOxHZ0tPT4+TJkzx+/JiFCxeyfPlyYT7ftm0bfn5+zJw5k3fv3nHt2rUJhP9/tnxG4u/iqktA/fj4+D//l6/rBQUF9QMEBwdvA2SCgoLuBAcHdwH/DA4OvhQcHGwE7AcO/XfymaNHjwbJyMiI/iVVVVXKy8sxMzOjs7OTwsJCurq6sLGxoaGhQchMioqKRE6jr6+P+Ph4Dhw4gIqKCqdOnUJHR4fi4mJxeJ64SO3cuZPe3l6Ki4vR0tLC3Nyc0NBQli9fjoqKCvHx8Zw9e5bdu3eTn5/PsmXL+Omnn1BTU2PLli2oqamRmpoq8l7e3t68ePGCRYsW4e7ujomJidhwJSQkCOHMnDlz0NPT48GDBwwMDGBqakpbWxtlZWXi4J2UlMSkSZPw9vamqKgIb29vhoeH8fLyoqOjg4SEBPbs2YO3t7cQEGRnZ2NnZ8dvv/1GbW0tra2t6OnpIScnJzrJPDw8SEtLIzc3VyBdkZGRODo6imC+gYEBM2bMoKamBjs7O2JjY5k1axYAERERYqqTm5sr8msTl4zx8XGWLVuGkZERfn5+WFhYUFNTg4WFBfn5+eLfJSwsDCkpKWxtbUlNTWXz5s309vaKh0NfXx83btwgNTWVr776CmNjY1RVVeno6BCGqgULFmBqaoqHhweWlpbk5OSQnp4u8oGlpaXIyMigp6fHyMgIqqqqaGtrY2pqipmZGdra2sjIyPD8+XM6OzuFBXFCVLFt2zZ0dHRQVVUlPDxcmCDT09Npbm6murqad+/e0dTUxOrVq1FVVaWzs1NkYJSUlOjp6UFBQUEYKjds2EBeXh55eXksXLgQR0dHobb28PAgIiKC7u5useHz8fHh8ePHXL16lc8++4xjx44xb948bt68ydKlS9m2bRtNTU1Mnz4dAwMDMjIyUFFREZNUgICAAC5dukRPTw+9vb2YmJigrKwsEJkJXHoCJSkuLubjjz9GTU2NwcFBxsbG0NLSQk1NDVNTU54/f84//vEPDh06JLo2CwoKGB0dxdDQkPv377Nu3TqKi4tRVVUlOjqa9PR0TE1NCQ0NZd68eeTn53Pz5k2UlJTw9fXl448/Rk9Pj7a2Ntrb2+nt7WX37t0YGBgQHx9PZWUldnZ2yMnJ0dvbK9T5FhYWVFVV8dFHH5Gfn4+vry/l5eXifRkXF8fatWuJiori+PHjjI+P4+zsTE1NDZaWluTm5jJ37lysrKyEKKqxsREpKSnS0tJISUkREoysrCzc3d1FL5qamhry8vLMmzeP8vJyli5dSkxMjNhu9Pb2UlVVxcjICJWVldjb25OQkMDTp0/JzMwUFuLS0lIkJSWxt7dndHSUq1evCvQ5IiICBQUFwsLCmDdvHkNDQ5w5c4YzZ87Q0NDA06dPKSwsZM+ePdy9e1fkabW1tcVwZKIWpbOzk7KyMkpKSujq6mLRokXExMQwb948tLW1cXJyoqOjg7i4OGxtbQkPDycqKgoVFRXef/99fvvtN/bs2cOWLVu4cOECGzduZGBggLy8PAwMDBgdHaW5uZnc3FySk5NRU1MjJSWFOXPmAPDgwQO++uorMYQzNDRER0cHNzc35OTkWLx4sch52NjYCCOtvb09w8PDnDx5Ek9PT5FFmpAktbW1UVlZSVdXF6ampnR2dmJkZERtbS0uLi50d3fj4eFBSkoKbm5ulJaWcvXqVQ4ePEhwcDCHDx8mMTGRsrIyNm3axK1bt8jJycHf3x8NDQ1SU1Nxdnbm22+/5dq1a0yZMoWxsTExIOns7CQvL4/8/Hz8/PxQU1Ojr68Pa2tr9PX1iYuLE/2AMjIy4rNGQUGBmpoaQUC0traioqJCREQEPT09rFu3Tmz2y8rKUFVVxcTEhBcvXhAZGYm8vDy3b99m8eLFhIaG0tTU9L/19U0Mel68eEFbWxvvvfceDx8+RFJSEnd3d0xNTZk5cyaSkpKMj4+LChl3d3dhJ54wi/r7+1NeXk5PT494L9fW1jJt2jRcXFxwcXEhLCyM8vJyJk+ezPTp04XtMiMjA1tbW3R1dcVBv6amBmVlZfH7XL58ucCpBgcH0dDQID09nZaWFg4ePEhISAirV69GRkaGOXPmEBoayunTp6mtrRW4uJycHHJycri7u/Py5UuWL19OYWEh9vb25OTkYGZmJigIIyMjlJSUWLduHampqdTV1WFqasqmTZtQUVGhtrYWdXV1SkpKaG1t5enTp3h5eeHt7c39+/fR1NRk2rRpSEpK0tPTw927d5k8eTIqKir09fUREBBAfn4+69evF5bNH374gffee4/s7GwqKipEbqq4uJh3796JjXBlZSWysrJ8+umnPHv2DG9vb/Ly8kR1w9SpU9HU1MTIyIjOzk6WL19OZWWlOCdMyHl+//13iouLKSwspLOzk6NHjyIpKYmRkREaGhqUl5dTVlZGcXExP//8My0tLYSHhwskd2xsjA0bNhAXF0dISAgPHjwQ2836+noKCgr4/fff2b17N6GhoaSmpvL7778LMdgEVjxR95KcnIyMjAxFRUUUFRVhbm5OUVERT5484fTp0yQnJ/PFF1+QlpYmbMUTdQQXLlygoqKCI0eOcPLkScrKynjz5o3Ivi5cuFBEHhwcHHBzc+PBgwcCFTY2NmbNmjVERkYKgY2TkxMXL17Ex8eHpKQkVq9ejYeHh7A99/b2kp6eLgbU2tra1NbW0tbWRm9vL0uWLMHV1ZUpU6ZQU1PDqlWrRH5969at+Pv7849//IMTJ07wySefUFhYyKxZsygqKmLu3LmCAggPD+fJkyc4Ozszf/58DA0NxXM5KyuLxMREFixYgKurKzU1NTx69Ihr167h4+NDUVERy5cvJysri7CwMG7cuMHly5dFd/ZEPnH16tXExcURExNDbm4u+fn5ZGRkMDY2xuvXr/H29iY5OZnQ0FAyMjI4ePCgMLY+e/ZM1GDMmjWLXbt24e7ujry8PLdu3SIlJQULCwsMDAx4+PAheXl56Orqcu/ePbZs2SJiI83NzWhqapKfn4+HhwcvX77EwsKCrVu3EhoaKl7LkZGR5Obm8vnnn3PlyhX09fX56KOP8PT0JCcnh/DwcCF3nHCKPHr0CEtLS/T19TEyMuLJkyd4e3tz8+ZNKioqsLCw4NGjR5w7d47x8XGMjY3x8PCgrKyMzs5ORkZGyMrK4sqVKxw/fpyEhAR+/PFHDA0N+eCDD2hra+P169c8ePAAS0tLtmzZwvXr1xkYGODrr7+moqKCwMBAsQV8+fIlkydPZvny5axZs4affvqJnp4ewsPDgb+7pQsKCjhz5gz19fX4+flRVVVFXV0djx49EoPk1tbW/9koaXBwsBdwElAIDg7+KDg4eFdwcHAdcCA4OPhfwcHBuwE14JP/iGragoODNYDzwAb+rqso++9+jZMnTwZNKIyXLVvGnTt3WL58OY8fPyYzMxMbGxtcXV3p7Oxk6tSp1NbWMjIywuHDhxkbGxN88OTJk5GUlCQmJkb0Cw4ODjI8PExJSQmLFi3C29ubhIQE+vr6aGxsFJUAE9KOnTt3kpqaKvJEEx/2E3UVExkYbW1tvL29SUlJYcqUKTx+/FggddevX0dHR4fGxka0tLR49eqVqLdoaGhg4cKFeHp68vbtWwoLC/Hz88Pc3Fyw7lu2bOH58+dCTjI8PMzdu3dFyWpLSwtycnIMDQ3R09PD3LlzaWxsJDc3lylTplBRUSHyJtHR0SgpKaGnp4eysrIweq1evZr8/HyKi4tFVjM2Npa2tjYMDQ1xc3Ojra0Na2trzpw5w8jICO3t7bS3tyMtLY29vb14QFdVVdHS0kJpaSkDAwOEhIRgbW0tkAoZGRmePXsmrIFycnLMmDGD3t5enj9/zo4dO5CUlMTf35/x8XHef/99zMzMKCgo4NWrV8KU5uzsLC4XmZmZPHjwgMTERHR1dXF1dcXW1hYLCwtiYmLYtm0bt27dQk1NjfHxcXbt2iUuMRMaYxkZGdGVJCEhQVVVFUeOHOHYsWNIS0sLM6SxsTHNzc0YGhrS0tKCh4cHBgYGopcnPz+f7u5uAgICxORLR0cHOzs7GhoaUFNTo7+/n6ioKLZu3UpQUJDAeMfGxqivr2f+/PnU1NSQkJCAqakps2fP5rfffmPdunVCyf/06VPef/99cnJyMDIyYsWKFVy5ckUIMXbs2EFWVpY4VBQWFqKoqMj06dMZGhqiu7ubhw8f4u/vj5mZGZ988glnz/797HFwcGDu3LlcvXqVkZERZGRkaG5uFmruia39hEV3ostRUVGR5uZm5OTk0NLSoq6ujtLSUiE36OnpEaronp4etLS0aG1tJTg4mFu3bokDsKKiIg4ODnzwwQc8evQIRUVF1NXVUVVVZenSpSQkJPDBBx9QVVWFvLw8z58/5/Dhw0KwMSGsmujGzM7OxsnJCYCOjg5RNq6uro68vDxKSkooKirS1NSEp6enOIR3d3eLrfLEBmPJkiXEx8eL17uEhASxsbHcuHGDFStWMGnSJB49eoSenp7YYMrLy/P27Vvk5eVJSUnBwMAAHx8f9PX1RWXLRP+dl5eXsEuuXr2aqqoqcnJy6OnpYceOHSgpKZGQkMDg4CAyMjK0trZiY2PD06dPiYmJ4e3bt2zatInZs2ezZMkSkdEdGRnh0qVLAud7+/YtM2bMENsETU1Njh07xtDQENnZ2fT09JCfn4+lpSUNDQ2sW7dOyBZKSkr4448/0NbWJisri+LiYo4cOUJBQQGtra2UlJTg5+fHmjVriIiIAP4uCp7A22tra3n48CEWFhZERUUxb948pKWlRe5DQ0NDVKSEhYUxf/58kSWdMmUKioqKREZGMnfuXPHvoK6ujoaGBgEBAcDf5ccTUp76+npcXV0ZHBzExsaG7u5uYWU0MzOjqamJhIQERkZGmDFjBnp6eigqKgqLrrW1tehUO3LkCIsWLWLy5MmsXLkSeXl5Tp8+zdKlS8XPUVdXF++7kJAQtLW1KS8v5969ezx//pzNmzcjLy/PzZs3GR0dFQcLKysr8vLyKCwsZPLkyRw7dozbt2/j7+8v+jwnTM4T1MiEgKOwsJA5c+bwzTffEBYWJi41y5cvZ2hoCENDQywsLLh+/Tpqamro6elx8+ZNnj17houLC0VFRUhLSxMXF4efn5+QLsycOVPUIMjJyVFTUyMGsx0dHTQ3N2Nvb095eTnPnz9nyZIljI6OYmZmRnR0tEC1586dy6NHj7CysqKgoIANGzbQ1dUl6miGhoZITk7GycmJgYEB7O3tUVPEXrcOAAAgAElEQVRT4/Dhw2RmZpKQkMCqVav45ZdfMDc3JyYmBnV1dU6fPs3r16+RkJBg1apVwohdVFTEpk2biImJYWRkhKKiIlxcXEhKSmJ4eJj8/Hw6OzsZHx/nxo0byMnJsXXrVmJiYjh9+jTt7e0YGBhQX1/P559/Tk5ODtnZ2QQGBnLo0CGWL19OZ2cnjx8/ZsOGDULDn5qayqxZs9DT0yMsLExkIY2NjdHT08PPzw+A/v5+Tp06JS5T6enpzJs3j4MHD4qN4+HDh9m/fz9ycnLY29szNDREfX09jx49Ynx8HDk5OS5fvoyvry8yMjKEhYWxYMECUlJS6Ovro6mpiZ9++om5c+diYmJCRUUFMTExPH36lICAAG7fvs38+fORlZUlKCgIHx8fIiMjWb16NRoaGqioqLBixQoyMzPZuXMnXl5eBAYGisvd5cuXKSkpERUAnZ2dnD17lu3bt/Pee+9haWnJ2NgYGRkZ1NbWiqydpaUlbm5uJCcn8+7dOzw8PJCUlOTt27cCK25paeHhw4dkZWWJXP2lS5fQ0tLizZs3NDQ04O7uzuTJk7GysuLt27eEhIRw/vx53nvvPQ4fPoyZmRne3t5CgiQvL094eDgODg7Y29vT398vLOwTZEFISAhlZWXEx8cjKSkpMvUxMTGYmJiwfv16QkJC6OnpQVFRESUlJUZGRoiPj2f+/PloamoydepUUR0lLS1Ne3s7paWlSEtLY2VlxYMHD0QJe2xsLEVFRWzevJm8vDzWrl0r/gwJCQkcO3aM4OBgfvjhB5YvXy4iJD/88APBwcEYGxuzYcMG7ty5w/r167lw4QLR0dGsXr1aYKXh4eGoqqri4eFBVlYWqampdHd3c/78efr7+5k2bRoHDx7k7NmzqKqq4uDgQHl5OTdu3KCjowMtLS0KCgrEoHvibK6kpCSoJUtLSwwMDFBVVUVSUpK9e/fS1NQkuifPnTtHdXU1LS0t2NnZcf78eZYtWyaeg9nZ2ezbt4+UlBR0dHSYP38+enp6JCUliWfcs2fPhLCura0NT09PLl26hLOzM7a2trx48UIMra2tramqqmLatGncvXuXvXv3Ym5ujq6uLl1dXeTl5bF3716OHDlCf38/WlpaLFq0iHfv3okh8/bt24WA68SJE6Iqb+3atfT19XHy5EkuXryIgYEBaWlprFy5EiMjI7y8vCgoKEBDQ0NcDicQcCUlJUE46OrqUlVVhaenp6i+kJKSEpixrq7uRNXc/+yLYVBQUF1QUFBwUFDQ6f/UUvwVFBRUHhQUdO8/XzsdFBQUNrE9/M//kxwUFPTvoKCg34OCgir+336NQ4cOBWVmZrJ3716GhoaYO3cuAwMD1NTUsH79esrKynj79i1r1qxBT09PiAKcnJy4cOGCsNFNfPiFhYXR19cnNM8pKSksXbpUdDBNmzZNrL9tbW35888/2bNnD7W1tYSFhQmJRU9PD9bW1kRGRvLdd98RGhpKe3s7CxYsoLGxkd7eXsFkT5o0icbGRkZHR5GQkEBNTU3kUtTV1amrqxNTQyMjIw4fPkx9fT2FhYUYGBjQ3d2NmpoaqqqqNDU1ISsri5KSknjAnD17lkePHpGWlkZFRQXq6uqoq6tTXl5OTU0Nc+fOpa6ujuHhYXp6evDx8REdhBNK8QcPHqCnp4eTkxN9fX1kZ2dz69Yt4uLiGBsbo7u7m7lz54qvTxwwJ/CJlpYWtmzZgpmZGWVlZSgqKmJsbExiYqLY4lRWVuLu7s7du3eRlZUVCNzLly8xNjamqamJCxcu8PLlSxYvXkxUVBQVFRXMmjWLO3fusGbNGpqbmykvL0dFRYXx8XHmzp1LTEwM06dPJy0tjaKiIgIDA6moqMDIyIiCggK2b98uqgksLS2pqKjAzs4OHR0dpk+fTlFREefOnSMvL09c8NXV1dHV1SUiIoL+/n7GxsZISkpi9uzZPH36FH9/f169eiXyQOXl5cyYMUMIWR4+fIiDg4Po8EtLSxMTW3Nzc1GvsHbtWurr64XWesWKFZw5c4bm5mbs7OzQ0NAgIiKCNWvW8OTJE4EmdnZ28uTJE6SkpHB0dCQgIICLFy9iamqKkZERo6Oj4nDW3t7O3bt3qaurY//+/SgqKorN6bVr1wgICODevXsEBgaSn5+PtbU14+Pj6OrqChvo1atXsbS05M2bNzg6OnLr1i20tbVRUFBAQUGBgIAAXr58KfC96upqVFVVyc7O5uDBg6Jr0tTUFBMTE6SkpLC3t8fIyAgPDw8xVJhQh08ccnt7e1mxYgV9fX389NNPNDQ0UF1dzfbt26mqqqK3t5eWlhba2tqIiIjA09NTaKMnwvCWlpaYmZnx9OlTlJWVmTZtGo6OjqJ2pqamBmNjY8zMzBgYGGD37t18+umnbNiwgcuXLzNz5kycnJxEpUt3dzcSEhJ0dHTQ0tKCra0t4+Pj7Nmzh5cvX5Keni42R5cuXSIwMJADBw6gq6vL7du3sbGxISEhQZj/RkZGROnu4sWLqaqqYvv27aKz7c2bN1hZWaGsrMyzZ8+EXKiuro7a2lqcnZ0pKiqiqalJHDRtbGxQVlZGXl4eKSkpfH19GRgYQEFBgYSEBHEYV1JSYvr06SQkJLBo0SKGhoZITExk1qxZWFtbi9yxvr4++fn5ODg4UFFRQX19vZB8DAwM0N7ezsGDBzEzM+PIkSOEhISI+pSNGzciISHBjRs30NbWxtjYGElJSd68eYOmpqbAmoyNjWlra6O/v5/y8nKsra3R0dGhsrJS5D8dHR3Jy8tj8eLFAh+qq6tDVVWVrKwsLCwsKC4uJi0tjZycHMbHx4UJb3x8nIGBAebPny9QsQmqoKuri7a2NqZNm4avry+bN29GU1MTTU1Nnj59KjpzZWVl2bx5Mzdv3hSiEU9PT3p6ekS209bWFh8fH2RlZdm6dStubm6cOXOGP/74g9HRUXJzc/H39+fo0aPiPf/Pf/6T5ORkfvvtN0JCQoiNjUVXVxcbGxuuXbvGL7/8Qk1NDaWlpUydOpV3797x8ccf8+OPPyInJ8f169cZHh4mLy9PaOlfvXpFXl4eysrK2NraCoQsLi6OmTNn0tfXx/Tp08nMzGT58uWkpv4tEbewsGDjxo2iOmHGjBkUFBQwZ84cdHV1efToET4+PkyaNAmA+vp62traSExMJCcnR2RHly1bxunTp8X7eHBwkPfee09Uqhw4cIDe3l5ycnKIj4/HxMSE1NRUent7Rbb43bt35OXlYWNjg7q6uugXNDExISMjQ2jhJ2zfmpqarF69mt27dxMcHIyTkxMeHh5cunRJZLW9vLzEEMbZ2Znq6mr09PRYtGgRM2fOxMHBgTt37ogOwmXLlomSe3l5ef71r3/h7e3NpUuXSE1NZfHixdy8eZPe3l6MjY2xsLDg0KFD7N69Gw0NDerq6qiursbLywttbW1kZWVFJYycnBxRUVHCIhoQEEBZWZko3/7000/ZsmULH374IUlJSaSnpzM6OkpOTo5Q9js7O3Pz5k0WLFjAlClTsLCw4NSpU0RERBAeHk51dTW+vr5IS0tz+fJlQSjExsYyMjKChoaGeG9WVVUxNjbG4OAgmzdvFmcAc3NzqqqqRKdmTU0Nt27d4u7du2hqanLhwgX8/f0JDAwkPj4eIyMjXFxcKCsrIysri+bmZhYvXsz58+fZunUrU6ZMQUNDAzMzM+Li4vD09KS1tRUvLy/u3buHgoICd+7cYfPmzUyaNAlpaWnKyspE/mtsbAx1dXUWL15Meno6/v7+wiBqbm6OlJQUo6OjtLW10d3dTUZGBlOnTkVCQoLh4WEUFRUJDQ3FxMREdHdeu3YNExMTDA0NefXqFSkpKezatQslJSWampowMDDAwMCAtrY2zM3Nyc7OJiMjQ1BXsrKyvHnzhkmTJqGhocHNmzfZsWOHyFj7+/tz5MgRmpqauHPnjnhtGhoa8uLFC7Zu3Yq0tDTr16/njz/+AP428a9bt47z58+joKCAk5MTIyMjVFRUcPr0aZGRnYj2mJqacvPmTWbMmIGampqwMk/0nLq5uREbG8vo6CheXl789ddfREZGiu+nqqoqenTNzc2Jjo4mNjaW5uZmvvrqKyZPnkxKSgqzZ8/Gzc1NPJMkJSUJDw/nww8/FOdeQ0NDCgsLKS4uJjExESMjIyZPnizEaJ6enpiamvLHH39gb28vPrfq6upEi8Dg4KAwK9fW1goTq7y8vNhar1ixAnt7e+Lj46mursbBwYGenh7q6upQVlYWJu+ioiIR70pPTycuLo5Xr15hYWEh8pETuLmMjAwREREoKipy8eJFRkZGuHz5slhOTOTLGxoacHBw4PLlyyxatIi7d++yfv16VFVVuXLlCpqamhQWFqKgoMDs2bNFTZ2srCzOzs5YWVkRHx/PkiVLBNG0b98+Dh8+LDq/X7x4QU1NDfv375/oWv+ffTH8P/Hf2bNngyZqFSY45GXLlqGmpoalpSVhYWHMnj2bn3/+mbS0NLE2nrCSrVmzRkx/Y2JiUFRUFIiZtbU1n376KTIyMoyNjfH48WMaGhpobm7G3Nyc69evs3HjRs6dO0dgYKDYbvz2229oaGhQW1uLubk51dXVjI+Po6mpSXZ2tugOGhkZEQ+MTZs2iY6twsJClixZIrh9Y2NjkZmTlJSktrZWyGYmkNOJFXRDQwNxcXEsWbJE5BUmhAETecqhoSFR0zE8PExYWJiYmAwNDWFiYkJsbCwnT54kNzdXdJdNFFPfvn1bhP1XrlxJQkIC/f39FBUVYWVlxaxZsxgZGSEtLU1w1z09PSgpKXH58mVRh1BVVYWrqytbt27l7du3DA0N8fr1a4FWenp6kpiYiJSUFDNnzqSkpIRbt26JjUlNTQ0+Pj5iQpmfny8OMhYWFuzfv5/u7m5UVFR4+vSpMID19vayatUq1qxZg4ODA7/++qvoyVNXV2f69OlUV1fz8uVLgQW6uLgIjn/jxo10dHRgYmIiTHWurq709vaKMueJB0NbWxuamppMmjQJc3NzvLy8+P7777G3t6e0tJS6ujp2794N/N1puHDhQq5cucLY2BgNDQ1oa2sLZGTCXFhbW8vu3buJjIzE3NyclStX8tVXX7Flyxa2bt3K69eviY6OZmBggOzsbLS0tIiOjiY8PJxr167x4sULvv76a0JDQ7G3t0dXVxdHR0csLS25ePEi3d3d2Nraoq2tLQrA29vbqa+vx8LCgt7eXk6cOIG7uzuHDx/GxMQENzc3GhsbycrKore3lylTpmBpaYmMjAwFBQVYWlrS3d2NtbW1sAROZFk7OzupqKhAUVERU1NT7t27J7bgJSUlWFtbc+7cOVRUVNDR0RF2u7S0NMzMzIQKfiJ/NoFOv379GnV1ddHx1N3dTW5uLtbW1gwMDJCens7XX39Neno6g4ODQt7x5s0b0tLSUFFR4e3bt6iqqvLkyROMjY159eoV586dE7niNWvWMHPmTA4fPszs2bPp6+vDzs6Ohw8foqGhgY2NDaqqqqipqfHu3TshlXJ1daWpqYna2lq0tbV5/vy5wIYn8moT2z9ZWVmRb57oLSwpKRF2YDs7Ox49esSnn35Ke3s7bm5ufPHFF4JkmDRpEi9evOCDDz5g37597Nmzh9bWVkJCQnj16hXJycl89913zJ8/n9jYWD755BOBjE5kunbs2MHVq1eZPn06o6Oj5OfnC8TSz8+PN2/ecPbsWf78809OnjzJpEmTBOpoa2vL/PnzUVBQ4Ny5c0hKSnLu3DmcnJwwMDAQvVgHDhzg7NmzlJaWsmPHDtzc3BgeHub06dO4urpy//59Fi1ahLS0tDD5RkVFoaysDPxd9NzV1cWrV69obW3lypUrfPvttwwPDwt8U0lJiXfv3lFcXExpaSlPnjzBxMREDJTq6upQVFQkPz8fPT09Lly4wIkTJ3j16hX9/f0YGhoSFRXFtWvXcHZ2JiQkBHNzc0pLS7GwsODNmzfk5uaKrXF/fz+SkpKEhobi6+uLpKQkJSUlhIWF0dLSwpUrV8RQ5fr167S3t7N3715CQ0Px9PRk/fr1VFVVceXKFY4dO4a6ujopKSnifTZ79mzmz58vxGuamprIysqKqoMJRN/GxoZnz55haWnJH3/8wbx58+jt7SU/Px8JCQm++eYbHB0dKS0txcXFhejoaKZOnSrkEIWFhfT09LBw4UJ8fHx48uQJY2Nj5OfnM3nyZKZNm4a+vj4VFRVMmTKFZcuW0d/fz+3bt4G/0bKJP6efnx8KCgqEh4czb948Ydlzd3fn9OnT+Pn5MW3aNH799VcWLFjAw4cPxaZ3QucuLy+PpKQkX3zxBY8ePSI+Pl5UniQlJREbG4uzszNJSUlUVVUxPDzM+Pg4SUlJJCQkEBUVJXJAvb29lJaWkpeXJzbfE4iWt7c3pqamuLu788cff5Cfn4+UlBSfffYZ165do7Ozk4GBARobG5GVlRWyJkNDQ44ePcq0adMwNTWlurqa4uJiqqurycjIwMnJCXV1dQYHB0lKSqKhoUH0v8nJyYmLTExMDFu2bKG0tJTLly+Li0tISAiXL1/m008/JTAwUNRpTJhs7927x4cffsi///1v3r59y8KFC9HT02N0dJTjx4+zb98+vvzySwIDA9m/fz8AZ86cEZRUaGgoS5YsYebMmbS0tKClpYWkpCRlZWXMmjWLa9eucf/+fWRkZMjMzOT+/fucPXuWTZs24e7uzoMHD9DQ0CApKYnp06eTkZHBp59+SmNjIy9evCAlJYU7d+5w+vRpDAwMaG1txdTUVAwPlixZQkZGhhDlvHr1itraWgoLC9m7dy/Pnz9nwYIFODo6IiEhQVtbGxISEiLqcP78eSGBm6hR6OrqQk1NjYaGBszNzXF0dOTgwYPs2rWLH3/8kfr6eqysrLCxsSE1NZXp06ejpaXFhg0buH37Nr6+vpiZmVFXVyew0MLCQgYHB7l37x4xMTGUlpYKEs3W1pampiacnZ358MMP+fXXX4U00MHBgcrKSu7evUt+fj6hoaF8/PHHJCcnU11dTWlpKVVVVRw+fFgQRVJSUty5cwc5OTmqqqoAaGlpEbj3mzdvRPXIRF3NjRs3+Pnnn1FXV+fBgwe0t7fT3d3NgQMH+Prrr1FXV+ejjz4Slnk7OzshVezq6kJGRobJkyezcOFC3rx5Q3t7O5s3b+bEiROYmpoKFH769OlYW1ujp6fHpk2bSE5OFvTS27dvuXbtGlOnTqXj/2LvPduqvNb360GVJkWK9A6iNCkCCiJWRCP23jWWGHVrEt1Gk1hjNCYao4kxMXaNirEiqKj0XqQvioI06Z1FL8+L37Hm8fy/w37BazwWrvue87rOc4zGRtra2mhtbRVLguHDh7N//35mzpzJqVOnBDCuoaEBFxcX5syZg5mZGU5OTkRGRuLq6sqMGTNITU0lMDBQLCsaGhoEvDA5ORlzc3Pq6upQV1envr6epKQklixZgqqqKp2dneTk5LBixQrRZzUzM0NFRYUNGzZQWVmJk5MT9fX1LFmyhMOHD2NiYoKvry86OjqCIyDrZD9//pxjx47h6emJo6OjoOhbWlpiZGSEv78/PT092NvbC/eurF4hW/z8/PPP5Ofn89VXXxESEoK8vDw5OTmoqakJXYWxsTFmZmZYW1uLQaRsg+no6MiMGTMICwv738Vwz549h8zNzTEyMqKgoIAvv/ySqqoqrl69SkREBKqqqujp6eHs7MywYcOYPHmyKPm6urpy8+ZN8XJQUFBgYGCAlpYW9PT0RJyxqKiI9PR0fH19MTU1pbGxkXfv3lFUVERKSgoHDx6kra2NxYsX4+HhwaVLl8jOziYrK4v8/HxsbGzEJD0rK4sZM2YQFRVFa2ur6OVlZmaKbt68efN4/Pgxvr6+xMbGIi8vLwiM9+7dY+3atcTHx7N69WqRTQbEFlFDQ4PIyEjU1NTQ1NSkubkZT09PcnJyGD58OJaWlgwMDODh4UFxcTETJ07Ezs6OoaEh+vv7yc3NxcvLi+7ubhwcHKitrRWEpMjISHbv3i1ispGRkfT09IjfO23aNCIjI6mrq2P8+PFMnTqV8+fPC0qrra0t+vr6+Pv7MzQ0RHJysngZeHh4oKCggJGRkYjblpSUUFFRgYWFBQEBAXR1dQlClJeXF+Hh4Zw+fZpt27YxcuRILly4wH/+8x/u37/PzZs3efjwIRUVFaiqqhIZGUlfXx+dnZ0iMvbbb79hY2ODra0tysrKfPz4kZiYGLS1tfHx8WHSpEmMHj2aqVOn0tPTg4mJCU+ePCExMZGJEycya9YsGhoaaG9vp62tDU9PT6RSKc3NzWRmZlJaWir6D4sWLWLHjh2YmpqydOlS6urqcHFx4ddff6WoqIgRI0ZQVFQkemiOjo6CjClzaKanp+Po6EhqaipTp06lqamJc+fOERgYSEhICKampjx69IiAgABmz56NRCLB2NgYGxsbHj9+TGNjI46Ojvz8889MnTqVzMxMbt68SUVFBfLy8qxYsYL4+Hg6OzspKipCTk6ON2/ecPLkSa5cucLXX39NZGQk165dY/ny5ejq6uLs7My9e/eYPXs2Q0NDbNiwQehQZKAlGSmxuroaU1NTLl68KPDusgK7lZUVISEhfP311zQ0NHDv3j0KCwuZMmUKa9as4cqVK2hpaXHo0CGOHj2Kr68vLS0tBAcHMzg4iIGBAV5eXuLlPHbsWMrKykSnY9u2bfT19REXF4exsTE6OjpUV1eLmPDixYtpbGwUEd3S0lLs7Oxwdnbmw4cP9PX14eXlRWxsLKqqqpSXlwsPkyxK5+/vz19//YWDgwPOzs5MmDABLS0t5OTkiI6OxsfHh8HBQQoLCwXBuLOzk9LSUnR0dJg2bRotLS20tLQwb948HBwc6OzsxM/PDwUFBbS0tFi1ahW3bt1i1apVwpva399PeXk52dnZ1NbW4urqiru7Ozk5OZiZmWFubk5ISAhaWlrY2NhgYmJCeXk56enpWFpa8ssvv9De3s7Ro0d58eIFaWlpIp70ww8/cPr0aSFal0VwbW1tRfy3srKS77//nt7eXpKTkxkzZgy9vb309PSI3ll0dDQAJSUlNDQ0oKqqipaWlpggNzU1sXHjRpqbm2lraxPRSdkWX9YpVlBQQElJiaCgIEH1bW5uJjAwEEDQTQMCAoiOjiYmJobOzk6++uor2tramDt3LseOHWNoaIh3796JCPHw4cPZu3eviM9raWnh7OwsYj0WFhbo6+uzc+dOFBUVqaurEymPoKAg/vzzT8aMGYOamhpZWVlcu3aNvLw8lixZgoeHB5cvXyYrK4vKykomT54siJP//0Pmvn37+O6773B0dBS6i8jISOLi4v4fIfqOHTvIzMwkPT2dmpoanjx5IrbyjY2NLF++nNLSUmJiYhgYGBBgM3d3dzIzM4mJieHAgQPcuHEDd3d3ES29d+8eZ86c4e7duzQ3N2NkZMTq1aspLy/Hzs4ONTU1pFIppqam/Pvvvxw6dEikEpqamrCwsCAzM5OKigpu3bqFi4uLcMvKCJa3b99GRUUFJycnhoaGqKioID4+nn/++Qc9PT1aWlooKSlh6dKlPHz4UHTFx4wZg6GhIa6urjQ3Nwu40n//+19u3bpFSUkJmzdv5vr16+Tn5zN69Gi6u7tRUVFhxowZouO+Y8cOmpubsbW1Ze7cuUyaNIl58+bR3d2NoqIi2traPHz4EBMTE7HpnTp1Ki9fvmT37t2Ym5vz559/kpWVRX19vYB2yDQ+5eXlGBkZiSGrTIVRUVGBk5MTTU1NlJSUEBMTw/Dhw9m5cyempqaUlpZy8OBBOjs7ycjIEDAMmaMNwNzcnLy8PG7evElycjIJCQl8+umn/PTTT1RUVAhnm7q6Oo8fP8bY2BhdXV2RXrh58yYzZ84UPU1LS0sOHDhAY2Mj5ubm4tJ048YN5s+fT3p6ukhuDBs2TKQ8XF1dhfYrOjqa6upqqqqqMDQ0FEPB58+f09DQQHFxMbdu3RKdqyNHjqCuri7ele3t7URHR2NqasqJEycoLS3l1q1bnDlzRnjyYmNj8fLyEsTf8PBw3r59S319PSoqKqxevVpcUuPi4pBKpfzyyy+4ubmRnJyMkZERbm5uREVFYWJiQkJCAu7u7qxbt46lS5fS29tLdnY28fHx3Lt3DyUlJRHRlQ1BNTU1kZeXJyYmBisrKxobG9HR0cHa2pqrV68yZswYAUrbuHEjbW1t6OnpkZWVxatXr2hra+PixYukpqbi4OCAg4MDLS0tuLm5sXfvXrZu3Upqaipr1qwR1aW4uDgOHjxIV1cXAGlpabi6uuLr60tVVRWfffYZxcXFxMbGcvLkSS5dusR3333Ht99+yy+//EJ2djbh4eGcOnUKTU1NFi5cyPv375FKpWKIIiOmjhgxQtBY58yZI95/OTk5NDc3C93a8ePHOXz4MD4+PtTW1jI0NERsbCw2NjZcuHABOTk5jIyMOHv2LKamptTX15OXl8f9+/epq6ujtbWV4OBgHj16xJQpU0hJScHJyYny8nI2bNjAkydPqK2txd/fn5ycHHR1dYmJieHs2bN0d3fT399PXFwcu3btQl5eHhUVFe7cuYOhoSEaGhpkZmayZ88ePv/8c16/fi22mpqamsTFxWFiYsLjx48FP2TRokUChCerHrm5uXHnzh1GjhwpKmRbt26lqqpKJORk2776+nqsra25cOGC+I52d3eLCo6xsTHx8fEsXbqUkJAQtmzZwtOnTzEyMsLCwkLQiQ0MDLC0tCQpKYno6Ghyc3NFHPg///kPz549Y8GCBVy7do2kpCQ6Oztpb28HoLW1VdSP0tPT/3cxPH369CEXFxdUVFRQUVERWey2tjakUim2traiJyTbtKmqqvL69WuBo7W0tGT16tVUVFSIUnFPTw979uyhublZxBSmT5+Ojo4OGhoaItJWctEAACAASURBVLIxefJkNDU1yc/Pp6KigpcvX1JQUICNjQ2mpqZs2bKFhw8f0tTURFNTk8g5NzQ04Ofnx6tXr/j48SN9fX2YmJhQWVmJVCrF0NCQwsJCQTqVZc5lqgkPDw+cnJx49OgRkydPxs7Ojk2bNqGurk5XVxfm5ua8f/+e2tpabG1tMTc3Z+7cudy6dYtPP/1UYIllMJWQkBDMzMwoKipi0qRJ1NfX4+DgQGpqKjExMYwZM4Y1a9ZQV1dHeHg4fX19hISEEBwcjJGREXJycpiamoovWF5eHubm5owcOZInT55gY2PDtGnTUFFRISMjQ3jWlJSUUFVVZdGiRXR1dZGeni70IgsWLKCoqIigoCAePHjA+PHjCQsLY9SoUeLl4+XlxQ8//IC1tTXd3d0EBQURERHBvHnz0NbWFoJqLS0tenp6CAwMZMSIEQJY09PTI7oMGhoaqKurk5qayqxZsxgxYgRDQ0M0NjaSmZlJQUEBvr6+DA4OYmtrS09PD2fOnEFBQQETExO6u7vx9PQUVE4ZgtnX1xdNTU00NTUFSMHKyophw4bR0NDAjz/+iKqqKhMmTMDOzo7y8nJUVVWJj49nwYIFjBo1ivHjxyORSISjbvr06eTn5xMaGsqvv/7KmTNn2L17t4AEZWVliQ1fXl4ejY2N+Pv7I5FICAwMREdHR2hR/vrrLyZPnkxERAT//PMPfn5+6Ovr09HRwbRp0wgKChKdkMTERNGTam1tZfbs2YKImpWVhaGhIb///juzZ8/m5s2bREREUFtbS1VVlfgc+vv7WbRoEVKpFAAtLS2kUimampqMHj2arq4uoTCpqakhISGBgYEBnJyc+OSTT1i1apXolvr4+JCQkCAun8rKyhw9elQ4wpSVlYXC5vHjx0ydOhV3d3dxWH3w4AEeHh4kJCQIgICqqiovXrzAyckJRUVFdHR0WLlyJX19fVy+fBl/f39BaNPQ0MDe3p6bN2+ipaUlfoePj484BMgOuO/evaO7u5uamhqGhoYYPnw4ysrKglTn7e2NkZERsbGx2NvbU1FRQXR0NNHR0RQWFiIvLy9k8cHBwVy8eBErKyu0tLRQVVVFU1NTIMBlXsqenh7k5eXx9PRk/PjxPH/+nMzMTBwdHenv7xfdrf7+fiZNmiRImk1NTUgkEtG7io+PZ+XKlYwZM4bs7GxWrVrFunXrsLCwoKOjgw0bNmBvb4+mpiZSqRRHR0cKCwvR0dGhvLwcT09P/P39+fbbbwkPD8fS0pINGzaQm5tLR0cHVVVVBAUF0dvbS25uLu/fv0dHR4eysjKkUil6eno0NzdjamoqSMijR48mLi6OyZMno6KiQmRkJPX19dTX13Px4kVycnI4cOAAzc3NbNmyRWD7c3Jy2LZtG8+fP2fXrl0sXbqUrKwsQQbU1dWloqKCnJwcGhsbhbfN39+fjo4Ozp07R0ZGBjNmzMDMzIzm5mbKy8txcHCgsrISfX193r9/T1BQEJWVlfT394vfpaCgwOXLl0XkytXVFQMDA54+fYpEIuH9+/esXr1aDI4++eQT4uLiSElJYffu3dTW1lJbW0txcTGOjo60t7djbW3Nd999J4Zn4eHhxMbG0tnZyapVq8jKyqKkpERA1tavX8+4ceOorq6moaGBtWvXUlpaytGjRzE2Nubw4cOiPy+TQe/atUtsjGXPsenTpwv36MuXL0lPT0dVVZUFCxYwODiIj48PcnJyFBYWiq3tuHHj8PHxobS0VKRvZJ4xNTU1xo8fz5s3b/j2228pLS3FycmJJ0+eCH+jbJDj5uYmwCjPnz/n8ePHlJSUcPjwYTZv3oynp6c4mG3atEn0bN+/f09SUhKLFi0iKyuL33//nYaGBjIyMti7dy/p6elIpVJOnjwpKhldXV3o6+uLaGpTU5OI9yUkJFBbW4u2tja2trZ8/PgRa2tr4SmcMWMGtbW1uLi40Nvby8qVKxkxYgSZmZkAYuD7yy+/MDAwgJqaGgsXLsTLy4v169cLEnNlZaWIvt2/f59r165x6tQp5s2bB/wfffHYsWNs3bqVV69ekZSUxKRJk8jNzWVwcFCQ1FeuXCnOR6NGjcLb25thw4bx5s0b/Pz86O7uZs6cOQQEBHDx4kX+/PNPwUCIi4sjICCAsWPHkpWVxZw5c/jnn38wNDTk3r17dHV1YWFhIQihsu2PnJwcQ0NDfPfdd6xevRpLS0t+//13qqqqePPmDUeOHGH48OGMHDlS+I4XLlxIQkICU6dOJTs7G21tbQYHB8UGsLW1lYKCAh48eCAqMbIL0tixYykvL6e3txc/Pz8KCwv58ssvxba3q6uLjRs3cuPGDUxNTYmNjSUlJYVjx46hoaFBVlaWOLs4ODiQkpKCjY0NGhoaVFdXizPaihUrKC0tFZs02YV/xYoVPH/+HB8fHzo7O+nt7WXu3Ln4+/ujoaFBTEwM1tbWtLW1sW3bNl69ekVtba1QhsTHx7Njxw4BPrtz5w4REREAHDlyBEVFRYqKijh79iybN28mNzeXcePG8e+//zJ58mTMzc2xsLAQiSGZXP7gwYOEhISQkJDAlStXqKuro6SkhNmzZ1NQUIBEImHNmjWkp6eTm5uLo6OjgJEFBgYSFRXFuXPnRIx21apVXLt2jS1btgjQlJ2dHd7e3nR3d9PZ2cnEiRNJT09HQUEBTU3N/wfq1dbWxocPH9iwYQNTpkwhIiKCiIgIHBwcUFJS4v79+wQFBYl0WUREBL/++ithYWF4e3vT1NREWVkZXV1dwkEK/7cgSUhIEJdkWaxVNkRtbm7m/v37vHv3DgcHB5qbm4mLiyM3N5cFCxYQFRWFsrIyEokEa2trsrKyOHHiBO/fv8fY2Jj//ve/7N+/X5Bj4+Li2Llzp/DxSiQSbt68KRzpeXl52NnZkZ+fj4GBAfHx8TQ0NJCfn8/06dOpqKhg5MiRvHnzhr1793L16lX+/fdfoqKi8PLyYv78+WRnZzNhwgSxpfXy8iIwMBBnZ2fWrl2Lk5MT2dnZFBYWUltb+7+L4ZEjRw4VFxeLErtEImHUqFG4u7szevRosrKymDRpEhs3biQ/Px89PT2amppwd3enq6tLFENlagFdXV0sLS3JyckhLCwMbW1tgY4uKCgQRW1Z5tnNzY3W1laB2R09ejRjxowREb3k5GQCAgLExaSsrIz29nZ++OEHIYZ2c3OjpaUFRUVFqqurWb9+PU+ePGHWrFliet/d3Y2JiQnq6up88sknNDQ0cPbsWRE/NTExYd++fUJH8ebNG5SVlVFTU2PMmDGkpaWJ+FNHRwfR0dHMmzcPfX19YmJiUFJSIjg4GGtrawEXcHFxITk5mQ0bNqCnp0dCQgJKSkp0dXUJN2Jubq6YKLm7uwvyorq6Op9++innz5+nra1NAFPOnDnD9u3baWtrIykpCX19fczNzenp6UFOTg4bGxvS09OJiYkRhz49PT0hQpVFqzw8PEhJSRGXNFdXV549e0ZmZiZycnKCcCijkpaVleHn50doaCjFxcV4eHhQUVHB/v37aW1txdzcHHV1dTEN19DQoL6+nvDwcHH4khEpVVVVaWhoQF1dHRcXF6qqqnB0dGRgYIC0tDSGhoaora2lp6eHt2/fCslpenq6EGxHRkaKCV1ycjJRUVG0tbUJmfPKlStJTEykoKBAxBanTp0qit6ampo8e/ZMeKO8vLwoLi4mICCArVu3UlhYSE5ODq6uriQlJaGjo0NFRQXl5eUkJycLOpcsHvvkyRNCQkKoqanBxcWFP//8k+nTp3P79m1iYmKwsbFBW1sbAGdnZ4yMjDAyMqK3t5fExETMzMxYuHChAO0UFBTg5+eHiYkJampqVFZWcuDAAd69e4eOjg4GBgY8f/6cSZMm0dbWRkBAAC0tLSgpKYnvnYaGBv39/dTW1gqPUlVVFXv27OH06dP8+uuvbNy4kWHDhrF37156enro6urC0dGRzZs3M2/ePK5cucLr16+pqKigsLBQxL+6uroYO3YsKioqqKurs3btWoG+T09P56uvvhLRu9u3bzNmzBjevHnDb7/9hoaGBsHBweTn51NZWUleXh5z585FXl4ebW1tFBUVuXDhgojU9fb28ujRIwwNDdm0aZOgAcvLywvvZGZmppjayuK3dnZ29PT04O/vj729PUVFRdTU1LB06VK6urpEr0MikYiucldXF59//jl3797FwcGB48ePExoaSnNzs+gXBwcH89NPPxEVFcXXX3+NoqIieXl5ZGRkcPLkSb799lvc3d159eqVQJ93dXUJ6NaWLVuEXPvhw4cUFxejrKyMq6srly9fFjEp2Y+Dg4OI49++fRsADw8PTp48iY+PD9HR0Tg4OBAaGkpMTAzjx4+nurqa5cuXiy1YW1sbx48fF+7J8vJynJycWL16NQoKCgJCkJyczOLFi3n69Cnx8fHcuHEDQ0NDbt26xcSJE1FVVSUvL4/MzExMTEwoLCzkzp07ooNoYGAgHIEykMLu3buprq4mIyODjIwMenp62L17N8nJydy+fZvCwkL6+vrEsOHVq1fCC9be3o6+vj6+vr6UlJTQ39/PX3/9hUQioa2tjVWrVjE4OEh0dDSLFi1CVVUVW1tbWlpauHLlCubm5uL72trayq5du4RvVaYDqqysFFu/sWPHUltbi5ycHIqKihw+fJi4uDiePHnCb7/9xuXLl8nJyaGyslKkT/744w9aW1vp6emhs7MTS0tLDAwMBJmvpKSEoaEhQkNDycjIwM/Pj/DwcHEwc3R0ZPv27WRnZ6OoqCj6v2pqaly5cgVAgFTk5eXFJVoqlSKVSsWAREbWLCgoICkpicDAQJ4+fYqxsTHZ2dmMGjWKZ8+eMXr0aAwMDHj16hUdHR1kZWVhYmJCU1MTM2fOpLCwkLi4OBYvXoyDgwPnz58nLy+P9+/fM3/+fOrr69HV1UVFRQUzMzMAgoKCWL58Oc7OzpSWlvL333/j4uJCRkYGCgoKTJs2jfXr17Nu3Tra2toICQnhxIkTXL58GYlEwl9//YWSkhISiUTEdd+9e8edO3cwNzenq6tLbBmysrIwNTXF3NwcfX19mpubxWVCFs01MDCgtLRUPNNSU1OZM2cO8fHxSKVSQkNDOXToEDExMVy5coWSkhIUFBS4dOkSSUlJfPrppyQlJWFvby/oyd3d3cTFxeHt7Y2cnBzOzs68ePGCqqoqamtr0dXV5e3btwQHB3P+/HmUlZWxt7fHwsKC6OhoysrKqK2tpbu7G19fX7Zv387Q0BBfffWV6OkuXLiQ3377jeLiYmxsbDh69ChHjhwR38ONGzeydu1a4YT8/vvvsbS0ZN26daipqREcHExMTAzR0dFUVVURGhqKnZ0dc+bMEfWAUaNGER4ezsSJEwUsycvLi9TUVIyNjUlPT6enp4fy8nIeP37M5MmTuXfvHmlpaaxdu5ampibS09PF52liYoKqqiqjR4/m1KlT7Ny5k/LycrS0tMjKysLW1la4B5OSkmhtbRUAm6dPn/LhwwfWrFnDmzdvWL16Nffv38fT05ObN29SVFTE7NmzhQv7ypUr9PT00NfXJ6AwK1eu5Mcff+T69et0d3czODhIRESESK38888/dHR0IJFIiIuLEx5nS0tLZs6cyZ49e/Dy8uL27ds0NzczYsQIsrOz0dDQICEhAQcHBz58+EBiYiIDAwPs27cPe3t7qqurmT17Nr/88gsuLi7MmDEDiUQiqMMPHz7k4MGDVFRUcPfuXWbPns2zZ88YMWIEsbGxWFtbM2vWLD799FMBbwwPDxeqIk9PT1JSUoQuyMHBQQD8TE1NUVFRwdnZGU9PT5YuXcqUKVPEmS8hIQE9PT22b9/OzZs30dfXR0tLi6KiIhQVFYWmZ8+ePairq5ORkcHEiRN58OABWVlZXLhwgb///ptffvmFDRs2iOfJP//8g4GBAcePH0dbW5vQ0FD27dtHaWkpenp6KCsrk5CQwJkzZwgMDMTQ0BBLS0uuXr3Ky5cvWbdunUimNDc309HRwZYtW1BWVsbS0pKKigpOnDiBnJwce/fuZd68eWRnZ+Pt7U1NTQ0zZswgMTGRrKwsEdOvqqpCV1cXBQUFQkNDsbCw4P3792zdupV79+6hr6/PmTNnaGpqIicnRwD1HBwcUFRU5OPHj5w9exY1NTXq6uqQSqX/uxiePn360LBhw6iurhbi+SlTpnDmzBm0tLTw9vbm1atXXL16lXnz5vHmzRvs7e2JjIxEV1eXDx8+8ObNGyQSCRMmTGD8+PGcP3+e3t5ebG1tMTAwEKTCjx8/MnPmTAYGBmhsbMTGxoacnBzk5eW5e/cuRUVFeHp6YmlpKcAS8vLygmok6wzKooBmZmbY2toycuRIdHR0hABZ9hAwNjbGx8dHCFPLysqwsbHh+vXrDA4OMjg4yKRJkzAzM6Oqqgo7OzukUimjR4+mt7eXxsZGVqxYQW1tLYsWLeL169fMnz+fI0eO8OzZM+FDU1RUpLKykqlTp9LS0iLgHrILkUyIGhYWxuLFi8VmVdbnkW3Xbty4wfr166mrq2PZsmV8+umnIkvu6OiIoqIiTU1NNDY2Eh0dzeDgoPBnBQQEiBe4nZ0dBgYGWFtbc+vWLXExsbOzIzY2VnSvpkyZQlpaGmPHjiUmJobGxkbhDLSxsRFy0alTp6KtrY1UKqWlpQV3d3daWlrEYVl2udHW1qawsJDZs2fT0NBAV1cXWlpaTJ48mY8fP2Jubk5HR4eIkMgOOg8ePCA9PR03Nzesra2pqqpi5cqVogxtYWHB06dP0dTUpLGxESMjI8LCwmhqamL69OlUV1fz66+/cuHCBfT19dHV1cXT01Nsbe/du0d5eTmjR49GTU1NEOc2btyIRCKhvr6e5uZmIYadMGECKSkpfPvtt2J7JNtKffbZZ6SnpzNq1Cja29sxNTUVjp6zZ88Kwubnn39OR0cHwcHBvHz5UtBRHR0duX//vpjsr1+/XtBpExISePHiBd7e3oSGhgpao5aWFsrKyiJSWFZWJhDhMqfasGHDsLKy4sWLFxw+fJimpiZBbIyKiuLw4cM8e/aM3NxcmpubsbOz48GDB9jZ2eHh4SF6gjKMurW1Naqqqri5uVFSUkJBQQGLFy/m3bt3fPnllzx58oRVq1ZRXFyMt7c3ISEhQtGwdOlS9uzZQ0tLCwD19fXi8tvX1yc8b8XFxUIoL/s7ycnJ0dHRgaenJzNnzuTJkyc8efKEXbt20djYKGLQMmqjtbU1jx49Ys2aNezevZtvvvmGGTNm4OjoyI0bN1BUVCQ0NFRMvLdv305HRwcPHz5kypQpmJiY8OjRI4YPH87MmTNpbGzk/v37qKuriziMn58fpaWl5OTkcPLkSSIjI/nhhx8IDQ0lICAAX19ftm3bxooVK9i5cyfy8vICFiVD2gN89tlnopPc2toqyJSDg4MiIhkYGCjicydOnODRo0cCPiPbHMlcmUpKSgwNDbFixQpGjx4tej3GxsaUl5eL7XR8fDzW1tYkJyeTn58v4ja5ubnExsYybtw4nj59Knpuqamp4ncFBAQwa9YsUlJSCAoK4uLFiwAcPXqU169fI5VKsbCwoLi4mKqqKnJycgTBTk9Pj8DAQH766SdWrVqFpaUlAQEB1NTUCBJzTEwMBQUF9PT0UF9fz7Bhw/jxxx+pr6/Hx8cHqVTKuHHjGBwcJC4uTjwrhw0bhr6+Phs3bhTRqq6uLtFRf/36NTdu3GDPnj1MmTKF1tZWUlJSmDlzJp2dnYSEhDBz5kyqq6tJSkri3LlzlJeXEx0dzdDQEH5+fnh7e7Np0yb6+/s5dOiQiFKdPXuWn376iU2bNgnc/4gRI/D19cXf358pU6YQEhLChg0buHDhAh8/fkRXV5eioiL09fWJiIjA29sbNTU1BgYGUFJSEoj+qqoq1NXVefjwIWlpaaxZs4aMjAxsbGx49uwZ9fX1qKqqCnduWVkZzs7O1NXVkZeXh7GxMTNmzGDHjh3CH6avr8/w4cPR0dHB0tKS/Px8ent7Wbx4Merq6jx//pzu7m76+vp48eIF+vr6zJ49m7Nnz6KpqcnWrVvZunUr8vLyolff1dVFVlYWubm5/PHHHxQXF3Po0CF0dXW5desWISEhvHjxgp9//lnA3nJycsRnLKM+z58/n59//llsS7Kzszlw4ADt7e0MDAwQFRXFnTt3kEgkKCkpUVlZyfv377G3t2fbtm10dXXR1NREc3OzGFgtXbqUv/76Cw0NDXx9fQWZPD4+nurqag4dOkRRURHBwcH8/fffVFdXM3XqVF68eMGPP/5IR0cHI0aMIDw8HBMTE0JDQ+nt7cXGxobMzEwKCwvx8vLi0qVLlJWVsXnzZpycnFBWVuabb77BxsZG9NFsbGyIiYnhw4cP2NraMmzYMGxsbGhqaiI3N5cXL16wadMm9uzZw+jRo/nmm28ENl8qlQp68Js3b0Qk9Pr169y+fZvnz59z584dAgMDycvLw8bGhjdv3iCVSrlz5w4XL15k69at3Llzh4yMDKEIevv2rdjeRUZGYmNjw5QpU7h69So6Ojp4eXmxYcMGampq6OrqEoyFqVOn8vfff4uN7MDAAFZWVixfvpx//vmH+vp6DA0NiYyMxMDAgLa2NvFd+OGHH9i9ezcrV66ku7sbNzc3Hj16xK5duygsLMTW1pbExET09PTEO2v9+vXo6emhqqqKoqIiDx48wN7engkTJiCRSOju7haaraCgINatW4eHhweLFy9mwoQJQk8l01719vZSV1fH8uXLef/+PWFhYdy7d4+WlhYqKytZsWIFg4ODeHt7C9fm9u3bUVNTE520EydO0NjYiJycHIaGhkRFRWFsbExiYiLLly8nLy+PhoYG4Vm8fv06Hz58EM9/WSpIIpEINcuiRYuwsbEhMDCQZ8+e4eHhgZ6eHgYGBty+fZvt27fT1NREUlISI0aMoKamhszMTPEj26AHBgby8uVLhoaGiIyMZOvWrTg5OWFra8vTp0+xtrYW9HsZYKikpARXV1cUFBTw8/Ojrq6Oy5cv4+rqyoMHD3Bzc+PSpUsoKCiIgYyBgQE+Pj68fPkSXV1dXr9+TWNjI99//z15eXn8+eef6Ovr09bWxr1790Sc2tbWll9++QVADPqCg4MFUT8oKIj09HQSExPR0NDg2LFjVFVVid5lXl4ely9fxtjYGGtra5YuXcqoUaN4+vQpsbGx7Nixg507d4qI+YgRI5BIJCgoKLBkyRJcXFyIiYmhvr6eDRs2cPbsWbS1tbl+/Trnzp1DXl6eiooKWltb/3cx/O677w7JZKWvX7/m66+/pqioSOCmq6urBXJWTk6OLVu20NHRgaWlJVFRUcyfP19QCEtKSrh16xbjx4+nr68PMzMziouLaWlp4ePHj0Lmq6CgQE5ODh8/fsTKyopXr17h4ODA7du3CQsLo66ujilTppCcnMwnn3zC48ePWbFiBYcPHyYvL4/t27eTn59Pf38///77L52dnUilUqGjKCgoQCqVEhAQgKKiIvn5+ejr64vYw5YtW2hsbMTNzY2amhocHBy4c+cOU6dO5e7du0gkEnR0dAQ1sru7m3PnzjFlyhQGBwdFZl5FRQVLS0tBUiouLubjx48kJibS1dVFY2OjiNJaWFhgY2PD4OAgNTU1wq+oqqrK/fv3mTJlCp988gnHjh1DW1sbJSUlbGxscHZ2ZtSoUUybNo1///2X4OBgbt68yZo1a6ioqKC3t5d3796RkpIi/k16enpoaGgwbNgwvLy8RO/ozZs3LFmyhIULF4oYwMDAgJBdy0TZw4YNo7CwkJkzZxIZGSn+djNnzkRdXR05OTnk5eXZvXs3BQUFtLS0MGfOHKysrMjNzWXs2LF89tlnAh0vk8KamZmRnp6Op6cnd+/exdTUlJMnTwIwd+5cmpqaePDgAY2NjYIOqa2tjbGxMb6+vnR3d5OYmEhGRgbBwcFic7hmzRpaWlpoa2vDwcGB9PR0Xr9+LSSodXV1QrqsoKBASUkJt2/fJi0tDTc3NywsLCgqKhKdl7S0NLy9vTlz5gw6OjrMmzeP58+fM336dBITE5kwYQLDhw+np6eHkJAQXr58iaurq9CYaGpqiohfdXU169atEw/nyMhI9u/fT3l5OWpqapw7d46TJ0/y119/kZuby6pVq6ivr6e/vx9nZ2fs7e35/fffMTIyIj09natXr6KgoMDTp0/x8vLC1taW5cuXc/jwYTw9PZkzZw579+5FU1OTiRMnkpCQINxssimil5cXKSkp6OvrA3Dv3j2CgoLIzMxERUVFgKYqKiqIjIwU0aLZs2ejq6vLjz/+iJOTE6mpqQBcunSJ/fv38/jxY9zc3Pj111/x9fXFwMBARL5kWPy8vDysra2ZMGECo0aNwsLCQsRfPn78iIGBAe3t7Zibm/Py5Uva29vZsGEDRkZG5Ofnc/bsWS5evEhJSQkWFhZoaGigqKjImDFjuHTpktjelZeXM3nyZLKzs5k9ezaFhYVoaWnx008/CThSamqqIJXNnTuXqKgoHBwcmDt3rgAZPX36FKlUioaGBqqqqjx9+pSDBw9y9uxZpk6diqWlJWpqanzxxRdIJBLU1NQwNTWlqKiI1NRUrK2thTg9ICCAn376SfTiZL2+tWvX0t3dTWpqKkZGRkilUszMzHjx4gXKyso0NDTw999/k5OTw9q1a4mIiGD48OFs27aNnp4eiouLBSXYxMSEgwcPcvLkSfbt20dTUxPLli2jvLxcDDh0dHQ4cOAA8fHx7Nq1i+vXr/PFF18QEhLCtGnT6OnpYdWqVVhYWAj/1tKlS1FQUKC0tBRvb2+BTp8/fz4mJiYoKioyceJE2tvbxeVy+vTpogOVm5tLSUmJcJXFxMSgoKBAeXm5oBDa29vT1tbG6dOnkUqlghbc1NTEqVOngP/rn1y6dAk/Pz/u379PKr7w0QAAIABJREFUeHg4jx494vnz59TV1ZGYmIiBgQEHDx7ks88+45tvvqG2tpaIiAgmTZrErVu3RHcyODiY9vZ2du/ezcDAgBiwTZo0SbgZh4aG8PT0JDc3FwUFBY4dO8a1a9f473//y+7du1FSUuLmzZskJSURFxfHwMAAwcHB/PnnnygqKrJmzRrhCD1y5IgQPEdERNDZ2cmUKVN4+fIlHR0dPHr0iB07dlBYWEhnZ6fwtTY1NbFw4UJiY2MFJXTRokWcPHmSnp4e4uPjUVZWpq+vT1A5v/nmG8rKynj9+jXJycnMmzePuro64f7y8/Pjzz//5J9//gHgwIEDmJqasnnzZuEwra+vZ8WKFZw/f150H/Py8vD19WXChAkoKioKaNrt27d59+4dDQ0NFBUVYWVlhZ6eHs+fP0cqlWJnZ8eiRYuIjY1FXV2dqqoqFi1axKVLl0QtoLm5mSdPnhAcHMycOXNQU1OjsbGR7OxszM3NcXd3R09PD0VFRezt7dHV1SUiIgJDQ0NiY2MF0TYqKoq3b99ibGwsNlk3b95k2bJlBAYGsmHDBr766iuOHDnC9OnTBcvg5MmTbNmyhe+//565c+cK3YrMgZeZmSkOz+Hh4UyePBmA0tJSWlpa+PDhA7dv3yYrK4tdu3YRHx/P+vXruXDhAuvXr2f48OFERUUJUFdubi61tbUEBQWhoKAghut+fn7Ex8eLbuikSZP4/vvvOXbsGLt37+bBgwfC1ScvL8/Bgwd58OABUVFRNDQ0YGhoSGhoKNu3bycuLg47OztqamqEs1O2BZaXl+ebb74hIiICNzc3nj17JpRGz58/58CBA0Ih4uPjQ01NDX5+fiJmeevWLZSVlZk8eTKOjo6oqakJCJqlpSWTJk3i4sWLBAcHi9pRXV0dKioq3L17FysrK2pqagRd9+rVq9y9e5dt27YxNDREc3Oz2AbV1dVx+vRpnJ2dSUpKEiL79evXU1NTg7y8vBjY+vv7c/78eT58+MAff/xBe3s7EyZMYMGCBURERIh+tmxg0dvbKxYQ79+/x8LCgitXrrB27Vpkju/e3l4CAwMFsGvu3Lm4ubnx888/iwF0Xl4eFRUVjBgxQmg1rly5gp2dHePHj+fevXuiu7pkyRIqKyu5ePEiy5Yto7i4mNLSUtavXy+WFGfOnAFgwoQJxMTEsGbNGjIzMxkYGGDhwoUkJyfj5+fH6tWrCQkJISMjgz/++IOkpCQkEglHjx7Fx8eH58+fM3v2bP773/9SVVVFcXEx+/bto7W1FTk5OYYNG0Z2djY1NTUC/tXf309FRQULFizg5MmTGBgY0N/fj7u7Ox0dHYwcOZLGxkYUFRWRSqWcOXOGPXv20NfXR0pKCr29vdTU1PDpp5+SmJhIWVkZDQ0NbN26leTkZLZt28akSZMYGBhARUWFzMxMAYLatGkTcXFxXLx4UUAHb9y4gYeHB6ampnR2dvLdd9+JDamlpaVIFVVVVWFjY8PmzZu5ePEidXV1dHV18eWXX3Lq1ClsbW2xtramtbWVDx8+EBgYKJysUVFRDA4O0tbW9r+L4Y8//nhoyZIlfPz4UUBh+vr6cHd3R1FREXl5eUaMGMHo0aMFOCQsLAwbGxsBlJAhoWfPnk1nZyczZsygqqqKvr4+5OXlReRs2bJlLFq0iN9++41JkyYhlUqxtrbG0NCQtrY23r17JyTDO3fuxMzMDC8vL0F2OnjwIEuXLuXnn39m1KhRNDQ0CJKdLI6anp4upjyXL18WGzklJSX6+vqwtrYmJyeHnJwcsQnMyclhyZIl5OfnY2VlxcDAgIDLVFZWsnLlSu7fv4+8vDxxcXF4eXlx//59Zs2aRUdHB4qKirx9+5bm5mYh3ZZIJJSVlQkReUZGBp6enpSVldHd3U1TUxNhYWGUl5ezb98++vv7xTZESUkJJSUlhg0bRlpaGq9evaKlpYXVq1fz5MkTKioqMDMzEwj+mpoa2traGD58OKqqqqxatYrjx49jbW3NmzdvUFFRIS4uDi0tLezs7NDW1hadsu7ubiQSCWlpaULIbWRkRFtbG21tbUJoLFN1jBo1iry8PKRSKTdv3mRgYICqqiokEgk9PT3Mnz+foaEhrl69yrJly8SDdtiwYdy5cwcXFxcUFBSwtbXlyZMneHh4UFVVhZaWFmPHjmXFihWEhYUB/7dp0tLSIicnB3V1dVRUVPj48SOmpqZYWFjw+PFjSktLsbCwoLCwEA0NDVJTU1FQUGDt2rUYGhpy+vRpvL29efjwIUFBQWIzLYPhqKqq0tzczIcPH2hoaMDBwUEctsaPH8+oUaPElmTcuHGsWbOGpqYmEceZMmUKHz9+pLW1lby8PL766ivGjBnD4OAgenp6jB8/XgA+ZLFeGQbbxcUFd3d33r59K+Jsvb296Ovri79XZGSkkLoODAzQ39/PrVu32LBhAydOnGDv3r389ddfLFu2jMHBQY4ePcqyZct4+fIlfX19pKenY2VlRWFhIUuXLqWwsJAFCxaQnJxMSkoKVlZWIi0QFhbGihUrSEpKwtnZmWfPnmFra4uPjw9BQUFoampSXV3Nx48fRfT1woULLF++nPb2dqqrq4mKiuLLL7/kypUrtLa2Mm/ePOTk5FixYgWVlZW4ubnx4MEDJBIJt27dwtnZmcTERHJzc5k7dy6KioqiiD9u3DhRKn/37h3v3r3j33//ZdOmTaipqVFSUkJLSwtpaWmkpqYye/Zs9PT0SExMFNEemUPP3t5ebH0lEol40cvcgFVVVeTm5hIUFER2djYeHh6cP3+ecePG/T/kOFNTU+7evcuePXv4448/RL84ODgYAwMDhg8fjpaWljj0h4WFERMTw9GjR3n06BGmpqbU1dXR0dHB8OHDOXfuHMeOHaOmpobly5fj7u6Oq6urGAh8//33LF++nMjISCQSCVKplK6uLs6dO8eePXtE1F8Wc5N1IqVSKevXrxdaCdnhefny5UyfPp2zZ8+ipKQk4uiNjY1MmzaNx48fk5ubKyi0VlZWaGtro6amRkFBAevXr+fs2bPMmDGDu3fvYm9vzw8//EB/fz8vX75k1qxZIhURGRmJvr6+gHuNGTOGyspKzM3N+eyzz6itrUVTUxMfHx8BN5N5GC0tLRk5ciR5eXnk5+fj5ubGnDlzSExMZM+ePaSkpFBTU8OsWbOEQHn27NkEBgbS3t5OR0eH6G2np6fT19cnOpsuLi709fVRUlJCWVkZUVFRJCUliUvhb7/9hpKSEnfv3sXExISamhr09fVZu3YtX3zxBXPnziU6OlpAuCZPnix6zBoaGuzbtw9bW1vR75R5wO7evYuBgQFpaWkEBATQ3NyMg4ODiKwFBwfT0NDA9OnTaW1tRU1NjYyMDAC6u7vZunWr6FhHRUWJg35XV5cAMDQ1NZGWlsaKFSvE0EFGs504cSIuLi4kJiby5MkT2tvbmTt3LiNGjODly5fU1tby999/M23aNKExqqysZHBwkFu3bvHhwweWLVvG+PHjUVJSQlFREXV1dXJzc5kxYwZTp06lsLBQxBHV1NTEoHHq1Kk8fvwYdXV15syZw86dO8nPz8fV1ZUdO3aQl5cnhhItLS08f/6cUaNGiZ6fgoIC48aN48SJE6ioqIgek6x2MGHCBIqLi3nx4gXu7u4YGhqSmZlJRkYG3t7eKCoqcvfuXbGtXLJkifieykBY+vr63Lp1C19fX0pLS5k2bRrnzp1jx44d/Prrr/z88898//33GBkZoaioSENDA4cOHRJnF39/f0pLS1m6dCmHDx8WSP8vv/yS169fk5GRIZQi3d3dwuX49OlTJk+eLDQHjY2NmJqaMmvWLGpqaujp6aG7u5uwsDDMzc25ceMGn3/+OZWVlURGRlJSUsKSJUuYMmUKmzdvBiA9PZ3q6mo0NDQYGhpixIgRgrD95MkTEbs3MTHh/v37lJeXs2nTJhYsWMDLly+xsrKiubkZAwMD9PT0mDVrFuXl5UgkEuFLfffuHWPHjuXKlSu8f/+eiooKIS8vKipi9erVBAUFcfz4cfH/SU5ODoC2tjYqKioICgri9evXIvIfHR3NvXv3xNlE1r0vKysjLi4OOTk5ysvLBQ/DyMhIaKZu3LiBrq4ux48fp7m5GVdXV06ePCn8s69evRI9zrCwMCZMmEB8fDzOzs7k5OQIZZAMInb16lXevXtHXV2d0DXExcXR29tLc3MzT58+xcHBAW9vbwoKCnj37p1wPu7fv5/a2lru3btHbGwsvr6+ODg4kJaWxqlTp/j777/p6+sjLy8PHR0d3NzcuHbtGlZWVsTGxjI4OMiHDx8YM2YMtbW1fPHFF6SkpIghmqqqKoODg+LiWl9fL/Q4I0eOZNy4cZw+fZqAgABGjhzJsmXLmDlzJra2tgAMDQ0xduxYwsPDaWxsJDU1lcmTJ1NSUsIXX3yBgYEBn3zyCeHh4QwMDGBnZ4erqys1NTUsXryY48ePY2Njg56eHsXFxYImLKv7rFmzBnl5ebKzswkNDaW+vp66ujrWrVvHZ599xrp16ygrKyMzMxOpVMqePXvo6OigtbWV+vp6QkNDycvLIzQ0VHjIMzIySE9PZ+LEiXz99dds2LCB1atXc+PGDebMmYOmpibe3t6YmpqyZ88ezMzMBKvi+vXrNDY24uXlJQCWa9euZfPmzXh4eKCqqkpbWxtGRkaUl5f/72J47ty5QwEBATx79gwVFRV0dHRYs2YNHz58EDlzGRm0uLhYEKrs7OzIzMxEW1ub2NhYJk2axOvXr0UUUNZ9S0hIEASovLw8zp49y/79+0lKSmLBggXIycnR2dlJQUGBwJ1bWVlx8+ZNlJWVefHiBdra2mRlZQk/UVNTE0pKSsTExNDT04OTkxOOjo6UlJSgqalJT0+P8LqYmZmho6ODnZ0dDg4ONDQ0oKWlhYeHhyBwKSoqCgSvrFDs7u7O8OHDuXPnDvfv32fdunUYGhoyNDREZWUlioqKxMXFYW1tLWJ5RkZGfPnllzx+/BhNTU10dHRoaWnBwsICY2NjQVrS1dXl2bNnAMycOZNr164xZ84cOjo68PLyIioqSmzh/v33X2xtbVFSUuLBgwfMmjWLpKQkVFRUUFVVJTs7m4CAAPEAj4mJobm5mbKyMvr7+6mqqqK7u5stW7YwY8YMvvvuO4YPH8706dN58+aNoHQtWLCA6dOnU1tbS0FBAePHjyctLQ1jY2OB1fbz80NZWZn4+HgaGxtZtmwZtra2ODs74+Pjw6NHjygsLOT169fU1dXR2dkpfID+/v4YGhqSn59Pd3e3uCgXFBTg7+9PXl4eJSUlaGhoCByxmZmZQC93dnbi4uIiuhHa2tpER0fj5+cnXhwy9HZNTQ1ZWVkkJiYKcqyBgQESiYT29nYsLS3p7+8nICCApqYm8vLycHR0xM7OjuLiYmxtbUUnT+bZWr58Ob29vezfv5/379/T2tpKWlqakKGrqqoyc+ZMEY/s6emhoKCAadOmCTR9eHi4gE5IJBKxNamtrWXHjh3C+6Svr4+zs7PQB9TV1TF27FhycnLo7+/H1taWixcvYmFhQXZ2Nq9evaKmpobQ0FD8/f2FwzAiIkKIdNevX09LSwtqamq8fftWHDi9vb2xs7Pj+vXr+Pj4EBAQQEpKiuhwamtrC4ejiooKjx8/pru7WwxxtLW1KSsrw8fHRwAQbty4gaenJ4cPHxYT3zNnzuDp6UlcXBwKCgp4eXkJBYWBgQEmJiYCbKWhoYGtrS3nz5+nrq4ODw8Penp6RKfjzp07NDU1YWJiQmZmJvb29ri4uKCtrc3NmzdZt24dAwMD9Pb2MmPGDGJiYrC0tCQyMlLQD5csWUJaWhp1dXVs3rxZUHpDQkLYtGkTYWFhLF26VHT7DA0NxcXUxMQEeXl5/P39UVJSwtzcnGfPnuHk5IS7uzuvX7+mpaWFxYsXY2BgwMiRIzl9+jSFhYXi4Cj7HEtLS/H09MTa2prY2FiioqIYM2YMly9fprq6mpqaGv744w/s7e0FvlxGlcvJyWHatGkibqqpqYmvry8XLlxg5MiRnDp1Cn19fZycnLCxsWHChAm8evWK69ev8/+x955dWV7r+/UEpPcuvfcmIIiKWBFREQuWRI2mmeA2yS+JRndiikk0zW7ciS32Ll1BKVJEBOlFpPfem0gTnhd73Gv8n++w32UMMzKE3Pd1rXWexzFnSUkJ/v7+4hkqKysr+r8BAQGsWbOG8fFxVFVVCQ8P5/vvvxc4eQ0NDW7duoWOjg5xcXH4+vpSU1ODk5OT6J/NnDlTDCQ6Ozvx9vZm6dKlNDU1IS0tzd9//82SJUtYu3Ytra2tvHz5koiICNF9O3/+PEuWLBGXVykpKR48eMCSJUtE9DApKYkjR45w9OhRvL29KSgoEILmkZERoW+ZPn067e3tzJgxg4CAAIHenzNnDvPnz+f27ds4OzujrKxMYmIiIyMj6OrqoqysTH9/P35+fvz8889s2bKFrVu30tTUxOvXr8nJyQFAT0+PtLQ0DAwMKCgoICQkhMTERLZv346TkxOmpqY4OzszPj6Ov78/6enp+Pj4YGNjQ0JCAhkZGUJ5I/EAV1ZWiu99fX0906dP59atWwwNDZGZmcmKFSvEQNDIyIhXr15J+jEsWbKEqakpWlpaiI+PB6Curg57e3vu3bsnhjQ7d+4Uf/eIiAhKS0spKysjODiYL7/8kjNnzuDl5UV+fj4ODg5oamoSGxtLcnIy8fHxhISE8McffzBt2jSys7OFN1Dy5zExMYyMjLB48WJaW1uRk5Ojs7MTDQ0NjI2NOXHiBN3d3Tx9+pT8/HzWrVvH0aNHcXBwwNvbm4sXL3Lz5k3WrVuHoqIi0dHRvPPOO/j6+rJp0ybevHlDTEwM8+fPx9TUFBUVFXx9fbG3t0dRURE5OTnq6uqoq6tjaGgIDQ0N+vv7iYuL48svv2T16tViuy35vNy4cYO2tjZB2r1//z4KCgrIysqSkJDA77//jra2NvLy8uLnvXjxIlNTUzx48ICvvvqKixcvkpWVxYEDB7CysiIiIkIMshYvXkx4eDgNDQ309fURGxvL06dP6enp4fnz55w+fZqzZ88SGBgoIqQ1NTVcuXKFf/75hwMHDmBubs7ChQtFzN3c3Jz79+9TUlLChQsXePLkCZ2dnbz77rv09PSgoaHB9OnTqa2tFZegwsJC7ty5I0A0hoaGdHV1cebMGdEZu3//PqOjo7S1tfHkyRMxfEhKSsLKyopVq1Yxbdo0ZGVlWbBgAdLS0lhaWrJ+/XoKCgrIz8+nqKiI4OBgcnJycHV1FTHZxYsX4+DgwKVLlwgJCeH+/fvk5+fz8uVLPvzwQzZv3kxUVBSTk5OiK19UVCR63hIJ+5w5c/D09BRewm3btqGpqSkUOOHh4fz+++9MmzYNBwcH9uzZQ3NzM5qamiQmJjJz5ky2b9/O+fPncXR05OrVqwwODqKtrY2Pjw85OTkiUSbpz0ro0tXV1QLYJmFASBy4EiDOmzdv+PLLLzl9+jTffPONcIQmJSUJlkV0dDTDw8NCMVJRUcGGDRuYmJjAwMCA7777jm+++YaWlhaGhoaYMWOG8GympaURFBTE2rVr+eOPP/jiiy8oLy9n9erVzJgxg8zMTCoqKoiNjaW8vJyUlBTy8vIEUbuurg4DAwPMzc1RVVXl0aNH9Pb24uTkhK6uLvv27RN+T3l5eRQUFDh58iSzZ8/Gy8uLzMxMPv74Y+Li4kSyx9bWlsDAQFpaWhgcHOTbb79FWlqaJUuWcPjwYdED3rBhA3JycsTExIiKjoQ4LqH0S2ovrq6ujI6OsmLFCjZv3sxff/0leuz5+fkMDw+zadMm7ty5Q01NDW1tbXh5eWFtbU1FRQV+fn4sXLhQpB4kP5uCgoJIJw0NDUkG+f+7GO7du/eHXbt2ISsri5qaGoWFhbx48QJpaWkUFRXZtm0bdXV1Qr6soqJCaWkpXV1dwv8REBDA8+fPRbfPxcUFZWVlEZvIz8+no6ODjz76iJycHKqqqpg5cya9vb1ERkYyPj4u4o8qKipUVVWRl5dHf38/9+/fx8TEhNbWVl6/fi06Av/88w9KSkocPXoUd3d3vv/+e/z8/AR5bGJigtbWVqqrq5mamuLhw4ckJydTWVmJq6srBgYGaGtrC8KlxGny3nvvUVRUJIArn3/+Oc3Nzdjb29PQ0MDGjRuZmpoCEJL55uZmVFVVqampISgoSEyyJf6i1atXk5aWRm1trXj5HDlyhC1btlBfX09ISIhA4UuQ30FBQdTV1eHu7i46Ks7Ozly+fFlEarq6ukR23s3NjYmJCZqamlBXV8fY2JjFixfT3t6Oqqoqenp61NXV0d3dTVNTE729vSxcuJD09HSCg4NpaGggJydHRFglW9xHjx6xaNEioekoLCzkp59+IiYmhtevX6OgoIC0tDR1dXU4ODjQ29vL+++/z/Tp03nw4IFA1zc0NGBqaioiRnZ2dhQUFDBt2jRBVzU3N6ekpITOzk4SEhIoKioSBNy+vj7h0QwKCuLw4cP4+vri7OyMkZERxsbGglwp6RB4enoKz53k33FwcCAwMFA87P71r38RHh6Oo6Mjnp6eAia0c+dOFBUVsbW1RUFBQUS/XF1dsbS05NNPP6Wrqws/Pz9+++03EhMTUVJSQkFBgbKyMmRkZOjo6EBbW5umpiZRhJeQxLq6uvj+++9pamrC0tKS3t5eEYltamqitLQUHx8fIiIiGBoaYuXKlfT39+Pq6kpiYiKdnZ24ubkxNTXF7NmzGRwcRDLg8fDwIDAwkImJCaKjoxkZGWF0dJTS0lK8vLzEpe+zzz4T8ceenh7c3d0FCGliYoI3b96wd+9efv75Z+bMmcPVq1extbVFVlaWW7duiUmo5DKtr6+Pn58fHR0d7Ny5k9u3b1NSUoKrqyu//PIL+/btExAeDw8PQkJChC8pLy8Pd3d3YmNjWbduHTIyMqxatQpdXV3R19XX1xcDpv3794uI+oYNG7h69Srz5s3Dy8uL8fFxcfCS9B3KysoEBETifzI0NERfX5+EhAS0tLQAkJeXJyEhgTlz5ghPXnBwsNgqLFu2DHNzc6qqqsTP5+7ujqOjI3fv3hXaDMmzUrLp3LNnj5jS9vX18euvv6Ktrc21a9dITEyko6ODsbEx+vr6RMT85MmTpKSkoK+vj5OTE11dXRQUFODq6kpmZiZbt27l1atXlJeXExQUxKxZs0hKSmLBggXMmzdPEPUWLVokCIeSrbiRkRGzZ88Wm7aioiKWLVsmol4nT54U2oiBgQEARkdHSUlJQVpammXLlmFkZERpaSmKiors2bOHoqIiAF6+fCnAQnv37kVDQwN3d3dBUzUxMUFaWpqPP/6YrVu3Csz5xo0bCQoKIj4+nsbGRl6/fs2uXbu4ffs2M2bMENTip0+fEhwcjKqqKhUVFZw8eZK9e/fi7+/Pu+++S2lpqaAq3r59m9jYWOLi4vD29mZoaIgXL14gJydHVFQUq1at4ueffxYKJPivgD41NRU7Ozs6Ojqws7MTQJeXL1/yxRdf8ODBA7q7u/H19aWyslLEvKqrq5mcnMTOzg5HR0du376Nt7c3OTk5rF69mvz8fMbHx1FXVxebkU8//ZTJyUnR6bx16xbvvfce8+bN48KFC8ycORNHR0dkZWV58+YNCxcu5OrVqwwNDWFgYMCuXbvIzMwE4NChQ1RXVzMxMYGqqioODg4oKyszNDTE6OioqGTs2LGDN2/e8O9//1tsjd977z0AQkJCuHXrFq2trTx+/JhFixbx+PFjAY1YsWIFn3/+Odu2bcPS0pKWlhZOnToldExdXV2YmppiampKS0sLs2fPpq6ujmnTpvHWW2+J7tLDhw/Zs2ePIKfGxcWxatUq3n33XS5dukRjYyO3bt3i8OHDQn1y7tw5bG1t+fvvv8WBur+/n3v37pGXl4enpyddXV00NTVhbGzMnTt3SE5OZv78+cydO5f333+fiIgIbG1tyczMpLu7m7a2NgA2bdrEV199hZaWFjExMSLFsnLlSuTl5QU4T0VFherqaszNzSkrKxND0MTERHbs2EFhYSEWFhb4+vpy4cIFli1bJoi8g4ODtLe3i9RGU1MTNjY2lJWVUVBQwO3btwkJCeHGjRsUFxfj6elJZ2cnzc3NAgK4fv16xsbGsLCw4PDhw5w9e5aAgAAyMzOxs7NDWVmZsLAwQkNDMTExITw8nMHBQU6cOMGWLVv4888/+euvv/jtt9/o6OggJCREvCcCAgJYv349xsbGAgr3+PFj9uzZQ0ZGBkFBQQwMDLBv3z5SU1NFv7S9vV2kiEJDQwVATU5Ojg8++ICmpiaMjIxQUFCgqakJFxcXUc+prq5mwYIF+Pj44OzsjKamJr///jsWFhYUFBSwdetWxsbGWLBgAfLy8qSkpFBfX4+NjQ1jY2P4+/szPj5ORUUFDx8+ZOXKlVRUVGBnZ8ePP/7IypUref78OUpKSpibm6OgoCCWDRKf3oEDB/D29qa5uZmOjg4GBgaQlZVl6dKlTJ8+HS0tLbHZP3DggDgDSAYWkih/Xl4edXV1GBsbC8Cfra0tAIcPH2bVqlVoaWmJOs/p06fZunWr6PFLnrOqqqq0tLQgJydHRUUFWVlZ9PX1iTqUl5eX4CskJSURHh5OeHg4/f39xMbGcvz4cWRkZDAzM6O4uJjJyUmys7PFeVBfX581a9awd+9eDh8+jJmZGfHx8cLT/ejRI8rKyrh69SpmZmZs2bKF0dFRBgYG6OjoEKCo+fPnMzExwaxZs/jjjz/YsmULJ0+eZGJigkePHqGtrS2gNzk5Odja2pKbm4u8vDyVlZV4e3uzbt06vvrqK8bHx8nLyyM0NJSTJ0/i7++PjIyM8E9u27aNBw8ekJSURFtbG87OzqipqbFnzx6Gh4d59OgRPj4+3L9/n71KhXu3AAAgAElEQVR796Kurk5ZWRnTp0/n2bNnrFu3jtu3b3PkyBGOHDmCjIwMq1evpqGhAUNDQ/z9/SUXxP9dDI8dO/ZDXFwcxsbGLFmyhIyMDMbHxzE2Nsba2ppLly6hoqKCo6MjN2/exNPTU1D+nJycSEpK4uXLl3h7e2NjY8Pu3bvp7e1l2bJlJCQkoK+vz4wZM9i0aZMQyUu8SM+fPxeTrNmzZ5OQkMA777wjujwqKiqCUjo8PMzIyAj9/f188MEHtLW1UV1dTVNTExUVFSxatAh9fX1GRkaQkZFBS0sLaWlp/P396evrY2pqCiMjI1xcXBgcHGRkZERktNPT08VmUeLbmpiYwMfHR3SFJKVxCQ3V1tZWrNolwtWSkhK6u7tJTExk7ty5xMXFYWZmxpkzZxgYGGDFihUYGxsjIyNDQEAAeXl5PHnyRGyziouLCQkJYXR0lIqKCuLj4zlx4gTPnz/HwMCAFy9eoK6ujry8PI6Ojujo6PD+++/T0tLCrVu3kJeXF/3Ovr4+UlJS+OSTTwRgJSsri82bNzM4OCgezhIxbkFBAYODg2zevJlTp06J//7o6CiFhYVYWlrS19fH69evKSkpYXR0VMQnlZWVRa+yqalJAHIksY+lS5cSERGBtLQ0T58+FV3MDRs28OLFC6qqqnjnnXeQlZXl/v37SElJsXbtWgAKCgqwtLTE2NiYkZERpk+fjoeHB7m5uQwODgpyamdnJ5s2bcLb21t0lyQxZRMTEzFRlYAGtLS0WLBgAeXl5Tg6OiInJ8e1a9fo7e0VURk3NzdMTU1FPFBeXp6IiAgmJyeprKykra2NsrIyTp06RUhICBkZGQwPDwtyqo2NDX5+fpw4cQJPT0/+9a9/8fLlS3x9fVFRUcHKyoqYmBgANmzYQG5uLvHx8WzYsIGBgQEqKirQ0NBgy5YtfPTRR2zdupXKykpevnyJgYEBQ0ND/Pzzz0RGRjI5OYmWlhYhISH8+eefTJ8+nYiICHx9fYU2ZmJiAkNDQ4aHh6mpqcHd3Z3ExEQGBwf5+OOPSUpKIjU1lT///JOWlhaqq6uZNm0adXV1AimtpKTE0qVLGR8fp7i4mIcPH9Le3k5GRgYWFhaUlpair69PSUkJ5eXlWFpaUlVVxc8//4ybm5u4lDU0NJCSkkJAQADnzp1DV1eX+Ph4EYtUU1OjuLgYa2tr+vv7sbGx4dKlS7z33nvo6+uTm5uLtLQ0mpqaXL9+nU8++YTOzk5evXpFfHw8dnZ2qKurMzAwwNKlS8WU1MnJicTERNTV1WlsbMTFxYWWlhZ0dHQYHBwkJydHdKckSoL4+HhycnLw8PDg+vXrNDQ0sGjRIpSVlXF2diYiIoLQ0FAaGhr47rvvuHPnDlVVVYKyu2DBAqytrcnOziY/P581a9Zga2vLuXPn+O2330hISGDr1q0cOnQICwsLZGVlKSoqElsjJSUlEakdGxujoaEBHR0dMjMzmZqaYuPGjSxYsABZWVmio6NZsmQJc+fOpaKiguPHj4tLlIRO2NLSwtjYmICVSEi2Evqfs7Mzvb29zJs3jyVLltDT0yOgCX/88YeIHlVUVLB+/Xp8fX2prq5mYGBACNVNTEyQl5cnKSmJpUuXkp6eTm5uLmpqasL7qa6uzooVK0hISKC2tpbW1lYhmq6qqhLi9EuXLjE2Noa9vT3Hjx+npaWFf/75B2lpacbHx+nu7mbXrl309/ejpqZGT08PycnJfPjhhwQEBCAnJ4eDg4Mg+u7atQstLS3Rrzl48CAxMTGiOiFxPq5fv57IyEgyMjIIDAxEU1MTf39/srKy6OzsFFWHqakpwsLChO9TsmE7d+6c0Mrcu3cPAwMDMjIyxPDS3d0dc3Nzbt68yfr163FwcODp06dIS0tz//59kpKSCA0NJSEhgby8PNTV1enu7mZwcJDdu3cjJyfHggULqK2txd7eHmdnZ9FtlBCqMzIyxP9nPz8/0X+OjIxEWlqapqYm8vPz+fjjj0XMLzExkY8++ojW1lZsbGzE9+HWrVvMmTOH8PBwEX1vamoiNDSUf//734yMjBASEkJoaKggbm7cuFFEeffu3cuhQ4eYMWMGp0+fxsLCAmlpabq7u2lsbMTf3x9dXV2kpKR4/vw5XV1dyMvL4+XlhZ2dHcbGxvj5+SElJUVFRQX79u3j0aNHLF++nGXLlqGkpER/f78A9cydO5ewsDDmzZuHgoKCuNyOjo7y7rvv8ttvvxEcHExwcDBvvfUWy5cvF4kYiYu1u7uby5cvk5OTw5w5c2hsbERPTw8ZGRlcXV3Fd/Tu3bsAzJ49m08++YR33nmH+Ph4fH19iY+PR1lZWSjA3NzcaGhoYO3atdy8eZO9e/diZGTEypUrefbsGbNmzRLQmMbGRlasWCH0KTNmzODGjRu8ePGC4uJiYmJiaGtro66ujiVLltDb24uysrLYAB05cgRfX1/Gx8eJiYnBzMyMpKQkMXBYu3YtTk5O7Nmzh9LSUpycnHj27Blbt27lyy+/5P/+7/8AhPrBwcGBnp4efvnlF54+fYqzs7MAQiUmJpKfn09JSQmzZs0StGEnJyeKi4uFtiYgIIDk5GRUVFTENiciIoKxsTE8PDz45Zdf2LBhg/hc6+vriyVAd3c3Pj4+mJmZMTk5iYyMDKampuTm5lJfX4+hoSHz5s2jvLyc7du3c+zYMW7dusWuXbsYGRlh+fLlHD9+nF27dmFpaUl+fr6oTUm0ImNjY5w9e5Zff/0Vd3d3vvnmG3Jzc9m2bRutra2sXLmS27dvk52dTXp6Ora2thgZGWFiYoKfnx+nT58Wn6cLFy5QWFjIt99+i6GhIUpKSnR2dhIQEEB2djbLli3j9OnTODk5IS8vz4YNG0TiydPTk5SUFAoKCli3bp2Ao0nI3YsXL2b27NlYWVmRnJzMvn370NPTIyUlBQsLC5YuXcqDBw/E2enYsWMkJCTwn//8hx9//JG0tDRaW1tFRDwrK0ssCX788UcePnyIlZWV+K5WVlbS2tqKrq4ulpaWGBgYYG9vz7Fjx9DV1aW1tRUlJSWR4vrjjz84fvw4586dIz4+nq1btyItLU1FRQWffPKJAFnNmTOHkZERGhoa0NPTY9WqVdTU1IhLeG5uLs7OzhQUFHD69Gl++uknADo6Oli6dCk//PADnZ2d1NbWUlRUJLgFJ0+e5PDhw1hZWaGmpiYgW8XFxTx+/BhZWVna29vZtGkTVlZWREZGIiMjQ19f3/8uhgcOHPjB3t6e+Ph4MjIyxLZPS0sLGRkZIStPSUkRDzl7e3uR6121ahVDQ0Ns2bKFq1ev4uzsTHNzM0+fPiUoKAhra2sGBwe5ePEibm5ulJeXU19fT29vL729vZSWliInJ4eBgYGQ3b58+RJVVVVx+8/IyMDU1JQ3b96gqKhIY2Mj8vLyDAwMEBAQwKNHj8Qmc2BggK6uLpHjT09PF1sqCWJb4kLz8vLi888/5+HDh7x58wY5OTkhn+3q6kJVVZWxsTFMTEwIDAxEVVWV999/X8jG4+Li6O3tZd++fZSUlAD/hWxMTk5y9+5djh49SllZmSixz5kzh+bmZgYHB9m/fz/+/v4AQtOxbds2nj17xowZM1BSUkJOTo6HDx+ioaEhiIPS0tIiSjpz5kxCQ0PF4cTCwoLGxkZkZWXZuHEj0tLSrF27VsQM58yZQ1lZGUuXLhX0QIkuYufOnXR1dVFTU8OuXbtITEzE1NSUR48e8e2339LQ0MDDhw8FVcrExARtbW0BonF2dqawsJB169Zhbm6OnJwcu3fvRkFBgZ6eHnFBAzAzM0NLS4vw8HDee+89pKWliY+PR11dHUBsN+vq6njw4AHFxcUibjMxMUF+fj7W1tY0NjayaNEi/P39iY2Npb+/n6CgIO7evUtDQwOurq5cv34df39/ERtQUVEhNjaW6dOnY2NjQ1ZWltgmPnz4kO7ubhYuXIiMjIzAyTc2NpKbm4uHhwcqKipoa2ujr69PdXU1Ojo6aGpq0tLSws8//0x9fT3l5eW8efOGWbNmic22uro6YWFh+Pn50dXVJaKYSkpKqKqq0tTUxMDAAGNjY1y/fp1ff/1V5PKvXLmChoaGmP7fv3+fv//+m5qaGnHo7O7uxsHBgZqaGjo6Oujo6BDwlLa2NsbGxtDQ0GDNmjX8/fff4iIWHh5OeXk5f/31Fy4uLsIZaGJiQkNDg7gE//jjj9y5c4f9+/czNjYm6GDvvvuu+L2fO3cONTU1kpOTsbW1ZWpqSkiTvby8kJWVRV9fn6GhIRHxlZGRYfny5YyOjuLj40N9fT1eXl6cO3cOHR0drly5gpWVFZmZmbx+/RpfX1/+/PNPJicnycnJYeXKlZiamjI8PIylpSXu7u5C7N7S0kJlZSXz5s2jqakJBwcHEWMrLi6mvr6eTZs20dvbS3t7OzIyMrS1tREaGkpRURFTU1N0dnayfv16PDw8RGdiaGiIhoYGvLy80NPTo6SkhKioKFavXs3+/ftxcXHB0tKStrY2PD09kZGRYf78+Rw5coSRkRGam5tpbW1FW1ubK1eusHr1apYuXcqpU6cYHh6muLiYoqIiFi9ezOTkpABhBQUF8eTJE7GRdnd3Z+3atQIk1N7eLjbhFhYWxMbGkpiYyK5du2hoaGBoaIiUlBQ2btxIX1+f6Bw1NTXh5+dHQUEBmpqanDlzhr179yIrK8vhw4fZunUrdXV1DA8PU11djZubG/Ly8mzcuJEHDx7Q3t5OVFQUgYGBlJaW0tnZyZ49e0hPT8fR0VFUELZv387ly5eZMWMG9vb2fPXVV5w9e5bq6moxzNPS0mLTpk1s27aN3NxczM3N+fPPP3ny5Amtra3id1BXV8fExASdnZ189tln6Orq8uGHH6Kvr8+FCxf48ccfWb9+PdOmTcPDw0N85oOCgoiLi+Ovv/4SlzsDAwOOHDnC119/TWhoKO+//z6nT58mLCyM7du3iyGUv78/MTExYltjZGQkerulpaVUVVUxODiIkZERgYGBNDc3AzA2NkZZWRlFRUUYGRnR1dXFli1bSElJob29HS8vL/Hn/f39GBkZCUhNQUGBiJxlZ2djZWWFurq6AIFUV1fT0dFBdnY2dXV1vH79GhsbGzQ1NYmLi+PGjRscPXqUdevWERcXJyJmM2bMEPokBwcHSktLmZyc5MCBA6ipqREREcGCBQvEgf3LL78kICCAixcvMn/+fKSkpLhy5QpTU1OYmpri5uaGgoKCeDb99NNP5ObmMjw8jJeXF5WVlQK+IQGAubm5CYXL3LlzuXXrllC1bNq0ibGxMaKioqirq+P58+eEhYXR2NiInZ0dUlJS2NnZYWVlhYGBAWfPnmX69OnMmjWL6OhonJ2d8fb25sKFC3R2dtLd3c34+DiHDh1i48aNnD59mqmpKT799FNiYmK4f/8+b7/9NqWlpQQEBNDQ0MDU1JQYqkhE7yoqKhgaGpKWlkZPTw8FBQVs2bKFR48eCTJoTk4OQUFBGBkZkZWVhbu7O8nJyWKQNDo6ioWFBVevXuXMmTOCGDxz5kwBBGtpaeHdd99FTk4OZ2dnDAwM6O3t5c6dO//v2Q0TExOh83j16hWGhoYign3o0CGhH9myZQve3t789NNPODg4sHv3bkGoPHz4MNLS0lRXVzNjxgwiIyPZt28fmzZt4scffxRphlWrVhEbG0tmZiZHjhyhuroaY2NjkWw5duwYT58+xdTUFG9vb9LT03F3d6e5uZmtW7dSWloqgF8S4rWenh6XLl3CwsKCrKwsEhMTGR8fZ+PGjdTW1jI5OcnZs2dJS0sThO7y8nLGxsbQ0dERF8KxsTFCQ0OJiYlhamqKx48fc/bsWXJyckhNTRUDldTUVAYHB7lw4QJPnz5l5cqVODs7U1lZiY6ODitXrqSqqko8s7Ozs1FSUsLHx4fjx48zffp0enp62Lp1q/DEXrx4kba2NpYtW8bevXuB/yZPYmNjkZGRwcbGhvT0dHR1dQkLCyMvL48XL16wefNmDh48KAjbnZ2dGBkZUVxcTE1NDdra2gwMDBAcHIyvry8VFRXi/DY4OMiSJUs4ePAgioqKArT2559/EhoaKqoD3d3dWFpaYm1tjZycHA0NDXz99dcEBwfj5uZGd3c3q1ev5tixY5w8eVL0SEdHR5mcnGRkZISKigrxe968eTMlJSVIS0ujqqqKiooKp0+fJiYmhp07d9LU1MTg4CAKCgrk5+fT2dlJS0sLJSUlKCoqkpiYCCD0X35+fgQFBXHkyBGCgoI4ePAgSkpKnD9/nnfeeYfdu3fj4eFBV1cXSUlJaGlpoa2tTXl5Oebm5tjZ2VFfXy96xO3t7YyNjaGgoMDFixc5fvy4UDdpaWmRk5PD0NCQcOO+evWKq1evim1uXl7e/y6G8N+OYUBAAB0dHQQHB5OdnU13dzctLS2UlZWxevVq9PT0cHBw4OHDh5w/f17oE54/fy7k7SUlJYyPj6Orq0tJSQlycnIEBARQXFzMyMgIfn5+vHnzhsHBQaytramtraW2tpYvv/wSOzs74W8LDQ3l3LlzGBoa8ttvv7Fq1Sr6+vp4+fIlFhYWKCkpidy0srIyw8PDqKurY2lpiYqKCq9fv2batGlkZGTQ1dVFQECAoG2OjIyQkJBAQ0MDHR0d/Pjjj+zYsQNzc3NmzpxJR0cH9fX1BAQEcO/ePVRVVQW9ULKxMDIy4uLFiyxcuBBra2uxBZTENJ8+fcq1a9fIzs4W0YDGxkY6Ojp49OgRZmZmQuatrq5OZ2enIB7euHGDoaEhZGRkmD17NllZWWK7ICG8Sl76EtCGpaWlwDg/evQIa2trZs2aJSTSGRkZ9PX14eLigrS0NCMjI4SHh7NmzRqkpKTQ0tISDrPu7m6BFH/+/LnYQEVGRgp3THd3N83Nzejr69PW1sb8+fPR0tJCX18fExMTsRlMT0/HyMiIf/75h+7ubry8vKiurmblypVcuXKFJUuWMH/+fL777jsGBgZoaGhAX18fPT09+vr6WLlyJfX19Zw8eRIFBQU2btxITU0NLi4uBAYGcvnyZRQVFZGXl2dqaoqqqiosLS05cuQIAwMDaGlpkZGRgaqqKunp6eJA+ubNGyorK9HX12dqaoqsrCwqKirIz89nYGAAa2trsrKy0NbWJi4uDmtra+Lj40U8WTJkiIiIEGCS+vp6XF1duXbtGqWlpWzZsoUHDx6QnJyMpaUlH3/8MbW1teLhumzZMpydnbl27RpjY2NMnz5dwJ1sbW1ZtmyZ8LsVFRWxZs0a9PT0aGhoEAOCU6dO4eXlhbOzM7NnzyY3NxcVFRWampqE7PzOnTvs27ePGzduoKSkhKamJn/99Zf4+8jLy5OcnIympiZqamo8ffoUe3t7bG1tWbJkidAu2Nvbk5CQwAcffCDiQV5eXmRlZfHs2TMGBgaIj4/HzMyMzZs3U1BQILbKixcvxsXFhfnz59Pe3k5eXh5ycnJCoTI6Okp0dDS6urpCSdLe3s7s2bMxMTHBy8uLjIwMbG1txQZfIqwNDAwEEBspyfenu7sbJSUlvL298fT0xNfXVwxHfHx86OzsZMGCBRw4cEB4ubZu3UpUVBSenp68efOGuro63NzcUFFRYeHChaLjLEF2Nzc3Y2JiIqbTlpaWREdHs3HjRh49esTGjRuJi4sTDr+LFy8SEhJCUFCQgFJIUggJCQk4ODjg5OQkUOGSQ0F7ezt+fn60traK34+joyMffPCBmJQ2Njbi5OREamoqycnJIlpkYmIiEOoffvghJ0+eZO3atRw8eJBDhw5RUlKCmZkZ4eHhrF69GnNzc+GdSkpKorCwEDMzMx48eCAipydOnOD48eP4+fnx+PFjKioqqKioAODNmzdYW1ujrq5OVFQULS0tqKurExcXJ3pmJ0+exMvLS/Rq6+vrhTP35cuXzJ49m/v371NTU0NhYSEVFRWYm5uzZcsWVq1axbNnz8T2Yf78+RQUFHDs2DEBE3r+/DnNzc1oaGjwySef4O7uTk9PDx0dHfj6+iIjI4O0tLSINVlYWHDlyhXOnj2LtrY27u7uHDt2jBMnTuDm5ibivf7+/gwPD5ORkYGWlhZKSko8fPhQDAM+/vhjABGnXLVqFTdu3BAbjQ8++EDolurq6gT+v6amho8//liA016/fs2yZcvo6+vDx8eHFy9eCMWJu7s7ra2tIvEhgX65u7vj6ekpAFWGhoa4uLiIDlFHRwcffvghrq6uHDx4kOHhYQGjsbS0REdHBwcHBz7//HP6+voYGRnBzc2NsrIyZs6cSU9PD3p6epiZmSErK4u9vT3nz59HV1eXTz/9lKdPn9LS0kJDQwOVlZWcOXMGFxcX4uLiCAgIQEdHh8nJSZKSkrCwsMDGxgZbW1uGhoawsbGhuroaNTU1SktLhV7i0qVL6Ojo8K9//Ut81/Py8kSax8vLi/DwcPG7TEtLw9nZmeHhYfbs2YOVlRV79+4VCR0HBwcRV7x69SoREREcOHCAiooKMjMzaWho4PHjx2RmZhIXF0dnZydLly7l008/pbm5maKiIhET7e7uZsWKFaxcuVK8e3p6eqisrBRwPGlpaT766COKiorEu3xkZISuri7a29sFPGn37t3cu3cPBQUFduzYwblz58RBXqIECQoK4ssvv8TU1BQvLy9KSkrQ1dVleHiY58+fi4Hhs2fP+Oqrr7h79y7//PMP8fHxREVFUVFRgb29PXPmzKG/v5/k5GTKysrEu0bSY925cyc7duwgJCQENzc3rly5QmhoqPhMRkVF4eDgIM5PEnrl3bt3WbNmDdXV1UKxdfLkSWRlZTEwMGBiYkJsLK2trfHy8sLW1lb0urOzs8UF0s/PD2tra1xdXYmJiWHbtm0MDg5ia2tLZWUlvb29BAcHU1hYSE1NDb6+vnz99deUl5eTn5+PnZ0durq6bNiwgbfffptTp07h4eGBra0t4eHhzJ07l4yMDHH+DQkJYe/evVhbW9PR0UF0dDSqqqo8fPgQT09PSkpKKC0tpaKiAjk5OVRUVMTyo7GxkZqaGlRVVSkvLxc9taCgIKKiotixYwc3b97k9u3bODk5UVJSgpWVFU5OTjg6OhIVFcXnn3+OmZkZOjo6JCcno6SkRFpaGgDZ2dlcuXIFOzs7Dh48yNy5c5k5cyZHjhxh2rRpHD16FAMDA1JTU1m5cqVw90kqHX19fZSVlfHy5UsaGho4f/48b731loAM6urqEhsbS0FBAQsWLKCqqkrUCrKysnB2dmbv3r10d3czOjrKnj17OHHiBJGRkURHR2NsbMzr16+JjIzE09OT77//XtTO/Pz8CAsLw97enoyMDAICAigoKCA4OBj4r8OwvLwcBwcHzpw5w4EDB1i7di1TU1OkpKQIuJ+GhgZycnLIyclhaWkpFBdxcXGiCiInJ0d6ejojIyPY2tqirq5OfX091tbWaGpqIiUlxXfffYe1tTUTExOiBjc2Noafnx9r1qzh0KFDggZdX1//v4vht99++8PAwABNTU2sWrVKYO6NjIwoKytDVVWVkpISxsbGkJGREfjrqKgo8TKzsrISVNK8vDyeP3+OsrIy8fHx6OjoiN5NVFQUvb29gp65fft24uLiSE5OZvny5dTV1XHt2jWUlJRISkpCVVWVwMBAampqeP36NZOTk4LoZ2xszLJly0R8rKCggI6ODmxsbFBQUGDOnDkoKCiIDlBcXJygWq5Zs4axsTHU1NRQUlLCy8uLlpYWCgoKsLOzo7GxkZ07d5KRkYGTkxMKCgpMTk7y5s0bwsLC8PHxYWpqCg8PD6qqqrh48SLNzc3s3r2buXPn8uzZMzHVlXSoOjo62LZtGytWrCAyMpKysjL27NlDS0sLzc3NVFdXExMTQ3FxscB+Z2Vl4ejoSEREBMnJyfj7+5OYmMi6detIS0sTfdC6ujrk5ORoa2tj1apVNDc309nZyfLly3F3d+f169fEx8ezefNmEhMTBRJfkqW3s7Pj6dOnKCgoYGNjQ1VVFbt27SIsLIzq6moCAwMxNDRkamoKV1dXdHV1hS8xPDwcfX19wsLCMDY2JiAggN7eXvT19RkfH2fp0qXo6OiQl5dHYWEhHR0d4sH/yy+/EBAQQGtrKyMjIygrK9PY2Ii+vj61tbVYWVnx4YcfcvnyZfGZ6e3t5d69eyxcuJDBwUFmz57N4cOHaWlpEfFUSXTAz89PQDF0dHSor6+nurqaixcvkpOTw5MnT+jo6EBPT4/x8XGsra3Zv38/V65cYfPmzaipqTFz5kxRipZ4+iSScMlh4aOPPhIxNRUVFcrLywkMDGTWrFmiDzE0NERwcDBFRUXMmzePiIgIIQh2cXFBR0eHe/fuERERQVJSEgsXLhSgGslLo7i4WHic0tLS0NfXp7+/H21tbTIzM1m1ahW9vb24u7szbdo0LCwsuHPnDpGRkRw7doxff/2VmJgY0tPTMTQ0FJfNsbExbG1tcXNzIyAggD///BMTExOqq6tJSkpCX19f0PKuXLkiCIaGhoZCa7Jo0SI6Ozupqanhn3/+wcjIiPDwcLS0tDA1NeXixYsMDg6ybt06wsPDhdRXMl1UUlJi27ZtdHR0YGpqypw5c7h8+TK9vb24uLjQ1NSEvr4+dXV16Orq8vXXXxMWFiYATe7u7oJUd+rUKUGSO3r0qCC4DQ0N8fjxY/EsOXr0KH5+fqxfv57k5GTWrVvHjRs3UFRUxNvbm5cvX+Lj4yOGDR4eHjx//pyEhAQuX76Mm5sbpaWllJeXY2xszKJFi0T0ztDQUDw33n77bVRUVIiOjqanp4eamhqWL1+OlZUV8vLygkgs+d5MTk6iqqpKWloaampq1NTUCIBWU1MThoaG/PDDD0yfPp3x8XExAIuNjeXmzZtCBh4aGkpXVxcvXrzgr7/+Qk9PD01NTUJCQigqKhJdjXnz5gn/38DAAPtv8o4AACAASURBVLW1tfj6+qKnpycOW/7+/ty8eZOamhoGBgYoLS0VMTEHBwemT59OV1cXU1NTyMjIcOLECTQ1Nf9/HVoHBwfhVe3o6BDdLom0edOmTdy7d4/29nZ27twp4BmWlpacOXOGzs5OcWjS1tYmJyeHzs5OzMzMSE5OFodpFxcX4YB7+PAhubm5DAwMMDIyQkxMDHfu3GHhwoXcvn2bJ0+esGPHDjZs2MDu3buFN05XV5eMjAy+++47ysvLCQsLIzU1lQ0bNvDBBx9gaGjIqVOnePbsGcrKygwODjIwMMDExATm5ub8/fffrF69mlevXpGYmEhhYSGLFi1i5syZJCcni75QYmIiaWlpWFtbU1hYyOzZszlz5gwWFhYkJCSIZMbWrVsZHx8nOzubGTNm0N7eLi4vABkZGcjLy6Otrc3Y2BgZGRkEBweLoeCTJ08ICAjgzJkzeHh4UFRUhIaGBjk5OdTW1gr6o8Q9+vPPPzMyMoK+vj6Dg4PIycnh5+fH5cuXyczMZMeOHWzatIn6+noqKiqQlpZm586djI2NiVSCsrIy58+fJy4ujry8PKamprh9+7YYGFVWVlJaWoqzszNmZmaCtrpixQq++OILFixYwEcffURfXx8KCgoiQm5ra0teXh7m5ub09PSQlpbG8uXLxfPq2rVrFBYWEhwcLIZrCgoKeHl5oampieT8Zm9vL6LCmpqaLFu2jJycHKampigpKRFC+ZUrVwqg2PDwMDk5OWRlZZGVlSXSIUZGRgQFBfHjjz9y4MABVFVVmTFjBlJSUri6ukoOnOzevZva2lo2bNjA06dPRWooNDSU3bt3Y2BggIeHB4cOHSI5ORkTExPs7e2RlZUlPz+fV69eYWtrK96RBw4cIDAwkOHhYUpLS7l58yaKioo0NzcjJSVFR0cH77//Pt7e3nz44YcUFhayYcMG/P39KSoqwsfHh3v37lFXV0dOTg6Ojo6kp6eTlpZGcHAw0tLSgilhZmZGQ0MDqqqqBAUF4enpyZYtW4iIiGD16tVcvnyZkZERWltbxZApMzOTL7/8UkR79fT0iI6OZvXq1aSkpIh3pbKyMvDfxNW9e/cYGBjA0NAQGRkZ+vv7SUxMZNWqVcyZM4e4uDiWLVtGcHAwjx494vz58yxevBhFRUU8PT05evSoGIr29/fz+vVrjI2NmTt3Lp2dncyePZvt27fz6NEjbGxsRE/a0tKS0dFRNm7cyP79+/nuu+9QUVHB29ubvr4+li5dip6eHtOmTaOxsRELCwsBLwkLCxPnk7KyMnx9fbl48SI7duzg2bNn4iKTmpqKi4sL+fn5tLe3Ex0dzZo1awTPYNq0aaipqYm4f1paGmvXrhXnoevXryMlJSUWIatXr+bGjRu8/fbbfPPNN9y9e1dEU3/55Reqq6uFFsTT05PLly/j5OREXV0dfX19fPPNN4Iw3NbWxuTkpFBTnTp1CoDjx48L5ZVkuCZRi0kqK3/88QfBwcHIyspSW1sr6MEff/wxZWVlSElJieThggUL0NXVZe3atUhLS/P69Wu+//577ty5Iy7nenp6gm4qSS1KUm4pKSkkJCTw22+/UVBQgIqKCmvXrkVeXh49PT26u7s5cOCAOB/U19djbGyMo6Mjn332GXFxceTm5vLw4UOqqqpEf3hiYgIjIyMKCwv/dzE8dOjQD4GBgZSUlGBiYkJVVRUtLS0ivqSuro67uzt9fX2oqamJ3tWLFy9wd3fHwMCA6upqAgIChLLhl19+4dKlS/z2228iFpWVlcVHH32EhoaGeNBFR0eLy0pPTw/Ozs7iMDJz5kymT59OeXk5srKy4iUr2cjo6upy8+ZNTExMcHNzY968edTV1VFdXS0cc9nZ2bx+/ZqoqCisrKw4dOgQM2fOJCUlRazKJRuMyMhIAgMDcXd3JywsTIhaAwMDWbx4sfCnSS6TEohFRkYGfn5+tLS0iC2RBLZTW1vLJ598QlxcHK6urvT19VFUVERjYyONjY3C+6KpqUlzc7M4sP+/ZX0JlW///v0cPXqU/v5+nJycCAsLY8WKFcTExIhYh4uLC9euXcPKykoIZiWX8rKyMgGs8fX1JTo6mtmzZ4s4gKRwv3jxYvz8/NDU1AT+6w27e/cuNjY2zJ8/n6tXrzJjxgxBS1uxYgWFhYUsXryYuLg4JiYmcHd3R0tLSxAGJf+8adMmXr16JbYIioqK1NXVoaqqip2dHRoaGqirq/P48WNqa2spLCwkLCyMZcuWkZqaSltbG+bm5nz//fdMTk6SmppKZmYmmzdvZv369cK3WVlZycjIiJDPysjICKiOlZUVUlJSxMbGMjU1RU9PD1999RULFy6koqKCZ8+eCflqdna2KLJv2LCB2NhYcYn/9NNPiY2NxcbGhjt37mBiYkJtba2gY8XHx1NfX09dXR2hoaEiQiYhs0pgBdu3byctLY20tDTa29uB/zodJRGxTz75RMRjJBCQ9vZ2Vq9ejYGBAVJSUiKq2dXVxcqVK8VGXUVFhRcvXtDd3S1iq15eXujo6GBsbCwoepLorqWlpRC+ysjI0NLSwvLly5GSkkJfX5/o6GgcHR3p7Oxk8+bN4nchLS2NiYkJQUFBPHz4kN9++43s7GzGxsaYN28ecXFxwrGZnJwsttkuLi4oKCgI3+SRI0fw8vJCRUWFly9f0tfXJy4UMTEx7N69m5SUFBQUFLh58yZNTU3cv3+ftrY29u/fz+XLl5GTkyM1NZW4uDiGh4c5ceIEV69eJTU1lWnTpjE8PIyUlBTW1tYsWrRIxNAaGhrE5UJBQYGgoCAiIyMFwGrFihX89ddf6OjocPbsWUZGRuju7mb37t2MjY0RHR2NsrIyly9fZtq0adjb2zM0NMQ///zDzZs3SUxMRFNTk7y8PLGN+vrrr/Hy8sLS0pLu7m709fWxtbXF2tpaHGQSExPx8PBAWVkZdXV1njx5wtKlS3nx4gU+Pj5C4yIrK0tlZSWLFy9GV1cXT09PwsLChOReTU1NxMwlsJqJiQmKi4vx9vbmyZMnzJkzhwULFvDs2TM0NDSEhmXdunW8ePGC8fFx6uvrRT/uzp076OjooKysjKqqKhMTE0xMTJCSkkJ2djZNTU2kp6fz7rvvUllZiZSUFC0tLZSXl+Pn50dJSQnbtm3D3Nyc58+f4+vri7a2NsXFxaIHa2NjQ11dHQoKCgIOlpeXJyTjxsbGZGZmCggK/DeaL4Fr5eTk8NZbb1FSUoK9vT1r167l1q1bREZG8sMPPxAZGcnZs2f5z3/+w8DAAC9fvsTT05OoqCjhlpNonLZt20Z0dDTTp09n3759xMbG0tPTQ1RUFPb29rS1teHo6IipqSn6+vosXLiQ5uZm2traCAkJwdbWll9//ZWxsTHh1nRycsLDw4Nz584RHBzM4OAgN2/e5NKlS3R3dwsXbl5entBiDAwMoKKiwsaNG7l8+TLNzc34+vqiqqqKiYmJUHWUlZXx5MkTurq6BMbf0tISeXl5bG1t6erqoq6ujs8//5wDBw6IuNrmzZvJzMzE3NwcTU1N4cB78+YNz549o7a2losXL/Lo0SMyMzPp7OzE1NSUc+fOoaenx8GDB0W0dsaMGVhZWbFz505SUlK4cOECa9asYf/+/ZiZmfHZZ5+xevVqPvzwQ0xMTPD09GT+/Pns2LEDOTk5fv75Z+bNm8etW7fEdrWrq4vU1FRKSkowMDDAx8eHsbExnjx5wvXr1zEwMBBb+9LSUn744QeioqJQVFREUVGRnJwc4beVkZERCZhVq1bh5eXFokWLOHnyJI2Njbi6urJs2TIcHR25ceMGe/fuxdLSEk1NTRYtWoS0tDSurq6cP3+eyMhI1q9fz759+3B2dsbR0ZFr166xZcsWQW8tKyvD2tqa0dFRZGRk+Oijj7hy5QrDw8MsX76cgYEBampq8PHxYWRkhI6ODn7//Xdxbrpy5QqKiorMmjWLFStW4OzsjLy8PB4eHjx48IBDhw4J96oELNbe3o6TkxPGxsZoaGgQFRVFbm6uSNjo6OgQHBxMdHQ0Fy5c4OTJkwCUl5cD/4Ux9fb2Ym5ujra2NgsXLuT+/fsoKipy6tQpbt68yblz55g2bRrW1tZoaWlRXl5Obm4uZmZmol8pcfnNnz+fp0+fiu1OZ2cnFRUVBAQECHJsb28vS5cuFYJ0gKqqKtasWcO6detEpeXo0aMUFxfz4MEDrl+/LgAwd+/eZffu3Xh5efHs2TMCAgI4evQo+vr6aGho8Pvvv6OkpCQclw0NDdy9e5fe3l4UFBSIiIjA09OT1NRUKisrGR4eZsGCBdTU1AifZVxcHIcOHeLrr7/mm2++EemFuXPnCr9mYWEhqampApq1fv16srOzxeVMkvRSU1Pj8ePHODg48OzZM+zs7GhqasLb25sTJ07wzjvvUF1dzTvvvENsbCw7d+6kt7eX8+fPk5yczMWLF1FXVyciIoKUlBSxGVVTUxN97fPnz+Pp6cmLFy9EzeLVq1doaWlhYmIintknTpwQLlOAnTt3EhkZSXh4OA4ODvT19bFx40Zu375NfX09Bw8elPj/cHd3Z/ny5bx+/VoAk/z8/NDX12f58uWEh4djbW1NXFwcCQkJQlK/YcMG3nrrLerq6jhx4gS1tbWkpqZy6dIl5s+fT15eHlpaWtTX13Po0CECAwMZGxvj6NGjHDhwgPj4eJKTk4W+w8nJiRcvXvDkyROePn2KsrIyjx8/pqSkhKqqKn799Vfc3NxQU1NjfHwcd3d3RkZGGBwcpLq6+n8Xw4MHD/7Q3d3Nu+++S0pKClVVVcJRqKamhrq6Ovn5+VRUVNDR0UFvby9ycnJs3LiR+/fvMzg4iIGBAePj46xcuZLGxkYBKUlPTxfT8S+++ILr168zOjpKT08PJSUlDA4Okpuby5YtW0TpNysriz/++IM//vgDOTk5+vr66OnpIT09HScnJ9rb23n58iV1/x975/lV5bW+3UnvRem9ShcQkI6AYjfWaKzRxBI1Gks0thRNYqoaTfQYY2IXA4qKDRUEFFBAivQOStlU6UiH98N59xrj9z+cfMrIyBgxsPfzrHXf1zXn69f4+fmhrKyMpqam6C1KlQYhISEMDQ2hqKiIoaEhDg4OYmtVU1MjHs79/f1isiaVdUo3lu+//z4pKSnEx8fT1dVFYmIiT58+pa+vjzVr1rBr1y5xMNfT02Ps2LE4OzujoaFBU1MTe/bs4eHDh9jZ2YnIh7m5Oa9evRJ6iTNnznDt2jXKysqEBNzT0xMbGxuioqIEfESKyZfGUKT9jLNnz5KamsrNmzcZN24cW7duFU43MzMzOjo6xGHY1dWV3NxcamtrcXNzo6enh4cPH7Jw4UJOnjzJDz/8QEREBEFBQWJjKS3sa2pqoq6uzq1bt3BycqKnpwdzc3OSkpKQkZFBRkaGxsZGcQiytLTk3bt33LlzR/j4tLW1qauro62tDVtbWywsLLCysmLs2LG8fPlSXJh8fX1RUVFhy5YtdHZ2MnnyZM6fP4+MjAwDAwNcvHhRYNmrqqrYuHEj165d4/79+4SEhCCRSCgqKmLZsmVkZ2eLmE9HRwdJSUnExcUxMDBAS0sLdnZ21NXVcf/+fezt7UVMS15eXvRu7O3tiY+Px9DQkKamJmbNmsX9+/dRV1cXm6lr165x4MABWlpaSE5OZt++fUKiOjw8LKa89+/fF5n4yspKZGRkBClVulUeN26c8EqmpqZiYmLC6OioiOMtX76c4uJiiouLiY6OxtnZma6uLiQSCdnZ2RgZGaGqqsqyZctobW3Fw8ODoaEhManu7u4G/tuD6O3txdramqamJtrb2zExMeHx48di+9Lf3095eTmNjY0cOnRITKZlZWWRSCSsXr0aDQ0NQVusqqrCzMyMcePG4eXlRVdXl1DQZGZmcubMGf79918aGhowNDQUUnctLS20tbV5+/Yt169fp6mpidDQUHx8fOjt7WXVqlU8ePBAeOikE/nk5GQRuTI2Nqajo4Ndu3ZhaGgocP3e3t7iYFJYWEhQUJCIy3t5eXHv3j2mT5/O8PAw27Zto7S0lDdv3ggNibKysvDYubu7U1lZKZIPubm5ou9RUFCApqYm9vb2ABQXF2NjY8M///wjpr/+/v4kJSWhqakp1A+FhYWUlZWRk5NDdnY2KioqQjPQ19eHubm5UPFIvaVSwbO1tTXbtm1j7969XLt2jZaWFmpqarhx4wbd3d1MnTpVdJL19fVRUFAQsKG9e/eyfPlyioqKcHd3p6ioiH///Zfe3l4GBgbIzMzE1NSUhIQEMRycP38+vb29vH79GhsbGwYHB8XPtK+vT1yyVFVVxYb48uXL7Nq1i7q6Ojo6OrCyshKdaKkyaPXq1aSlpeHq6sr48eOJjo4WjjRvb28aGxtRUlJiZGSE9PR0Fi9eTF1dHWpqaujo6BAYGMjs2bM5d+4ce/fuxczMDE1NTQ4cOMDly5dxcnJCWVmZlpYWXF1dRY86NDSUPXv24O7uzkcffSR8am/fviUnJ4c1a9agoqLCmTNniI6O5ujRo7i5ueHl5cWlS5coKytj9erVtLS0kJ6eTmhoKE1NTURFRSGRSDAwMCAvLw+JREJeXh4uLi5UVVXh7OxMWVkZAwMDHD58mL///pvc3Fw8PDyIiopi5syZTJ06FXl5efz8/DAwMKCnp4eLFy9SXFyMv78/lZWV2NraCoiEm5sbp06dEtP/JUuWoKCgwLZt28jLy8PExIRvv/2W8+fPU1hYiEQi4ciRI8Kn297eLryL0sqDvLw8T58+Fd/1oKAg6uvrWbRoEUNDQygoKDBhwgSeP39OYGCg2L79/vvvot8s7cDBf4mL0p9JeXk5L1684OjRowIKV19fT0REhIA1jY6O8uOPP3Lo0CFkZGRYtGgRCQkJ1NXVceTIEZycnBg7diwxMTEYGhqKLuP69esJDw/HwcFBQCekUbPnz5/j5ubG48ePRVf36NGjJCQkcPr0aezt7Tl69Ch5eXlcvXoVVVVVDhw4ILbQCQkJDA4Ocv36dfE9WL9+Pfn5+bi4uCAjI8PDhw85efIkEyZMoLS0lGnTptHR0QEgLk2RkZFcunRJuPIKCwvp7e3F19eXK1eu0N7ezpIlS/jwww+5fv06SkpKop8s1ZHMmDGDy5cv4+Pjw8DAAJaWlvj5+dHQ0CDgQIWFhejr6/Of//yH8vJywsLCWLx4MQsWLGB4eBhNTU3Onj3Ljh07WLduHa6urjQ2NhIeHk5/fz89PT0kJyfT09Mj6jGTJ0/mwoULbNq0iW3btmFgYMDChQv5/fffGRwcFK7SyMhITp06RVxcHFeuXCEkJITZs2cjIyODuro6IyMjFBYWIi8vT3R0NE1NTXzzzTfcvXuX4uJigoKCkJWVpb6+HhsbG3JyckhKSmJ0dBQ9PT2OHj3KjBkzsLCwoLi4mMzMTO7fvy82bpaWlvT29tLc3IyxsTGbNm3im2++ITAwkHXr1pGamkp2djYXL15keHiYpUuXCir5ypUr+euvv1izZg1NTU2YmZmxatUqzp07x9DQEJ2dnRw9epTVq1fzww8/0NLSgry8PO7u7kRERKCnp4euri4ZGRnY2NiIn1l7ezuhoaEEBwcTGRnJlStX0NDQYGRkBBUVFYyMjHBzc+Ply5eYmJigqakpKKDh4eHMmzePkydP4uPjw2+//Sa0HiUlJXR2drJz505OnjxJb28vQUFBIp3z8OFD7ty5g7+/PwkJCcIfamBgQHNzM+Xl5WLp4eLiQnx8PLq6uuLzcfbsWX799Vf6+/t58+aNULE5OTkREBBAeXk5+fn5dHd3C6dpf38/N27coKqqitu3b5OSksLOnTsxMTER6YRDhw5x8+ZN3N3d2b59O8HBwfj5+aGtrU1LSwtNTU1oa2uL2PnMmTMxNzdn27ZtHD9+nOzsbMrKyigpKWHTpk1C7xMYGMjTp09xcHAgODiYoqIiNm7cSH5+PomJifz111+0trayePFi4L8JgoSEBNra2v53Mfz5558PfvTRR+JBPWnSJDGBfvbsGRMnTuTRo0eipC79IksnIlJniL6+PnV1dcjJyQk3oaKiIrq6umICLP2wpKWlMX78eHR0dHB3d0dPT4/IyEjk5eXZunUr69ato7e3FxkZGeFZWblyJU1NTejq6iIvLy+oiNbW1qL31NTURGtrK1OmTCE+Ph5PT09ev35NTU0NL1++FIc8Q0NDdHV1hfdNupqfPXs28F857LRp03j58iXGxsYUFBQwe/ZsAT1ZunQp/f39AjIxY8YMXr58yYIFC+js7BQoXqnnSFlZWZAhW1pa2LJlC2fOnKGwsJA5c+Zw7949enp6ROSqpaWFt2/foquri4mJCbdu3WLLli00NjYSHBws8OkWFhZCwt3Y2IijoyMxMTGUlZWhp6dHTk4OdnZ23L9/XyDT37x5Ix4yKioqWFpaMjw8zPjx40lMTMTExITbt29TVlbGypUrxVaotbUVW1tbxo0bx8WLF7Gzs2Ps2LF4eXmxaNEixo8fz7Rp00Ss9bfffqO5uZkff/yRP//8E319fbS1tRk/fjx3795FQUGBvLw8CgsLhdDXxsaGDRs2cPv2bSZNmiRIetHR0dTU1GBnZ4eioiKbN28mMjISY2Njxo0bR3t7O1VVVbS0tKCioiIeWA8ePMDZ2Zni4mLmzJmDRCJBXV1dQHiUlJRoamrC0dGRd+/ekZSUxODgoIjTSKODoaGhPHz4UGx9dXR0SE9PFzTExMREAbrJz89n9uzZJCQkUF1djYKCAg0NDTQ2NqKoqEh9fb2AbAwMDDB27FjKy8vJzc3F3d2dR48ecffuXTGUWLJkCTdv3mTixIlCxD4wMEBKSgqzZ89GTk5OfMZmzpxJY2Mj9+/fx8fHh19++YWvvvqKb775RsSr7969S0pKCrW1tWKYMTg4iEQiwc7Oju+//559+/bh4OCAhoYG/v7+NDc3k5qaSn5+vtAgaGlp8fnnn/Ps2TOuX7+OqakpGhoayMvLM3nyZDIyMsjLyxMuUUVFRTQ1NYWvUhpdlsYYKysrGRgYEJFnCwsLxowZw61bt/Dz8+PAgQN4enpib29PZGQkDQ0N9PT0oKenh7q6OgsWLKC6uhpDQ0MiIiJEhy8gIIDHjx/T0tLC4cOHaWlpYfbs2eKZU1NTg6OjI7q6usyYMYPdu3cze/Zsrl27JtDatra2Aj7xzz//0NbWxpo1a3jx4oVQ38jJyZGcnIyGhgYZGRkUFxdTU1MjhgIpKSkC9+3t7c3YsWOFZFxdXZ3PPvuMgwcP8vr1awwNDbGysuLq1av09fVha2tLZmYmbm5ueHh4MGXKFNLT0/8P9MfR0ZFbt26JaTeAjY2NiMrY2toK0l9hYSFycnIEBATQ19eHjY2NEBSPjo4KsTzAlClTmDNnDg8fPiQ4OJiKigqmTJkipsvSTd27d++IjY3lwoUL7Ny5kyVLlojY8pIlSzh8+DBHjx4VzsWFCxdy5swZtLS0WLZsGVVVVWRlZZGfn4+urq4Y1tnb29Pc3MzUqVPp7e0V/2+LFy9m8+bNJCUlMX78eP7zn/8QGxvLnDlz+Pfff0VnrLGxEYlEwldffcWFCxfEn72np4f6+nrq6urEJb24uJhnz56xePFiDAwMePHiBStWrCAnJ4fbt29TWFhId3c3ly9fRldXlxcvXuDv74+Ojg4pKSls3rxZqCLk5eXR19dHUVERHx8fUlJSmD9/PhKJhNraWrZs2YKSkhKbNm0S03+pRzYlJYX6+noKCwvJzs7m1atXnD9/nidPnvDjjz8yODhIZGQk3d3doi9lY2MjBl5NTU3s379fgEOioqLEe/DBgwcoKSmxdu1aOjo6BEBlzZo1QjskKytLXl4elpaWmJiYsH79esLCwtDV1WXr1q3o6+vzxx9/oKurS3t7O87OzpSWlhISEsKsWbO4ceMG/v7+vHnzBkdHRx48eMDUqVM5ceKEADhZWVnh5eVFVlYWu3btorKyEj8/P4aGhqipqcHT0xN1dXUePnyIsrIyzc3NzJw5k++//54PPviA5uZmrl69SmZmJs+ePUNPTw9nZ2cePHiAg4MD+fn5qKurs3nzZoqLizEyMqK1tVVENaWEZikVu6amhps3b7Jy5Uqys7NFF9PT05PY2FhmzpxJTk6OIJf7+vpSVlbGjh07xHf9iy++QFtbGwMDA5SUlCgpKeGrr74iISEBJycnmpqaGBoaYty4cRw5coTGxkbef/994dn966+/aGhooKurCxkZGdatW8eZM2eA/wrJP/nkE3x8fPD19RUkyqVLl/Lo0SNGRkbw8vISz8cJEyaQm5vL0NAQly9fJjk5GXd3d7q7u3FycqKvr4/h4WFOnDghUiaurq5iS/Ts2TPOnTvHjRs3mDx5Mjo6Orz33ntCi9Td3c2bN2+QkZERlx+p0qGsrIwlS5YI1+W1a9cYM2YM3t7eREVFCe9wU1MTlpaWvHnzhg0bNjBmzBgSExOFniYrK4tXr16hpaUlhg7vv/8+eXl5TJw4kdjYWIaGhhgYGGDcuHFiqHbp0iUuX75MZGQkra2tFBYWMjQ0hI2NDfb29oSEhHDmzBmCgoJE0kmaEhocHMTPz49jx45x7tw5IiMj2b9/P11dXcybN4+enh5iY2PJzs6mt7eXpqYmoXswNDTEz89PdC6l8Wsp0EV69rK2tubBgwfY29ujrKzMkSNHhLIoPj6evr4+KioqKC8vJzQ0lBs3bmBmZoapqSne3t709/fj5eXF1atXCQ4OZv78+XR0dODo6IiRkRHXr19n1apVwh2qqalJXFwcvb29wuO7atUqLly4QE9PDzIyMvT09PDee+8xffp0MjMzyc/Pp7q6mlmzZolEmRQqmJSUhKmpKVu2bEFfX5/ff/+diIgIDA0NMTEx4dixY6KGIU3nqKmpkZ+fj7OznqamAgAAIABJREFUMxs3bqSkpAR7e3vKy8uJiYkRy4YTJ04wb948Hj9+TGlpKVeuXOHYsWPo6elRWloqIJWxsbFi4fDmzRsKCgqEx9XCwoK//vqLSZMm4e3tjYaGBi9evEBZWZkHDx4IN/DIyAhffPEFo6OjYmOanZ3NwMDA/y6G33333UE5OTlKSkoE/eft27ciHpKcnMzAwABfffUVly9fRkVFRVyIAgMDsbCwwN/fn9HRUcaMGUNFRQUKCgr4+fkBEB8fj5ycnNjOODs7i1+opqYmDQ0NtLa2MnfuXJqbm7l06ZLIr0upc6qqqujp6ZGeno6WlpZwsUl7NjExMSgqKlJWVoaZmZm4EEVHR+Pj44ORkRHffvutOPRISYhhYWGkpaWRk5ODg4MDUVFRBAQEMG3aNG7cuCEmTWPHjsXX15ewsDD8/Py4evWqyOUPDAyIl21PTw9KSkrU19ezd+9edHR0mDZtGjU1NVy5coUxY8bw7t07hoeH0dLSQk5Ojg8++IC0tDTRbZDmoaurq/Hz8yMrK4vy8nKqq6tpbW3FycmJ169fY2xsTGZmJi0tLdja2lJXVyeEqNKLa0ZGBmZmZmzduhVvb2+ePHmCi4sLW7duZWRkhOnTp1NXV8fDhw8JDQ0VJevz58+LGJiU6PTRRx9x+PBhysrK0NHRoaWlBVlZWczNzTl69KigcX744Yf89ttvGBoaMmbMGB4/fkxoaCivX79m8eLForwvzalLFRTKysqYmJiQm5vL/v37BU79ypUrYiNgZGTE6OgoFy5cwNXVFX19feGvWblyJSkpKVhaWgqth5WVldjYWVlZoaSkhLa2Ntra2hQXF7N8+XIBv0hJSWHFihUoKSmhpaWFnZ0dpaWltLS04O/vz5YtW4iOjmbq1KmoqqoyYcIEJk+ezKNHj4SaYmRkhBUrVpCSkiJcdMXFxezYsUN4PqUeOUAAYObOncvIyAhGRkYYGRkxZ84ciouL0dbW5smTJ0gkEjw8PIiLi8POzo68vDxCQkK4cOECioqKpKWloauri5mZGZcvX2bixIloaWmJiJXUfRceHv5/ID/GxsZcvXoVJycnTExMSE9P55NPPuHWrVv09vaK35OMjIy41GhrazM0NCR6ELdv3yYsLAx7e3vGjBnD6OgopaWlVFZWMnPmTGpra7GxseHvv/9m4cKFYksndSrp6+tz4MABvv32W+zs7IS2RUq1W7BgATU1NfT09IiBwLt376iurmZwcJDR0VFmzZpFdXW1gBVER0djamoqtps9PT3Y29vj4OBAfHw8mZmZZGZmkp6ezpMnTwAEqMPPz48HDx4gIyODvr4+zs7OYputqakpgFpaWlr4+PgQExPD7NmzBeXT3d0dFxcXRkdHhaPvzp07NDQ0YG9vz4IFCwRhbdeuXWJzk5WVxcjIiEBty8jIoKGhgaurq/i8X79+HQsLCx49ekRFRQXr168nOTkZe3t7ioqKWLBgAeHh4bi5ubFp0yba29sJDg7GyckJVVVV4uPjCQgIEJAWKZhAitF/+vQp7969Y9WqVeTl5eHk5ERVVRVRUVEEBwdTWFjI48ePBda+tbVVdHvb29vx8fHBysoKPz8/8RlSV1enubmZxsZGbt68iZycHFpaWuTl5dHY2MjUqVN57733OH36NLt27cLb25uJEyeSk5NDf3///6Fje3t7iw2ajo4OW7duRVlZmaysLHR1ddmwYQP//PMPe/fuxdfXl+rqakxMTNDS0uK7777jgw8+IC4ujoyMDOzt7amvr+fhw4cEBASQmJhIbW0tv/76K21tbfzwww+UlZVx7do1DA0Nef36NT4+PoKm/eLFC2bMmIGcnBxRUVH8+uuvJCcn8/r1ayQSCW/evCEoKAg1NTVu3bqFm5sbZmZm4vLm7OxMWloabW1t2NjYYGxsLGKgUtJkeno627Zt4/nz50RGRhISEkJkZCSysrJiW/jzzz+TmpqKoaEhkyZNYmRkRET3RkdHsbS0pKuri/Hjx2NlZYWLiwsffvghx44dY/z48bx69UpoReTk5Ghra8PMzIzW1lYWLFiAqqqq6A91d3ezYsUKERlUUFBATk6OiRMn8vbtW7EF/eijj3j27BmKiops2bKF2tpaYmNj6enpYfv27RgYGJCWlsb69et5+PAh1tbWQtshIyODjo4Ou3fv5unTp5iZmfHpp5/S19fHy5cv2bRpE+Hh4QQHBwtg19DQkPAijx07FiMjI3R1dfH09OTq1at4eXmxfPly0W/NzMwkJyeHxsZGFi1axDfffCNAHlLi+dKlSykrK+PevXvAf+OU0sNuSUkJnp6e9Pb2Ctr3wMAAqampKCgo4OTkxH/+8x90dXX58ssvKSgooLa2ltTUVOrq6ujv7xdSdEdHRyFB37BhgyDxVlRUiE64hYUF7969Y+PGjfz888+89957HDt2jB9//BGAzs5O7OzsePPmDXfv3kVFRYXU1FQ0NTUFGbe/v5+hoSEB0CovL+fmzZvo6+tja2vL8uXLMTAw4ObNm0Kzo6ioKC4SY8eOpb6+XgxGpBHawcFBoQhLTU3Fzs6OwMBATp8+jbu7O0lJSWhra9PW1kZcXBz37t0jLi5OJBjevn2Lg4MDxcXFDA0NUV5ezoYNGygsLMTU1FQMe8eMGYOLiwsFBQV4eXmJdEl/fz/Dw8MYGBhQVFREXFwcn332GdOnT6e4uBhXV1dqa2txdXXFz8+P8PBw7ty5w5o1a/j111959eqV8BMHBgYSEhLCnTt3RFxSRUWF2NhYdu/eTVJSEufOnePQoUNs3LiRv/76791BCmyRDmifPXtGS0sL8+fP59NPPyUjIwNDQ0PKy8sFBVVar5JIJISEhLBs2TJR1youLkZPT4+rV6+SlJSEhYUFubm5DA4O4uPjAyDIuAMDAxQVFQm+QXh4OFOmTKGuro6VK1eSmZnJV199xa1btzA0NBRn6T/++AM1NTU+/vhj5OTkhG7j0KFDQmny5ZdfkpeXx08//UR8fDwaGhosX76cZcuWCQd1XFwcKSkporKUmpqKRCKhs7OTBw8esHz5ck6cOCHOp2fOnEFWVpZTp07x6tUrEhIS2Lhxo6ghzZo1i8jISOTk5Fi8eDG//PILbm5uhISEICsry4sXL5gwYQI3b96ku7ubM2fOCHdnQUEBv/zyCzU1NcjKyvLvv/+ipqZGTk4OLS0t6OvrY2lpSXV1Ndu3b6e0tJTIyEiePHlCUlISra2tqKqq/o9KCvDll18elAqTFRQUUFZWZnh4mJUrV1JTU8OSJUtExDIjI4NFixaJi1d8fDzGxsaiKzYwMICKigoFBQWoq6uLw7CKigoeHh74+PiIeNyCBQvQ0dGhtbVVPGDi4+NZt24d4eHhhIWF8fjxY6ytrYVPTXogefr0KUFBQURFRRETE8PKlStFr8zJyYm8vDwOHTpEcnKy6KB0dnYSFRWFgoKCiJ1GR0fT09PD2rVrqaqqEj67Q4cOsWLFCgwNDVFTU0NeXp6hoSFBbK2rq8PT0xMZGRnxsJXKM+fPn095eTnt7e3Iyspy6dIlEUlqb29HSUmJmJgYSkpKaGxs5N27d2hrawsnm4eHB48fP8bc3Jy3b9+K6XplZSVqamp4eXnh4+PD8ePHmTx5MmZmZvT399PW1kZvby/Dw8Pk5OSgoqJCR0cHY8aMISoqioiICPG7KSkpwc7OjsuXLwOwfPlympqaePbsmSDgSSX0GzduZN++fYSEhNDc3Iy1tTVr1qwRWxslJSXWrFmDgYGB6Ats27YNKysrIiIiaG9vx8HBQTizfH198fHxYWhoiNmzZ4sJ3fDwMLW1tVhYWODg4CCin++99x6rVq3i1KlTwvvn5eWFjo4OcXFx+Pj40N/fT11dHYmJiTQ0NJCQkIC/vz+GhoYCRlFYWIi1tTX5+floa2tjZmZGcXExEomE1tZWli5dSmBgIOXl5cIj2dHRgb6+Pt3d3aSnp9Pb20t3d7cgWpWXl2NqaoqpqSlff/212Lrm5eXR2dmJjIwMixcvFh0GT09PUlNTWbRoEenp6cJ32NfXJzxnq1atYsuWLWzfvp1z587h7e2NjIwMeXl5HDhwgISEBKZNm8bNmzc5dOgQ7u7uIpItkUjYuHEjqampJCUlIZFIGBwcZGhoCGVlZUxNTdm1axdNTU0sWLCAtrY2urq6mDlzJq9evQKgoKCA3Nxc0VHT1NQEYM6cOdy5c4clS5aILqGzszOysrI8e/ZMiIulHsoNGzZQU1NDSEiI8BRKf64WFhbIysry0Ucfcf78eTQ0NESs2NraGlVVVRGNkSKmQ0JCePDgAdbW1pSVlQl1jNR1pa2tzcDAAOHh4cyZM4f3338fDQ0NxowZQ0FBAS4uLqSkpDBp0iScnJxQUVFh8+bNdHV1YWlpiaWlpYgXKykp4eDggKmpKdu3b6esrExAbtatWycQ+vv376ehoYHu7m6BI6+pqSEnJwcdHR2ysrIoKyujsrKSs2fPEhERQV1dHQ4ODujr62Nubo6srKxwYjY2NmJoaEh6eroAYtXX12NgYIC9vT2enp6Eh4eLP+Px48dJT09neHgYGRkZoqKimD59OomJiejr65OQkIC8vDy5ubk8e/aMffv2cenSJQoLC1FXVyczM5Pjx49TXFzM6OgoQ0NDLFy4kIKCAqZPny6GPWvXruX+/fs0NTXx2WefkZGRwcuXL/H29qa3t1fEfQ0MDGhqauKvv/4iKCiI4uJiwsLCKCkpITg4mLy8PDQ0NJCRkcHf319QjLu7u8WB6NGjR4SHh/PJJ58QGRnJ2rVrUVJSorW1lZSUFFavXo2VlRWGhoZcv36dTz75BC0tLQYHB9HV1WXRokXs378fWVlZQkNDsbOz49q1a2zbtg0XFxfKy8vx9vbm2rVr+Pj4CIp2W1sbz549o6amBolEIg6pV69eRUdHB3t7e27dukV9fb3o9+rq6hISEoK3tze7d+/G1taWc+fO8e2332Jra4tUA6WmpiZi8W/fvqWpqYn+/n5x6G1tbUVBQYHq6mrRBc/NzeXjjz/m2LFjAMyYMYO+vj6ePHnCBx98IMTPHR0dAk40ODjI8PAw3t7e1NfX09jYKOBQqamp1NTUMGHCBB49ekRQUBA3btzgzz//xNzcnBMnTvD69Wvy8/Px8PAQ76bHjx/z6aefinflsmXLOHfunICh7N27l7i4OBwdHVFXV6e9vZ3U1FQ2btyIi4sLn3/+OX19fbi4uDBt2jR6enooLy+ntrZWqA3c3NwoLS1FS0uLzz77jIsXL3L37l1MTU15+fIlz549Izc3lz/++IP169ezevVqjh07xtSpU3F3d0dDQ4NLly4RGhqKmZkZ4eHh9PX1CSr07du3SUxMpLm5meDgYGbOnCmeKenp6Zw9e5avv/6arq4u2tvbUVNTo6ysTLzXra2tkZeXx97ent7eXrKzs5k7dy4GBgbieaCoqIi8vLwAXh06dIgHDx5w6dIldHV1KSoqYvr06Tg4OJCRkYGOjg51dXUcPXqUrKwsJk+ezLVr17C1tWXx4sWsWLGCRYsWYWZmxuDgIP/++y/r1q1DUVGRgIAANDU1/8+Fqrq6GmVlZeTk5AgKCmLixIkoKipSVVVFQUGBSA5NmTIFS0tLkpKS+OSTT+jv7ycpKYnnz59z/fp1ysrKOHr0KDU1NZiZmYmu5OPHjxkZGaGqqgofHx9B/pUOmLS1tZk9ezaVlZWYmJigo6PD3bt3xUV0xowZlJeXExsbS0tLC0ZGRuIzKZWwS/3O48aNo76+XkTlVVRURIT/5cuXhIaGIpFIsLCwYMeOHSgpKXHs2DGqqqooKioiLS0NX19f1NXVaWlpQVVVlaSkJDo6Opg1axZPnjxh0aJFnDlzhtDQULKysjh79izR0dFkZWXR1dXFjBkziI+PZ3BwkEuXLnHgwAGUlZUZP368OOeam5tz8OBB/vnnH3JzcxkZGSEoKIjr169TXl7OwMAAISEhxMXFkZubi46ODnp6eoSHh9PT0yO6r/fu3SMyMhIrKyu6u7vFeTAuLg59fX3i4+Px9vZm9uzZQjEi9V9mZWXR2NhIS0sLeXl5HDlyhIkTJ5KdnU1dXR1Pnz7l7Nmz/Pnnnxw/fpxFixbh7+9Pa2srPj4+NDU1ERERgampKUpKSri5udHW1sb+/fv5/PPPxaDkwoULwo8o1ZLs2LGDmJgYnj59SkBAAD4+PjQ2NvLq1Su0tbU5efIkFRUVjBs3joaGBpYtW0ZjYyM1NTUiDTg6OoqMjAzBwcEMDAygoKCAra0to6OjPHnyBF9fX54+fQpAUVERK1eu5MKFCwCsXr2aN2/eEBsbK0B6t27dQk5OTnA+7OzsxPnlyZMnODo6MmvWLDIyMujo6GDJkiW0tLSgpqbGlClTpLaF/10MT506dXBkZER4xSwsLCgqKhJ0tra2Nu7evcuYMWMwNzenq6uLVatWUVdXR0lJCaGhoSQmJqKoqIi7uzuOjo54e3sLH42zszOampr09vZy9uxZKioq0NHREZNYaaE3MjISW1tbVFRUhOhUutmQbpc8PDyEY83U1BRdXV2++OILXr58yfjx49HT0xMHrNu3b6Onp8ebN2/w8vLi7du3jI6OkpOTg6amJu7u7oyMjNDW1sabN2/ERiAiIoKRkRFxMCgtLWX27Nk8f/4cT09P0W+UwjomTJggMN0tLS08f/6cnp4empubsbW1FRESExMT3r17x+vXr6mvr0dTU1PEUevr6yktLRXqgqqqKtzd3Xn69CmmpqZERkbS2dnJu3fvmDdvHhEREXz44YfcuXOHZcuWCbJkaWmpIL5JD9X37t1DTU2NgYEBlixZgpqaGoGBgWLtvnXrVvFy2LBhA56entja2nLv3j1qamrw8PAQqHzp9jU3NxdnZ2cRBVBXV+fixYs0NjaKmJa2tjYaGhrCV+Xq6iourq9fv6a8vJysrCzevHmDm5sbnZ2dJCcnExoaSmxsLGpqaqI3cO7cOZYuXYqWlhapqamsWrWKnJwc9PX1BQxJqpuoqanB29ub4uJi4a/y9vZGIpFw8uRJ4QIyMjKiqKiITZs2icOPtC+opaUlgCzff/89ly5dQl9fn88++4yYmBja29uFxN3U1JSMjAwCAwNJTU2ltraWDRs20N7ezs6dO4VrcPPmzaSmpooDgRTlX1RURFFRkYDQ1NbW4u/vL7YgUhdYWFgYSUlJfPbZZ8LjBv+VvKqoqAitgzQm7O/vT2FhIWvWrKGjo4Ouri4MDQ1JS0sjOTlZTHFtbGyIjIykpaWF3NxcrK2t0dDQEL6h8ePHc/v2bdTU1CgpKUFPT4/ffvuNZcuW8fz5c6ytrSkoKMDc3JzXr19jZWUlorzS2FVYWJhQOfj6+lJRUcGLFy8YGBhg586dgkB45swZzMzMcHR05NKlSyxevJjS0lJsbW2Jj4+ns7OT9PR0tm7dSnl5OYWFhUyYMIHExESKiorQ1tbGz8+PnJwcEYsuKyvDxcWFjz/+GIlEQm9vL4WFheJwIBXIq6qqkp+fT0VFBSMjI/j6+goEtrSs7+joSFBQEDo6OmRmZorNzrlz5+jp6eH06dMAeHl50dvbKzqHUpjT9evXqa+vF/G0sLAwfvnlFxYuXEhLS4uIlU6fPp2QkBBKSkpISUnB1NSUpqYment7kUgkIvY0d+5cIQmPiopiw4YNzJgxg5qaGmJjY/npp5/Q1NQUmPz4+Hjef/99Ojs7mTp1KgUFBRQWFpKWlsbg4CDNzc2il3PhwgUmT56Muro6t2/f5vPPP8fKyorOzk50dHTQ1tZGT0+PJ0+eiEOoi4uLuBw+ffqU0NBQwsPDmTZtmiCXampqMmPGDNra2ti2bRtXr17F19dXdFZlZGTo6OggNTUVY2NjTE1NUVZW5smTJ1haWiIvL8+VK1e4c+cOR44cYc+ePeTk5LB06VLa29spKyvDxsaG5cuXs337dhwdHVFWVqa6upqKigpsbW05ffo0f/zxBxMmTCArK4sxY8YQFhbG+fPnMTc3R15enpkzZ6Krq8upU6coLS2lsLCQnTt3kpiYSE5ODtra2ty9e1d8zr799lu+++47nj9/TlhYGFOnTiU8PBxnZ2fGjx8vYlwXLlxgaGhIbFYePHiAgoKCSEsEBwdz//59XFxcxMQ9JyeHsWPHEhsby5o1aygqKqKqqooFCxYIGJi2tjaxsbG8fv2a7OxsfvnlF7Kzs4V6xN/fHy0tLRITE3FxccHZ2RkDAwNRE9m5cyfZ2dmMjo5y+vRpQaxevnw55eXlBAQEEB0dzf3790WNoKuri8mTJ4tOz/DwMPHx8Xz55Zds2bKFwsJC6urq0NDQICcnB3t7e+FBzMjIQF5eXsCFlJSUqKmpYcGCBaIfp6+vT25uLnPnzqW4uFgMgWRkZPjpp584cOAAN2/eFGChcePGkZqaKnqcBw8eFGmnixcvArBkyRJMTExQU1MTDsYzZ86IqKatrS1PnjzBxMSEyspK0YPW0tLixo0bODg4UFtbKzbVf/75JwEBAZSUlKCqqireJfr6+ixfvpza2lpxIdfW1ubmzZsCtPbo0SNOnDiBjY0NS5cuJTo6msDAQNLT0/n7778ZHR0lKCiITZs2MWHCBJqbm3FwcKCjo4O8vDySk5N5+PAhQ0NDyMrKivpFX18fUVFRgrMQHBxMcnIykyZNoqqqCk1NTWJiYjh48CAuLi4sWbKE9vZ2pk+fzurVq9HX1xc1EqlWzMDAgICAAObPn8+xY8fQ1dVl06ZNvP/++/T394v0hpTo6unpycyZM2lra8Pc3Jzo6Gg2bdqEnJwce/bs4dSpU6Lrd+7cOaE/27hxI8eOHcPDw4Pe3l4WLlxIbGwsDQ0N5ObmEhMTQ3Z2Nu/evRMUcX9/fzZt2kRmZib29vaYmppy5swZAYMyNDQUSShtbW0qKyvZt2+feFbfunWLyspK+vr6GBkZwcXFBYlEwqJFi5CTk+P48eNERkZSXV0t/v329nZGR0c5dOgQa9euRUdHh+bmZu7evUtjYyOtra1kZmYSFxfH8+fPyc/PRyKRYGhoSENDA729vbS1tbF9+3amT5+Oh4cHkZGRqKqqUlNTQ0NDAxoaGrS2ttLY2IiamhofffQRhw4dAv5LZZZGO6U1mv7+fh48eICrqytbt27lxIkTAOzbt4/t27cLdcTatWspKSkhKSlJXKx7e3sxMTEhMzNTbPcrKys5ffo0+/fv59dff8XExITffvuNpqYmQRhuaWkB4N27d+jp6WFubs7jx48FWCc+Pp6KigoGBgbQ0NDg1q1bQp1lYWGBvb09GRkZlJaWkpCQIPr/bm5ulJeXk5OTw7JlyxgYGKC1tZVHjx7x66+/YmBgwLlz5+jo6BDPM+n/g4+PD9evX8fe3h5vb28yMzPJysoSyrS4uDhqamro6uoiOzubiRMnYmlpSVxcHLq6uhQWFv7vYnj06NGDFRUVTJgwgfT0dAwNDXF1dSU+Ph4vLy8ePXqEkZERSkpK9Pf3k5ubi6ysLJGRkVhaWpKcnMzbt2+ZPHkyQ0NDyMjIkJKSQnl5OYGBgTg5OfHmzRs0NDTQ1dVlcHCQ9PR01q1bR319PU1NTdTW1rJo0SLy8/OpqakhMDAQRUVFIiMjGTNmDNOmTePJkyd0dnaybt06Ojs7SUhIEOh0V1dXER+UevwyMjJYuXIlNjY2gsC5YsUKrKysmDlzJtra2rx48YKSkhIMDAzw8PCgsLAQbW1t5s2bJ750zc3N6OrqoqysjI2NDRKJhP7+ftTV1VFWVhZldkNDQ7777juys7NRV1fHzMyMzs5OGhoaxKUuKSlJbPK8vLyoqanB1NSUlJQUbG1tsbe3F8QrqczdxcWF9vZ2vLy8GBwc5OnTp9jb26OrqyvAOdeuXUMikQiARnl5OQ4ODiQmJvL111+TnJwsojp//PEHaWlpKCgooK2tTXNzM62trfT09HD9+nXRyRkeHiY0NJSrV68yd+5cEhMTmTBhAi9evCA3N5eMjAwqKyt5+/Yt6urqIu6iq6vLwMAAVVVVqKmpsWPHDt69e0dMTAydnZ3IyclRUFCAkZERCgoKHDt2jH/++QczMzO8vLyIi4tj165d3Lt3j/nz54tDq729PSUlJcyaNYvffvuN/fv34+DgQGRkpACFSC83bW1tzJ8/X0QzEhIScHFx4f79+6SkpDBx4kTxYpf20/bs2UNra6ugwkkHC+Xl5axZswaJREJfXx/379/n7du3WFhY8Oeff9LZ2cnz588FTMfb25vz58/T3NzMw4cPKSgowMLCgrKyMoaHh3F0dMTe3h4rKyumTZuGra0tXV1daGho0NjYiJaWFgBGRkbiQjJ27FhGRkYYHR1lcHCQtrY2Jk2aJBDXUg+XdHPm6OiIiooKU6ZM4eTJk0gkEiorK1FWVqampoY5c+ZQUFCAvLw89+/fp7e3F319fXbv3s25c+dE2VtNTY2JEyeKPoOPj49w+0ljUb29vQKwUFdXx+TJk9HT0yMrK4vq6mq0tLQ4e/Ysw8PDjB07lrq6OoqLi3FwcEBNTY0///wTKysrFixYQEpKCoODgzQ0NIhO09OnTzE3Nxef9cDAQNLS0ggODubu3btoa2tjZGQkPGbKysriZSF9IQ8ODqKgoICBgQHl5eXExcWxfPlylJSUcHZ25ubNm3h4eJCamsr27dupr68nLi6OnTt3kpubS3p6OoODg/T29rJv3z7KyspobW0Vbko9PT2mTp1KWlqaIIBKaazSoceDBw/46aefRBcnNTVVeFOlcCk3Nzdyc3MpKioiNDSU06dPs337dm7evEl9fT2zZ88mNTWVWbNmibifVG7u4+NDQ0OD8LBKezCxsbGsXbuWoKAgsrKy+PTTTzl+/LhQL3h4eDAwMMDPP/9MT08PQUFB9Pf3k5WVJYBT0r8iIiLlfHblAAAgAElEQVTIzs6mpKSEjo4O5s+fj6+vLxKJBDMzM5KTk4mOjsbf358PP/yQ8PBwDhw4QHx8PLm5uWhoaJCWloaPjw8nTpxg7dq1uLq68sMPP7Bw4UJBq9u9ezdVVVVUV1czMjJCVFQU/f39zJ07F3d3d/Hfq6ysxM7OjvLycoaGhmhsbGTu3Lk0Njby/fffA5CdnY2Pjw+ffvopX375JY6OjnR1dQny4bx58ygsLBQajN7eXq5evYqLiwtpaWnMnDkTU1NTXr16RUtLC/PmzePVq1fU1NQAMDg4KAYQJiYmAnYh7Z0pKiry7t075OXlaWpqIiUlBUD8/aZNm5g4cSKqqqo8ePCA7777js7OThITExkcHCQnJwdnZ2eys7Px9PSksLBQOL2ePXuGiooK06ZNo7e3l6ysLNavX09rayuGhoa0t7dTV1fHxo0bMTIyQl1dnezsbCoqKlBWVubu3bscOHCAK1euCLr0wYMHRRzc1NQUFRUVEhMT6ejoQFZWltbWVhYtWkR0dDT9/f2YmZkhkUi4ePEiK1as4IsvvsDZ2RlFRUWuX7+Ojo4OU6dORUdHByUlJeGetLOzIyQkRGigent7mTNnDklJSWKQK+1Al5SUMG7cOFRVVYX+IzExETc3N8aMGYOVlRXV1dXExsZiZ2dHXFwcZmZmXL9+nfHjxwv3pPQ7FRgYSEdHh6gKeHh4kJaWRlhYGMePH+f48eP8/fffuLq6IpFI+PzzzwXRXKqPycvLY+nSpWzevJmsrCy8vb2JiYkBID09nR07dlBUVIS1tbWIRkthKyEhIWIA2NfXh5aWFvv27aO9vZ3m5mZWrVrFf/7zH/r6+khPT2fKlCkEBQXh7OxMe3u7oJ9OnTqVkpISEhISmD9/vtgo9/X1sWrVKkxNTQXN9Z9//uHHH38UJPTIyEjU1NRQVVWlv7+f+/fv8+LFC95//32R1ggJCaG/v5+ysjKhp0pKSkJZWVl4Vvfs2cOePXvERdXIyIiPP/6YBw8eiC3+hx9+yKNHj/Dw8KC4uJiCggJmzpzJuXPn0NHRwdHRkbi4OGbMmMHx48eZNm2acNJKv2OysrKsWbOGL774AicnJ16+fImuri66urrMmjWLw4cPc+LECS5cuICLiwt37txBR0eH+/fvi3eHqakpa9euZeXKlZw4cYJbt25hY2NDUlISJiYmqKurU1dXh52dnbisbNy4kfPnz/PPP//Q2toqemq+vr7MmTOHc+fOkZCQgI2NDWPGjOHVq1diE6qmpkZsbCyLFy9mYGBAwLN27NiBr6+voLtKz1lTpkwREeA5c+aQnJyMtbU1T5484fnz5zx9+lQkoaQdxLVr14rnzt69e/n999/Jzs4Wyqru7m6UlZXZtm0b2dnZQrcjdY2/ePECJSUl1NTU+Ouvv/Dy8sLJyYnp06dz584dPvzwQxISEjh+/Dhff/01DQ0NGBsbM2XKFGprawkICGDDhg3IycnR0NCAhYUFxsbGDA4OUlNTQ0lJCevXrxdAvfLycpYtW8b48eORl5fn5MmTDA8Po6CgQHNzMzk5OXzwwQecO3cOIyMjDh8+zMmTJ8nMzMTY2BgnJye0tbX5888/mTdvHsXFxXz66acsXLgQR0dHSkpKuHfvHkeOHBHuxJycHD7++GP09PSYNGkSixYtoqysDG9vb7S0tPjyyy+xtramtbWV27dvA/zvYnjkyJGDUpS/i4uLcFvp6enx9u1bsY2S9trU1dV59uwZAQEBGBsbo62tTVdXFwkJCTg6OnL69Gl6enpwdHQkPT2dpKQk+vv7BaHv3bt3rFy5kps3b/L555+Tn58vICiWlpbMmzePI0eOsG7dOvFSy8zMJCMjQ4Ax1NXV8fDwIC8vj7dv34rDuTS+YG5ujoWFBYODg9TV1Ymi9ZkzZ/Dx8SE3N5fu7m68vLyIj48XigOp1qCxsZGYmBgCAwOFj210dBQlJSXhqpLCAKKjo/Hy8qKzs5PMzEyB4JduE6T+mNf/X+YqLbr6+fkJ4psUOuHs7Mzw8DBqampkZWUxNDQEwMKFC9HQ0ODVq1fY2tqSn5+PrKyscA4ODw8L79jDhw/Zs2ePcMG0tLSQnZ0tLpl3797l8ePHDAwMoKenh4KCAnfv3kVPT4/h4WHs7e1JT08XMJHAwEBOnTpFdXU1eXl5jI6OUl9fz9DQEH5+fuIz8fz5c5YsWYKXlxczZsxAVVWVOXPm8Mknn1BSUoKOjg47d+7kyJEj3L17l0ePHpGRkYGjoyP19fUUFxfT1dWFq6srz58/Z/Pmzfz11184OzszMjIi3HPR0dEiGnnr1i0++ugjATuSknRXrlxJamoqvb29uLm5icirdCtRUVFBf38/8+fPp7i4mIyMDAICAmhqasLHx4c7d+4wduxYKioq+O6778jJyRFAiKCgIFRVVVmyZAnffvstOjo6vHjxgu7ublpbW+nv78fFxQUTExOmTJnCmzdvBB7+9f9Xc6SkpJCYmChcly0tLWhpaeHo6MizZ8+ws7Ojv7+f+Ph4rK2tqampEfh9aVzRxMSEqKgoEhIS8PLyEr8HS0tLHBwcMDY2JiUlhdLSUkEBk/bppP8sIyMDLy8v6urqcHV15fTp0yxYsIDi4mI8PT3FRbupqQlNTU1kZGSora1FXV2d4uJiXFxcAOju7sbZ2RkvLy9mzpzJH3/8gbu7Ow4ODtTV1dHS0oKLiwu+vr5CPWBtbY2BgQHGxsZ0dXXR0NCAgoICg4ODIp5eXl6Op6cnGRkZbN++XWCzAwICqK+vR0tLS3jMfHx8BPBn7NixmJiYMH78eDQ1NWlvb0dBQYG///6bqVOnCl/r4OCgAGFFR0fz3nvvIZFI8PT0JCwsTMRypkyZIrQcR48eZcWKFTQ0NNDf309BQQGtra2CzlxfX4+/vz/bt29HTk6ON2/eiF6RlJa3b98+uru7CQoKEv7UkydP8vz5cxHTqqysxNvbm9WrV3P58mXmz59PQUEBvb29ZGRkYGxsjLOzMxEREeTk5NDd3Y2SkhJv374Vg4/MzEwWLVpETEwMr169YuXKlRw8eJCUlBTCwsI4c+YMkydPpqmpibFjx1JZWYmBgQFPnjwhLCwMJSUl7t27x6effoqZmRmFhYV4eHhQXV3NuHHjuHv3LtXV1VhbW1NaWoqdnR2zZ88mNjaWiooKQUXU1NRk6tSp4mAkjRyWlJRw8eJFfH19GRoaYs6cOSgoKHD69Gn6+vrQ1tYmICAAGRkZDh06hK2trXj+tre3o6ioSExMDMuWLePixYscPnyY5ORkIbOXDmOKi4vFAPPw4cMcP36c7u5uJk6cKC7Tixcvpry8HHl5eUxNTYmPjxeTe+lQ6bvvvsPPz4+UlBQRjZMOdIaHh0XEXXr4bW5uZsOGDQKEJi8vL2Axg4ODeHt7MzAwQF1dHWlpaSJ2p6OjQ1FREba2trS2too+uIODA8rKyqipqZGRkUFwcLCgpyopKbFt2zZ++uknWltbhRJqxowZJCcni/6odIM9MDBAYGAg8vLy6OjoEBsby+bNmwkLCxMahOrqavr6+jhx4gQZGRni/TN27Fi++OIL7ty5w+7du4mPj+fy5csoKCgwMjLC+fPnmT59OgAjIyNkZ2cLUN3y5cuJiIjAzc2N9957j4iICGxsbMQ2aOLEiQJa5ObmRkREBD///DNtbW3k5eWhrq6Ovb09K1eu5NSpU0yYMIHY2Fisra2FWsvJyQl3d3dxYZQOhRITE2lsbGTp0qUUFRWxe/dusrOzsbGx4eXLl7x8+ZJ9+/aRkJBARUUF+vr6ZGRkcOvWLRwcHFBUVERLSws1NTUsLS3R1NTk66+/JiAggJqaGioqKti7dy9Tp05l69atmJubc/r0aYqLi2lsbCQ5ORlHR0caGxvx8vLi77//5vDhw6xd+/+Ye++gKs+2X/tYVOl10asoKE0sIcaCgCIoCNFYYnyMNckTo4mxJ5rISqImlhiNKSaaYkWJHRRERJFeBJTeey/Sm7D2H3nW9b3Pntl7v+838+7ZzDAm6gjivW7u6zx/v+PYwM8//8zw8DBz5szh66+/xs7OjvPnz1NVVYWHh4cY3MnlcjZt2sSpU6d49OgRAQEBYojc2NiIsbEx48eP5+zZszQ2NrJ7927u3r1LeHg4+vr6AoK0adMmPv74Y7S1tampqUFbWxs9PT36+voYGhrCxsaGoKAgDh48yNKlS5FKpWRlZZGVlSVI2op0SlVVFdXV1XzyySdkZmYya9YsIiMjUVFRoba2lu7ubpSVlbG2tqampobBwUFycnI4dOiQICmbmpoyY8YM8SC/bt06NDU1SUlJYf78+cTHx6OiooKXlxdNTU3MmDGDgoIC+vv7efDgAWFhYYSGhuLo6ChAgxYWFvzzn/8kMTFRpNu8vLxISEggNDSUtrY28vPzyc7Opq2tjYqKCgBMTU2pq6vj9ddfFwOmPXv2oKGhIaoy169fJz4+npaWFt544w1SU1NpaGjAxMSE9vZ24YGuq6vj1KlTWFhYYGNjg66uruBNHDx4kEuXLrFt2zZcXFx48OABysrKLF++HDU1NaqqqsRmtqqqinPnzmFrayuu58bGRm7fvi0gSdu3bycwMBALCwsiIyPFMO7p06dERkayceNGYmNjmTlzJgsWLCAmJgYDAwPs7OxITk5m4sSJxMTEYGhoyJQpU/D09BRLla+//hp/f39GR0fx8/Pjzp07vPfee4yOjnL9+nVycnKYPXs23377Lb/++isRERFYW1tTXFxMVFSU4GZ8+OGH7Nu3j+7ubiZMmCC0brNmzaKwsJDJkyejpaUlDoADAwNER0fj4OBAUVERlZWVfPfdd/z6668iuq8YIF64cEFUX16+fElqaiqRkZHCpe7n58fx48e5ceMGjo6OaGho0NXVxZgxY0Tn8F8Lnf+eg6FEIlGVyWThMpksRCaT3fh/+SC5f//+UAWqfNasWTQ2NlJTU4OmpiZeXl6MjIwIDP/EiRNZu3YtKSkpLFmyhLNnz+Lp6UlbWxteXl7U1dXR19fHhg0bBAZaVVUVMzMzvv32W5qamujs7BTRydbWVhG1qKmpEfTSkpISmpubUVJS4ttvvxVRiUuXLjFmzBgaGhqor68XfT5FpPGNN97g+fPnODg4iOimg4MD7u7u4oBrYmLCX3/9hYGBAUZGRiQlJfHPf/6Turo6MXGora1l9erV5Ofn4+/vj5aWFtbW1mRnZ7Ns2TIiIiIYGhpCWVkZHx8fBgYGmDZtGkpKSpiZmaGtrY26ujrh4eF88cUX7N+/X9wUR0dHsba2xt7eHnt7ewYHB8W2Izk5GRUVFYqKinB2dsbExISSkhIMDAwoKSlh+vTp6OjoMH36dM6cOYO2tjaurq5ERUUxe/Zs5HI5X3zxBQUFBaLrVFpayqpVq+jt7WVwcBA7OzuWLFmCqqoqlZWV3Lt3TyCH09PTMTExYc6cObx48UI88F24cIG6ujqMjY3R1NRk0qRJLFmyRNANHR0dGTNmDGPGjGF4eBh9fX2BKnZ0dBQ3+NzcXCZOnMiRI0dwdXWluLhYINunTZuGpaUlIyMj3Llzhxs3btDZ2UlaWhrOzs60trZSXl6OsrIyc+fO5fbt28ybN4+hoSHOnz/P9OnTBQVvzJgxhIWF4ezsTE9PD/Hx8ZiYmDB79mxWrlxJQUGBmGCvW7eOadOmCdVIfX298P7NmTMHc3Nz4eQyNzcXcdizZ8+ira1NVVWV6AkNDQ0xYcIE6uvrycjIoL+/H0NDQ3bs2EFCQgIGBgbigWXs2LEYGxsLD5mHh4dAuysGEYsWLWLNmjUkJyfT0dFBUVGRuMFdv36d1157jenTpxMXF4dcLsfKyoqKigr6+/uF4/O1117Dzc2Ns2fPcvDgQZqampBKpeTl5ZGenk59fT329vYkJCTw7rvvkpuby4oVK+js7GT27Nk0NjaKCPPg4CBmZmaCFKfoISmIgL/88gsJCQmcOXNGPLgrKHptbW389ttvaGpqsnTpUqGAaWpqwtDQkMzMTEFVbWxsZNKkSSQlJfHw4UPU1dVpbGzk8ePHYvv34MEDRkZG8PPzY+/evWRmZrJr1y5sbW15/Pgx48ePp66uDg0NDeRyudB+6OnpcfXqVUpLSzEzM8POzo7MzEwmT55MVFQUixYtEv6nsrIynj59SmJiIjNnzhRI/bq6OhwcHFi8eDE6OjoCbrNkyRKhjVm7dq2Ip3p4eKCsrMxPP/3EV199hbm5OVOnTiU5OZmGhgY+/vhjOjo6WLVqFUePHhXXRlRUFImJiXR2dgplytSpU9m/fz8pKSk8ffqUbdu2iUl2X18f/f39XLhwgQkTJhATE8OuXbuwsbFBW1sbTU1NdHR0qKioYNeuXfj5+VFXV0d2djZXr17FwcGBgoICHBwcqK6upq+vj5UrV3L69GkqKyuZO3cu1dXVdHV1MWvWLLKyspgyZYqI242OjnL58mU++eQTUlNTqaioEDJyxYNCb28v8HdnzsDAAGVlZTQ1Nbl+/ToVFRUkJiYKIJVii2tkZMSTJ0+Iiorixo0bLFmyBCMjIwYGBigvLycrK0vAlBTaFalUyokTJ4SbcOLEiYLsq4A4DQ4OcuvWLfbs2cPx48fp6OigtrYWAwMDRkZGcHZ2Flj8BQsW8PvvvzM0NMSYMWNITEzE1dWV2tpaTExM2LFjB7du3SIsLIyqqioOHz5Mc3MzT548QVtbW3zdRkdHBUW6srISPz8/Ll68yP379zl8+DCzZs2iu7sbdXV1Vq1aRVxcHP39/RgZGVFVVSXULorBl8JTqtiE+/j4sHDhQi5evMjJkyeJiIigubmZzs5OioqKsLOzw9zcXKhBTpw4weLFi7l9+zYLFy5k9uzZ5Ofno6OjQ19fH+rq6ly7do1x48aRn59PSEgIDg4OhIWFUVNTw8OHD3F0dBTgH0U08cCBA+jo6JCXl8f27dsJDw+nvb2drKws3nvvPX744Qfu3r3LzJkzAdDT0xMbstbWVlauXImxsTH19fUsWLCApKQklJSURNe7s7OTkJAQ9PX16enpYfr06UyfPh0TExNaWlqwtrbG29ubO3fu4ODggJeXF25ubhw5ckR8TaKionj77bd55ZVXqKiooKamRlxbimSOAiJibGyMhoaG0JKMjo7S2tqKoaEhEyZMoL29nS1bthAXFycedPfv3y8cvhMnTsTIyAhbW1vRk/L19eXzzz9nZGSEGzduYGFhQUJCAjY2NlhZWYl7k7q6OkePHmXmzJmCJq2Ie2ppaeHu7o6enh6Ghoa8ePGCqKgo4G9gztSpU0UfUNFLTExMFAOJV199FSMjI6ysrMQQq6amRiRWysrKsLGxYXR0lISEBGbOnClST8nJyRw+fJjs7GxWr15Ne3s7xsbGXL9+XbAT1NTUhO+3vb0dBwcH7t69i4eHB0VFRZibmwvC9rNnzzh8+DCFhYVCg2JgYICqqirGxsaiqqGtrY2ysrK4fioqKigtLRXAnvXr13PgwAF+/PFHAFasWMGcOXOIi4vj4sWL+Pv7U1RUJLy4CxcuRFNTk8rKSqZPn46rqyu//fYb33//PZ6enmhpabFp0ybCw8OxtLQUz4W6urrs27ePQ4cOYW5uTkVFBdra2sLlCn8nFgwMDGhqaiImJgYrKyuGhoaIi4vDxcWFn3/+mQ8++EDQlhWLg6tXr7JixQocHBxEXDk1NZXZs2fz66+/itrMxIkTsbW1FQmU+Ph4enp6OHXqFJcvX0ZFRYXBwUEOHz5Me3s7bW1tREZGMjIywgcffEBRURGvvfYa48ePF87RyMhIbt26hbe3NwEBAZw+fRp/f390dHR49OgR/v7+PHnyhN7eXubOncvQ0BCenp6cPn2awMBAMXSYPHky9fX1rFy5kuLiYvLy8igoKGD58uXMnj2b8vJyTExM2LVrF19//TVJSUns27ePxYsXM336dAoLC3nw4AG9vb10dHQwduxYZs6cyc6dO5k6dSqlpaWsX78eJycn8YykICkbGRmRkpLCm2++SV9fH4WFhcTGxiKTydDX1xeVnuLiYlRVVcVmVE9P77/vYBgaGjoqk8l+AdTlcvlP/9UP8H/zTSaThdbX1xMcHMzDhw8ZHR1l3LhxlJeXU1BQgJOTk8Ae9/T0cObMGaytrdHX1yczM1OUNi9evIiBgYGY2Ci2IOPHj+evv/4SBeOSkhJKSkrYsGGDKH22t7djYmKChoYG1dXVLF++HFNTUyQSCWPGjKGpqQllZWUmTpxIY2OjeEFramoKD1tQUBDl5eWMjIywdu1a9u3bR1NTE48fPxZdMoXMXk9PD7lcLpw+DQ0N2NvbM2/ePO7cucPChQtZs2YNysrKNDU1ceHCBbq7u5k7dy5tbW1iuxQdHY26ujpjxoyhu7ub1tZWqqqqBEHw5cuXpKSksHv3biQSCfHx8RgZGWFjY0NzczOpqalCMq+4+I2MjHjttdf+bctXUlIiysGKGNSLFy/w9vamv7+fgYEBrK2tCQsLIycnR2zXurq6eOWVV4iMjGTlypXcvn2bxYsX09fXh4mJCampqZiZmYlNZmtrK3V1dWRlZeHp6Sk6K15eXqSnp5OdnS2iSIpI8bx586isrCQmJkYQs0xMTEQXQNE39PDwICsrS2z1HB0dhbdJEY1MSEggPj5exIFDQkLIysrC1tYWX19fBgcHRZxqxowZRERE8M9//hO5XM7jx4959dVXGR0dFfhsCwsLgZHW1dUlMjJSdDpTUlI4deoURUVFZGRkUFJSQnR0tCCUNTY2Ym9vT2dnJ2FhYezatYtp06bh7u6OtbW1iH9mZ2cLcp5UKqW9vR34/1QBc+fO5cCBA+LAbGlpyc8//0x2dja5ubl89NFHlJaWYmFhQVlZGd3d3fj4+FBeXk5ubi7nzp2jp6cHLy8vLC0txcFo27ZtnDlzhunTp5OYmMiuXbsoKSnhxYsX3L59W5DdFA619evXs3//fsrLy6mrq2N4eJi3335bYJoHBwfJzMxEIpHg6enJn3/+SXd3N0ZGRrx8+ZL8/HwCAwM5ffo0lpaW/+bFW7JkCT09PaSmpiKVSomKimLy5Mmoq6vz6NEj+vr6MDc3R0lJibq6OubOnUtOTg4TJ06kt7cXV1dXmpqa0NHRQVVVlcHBQUZHRzEyMiIkJITo6GjxDRAQEZHR0VGioqKIjIxkxowZREVFCS/h3LlzaW1tJSMjg8mTJ9Pe3o6bm5vozWpoaHDjxg2OHDlCZWUlg4ODrFu3TmxcFLEvPz8/Nm7cyMSJE/nll19ExCc1NZVp06aRnJxMeXk5eXl5vPXWW3h4eAglyMOHD5HL5axbt048SLq5ufHzzz9z4MABOjo62LlzJ9HR0Zw5c4aNGzfy8OFD1NTU6Onp4fjx4+Jgf/r0aTw8PPj888/JyMhAWVkZqVQqJMOKf8e2tjYsLS2FTqKnp0dobDo7O7G2tqavrw9fX1/RC96+fTulpaXI5XLS09NZu3Yt7e3tAjWuqalJfHw8Tk5OtLW1ib6rYuujGPSkpKQwd+5cTExMyM3NZebMmURERDBnzhwsLS2pq6sjPT2dMWPGUFxczKeffiq+fgCqqqqCFtre3i68tO+99x4///wz5ubmNDc3ExwcjLW1NQcPHkRNTY3h4WFiYmIoLS0VNMqIiAiBya+rq6O6uprGxkaysrLYv38/6enpoufa3t7OjBkzxH33yy+/JCMjg6ysLJSUlMjKyuLzzz8XB7BXX31VJE4+++wzysrKiIyMJDAwkISEBM6dO8fRo0eZOnUq5eXlLFmyhFu3bhEaGsrvv/+OVColKCiI3t5ePvjgA27evIm2trZw9d66dYuWlhbi4uIwMzOjp6dHHBba29uZP38+77zzjlBGTZkyBT8/P3R1dXn11VcpKCgA4PfffyclJQU1NTUMDQ0xMjKio6ODxsZGJk+ejJKSkpDX19bWUlBQwPbt29m6dSsPHz4UcKTdu3eL144CJqfoQY4ZM4YXL16IbvWlS5d47bXXqKurw9zcnNHRUXR0dPjoo49obW0V15a6ujpqampYWFhgaGhIVFQUTk5OWFpaUl1dTX9/P5GRkYSGhrJjxw6h1li/fj1mZmZMnz6dr776iurqaoyNjenv7xdMAEdHRw4dOoStrS23b9+mtbWV2bNniy5kQUEBMpmMK1eusGPHDlxdXdm3bx8ffPABwcHBaGpqUlpaipKSEk1NTQQGBjI0NER/fz/BwcFkZ2ezceNGlJSUgL9jwX5+fuTn5+Pk5ERlZSV3794FoLOzU3Tvxo8fz++//y6SEIGBgaLb39DQQHZ2NhYWFri5ueHq6sqXX34pOvcBAQFYWVnR09NDTEwMx44d4/3338fX11ekDRobG1FWVmbRokVkZWVRU1NDbGwsu3fvJjIyEhsbG5YvXy4Gl/n5+Tx9+lR87or4HyCo6JaWljx9+lQowioqKoR24T8mR2JiYqipqUFXVxdPT09mzZpFbW0t+vr6zJ07l4GBAbq6ukhOTsba2prW1lZ6enoYHR1FWVmZY8eOMTQ0RHh4ONXV1aioqODj40N0dLTw+Q0ODv6bF9PKygptbW2Sk5PR0dHh888/JyIiQkB77ty5Q3FxsUhg9fX1YWVlxcWLF/nggw8wNDQkLi4OmUyGv78/iYmJYhi8evVqent78fHxAcDW1pbLly+jpaUlOBBjxozhxIkTyGQyQkNDUVJSwsHBAU1NTfbs2UNwcDARERHo6Oigp6eHmZkZZmZmwq0nl8v5xz/+QXJyMlOmTGHRokXo6Oigr68veranTp3CxcWFiIgIBgYGqKioYMqUKeTl5SGVSlFWVsbOzo7i4mL6+/uZNm2a2EA7OTmJPu+DBw/+zesdHBxMeno6ISEh/Pjjj3R3dxMVFSVi+v7+/kLb1dbWRlZWllgAVVVVkZ2dTVVVFbSTwAIAACAASURBVF1dXQQFBSGRSIRX09/fn8WLF5ORkcH+/fs5f/48+fn5bNiwgbVr13Lr1i1B21VTU+PgwYMAnDlzBm9vb6ZOnYq9vT3nz58X/dcJEyawdu1aCgsL0dbWJjs7W3zOHR0drF69GqlUyoMHD9i1axc//vgjW7dupaysjICAAKqqqlixYgUWFhZ4enqKLfn48eO5efMmcXFxBAQE8OabbxITE/P/62Co9J/8fTeBsRKJxPy/+gEUbxKJxFoikcRJJJICiUSSJ5FIPvrXzxtKJJIYiURS8q8fDf718xKJRHJSIpGUSiSSZxKJZMr/6WOoqqqyYcMGEWX09PQUUzl7e3sePnzIo0ePkEqleHp6sm7dOqEJUDiN4uLiMDEx4dVXX8XOzo7m5mbs7e1JT08XIJU7d+6IuJ2uri4RERHi99ra2mJnZ0dQUJAgYT1//hwXFxdxiOnp6UEul4sXqqenJy4uLqIIe/jwYZqamrC3t+e9995j6dKlrF+/nqCgINavX89vv/3G+vXr0dTUBP6OvwUFBfHw4UPy8vKwt7cnLCyM5cuXs379ek6dOsXDhw/56aefWLlyJT4+Pvz+++/4+PgQFxfHvXv38PPzQy6Xk5qaSktLC4GBgbi4uPD999+zbt06tLS0kEqlhIWFcf78eTw9Pdm9ezcpKSmCAJeXl8e1a9eAvyN+8DcZsqKigvLyciEiff78uegw3blzBxcXF3Jzc0lNTcXe3l58TXp7e7l37x5BQUHA37EIBQ0qODgYuVwukMU+Pj44OzsTGRlJZGQkQUFBrFixgqCgIFJTU1m+fDkffPCB6CIsWbJE0L+ys7Px9PSksrISqVTK4sWLOXv2LFpaWnz22Wc4Oztja2srorTPnj0jICAADQ0NRkdHSU5OBhC9vLi4OKRSKT/99BN2dnbI5XL6+vrEZF5xjSkeItPS0tDU1OTRo0f09PSgpaVFamoqQUFByOVy9PT0iI+Pp6qqisjISNF57OvrE3//jz/+WEzV4+LiBMjFxMQE+JtklZ6eDsA333zD999/z5YtW9DS0sLe3h4TExMRAw4LCxPlcblczvPnz8WwY/369VRVVQkw0vLly9m1axfe3t6EhYXR0tKCvb09mpqaeHt7i2tU8fU3NTVFU1MTe3t7CgsL0dTUZNu2bdja2nL8+HF2797NnTt3RCxjzZo1HD16lJ6eHmxtbdm8eTMRERGsW7cOb29vFixYwPLlywXgQFFonzdvHjKZjN7eXpSUlCgqKkJLS4vAwEBqamq4cuUKCxYs4Ny5c9jb2wsi4/fff4+GhgbTp0/H2tqa0dFRbt++zeXLl7GzsxMTTYU/8LPPPqOhoYGHDx8SGxtLc3MzZWVlaGpqin8nFxcX5HI5t2/fZmRkREANYmNjSU1NxcTEhLlz5/L+++8TGBgo7hFXrlzBwMCAtLQ07t27h1wuF/eO58+fU15eTlNTE+Xl5fj5+bFv3z7S0tKws7Pj9u3bfPjhh2Iir/Bf5ubmcuLECaytrfHy8hLDjLi4OHENBwcHc+rUKW7fvk1gYCCenp5CX3Ho0CH8/PwwNjbmm2++ASAkJISysjJxzerq6vLee+/R3NzMsmXL0NTU5L333uPOnTv09/cTEhIiXFCK++vly5fx9PQU14virbm5mQ0bNghKXVhYGOPGjSMoKAgtLS2uXbsm7hlHjhzB09OT8vJy5HI53t7eaGhocOvWLfH52tvb880334jN9JUrV8Tw4uuvv0ZLS4uqqiohjT9z5gzl5eX09PSwfv16cnNzsbOzY/ny5QC4urpiaGiIh4cHeXl5uLm50dzcLKiGfX19+Pn5iYfi58+fs2bNGjQ1NbGxseHjjz9m7969uLq6ijjzypUrsbW1FdufefPmAaClpYWamhqAqBqMjIygo6ODp6cn+/fvZ/Xq1aKb6eXlxeeff87SpUuZN28eK1as4JVXXhH39y1btgjXouLgZGdnx8uXL2lubua7775j0aJFTJgwgZSUFJYtW8aRI0fw9vZm9erVbN26FX19fb7//ntcXFxYuHAhR48epaKigmnTpiGVSnnjjTeE0qaxsVF8zVxcXGhpaeHKlSvcvXsXbW1tcnNzhYbC1tYWExMTgfWXSqV8/fXXQrSdl5cn1BAVFRU0Nzezc+dOBgYGmDp1KpMmTRK0wE8++QR7e3vi4+M5cuSIiDE/evSINWvWMHPmTHp7e6mqqkIqlVJQUMCPP/7Ip59+yqZNm7C0tCQyMpLs7GwePXpEfn4+iYmJ5ObmkpaWhp+fHxYWFixatAhnZ2dcXV1xc3NDU1MTOzs78e/66aefis2hYoAUGxvLkSNHUFVVFcNlqVQKgLa2Nr29vXh7e5OUlIRUKmXZsmU0NTVx6tQpbty4we7du5kxYwaPHj0iODiYCxcu8O6777J69WquXLnCvXv3GDt2LG5ubuI1tXnzZkxNTfn888/R0dERvtTe3l7y8/P55JNPUFVV5e7duwJCpXhtuLu74+bmJpJEb775JuXl5axcuVKQSSsrK3n//ffZuHEjV69eZceOHQC0tLTg6urK1q1bOX/+PIcOHWLFihVkZ2czYcIEioqKOH78OMrKykybNg1tbW0iIyORy+UEBgaya9cuysvLkclkWFpa8umnn3Lv3j22b9+Ou7s7rq6uXL58WTzjhYSEEBAQgJeXF5GRkdy7d49FixaJ62/37t2sWrUKPz8/XFxccHBwICIigqamJiQSCQC5ubmih6mAD0okEqRSKS0tLRQVFbF+/XqcnZ1JSUlhw4YNNDc388UXX9DT0yMimWlpaeKZrqCgAFdXV3GtKxzQzs7OWFtbk5eXx5kzZzAyMsLf319cDzk5OXR3d4vv8c7Ozuzbt4+PP/6YJ0+eMG7cOF68eMGzZ89YtWoVNTU15ObmAggKeHV1NceOHePVV1+lvr5eaCqam5vx9fXl+PHjIlGRkJBAY2MjV65cEcoSDQ0NYmNj0dLSEodLS0tLAU7bsmULsbGxSCQSqqqqcHBwwM7OjvT0dE6fPs2tW7cwMjIiKCgIFxcX8vLycHFxQUtLi+LiYkpLS9m8eTOGhobU1NTg4uKClZUVs2bN4o8//mDZsmWMjo4KT2lKSgp79+6lv7+f7u5uJk2aRHl5uVCzdXd3Mzg4yI4dO7CwsODNN9/ExcWF7OxsHj9+TFpaGvv372fNmjUkJiZy8eJFwsPD2b17NzKZDLlczo0bN7C3t+fu3bsYGxsL4qdiiwiIv4viPieRSARwSE9Pj8WLF/P7779jZ2dHSkoK0dHReHh4sH//fqqqqgCYMmUKOjo6yOVywsPD2bx5s2CY5OTkkJaWxhdffEFJSQlxcXGkp6eLjqW7uzsNDQ34+PigqalJeXk5kZGR//MR6T/99p/qGMpkshnADGCdTCYbK5PJpspksjmK99DQ0Mf/iT9DC0iSy+X7ZDLZeeCMTCaLBTYD+XK5fIVMJrME/EJDQx/IZLKFwAJgOpAFnAoNDT3zv/sYBw8eDLWwsBAycD8/P8rKyggNDRU9k2XLlolNmyJiJJFIePz4Mc3NzXR3d4sDnOKh8dmzZ5iYmPDkyRPmzZtHTk4O8+fPF72Obdu2iay1Atd9+fJlOjs7iY2NJSgoSEQJX3/9dQICApgxYwbu7u7s3LkTdXV1cnNzCQ4Opq6uTkhnMzMzefvtt8nJyUEqlXLr1i0aGhoYGBggKysLe3t7gb9VV1fH0tKSTZs20dLSwuPHjzExMSEzM5Nnz56JyEpVVZU4IAwMDKCqqsry5ct5/vw5urq6dHd3o6urK8T2ih+Dg4NJSEhg0aJFmJubU1ZWJmhTU6ZMoaOjg+rqaj777DN0dHTw9fUVUzOpVCrW4L/88ovAyT9//lzI4G/dukVjYyMeHh7i15SVldHR0WF0dJTe3l6Cg4NJTk4WEARlZWXS0tK4evUqy5cvp7i4GH19fYW/hd7eXgwMDOjp6cHQ0BB7e3tiY2MxMTGhoaFB+NFUVFQYHR0lKSmJyZMnY25ujqenJ9999x3Dw8OMjo4ilUrJzMzk8ePHLFy4kLCwMOH7a2pqws7OjpaWFvEQHhISwnfffUd1dTVvvPEGhw8fJiEhgZqaGvz9/TE3N6erq4v+/n5sbGzEUOPo0aO4urqio6NDfHw8AwMDmJiYCE9edXU169evp7+/n8bGRiIiIpg/fz5qamoYGxvT3t4uKGUeHh4YGRmhq6tLb2+vgBsZGRmJQ4/CUzVr1izOnTtHd3c3fn5+JCcnU1lZyeTJk3F3d6etrQ11dXXKy8uZOHGi6Lpdu3ZNeA4V/qFbt26hr6/PRx99JOTXmzdv5pdffmHjxo0UFBQIWe7MmTOJjo5GT08PXV1dcnNzef3114W2QE1NjdHRUQBR7DcxMUEulxMdHc358+f58MMPWbp0KcnJyTQ3N1NZWUlrays1NTUUFxfT1NSEqqoqR44c4euvv+bdd9/FysqK0tJSvvnmG/z8/Dh27BirV69GTU2Nn376idraWtasWcO7777LzZs3MTU1FQ44TU1NTp8+TW9vL6ampowfPx5HR0fs7Oyoq6sTSQV9fX1GR0dFT6qjo4P169fj5uaGnZ0dubm5BAUFid9z/vx5Ede0tbXFw8MDU1NTamtrha9UkThQdDQVpOKmpiaSk5PZunWr2Fz19/ejoaGBtbU11dXVXLhwgalTp5KZmYmBgQFRUVGYm5uL9MCzZ88YN24cAwMDALi7uxMXFyeotenp6YJ2eOLECWbMmMHLly+5du0ahoaGxMfHI5FICAgI4Nq1awwNDQmVycqVK0lMTGTMmDGUlJQwdepU1NTUyMnJITk5me3bt7NixQokEglXrlzB2NiYmTNnUlJSQnFxMatWreLKlSu89dZbKCkpkZmZiampKTo6Oly6dImDBw9y5swZurq6GBoaYu7cudjY2BAeHo6npyelpaXo6uqir68vlEFlZWV0dnYKj5WbmxtdXV0EBwfzxx9/sGvXLsaNG8fGjRtRVlZGXV0dc3NzTp8+TX9/PzU1NVRXV5Ofny9opPfv32fPnj2EhYXR19fHlStXGDNmjBgerlixQsT8V6xYQXt7OyUlJezZs0cM5QYGBigoKODp06ccOnSIqKgoWlpa2LBhAwcOHODSpUs0NTVRUFDAlStX+OyzzygoKBDk55s3b4rIaXd3N+PGjROOM6lUyo0bN7h9+zZdXV00NDTg7+9PZ2cnSUlJohIREBDA9evX2bJly79FAV9//XXCw8MBKC8vx8fHh9TUVODvCKXiGq6vr8fOzo6//vpLwGB27NhBUlISZWVlpKWl4eHhQWZmJj09PcKzu2bNGlpbW/nuu+/E52dvb8+ePXvYtWsX1tbWAjWvcDZ6enqSkZHBo0ePRPdPoS+aNm0a8+fP59GjR3h7e9Pa2sqlS5dYunQphoaGfPLJJ1RWVjJ79mzhzAsODmb+/Pl8++23JCUlcejQIbq7u5k/f744lEZERLBt2zbmzZvHm2++iVwu59ChQ4SFhTFnzhx+++033NzcWLp0KZmZmdTU1HD37l16e3vx9PTkr7/+Eq/llpYWVq5cKdIdL1++xMbGBjc3N06ePMmaNWvo7u5m1apVomoQGxsrotE1NTVkZGQwe/ZshoeHWbNmDU+ePGHGjBmUlJSwc+dOjh8/zrx58zh37hx//fWXuF9PmjQJdXV10tLS8Pb2FlUPd3d3xowZQ0xMDOvXr2fNmjWMHTuWo0ePIpVK6erqwsbGhqamJhH3/O233zAxMeG1115DT0+PgwcPCmeeols2e/ZszM3NBRX1hx9+wMPDg8p/OTMVfueNGzcKMNinn37K8PAwZmZmXLhwgRs3brBw4UKMjIzIz8/n+vXrtLS04OPjI74vKqjDcXFxNDU1sXjxYkGjV4CuLl68yMaNG7ly5Qp2dnaEhYUhl8uZPHkyQ0NDPHjwAAsLC9TU1JDL5WKz3NnZKbzK/v7+NDQ0YGNjQ3l5ORERESLm6uDgQHZ2Nubm5syePZuCggKUlZUpKytj0qRJlJWV4eXlhbu7O2VlZSQkJODr68tPP/3ERx99xLlz5zh37hyRkZEEBwejpKSEra0tH330EcXFxZiYmJCens6vv/4qts3vvvsusbGxgrkglUrp6enh2rVr2Nrakp2dTWNjIzNnzqSgoABDQ0Pa29spKyujsLBQaMkUarSWlhacnZ1JTEwUjld9fX18fHxQV1enuLiY5cuX09bWxsOHD7l58ybbtm0TapHo6GiGhoYoKSkR3XkzMzMePXqEqampgNIpwGFVVVVimz9p0iRkMhnW1tacPXsWR0dHfH19RYd369ataGlpCWq+wjWr6HPn5uaira3Nw4cPOXz4MI8fPyYxMZGenh46OzuFnuj3338nJyeHP//8k1OnTmFnZ0diYiJfffUVERERVFdXk5WVRWFhIXV1dSgrK3Px4kXRzTc1NSU9PR0tLS06OjqET/OTTz7h999/R0VFhfb2dpSVlfH09GTGjBl4e3uL9Iaenh6nTp2ivLyc+vp6UlJSeOedd6ipqeHq1avU1NQIZkh9fT1DQ0PcvHmTwcFBFixYgIODAwcOHBCgpf7+fry8vBR94/8++IxMJovm7+2iJjAN8P6P76GhoV/8n/6M0NDQntDQ0IZ//feQTCabBxQC24CPQ0NDe2QyWRnwdWho6CmZTLYDuCWXy5+HhobWymSynTKZ7FpoaGjP/+pjfPXVV6EK8bq3tzdnz55FT08PBwcHQkNDaWlpIT4+nkWLFtHe3i76fZMnT2bcuHEYGBgwduxYAgICiIyMxMPDAzc3N1pbWykuLkZTU5OGhgYWLFiAiooKEolEbH1aWlqwtLQUaG9fX1/8/f2ZPHkyd+7coaWlBScnJzQ1NRkeHqapqYnq6mrRM5NKpZiampKUlCS0FvPnzxer+Z9++gl/f3+UlZUpKSnBzs5OUPoUMaHh4WG6u7uBvz0plpaW2NjYUFNTw9tvv83z58+ZMGECK1as4PPPP+fkyZOi1+Xu7s6dO3fo7u5meHiYzs5OQZHcuXMnN2/eJDY2lps3b+Lo6MiyZcvo6urCzc0NNzc32tracHNz48SJE/j6+nLw4EHkcjl3797lxo0bDA0NiU4NwNOnT9m9e7fo+jx//hxVVVVGRkaEu8Xf3194F4eHh4mMjBQgCAW04NmzZ7zzzjui1zB37lw0NDTo6+sjNTWVrKws1q5dy4QJE8jKyiIqKkq4wxT9mG3btrFy5Ur8/Pzo7u7mr7/+EuX3wMBAlJWVqaioEMQpRX/V3d2dwcFBAUBoamri22+/Zfz48Rw7doyenh7efvttmpubef78Oc3Nzejp6YkN4cuXL0WcViqVkpSURHV1NbW1tTQ2NgpNRmJiIp9++imRkZFoampiZGREenq6oIU5OzsTHh6OhYUFNTU1vHjxglmzZvHNN99QUVFBY2MjlpaWxMfHC9RxcnIyb7/9NvHx8QJulJOTw0cffcSjR48EkVAhrtXT0+PevXvs2bOHuro6bG1tSUtLo6uri4GBATw8PNDS0hKRpZGREQHWsbS05NChQ3h5edHW1sbdu3eFRkOxlXJ2dubFixf09/fT3t5OVVUVampqmJiYUFRURENDAxMmTODZs2fisPD6669z6NAhfH19CQ8PZ8aMGTg6OvLy5Uuhs/D19cXOzo41a9Zw5swZ5s+fj6amJhkZGcL76ODgwMSJExkeHqayspKuri5WrFhBX18f8fHxvHz5khUrVqCjo8P169epra1FIpGImPizZ89QVVVl/PjxvHjxAjMzM2prayksLMTW1pZbt26Rn58vtkBZWVmUl5cjlUrp7e0Vg58jR47Q1dVFVlYWDQ0NAo6hqqrK5s2bOXHihHCfKsi2ubm5VFRUIJfLGRkZwczMjPz8fDw8PJBIJOjq6qKkpMSYMWNEz0sxES4sLGTbtm18+eWXVFZWsmnTJh48eEBubi7nz5/H3t6epqYmwsPDqa2tFSX3vXv3iq2hjY0NFhYWnD9/HltbWwICAjh58iQLFizg2bNnLF68mPHjx5OTk4OrqysaGhq8fPmSmJgYFi1aRGtrK7a2tgKjPjQ0RGBgIGPHjmVkZAQjIyNGR0fR0NCgp6eHxsZGsaUfO3YsDx48QFVVVdwPlJWVhWj68OHDBAcHc+fOHSwsLMjKykJPTw9jY2OKioqor6/n9OnTSKVS9PT0xNevq6sLHR0dBgYG+PPPP7G3t0dHRwcjIyMOHz7Mm2++SXt7O0uWLGH27NmkpaUxc+ZMHBwcyMjIEP6q9PR0vv/+e3EvevHiBU+ePKGrq4uIiAhBzDQzMyMsLIwNGzaQkJDAihUrhB5I8ZBUW1tLXFwc4eHhrFu3TtAd79+/j4ODgwB7vHjxgokTJ9La2ipE6orBxaNHj3B2dubSpUuMGzdOaIUUEfTFixdTUlKCqakpf/75J8HBwaxatYo///yTjo4OXr58KTQDZ86cobGxEQMDAxobG3FycsLHxwczMzMkEgkffvghIyMjNDY2kpuby8DAgIDVvP/++wwPDxMXF0dPTw/Dw8PY29sLF5gihuXs7IypqSm9vb1cv34dV1dXcnJyAEQn2NPTk76+PtELjY2N5d133+XYsWPcv3+fSZMmcfbsWT799FO++OIL/P39qauro6enhydPngCIaoCLiwtmZmY8e/YMqVTKy5cvycvLY9asWWKLqPj4iijfs2fP2L9/P05OTqiqqopqyd69e0lMTOT8+fPCXXn+/Hk6OjqEdkVXV5dJkyYxZcoU0tLSxKDU1NSUgYEB7t69y7Jlyzh27JjwwSmSCbq6umRkZIjo4N27dzlw4AA5OTlERETQ1tbGO++8Q3JyMps3b+b7779HT08PPT09kVQqLy9n+fLlhIaGCgCIIk6rEMr/+eefxMbGsmrVKkxMTDA2NlZ0l1i0aBGvvvoqcrmc/Px8jhw5gpqaGuvWraO8vBxra2v++OMPTE1N0dDQoL6+ngcPHvwbGbm6upqQkBAWLlwooFkqKiqcOHGCwcFBqqur+euvv/jll19wdHSkvr6eSZMmUV1dzbp16wgPD2f79u2if60YCt28eVNE7BQkXSMjIzH8Lyoqoq+vj+HhYUxMTFBTU8Pc3BwHBwdUVVXx9PQkKSmJyspKAcFRHEynTJlCa2sr2traPHjwgLKyMmxtbTEyMuIf//gHqamptLW1YWpqSlZWFsbGxvz22290d3ezbNkyxo8fT2dnJ1OmTOGvv/6ivb2dxsZG1q5dS3V1NXfu3GHq1Kli07llyxba29upq6tjZGSE9PR0UlNTcXJyEhWZr776ip07d/Lll19ibm5OQkICa9euRVdXFwMDA0xNTZHL5TQ3N2NmZsaTJ0+wsbEhLCxMALMaGxsZHh7mrbfeQkNDg6lTp3Lq1Clx/zp58iRXr14VQ6QtW7Zw//59cnNzcXJyIjc3l7Vr1/LDDz8IroSKioqAGJ0/f56hoSHeeOMNHBwcGB4eJi8vj7179xIdHc2GDRvQ19enqqpKxECbm5spLCxk8eLFtLe3Cz3H06dPuXr1KpmZmfj5+XHr1i3a2trQ09PDyMiIvLw85syZQ2trKy4uLpSVlQGISP7777/P7du32bNnD3fu3BHVAgV4TgH7+u6771ixYgUXLlwgKyuLwMBAgoODBT9DUdFQ6HRaW1u5d+8eubm5PHr0CBUVFS5evMicOXMYGBigqamJtrY2Tpw4gYqKCu+//77wUyv0aj4+PqKuoIBOKVglQUFB3LlzB2dnZ2bOnMkvv/xCa2sr7u7uonO/c+dOlJWVUVZW/m8/GO4HJP+r99DQUNl/5YNKJBI74FNgL/CZXC7fB38fHmUy2ZehoaHfyGSyfwJ3Q0NDq//1OSwGUkNDQ+v/pz/rXZlMdlomk72rrq5uoZDE3rt3j8DAQIyNjcWKub6+Hg0NDZycnAQkRnHz8vb2xsnJiV9//RUlJSUkEgkqKiqUlpYyceJEiouL2bp1K1FRUWICEBcXx7Vr1+jp6SE7OxsDAwPu3bvHpk2baGxsZOLEifzwww8EBgZiZWVFSUmJAEYopjSKF5m+vj6PHz/G09MTNzc3rl69SmJiIl1dXYwdO1ZQAUNCQqirq+PZs2fY2NiIi8Ha2lp4faKjozEzM6Ouro7o6Gi8vLwYO3YsBgYGKCkpcfPmTUpLS5kzZ44oCu/evVuIOb29vcnLy2Pq1KmCdFpfX09ubi6urq7s378ffX19IbDW1dXl9u3bhISECBdeSEgIPT09pKenM2vWLIaGhggICBAT/LKyMszNzfnqq68wNTXllVdeEd+QzczMGBgYEDCLmJgYPD09RR/H0dGRq1evYmhoiL+/P6qqqkRFRVFYWCiUCXfv3sXCwgJLS0uioqIwNTVFVVVV0DwB5syZw9atW4mMjKS0tJS9e/fi6OhIQUEB1tbWpKWloaamxsjICMbGxtTV1WFtbY2vry+WlpacPXsWHx8fwsLCWL16NZqamiQkJCCXy1m4cCFpaWnMmDGDxsZGMV1qbW1l69atPHnyRFARnZycxA1DESXdv38/8fHxBAQE0NLSQn5+Ph9++KEARqSkpIh48ZEjR1iwYAFtbW3U1tbi5eXFkydPkEgkYpOSkZHBli1bqK2t5enTp3R2dhIQEEB5eTn29vbI5XI0NDR4+PAhZmZmzJ07l+LiYvz9/UX8c3h4mKGhIcrLy4mKisLd3V30VWbOnImWlhYSiQQDAwMcHBzIy8tjaGiI0dFRPvvsM3HzPnHiBEeOHBEuQQXpNSYmhh07dnD27FnefPNN4blrbm5GXV2dvr4+NDQ00NfXR0VFhdjYWObOncuGDRtE9OThw4eUl5eLyN24cePQ09Pj5s2bTJs2jaGhIREDVzywNTY2EhgYyMmTJ3FyciIrK0t0ZFJSUnBzc+P69es4OzszSAfGegAAIABJREFUa9YsfHx8RKTw5s2bovOzfPlysrOzBbU3JSWF9957j4GBATo7O2lubiYnJwdPT080NDT44IMPuHLlCubm5vj6+nLo0CFGRkYYP348bW1tREdHC/T0yZMneeeddzh//jxWVlY0NDSgo6NDbW2tOHylpaUJUI23t7fYluro6FBVVUV3dzdBQUFYWVlx6dIlRkdHef/994mPj0dNTY3Kykpef/11VFRUiI+P58mTJ0RHRwsnqmLzbmxsTGlpKVZWVpw/f57Lly8zbdo0MWzLyMggLS2N6dOnC8epjY0Nampqgg43duxY+vr6hKohOjqa6OhoiouLSU9Pp6+vj87OThwdHXnnnXc4ePAgNTU1mJiYUF9fL3yyUqmU+vp68vPzsbS0xMPDAz09PQEVsrGxobe3lylTpqCkpMSSJUs4duwYHR0d4oE/KyuLMWPGYG5uTlVVFQUFBQwPD9Pe3o6mpiYxMTGMjIzQ1NSEmpqagNFoaGiQk5ODsbExMTEx4h72xx9/8Pz5c6ZMmcL9+/fJy8ujp6eHX375hcuXL2NkZISamhoSiYTu7m48PDwICAgQAviBgQEBNAoMDGThwoVie+vl5UVqaqqgGyvAEIqodHt7O97e3kilUrS1tXn27BlDQ0OUlZVRWVlJR0cHLi4uvPbaa2RkZAAI4XlWVhZvvvkm169fR09Pj8HBQc6ePUtwcLDwKjY2NjJnzhxaWlo4c+aM6OhaWlry22+/sWrVKpKSkujq6iIxMRFtbW2MjY1RUVHBwsKC1tZWJk2aREVFBRKJBC8vLwICAsjOzmby5MlUVVWJqL+iZ56Tk8PChQuJjIxk9uzZAk40Y8YMnJ2dxaFh3LhxeHh4oKurS15eHkVFRbS3t/PixQtu3boFgJeXF2lpaTQ3NxMeHs60adMwMzMjLi6O4uJi1q1bx82bN2lpaRF9cnd3d7799lsGBgbE9VZRUUFqaioeHh6oq6tTVVXF0NCQ6LD29vaKisGmTZsoKiqit7cXCwsLnjx5wvbt28XzyLVr11i6dCmOjo5cv34dXV1d7t+/j7W1NYaGhpibm+Pq6kpYWBh2dna4uLhQXFyMTCZDQ0ODwsJCTp06xcuXL7l58yYXL16kuroaPz8/Xn31VSQSCQ0NDbi5uVFXVycE6VVVVcydO1dsYFVUVLC2tsbY2JiEhATmzJmDra0t33zzDb6+vlRUVDA6OoqHhwdJSUloa2uzZ88eurq62L59O8uWLeO1117j+vXrwjeZlZXFxYsXOXz4MGZmZpw8eRIfHx9aWlrEYM7Gxka8zo8fPy4SFmlpaRw7dkzEThsbG3Fzc+PGjRvU1NSIbZREIhGDndTUVLy9vQkJCUFJSYlly5YJgFdSUhJ2dnaMjo6KiKVi8NrY2Mh7773H999/z/bt29m7dy/r1q0jOztbxCcVEEDFwW/evHmsXbuWqVOnoqurS3Z2tohhp6amYm1tzcuXLwVHYfr06WKz19fXx+PHjwkJCaG0tJSioiIyMzOZN28ejx49Et1muVzOW2+9RVpaGjExMdy/f5/h4WGUlZWZNWuWAAEqIqjBwcEkJiayZcsWvvzySx49esTYsWMpKysjMDCQtrY2iouL2blzJwUFBWzZsoWMjAwxdFUMBDo6OvD09BSqkIyMDMrKytiwYQNmZmb09fWRm5vLP/7xD2xtbYX27dtvvxU6MkWM+dq1a9y4cUOQi2tqaigsLKS6uho3NzecnZ2RSCSMjo4KvY67uzv379/n4MGD+Pv7c/LkSbS0tMjPz+fs2bNUVlbi5ORES0sL/v7+ohOu8F1u3LgRmUyGgYEBxsbGFBYW8sUXX7B582aRWnBwcOCHH34QFTMTExPCw8OxsrIiLi6O7OxsADIyMrh16xZDQ0MsXLiQLVu24OjoSFFRETKZjKCgIOzt7YmOjmbp0qXs27ePCRMmiDSV4vt5UlKSqIIpOvjvvvsu6enpaGtrs3TpUk6cOIGJiQnNzc0YGBiQlZVFbW0tVlZWfPnll/z4449YWVlRX19PZWWliDE/fPiQt956i2vXrhESEkJmZqYiGfjfdzAMDQ2V/e/e/ysfUCKRaAP3gL1yuTxbJpPtCQ0N/Vrx6//6/29kMtkqIOE/HAzXADGKreN/+NwyQ0NDfwkNDf3l6NGjoa2trbx8+ZLq6mohCW1qauLSpUuMHTsWJSUlDA0Nqa2tFQ9MM2bMoLu7m+PHj2NtbU1OTo6IomRkZIjCd2NjIyUlJaxatYrMzEy0tbUZN24cp06dEvE9BdLa3d2dY8eOsX//fhISEsjPz+fFixeiM1NTU4Ovry+FhYWYmZnR1NTEhAkTePHiBZWVlRgZGfHKK6+gq6tLfX09mpqaLFy4kOrqaoEL7+joQFtbm+LiYg4fPoyBgQHnzp0T3Y7m5mY++eQTnj9/TlVVFc3NzUyYMIGRkRHxzcHd3Z2nT58SFhZGRUUFY8eOpby8nM7OTszMzCgsLKS/vx8nJyekUinDw8OiUH3u3Dl0dHSwtbUV5WVra2vc3d1JTk5m/Pjxwss4a9YsXrx4gZKSEk+ePGHq1KkUFBTg5uaGjo7Ov03GlyxZQnl5OW+88QaXL18WbhpFmVvR1WttbUVNTY3Lly8LGmtXVxdNTU18+OGHWFlZ4enpydOnTykpKSErK0u4KGfPns2DBw/w8PAgPT2dvXv3smnTJvbv38/IyAiDg4PY2tqipaVFV1cXvb29DA8PY2hoiKmpKYcPHwagtbVVuIn09PSQSCQYGxuLh8f8/HyWL1/O4cOHeeONN8jLy6O4uBi5XI6pqSkNDQ2MjIwwbtw4/Pz8BJW1ubkZc3NzkpOTsbe3F0XzgYEB0SdQPLg+f/6cwsJClJWVuXbtGgcOHGDy5MlYWFiQk5MjprDPnj1DRUVFZNEjIiLo7e0VDk8XFxcBu/H19cXAwIALFy5g+D9oe8+oqu+1XfcCpRdBpKOg9KoiRRQUFMUgFoyCxIgRjcaWFWNWTJbRiDFqjNFX0USNPTZQsBdEUQQEBFSkKL33XiZFytwfsuZvnL0/7PO+Z5zFGA7HYOAEpnP+y/Pc93WNHCnUEoqKilhaWhIQECAO4gMDA4wYMYLy8nIkEglycnLY2NgIV5XMq5aXl4eBgYHo0UydOpVvv/0WKysr3r9/j6enJ3FxcdjZ2fHy5Uvk5eXR09OjoKCA/v5+5syZI0BLVlZW9PT0EBgYSFhYmBhCmJqa8s0332BoaIiysjK3bt3izZs3tLS0sHz5cu7cucPw4cNFvGXRokWkpqaKE39FRQUTJkzgp59+QiKRiOjdl19+yZUrV/jw4QM5OTkMHz6coKAgysvLGTduHBoaGjx8+BArKys0NDRQVVXF1taW3bt3U1xczIgRIzh+/DhNTU3cuXMHBwcHSkpKCA0N5fHjx+Tn56OgoCCGWvr6+rS1tSEnJ0dcXByLFi2ipaVFkCbfvXuHiYkJ//znP4Wz08HBAVVVVaytrfnjjz/4+uuvefDgAUpKSlhYWGBpaSker6mpiSdPnvBf//VfZGdnExgYSGZmJhoaGoLGKEsP+Pv7s3btWvr7+7l48aJwfampqVFaWkpvby86OjpMmDCBEydOsGPHDgoLC7GwsODGjRvU1dVRVFRETU0Nw4YNIyEhgbVr19Lc3Mzx48cxNzdHV1eXpKQkPv30U9ra2hgYGKClpYWmpiaKi4tFmqOurg5DQ0M6OzvR1tamqqoKiUQiZNmVlZUMHz4cLy8v7ty5w6tXr2hsbCQzM5O+vj6MjIwYMWKE2Ax7eHjw7NkzbG1tycrKYv369dy/fx89PT10dHTw9PTk8OHDpKSk0NfXJ4ATso1ATU0N/v7+4oI0MTGR3Nxc7OzshOYhODhYeM1UVVVpaWkRQIwJEyZw9epVXr58iZ6eHi9evGDFihVkZWXx4cMHpk6dSlhYGJcvX+bt27cism5oaIiJicn/JpKura2lublZuAll3WCZP1dGi541axbXrl0T3RpZ4sDT05M3b96gpqbG1q1baWtrY8KECdy4cUOoNXx9fdHQ0ODYsWN/X0AMG0bZvwXQqqqqvHv3jjlz5nDr1i1evnzJoUOHGDFihIBJDQ0NMWnSJNrb2wkNDeXatWu8fv2asLAwMjIyMDExEW5S2Y3dRx99xN27dxk3bhxtbW3iNSkTb9vY2GBjY8OaNWsoKSnh6NGjqKmpUVVVxaRJk1iyZAmzZ88mISGBpqYmQeTcuHEjISEhKCkpUVZWBvzdDxo3bhwzZswA4MmTJ0yaNInm5mbmzp1LeXk5v/zyC1paWtjY2JCenk5RURENDQ24uLiwb98+Fi5cKPrIxcXFgsArgyM9evSIyZMn093dTX19PY6OjhgaGvL69WuUlJRQV1cnICCA58+fU1NTQ2Njo9jWyjyQPT09AEL6Xl5ezsDAAI6OjmzZsgU5OTkOHz4s3LwpKSmYmJgI8JlsKybz286bN4+6ujru3bsnOqttbW2cP39ebNMGBwext7dHWVmZYcOGsXHjRkHdlNVAFixYwJEjR0Scfvjw4Tx8+BBXV1cUFRUJCQmhsLCQ5uZm3N3defHiBcrKykRFRbF9+3axRZSpFyQSCXv27OH9+/dcv36d1NRUQkND0dLSIjg4mJycHEaOHCnSOLq6uhQUFPD27VvU1NSIj49n/vz5QhNgaWlJdnY2LS0tyMvLs3TpUkpLS8UW38rKShDZ8/Ly0NXVRVVVVWxU+/v7mT17NsrKysTGxjJp0iSuXbtGcXExy5YtEzfn5ubmBAQEkJWVxdy5c/H19SUtLU101N3d3dHT0xP6i2HDhgnSpmwIb2Jigp6eHleuXGHx4sVERkZSU1MjUkUdHR08fvyYR48e8fr1a0JDQ9m7dy/r1q3jt99+46effsLFxYWQkBAsLS3FlqqxsZGvv/4aLy8vxo8fj4qKClFRUXR2dgrdWmpqqriZlp1DGxsbuXXrFvHx8Tg6OvL69WsSExMJCwvjl19+YfXq1YwYMYKcnBxsbGzo7u5GW1ubvLw8fvjhBwYHB/Hw8CAyMpJ79+5RUVFBZ2cnMTExzJs3T9REent7xSJEdjOsp6eHpaUlZWVlfPvtt7x+/RoXFxfGjh1LZ2cnDQ0N6OrqcuHCBbS1tYmLi8PW1hYlJSVaW1uxs7PDycmJpUuXMm/ePEpLS5k2bRrW1tZ0d3eTm5uLsbExn332GQUFBUycOJHc3FzmzZuHs7MzM2fO5MaNG4Lmn5uby4YNGzh8+DC1tbUYGhoybtw4Ll26RHR0NPPnz+fRo0dMmzYNLy8vbty4gYODA1FRUUyePFnwBgYGBjA0NCQyMpLCwkIBgUtISEBFRQVdXV1xQ66goMD69euZOXMmJSUlfPjwAXNzc1paWggKCsLCwgJnZ2dmz54tzhFtbW3/eY+hnJycYnh4uFN4eLj+zp076/+n30xOTk4BuAXckEqlZwDCw8NXyiKi/4bbLPl3lHQ60Lpz586cf3/dNiDi/xYl/fXXX3daW1szb948+vv7GT16tHjyNDU1GRgYEJufuLg42tvbWbVqFUVFRYwePZp58+Zx69Ytxo0bx9mzZ0lLS6Ouro7Fixdz6dIlJkyYwIcPH4QeoaysDHV1dRITE0URWSb2lvWlnjx5gp+fH0uXLhUF+4kTJwp5q62tLb6+vsi6kVKplEWLFrFgwQLevn1LZmYmAwMDWFpa0tnZSUJCAk5OTlhZWaGgoCDAOllZWUgkErq7u2lsbMTX15fk5GTS09P58OEDTU1NbNq0iRcvXuDh4SGy5/PnzycjIwM/Pz88PDyEH9HPz4+TJ0+ydu1aysrK8PPzIy0tjejoaGbMmCHIVDIK4pgxYwgJCWHy5Ml88803TJ06FWNjYxobG8XNoMxVZGpqys2bN2lqasLHx4eZM2diaGgoKIMy6mtZWRmBgYHo6Ohw6tQp9PX1GTNmjJiMOTs7U1tbi4GBAQ0NDUyZMkV40x49eoSPjw8//fQTnZ2d6OvrExAQQF1dHfr6+sTExIgNgZqaGgcPHmT+/Pl89913NDQ00NjYSEpKClu3biU3N1fENmtqalBSUqKtrQ01NTUkEokQGo8aNUrcWMuInLIYwN69e0lKSkJHR4eJEyfS19fHnDlzaG5uZubMmQwNDZGamsrq1avFpik1NRUvLy+uXLlCbW0t8+fPx8LCAk1NTRQVFZFIJKioqPD27VuMjY3ZsGEDDx8+ZMeOHbx69Yo7d+6gr69PVFQUHR0dmJubi1iMtrY2S5cuJTIykqqqKsaPH09/fz9dXV3CgXTz5k28vb3FCerVq1eUlpaSkZGBtbU12dnZfPLJJ7S3t1NXV0dmZia2traEhoaKXkh/fz+WlpbExsYyZ84cxowZI2AVJSUl3L59m/z8fMaMGSNu+vr6+gQpODU1lZ9//hlFRUUmTpzI8ePHMTExQVVVlZUrV7Jr1y50dXUxMTFhaGiIqqoqiouLMTAwoLCwkK1bt9LU1ER9fT2xsbHo6OhQWVlJYWEhXV1dot9hYGBAeXk5q1atQklJiaNHj1JfX09iYiIODg7k5+ejpaVFSUkJ1tbWBAYG8vnnnzNhwgS8vb0ZNWoUt2/fxsvLC3d3d0xMTER0S0tLi5ycHDQ1NcnKysLb2xsFBQVqa2sFhTQ9PV2AHVpbW+np6cHOzg5nZ2ccHBzEhYORkRHa2tro6emJzoi8vDzZ2dkoKSnx/fffc/nyZRwdHbl//z719fV88sknNDc3c/36dfT19fHy8qK5uZlffvkFGxsbERkNDQ3l3bt3qKqq8q9//Qt/f39aW1sZHBwkOzubqqoq5s+fz7Fjxxg3bhw3b96kt7cXeXl5tLW1uXnzJp6enkgkEgoKClBWVkZdXR1lZWVaWlrw8fFh9uzZ3Lhxg8bGRpqamqirq6OkpITk5GTs7e2xs7Nj+fLlgv7a3t5OR0cHe/bsEVG8np4eQkJCyM3Nxdvbm4qKCvT09CgqKqK9vZ3Fixdz9+5dgW43NjbG1tZWwG5kMBRtbW36+voIDg5mcHBQxIYPHz5MUlKScEtu27ZN/L9IpVKBmZ8+fTpz5swhMTGRrVu38ubNG/Ly8lBQUEBFRQUfHx8uX75MamoqFhYWeHl5oaenJ6AE586dIzg4GBsbG8aNG8fSpUv56quv2LVrF+Xl5SxevJiffvqJe/fu8f3339PQ0MDs2bO5dOkSXl5e4v95+vTpZGdns3jxYrKzs5k2bRqLFi0iNjaWiIgIMRBKTEzk/v37GBgY0NnZycuXL4mIiGDDhg1C5aCgoIChoaG4UZJdyIwZMwZ7e3s8PT3F1kFGXg0ODhY6lbS0NBQVFYXSZWBgAE1NTerr61FSUmJgYIDa2lqmTp1KUVEReXl5DAwMUFBQgKKiIsnJyWRnZ+Pm5saoUaNwd3cXQKeAgAA8PT2JiorCzc1NdHOnTZsm4Azh4eEEBQWRkZHB+/fvqaurQ11dneTkZExMTKiuriYoKIiXL19y584drKys0NfXx9bWVmwI8/PzKSwspKqqikOHDvHgwQO6u7uJiYlh5MiRzJkzhx07dqCvr8/8+fNZs2YNqampzJo1i8rKSiG+v337NgMDA5w+fRplZWURTZRh+ocPH46WlhbW1tZERERgZ2eHpaUlcXFx+Pv7k5qaSn9/P5qamvj4+BAUFMThw4fp6enB2dkZOzs71NTUSE9PF/G2y5cvc+nSJU6ePMmKFStISkri0aNHhIeHi0H2qFGjsLCwYOnSpWzbto3Q0FB+/vln0R309/cnMDCQPXv2iE2Xg4MDw4cP5+LFi2RmZtLc3ExnZyc9PT14e3vz/PlzYmNj+fLLL9mxYweff/45Bw4cwMjIiOHDh6OioiIGvBs2bBD9//z8fGbMmIGWlhYvXrzg+fPntLa2cvLkSTQ0NATc5fLlyygoKLB8+XJBkM3IyGDVqlXY29tjbGwsNtUDAwP09fVRW1vL1q1b2bt3L5aWlixcuJDHjx/j5uaGkZERNTU1JCYmMnXqVHx8fNi0aRMVFRXk5+djYGCAg4MD48aNY/z48YJorKamRm5uLioqKnh4eAjOhI6OjvD4FhQUYGxsjI+PD/X19WRlZdHR0YGlpSV9fX0EBQWxd+9ekdBRVVXFx8cHFxcXYmNj0dLSoru7Wwy5vb29qa+vFz5DWQT5+fPnpKamcurUKXE8c3d35/Hjx4J1IQPl7NmzB2VlZfbv38+HDx949uwZFy5cEG7PtrY2kpOTKSwsJDk5GRUVFUxNTdmwYQNTp04lOTmZ06dPs2LFCmxtbamoqMDe3p6QkBCuXr0qaL4lJSUEBgaSlpYmaiYykf3hw4dJT0/HyMiIQ4cOCR1TX18fysrKWFhYCK7Es2fPWLJkCSNHjhT9TNnwQ0YM7unpEZTu/v5+kRjIy8vD1tZWDCHt7OzYunUrZ86c4c6dO5w5c4a+vj4GBweFjiQtLY2srCx++OEHdu/ezezZszExMWH37t2sW7eO5ORkpFIp06dPFxTt3NxckRaRkVbV1NRoa2tj5cqVBAUFcf36dQoLC1m4cCEhISEUFxfj5eVFYGAgRUVFws0NUFVVxb59+3j58iVdXV0UFhaKCGxQUBB79uyhpqaGuLg4UlJSsLe3Z9q0aVy9epVhw4axbds24G8Kr7GxMb/99huRkZH/2RtDOTm5zcA9YBMwITw8vCs8PPxOeHh4086dO7P/G/9eDjgLVEql0h9lnw8PDzcFrHbu3JkUHh6+EajYuXNnXHh4uBT4PDw8/HJ4ePhkYIZUKj30f/se+/fv3zlv3jyqq6sFaj8hIYHOzk7mz59PbW0tmZmZ5ObmMnr0aGpqapgxYwYnT54kPT2dp0+fMnnyZAwMDMjOzqa3t5e5c+fS19cn5MpOTk68e/eOsrIyNm/eTHZ2NpaWlhQWFtLT04Ovry+lpaWYm5uLjeTr16959uwZKSkpLF26lGfPnmFqasqkSZOoq6sTPYD09HTy8vLo6Ohg2LBhjBgxQiD5Zbj90aNHU1RURFlZmfC8SSQSUlNTGTlyJIsXL0ZBQYGioiJxUJdtIwsKCoQzJS4uToiag4KCqKys5MSJExw6dIjo6Gisra2F5HPixIm8fv1a9Bx8fHyoqqoiOTmZlpYWcRCTXezp6emRkpKCsbExhYWFVFdXAwjAiYeHB8OGDRN9FGtra1JTU1FSUsLc3Jze3l6UlZUxNTUlJSVFxMGUlZUpKipixowZXLp0SfQxcnNzCQgIIDU1lY8++ojU1FRMTExEBy4gIICmpiax3Zg5cybV1dVMnz6d9vZ23r17h5OTEwcOHOCbb74hIiICOTk5Jk6cyN27d5kzZ464uZF1Q2Q9T1lXYnBwkOvXr5OWlkZ+fj4jRoxAX1+foaEhfH19SUpKYmBgAHNzc65cuYKGhgZnz57FxcWFY8eO0dnZSVdXF6qqqty/f1/ENp89e4ZEImHSpEnY2NhQWVlJc3MzU6ZMEbAE2QE4Pj4ee3t7zp07R319PYaGhmRkZHDlyhXGjRvH/fv3qaqqEqL3R48eERgYSGlpqfj9JkyYgFQqpaenBzc3N6qrq3F0dEROTg5TU1OB6J85cybOzs4cOHAAT09PXr58yeDgIGVlZfT09LBu3ToiIyMF8MLHxwcPDw/xnCcmJjI0NERISAhaWlpER0djaGhISUkJo0aNIj09nZCQEPLy8igvL6egoICkpCSWLFmChoYG0dHRPHjwgP7+fhGfaW1tZdeuXSgoKHDhwgWWLl0q3EeypAAg5Mfe3t6kpaUxYsQIlixZIi7qcnNzCQ0N5eHDhzg7O8smb2zevJlz586Rm5vLvXv3+OKLL2hra+PQoUMkJiby6aefUlBQwMmTJ+nv7+fo0aOMGjWK6dOn4+bmRnJyMrW1tRQXF9PV1SXUHbdu3cLBwYFJkybx4sULxo0bx5gxYwRZrb6+nuLiYurr66muriYzM5P9+/cTHR0t8OozZszAysqK/fv38/XXXzN8+HDhcAsICKCzs1MQEZuamqipqcHR0ZG4uDgGBgY4deoUN2/eREdHR3zdrFmz0NLSEsLvX375hc7OTkEVNDIywsLCAh0dHTQ0NFi9ejVDQ0NMmTJFbPpsbGyoqqpiypQpxMTEkJ+fz7Jly1BRUeH58+csWLCAkSNHkp+fz4QJE0SctKmpCR0dHWJjY/H29ub69euoqqrS2trKihUrSEhIEAmMjRs30tjYKDZeHh4eaGtro6amRl1dHSEhIcID9sknn3Du3Dngbw3LkydPaGtro7m5mbq6OmbOnMm2bdtYunQpixcv5vTp0xw8eJAbN24wd+5cBgYGUFNTIzAwUGyAZeCB7777jvHjx1NbW4u3tzcRERGMHDmS4OBgzp8/j5WVFUePHsXLy4vTp08zefJkSkpKkJOTY+zYsZw9e5aAgABcXV0ZGhoSQC+ZOFoGCwoJCaGsrEwgz1+9esXo0aNRVFQkPz9fTPNlk+rs7Gw6OztZtWoVQUFBwsk4a9YsmpubqaioEP0d2da+sLBQRLVKSkqora1FVVVVwINGjhxJRUUFRkZGLFy4kB07dpCXlyeGY+bm5uTk5KChoSGGUrK+TGdnJ4sXLyYiIgIrKytMTEzQ1dUlLS0NZ2dn/Pz8hEw9KytLbOmeP3/OxYsX8fT0JCYmhnHjxtHR0UFGRga9vb18+eWXGBoaMn36dJSUlKisrBSYfalUytq1a7l37x4vX74U5+WVK1cSExMD/E3r3Lt3ryAKb9++naamJi5cuEBISAjPnz9nx44d5Obm8uLFC0JDQwkKCsLKykrExR48eEBHRwfl5eUcPXqUxYsX8+bNGy5fvsyRI0fE+yksLEzoE2TR6OnTpwuo0MqVK1m2bBkFBQXo6OhgZmZGTEwMurq61NXV8Y9//IPFixeL+PHAwAAmJiZIpVK++uornj17RlZWFl9l0POBAAAgAElEQVR88QXPnz9HV1eXsrIybt26RUhICB0dHezfvx9bW1vevHlDSEgI5ubmzJw5k6KiIp4+fSqAXiEhIairq3PgwAGMjY355JNPMDAwIDMzk97eXvLz81m3bh1v3rwhOTmZ7du3k5CQwIoVK1i6dCkHDx7E29ub1NRU7t69i5eXF1OnTqW/v59ly5Zx5coV3rx5Q0REBKampnh4ePDu3Ts+/fRTDh06xO+//05ERAReXl7k5+dTVFQkrocePnxIZWUlly5dwsbGRmxA6+vrMTc3RyKRiLhpZ2cnUqmU+Ph47OzsCA0NBaC8vJy3b99SWVlJXl4eGzdupKWlBRMTEyIjI2lpaRGMABlF2dzcnIkTJ3L69Gmx/R8zZgyXL1/m888/R09PjxMnTrBw4ULS09Pp6Ohg6tSpvHjxAgUFBb766ivh9JPdZF27do22tjaWLFmCv7+/GE5t2rQJqVTK+fPnRYR8xYoVHDlyBEdHR0HjbmpqIiUlhWnTpjF37lycnJwAyM7O5tmzZzQ3N/Pw4UO2bt3Ks2fPMDAw4NatW4wYMYINGzbw6NEjbt++zd69e7lz5w5aWlrMnTuXqKgo5s6dK24cr1+/jpOTE/X19ezatYtvv/2WkJAQ4uLi6OrqIiMjg0mTJpGRkYG7uzsff/wxR48eRUNDAy8vL9LS0jh48CDZ2dk0NTXh7OxMe3u7gOFduXKFdevW0dvbS2hoKA8ePBC6NRl5VhYJbmxspKKiAgUFBTFIrq2txdjYmI6ODhG1dXZ25v79+wJIo6yszO7du9m4cSPJycmsWbMGFRUVYmJikJOTo6GhQQwFy8vLefHiBd7e3sKhe/36dcLCwrh48SL6+vqoq6sL/sVnn31GQEAAq1ev5tSpU+J7y+T1d+/exd3dXfTOy8rKGBoaEkwMS0tLXr16hY2NDT09PRw8eJBDhw6xefNmTp48yfTp0xk5ciRqamo8ePBAQCiHhoYYGBgA4PHjx2hqavLy5cv/3I2hnJzcZ8DvgBJ/9wqrgD3AT4DCzp07r/6/PUZ4eLgn8F+AWnh4+Nrw8PAvwsPDK4BI4Lvw8PDtwCjgHzt37uwJDw8vAjyAI/xNJ13zf/YL/8+PH3/8cadEIqGiooKMjAyUlJRQUFDA1taW27dvU15eTm9vL8bGxujq6uLi4sKNGzcYMWIEixYtwtPTU5DnVFVVcXZ2FuJmZ2dnRo4cSXl5uXgcc3NzEX96+vQpVlZWjBo1SsRMtLW1RdRSBiqIjIwU01BlZWUqKipE/09GZnN0dBQuHln2vbS0lJEjR4poyKtXrzAzM8PX15fY2FiUlZWBv6cFsoKxjKA1YcIE4uLi0NbWxtramqysLKysrLh9+zbPnj0T4JfS0lJMTEzIyckhKSmJcePG0dXVhaamJgEBAeTl5dHV1YWuri53794VF0Pz5s0jPT0dR0dHCgsLycjIYPfu3Vy8eJFNmzYJ2EFjY6OgISooKGBnZ0d7ezsRERF0dXWhoaFBS0sLCQkJVFZWio2CTONgY2NDTk4OLS0tHD9+XNyoNTc3i/7N77//Tl9fnyDplZSUMHv2bKqrq5k9e7aIhCooKNDZ2Snw0X5+fowbN46VK1fy+vVrtm7dSlZWFrW1tbx69QpNTU3a29sxNDQUxDhZl8TV1VWQXn19fVm5ciW3bt2ipqYGY2NjLl68iIWFBXp6emJgYGxsLKb+smGElpYWKioqTJgwga6uLt6/f8/HH3+MmpqaiADLtlUyUEdWVhY//vgjHh4e9PX1kZSURFNTE5s3b+bq1asoKCjw6tUr1NXVhQvy3bt3mJmZsWjRIsrKymhoaKCurg6JRML27ds5ceIE9vb2JCUlYWlpSVRUFI2NjQwNDYkiv8wftWXLFnJzc9HS0qK2thYzMzOysrK4f/8+CxcupKysDIlEwrNnz2hra+PKlSvY29tTXV3N8OHDqaqqIjY2VojuHRwcsLOzw8jICBcXF8aMGcPDhw9pbm7Gy8sLZ2dnlJSUGDlypKDFubu709bWhqurq/AO1tXVERsbi5mZGc3NzYIaZ2lpybRp0xg/fjxqampkZmZSW1srnE0fffQRpaWlHDp0CC0tLbHNf/XqlUCLf/zxx3z++eccOXKE0NBQEhISMDMz48mTJ4SFhVFfX095eTm+vr7iAubcuXMCWqChoSHExhkZGYwZM0Z0gGTxYmdnZ27cuEFYWBhJSUkUFxcLv+SoUaO4cOECtra2yMnJMW/ePDIyMlBTU8PIyIju7m6io6MxMDAQfcvbt2/T2dmJu7s72traPH36lLNnz4qpdH19PYWFhWRlZTFt2jRiYmJ48OCBuME3NjamtLSUqqoqQcBNSEhAXl5eRLoGBgb45JNPWL9+PRMmTCAtLY2QkBBevXqFkZERa9eu5fXr19y5c4fc3FwsLCx4+fIln376KZs3b0ZXV5fU1FQhzZb1tGUXsjJi67Vr15g3b564Sb19+zYvX77k1atXoqMpUyYsW7aMTz/9FPh7MCUvL093dzeenp7Y29vT2trKX3/9Jdxp7969w9TUFENDQx48eEBxcTGKior4+fkRHh5OeXk5u3bt4syZM7S2tgoS3e7du9m1a5fAukskEt6/f89nn31Gb28vcnJyZGZm4urqKqbAFRUVFBcXY2ZmxtmzZ8XQTkZt3rhxo+gjeXh4kJCQwNu3b0lJSSEpKQlA0GRlQvD6+nrWr1/P6dOnUVVV5c2bNwwODqKlpcX169cJDQ0VMUZZPPfEiRMUFBRw/vx5cdP70Ucf0dvbi4mJCY6OjlhaWpKYmEh6errwEL579w41NTWWLl1Kbm4u6urqKCgoCGDUJ598wv379wkLCyM3NxdnZ2dBabx58ybTpk1DXl6eVatWiWhXTU0Njx49wsDAgPHjx2NnZyeQ9319ffj7+4tonY2NjUieNDc3c+PGDZKSkvj4448FQ8DW1lb8fDJvXGVlJb///jv5+fmkp6fj4+PDrFmzhM/Xzc1NoOjLysrw9fXlxo0bNDc3MzAwQFNTE/B3NF7WVfTx8eHbb79FR0eHDx8+4Ovry5kzZzh79iyGhoa0trby/Plz2traCAwM5K+//sLW1lYoj2Sezd7eXnp7exkcHCQ+Pp7hw4cTHx8vhrIzZsxg+PDhIh1UUFBAV1cXra2tNDY2Ul9fz71791BRUWH//v1ERkZy69YtqqurcXJyorS0lKNHj5KYmEh1dbWgKjY1NfHs2TOUlZVxdXVFIpHw559/cvv2baKiovD39+fJkyfo6OhQUVGBhoYG8+fPx9bWVgi5z58/z7/+9S+qqqqora3F1taWb7/9lr1795KQkEBubi4rV64kKioKR0dHFBUVUVJSYtiwYRw5cgSpVCrIzra2tvz5558oKSmJikhGRgbp6els3ryZgwcPYmtri6WlJTExMWzYsEEcvzQ1NUUnWNb7q66uprm5mdLSUkaMGIGqqqq4ySwpKRFKhblz5xITE0NHRwdWVlbcuXOHuro6wSVQUFAQLuTi4mIKCgpYvHgxGRkZQpkge59IJBLs7Ox4+/Yt69ev58GDB2hoaGBpaUlkZCQ9PT2EhYXx+PFj4Tmtra1FS0uL8+fPExQUxNOnT5k6dSr79u3j0aNHFBcXIycnR3R0tAA6vX37lvfv3wuC+hdffMGhQ4e4d+8ekydPxtjYmNDQUEHrVVJSEtHasrIy3N3dsbKy4vfffxdd7L/++ovvvvuOL774gp6eHq5cuQL8DV3q6ekREcaxY8cSHR3Nmzdv+PLLL0VqqLq6mqamJioqKnj+/DnDhg2jqKiInp4evv76a968eSO0ca9fv2b69OnY2dmhrKzMjBkz6O3t5fnz53R2drJgwQLOnz/P7t27BexQxl+YNm2a2Nr+P2EzT548wcnJicLCQnJzc7l27RqHDx/m+vXrTJkyhdbWVrq7u9m4cSOzZ88W8LS4uDj27NmDtbU1np6ePH/+nJSUFJSVlUlISODrr7/m+++/Z+3atfzxxx9cunSJqKgosUhpa2ujvLwcZ2dnNm7cSGVlJbdu3aKnp4evvvpK1BRcXFy4d++eSD1MmDCB4uJienp6ePnyJZs3bxbPR1tbG5MmTeLYsWMEBgaSlZVFdnY2mzZt4sGDBygrKwtWxJdffsm1a9dEKuDp06f/UY/h14AU+EH2CalU2gRUAxP+Ow8glUqTpFKpnFQqdZJKpRP+/ee+VCptlkqlM6VSqeW//27599dLpVLpBqlUai6VSh2lUmnGf+f7yFx0mzdvpqioiODgYFRUVFBTUyM4OBgHBwfU1NRQU1OjoaEBPT09GhsbRRn56dOn/PHHH6IX5ebmRlhYmFj5jx07FjMzM5YtW0ZpaSm6urrCCSdD0A8NDREZGYmuri5xcXHCnSdzB86YMYOnT5+SlpYmPExHjhyhtLRUuN9k6oOwsDDu3LmDm5sbABKJhPj4eNzd3Vm5ciU5OTkcP36cgIAA3NzcxO/k5uZGZGSk8CV1dXWRk5Mj+ix5eXn89ttvfPfdd+Jr4G8noozIKItKyn5WGZa8rKwMMzMz3Nzc2L59Ozt27CAnJ4eysjLhQ9u+fbvwly1ZsoS5c+cSEBBAd3c348ePZ9SoUcLzpKamJp67+Ph4vL29CQgIYPr06WzdulVIde3t7fn444/R09Pjxx9/ZO7cudTV1dHY2Iiuri4NDQ309/ejqqqKRCJBKpWydOlSTp8+LSbS9fX1guQYGxtLWFgYHz58EDn7rq4uDA0Nqa6uxszMDBsbG7Zu3Sq6PcXFxaJcDvDtt99iZ2cH/A06cXBwYOvWrcKjKYtlOjo6oqamJiAeOTk5nDlzBolEQnBwMNeuXRNAk9OnT4vHj4+Px8zMTHgoIyMjhVNKTU2N5cuXs2/fPkE+DQgIwNvbm23btvHbb7+xcuVK4baRSCR89tlnLF68GFVVVfG8wN8eHnt7e/bt24efnx9dXV0EBQXx/Plz1NTUhMtN1pmSSCTi52tsbBS+PjU1Nfr6+rhw4YLwTMpIX8HBwcL/JvMUpqWlIZFIUFVVFfFrVVVV8bfs9bRmzRq6urr48ssvSUtL48aNG5iZmeHv78+hQ4cICgqiu7sbe3t7cVEcHR3N2bNnqa+vp6GhQbwPr1y5woEDBzhz5gwODg5MnjxZvL8DAwO5cuWK6JGoqqqip6fHxo0b+eabb6iqquLu3bukpaUJr5O/vz8SiYSAgAC+++47SkpK2Lhxo3hNRkREEBAQQGlpqdBd6OrqUlJSIj6vqqrKkydPxDFFIpEQFBTEvn37UFVVxc3NjZycHBGJlcVQU1NTxb/Pzs7GwcFBbCNdXV1xcHCgoaGBlStX0tXVxdmzZ+nq6sLCwoJTp07R0NDAvHnzOHfuHFKpVGgv1q1bh5OTE4cPHxbdRTMzM1xcXDh//jwlJSVoaWkRHh7O2bNnGTt2rCAErl+/nrt377J69WoiIiIIDg6mtLSULVu2kJeXJ94v8+bNY9euXXR3d/Py5Uu2bNmCj48P8fHxIuoui+zr6emJY6fMgefj40NERASqqqrExMTg7+/PpEmThBd27969REREoKmpKYYtsvdjWloae/fuJSAgQFAhDx48SEdHB3l5eURFRQGgq6srPKs+Pj4MDAywb98+4eVUVVVFSUmJRYsWCfdZY2Mj169f5/jx46LH6+joiL29PfD3xZXM9amuri5co7q6uqIjXFpaipmZmUhjfPHFF9TU1AiHrIWFBV1dXeIxZc7IxsZGcWEhkUhwcnIiMDAQVVVVEfONj49n7NixbNq0iV9++YW5c+eKn33Tpk3o6uqSk5NDe3s79+7d48qVKzQ0NAiaZX19PfHx8QC8f/+effv24ebmJmJ/paWl6OnpcefOHbZs2UJaWholJSWYmpoCf7syx48fj76+Pmpqapw5cwaAyMhIcV6TxfmDg4Nxc3Nj3759lJWVsX//fr766ivKysrYu3cvAD/99JM4/8+YMYPc3FxxPk9LS+PMmTNCY6OmpsamTZv48OEDubm5wh/79OlTnj59ioqKihi4jB07ll27dmFra0tQUJC4kI6Li2PXrl3Ck2xra0tPTw/h4eGEhYWJXpoMLNbd3Y2zszOPHz8W7l74u88YFhYmYpyNjY3cu3ePL7/8ktzcXOTk5Hj69Cnr1q2jrq6O8vJyrl69KrYqY8aM4ffffxfbvoCAAIyMjESFZcqUKbx69YrAwEBxPvfz8+PTTz/FwcGB0tJS0aV++PAhDQ0NgjVw69YtrK2tmT9/Pp2dnUIjInteZa+jM2fOCM+wrFfv4OAgQH4uLi4sWrQIS0tLAI4fPw7A6dOnGT9+vOiwXrt2jRcvXnDq1CnKysoEubO+vh41NTViY2MZO3YsI0aMIDIyUpxvz549y/bt2zl27BiqqqrCY3vgwAHc3NwwNDTkr7/+4p///CdhYWEAAraWlpaGmpoaK1euxNXVVahX9PX18fHxITIykmnTpokbVnd3d+bNm0d3dzelpaWi3xYfHy8eT8YlMDU1Zd++fVy7dg2JREJkZCSqqqqkpaWJ85Srqyt6enpiw+Tj44O9vT06Ojrcv3+fyMhIjIyM2LZtG52dnXz88ceUlpbS1dWFt7c3kZGRDB8+nNDQUNauXcuaNWv49ddfUVVVFcmahoYGkeYKDg4G4NKlS3z00UfU1tYyZ84cMRyWSqV4eHggkUhYvnw5CgoKfP/99+Tk5HDkyBH27NnDiRMnMDIyEgCnq1evsmPHDnbs2MHq1atZunQp48aNQyKRMHbsWBobG5EtnzZu3EhZWRnv378X3r/U1FQATp48SVZWFoWFhWKILHMS/vDDD/j7+/Prr7/S1dVFVFQUixcvFnWfM2fOUFpaKqjt9fX1bN26FYlEQmlpKe7u7ixYsIC2tjYAnj17xuvXr0U0/48//sDHx4fi4mIB2svNzeXt27dcvnwZAwMDFi9ejKurKyUlJVy/fl1seENCQkQtRiqV8vz5c1GzAYRex8LCQpzHZFtPDQ0Nceyura1FXl6enp4epk+fTlRUFE+fPqW4uBg9PT3hRiwoKCAvLw8zMzPRE62oqEBJSYlRo0YRHBzMsWPHuHHjBvv2CXTL//jjv0slPQTkS6XST/5NKK3auXPn6fDw8FDAbOfOnT//f/4J/n/82Lt3705ZfEdeXp729nYAbt26haenJx4eHly+fFmQLF1cXETkZs6cOVy6dInq6moxTc7Pz6ezs5Pi4mImTpwoEOCybZRUKkVRUZHg4GAKCgowMzPD29ubJ0+eCP9SWloaCgoKpKenU11djZ6eHhERESxbtgxFRUUuXrzI+vXrBaWtsrKSnp4eEcOJj49HSUmJxMREDA0NWb16NRoaGuTk5BAbG4u8vDyRkZHMmDGDwsJCxo4di5ycHCkpKWhpaQlCJYC1tTXq6upUVFQIZ5Asj19aWipw5YqKiuTm5pKbm8v+/fuxsbGhvr6edevWIZFIUFBQoLq6msbGRgIDA/Hy8sLKygobGxsSEhLw8vKio6ODiRMnAoioUnV1Ndu2bRPbgFGjRokogcwvaGhoKKbmHR0dZGZmCpn8u3fvBFhh4cKFHDx4EE1NTXR1dbG0tGRwcBB1dXVmzZolTvrV1dUYGRkJX1lTUxNz587F1NSUpqYmQX/r7u4W/qGVK1fi4eFBY2Mj+/fvp62tDRUVFdrb2/Hz8yMzMxMnJyeRy6+rqxMTxsePH+Ps7CzABCoqKsDfPq20tDScnJzEjXFWVhabNm2iqakJbW1tUlNThXhbRjh0c3Pj7t27TJ48mbKyMkESbW5uFgewSZMmERUVJQieNjY2jB8/Hl1dXY4dO0ZpaSnJycn09PRw9epV4SNatmwZ7969o6+vj/Xr1xMZGcmnn36KoqKigLRMnjyZadOm0dTUhLKyMsuXLxdScU1NTdTV1QXUZfTo0ZiZmeHl5cW2bdtwcXERN0IpKSnExsYKgEpdXR0LFiwQv0dmZiYGBgbY2dmJrc+DBw+YMmWKgNhkZmaiqakp+rKjRo2ioaGB/Px8TE1NiYqKEhN5WQxbQUEBZWVlNDU10dTUFKAjQ0NDLC0tUVVVZdiwYejr6+Pk5CQ2Mfr6+vT39wuSakdHB+7u7vj4+AjBroxG/OzZMxwdHUlNTRXbsv3791NVVYWlpSUuLi5cuXIFX19f3r59i0QiobCwEHNzczw8PHjy5AkrVqygrKxMKHW6u7tRV1env7+fpKQkuru7mT59OqWlpWJr9fTpU9F1rampITg4mPv374sT3qlTp5g5cyb5+fk8f/4cQ0NDbty4wZYtW0SH09zcXGyo2tra8PLyoqCggKdPnzJ69GjS0tKYPHkyiYmJjB07lnXr1tHc3ExiYiK9vb1CXyMDJ8g6aNnZ2WRlZQnHaWlpKRKJhI8++oiUlBRMTU0FNr6/vx87OztUVFQ4f/48fn5+giotLy9PeXk5+fn5eHt7Cx+nkpIScXFxXL9+nR9++IH58+cTHR3NzJkzOXnyJO/fv6elpYWWlhb8/f2Ji4vD3d2dH3/8kZs3byKRSMSGq6amhlWrVvHDDz9gYGCAmZkZn332GRoaGoSEhHD48GECAwOFo7KsrEwcS7q7u5k9ezYtLS24uLiwZs0aampqmDt3Lnv27GHNmjVkZGQQExODp6cn169fF8OUZ8+e8dlnn3H69Gk8PT0pKCjg9evXREdHM2zYMK5evUpHRweBgYEcPHiQP//8k4KCAlpbW8WGLi4uju+++46CggKxBcjNzRXvcxlB29HRkblz5zI0NMSVK1ewsbFh165dJCUloaamJibWOTk5VFZWcu/ePcaPH4+Ojg6lpaX4+PhQW1uLvb09CgoKhISEkJKSQkREBK9fvxZuQ0dHR+7evUtAQABtbW0UFBSQkZGBubm5iEO3t7ejoKBAS0sL8+bNE4kK2TZCKpXi5+eHpaUl6enpAoTx+vVrFi5cyLNnz9iwYQP37t1jcHCQ7u5ufH198ff3F3TAyspKACZPnsysWbOQSqUCnqWjo4OVlRUbNmygv7+fy5cvU15eTltbG/n5+UybNo2uri6MjIy4ePEiv/32G6NHjyYzM5OxY8eydetWFixYQH9/P2lpaWzcuJGvv/6anJwcDAwMMDU1FYmBgYEB5OXl6ezsJCcnB2dnZ9ra2pg6darofssALBKJhJycHAEfWrt2Lfn5+Xh6enLnzh1qamrw8/NDSUmJjIwMOjs72bdvHx8+fEAqlZKYmMjixYu5fv06gIiZrlq1isLCQhwdHRkYGGDFihVUV1czZcoUtLW1hXJr4sSJeHl5MWXKFKKjo0WXzM7ODnV1dTQ1NXn79i0///wz69ev58SJE1hYWJCZmUlQUBB//PGHUDf5+vqyatUq1NXVCQkJYcWKFUyYMIGAgABRN3j06BHZ2dlMnDiR9evXA2BgYEBpaSlr1qzB1NRUdMtcXFwEll+WuoiNjcXR0ZGrV6+yc+dOJk6cyM8//yxUHhkZGWIYZGpqKiAyfn5+VFRUEBwcTGxsLFOnTkVOTg5DQ0NWrVpFdnY2jY2NfPjwAR0dHWxtbQVl9+XLl6ioqLBr1y6io6OFCkhJSYlp06bx8OFD2tra8PX1xcPDAwsLC1FtGhwc5MSJE2zduhU7OztKSkpoamqip6eH5ORkHj16RFdXFykpKVy6dInw8HCOHz/OrFmzcHJyIiMjAwcHBzHIKigo4M8//6S7u5u//vpLDLofPnxIa2sry5cv5+bNmxgYGBAZGcnGjRtpa2ujrq4OGxsbsrOzuX//PnPmzMHMzIzt27fz5s0bLC0t0dHRoaamBm1tbaFQ6OrqYs2aNQQEBCAvL8/OnTvZuXMnaWlpuLi4sHz5ctHFMzMz4+3bt2K4uHv3buLj4wUD4OTJk8yePZsxY8aIeLq7uzuXLl3CwMCA+/fv8/nnn3PmzBl6enrw8vJi0qRJSCQSMjMz2bx5M8eOHWP06NGoqKhgY2ODsbExYWFhtLS00NXVRV5eHo2NjVRXV2NlZcWhQ4ewt7dny5YtokesqqrK559/Lp7HhoYGLCwsyM3NFZH406dPExMTI4a2CQkJRERE4OLiQm1tLe3t7VhbW3Pjxg2kUik1NTW4urqKiLu6ujoqKircunVL3Fds2rQJd3d3zpw5g7y8vEhtaGhoYG1tzTfffENcXBwGBgbcuHGDqqoqdHV18fT05OTJk5w7dw43Nzfc3NywtbWloaGB+Ph46uvrqa2tJSoqikePHtHe3v4f1VVsBhTDw8P/C9gBVIWHh1/m7zhp786dO/f/T7/xf+IjIiJiZ2xsLLq6uvz+++84ODjQ2tpKV1cXKioq4j9KQUGB+vp6oqKiWL58OS4uLly6dInGxkahSpBF02R9iBMnTuDg4CAihVFRURgbG2NpaYmuri4HDx4kKSkJV1dX2traBP7X398fS0tL8vPzMTY2Ji0tTbxxZGTB1NRUhoaGqKmpob6+nlWrVjEwMEBAQIDY5Mm6BTK/ytSpU9HT0+Pdu3dMnTpV4MZ9fX1Fv8zAwIBHjx4JUXR/fz+TJ09mwYIFFBcXY2FhQXNzM66urowZM4aioiJxgvL29qa8vJzJkyfz559/EhAQIOSgw4cPR01NDS0tLRFxKSgo4NKlSygoKPDtt98SFRUluomjR4+mqqqK/v5+dHR08Pf3Fz0cWfm2ubkZqVSKhoYG79+/Z/r06YwePVrEYFxdXXnx4gWOjo64u7uLzH5zczPe3t5cuHCBWbNm0dLSwpMnT2htbWXixIniwmjGjBlCk1FdXU12djbDhw8XXqvS0lI8PDxITk7mw4cPFBQUEBERISTyV69exdDQkISEBEaOHMnIkSOFHkNGbZWRoGTwIXNzcwoKCpCXlxcHqzFjxmBhYUFVVZVwWdbU1CAnJ4eqqirz588nMDCQq1ev8tVXXwnKZGRkJLNmzaKsrClxtxIAACAASURBVIzhw4fj6+vL2LFjKS8vp6mpiVmzZlFUVIS2tjZZWVmUlJSIuKmZmRnq6uqMHj2aMWPG8PPPP/PkyRPa29tFp+LYsWOCACq7MDc3N+fRo0cMDQ0hkUhYsWIF4eHhIpK6fv16cnNzOXv2LF9//TUnTpwgJyeHUaNG8eHDB+G5tLe3Z/bs2ZSVldHS0iKAPR0dHQwODtLY2Ii5uTleXl7ExsYKoqjsItXf35/Y2Fg8PDxEPHFoaEgIYNXV1ZFKpYwZM4b379+zaNEi6urquHLlCjU1NQLvnZ2dzYQJE6ipqUFfX1/ApWTOQZmLzMDAgHfv3tHd3Y2Ojo7QaVhbW/Po0SPmzp0ryLWNjY18//33nDt3jvHjxwuRsIaGBlOnTiU/P5+BgQH27NlDbW0tXV1d+Pn5kZWVxciRIykqKsLU1JTHjx9TWVkpPJ5+fn7k5uZSVlaGnZ0d06ZNo6Ojg1evXjFr1iwRabe0tOTNmzeCnOvq6kp+fj7Z2dmMHz+e5ORk6uvrReRSJlE3NDQUXrG7d+/yr3/9i66uLioqKkT3MTk5WRCbZ8+eTVdXF//617/4xz/+QUJCAmvWrCElJUX0bNvb23n//j3Gxsbo6+ujra2NpaUlDQ0NLFy4kOTkZIqKilizZg1jxowRqpPHjx8zceJETp48ybJlyzh9+jSjRo2iuLiYoqIiKioqWLp0KcXFxZw4cUKIo+fPn8+pU6fYtWsXcXFxbNu2jYyMDKysrMjMzGTevHn4+PhQUlJCcXEx+fn5XL58mebmZszMzBg7dqzQunz00UdiOCWLENXU1HDs2DG0tbW5evUqHz58YP78+WzatAk5OTlcXFzo7u5mxYoVnDlzhokTJ9LW1kZXV5eIhG3ZsoUzZ86gqKhIZWUl4eHhXLlyRZB7zf4tji8rK8PT01OIi2UX869fvyYpKYmUlBQMDQ0FNffdu3dIJBJ+/fVXzp49y9DQEGpqahw9epSLFy9ibW3Nzz//LDbraWlpxMTEYGFhgZWVFb29vURFRYlOdklJCba2thgbG5Obm8vEiRPR1tbmp59+4tSpU0K7U11djVQqJTIyksHBQaysrIQG6bvvvqO1tZXU1FTGjh3L3bt3+eSTTzA2NhavQ4B79+6RlpaGgYEBRUVFIgI9ODgIIHpA586do7Ozk6GhId68eYOCggJ9fX0UFBQINdOSJUu4ffs2VlZWJCUlYWBggJ+fH+PHjycxMVE4ImUwDUVFRaZPn05mZqZQTNy5c4fk5GS2bdsm3G2y2NujR48AOHToEDY2Nly4cAF7e3va29vFkHRwcJCuri7WrVtHfHw8t2/fxtnZmY6ODjZt2kRDQwOJiYk0NDQIV5qioiJGRkb09fWJ30kW15fpWmQXqZWVleTn53PgwAF+/fVXLC0tMTExYfbs2cTFxeHt7U1KSopwpNbU1Ihtqo2NDUuWLBHcgYGBAR48eEBjYyNv374Vv19vby+tra08fvz4fwPLfP755zx48ICLFy/yyy+/UFhYyOrVq8XgxtnZmby8POLj4xkcHGTKlCnk5+czevRoXr16RUxMDHv37mXOnDl4eXlx4MABuru7efDgAcbGxigoKLBkyRLu378P/J0i6Orq4tixY5SUlPDu3TsqKyspLi5m3rx56OjoMHnyZK5evSoIpNXV1WzcuJGgoCAROa+qqgL+dmbW1tZSUlLChAkT6Ojo4NixY/T396Orq8vLly9pbW3F1dWVEydOiP7tw4cP+fDhA+rq6tjZ2eHl5cWvv/5KS0uL6Aw6OTnR09MjYuK2trY4Ojry5s0bdHR0xJBdT08Pf39/lJSUaG9vJzAwkIcPH2JnZ0dxcTHW1tbk5uYKsvqsWbOYP38+9vb2fP/994wYMUK8bmVwQNnNRkpKCidPnsTPzw9DQ0Pu3r0r1CudnZ3i+q2trY2RI0dSUFDAN998w6tXrzA2NubNmzds2rSJoaEh4uPjWbp0KTY2Nhw4cIDAwECePHlCcXExUqmU9PR0tmzZQlVVFQ8ePBAbT3l5ea5du0ZoaCiWlpbi2m7YsGE4OTkxbNgwfv/9d8rKyjhy5AjR0dFMnjyZqqoqoqOjKSwsZPz48bS3t/8v3t4zqMqr78O9KNKlS6+bIkXpgoCiYuxRLNiNRqNRYzQmGk3yxAg+0ZgYY9RETbFhLyhBIqgIiCAgvXdQ6dJ7h/Mh714z76dz3g85e8YZdSbZw/be973Wf/1+1yV4GmvWrOHRo0dMnjyZoqIicX+WSCTU1tZy+fJlJBIJjo6OvHjxglWrVnHy5EkaGxsBePDgAS0tLcyePRt9fX3mz59PVFQU3t7evHjxgm+++Ya1a9eSnJzMvXv3hNpkz549XL9+HVdXV5ydnenp6eHx48eYm5sTEBDAtWvX8PX1RUFBgZCQEBobGzExMaGrq4vly5djZ2fHyZMnqa6upquri7a2Nr788kskEgmurq6ChXH16lUKCgoEBGfz5s1YWFjQ3t5Oe3u7IBfn5eVhb29Pe3u7GHBERUVRVlaGsbExERER6Orq4urqyo4dO3j79i2HDh3i2rVrrFixgocPH/6rG0M//omMTgMs+KdnuOx/fv/0/0vH8P+PV3BwcJCmpiZNTU2ityeVtpaXl6Ojo8OCBQt4+/atOCns6enh559/FrniDRs2EB0djb+/P1euXEFOTk6g0aXF6cePH9PU1MTBgwfJyMgQG6DBwUH6+/vR0NCgubmZgYEBkdeeM2cOu3btEs4gqeDc3t6eqqoqQfCcNWsWcXFxBAYGkpyczJMnT7CyshLTlc7OThobG9m1axd79+4VcYuwsDC++eYbfvjhBxQVFSksLCQhIYGGhgYaGxuRkZFhYGCAsrIyrl27hr29PfHx8UyePFkU4q2srGhvb0dBQQFfX1/q6uq4dOkSY8eOZcyYMSgoKDBu3DgePHgg9BMKCgpIJBJSUlKwsrJCS0uL8vJysVmcMmUKjx8/xsXFBUdHR6KiohgeHkZWVpaLFy9SVlYmJowKCgqYm5tjaWlJZWUl7e3t1NbWMjw8TGdnJ8PDw6xfvx43NzeOHTuGr68v6urqAtSQkZGBrq6u8LNVVlayadMmnj9/zsKFC0W/MCcnByUlJRobG4VEVnqiqKqqirGxsYifrVixghUrVogpaW5uLtbW1kIZUVJSIvxEhw8fpq6ujoSEBLHJrq6uZs2aNdy7d4+dO3eKn7m1tZW6ujrhVmxqasLd3Z1r167R2dnJihUrOHXqFENDQyxcuFDc4GfPnk1wcDDXrl3j6tWrqKmpiU2WNFaro6ODgYEB06dPR1FREQUFBby9vYmIiGDZsmUcPnwYGxsb3NzcmDt3LhERERgYGAghb1hYmIjC2tnZoa+vj7e3N2FhYYJQ2t7eLuAgixYtoqamBg8PD2xtbenv78fT0xMbGxvREYmIiODNmzds2LABT09P8TDIzc1l37599PX1ERAQwJ07d1i0aJE43Zg0aRKnTp0CQFtbm4qKCnF9j46Osnz5ciZPnkx3dzdPnz5l+vTpeHl5cerUKVatWkVJSQl79uwhNDSUGzduUFRUREFBAXZ2dgwMDGBmZoaFhQWvXr1izJgxYiLo5uZGWVmZeGA8f/6c2NhY3r59KzZQ06ZNIzw8nKKiIrZv387o6CgSiYT+/n5aW1uxsbERKpdLly4JAm5kZCS//fYb4eHhGBkZ8eLFC+zs7KitreXevXvExcUxc+ZMQkJCBHnw3r17lJSU4OjoSENDA729vQQGBtLe3s7kyZPJz88XgIyqqirWrl3LpEmTMDExQVNTk08//VR0j83NzTE2NhZwmvz8fLKzswkNDcXY2Jh9+/Zx+PBhBgcHmT59Oi0tLVhYWDAwMIBEIhEiaulQTEdHRwxqpIv2vXv3UlxcjKKiIitXruSLL77g9OnTREZG4urqio6ODrGxsQJe8/TpU3R1ddHW1sbGxgYNDQ2KiopYvXq1iKlPmjQJb29vbty4werVqzl79iwHDx5EXl6eY8eO0d/fT35+Pk1NTXz++edcv36dyMhINm/ejLy8PB999BHl5eXMnDmTly9fiq6RnZ0dEydOJCMjg7lz55KSkiKGQEuWLBH3F39/f86fP09iYiJOTk60t7eLLvGJEyfQ0dER8de4uDjc3NxQVVUlMTGR9vZ2HBwchEPL39+fiIgIHj16JPrHUrrvli1buHnzplj8y8vLk5GRQUNDg7jm3n//fdTU1Dh37pzA9Zubm/Pdd9+J7/GFCxeEM3PMmDGiFzN+/HjU1dWF3qKhoYE7d+7w4MED0VlTU1MjMjKSs2fPCi+W1Bvb1tbG3r17efToESoqKigrK6OmpsatW7dwcHAQEdl33nmH169f09jYyOvXr9HW1qa3t5fMzEzR83/x4oXQnujr6wtC6dDQEPPnz+ft27eoqKjg5eUlaJBSf+bRo0dJT0/H09NTaG4aGho4f/48np6eJCQkUFdXx8jICMHBwfz2228EBgYSHByMoaEh1dXV7N+/n9bWVrq7uwkMDOTXX3+ltrZW9MidnZ3Jzs4mJCSExYsX09zcjK6uLj/88INQGoWHh3Px4kVOnz7N9u3bgX+AJsbGxoSHh5OamsqSJUuIjIxET0+P0tJSXr16RV1dndA0+fv7U1BQIBywtbW1AqQhvef09/ezd+9ejh49yjvvvENLSwtpaWmsXLmS0dFRWltbWbp0KbW1tWhqanL48GEB/cjIyEBRUZHKykqcnZ3Jz8+nrq6ODz74gCtXruDl5YWzszNNTU3k5OSIfmRSUhLff/89gYGBuLu709LSIk4yLl26xJMnT1iwYAHbtm2js7OT8PBwli1bxsyZM4mIiKC6upqVK1eSk5PD6Ogo+fn5hIaGUl1djZ6eHlVVVZSUlFBXV8e8efPYsGEDjx8/prW1lebmZgCcnJzQ19fHxMSE0NBQAQuSkr6fPHmCiooKvr6+JCUliYG7hoYGkyZNEtdPVFSU8PcmJCQwbtw49u7dS1lZGd3d3XR3d4u14YwZM0hPTxc00Li4OA4fPiw69GPGjBFKDmkyQnqqK/XmSemxycnJ5OTk4O3tTVtbG1VVVdTW1vLxxx/z8OFDLC0tycrKEr3F7Oxs+vr6ADh16hS2trY8fPiQjo4OLCwsuHLlCgYGBrS2tmJgYEB5eTm1tbXU19cLQrO0NnLixAk+/PBDBgcHefbsGX19ff+r17ZkyRJmzpxJTEwMQ0NDVFZWMn78eCZNmkRVVRVLly7F3NxcnKpLYSclJSXIy8tz79497t69i7KyMr///rswAvT399PX1yfI+sePH6eqqopDhw6xatUqoRqSSCSYm5uLlMmSJUv47bff6Ozs5M2bN0ITpKOjQ1JSElFRUQIs2dLSwsqVKwXoy9nZmaSkJMrKysT1MjAwQGFhoVjjnD9/Hl9fX1pbW2lqahKd5KGhISIiIggNDUVZWRkVFRUR73z33XcpLS3F1tYWR0dHbt26hYyMDO3t7eL5pKenR3NzM4ODgyxfvpygoCA+/fRT4B8AprQSVllZKTRjDg4O2Nvbc+DAAXGffP78uVD0XLhwASMjI+FcXLVqFTExMbx69UoQ37u7u9HW1sbCwgInJyesra2pqKhg3LhxPH36lLKysn91Y1gKbAAk//NXYwFjYBDY+P8Ghfn/6/X1118HtbW14ejoSGBgIBcvXkRDQwN3d3eKiopQVFSkqKhIRLy2b9/O0aNHWbJkCVlZWdTU1PDtt99ibm5OYmIiS5Ysoa+vj/LycvGAvnv3LjNmzMDe3p6//voLS0tLvvvuO3bu3ClUCd3d3UyePBlDQ0OuXbsmhPFSia+amhrjxo0jNTWVoqIiESuQEhArKytJT0+nq6sLiUSCpaUlV65cEZGyxsZGfv/9d6ysrNDX1xfvDaCkpISWlhYeHh6oqqoSEBBAa2srEolEPKyqqqowMTGhqqqK9vZ2zM3NmT59Om5ubri5uWFpacnbt28F9GX37t2cPXuWgoICvL29RfxKU1OT58+fExkZydu3b3F3dxfycVlZWaZMmUJsbCyXLl0iJydH+MQmTZpEVlYWCgoKfPfdd5SUlJCcnIyhoSH9/f1MmTKF1tZW2tvb8fDwYN68eWL6JCU+NjU14enpiZaWFqdOnRLTQGdnZ2bPns3jx4+xtrbmxo0brFixgn379gkip5+fH8XFxezevZvY2Fi8vLyYO3cutbW1Iibc0NBAdXU1O3fuFKeWGzZsoL6+nvHjx1NRUUFLSwu3b9/m4sWL+Pj40NbWRmBgIEVFRUKcK/X6OTg4kJaWJjaGX3/9NUZGRpSVlSEjI8ObN2+EQ8vW1pbIyEi8vLyorKwkMzOTN2/e4OnpKXoYVVVVPHjwQCy4AgMDUVdXR0tLS/ybSv2ZW7dupaOjg+XLlxMdHS2IaNJCv56enijLSyQS5s2bJ+Ab9fX1xMbGkpCQgJqaGqWlpQIjHxUVhYKCgnCL3blzB09PT+7evYuuri5Xr16lrq4OHx8fHj16hJmZGerq6mRkZFBfXy+k9ImJiUyePJnU1FQ0NDS4d+8eDQ0NQk2QlZXFqlWrGB4eRl1dHYlEIh7YNjY24kTD29uburo6IiIi2LhxI9evX8fU1JQ7d+4QEBBAUVERhYWFKCoqUldXJ07xpSV6c3NzceI4PDwsaHYrV67EwcGBd999Fy0tLUpLSyktLcXQ0BBDQ0M+/vhjHj16REVFBZmZmULvYGBgwJs3b+jr66OxsRE5OTlsbGywsLAgKSmJiRMnMm7cOJSVlSkvL2fJkiV88cUXBAYGoqCggKqqKjIyMjQ0NCArK0tbWxu6urro6upiYGAgOjx///03bm5uGBkZISMjQ0dHB/39/Tg7O/Py5UumTZtGcHAw9fX14lTl6dOnjIyMMG/ePB49ekRWVhazZ89GIpFw8OBBfH196e7uxtnZmenTpxMaGsro6CiPHz9mx44dVFRUEBsbi46ODtra2kRHRwu36sjICGfOnOG3336ju7ub3NxcTp06RVJSkvAJGhoakpiYiEQiEf3B5ORk7OzssLa2JjQ0FBkZGebPny9OOKOionjx4gWHDx/m8ePHKCoqEhISwtKlS6mqqkJHR4empiYmTJggYD8ANTU1zJs3j/Pnzwsw0Jw5c6iqqqKnp4fs7GymTp1Kbm4uPT09ZGRk4OzsjIWFBbKysoIGq6qqSk1NDT09Pdjb2xMSEgLA2rVr+f333+np6aG6upqBgQH6+/tJT0/nwYMHtLe3o6uri5+fH+Hh4VhbW3Pt2jV8fHxQV1dn+/btJCUliZOa5ORk/Pz80NLSorOzk7Fjx2JhYUFZWRny8vI4ODjQ39+Pvb09K1eupLCwEHV1dVpbW/Hw8GBoaEg8Y5KSkvDx8WHcuHGYm5ujpaXF7du3mTp1KgDr168nOzubb7/9lqVLl2Jra4uysjJ9fX309/ezadMmQkJC8PLyoq6ujtbWVoFnP3jwoPhcent78fHxwcbGhjNnzjBx4kQePHjA0NAQ7733Hg8fPmT27NkUFxcjkUiE9mNwcJDS0lLa29sFBKO+vl745np6esRmc+fOnTg7O2NsbMzNmzcxNzfnP//5DwEBAVy9epWpU6cSFhbGwMAAg4OD1NTUMHnyZI4cOUJISAgDAwN0d3cjKyuLqqoqP//8M4ODg1y+fFmQsYeGhjh79qygbvr6+tLU1MTo6Ci3b9/m888/Jzg4GC8vL+bPn09ISAg9PT1cvHgRa2trfvzxRwG4sbe3Z3R0FGVlZVJTU3n33XdJT09n//79nD9/nr1794oIotS9WFtb+7+GfV1dXQwODuLh4SFSOYCAf12+fFmc4AcEBJCWlsb69evZv38/W7duFf3OHTt28Msvv+Dn50doaKiIb/7www9s27ZNDGzNzMx4+/atSCR0dXXxzTffAIh6zA8//EBwcDDjx4+nubmZtrY2QkJCBBRHCtwwMTFBXV2dR48eoayszIsXL0hKSsLDw4OLFy+yZcsW5OTkGBoa4v79+0RHRzN//nwUFBQwNTVl5cqVdHZ2kpmZKXQ1r169ws7OjqamJuLj4zl//jynTp3C19eX4OBg9u/fz9ixY5FIJMLNa2JiQlBQEPPnzyc0NJT8/HwxYLtw4QL+/v7cvHmTlpYWzp49K07DTExM2L59O0VFRZiYmODq6kp8fDwyMjLY2tpiaGhIX18fPT09KCoqYmxsjJOTE9XV1ejo6LB06VL6+vpwcXEhKiqKXbt2UVtbS0xMDBUVFVy7do3AwEC6u7spKyvD09OT06dPk5ubK4TnJSUlfPjhh5w8eZKTJ09iYGDAvHnzKCgoEDqc0dFRCgsLOXLkCJcvX6a7u1ukAiorK9m1a5dgOKipqdHZ2cl3331HfHw80dHRXLt2jQULFgjQmLW1NU+ePBGdt5ycHCwtLdm3bx9RUVEcOHBAeLybm5vF8yM5OVms5/r6+oSHdv369UIr1djYSGJiItXV1WhqatLZ2UlrayvKyspcu3aNZcuWERISwn//+182b95MVFQUAMXFxeIE08/PDzs7OxITEykpKUEikaCiokJkZCTnzp2jqKgIDQ0Npk+fLvQe5eXlpKam4uzszLlz58R/b2xsjKmpqYhKW1tbi422v78/V69exdHREXt7e+HeVFZWJjMzU3Qfw8LCqK6uZubMmfT29rJ8+XL++9//kpCQQHBwMBYWFpSUlJCSksKBAwdE+mLGjBncvn2b+vp6bG1tRZXBzMxMHFL4+PgwNDRESkoK8vLyZGVlsXXrVqysrIiJiaGvr08wCWpqajh//jxqamrk5ORQWlpKZ2fnvyq4rw0ODo4BrAB9YAh4Abw/Ojqa/H9903/r9cMPPwTZ2tri5eVFcHAwpqamFBUVMXPmTOTk5LC3t2dgYAAjIyOWLFnCvn372Lp1K5cvXxai4y1bthAWFoaysrLwWFlZWaGmpsb9+/fZuXOnIDupqqoSGxtLcHAwiYmJJCYmMmnSJKZNm0Z0dDR79+7lwIEDnD9/Hi0tLV6+fImqqqpA22pra+Ps7ExLSwvLly+nra2N5ORkJk6cSFxcHN7e3qInV1lZydSpU3FycmJoaIje3l5UVFTw9vYmJiaGnJwcFBQUeP78OUVFRbx8+RJLS0v8/f25d+8eU6dOpbGxUZBO586di7q6Os3NzYwZM4bCwkJkZWU5duyYAFZoa2tjbm5OR0eHoGPa2tpSWVkpsO25ublcuXKFwcFBscgyMjISExBPT09+/vlnXFxcsLW1xd/fn1OnTtHR0SHKujt37uT169ciihYbG4ucnJwglkljGuHh4f8LQyyV5y5evJi2tjYCAgI4c+YMubm51NbW0tnZycKFCxkzZozoUXR0dKCsrCwAK9IoQE5ODvb29igoKGBpaSkmnObm5mzcuBEvLy8+/fRTgoODxf8L4M6dO3z88ccYGRlx7NgxUlNTsbCwYGhoCBcXF1pbWykqKmLLli2YmZkJD1VeXh69vb3U1dVx4sQJjhw5IiIMUrn9ypUrkZGRISsri71793Lq1ClUVVVpaWkRp1LS6MqzZ8/Q0dFhaGiIFy9eiI2Nra2tEEVfvXpVSLolEgl79uwhLS2NcePG0dTUxA8//JMI//XXX9HU1MTZ2RlDQ0NRcPbz86OgoID58+fz+++/IyMjI65jNTU16uvrGTduHB988AHnzp1j9erVvHjxgr6+PmbPni20GB9//DF9fX1ERUWxfPlygoODiYyMREdHB2NjYyEtrqmpITk5GSMjI9Gfyc7OZuHChcjJyVFVVUVCQoLoBDU1NVFYWIienh4LFixAXV0dAwMDamtr2bBhg9iUZGVl8eOPPwqEeWtrKxMmTODOnTsCglNfXy8AED09PeIeIS2E+/v7s2LFCkFCnDVrFhkZGXh6erJ7927mzZtHRkYGMTExlJWVsWfPHnJycoB/AFc2NjbU19eLEwcPDw8yMjJwc3MTYvl79+7x+vVrpk+fLiAkgFjwL168mFu3bqGhoYGWlhb37t0Tg4ZDhw6xZcsWsbA2MjIiKSmJgYEBPvroIxFhfPr0KV1dXSgoKNDV1SW+hx0dHezatYtTp04xZswYnj9/zqtXr1i7di3R0dHC03fmzBlMTU2xs7MjISEBJycn6uvrUVdXJywsjC+++IKUlBRiY2Pp6OgQceXBwUFmzJjBqlWruHPnDqGhoaioqHDixAmCg4Pp6uoiODiYoKAgRkZGRJTHzs6Ompoa1NTUWL58udggRkdHY2VlxfDwMFpaWiQlJdHY2EhdXR2VlZX09/czY8YMWlpaUFBQQEZGRnimpBCWKVOm0NPTg52dHXPnzmXOnDmcOXMGFRUVPvroI4qLi5k0aZLogixfvpz+/n4hzH716hXGxsYYGRmhrKwsQDePHz9m3LhxXLx4UaDIraysuHTpEjExMdy+fZvy8nKuX78u6H979+4lNjaWV69eYW9vj6enJw4ODmRlZYmhw927d6murmbx4sXIyckJAve1a9e4d+8esbGx9PX1CZepq6sr169fp6CggFu3bpGXl8eff/6Js7Mz69evJyIiAj09PRoaGtiwYQO1tbWiB1xaWoqdnR3vvfceXV1drFu3jqCgIC5fvoy+vj5lZWVER0dTWlqKr68vWVlZ+Pr6CuKkk5MTAwMDVFdXM2XKFCFrl5GRwdHRkebmZlErkA6PXF1dycrKori4mMLCQhwcHASV+smTJ8LleujQIbZu3crEiROJiopiy5YthIeHA/9ECUNCQnB2dqa5uZmlS5eirq7OzZs3MTMz4+OPP+aTTz5h5syZPHv2jAkTJojruqmpidDQUNEfr6mpITIykq1bt1JTU8O6devEhnPq1Kk8ffqUxYsXiyhifX29oFV7eHjw5MkT3nnnHbE5ra2tpa6uTgjLu7u7Wbhwobj3ffjhh6LL3dXVJWjSVlZW2NvbfNMhgQAAIABJREFUc+bMGfz8/Jg+fToRERGoq6uTnJyMq6srEomEjz/+WHh/KysrWbRoEdevXycoKIj4+Hjy8/Pp6OjAxcWFkZERVFRUGDt2LKampnR0dHD8+HEePHiAsbExnZ2dzJs3D3V1dYKCgtixYwdPnz4V7IWBgQH+/PNPrl27xoQJE/D29sbExARZWVnCwsI4cuQIK1as4LPPPiMjI0NsqObMmUNGRgYHDx6krKwMDw8P4UR98uSJiLy7ubmxfv165OTkUFVV5c2bNwQGBnLw4EFxgmNqasqff/7Ju+++S1paGoGBgVy/fh2AsrIy0tL+4RdOmTKFAwcOcOLECSZPnsy4cePEYKyoqAh1dXWUlJTQ0NDg4cOHpKSkYGJiQkpKCh999JGIXWZnZ5OXlycG9OXl5SQkJODj48PLly9F1D05OZnW1lbk5eX59ddfmTZtGjU1NTg4OODr68uJEyfQ1dVFTU2NR48eCVr0/v37iY2NxcPDg+7ubgwMDAgLCxM/f319PUeOHMHNzY0zZ84ICExvby89PT2MjIxgb2/P8ePHKSoqQklJialTp6Krq0txcTG+vr74+fkRFBSEkZERR44cISAgQPAcioqKePPmDQMDA6IDPHnyZOrq6sjMzKS7u5sJEyYwOjpKTU0Np0+fZvXq1VRUVFBfX4+Pjw9OTk6kpKRQW1vL8ePHhZtSWh2ysLAgOTlZbEAdHR3ZuXMnf/zxBwYGBgQEBFBZWYmmpiapqakcPnwYbW1tsrOzKSkpYeLEicLzKKW9NjU1MXv2bNLT00Wya+zYsZSWloqB/vvvv4+WlhabN28mOjoaR0dHXr9+TV1dnahxzZw5k6GhIQYHBzEwMODs2bOMjIyI3nVCQgK2trZ0dHQwZcoUFi1axOeff059fT1nzpxh1apVZGZmsn37dlJTU6mrq2NgYICkpCTi4uKQSCSMHTsWJSUlTpw4wdSpU1FSUsLT01Mo81pbWykvL2fLli2EhoaKupSqqiqnTp3Cx8cHFRUVmpubUVBQoKioSFC0y8rKaGlp+Xc9hkFBQVVBQUGXg4KCjvzPr8tBQUFV/9c3/DdfBw4cCLK0tGTMmDHiQra0tGRoaIiWlhbhJXNxceH8+fM0NzeLh62hoSEKCgqEhYWhra2NpaUljo6OtLS0YGZmxsWLFzly5AgVFRUsWrQIbW1twsPDWbp0KYWFhUgkEt6+fYuzs7NQHTx+/JjKykrR/XJ0dBTAiHXr1vH48WPS0tLw8/OjoqJCbFCkC+3Y2FiGh4fZtGkTxcXF9PX18ebNG9zc3CguLkZFRYWysjLhRJKVlcXPz0+Upevq6tDT02N0dFSALGRlZfH29hYyc6nfT7qoKSwsxNvbmwsXLgh/XGFhoUBGm5mZYWtrS1ZWFpmZmWzZsoX//Oc/2NraUl1dLXx37e3tqKqqMjg4yNDQkIhADg0NCWebjY2N+GzU1dXZs2cPixcvpr6+nq6uLsrKyhgZGRFC+p6eHjw9PYmPj2fSpEnY2NgQFhbGhx9+yMjICLm5uVRUVAj8/44dOyguLhanf/7+/gQEBJCXlyfQ3Xl5edjZ2ZGRkcHLly8pLS3F2NiY+Ph4PvroI7Kysrh69SqZmZmsXr2aoKAgQT5zcnJCU1OTtrY2zM3NMTc3JzY2lilTpvDJJ5/Q2dmJpqYmADdu3MDY2BhtbW0MDQ2xsLAQQt7GxkY++eQT2traRCTmr7/+oq2tjfv37zN37lz6+vpIS0vD0dERDQ0NGhoa0NDQYOHCheJkrKioCIlEgoGBgSAl3rx5E2dnZ3x8fDA2Nqa8vJxZs2ahpKREYmIisrKy5Ofns3nzZr755hvi4+OZNWuWmEY9e/ZMgHqys7OZM2cOubm5LF68GB8fH+zs7BgaGkJFRYX58+eTlJREdXU17u7uREZGEhwcTF5eHq9fvxbOxG+//ZbR0VH6+/sxMDAgISEBJSUlhoaG6O7uxt7eXhCFV65cSWZmJr6+vqKLePToUYyNjQXARHqq6erqiqysrDh9Li0tpb+/Hzc3N54/f05cXBwtLS24ubmRm5vLyMgIVlZW5ObmoqKigo6ODvBPZDUnJ4fPP/+crKwsvLy8ePPmDbq6uhw4cIDY2Fhx0tLR0SFcpl1dXcKRlp6eLsjGU6ZM4dmzZyxatIji4mK8vb2pqqoiJyeH9vZ21qxZQ11dHb29vTQ3N5OVlUVOTg4mJiZs2bKFzMxMBgYGRD9TWVmZiooKQT6bNm0aKioqaGhoYG5uTmlpKdu2bRMpCTk5OcrLy/Hw8GDq1KlCW3D//n2+/vprFBUV2bx5M0+fPmXZsmWkpaWxbds2rl69yrRp09DX12dgYEAI76dMmUJiYiKqqqrk5eVhbm5OdXU18vLyVFZWsmPHDo4dOyYeYvv37+enn37C1NQUbW1tDh06xMmTJ0XKITs7m0mTJone95o1a3j79i3q6uosW7aMJ0+esGPHDv744w/k5ORwdHSku7ub0NBQxo0bh4uLC+np6bS3tzN//nzi4uJoamoSXRDp9V5UVMTAwIDowV6+fFlEhnt7e3F0dERTU5NXr17R3t5OQkIC7e3tlJSUYG9vj7u7u4BfvXnzBjk5OdatW8dff/3FpUuXiI2NJTk5mezsbJqbm/H29ubVq1fY2toSFBREV1eXAD/MmDGDTZs2MWbMGCE5r66u5rPPPqOnp4dTp06hpaXF/Pnz8fDwYPv27TQ2NrJ+/Xp6enooLCzkxo0bImqYlpZGf38/s2bNAiAkJARzc3Nx/x4eHkZBQQEtLS0iIyPFQC0rKwsDAwPgHxdeRkYGOTk5vPPOO7x48ULcbwwMDPj777/p6upidHSU/fv389lnn/Hrr79SU1NDb28v7777LklJSQQEBPDOO+8QEhJCdnY227dv5++//xa9r4ULF5KXl8fAwACpqamCUL1mzRrq6+vJyclBXV1dRPr19PSQSCTcunWLiooKnJ2dhb9z4sSJtLS08OLFC1RUVDh+/DiffvopO3bswNHRkePHj1NTUyN0LPn5+VhZWXHixAmWLVvGV199hbOzM+fPn2fp0qVkZGRQVFREY2Mj+fn5oh/09OlTvLy8sLOz4/bt2/T29lJbWytiedKO6LNnz8RJQXh4OPv27UNOTk5UGKS05fHjx6OlpSXu+WZmZuK0WkqQllKI5eXlxQZTQ0ODwcFBKioqKCkp4dtvv+Xy5cvU19dTVlbGrl27ePjwIeHh4eL0/dChQ8TFxfHNN98gLy9PT08POTk5VFZW0tPTw+bNm0lJSaGzs5O6ujqUlJSIj49n//79PHnyhMDAQKytrZk6dSpxcXEYGhpiYmJCc3MzeXl5jBs3jpaWFqGPmjp1KrKysmRnZyMjI0NTU5MAgGRlZdHS0iJk77W1tSQmJgry8vPnz2lsbEReXh4fHx+mT5+Ov78/WlpaNDc3M3fuXHp7e0XyQ+o4lpOTIycnh+bmZiIiIvDz8+PGjRu0t7fj7OzM6Ogow8PD7N+/n0uXLvHo0SN6enowMzPjwYMHZGZm8vPPP5Oens7w8DDJycnY2toK1ZGvry9RUVF0dXWRmJgo/i2knbqsrCw+/fRToajy9fXl3r17DA4O0tjYyNdff01dXR0NDQ1Cj6Gvr09MTIzYoNXW1lJeXo6NjQ3Pnj2jrKyMkydPUldXx40bN0Qn9scffxRVpTNnzvDTTz8RGBhIfHy8SJYsXbqUgoICUlNT+eCDD7CwsKC7u5ucnBzee+89srKykJWVZePGjcTGxgpSbnFxMVu2bBFU5qGhIZYvX87Jkyc5fvw4OTk5aGpqig1vXFwc9fX1uLi4sHHjRo4dO8bQ0BA///wzDx48IDs7m6KiIkHcP3fuHNnZ2Tg7O1NZWUlubi4mJibIy8tTVFREUlIS8vLy3Lp1i9DQUOEMr62txdPTU1Czy8vL0dDQYGRkhJCQEIyNjVFQUCA9PZ3//Oc/jBkzBmVlZZqbm8nMzOSDDz4QMEiApqYm9PX1aW5upqKiQnSQe3t7UVJSEr3dv/76i6ioKJ4+fSoOM54+fcqCBQvE9y00NBRNTU2++eYb5s2bx507d7CwsMDc3Jy///6b69evi8RFbm4uy5Ytw97entevXxMREcGNGzcwNzdndHSUoqIi1NTU0NTUxMLCgtzcXNavX8+1a9ewtLTk5cuXlJWVsWXLFlJSUnjw4AHp6emMjIxQXl7O6tWrKS0t5cGDB/T39zM4OPivC+51g4ODPw8ODv44ODh4RXBwsH1wcHBBUFBQz//1Tf+t1w8//BCkr6+PkZERcXFx9PT0MDAwwOvXrwW2Ozc3l0mTJpGXl0dTUxODg4MoKiri6enJ0NAQZWVlLF++nFevXpGSksLw8LAQiEdFRZGbm0tmZqbA7FpaWpKbmyu6fpqampw/fx5TU1NKSkpQU1MTN3EpZtbU1JT4+Hjc3Nzw9/fn+fPnVFZWoqqqSk5ODhMnTsTHxwc/Pz/CwsKIiooSvRA/Pz8aGxuxtLQEEGTTxYsXY2pqypUrV+jp6WHt2rW8evVKTHMUFBREdCs8PJxPPvmE06dPs2rVKqZPn05CQgI1NTUMDg6SlJTE5s2bqa2tRVlZmVmzZqGoqMjo6KjY7GRnZ/Puu++ybt06Ll++zNq1a0U3KzQ0VEwRASEkVlJSEpvBV69eUV1djbOzMzNmzODUqVMMDg5y/vx5jI2NSUtLY2hoiHXr1hEdHc1XX31FXV0dtra2qKqqoq+vL8rE6urqnD9/Xkxjp02bhkQi4cyZMygqKqKlpUVLSwvjx48XbiEdHR1UVVVZt24dDx8+FGLzLVu2EBERIaT1mZmZ+Pj4EB0dLSiC0s1hT08PY8eOFWLV7u5uFi9eTG5uLkeOHGFwcJBHjx7R2NjIe++9x/Xr1+ns7KS0tFT46AwMDIiLi2Pbtm3Y2NigqqrKwMAAaWlplJeX4+LigqurK2ZmZuTk5Ags8fDwMBKJhO+//x53d3fmzp2LoaEhV69eZXR0VPTupH0ABwcHfv31V8zNzWlpaSEuLg53d3c6OjrETbaxsZHVq1dz//59zMzMsLGxYceOHcLX8/r1awEJkArGlyxZwsmTJ1FSUqKvr09sKo8ePcpff/1FXFwcmpqarF+/nlu3bmFjY0N3d7cgxXp7e9PQ0CBInD09PQwPD4vIjTTy4eDgIP5uz549vH37lrt377JlyxYKCwsxNTUV/a0lS5YQFxfHvHnzuH79OosWLRKTwp6eHvr7+/H39yctLY36+noWLFhAZWUlGRkZNDU1iQhMaWkpd+7c4erVqzg7O9PX18eXX36Jj48PFy9exMjICBMTE4qLi1FVVcXa2loMop4/f86MGTOor6+noqKCDz/8EA8PD6KiosRiz9fXl4aGBoyMjGhubkZZWZnBwUHmzJlDXl4ef/zxB2PGjBGnRJaWlsyZM0f0qQwNDWloaMDZ2RkNDQ2UlZWFK/Orr75i1qxZPHnyRPSJcnJyKC8vR1dXl7t379LT08OxY8f48ssviY6OZsmSJWhpaVFSUsKzZ89QVVVFXV2d0NBQPD09uX37NiUlJdjZ2RETE0NeXh6bN2/mzp07bNq0ScBXpIvS4uJi1NXV+emnn1iyZAltbW3ExcVRWlpKfX09PT092NjYsHnzZsaNG8fo6ChLly7lyJEjdHR0YG1tTUREBB4eHjx79oyTJ08SHR2Nnp6eEJQPDg7y/PlzNDQ0BFhD6nKcPXs20dHRQs+zdOlSVFVVRdxaCuxSUlJCT09PnJZJAWHp6elIJBIUFBQYM2YMJSUlDA8PY2JigpqaGl1dXSQnJ9PW1kZPTw8VFRUsWLAAbW1tEXkrLy8nJiZGQEqksC4pYtzS0pKlS5eSmZnJihUr0NXVJT09HXd3d3p7ewkPD6e1tRVtbW1BSu7v72f9+vWiF5SamsqECRNYu3Ytu3btor+/H1VVVTo6OoSofdOmTXh4eAj/orq6uvB5SdUSc+fOpaamhoGBAaFL0tHRoaKigpCQEObOnYuOjg66urrExMQQFBREWloao6OjrFmzhvz8fNasWcP169fp6+sTkXovLy9UVFT+V2rj/fffFz1rJSUlMjIyKCwspKSkhHXr1mFnZ8eOHTu4d++eIBmuWrVKdE+1tLR4/fo18+bNo6OjAz8/PxE3/vHHH/niiy9Yv349HR0dbNmyBWtra959911GR0eZP38+vb29wm+ZmZlJU1MTiYmJHD16FENDQ2JiYsTAQ9oF/uuvv9izZw+qqqo8f/6cjo4ORkZG+Prrr7l//75Iyjg7O3Pz5k00NTUpLi5mYGCA7du3o6enh5ycHPLy8pSWlqKoqIiHhwcdHR188skn/P7773h5eTEyMkJXV5fo2ldUVGBtbY2srCwKCgqCjjg4OMjDhw+5f/8+kyZN4rvvvqOhoYG7d+9y6NAhbt++zYMHD/jzzz/Ztm2b8PxJqwmbNm3C398fDw8PHjx4wNixYwVF8fPPPxdVhEmTJhEYGMjx48dZsWIFcXFxdHZ2io2dRCIhJCQEExMTKioqyM/P58WLF9TV1QH/wIakg00AHR0dVq5cSVhYGBMnThRkYllZWVpbW5k6dSpaWlq4uroSHR3NRx99RFlZGWPHjqWgoEAkGr799lsyMzNRVFQkKiqKyZMnY2Njw9y5c1FUVCQ+Pp6bN2+iqqoq4v1S1dfAwACzZ88mOzubrq4uxowZw9OnTzExMUFZWZmAgABKS0tJT0/H1dWV/Px8dHV1yczMBGD69OkMDw9jbGwsnKCGhoYiqePj40NFRYXo6/X39+Pl5cXLly9xcnKiu7ubhIQEmpub+frrrzly5Ij4vrS3txMZGcmVK1dwdXWlrq6OlpYW8Xnevn2boaEhLCws0NLS4s6dO6xdu5Y//viD/Px8uru7aW1tZWBggPfff59Tp06JqlRnZyePHz9m69atoost/V5euXIFHx8fdu/ezYQJE9i4caPwT2/bto2cnBxxjz137hzjxo0Tfsc9e/aQnZ1NUFAQ4eHhaGtr8/z5c4aGhrC1teXQoUNYW1ujpqaGmpoafn5+NDQ0CKeviooKrq6uuLm5MWXKFCQSCVeuXBHXek9PD83Nzairq+Pk5MSbN29wd3cXMWg5OTlevnxJb2+vgNGFh4djbm7OqlWrOHToEAEBAZw/f56Ojg6uXbsmBkXt7e309/czNDSEqakptra2XLhwgd27d3PmzBm6u7upra1l7NixyMjIcPToUW7cuIGTk5OoBFRVVaGioiKG7WFhYbx48YJdu3Yxbdo0zp49y/z581m0aBFlZWXiuvT09KS1tZW8vDyam5t57733uHDhgvBfbtq0ie+//55Zs2bx4sULse4sLCzE0NCQtrY2UVtasWIFb968YceOHYSFhREQEEBBQcG/KrifAqQAswD7//k1HdgeHBz8PCgo6M3/9Y3/jdfvv/8eJIWeTJ06FX19fUZGRkTnqqysDBcXF54/f46joyPm5uYYGRmJeMK9e/f4+OOPiYqKYsqUKQLiEB0dzcqVKzEyMmLWrFnixE+aNXZ2diY1NRVNTU3hApPCOiZNmiS+QNOmTeOdd97h5s2baGhooKenR3x8PNu2bcPDw4Pa2lqUlJSora0Vp19SCqdUXvrs2TMxlcrLy2P37t0oKSkRGxtLU1MTenp6QiyalZVFSUkJAK2trUyePJmhoSGUlJT4+++/BUpbWgpXUFAgMDCQtWvX8v333+Pi4sLYsWOJjo4G/vFPBQcHc/r0aWRkZNDU1OTly5dUVVWJ35uamtLV1cWiRYuEH0dWVpaMjAzWrFmDsrIycnJyzJw5U6D5lZSURH56YGCAmpoapk2bhqurK83NzQIAMDIygpqaGjo6OhQUFKChoSE2S5mZmaSkpODo6EhXVxd//fUXWlpaTJkyhYyMDPT09FBVVaW9vV24a1RVVQEE0VIaBZE+KNra2ujr62PZsmWiGF1cXIynpydBQUGcP38eJycnRkdHMTExwcjIiMLCQpYsWUJvby8ODg4oKCjw3//+V7i23nnnHXp6enj1P+LkCxcuCFy2rKwsWlpaZGRkCBLookWLePLkCaWlpejo6Aji2YIFC7h06RLwz8a7o6OD+Ph4HBwcmDdvHq9fv0ZNTY3GxkY+++wzAWSoqqpi48aNREdHMzQ0xNDQECMjI+Tk5DBhwgRSU1PR09NjZGSE9PR0Hj16xPDwMFevXuXVq1fs3r2b4eFhtm7dKpxXu3fvJi4uTkR+bW1tuXXrFt7e3hQUFDB79myOHTtGYGAgLS0tLFiwgNjYWKqrq5k+fTo3b95ERkYGiUSCiYmJGDBUVVWRn5+Pnp4eGhoayMjICLmxtIPq5+fH7t27iY+Px97enpGRESF+TkxMxNvbmytXrohNsLRMfv/+fUZGRsTnVldXh7W1Nbq6usIL5uHhwcmTJ3F1dSUjI4OEhATk5eVFFPLy5cs8e/YMHx8f1NTUSE5OFptr6enMO++8g6enJ7KyssTHx4tTAAcHB7S1tTE2Nsba2hp7e3sePnzIyMgIb9++xdTUlPb2dr7//nucnJwYO3YshYWFzJw5k7dv31JSUoKqqioeHh60tbURERGBqakpEyZM4ObNm2zdupXnz58jKyvL4OCgIPbJy8tjZmbG8PAwBw8eZOnSpQC4uLiInkd3dzdeXl6sW7eOCxcucO3aNY4ePYqdnR2amprs3LmTmzdvYmVlRVJSErKysvT19YkYj5OTE3l5ebi7u9Pa2sq6detITEwkMzMTNzc3zMzM+OCDD3jy5AkNDQ08e/aM7u5usYiWSCSUlpaycOFCwsPDqaqq4v3336ejo4Oqqipu3bolFtm9vb0cPXoUHx8ftLW1gX+Q99nZ2SQmJuLu7s65c+d48uSJQNyXlJSwf/9+mpub0dLSoqOjA21tbRQUFHj06BHOzs6CXK2hoYGJiQlycnJoa2tjZmaGiooK9vb25OXlMWbMGNzc3KitrcXDw4PR0VFycnJobW1l9uzZvHz5kuDgYFxdXVFUVKSzsxMrKyvR36ypqaG4uJiKigoUFBT4888/UVVV5cGDBxw7dozw8HBcXFx4/Pix6PPFxMQQExODp6cnN27cEFGmoqIi9u7di5WVFVFRUVRWVqKkpCSIt4sXLxYJgrFjx3Lp0iWWLVvGRx99hLW1Na9fv8bS0pKvvvoKGRkZYmJixEChu7tbUJ6lJ9j79u3jzp07ZGdni3qC9KQsNzeXvr4+RkdHsbS0pKysTCxse3p6xCJbVlaWgoICXFxcKCsrY+7cuTQ0NKCoqCi+T6qqqsyfP19E8qytramtreX169dCXSLtLN+8eZNr164xPDyMvb09mZmZREZGEh8fj0Qi4ebNm4SFhbFz5068vb1paWlh8uTJyMrKMnbsWOrq6lBXVyciIkIMcKQ6lVmzZvHLL78wMDBAW1ubGLRkZ2eLab9EImFoaAg9PT0mTZrEZ599hrGxMb/++iuRkZEsXbqU8vJy/Pz8uHr1KsXFxZiZmfH111+Lnr/0viiFiCgpKdHU1ISGhgYAJiYmTJkyRShczp49Kz7HhIQETp06hYyMDMePH+fhw4fCs/ry5UuhlKmursbY2Ji7d++ipKQk6iE6Ojqoqanx008/UVBQwI0bN1BSUmLjxo14enqSkZHB8PAw+fn5LF26lE8//VQsgMPCwnByckJPT0/UEKQOxb6+PszNzSkvLyc/P5/i4mKampqoq6vDycmJ//znPxw5coTa2lpUVVW5efMmO3bsID8/n+XLl3Pjxg0mT56Mvr4+M2fORF9fn5CQELKysqioqBC1nqysLBISEmhsbBSd+fb2dqKjozEzM2PdunWCqJqYmMjQ0BDffvsthw4dwsXFBT09PXGqLF07lZWVMWPGDIKCghgcHKSoqAg7Oztev36Nnp4epqameHp6cv78eQoKCmhubqa8vJyBgQHq6uqws7MjJSVFJLikXt29e/diampKUFAQZmZmrFq1Ch8fHy5cuMDo6CgbN24kODiYJUuW0NDQwOHDh4mJiWHevHm8fPmSqVOnkpKSgpmZmYhxS4cM0pPIn3/+GYCAgACcnJwoKCigoKBAxA+l5FkppfTw4cOsW7eOzs5OUlNTiYuLw8XFRax/+/v7BazL3d2dv/76C21tbZKSkjhw4AA7duxg0qRJwhmsra1NWlqa8PjV1tby8OFDcW8yNDQUvc3e3l4OHjzIzz//jLm5Ofv27aOlpQVfX1+8vb3FINHFxYUtW7Zw+fJlwUdobGzE1dWVcePGYWRkhI2NDQ4ODgICtGbNGmRkZASUSEZGhvHjx3Pnzh16enpE3efYsWNYWFjw9u1bLl26RHp6Op988gkXL15EU1OTb7/9lp9++gknJyf+/vtvERGWArW2bduGhoYGeXl5fPnllwLoY2trK9bbTk5O2Nra8ubNG96+fcuHH35IfHw8XV1dJCQkMDIyIvq7mpqaIg3y3Xff8dNPPwnq7+3btzEzM2P27Nmix97V1cXly5dZtWoVkZGR9Pb2/qvwmXDA7H/+WAq0AtqAIuAWFBT02//1jf+N13fffRc0ceJEFi5cKPxpra2tLFu2jHPnzlFRUYGXlxednZ2EhoYKzGxXVxfjxo0TFD1fX1+MjY1FPOrzzz8XfY28vDw8PT2pr6+nqqoKPT09Ojs72bx5M2FhYcyaNUvI0o8cOcKiRYs4cOAAvr6+REZGoqmpKYS1pqam2Nvb8/333xMbG0txcbGYOnl4eODv78+MGTM4fvw4xsbG1NXVicy9tOSdnZ0tfg5pn2DTpk2iHOzi4oKXl5fAX8+cOZPQ0FD8/f3ZsGEDqamp5OXlifilrKwsampqKCkpISMjw4YNG4iMjCQgIAAHBwciIyNpaGigrKyMkpISqqurcXBwQENDg4KCAry8vEhJSaGwsJCNGzcKUIybmxuampoKhIiCAAAgAElEQVTk5uYyNDTEjRs3+PrrrxkzZgw9PT3iRqqiokJ/fz/a2tpMnjyZJ0+eYGZmhr29PWZmZri6unL06FECAgLo6upCUVGRmJgYTp06RWRkJAsXLuTu3bsiXlpcXExZWRnjx48nLy9PPAykoIRvvvmGiooKnj17hkQiwcLCgqqqKry9vdHT02Pjxo1ERkZSXV1NYmIiT58+5eHDh2zevJldu3Zx+vRpMjIyMDIyIicnB2tra1asWMGvv/7Ky5cvuXDhAm1tbTx48AB3d3d8fHxITU2lqqoKbW1tZsyYwd9//42JiQna2tr89ttvHD58GHd3d3JycoSUOiEhgSlTprB69WoKCwuJiYnBzMyMpqYmZGVlBUK7t7eXmTNnkpqaSnh4uMjyp6SkMDIyIgYS7u7uuLu7s3r1atFtefnyJZqamigqKiIrK4u7uzv19fUMDg6irKwspLJycnKYmZlRUVFBa2srb9++pbCwkBUrVqCkpCQ6tdIFf2trKxYWFtja2iIvL091dTUlJSWsWbOGX375hSVLlohNj3RBqaamxuzZs+nt7cXe3h4lJSVSU1Opr68X3z8pgODixYtigTF+/HgePnzImDFjWLp0KY8ePeL06dPk5eWRnp5Ob28vVVVV6OvrM3bsWIaHh/nyyy/Fg6K2thZbW1vheKqpqaGtrU142K5cuYK+vr4YQISFhQlKmqGhIbKysgwMDPDq1SuBf29paRFofkdHR9atW4eDgwNJSUki/nLlyhWmTZtGeXk59fX1AnSipKREfn4+8M+kXerUnDVrFrGxsVhZWTFnzhzS0tJwcnKirq6Ozs5O4uPjkZeXZ9myZTQ1NREbG4uvry/l5eXC5/jbb79x4cIFMTVNS0vjgw8+ICMjg5qaGvz9/dHR0eHbb78V8uXY2Fi2bNlCQUEB+fn5eHl5ERQUhJWVlTgJkfrupPexiIgIPvvsM/7++2+B/JaXl8fU1JTy8nJxmuzs7IytrS2FhYU0NTXh7OzMmzdvMDAwEACPZ8+esWvXLoyNjenv70dLSwtVVVXS09PFd0Dq/AwMDKSwsJBffvmFlStXYmFhwf/D3HsGVX3u/foXHVHaonekS2+CqCiCvYIFsaAmJmpMsSR5dmJMgol7GxNrom6TaOwNUUSxgAVQVJpUWVTpIFV6b+dFzrrnvPuf859nzzzM8GZnZqO41m/d9/f7+VyXvr4+r1+/Jj4+nrNnz/Ldd9/R1tZGbW2t2MKpq6sjkUiorKxk/vz5aGtrExUVhVQqJTw8nEOHDrFw4UKkUqk4NI4fP55Tp04xbtw4UUWQETufPn3K/fv3+eqrr3jw4AFNTU00NjZiZWVFQEAAEyZMYHh4mMTEROEeXLduHRcvXkRBQYGuri7c3NzE66Kmpoa4uDg+//xzAObOnUtUVBQdHR1UVFRw9+5dtm3bxoIFCwTdUCqVcvv2bUEvXr16NRKJBEdHR1RVVQW9WrbFa25uZmhoCAsLC3R0dDA3N6eyslIcbGxsbFi8eDHFxcUEBgaSm5vLmDFj0NHREV5CDQ0NampqyMrKoqysTETztm7dypQpU9DS0hLE7BkzZjB37lzRgx4ZGSEjIwMXFxcxBCosLMTOzk7EIL29vdHV1aW0tBRjY2Oio6OZOXMmg4OD/Pvf/+bKlSt4eHhgaGhIb28vGhoaVFVVsW3bNkZGRjh48CCTJ0/m6tWrYltbVVVFVFQUq1evxsvLS/RuN2zYwNGjR+ns7GTx4sXExsayadMmpFIp2dnZdHV1sWTJEoyMjMRwNjk5maioKB4/fiwGjKGhoeTk5FBaWkp4eDiJiYlMnToVPT09/P392b9/P5s2bSI3N5fIyEj6+vo4d+4cvr6+ZGZmiii1bCt7584dent7MTMzY/fu3eTm5hIXFyd6U7J+nKyXKfuzT5gwAWdnZx49ekRqaiqBgYE0Nzdjbm4uYC0PHz6kuLiYwsJCXF1dCQwM5O3bt6Snp4tuFUBFRYV49ixdupQxY8Zw8eJFQViMi4sTKiBZ71eWapJKpSgoKAgR+SeffMKTJ09EZ1qm8pg3b554nsbGxqKgoICZmRmlpaXs3buXlpYWFi9eTENDg9gEHj58GDk5OcrKypg0aZLQtRgaGoo0jYGBAfn5+djb25OcnIyDgwOjo6OCMNnX10dnZyfV1dViOzlv3jwaGhqYMGEC+vr6hIWFkZaWJmjKJSUlhIWF0dXVxfz583ny5AmOjo7cunWL0tJSAMaOHStcmzU1NdjY2HDv3j0yMzMJCAhg7dq1bNmyRdRv5OXlAVi5ciWxsbEidhwaGkpBQYHwi6alpbFo0SJSUlLQ09PD0tKS0NBQpFIpzs7OvHjxAqlUytSpU5k4cSIPHjxg9erVuLm5cfv2bT788EPOnj3L4OCgiH47OjoilUpRUVEhLS1NDLHNzMz44osvuH79utBXyV5DsgvX0qVLhc7jww8/ZMaMGbx8+ZL29naqqqpYvHixIDk3NTVx8eJF6urqyMzMRFNTEx0dHdrb29HU1OTatWvCD3js2DHh+SwrK2PGjBlCjaalpUVDQwN//PGHiJDLXs+ZmZl89913osZVU1Mj2A+FhYWkpKTQ2dkpqKMbN25kz549QvOTlZXF8+fPkUqlrF+/XmirNm3axLVr1/jmm2/4888/aWxsFEqcyspKoUySDfns7e0xMDBg5syZfP3115w6dYqQkBDmzJlDVlYW9fX12NjY8Pr1a7FckZ0DbGxsSE1NxdnZGScnJwYGBrh16xbZ2dmUlpYyZcoUoqKiWLp0KXl5ef/Ri+Fh/iaQThodHd0dERFx7H9fFtcBev9TBPf/9V//FSGDh5w+fVrE1MrLy0WP4tGjR2hqavL27VsmTZpEQEAA9fX1REdHMzw8LMSlMrqcrq4u//znP6moqGD+/Pm89957ImLx7t07wsPDcXNzY9euXQKMIHMyKSoqCvpfSUmJwGp7enpy6dIlsrOzUVVVZcKECejp6aGsrMzw8DAFBQVMnjyZmzdvcu3aNfT09Ojv7xdY8KGhIQFSWL58OXFxcfj6+gr0t+wFv2jRIuzt7Rk7diyxsbHU1tZiZmaGt7e3uEzMmjULW1tbJk6cSHd3N1988QWRkZGkp6dTWVkpqFb3798nKiqK5uZmysrKsLKyorm5mY8++ogbN24glUoJCAjg3r17LFiwgPb2dhISErCzsxO9vRs3blBdXY25uTkzZsyguLiY3NxckYM3NTVFT0+PiRMnUllZyYsXL5CXl0dHRwcdHR1iYmK4cOECbm5uoqBubGxMd3e3UCw8efKEX375haSkJFRVVbG3t6e3t5eBgQHa29uxtbUV4uuioiJB2FRXV2f9+vXo6enh7OwsIBOJiYno6OigqKhIW1sbw8PD1NTUCDDGiRMnMDIywtfXF0dHR6qrq8nLyxMdRlmPQwac0NPTw8DAgJycHFRVVWlvbxe9y6SkJEZGRoiLi6OkpAR5eXnCwsLw9PQU216ZLDk4OFiIjBsaGlixYgXq6uqoq6sLmXd2djZffvklWVlZ6OvrC+y8TFvS29vL3r17xaG7srKSxsZGGhoaCAgIYMqUKSQlJeHi4iJihU1NTTx58gRDQ0OePn2KpaUlXl5eWFhY4Orqyps3b8Q0e/78+UybNk14AlNTU0WcCP6GsMyZM4fw8HAyMzORSCS8ePGCX3/9lXHjxvHnn38iJyeHRCLh8ePHKCsrk5+fj7u7O48ePeL06dM0NzdTXV3NyMgIDQ0NDA0NYW5uLjxjpqam1NXV4eTkhK6uLk5OTuTn56OiooKnpyeFhYUiRnXw4EExWQ8MDEQikdDQ0CAOCLa2tsTGxtLf34+Hhwc3btwQl8vKykoUFRXFVtHAwECAAzQ0NHj06BE6Ojq8fv2aiRMn8sMPP1BZWYm2tjaqqqpoaWmhrq5Of38/s2fP5tmzZ0gkEgYGBnB2dhZDFS0tLUJCQjh58iReXl6CkrpmzRohhK6urmbKlCmoqakhLy+PiooK6urqPHv2jPXr1xMTE8OECRMIDQ2ltLSUhw8f0tnZKSAMmzdvxtLSkoSEBJKSkpCTk6O8vJzJkyezceNGQkNDhQtSBtC4fPkyqqqq1NfXExAQQFpaGg0NDSJqNX78ePH7UFdXx8bGBisrK/Ly8sThzMLCghs3bhAWFkZjY6O4aP75558cPXqUoaEhWlpaxKFudHSU4uJiMS2V9Y86OjrIzc1FXV2dnJwcHBwc0NHRITk5WcTVZG4rR0dHsZ2Nj48X8uu2tjZCQ0PR0dERgBVjY2NycnJobGyksbGRzs5OPvnkE3R1dVFXVxfO0vv37/Pxxx+jqanJ8+fPUVBQYPv27WIjunPnTrKysggMDGTfvn2MHz9efB7l5uayYMECcnNzWbduHWVlZcydO5crV66wdetWrl69io+Pj3idwt/b3vz8fIqLi0VK5fz58zx8+JCwsDBiY2NZt24dISEhvH37lrdv34qYtLq6OgoKCvT09BAQEIBUKiUwMFD0wywtLYmOjmbGjBl4enry8uVL7t27R05ODt9//z3Dw8OMjIxw+/ZtVFVVSUpKYtq0aVy6dAlLS0tGR0cpKytj9uzZIgnR29srBoyGhobo6upia2srDujp6el4eHjQ09NDe3u7gGF4e3uLjrm2tjbTpk3j8ePHqKio0NDQILx0Hh4eaGlpERUVJcTvMiS/qqoqGhoalJWVkZubS1BQEGPHjuXatWtiG2JoaIiNjQ0nTpygrq4OiURCV1cXAQEBBAUFcfr0aT755BPu3LnD9OnTUVRUxN7eHkdHR7HprKysxMbGhlmzZhEZGYmtrS1Tp05l69atIj766NEjJk2axLVr18RBfPbs2cTFxfHu3TvMzMyorKxk6dKlnD59msbGRtHNMzExYdasWWLj8PPPPzN58mQ0NTXFkOH9998nLCwMZWVlTExMGB0dxdjYmKKiIkZHR7l58yZbtmwRcd8lS5bQ3NyMi4sL3333HUZGRvz444/861//Yvny5cTGxpKUlASAl5cXr169ws7ODhMTE168eMGiRYtISEhg5syZBAYG8urVK/r6+mhsbKSuro66ujrR0zx16hRWVla0tbWJzfvChQtF57K2thYHBwc8PT05dOgQmzZtwsTEhOnTp+Po6MjHH3/MgQMHGBoaEommuLg4hoaGRCxwwoQJBAYGsn37dr799lvGjh3LxYsXmTlzplCOdXV1YWBgQGxsLMbGxpw8eRJtbW1GRkYwNTXl1atXzJs3DxMTE5KTkzE1NWXx4sW8e/dOPIsuXrzI559/zp07d4Qm4cqVKzg5OREVFUVwcDCNjY0UFRXh6elJfX29iFffv38fDQ0NoWiZPn06Dx48QE5OTnxOvnr1irq6Ojw8PHj9+jUhISG8ePGCrVu38vvvv1NVVcXevXvZsmULTU1NNDQ0sGPHDhISEqiqquKvv/4iNzeXtrY2cSHNz8+nurqacePGiTNIfX09IyMjjI6OMmPGDAFR+vHHH8VmPiQkhMLCQvLz85k1axbR0dGkpKQQHR1NeXk59+/fZ3h4mOrqarq7u1m3bh1tbW2MjIzg7e3N7t27mTdvHo2Njfj5+XHu3Dnk5eVZsGABqqqqDA8Pi0urrI5kYGDApUuXMDExYdWqVbS0tAgYlYz83tPTw5MnT/j+++8FHOvt27c4OztjYWHB+vXrMTc358KFC5iamtLU1IREIqG7u5uhoSEBnDt79qygKe/YsQMfHx9CQ0M5c+YMK1euFAqJzs5OVq5cibKyMlpaWnR1dQlA2ubNm/n000/59NNPWblyJfHx8fzxxx8UFxeTnZ2Nq6sr586dIzMzE0dHR+bPn4+Li4sASAUGBtLS0kJLSwuNjY3Clfv06VO0tLR4/fo1xsbGmJubo6+vz4kTJ9iyZQvV1dW4uLgI5/f/ZhD8Ry+Gy4DO0dHR72T/W0RERP2ePXtW///9wf+JrxMnTkQYGBiIG3Zzc7N4SFRXV9PQ0EBQUBCurq7o6uqyYsUKysrK6OzsxMzMjLVr1/LixQvWrFmDqakpo6Oj5OXlCbF4X18fmZmZKCoqkpaWRmhoKCUlJWISa2lpKfoQ48ePJykpiby8PK5fv46vry8xMTHA34XesLAw7Ozs0NTUpKenh6SkJJSVlfH39yc3NxczMzMWLVqEtrY2NjY2xMXFCeT+0NAQjx8/JiQkhJycHOzs7IiMjKS9vV2QNo2NjTE0NERRUZHo6Gi6u7sxMTFBR0cHCwsLVFRUuH79uih+37lzh3Xr1nH48GG0tLSYP38+ALq6ukRGRmJtbS3cUjIqn6qqKp2dndTU1DBv3jxKSkrEYdrf35/GxkbhDAwJCcHY2BiAefPmiTieoqKiAPkEBgaSmZlJfHw8gYGBGBgY4ODgwNWrVzExMaG0tJTOzk56enpoa2vDw8OD/v5+qqqqGB0dxcfHBzU1NWpqanj8+DGLFy8WcZyXL1/y2Wef8fDhQ/r7+1m+fDnl5eUMDg7y6NEj0Y168eIFysrKnDlzRmwOk5KS+Pzzz0lISAAQmfK3b99y584dNm/ezNmzZ4mJiWHevHkkJyczODhIY2Mj2tra5Obm8s033+Du7s67d+8EsCMzMxNtbW2srKy4fv067969Y+7cuQDk5+fz008/cfjwYRFHTU1NFT4fWVna2NgYNzc3SkpKBL2yrq6OxsZGjI2Nefv2Le+99x51dXWkp6fj7u5OQkIC3377LdevXwf+xvmvWrWKhQsX0tfXx+DgIB9//LFwU9bU1PDZZ5/h4ODAiRMnhAMwJCQE+LvzICNDyg7gVVVVFBYWUlJSgqWlJUuWLAFgYGCAhoYG9PX1GT9+PO3t7eLfQHbAa2hoEIRIdXV1RkZGBL5fFgVvb29HXV2d5ORkFi9ejFQqxdzcHC8vLxITEwUa293dnezsbOLj4ykuLsbb2xtLS0vMzc3JyMhg8eLFYkr85ZdfsmvXLvbv309SUhK6uro0NjYyduxYIUXPzMyksrISVVVVysrK0NDQEJsaBwcHjI2NMTExwd7enjlz5jA0NERMTIy4PMpgFTL/X01NDRMmTMDGxoba2lpGRkawtLREWVlZSIBliGx/f3/S09NFNKWkpIRly5Zx9+5d3rx5Q2FhId7e3rx8+ZLh4WHGjBnDq1evaG5upqGhQSgUAAIDA6mvr+fx48esXLlSxN1NTU2FmPvw4cPY2dlhY2ODra0tqamp+Pn5kZqaSm9vL87OzgwPD1NSUoKBgQFv375l9+7dZGVlsWHDBrq6ugRMwtLSUkCscnNzBezH3NycoaEh0WWaMGECzc3NjB07VsSALl++zIoVK5BKpbz//vt0dXXR09PD06dPkUgklJSUUFVVJcTdUqmUadOm8ezZM5ydnYVXTNb5lkWhKisrOXbsmDhAenh4iHj44OCg6K3u2LFDDHF0dXXx8fFh7Nix6OjoiIPX5MmTiY2NpbGxkcePHyORSIS8WkZuVFVVZXR0lKNHj9LR0UFBQQGffvopZ8+eZdWqVWRnZ6Ours6LFy+wtrbm+PHjLFu2DH19fX799VdCQ0OxsLCgsrJSfK51d3cjlUrp7u6moKCA/v5+SktLBVl1YGAATU1N+vv7MTAwwMDAgN9++40jR44gLy/PuXPnyM7OJjAwUJA8a2pqqKqqYv/+/Zw/fx5NTU0yMjJEl0VOTo6RkREAysvLSU1N5d27d2Ir0NTUhLOzM2/evKG2thYLCwtSU1MxMDCgq6sLIyMj/Pz8uHfvnoALtba2kp+fj7GxMUpKSgIlr6ysTF5eHkZGRvT29qKtrY2trS3Nzc04OTnh5OREVlYWtra2dHZ2oqmpSXZ2trhA7tq1i1WrVonUh6enJ/Hx8XzwwQdUVVUxdepU5OTkOHToEImJicJhHBkZSXd3N4B4Vv+f1Oc1a9agpKTE9evXaW1tpbOzk2XLlhEVFUV4eDjx8fFYWlqSlZXFpEmTuHHjBhEREXh4eBAVFUVFRYUYBkokEsLDw0lISEBLS4u6ujoUFBRELeHgwYMUFxezZcsWnjx5wvLly8nOziYjIwN/f3+eP3/OX3/9xcyZM3n+/DkDAwOcP39eRMuDgoI4cOAACgoKArykq6vLV199xa1bt1BRUeHu3bucO3cOJycn4aOLjo4WZOvg4GB+/vlnXF1daWhoEKoCe3t7QVOU+YDHjRvHb7/9xps3b5g0aRIjIyOoqKjw66+/cvHiRSQSCaampqI/Ojo6ioGBgVAvPHv2jOfPn4u+1YEDB8Tgpb29nRcvXtDQ0CAuShcuXBDe5EmTJjFmzBisrKyYPn06P/74I8ePH+f48eN8+OGHlJSUsGTJEjw9PTE0NBQAsu+//57Ozk7y8/MxMTHh2bNnxMfHs2/fPnGOlLn77t27x8DAAB0dHYIyn5aWJujNtra2Ivbu6OjI9evXMTU1Ze7cucJpqqWlRUJCAvPmzcPY2BgXFxdaWlqoqanhu+++o6mpiZ9++ok9e/bQ2NjIsmXLiIyMJC8vj6qqKt69e8fnn38uNmJ37txh3rx57Nq1i9evX3P+/HnCw8NxdXVl0aJFYsObkJAgKjl2dnb4+/tz/PhxALq6uggJCSE1NVUQ8js7O3nx4gUSiURAdjo7O3nvvfc4f/48p0+fZsWKFWzatIng4GAGBwdRUFAA4B//+Af79+9HV1eXZ8+eYWZmxtKlS9HX1+fevXsYGhqKNJnM3dvd3Y22trYAt0yfPp20tDQBSnzw4IEYlnz00UccOnQIgI0bN/L++++za9cuQSjNy8sjJSWFN2/eICcnx/Xr1wkICBAasx07dlBQUEBRUZEgxP/111+CNyHrM54+fZoZM2Zw+/ZtYSlobW0lLi5OVENk+o3Tp0/z008/0dzczIkTJ9i8eTMVFRXo6emRn5+Ps7MzLi4uaGtrA3Dv3j3u3bvHTz/9hLe3N+bm5iQnJ6OlpSVAk3JycsK/npeXx+joqEj4qKmpsWPHDqKjo1FXVycjI0MMaezt7SkuLv6PXgzz+LtP2LBnz56SPXv2KO/Zs2ctsAII/59CJ921a1eEu7u78P198cUXPHjwAH19ffr7+9HT08PDw4P79+8LWEB6ejrjx4+nq6uLFy9e0NPTI0SXNjY2KCkp4eLiAkBvb6+IT65bt0588FVXV+Pv74+SkhIzZsygs7MTFRUVSktL6evro6ioSBzUJRIJ7e3tdHZ2oqyszNWrV+nv70dXV5epU6dSWVmJuro6jY2NKCkpERsbS2hoKLW1tcLzM3bsWJYuXUpXVxevXr0iKyuLkZERxowZw4IFC/D19WX8+PE8fPiQrq4ufH19ef/998nOzubly5cYGRkhlUoBWL9+PWlpabi5uQnUdGlpKUlJSWhoaODn54eJiQmxsbG4ubnR0dFBcXEx06ZNQ1lZGWdnZ9zc3Bg7dizd3d3iwZqUlMTChQtpbm7G3t6eO3fuUFRUxKxZs7h//764GMom57IpYWtrK21tbUJ23NPTI3oCfX196OrqsmHDBu7duye6kXv37kVOTk546vz8/GhtbRWXFJlAeWhoiMWLF1NfX09DQwPjx48XAIc5c+Ywffp0jI2N6e3tRSKRiAdXS0sLCQkJbNu2jdTUVOHcunnzJrL3z4kTJ5BIJGJCWlBQwNq1a+nu7hYAg/v379Pc3Ex3dzddXV1MnToVFRUV0tPT8fX1FZ0ZGaXPxsYGOTk5KioqxOvGz8+PqqoqioqKyM3NRUdHR8iqOzo6eP78Of7+/gIrLVM4yITKKSkprFixgrt37wpy708//cStW7eIjo4mKCiI2tpaLl++TFdXF/Ly8ujp6XHx4kUiIyMJCgqioaEBIyMjHB0dSU5ORl9fH6lUire3tyBa5uTk4OXlhby8PCMjI9y8eRMVFRU0NTUFMVTm28nNzcXc3FxEqVtaWjA1NaW0tFRcMLW1tYmLi+Mf//gHZWVlVFZWChKikZERZWVlLF++nOvXr6OsrMz+/fupqKjAwsJCTLkXLFgg4j/p6ekUFBQwffp0cnNzCQ4ORiKRcPfuXVRUVNi6dSsGBgZkZ2fz9u1bJBIJ7733HjU1NXR0dDA8PExtbS2LFy+mu7ubgIAAHB0duXTpEm/evOHp06eiH7Rv3z4uX76Ms7MzU6ZMoaamBgUFBYHBl20vZGTWoqIinJ2dycnJwdbWlsuXLwvhuEQiQVNTk6ysLJSVlUlMTMTU1JTu7m46OjpoaGigpaWF2bNn09raSn9/P3PmzBGuLScnJ6qrq4XbdWRkhJSUFMzMzDA1NeXFixd8//333Lt3DyMjI4GWf++994iKiuKjjz7i8uXLhIWFUV1dTV9fHy4uLnh6elJVVYWjoyPFxcVERUXx9ddfk5GRwSeffMLx48cZHh4W/76yaa+XlxenT58mNDSUlJQUUlJSKC4uFl2fadOmUVVVhbGxMXPnzqW/v1+APdzd3UlKSmLLli0iYizrkSxdupSmpibGjBmDm5sburq6rF+/ntLSUszMzEhKSiIuLg4vLy/evHlDUlISQ0NDlJWVsXXrVpSVlTl//jx9fX3ExMQQHBxMfHw81tbW1NbW4uPjQ11dHePHjycrK4sVK1agpqZGcHCwiFGtWrVKCJubm5sxNDQkJiZGEG3Xr19PR0cHPT093Lhxgw0bNpCYmMj169dpb28nJSWFzz77jNraWi5dusSaNWuIjo4WqQ7ZxUVHRwctLS1sbGzYuHEjV69eRV1dXeDfk5OT2bZtG7m5uQwMDHD58mXWrFlDZWUl9fX1DA0NsX37du7evYujoyOenp5CReHm5kZFRYV4PrW2tjI6Okp4eLiATXz++eeCqimjXvr4+NDb24uHh4eI73d1dQHwwQcf0NnZKWAbOjo6AuC0cuVKioqKUFJSwt7eHi8vL5ycnIR/VtZlljlYdXV1KS4uFlF+Dw8PrK2txTyrDbUAACAASURBVEbyjz/+oLm5WcTLtLW1OXDgAFu2bKGlpYWkpCTmzp1LQkICvb296OnpceTIEfbt2yfOFYaGhixdupTbt28TFBREZWUlGhoaolMvc0SGhoayd+9epFIpR48e5fr167S0tCCVSqmqqsLJyQl3d3fS0tJYsWIFOjo6NDY2CuCVlZWVGNxpaGhgZ2cn/pvMzdjV1SWGYtnZ2UyePJlly5bx7Nkznj17xsjICMeOHSMqKkoMJ0+dOiUgQrLUyujoKACzZs3izJkzourR3NyMqamp6NIFBARQXFzMxo0buX//vvBbRkZGcuPGDYH2v337NqamphgYGJCcnExRUREKCgokJSUJtcTly5fZv38/v/76qyAlA6SmprJv3z7mzZsnhou6urpoaWlRUFDAJ598Qm9vL4aGhrx+/VqoxQwNDSkrK2PNmjUixiqDolhbWwvt2E8//URpaSltbW04OzsTFRWFi4sLly5dYv369WRkZBATEyMAcmfPnqW2thZfX19KS0uRSqV0dHQQGBjI06dPWbZsGQ8ePEBeXp6NGzdy5MgRXF1duX//PnZ2diQnJzNp0iS8vb0JDg5mdHRUOPsWLVpEU1MT2dnZbNy4kTt37qCqqipUODk5OdjY2HDz5k1evXpFRkYGhYWF3Lp1Czs7OyFeV1BQoKKigqSkJPbs2UNTUxMLFy7k4cOHAr4SGxtLQUEBS5cu5eLFi/j5+ZGens7kyZPZsGEDgBDOT5w4kRs3brB3714UFRXZtm0bfX19ZGVl4ejoyDfffEN0dLR4P8hI7IcOHWJgYID6+nq2b9/O1atX8fPzE1wHgPnz5xMfH4+BgQExMTHo6elRUVFBYGCg4GP4+/sjkUjEOXHhwoU8fvyYzz//nNbWVqqrq7l69Sq6urp4e3vz+++/C26Fh4cH6urqNDc3i6Hj7du3KSsr45///Cc3b97k5cuXDA4OcubMGQYHB7GwsODcuXPCdSqRSEhJSWHHjh388ccfzJkzBzU1NS5fvkxhYaHwDZ84cYIrV64gLy+PRCJh586d4v3t5eXF06dPSUhIwMLCQlzmZX7brKwsjI2NhQJD5lfMysqiqamJkZER8vPz+fHHHzE2NiY2NhZAgBRnz55NdnY2ioqK3Lp1C11dXe7du4eWlhbx8fHo6upy5swZYmNjKS8vl6Wj/nsvhnJycsN79uz5fs+ePd8D7/N3n3Ax8PX//l4MqAIbIiIifvh//cH/ia+DBw9GdHZ24uzsTF1dHbdv36a7u5tly5bx9OlTNDQ0eP36NW5ubigqKlJdXU1JSQmKioqoqanR1tYmDk+dnZ0UFRWhqamJgoICN2/eRElJifDwcCHQ7O3tpaKiAg0NDdrb29mxYwclJSWMGTMGV1dXHBwcKC8vFxoDWdRL1t25cuUKxsbGjBs3jpGREbS0tLCysqK3t5euri60tLRYtGgRubm5PHnyhNWrV9PX1ydADlOnTiU+Pp5FixYxbdo0gV7OyMgQnb+BgQEGBgbIyspiaGhIbEulUikODg6oqKiQmJhIdXU1Cxcu5N69ezg7OzN//nysrKxISkoiKSmJ8PBw+vv7efz4MQD+/v44OztjaWnJ1atXSU1NFeCCa9euCULh4OAgixYtorGxkerqaiE/lX2gy8vLk5eXx5QpU6itraW2thZDQ0McHBxYvHgxBw8e5IMPPuD06dPY2dnR3d2Nk5OTiIXKgAGPHz+mvb1d0BB9fX3JyMhgzpw5NDU1UVZWRnV1tfDYVVRU0NLSgpqaGl5eXsTHx4uu4PDwMO3t7eTn5zNx4kRKS0tFLMrf3x9jY2MKCwtpb28XkdINGzbw4YcfoqioKLZpkZGRlJSU0NvbK6ZB3d3dAqiQlpaGvr4+gYGBVFRUsGXLFuTk5Hj9+jXKyspUV1dTW1tLWFgYZmZmPHz4kDdv3ggimbGxMZmZmbS1tQkCYmNjIyMjI7i7uzNhwgShsSgsLMTc3JyJEydSXl4uNo4PHz4kJiaGuro6QkJCROdTVVWViooK3rx5Q2lpKWPGjKG3t5fy8nJmzpzJwMAAY8aM4cmTJ9TW1mJlZYW1tTXm5uaUl5dTU1NDS0sLPT09VFdXs2rVKkFra21tpa6uDi0tLezs7BgYGBAxVUNDQ7GxsbGxoaWlRRAS29raiIyMFJRgiUTCwoUL+fbbb8VgZ+HChXR3dxMTEyP6SEePHuXGjRsYGxtTX19Pa2sr3d3dzJkzh1OnTqGoqMjLly9RUlKirq4OPT09KisruXbtGhYWFnR1deHg4MDp06dxdHQUGz/ZhuLVq1coKysLFHlQUBBv3rxh9uzZpKeno6mpKYYFGzZsEO/h2bNn093dTUZGBjNmzGDChAkC452QkMCkSZNENDovLw8zMzOUlZXJyMhgypQpLFq0CF9fXxGJNTQ0xM7ODj8/P549e0ZXVxfe3t60t7djbGxMX18fGhoa+Pv789dff6GgoICxsTElJSUihmxmZsbRo0exsbERAy01NTVCQkLo6+vj4cOHor+tqKiIVCoVegcZIe/HH3/kzp07PHjwgJ6eHp4/f46enh537tzh0KFDLFu2TBwkb9++jaenJyoqKuL3PG7cOEpKSli9erWAS8lInLLBRnt7OzU1NaKfKptUyz6kq6qqxBBqzpw52NjYcOTIEfz8/ASsJCgoCIlEwoYNG0hOTmZ4eBgLCwvq6+t58uQJBgYG9PX1oaSkJLxzubm5TJkyhbi4OJSVlbG0tGTSpElERERw8+ZNVq9eTXBwMA0NDdjb2zM4OMjDhw8F7dXS0lI4xLZt2yZIgqOjo7x9+1ZEj/r7+0XkLSwsjL179yKRSAT1OSQkRHgxv/rqK3JzcykoKODEiRMcOHAAOzs7AY568+YN8vLyXL16lezsbExMTEhJScHZ2ZmpU6dy8eJFTp06hbm5OSYmJmRlZXHx4kX27dvHd999J7ahgYGB9Pb2MmXKFBobG6moqCAiIoLk5GRu3LghkPOyz5zCwkL09fUZGBigq6uLefPmCVWSzJ9YVVXFRx99hJ6eHsPDw7x69Qo9PT2xmZKpDtzc3Ojt7WVwcJCBgQGxZQ8PD2d0dJTu7m7hSJNpWr777jtRVTAyMiInJ0f4Id3d3cnJyWHjxo0cPnwYQ0NDkcIJDw/no48+Es/ghoYGwsPDaW9vZ+LEidy7d4+uri5BCn779i1KSkr88ssvrFq1innz5gmaLkBubi7e3t48ffqUsWPHUlFRwcjICN988w3nzp0jJCREKFjOnz9PSEgIpaWlDAwM4OXlhZaWFv7+/iQlJREQEEBqairNzc10dnbS2dlJQ0MDs2bNEpfGmzdvEhgYiFQq5ZdffiE1NZXa2lpmz57N8+fPcXZ2Ji4ujrS0NEEZl5Ggra2tqaurw8XFBQ8PD06ePElXVxe6urqUlJTw2WefERMTI2AvjY2NDA0NCYL1s2fPqK2tpa6uDgsLC8aPH09NTQ0+Pj7o6uqKCKqMQjl16lSOHDlCcnKyGFh4eXlhZWXFsWPHxPOjq6tL0Fll/fOoqCgiIiLw9PTku+++o6amhokTJ/LkyRO2bNmCnp6eqJ7IUignTpzAxMREkB/19fX5/fffhepIX1+foKAgoVwqLi5m7ty5TJ8+ndHRUdLT09HR0cHPz4+CggLy8/Nxc3NDS0uLGTNmcOfOHZYvX879+/dZs2YNO3fuxNramszMTLS0tNDW1hZ1I2NjY9GRlaUQXr9+zYEDB0hJSSEhIYHBwUEsLS1pa2vjq6++EluikZERduzYIVJoiYmJIiackZFBVlaWuDCVlZUJgnV1dTXV1dXY2tpSXFxMdXU1XV1dxMfHC59yeXk5EolE9Dy/+uorkQqaM2cOx44d4/jx47S0tBAcHMzChQupqanBycmJnJwc/P39Bd9h7Nix4jlpbW1NQkICubm5bN26lePHj4sYaG9vL3Jycri7u2NjY4O+vj43b95k8+bNIqYZFxcnOns+Pj6CZxEcHMzOnTs5cOCAqMp4e3sLGJhMHyIbELu7u/PkyRPc3d0xNzdn3LhxVFRU8O7dO54+fYqxsTFz5szhyJEj/Pzzz1y5cgVnZ2ecnZ0xMDAQHdXjx49z8OBBampqhH8zMDCQa9eukZKSgru7OxcuXKCurg59fX3xd0xKSiIkJIT8/HyR7pK5nAsLCzl69ChJSUl4e3uL2OisWbNobm5GT08PHx8fJBIJly9fZvv27YJc3NjYKKCLhoaGWFpakp2d/d97MdyzZ08EIPf/8Q3A/5SL4S+//BKhq6tLRUUFg4ODTJgwgYaGBkGAk4lIh4aGsLe3x8LCAisrKzQ0NHjw4AHNzc0oKioydepUHjx4gJmZGY2NjULaLHMBdnZ28vr1a8aNG4eKigpVVVWsWrWK5ORkuru76evrE9CPkpIS3NzcSEtLw97eHhcXF5qbm7GxsRFy+/z8fPz9/VFTU+PFixeiPyab6BsZGaGlpUVMTAyBgYECcdvY2ChepLdu3UIqleLn54efnx+6urpiwmpnZ4eSkhLd3d20tLSQl5cn4oOjo6MsWLAATU1NEhMTRR8vOzsbqVTKvn37uHnzJmFhYXR3d1NaWsqaNWuYOXOmcO/JOgL9/f3idybrWnzxxRf8/vvvjI6OsmbNGp4/f45EIkFJSQkfHx+mT5+OsrIyNjY2dHd3o6mpSVdXl5gIKyoq0tDQgLOzM319fVhZWYnOpJubG69evRI+nsLCQhFhqqioYMyYMQL3r6urK+AeEydOREVFRZBHCwoKCAgIEBJmWbRteHiYJUuWoKenJyKOGhoa3L59GxUVFczMzGhubhaXw4iICH7++Wd0dXUJDAzE0NAQDw8PRkZGsLGxYXh4mLa2NvEhGxoayty5c9m/f7/QS2RkZODu7k5TUxOvX78mLCyMgYEBzp07x86dO3nw4AGhoaGkpqYyODiIlZWVgAJNmTJFbDrPnDmDpaUlw8PDIqY4MDBAd3e36PRlZmaKKf6YMWPQ0tLi1q1bKCkpERwcTEVFBbNnz2b69Ok8e/aMSZMmMWXKFDo6Ouju7hbl6L6+PkHRksW9AgICSExMZMaMGWIqVl1dTWBgIP39/djb2yMnJ8fTp09xdXWlpaUFHR0d8WCVQR0aGxuBvyOoHh4eItINEB4eTnFxMRKJhFmzZqGnp0dMTAxOTk4YGhpy7949Ghsbefv2Ldra2qJDMXnyZBGd9Pb2Fg5EKysrFi5cSGNjI48ePWLTpk3Y2Niwdu1aSkpKhP5FBpcZGBhAUVGRGzdu0NraKjqTAwMDbN++XURwLly4IOK3zc3N9PT0oKysLA4W7u7uWFtbU11dTWFhIa2trWzevJnExEQcHR35448/CA4O5uHDh5SXl+Pg4ICPjw9HjhzB09OT0dFRlJSUuH//PlVVVUilUurr69m8eTMFBQVikCSDBskcVZMmTUJFRQVAQCB8fX3ZuHEjnZ2d5OXl0dnZiaOjI9euXcPOzo6HDx9iaWkpPK/6+vqiQ/zpp5/i6urKl19+ibKyMl9//TU9PT1s374diUTC/v370dLSEu/9xMREABYvXszy5ctJTU0VgzKpVIqioiKurq5kZGTQ1dUlKLyjo6MoKyujqKiIkpISe/bs4fvvv6eyshIlJSUGBwdxcHDg+vXr/Otf/+L3338nKiqKtrY2/P39UVZW5s6dO+jp6ZGeno6CgoLYXuvq6vL06VOmTZuGi4sL1tbWQjUxduxYli9fztWrV2lqamJoaIgnT54gkUhoa2vj2LFjjIyMIJVKUVdXp7a2llu3bjFjxgy0tbUpLy8X0/7vv/+eY8eO8fTpUwwMDBg7dizLli3DycmJo0ePkp2dzYwZMxgcHERXV5ebN29y8eJFBgcH8fDwEMqXoKAg7t69K6LJxcXFxMfHo6+vT2lpKUFBQcJ/5ePjQ3t7O/X19fz73//m8OHDIoLd09ODtbU1Hh4eqKmpCcdmbm4uUVFRWFlZ4eDgIN7TCQkJdHd3ExERQVZWFk+fPqW3t5fAwEAsLS2pra0lKCgIqVSKsrIyGhoaFBYWYmxsTHl5OfLy8pSVldHS0oKhoSHPnj3jxYsX1NTUsHv3bvbs2SPeozLPqKyT6ODggIeHB4ODg5SWllJfXw/Ae++9R0VFBbt27aKsrIyOjg42btzIq1evMDIywtbWlhMnThAUFMTvv//Ny8vMzGTGjBnIy8uLCojsPaqvr09RURF79uwRz5yamhohxs7MzMTFxYWkpCSmTp2Kn58fubm5gpBta2tLYGAgtbW1qKioMH/+fKqrq6mrq0NXV5eXL19y5swZUQN59OgR7u7uQkk0efJk+vr66O7uFkLrb775hv7+ftra2pBIJPT09Aj4krq6OiEhIejp6fHBBx8IVsCiRYuE31ZNTY2Ojg62bNlCQkKCAFnJ/H1ubm48fPiQ9PR0zM3N6erqYnh4mDt37vDNN9/wySefsG7dOqE/ePjwIX/99ReJiYmiB6uoqIijoyPh4eFcu3YNf39/zp07h7u7u+htKSkpERUVRWhoKO3t7Wzfvh0PDw/OnDnD3Llzyc7OxsrKii1bthARESEk569fvxbSdRk8bdq0aXR1dYkIomzb/Pz5c0pLS7G2tmbhwoX88cff52N3d3dx0XR3d+fly5eYmpri4uJCXFwco6OjFBUV4eLiQl1dHQkJCaiqqhIXF8eYMWMEVXXDhg3cvXuXzz77jN9//513794hkUiwsLAQehaZ6svAwIB3797R1tYmYtWxsbFoa2uLz8vffvuNgIAA4S4cGBigv7+fCxcu0NDQQF5eHoWFhfT399PQ0CCGsbm5uXzwwQdcvHgR+Dv6vHPnThobG7lz5w7t7e2C+JuZmQnAhAkTUFBQoKGhgfr6etauXUtWVhb//Oc/MTc359SpU5SUlLB79278/f3Zt28fUqkUa2trXrx4ITa6so5+X18fc+fOxdDQUIjiBwcH6e7upr6+HhcXF3799VcAVqxYIVIBioqKfPTRR7x8+ZL6+npycnL46quv2Ldvn3jWHD58GHV1dRGzfvLkCbt372bjxo1cuHCBq1evsnv3bg4fPkxJSQnvvfcelZWVpKWloaamxvXr1+nq6uLSpUtiwdPU1ERdXZ2IpQ8ODrJ582aRXLl165b4s927d4/+/n7hM5S5uauqqoiPjxd0+/r6eq5fv05xcTGVlZV0dnZSV1dHamoqP/zwA97e3uK5HBwcjKKiIvX19RgZGXH8+HGcnJyoqKgAICgoCFNTU6qrq9m5cydtbW2iH/n7779TUlIi2BXm5uZoaGjg4eFBQUEBurq6mJmZsWnTJi5evPjffjEESPq/+Y6IiEj6f/3B/4mvr776KkJOTk48SBcvXoyFhQXq6uq8efOG1tZWtLS08Pb2FhODvr4+rl69SlBQkOi71dfXMzw8LErst27dYuXKlaSnpwvCl7OzMwUFBcyYMQNzc3OqqqoE/llfXx9tbW1Bt7p9+zbBwcHichceHk5SUhK9vb2MjIywcuVKXF1dOXjwIF5eXuTk5ODq6kpfXx+1tbW8ePGCpqYmod+Ij49n6tSpQsvR1tZGUFAQGhoaLFiwgKGhIWpqaoT+Ql5eHjc3N6RSKUZGRhgZGVFVVUV7eztlZWVERkZSX1/Pu3fv8PHxYefOnZSWlrJs2TLOnz8PIIrAu3bt4s6dOxgaGlJVVYWlpaXAaI+OjnLv3j18fX0xMDAQrkJfX1+Sk5MZM2YMDQ0N4hLy/PlzMjMzqaurIyAggKysLHJycgSJMiUlhW3btnHp0iWCg4OpqqrC2dmZ8vJy7O3tuXHjBr29vQLf39nZyfjx47GxsQFg+/btFBcX88UXX2Bubi6iibKtaXl5ObNnz8bX15cHDx7g6+uLsbExHR0dGBgYIJFIBBBm7dq11NTUCER1VVUV+vr6NDU1YW5uzs6dO4mIiGDnzp1CBl1aWoqSkhKpqakC6gB/9we1tbVJS0ujrq4OZ2dnhoaGqKioYPHixYJEtWDBAqRSqaDTJScnC9CNtrY2O3fu5LfffmPnzp3U1NSIaW1zczPh4eE8efKEyspKjIyMqK+vR1FRESsrK06ePImfn58AwYSEhNDR0UFRURGff/45VlZWFBQU8PXXXxMbGytcVY6OjtTU1AjcvgynHBYWJiJDkyZNoqSkBCcnJ3p6esSHyQcffICKigoaGhqcPXuWsWPHitJ2eHi4cJi1t7czduxYbG1tsbCwoLq6mo8++ggrKyuKi4tZsGCBKH0/evSIlJQURkdHkZeXF4ef+Ph4ysrKRKldFt+dMGGC6N3JSJIxMTGsXbuW0NBQnj9/zm+//UZNTQ3//ve/ycrK4tWrV5w7d46KigosLS3p7OwU8JLQ0FCSk5O5cuUKiYmJGBgYUFVVJaKuL1++RE5OjtbWVqZNm4aFhQXDw8MoKSkxe/ZsNDQ0cHJyorCwkKdPn9LS0sL06dOFo2zcuHEkJyczNDTExIkTaW9vZ+nSpUJFIEssPHz4EF1dXTQ1NamsrKSnp4eZM2eiqalJXl4eNTU1uLi44OrqSm5uLuPHj0dFRYXc3Fy+/vpr+vr6aGtro62tjfT0dKKjo/n555+xtbUVqg4fHx80NTXx9PRk9erVHDx4EIDp06cTExNDWloa+/bt49mzZ0RFRXHlyhUBprl9+zbZ2dl8+umndHR04OzsTH5+Pg4ODmzatIns7GxOnTrFmjVr8PHx4e7duwDMnj2blpYWvLy8SE9PZ/bs2bx8+RI1NTXRS3337h3nz58nODgYExMTrKyscHZ2Ft7KwsJCwsLCxKWvvr4efX19WlpaMDMzIzs7m9WrVwtIT2ZmJk5OTgAiWjp16lRyc3OZM2cOKioqyMnJceHCBc6ePYuNjQ0KCgosWbKExMREwsLC6Ovrw9jYmJUrV5KZmUlwcDCPHj1izZo1ODs78+7dO3GAcHV1ZcOGDdy+fZuqqiqePHlCW1ubIKs6ODhw+fJlbGxshGftzJkzwncoo08+evQIExMTfvvtN7y9vTE1NeX+/fsEBwdz+vRp4G95tUzvEh4ezsDAAHPnziU5OVn0hg4dOiQOuF5eXoSEhODp6Ul0dDSlpaX4+/tz9uxZ9u7dS1xcHBEREQQFBbFy5Up0dXVJSkoSyqHnz5/T39+PkpIStra2ZGVlsX79ev766y+2bNlCV1cXdXV1tLe3ExwcTHJyMlZWVuTm5mJhYcHLly9pbW3ls88+4927d5SXl+Pq6sqNGzeorKwkPT2drq4uioqKWLt2LXfv3iUtLQ1zc3Pu37/PrVu32LlzJ+fOnaO6ulr828qgXQCurq6oqanx+PFjjIyMhEZjeHhYvO5ljmNvb298fX1JT08X/rC6ujqampqYM2cOhw4dwtvbWzwLdHV1iY6OFu4/GUTHycmJ4OBgbt++TWxsLJqamtTU1LBkyRLi4uIoLS2lrKyM169fMzw8zPjx49HT0+PDDz8UnlxXV1ehK1BTU6OpqUkkcB49ekRkZCSGhob8+OOPtLW1cfr0adatW0dSUhLm5uacPHkSgJGRERISEjA2NmbJkiVERUVx8uRJEd2Li4ujqKiINWvWkJOTQ2BgIHPnzuXIkSPMmzePEydOoKmpyfz588nOzmbmzJmMGzeOqqoqEYtXUFBAW1ubwsJCTExMSExMJDIykh07dnD79m0KCwvR0tIS0eGcnBzi4uJ48+aNGNTLhstaWlqEhoZiZGRET08Pu3fvJjIyEi8vL7FBHTduHHfv3iUjI0N4TWV9UlNTU16+fElDQwN2dnbMmjVLQKFUVFTE71FfX1/0ymxsbBgZGcHOzo6cnBzmzJnDuHHjePnyJb6+vrS3t7N582YaGxt5/vw5ubm5LF++nNu3bzNr1izhAHZ0dKSjowN3d3fa29sJDAykurqa7OxsEhISBAipuLiY8PBwqqqq+Pnnn+no6BBnDV9fXxYuXEhKSgrNzc0oKSmxfv16ampqePv2LTNnzuTKlStCASO7WMgGWCkpKaI3l56eTlhYGCYmJpSUlPDxxx+zcOFCYmNjhfqsra0NfX19Tp48ycGDB3n06BEGBgZs3bqV/fv3ExwcjJGREevXr2f//v388MMPYmBeW1vL6Ogo2traREdHY2FhQXt7Oz/++CMHDhxg//79YuCsoqLCkiVLKC8vZ9WqVSgoKJCRkSHi39OnT6ehoYHKykpOnTolPkNkDuZx48axdu1ahoaGiIqK4ssvv6S8vFxE1h0cHPjjjz9YsWIF48aNQ0NDAx0dHRYuXEhQUBDnzp0TMXh1dXV6e3vZsmUL//jHP5g0aRIdHR3U1dWJP6OKigqqqqr4+PiQkZGBh4cHoaGh/Otf/2Lbtm0YGRmJPvaxY8c4dOgQf/75p1hQNTQ0cOnSJaZPn87169dRVVWlo6OD5uZmrKys8PDwEJHab7/9lsDAQHp6ehgzZoxYvJw8eZLi4mJaW1tpbW1l/fr1nDx5kh9++EFQ/v/bo6QRERFJ/7ff/68/9D/1dfjw4Yg1a9aIkrnMUVZXV8fEiRMxNDQkOjpadNuMjIxISkqir68Pb29vHBwcRJlbSUkJS0tLYmJiUFBQwM7ODnt7e3p6ejA0NERJSYnMzExUVFRobm7Gy8uLgYEBjI2Nqa6uxtrammvXrqGjo4ODgwPd3d0MDg4KOaefnx/Pnz8XE+rIyEj09fXp6enh448/5tWrV0ydOpVx48ZRWlrK4OAgHR0d+Pr6ir+vvb29cBjJKHmvXr3i/v37lJaWiu6kLLsdFhYmNAOenp54enri6OiIsbExY8aMQU1NDU9PTy5evMjw8DClpaVi0js0NER+fj4tLS0oKSkhlUrFhjU1NVU8GFVUVPD19eXs2bMCSf9/IuX19fWZMGECeXl5fPrpp6SkpBAYGEhhYaEgdco2MpMnT6apqYnAwEDs7e05deoUBgYGnFrYNwAAIABJREFU4u8v62zKtq0hISE4Oztz7tw5PD09uX//PkpKSvz555+0tLTw9u1b+vv7sba2JjIyEj8/P/T09Lh79y7v3r2jrq5OOChzc3N5/fo1K1asID4+noSEBKZOnYqamhpv3rwhODiYhIQEPvvsM4qKipg7dy7vv/8+AwMD4v83Ly+P/8Xce0VVebZtu8ekSUd6lypSBEREUVQQFbFhjILYYokliTGJ5jXVxJJiEpNo1MQYE3slUVQUKYJKEUR6772XSe9tbWTNe3zfGmNt/BvvGD9jsBWGEJjzee7nus7zOCwtLVm+fDmvXr0SIAIvLy+srKzEYbmvr4/W1laSkpJEF6e5uVlIu2tra5k8eTLGxsa8+eabglT73XffoaGhgZGRkYAtzZo1iylTpgjRsLm5ORoaGuTm5uLo6ChiMjk5Obi5uTE6Osrw8LD4u65Zs4Yvv/wSIyMjCgoKmDlzJp6enmhpaXHnzh1yc3Pp7Oykvb0dCwsLDAwMBHRAJmWOj49neHhY+Ix6enqEH+7WrVusWLGCpKQkKioqWLNmDfb29nR1dZGfn097ezsLFy5kypQpJCUlMW/ePG7evElHRwdKSkoMDQ3x119/4ebmxsqVK+nv7ycvLw81NTVKSkoYHR3l9ddfZ3BwUMRGy8vLmTBhgnBeybql//NmWV5ejo6ODuvWrSMyMpIHDx6ICExVVRVr166lpKREPHTL6JStra3o6emJXvHOnTsZGxsTHc9169ZRU1PD6OgoRkZG/PPPPxgZGYlhjL6+Pg0NDbzxxhuiWB4ZGUltba0gGctuXBMmTCA/P5/9+/fz9OlTRkZGsLKyIiAggA8++IBjx46JGMzixYs5ceIECgoKwud5/fp1lixZgo2NDebm5qxZs4bHjx/j7e0trlGdnZ20tLRw8+ZNERFzcXEhMjISExMTbt68ybVr1wTx7d69e3z22WcsWLAAiURCXV0dpaWlnD59mj///FNsqGVbZjU1NaRSKQEBAbx48YL+/n5MTU2RSqVYWFgQFhYmUgHJyckYGRnR0NBAdXU1/f39fPTRR9TU1GBlZYW8vDxBQUFMnz6dM2fOMDw8TG5uLtOmTcPY2Jjc3Fy6urp48eIF5ubmrF69mrCwMBQVFUWaIzg4mMDAQE6cOEFrayseHh6MjIygqqqKtbW18DPa29uTkJDA48ePgX8JiGvWrKG0tJR33nmHjz/+mOXLlzM6OiquUX/++ScDAwMMDAzw8ccfk5mZSXZ2Nt3d3TQ2NuLi4kJhYSERERHs2LEDOzs78XO7u7sTExODkZERXV1d4hAXGRmJra0tra2tZGZm8sYbb3D//n2++OILrK2t2bVrF2vWrMHc3JyioiLGxsYYGBhAX1+f1tZWodBQVlamqqqKjRs3YmNjw/DwMJmZmbi5uWFhYUFFRcX/oneam5uLGLqsdzk+Po5EImHjxo3ExMSgqqoqXjMdHR3MmDFDRMmGh4eprq5mdHQUPT09nJ2dhWJFT0+PoaEhcnNz0dbWRkVFhblz52JhYUFubi6qqqpYWloKL5yWlhaKiorCQzp//nwyMjJ49eoV8G/6QXZNlfWzlJWVhUJl9erVrFq1ipiYGH7++Wfq6+vx9PRk7dq1dHd3k5mZiZeXF/b29nR3dxMbG8uWLVuorKwkLi6O9vZ2/P39KS0txdfXFxcXFxQUFLC1tcXX15fJkyfT2NiItrY2ixcv5vjx42zatIn09HR27tyJlpYW+vr6ort74cIFPv/8c2JjY5FIJLz99tsi1mxjY0NVVRUhISEsXryYhw8fcuPGDSIiIujo6KCpqYn169fT1NSEs7MzmzZtwsjIiPT0dJYvX86xY8ewtbUlOzubqKgoAgMDUVJSwt7eHgcHB9LS0ti4cSPLli2jpKQECwsL6urqSE9P59ChQ+jo6ODl5SWojy9fvmTt2rWi7qChocHQ0BBRUVGoqqry9OlTVFVVWbt2LV9++SUHDx5EX18fV1dX7t27x/Lly/nmm2+YNm0a3d3dQgly8OBBPvvsM8zMzFBUVMTU1JTe3l6kUiknT55k/vz5aGlpicN7SEgIb731FrW1tVy7do3Hjx8zODiIg4MDN2/eZHBwkKVLl/LixQtOnz4tfudXr15FX18fX19fEhISiIqKQkFBgXXr1gldzOjoKDt27KCurg5NTU2am5uxsrKiqKiI9vZ2jI2NmT59OlKplJSUFKqrqwkJCaGwsFD83VNTU7GwsODGjRtCK7V7925+/fVXdHV1OXDgAAcPHhRgEQ8PD+7evSsovElJSXz66acMDg4yMDDAzJkz8fX1pauri8jISNTV1amtrWVsbAwLCwvhrZZt9dvb20lJSUFdXZ0HDx7g4uKCo6Mjd+7cQUtLC09PTyoqKoiNjRVKnODgYCoqKkSqpry8nLt375Kbm0teXp6IYkZFRfHy5UuamppIT0/H0NCQmpoa9u7dy8uXLwkPD2fu3Ln8/fffgsYr27jv2LEDJSUlGhsbyczMRF9fn4sXL/LOO+/w888/8/PPP7N69WqcnZ3JzMxk+vTpODg4cOrUKZYtW8bAwABNTU3s2bMHIyMj5s2bx8cff0xLSwsXLlxg3bp1VFdXU1VVhZKSEnZ2dqSlpbF3714Adu/ezalTp2hoaEAikZCTk8PVq1fZtWsXPT09dHR0iA1reno6Dg4OPHv2DEVFRUxMTJg4cSLPnj0TQ0WZfmTChAmEhoaSlZUlAISTJ08WVSJZ9UF233F0dKSgoEAkhI4ePcrBgweJjIwkPz+foqIi1q9fz/Hjxzl48CDd3d3imrtnzx6kUqkAJGpra2NmZoa6ujqZmZnEx8fz7bffcv/+fTo7O/978BkAiUQid+TIkclHjhxxPHLkiOWRI0csZJ+HDx+u+j/9xv+Nj59++ulwf38/vb29gsCWlpaGv78/ISEhqKur4+/vT0FBAdOnT6e3txcbGxu8vLyQSqWCgCejW1ZWVuLs7IycnBxubm4AAqrR0dEhIk/d3d20tbVRVFREZWUl2traPHnyBBsbG0pKSvD29sbMzIyOjg6R4y8oKBDTm4aGBoG9trGx4cqVKxQWFqKnp0dERAQrVqwQIlkFBQVmzpwpJMOurq4kJSXh6+tLTk4OKioqyMnJCYG2oqKimFI/fvyY9evX093dzd27d8XaWXZInTdvHvfu3cPCwkIAQpqbm3nrrbewtrYWD6f6+voYGxuTlJQkbp4ZGRmUlZVhZmaGlZUVRkZGzJgxg/7+flJSUjA1NcXV1VUIvdva2tDU1ERZWVloOzw8PETcaOvWrSQlJdHc3Mzz589RVVXF0NCQqKgo4bWSeZ1k8A3Z70SG6ZfRImXTqIcPH7J8+XLCw8NxdnYWD26GhoZ4enqKi/Ldu3dRVVVl+/btordVXFwsbhRycnIiBtfb24udnR2hoaHY2dlhYmJCbW0tmZmZODg40NLSIiZapqamZGZmkpOTQ0dHh6ByykTPmpqaosuQl5cn8N0yD5dM0bFixQqsrKzo6Oigvb2dgoICJk2aRFtbG5mZmSxduhRNTU2hP+nq6mLy5MksW7ZMKCB8fHyYOHGi2Orp6upiYmIiHuwnTJggHrpkEAp5eXlUVFQoLS2lq6tLEDZbW1vp7OxESUmJ/Px8Fi5cKAiY6enpvP/++zx69Ah5eXlqa2vZs2ePcBl1dnaKA/OOHTt49eoV7u7uXLhwAYlEQl5enrixmpqait+vbJCgra2NoaEhZWVl7Nixg6SkJKKjo/H19UVfXx99fX2MjIxEdFU2yZw4cSLDw8OUl5eLw+3Dhw8ZGRkRnRHZxkxG9jQzMxOvgUmTJjFx4kQqKyuxsbFBXV2doaEh0Sc6d+4cs2fPRl1dnaioKOzt7amtrWXZsmWkpKTw1VdfcefOHRYvXoytrS07d+4kIiICCwsLioqKWLBgAcHBwaiqqnL//n2mTZvGkiVLCA8PF1PD4OBgoqOj6ezs5KeffsLFxYW+vj50dHT4/fffcXNzQ1dXlylTpnDt2jW8vLyorq4mOzubgIAAvvnmG44fP87mzZvx9vamoqKCoqIi+vr6hFQ5LS2N8vJylixZQlRUFJ988gmenp4YGxsTFRXFrFmzRBfRwMBAwDNkjsWRkRGSk5MxNTUlJSUFBQUFIRjW0NAgKiqK8fFxpk2bRkVFBVKplNjYWDw8PJg4cSJtbW3Iy8uL7qdUKqWsrIyqqirGx8dJTk5GW1tb9DFNTEw4cuQIQ0NDQvIsezCXpQq0tbXJy8ujt7eX6dOni5RCV1cX3d3dYnuen58vSMrV1dUcO3aMrKwsqqqqRO/V1dVVAAASExNZu3YtKSkpjI+Ps3jxYjIzM1m8eDEPHjwgNjYWJycnFi9eTGlpKYsWLSIpKYn169czefJkzMzMOHv2LE5OTgwODorXeU9PD+vXr+fXX39l9+7d6OnpcfnyZSQSCVlZWSxfvhxbW1uio6P5z3/+w2+//UZ4eDijo6PCJdfX18cPP/yAkpISv/32G46Ojly4cIErV64I/2pBQYGIrf/111+iZzpr1ix+/fVXPv30U5qamlBWVsbc3Jz33nuP69evU1JSwtKlS8nLy6Ojo4PJkyczffp0BgYGMDAwYMKECSgoKFBWVoaenh4A0dHRqKio4OzsLLboSkpKGBoakpGRQU5ODqtWrcLX15fY2FhRRXj+/Dnl5eWYmpryxhtviKGB7J4v+3/Nzc0lISEBU1NT3NzcmDZtGtevX2d8fBwHBwciIiL49ttv2bNnD+7u7pw/f57s7Gzk5OSorKyko6ODrKwsNm7ciImJCVeuXOHMmTNkZWXR09NDUlKSIKPKunaRkZHcv3+f0NBQ0eNqamqioKCAxYsX09HRwd9//y34BjExMURERLBt2zb09fUFrj4sLIwJEyaIlIwsLTF9+nRycnIwMzNDQUEBMzMz5s2bR1FREZGRkbz99tssX76co0ePsn79egHAOH78ODNmzMDc3Jx79+6JjnF+fj7+/v709PRQUFCAhoYGXV1dYuMio00aGxtz7Ngx9u3bR1ZWFjdu3ODo0aM4OTnx119/cfXqVWxtbVFWVubo0aOcPXuW58+fs2/fPs6fPy+ALnv27EEikdDV1cXQ0BA1NTVs27aN//znP9y6dYtDhw5x/vx5MZxob29HIpHQ1tYm7hPz589HXV2dixcvkpOTw/Hjx1m7di1Xrlxh4sSJqKmpifNYcXGxOLiPjY2JKkJtbS26uroiQjt16lRevnxJRUUF77//PhUVFaLvLiPcJiUlUVdXh6OjIxUVFUgkEmpqali3bh2JiYl4eXnx5MkT6urqyMnJwdvbm/DwcE6fPk14eDhvvPEGhw4dYurUqYyNjZGVlUVlZSWenp5YWlpy7tw5XF1dsbS0JC8vj0ePHjFlyhRx/y4vL6epqYnu7m527tyJnJwc4eHh3L17l+zsbL7++mvOnj1LYWEhX3/9Nd3d3djY2PDee+9hZGTEmjVrSEhI4NGjR7S0tKCpqYmRkRFr164F4MWLF6SmprJ7927hntXV1aWhoYHi4mJaWlro6+ujpaWFbdu2UVxcjKGhIZMnTxYD33v37hESEkJiYiJ37twR17HU1FTk5OSYOXMmd+7cEfWJvr4+nj17hqWlJS4uLuJcArBixQri4uLYvHkz5ubm7N69mw8//JCrV6+ydu1aLC0t6erqYv369WzZsoXu7m78/Py4c+cORUVFGBgYoKSkhKurK1999RXl5eXAv+TVTz/9lEePHhEQEEBhYaHoW8qI2To6OixcuJAFCxaIWPLw8DDt7e2sXbuWpqYm/P39iYuL48svvyQxMRFLS0uCg4PFdVRG+m1paeHOnTtoa2ujqKhIcHAwra2thIeHM3nyZCwtLQVgMT09nXPnzrFx40ZBrJelhkZHR6msrOTx48ciyjw0NCSgUDNmzBAwrcWLFwvdRUtLy3/vwVAikcwC4oDPga3/n88t/7d0DL/66qvDsqJucHAwv/76K3p6eqL4r6Ojg729PYmJibz++usMDQ2xZs0awsLC0NPTQ0dHR4BBcnJycHJyoqOjg9bWVlJSUrCysqK0tJQZM2aIjLK9vT2FhYW0tLTg5eVFcXExDg4OTJs2TXztgwcPhHhTU1OT69evY21tTVlZGW5ubtTU1NDX14eioiKGhoYsX76c5ORkDAwMWLZsGTdu3KCpqUkU+mX/7dWrVxQWFrJo0SIMDAxob2+nsLCQFStWiItqY2Mj4eHhbNu2jfT0dGxtbbl16xZjY2P4+fkhlUrZvn07UqlU3JiLi4vJzc1l6dKlwL/UsClTptDR0cHAwADt7e0MDAxgYWGBn58fPT09qKurs3DhQrq6upg7dy75+fkMDg7S2dmJgoIC6urqInduZGQkXIXZ2dlMmTIFY2NjAEFn09LSoqysjKamJoKDg1FWVqa0tBRra2uKiooYGRlh165dtLa2kpWVhaqqKnPnzgX+jb2WlpZSVlZGREQE+fn5In8vA/IsXryYwcFB1NTUuHfvHkNDQ1hZWeHh4UFOTg5BQUFcuXKF/Px8NDU1hRhbV1eXrq4uOjs7BY1VFv84ceIET548EbTADRs28PTpUyQSCcbGxjx9+hR9fX0BX6mtrRVUN1nnpru7W1BDc3JyUFZWpqOjgzlz5gjcv6OjI6dOnWLRokVkZGSgq6uLnJwcgYGBtLS04Onpiby8PAsWLKCgoICXL1/i4uLCvXv3KCsrY8+ePUKcLCPuykBJHR0dwp9VUFAgvra8vBxVVVVxoC0pKaGxsZHh4WEMDAzw9PTE3Nwcf39//v77bzHdlcno3d3dUVVVRUNDA6lUSkFBgXiQ6+zsxNPTk6SkJFavXo27uzvJycl0dnbi7++Pp6cnSkpKorQ/YcIEgoKC6OrqEnTSnTt3UlFRgbGxseiXymBCy5YtIyEhAV1dXYyNjZk2bRoSiQQTExPq6+vp7+8nNzeXtWvXkp6eLmJcU6dOJTc3FxUVFdEBraysZP78+SLKKHvNKioqioFJaGiooG9mZGRgaWmJRCLh5cuXlJSUYG9vj0QiITU1lfHxcQYGBsSUMDU1FW9vb4aHh8XP1dXVxeHDhzl37hyKioq0tbVha2tLfX09XV1dSCQS8R40MzNjdHSUiooKsZEcHBwkODiY/v5+5OXl0dTU5M8//2RwcJCioiLR4zpy5IiYGMviRLK+r4aGBk5OTvzwww+8//77qKurU1VVRVBQEJ6eniLuVlZWhr29PeXl5fzwww+0trayYMEC0tLSxCG8sLAQdXV1Xrx4wcKFC4mPj+eTTz4hPj6eiRMnYmxsTEREBG1tbYyMjLBhwwaam5upq6tj48aNWFtbU1lZiYeHBx4eHgJgVVNTg7y8POPj4+LAJ+t/jI+PC9hERkYGy5cvx9TUlHv37uHt7f2/BOHq6uqsXr2aV69e8dprrxEWFsZHH33ETz/9xMDAAAsWLGDfvn1ER0cTExMjKJUnT57k1atXpKSkYGhoiK6uLpmZmWRlZTE0NCTgCFlZWUJ/snHjRlRUVMSDb3Z2NlOnTqW7uxs5OTl8fX0ZGBggNjaWyMhIDhw4QEtLi9AsTJw4EXd3dx4/fszLly95/PgxGzZs4MmTJ7S0tODo6Mj+/fvR0tLi+PHj4vdiYmLCgQMHKCsr48cff6Suro6SkhJmzJjBpUuXCAkJISUlRYBevv76a8zMzJg4caLYas2bN4/JkycL3YuXlxfPnj1j9erVAvE/PDxMX18ftra2Yjsli6np6uqSn59PWVkZPj4+Yhso841evnwZNzc39PX1ycjIQFNTkwMHDpCbmyuifTJ11NSpUwkMDBQHtwULFlBZWSlqCvHx8SgpKdHf38+cOXO4c+cO0dHRIpYYFxdHd3c3lpaWHD16lO7ubhQUFDh16hS//fYbqqqqKCsrExcXx7Fjx3j48CETJkwgLS0NGxsbNm/eTGRkJI8ePRLSbGdnZ6ECSEhIoKqqiqGhIZYvX46JiQkWFhY0NTXh7u6OsbExd+7cQSqV8vbbb9PV1SWccLJhRXV1Nd999x0XLlwgKCiI4eFhfv31VwGfsrKyoq6ujqysLD766CNyc3P5/vvv8fLywsfHh9u3b3Po0CF++OEHrl+/joKCAm1tbUilUhobG4UvduLEiRQVFdHW1sYnn3xCWFgY7777Lq6urujq6pKamsrY2Bi///47qqqqJCcnExISQnFxMUZGRtTX17N+/Xra29spKSkRse2nT5+Kf2vGjBm8evWKs2fPCriTtbW18As/e/aMt99+m8DAQFJTU7G1tWXKlCmYmJiQkZGBlpYWqqqqfPfdd5w9e5alS5eKLurg4CDLly+nurqagYEBLl26xJUrV+jr62PFihU0NDRQW1tLUFAQSkpKjI+PMzIyQlNTE6GhocTFxeHs7Iy1tTUAHR0d+Pr68vbbb9PY2EhdXR3bt2/HycmJsLAw+vr6kJeXF2wGqVRKdnY2np6eREREMDw8jJWVFaampsyfPx9dXV2MjIwEjLC1tRU/Pz9UVFSoq6vD0tJS8C+ePHnC0qVLxWAwIyODzMxMVq5cKbRXfn5+TJs2TdzvPT09uXz5soALqqurc//+feHFKy4u5vXXXycrK4t169bx119/4efnR3BwMK9eveLu3btoamqyfft2ysrK0NbW5vr165w/f56UlBR27NghHqxqa2tZvnw5YWFhmJmZceLECczMzJCXl2dkZAQvLy8SExPF925qahL3NW1tbfz8/MjLyxPR4M8++4yxsTEBpiktLSUjIwMPDw9CQ0N58eIFO3fu5P79+3h7e/Ptt98C4OPjw4wZM7C2thYEZRk9NikpieDgYNzd3VFRUSE5ORljY2MyMzPR0dERDJEVK1bg4eFBQkKCOCPeuHGDadOmiYf59vZ2pkyZwrlz5xgaGmLRokXMnj2bpKQk4uPjxSDh8uXLTJ06lZ07dxIYGIitrS35+fm8evWKgIAAEhMTWb9+PUFBQRQUFHDv3j16e3uxtLQUAJqvv/6a+vp6/vOf//Do0SNcXV2Jj4/n6tWrmJqasmLFClJTU3nnnXcoKSkhMTFRnG1CQkJkncX/qq7iIWDP/w+A5v+WB8PPP//8sLq6Ol5eXqJroKmpyfDwMJWVlUgkEkEGKi8vp7e3l/DwcAHIKCkpobOzk6lTp5KQkEBhYSHz588nMTGRgYEBsrKy6OjoIDExkUmTJgkJ+Zw5c3j//feJj48nICCAhQsXkpSUREFBAUFBQbS2tuLr68uZM2cEnU0ikQhim1QqxcHBgfHxcZ4+fUptbS1DQ0P/K96gqKiIqqoqBw8exM3Njbq6OqZMmYKGhgZ5eXksW7YMfX19vLy8mDRpkpiWOTo6cuDAAQFmCQsLY86cOWhra2NgYEBPTw+9vb0iuvr8+XMWLFjApk2bWLt2reg4ymJsNTU1ODk50dDQQF9fH19++SUff/yxwBeXlJTw7Nkzqqqq8PHxob6+nrq6OlasWEF2dja9vb3U1NSQlJQk8NBnzpzh66+/RktLi82bN6Onp4eCggJGRkbMnDmToqIioqOjBdXzxIkT5OTkkJubS2FhIR4eHigoKHD37l0+//xzkpKSmDBhAvb29hw6dIjy8nK2bNnC6OgoPj4+qKmpUVZWRl5eHsPDwyxatIiWlhaUlJQoLCwkICBAgCTa29uZNGkSampqODg4kJSUhIaGhgBfVFZWCs/W5cuXaWtrEzCJsLAwVq9ejYGBAVFRUaxfv56CggJxERweHmb69Om8fPmSFy9eoKGhQWFhISoqKuzZs4cHDx6ISKksWiTrrGlqaqKlpYWfnx+zZ89m2bJlnDlzBmdnZ7H9iIyMpLCwECcnJ4aHh3F3dyczM5Px8XFCQ0OxtbUVDspbt26Jqb6VlZXoxERERFBdXU1jY6PoyMkiv/Ly8nR0dODs7Mzjx49ZvHgxKSkpjIyMUFFRQVtbG+3t7UyYMEEccpYtWyYIqQ8fPmTWrFksXbqUhQsXcvHiRTIyMoiOjmbChAkMDAywcOFCLl26RElJiTgIDgwMMDY2ho6ODq2trSxdulQoHWJiYsRDvJubG1paWmRlZaGoqIiLi4t4/VdWVpKdnc3Y2BiXL1+mqKiIkpIS1NTUhMplfHycb775hh9++EFsuUxNTZk+fTrR0dF88MEHPH/+nNHRUeTk5PDz8yMuLo7BwUH6+vpYtWoV7e3t5Ofn09nZiZaWFm+99RY3btxAV1cXDw8PqqurSUlJoaCgAEtLS9TU1MjIyKCyspJ169Zx7do1Fi5cyNGjR/Hw8BAE1N7eXnbu3MnDhw+ZPXs25eXltLe3Y25uTn9/PwYGBqiqqpKTkyMm4o6OjqKDpKOjg4GBAfr6+mzYsAEFBQWuXLnCm2++yeHDh1myZAmZmZls27ZNuEANDAzIzs5GQUFBdB1lxFMZrTgmJoYFCxYIaf3Dhw8ZGhoC/i3nKysr8+DBA3Etzc3NZXh4mNu3b1NVVcVrr73G7du3AZg0aRIODg6Ulpayd+9eKisrxWDB3Nyc7OxsfHx8iIiIYGBggH/++YeYmBjGx8fx9vYmMzNTuDj9/PyIiYmhuLiYw4cPk5WVhampKfr6+vT392Nubs7WrVvFa0RGqO7u7sbW1paLFy9iaGgors2yCJW8vDzvvvsuoaGhhIaGMnv2bCEljo2NxdzcHGtrazEglEWNPD09GR8fFzTdsLAwIiMjycrK4vz58xQUFIgesoWFBfX19UInExgYKCi1ysrKNDY2smrVKjZu3Mj9+/dJS0vDyMiI7du3o6urK3rdMrz/lStXSEtLo7GxkXXr1qGqqoqvr6+IiMki7FKpVGx1Ozo6mD59OkVFRUilUjHIqqurY+nSpSgrKxMfH4+bmxvj4+MCCmNnZ0ddXZ1I1zg5OQktT3V1NVOmTBFbtba2NtLS0qisrKSNOtIMAAAgAElEQVSgoAAzMzPKy8upr6+npqYGDQ0NIbeWl5dn8+bNHDp0iJUrVzI+Pi4SBMnJyaipqWFlZSV0HAoKCgBYWVlx7do1MZw4ceIEubm59Pf3s2XLFjo7O7ly5QqWlpbMnj2bBw8ecPjwYczMzDA3N+fGjRvU19czMDDA6tWrqaurE183Pj5OeXm5ABm5u7szZcoUDA0NKS0txdPTk5GREbGFKSgoEIohFRUVVFRUcHJyIjk5GVtbWzIyMkQ/Nioqirt371JZWUlRURHJyclYW1uTmZlJQUGBAN+1t7fT2NhIcnIyb775JnZ2dhQWFlJTU4OioqLQBSgpKaGoqEhRUZHY/Pj7+4tO9+3btyktLeXBgwfs3LmT2NhY/vjjDy5fvoyhoSEXL15k27Zt5Obmsm/fPiIjIwFISUlBKpWyatUqMjIymDVrFn19fQJiNXXqVC5dusTOnTvFBkwqlTI6OkpfXx+BgYFoamqybt061q1bx+joKCdOnBBag/b2dtTV1Xny5AmnT5/m7NmzggWwceNGbt26xbJlywgKCsLLy4sHDx7wxRdfEB4eTnFxMcnJyfj5+TE+Ps7FixeFX/n48eN4e3vT0NBAY2MjNjY2tLS00NzczJIlS7hw4QKdnZ08f/6cp0+fcuHCBS5cuMCECRPYsGEDlpaWXL16ldraWtTV1UVUWFNTE0VFRRobG8nIyGDRokW8ePGC6upqtLW1mTFjBnfv3mX27NmMj4+L80R+fj5Hjhzh+vXrlJaWUltbS1RUFJs2bRJJja+++kq4Xn/44Qe++uor5s2bJzQp06ZNQ1tbm+rqal6+fCk0Fl988QXXr18Xryl9fX3GxsbYvXu3ADjJwDtRUVFoaWnh4ODAhQsX+Pvvv7l06RJTpkxBR0cHgObmZpGwmTVrFmpqagJ2WFtby65du1BUVGTGjBlkZmZy+PBhoRsKDw+nrq4OPT09Hj58yFtvvYWDgwP9/f1s2rQJNzc3IiIiuH37NmFhYXh5eTEyMkJSUhI9PT0oKSkRERHBL7/8wu3bt0Xs1M/Pj4sXL6Kvr09JSQlxcXEkJCRw7do1ysvLGR8fZ/v27YSGhrJo0SIB5XJ3d2d0dBRvb28+/vhjgoODqaqqIj4+niVLliCRSMR7/fvvv2d0dFTQtNvb20U3+cGDBxw/fhz4V9cRGxsrUi12dnZMnTpVpAciIiL45JNPWLhwIYWFhSgoKPDXX38JMvWiRYuIiIhgwYIFhISE8OzZM06dOoWuri5ffPEFr169EmqR0tJSCgsL+c9//oO5uTmJiYn/1QfDn4Ah4B3gJHAJuCz7/L8lSnrmzJnDLi4u5ObmYmVlhZycHAUFBYyMjLBmzRq0tLQEATQqKgpdXV2Gh4exs7Pj/v37InsvW0PLuoJ6enoEBgYK7YC2trZ4MJI5706dOoWJiQn3798XSFo3NzehD6ivr2fNmjWij3j+/Hmx7ZCXlyclJYVPPvmEzs7O/4VWdnV1ZcKECfj5+VFeXs7169cxNzcnPT0dT09Ppk2bJpxfsbGx4oAm25o+ffqUuro6IiIigH9dbkVFRRQUFODn50dGRgbNzc04OjqSmZlJf38/y5cv58cff+TVq1cEBQXx4MED4T6Tk5PDzs4OHR0dPvjgA16+fElycjJBQUGkp6djbm4O/Huo++eff6itreXNN9/k3LlzYvOmpaXF4sWLsba2RllZWaziMzMzhbsoPj4eOTk57t+/j7u7Ow0NDTQ0NNDZ2UlwcDCVlZX09PSwZMkSOjs7RUyto6ODwsJCPD090dXVpa6uDi8vL+7evYu6ujrp6em0tLRgbGxMS0uLuKDJhgeyg6KXlxejo6NcuHABVVVVpFIpurq6vHz5ku+//56HDx/S1NQkDveLFi3C1NSUiooKlixZItD027dv5+jRo/j7+6Orqyu8VnZ2dpw/f57bt2/T29uLv7+/8DzW1taSkJCAj48P69evZ968eZw/f56SkhIRA5Fh2dPS0oiJiaGhoQFXV1c6OjrIy8sT6P6tW7fS0tJCSkoKLi4uZGZm4u3tTVZWFiMjI7S1teHg4EB2djb9/f0EBgZiYGAgiKAqKip0dXXx3nvvCWCIbJvR1tbGjBkz6O7uZmBggP7+ftLS0pBIJGIzJZVKMTMzQ09Pj6KiIlpbW3F0dGRsbAwfHx/i4uJ48uQJERER6OrqYmVlhaGhIf7+/qxatYqkpCR0dHQYGRnBzc2N+Ph4SkpKUFVVFfj+pKQkSkpKWLlyJcbGxigqKqKoqCgAHWNjY+Tk5FBeXk5fX5+slI2JiQnLly8XCHPZtsnKyorq6mpaWlqEdNnS0hINDQ0qKytpaWlh3rx5PH36lM7OTjZs2EBNTQ0mJiYEBgaSlJQkwFGyDXF/fz8LFiwQD2nFxcWUl5eLg4O6ujpTp07lxYsXeHt7U1VVRUVFBVpaWhQUFLBo0SIRcbKyssLV1VXEkdra2vjggw8oKytj7ty5lJaWigiunp4eioqKVFVVCTy/LLKemZnJ7t27SU1NJSYmRvxdT548SUxMDJqamuIBv7i4mFevXuHs7ExNTQ1DQ0M4OzsjLy/PjRs3sLKyorm5GVNTUx4/foy9vT2zZs2irq6OgoIC7OzsOHToEI8fP2b//v0C/tDW1sbs2bNxcXFBTk5ODGIaGxtpbm5m06ZN2NrasnfvXqZNm8aVK1fw9PTkxYsXbNq0id9++42Kigq6urqIiIigrKxMuDvV1dUFmCU5OVlM2cfGxnjrrbeIiIgQPaSkpCS6u7vR1dUlICCAsLAwAc9Yt24dKSkpDA4OimibDGKgoaEhptDvvvsuv//+OyMjIwQHB5OcnExXVxdfffUVN2/eZMOGDSgqKtLa2kpVVRXh4eEsX76c+vp6QaOT/XspKSmsWbOG6dOnExYWxrfffktERARr1qzhxx9/RCqVsmXLFl69esXJkycJCgoiLy8PqVTK5MmTGRkZQVlZmZycHGJiYsjMzEReXp6ff/6Z119/HQsLC3bt2kVDQwMVFRVER0dTX1/PkiVLiI+Px9vbm8uXL/Paa6+hq6vLvn37OHnyJPv372dkZIS4uDgADA0NefbsGcnJyQwNDbF7926+/fZbMTDo7u7G3t6ea9euMT4+Ll6TFRUV6OrqMjAwwNatW5kzZ464hg0MDKCgoIC7uzuTJ09mypQpvHjxAnV1daGBkHW/R0ZGyMrKYtq0aVRXV4uoZVZWFoWFhcI3amtri4WFBS4uLuTn51NaWsq+ffuQSCQEBQWhqqpKSUmJ6L06ODjQ2Ngo3hO///47jY2NlJaW8vbbb/P48WOys7PR19cnPj5exOROnz6Nt7e3GGzJBm6tra3ioUH2nvX09ERTU5OgoCBevHiBmZkZUVFRaGpqYmNjw9tvv01ISAj5+fmUl5dTXFxMc3Mzc+fOJScnh127dgllTnBwMI8fPxYDvL179zJz5kw+/PBDjh07xs2bNzE1NWX27NnIycnx6NEjwUPw9vYmOTkZdXV1ATCT0RnXr18v6OgNDQ18/vnn4me/ffs2fX19FBUVcf78edTU1MjMzMTPz49z584xbdo0QXWvqKgQUUVLS0v+/PNPUlNTRcfd09OTzMxM3N3duXjxIsePHyc2NpaVK1diZWXF9evX8fX1pampCXV1dTw8PDh9+jSzZ88WQ+22tjZMTEzQ1NSksbGRCxcuIJVK+eKLLzh16hSbN29m0qRJpKWl0dTUhI6ODnPmzKGoqIiBgQGuXr2KiYkJDQ0N2NjYoKamRkJCAnV1dfT29tLd3c1nn33Ghx9+CIC6ujobNmxAKpWSnp5Obm4uubm5JCYm4ubmRnd3N87OzsTExODk5IS2tjZXr16lurpa1DhkbuXi4mL09PTERnPx4sVoamry8OFDKisrSUlJ4ddff+Xp06ciibRv3z7i4+PZuXMnkZGRoh87b948tm3bRmhoKFZWVly+fFn0eOvr64F/o9wHDx6kr69P9Id1dHSIjY1l69ataGhoCG2VhYWFiMra29uL/m5WVpb4rKqqoq2tjbGxMRITE5kzZw5PnjxhcHAQMzMz8d6bPHkyfX19ODk50dTUxIsXL4RWSHYd/Z+EUlkPeMmSJWJwc+bMGUEtnz17NkFBQRw/flycXyZPnkxUVBTa2tqsXLlSqOJSUlJQU1OjoaFBEFWlUqm47sbFxXH+/HkOHDhAQUGBWJokJyczY8YM9PX1BRxwyZIlZGVlsWrVKuE3nzlzJjY2NlRWVoqaQVpaGg4ODuzdu5e9e/dy4MAB8vLyePDgAXp6egQFBVFdXY2Ojg5HjhzB09NTbEPXrFnDW2+9JbaRp0+fRkNDg1u3bqGjo8OTJ09EX/vatWt0dXVRUVHBL7/8gqurKy9evKCuru6/+mDoCyiOj49vO3z4cOXhw4er/ufn/+k3/W99HDp06HBAQABubm4iClVRUYGqqipPnjzhjTfeIDU1VUxITE1NUVJS4vbt25iZmYk3g+zQJiswd3V1kZKSgp2dHTExMfT391NVVcXWrVuFlyk3NxctLS16e3vp7+8XF7b09HRcXFxQVFQkLy+PgYEBysrKRP9ARiGcN28eCQkJVFZW0tvby/j4OAoKCgQEBABw6dIltm7dSnNzM0NDQxQVFWFubo6VlRUhISEEBgair69PRUWF0BPIomAjIyPU19czODgoSulZWVkAWFpaAogpQ19fH3fv3hUbmZCQEExNTdmyZQsNDQ3k5OTw008/cenSJSFDV1FRQUNDA1dXV27cuCGk15qamnh4eHD58mU2b95MTU0N27dvJy4uTsRR5s+fT1tbG6WlpQQHB+Pk5CSw9EZGRsydO5d//vkHR0dHAgICmDJlClevXhWdz+zsbFpaWujp6eGrr76ir6+P+fPns3TpUg4fPszcuXNpbGyksbGRJUuW4OXlhZmZGcbGxvj4+GBqairQ+JmZmQQGBop4R2NjI9bW1sTExODs7IxUKhUre21tbUxMTOjp6cHU1BQdHR0GBwepqKhg9uzZ1NXVUVRUhJmZGU5OTkJWW1X179tFJoedPn06Tk5OQswu+7vn5OQwNjZGWloaampq9PX14ezszLZt2xgdHRWxvoqKCmpqarC3t6e/v5/w8HA8PT159OgRlpaWhIWFoaOjQ0BAAAoKCkyfPp0LFy5w9epV4uLiGB8fF7S69evXc/PmTVJSUtDW1sbJyYmysjI8PT35559/xITX2dkZR0dHsUl1d3dneHiYsrIy1NTU0NHRQVVVFVtbW2bOnElWVpZQd8iirV5eXiI6LYvDvXr1Cl9fX9TV1fnnn3+Ijo7G399fqAVkv3MHBwexWRsdHSUhIYFPP/1U4K9jY2NpbGykvLycSZMmoaKigkQiEeRFBQUFvvzyS5KTk4mNjRXvAVkk0djYWGgCZsyYwerVq7l58yba2tpUVVWhrq4uHJ2yQ4+jo6PQfzg7O2NsbIyjoyM1NTV8+eWXVFZWoqWlhZqaGoWFhcC/w5P8/Hx6enpEQV0ikSAnJ4elpSWffvopFRUVTJ8+HRMTE16+fMnGjRsxNjbmxo0b9Pb2EhAQQFZWFunp6cybN4+UlBRBi/X19RV4cgMDAwYGBtDW1kZPT4/R0VFmzpzJuXPnRF/0/8VbExMTQ3x8PO7u7mKgMmvWLPHA2tTUJEi7MppwXV0durq6bNq0SXRu4uLi2LlzJ48ePcLPz48nT55QUVGBoaEhoaGhIlbZ2trK8+fPCQwMJC8vD4lEgp6eHuvXr+fYsWO0trairq5Obm4u7733HtXV1aJDIaMryyKHHR0dqKmpUVNTIzq2VlZWjI6OsnbtWvz9/fnjjz8IDQ1laGiIR48e0draysmTJ7lz5w6VlZU0NTWxf/9+tLW1OXv2LH/++adQovj7++Po6Cj63E+ePBHu0idPngi6dV5eHocPHxYDOTU1Na5fv05ZWRnLli2joaGBgIAA0TOdNWsWw8PD3Lp1CwcHByoqKsjJySEpKQn4F7S1ZcsWDh48iIGBAR9++CFpaWl4enqKg+6KFSuwsbGhu7sba2trwsLCmDFjBlOnTqWwsJDt27fz/fff09fXh6amJhcuXCArKwt/f3/xQCEbFF26dIkdO3bw22+/4e7uLh4oJ06cyK1btzh58iStra2UlJQISMaGDRt4+PAhVVVV2NnZMTAwQE9PjxhWAqxdu5aCggI6OjrEe7SgoIA7d+4wYcIEQb9VVVWlu7ubmJgYEhMThQ5HFru8dOkSzc3NInpZU1NDZWUlFhYWDAwM0NXVBcC6deuwt7enp6eHBQsWcPHiRbS0tOjs7OTQoUMYGBgwceJEXrx4QUBAAHv37hWU1qSkJGpqaoiMjEQqlbJ48WJSU1PJyspCXV0dOzs71NXVGR0dRUVFhdraWn777Tf279/Ppk2beP78Oe3t7bS2tgL/gjcUFRV55513mDp1Knp6erS2tvL333+zdOlSqqqqUFFRwdvbm7CwMFpaWkhNTeWjjz7i0qVL+Pr6oqCggJ6eHm5ubuLg3NTUJDZQv/76KxcvXuTJkyf09/ezf/9+vvvuO1RUVDA1NcXY2JjS0lKam5vp6OgQw+yxsTF6e3tRVFQUyqbJkyejpqbGkiVLuHLlCuXl5axevZq+vj4AiouL2bdvH1KpFHl5eRYuXMiyZcuEG/jChQsixtja2kpgYCD79+8nKysLJycn5s+fz44dOwCIjY3Fx8eH8PBwAHJycujs7OTevXvExsbi7e3Njz/+iK6urjhHTZ06lZCQEDo6OliwYAGNjY14eHjw22+/oa+vL6A7JSUlfPbZZ+Tk5BAdHY2DgwOFhYW4uLhQUFBAdHQ0P/zwA7W1tYJnsGzZMqZMmYKKigrj4+OMj4/j4+NDbGwsAQEBhISEoKKiglQqRU9Pj56eHnp6etDS0qK4uJi5c+cyf/58AaGRLQqCgoIEXGZ4eJisrCyqq6uFY1BWG9LV1QX+7UY2NzeTlJREeHg4W7ZsEeeHb7/9Vvi0o6KiRMQ8MTGR+/fvs2/fPi5cuMCcOXOE97qkpASAuLg4goOD+eKLLzhx4gR6enqEhYWxd+9eYmJiSEtLQ0VFhZ07d3L8+HGuX7/OvHnzuHbtGrt27UJFRQVLS0suXbpETU0NU6dOJTY2VvSKZWkDeXl5JBIJAwMD/PTTT7x8+ZJFixYRFhYmknIzZswQHWV/f39sbGyEQ7yvr4+goCABjJNtxVtaWoiNjSU/P5/U1FQ8PT2xtbUlNTVV+A87OjoE5TkzM1O8v3R0dBgbG2PVqlWYmpoSHR1NTU0NBw8e5NixY8yaNYtZs2aJLntvby91dXW8evWK2tpaenp6xEb/2LFjzJgxA4lEQlVVFcXFxXz99dc8e/aMb775hpKSEqZNm8bJkyeF7zQ/P5+NGzfy7Nkz8vPzKS4u5t133xUVEW9vb27fvs3EiRP55JNPCAgIoLe3l08//ZSkpCQqKyvR1dWls7OTzZs34+TkxPPnz2loaOCXX37h4MGDpKWloaOjQ3Fx8X/1wTAO2HLkyBH/I0eOaB85csT+yJEjrrLPw4cPZ/2ffuP/xsfvv/9+eGBgQOgMdHV1UVdXp6+vj6lTpwoIyKNHj4RPy9PTk8LCQg4fPkxBQYHAZy9dupQ5c+YQGhpKXl4ebm5uAjuvo6PD1KlT6evro6SkhNTUVCFWl0gkeHp6CieRnZ0dNTU1qKmp4eTkJHyJIyMjeHp6MjAwIDZWsr7P0NAQampqvPXWW2RmZgrvmLy8vNj0eHh4YG5uTkdHhzgwJyYmYmhoSFdXF2pqagJ4snbtWqqqqti7dy/p6emoqKiQnZ2NtbU1Dx48oLKyEnl5eQwMDLhx4wY+Pj689tprzJ07l8rKSn755Rc6OzsZHh4mOztbbH4uX75MVlYWjo6OTJ8+neTkZBobG5k1axZPnjwR1Nfly5dTWVnJokWLuHbtGkVFRbi6uhIXFycujrJYwoULF9DT0+OLL74Qm8OhoSF27twpSKgSiYSOjg4iIyNxcHCgpKRERHJfvnxJdHQ0z58/Z9WqVYSEhIgtZ3R0NAYGBoSGhmJiYkJ5eTn379/H39+fu3fv4ujoKC60XV1dLFy4kPv372Nra8vdu3cFATQgIIDW1lbs7Ox4/vw5GhoaSCQSBgcHCQwMJCMjg5kzZ7Jv3z5+/vlnEhMTkUqleHt74+7uTldXFzt27KCrqwslJSVycnIwNDRERUWFoqIiBgcHWbNmDfPmzaO7u5s7d+7Q1tbGrFmziI2NpaKiQmhT6urqMDQ0pLGxEUdHR0xNTZFIJIKYee7cOf744w+UlZW5e/euEAyHhoYKEIeOjo4g2qqpqbFy5UoWLlxIb28vLS0tlJaWsnr1ahoaGtDR0SEpKQkbGxuWLVuGm5sbv/zyC0pKSnR1dYmCurGxMRKJhMzMTFpaWkShvbe3lzlz5qCsrExYWJggZFpbW2NsbIyamhotLS3iBmZvb8+ePXsYGRkRB0Zra2uePn2Kuro6zs7O9PX10djYKDZsdnZ2TJo0CalUSmBgoFB1GBsbMzAwgKurq9BryLxLM2fOpLS0VMT05s6dKyAzXV1dolcbHBzMvXv3xA170qRJWFlZER4ejr6+PgkJCbS2tpKXlyc8WfX19cjLy1NUVCQgPDIlgWwi7+vri729vbgmdXZ2UlJSIjYIsof4hIQEMjMzMTMzE/62HTt24OPjQ2lpKcXFxSxatEj0emW9qb6+PkZHR3n16hWKiooUFBRw9epVIQx2cXEhJycHBQUFNDQ0aGpq4saNG+jr62NhYUF0dLSIv/b09ODq6opEIhG4flVVVeFWtba25s6dO9jb23P//n0mTpxIVVWVOPg3NDQwNjZGSEgIra2tBAQEiGGRj48PQ0NDZGRkAAiwUH19PQ4ODlRXV/P06VP09PQYHBwUh/LCwkL6+vo4dOgQ7e3tKCsrMzo6yujoKB999JGQusucf56enmzatAkzMzOUlZWJiYnh9ddfF+h0mST86NGj5OTksGHDBs6cOUN3dzdr1qwhPDycU6dOMXv2bK5cucL777+Pu7s7V69excDAgOnTp3P8+HE++ugj+vr6ePjwIc7Ozvj6+lJfXy96iT4+Pjx58oTQ0FBsbGyorq4mNzdXODJ//vlnQVy8ceMGAO7u7gJu9N133wkIl8ydNzQ0RGdnJ3V1dZiamgpNi6mpKXV1daLPOzo6iqWlJVlZWSxbtoyQkBBcXFwIDw9n165d3Lp1i56eHurq6hgeHhbbyuHhYUxNTXn06BFz585FTU1NdM/i4+Oxs7MT/eTm5mbWrVsntDJSqZSxsTHk5OQE6GlwcFD4d2UanJiYGJYsWUJPTw9BQUF4eHiwaNEibGxsuHXrlohkyqT3ZWVlfPnllzQ1NXH58mXCwsJYsmQJnp6e4uB77do1XFxcMDAwoLKykpiYGD766CPGx8extbXl9OnThISEsGLFCnJzc4WDc+HChbi7u5OUlMSkSZP48MMPCQkJQVNTk5GRESQSCa+99ho//vgjf/zxByYmJrz//vs8f/5c+EkBVFVV2bhxI1euXEFfX5+zZ88KOqJs+DF79mwuXbokhr6LFi0iMjKSlpYWtLW16e7uJiEhgdzcXN5//31ycnLo6uqiv7+fdevWoaOjw+PHjwkKChLwkf7+fl577TWuXbuGnp4e2dnZgtjY2NjIo0ePUFVVFRuyCRMmMDIyQkJCAr/88guffPIJLS0tdHR0UF1dLTabt27d4rPPPmPlypWsWrVKwI2OHTvGzp07UVRUJCEhgYsXLwqoXWlpKUuWLOHRo0fk5+ejpaVFdXU18+bN4+HDhygrK/Py5Uvu3LnDyMgIb775phhqyzzDVlZWAgYzPDyMo6Mjzc3NJCQkMHfuXEHvvHnzJgBr1qzhwIEDjI6OYm9vT2xsLACHDx/m+fPntLS0cPbsWSEGr66uRk5OTgxq6+vrWbx4MX/88Qf19fUkJCSwdetWcnJysLCwEA8ksoH9vn376O7uFjTfjIwMVFRUGB4eRllZmZSUFBwdHVFSUsLX1xdbW1uampowMDCgq6uLzMxMHB0dsbe3JzAwkJH/h7Y3j4rq2tt1nwKUXhSk6KFAFAQURLoAAUpEIIC9IrHvEhMliYlRSWwgxsTYZSfuuDVGo8a+iUZR7EFFBUQRBRRFGhukEZBWVGCeP9w1z97fueN8e3z33hpjjaFUsVax1lxzzjV/7/u8HR2yDTU2NlJZWcm1a9eYO3cuPXv2JCUlhZycHKqqqjh+/Djr1q0jKSmJU6dOERQUxO3bt2V8mq2t7b9d5x07drBmzRqysrL48MMPAUhISJBzoJs3b2JjY8OzZ8/YunUrcXFxlJeX8+eff0oa9PXr1ykuLsbV1RU3NzcpJW1qapI2p/LychmxcujQIUk1P3nyJNeuXSMtLQ1nZ2cZKWNgYMDGjRtlrENXVxcuLi7S1z9o0CCuXLmCsbGxLCocOHCA/Px8bG1tgbdAHUNDQ168eEFTUxMHDx6kd+/e5OTkYGpqSn5+Pjk5OQC88847mJmZyfNTXl7ON998g6urK56enhQWFhIQEIBarZaLart372bhwoV88803EtbYrVs3XF1dSUhIIDQ0lLlz5/Ltt9/i5uZGSUmJlHE/e/aM6upqGhsbZU7oxo0buXDhAvfv35eQvKFDh1JXV8eJEydwdnZm4MCB1NfXo6enR3V1NUIIcnJyuHXrFn369MHZ2VnGo/wTmvg/ejDU+g8/5wVYAZHAT8Dv/7Jt+092oFAotikUihqFQlHwLz9LVigUTxUKxa1/bu/9y3tJCoWiRKFQFCsUisj/5Bh1dXW0traSkZGBUqnk6NGj+Pv74+joyPXr11EqlaSnpzNjxgzKysq4cuUK69atY9GiRXLCDWBubk5iYqIEznh4eKBUKjE0NMTCwgKVSsXhwzCrWI8AACAASURBVIell8Tc3BwLCwsmTJjAkCFDpL9Hg+t3d3eXEAQHBwc8PDxwdHQEoLa2lg0bNgBv8+3UarX8zunp6ZICtXDhQoyMjPj6669Zt24dRUVFFBYWkp6eLv9OTYZjUVERRUVFMpQ+PT0dpVLJqlWr2LVrF0OGDGHSpEm0tLQQHh6Oh4cH/v7+HDx4kPj4eEk++uWXXxgyZAiTJ08mPT1dDiy5ubnEx8dLAEJqaioHDx4kLS2NlpYW4uLi8PPzo7W1Va4kZWVlcfz4cRwdHfHz86OlpYXly5cTExMjz3lZWZkMYc/OzqatrQ2VSsXs2bMpLy+nq6tLhmqfP3+e+Ph4MjMzJYpYqVTKOA9/f3/KysqkVMvDwwMLCwsGDBjAunXrMDc35+rVq3h4eJCRkcH48eOJjY1l586dFBYWoqWlxYEDB/Dw8KC1tZUBAwZI705hYSGWlpZcvHhRUvY0+WnHjx/n6tWrODg4sGDBAgA5WFZVVcnYiLKyMnJycigrK5MerocPH7Jo0SLgbSV31apVMk8pMjKS/fv3ywDp7OxsfvzxR65cuUJhYSHl5eWy2nH8+HHGjRtHbGws27b979tTV1dX+rf8/PxYsmSJfK+wsBB/f3/q6uokpTY9PR0/Pz8AysrKMDQ0lP6NEydOUFBQwJQpUzA0NCQ+Ph6VSsXLly/x8PBg/fr1wNtKyeLFi4mPj5f7unr1KomJiYwfPx53d3d+/fVXObht27aNc+fOERISglqtlu1XowAQQshcNkNDQ3JyclCpVCiVSoQQ7N+/n9TUVHmvZWdn8/z5cxmGm56eLrHrT548IT4+HiEEAKWlpRKyk5qaKq+RJqBW06adnZ1xc3OTJEGNp1ShUMjcM3d3dzZt2kRBwdvuTtNe7e3tUavVzJkzh4yMDAoKCvDz80NfX5/U1FSuXr1KUVERtbW1pKamMm7cONlG1Go1SUlJeHh4EBsbK72Uv//+O0uXLqWlpYWwsDAOHz4sQ5bb2tpIT0+nurqaefPmUV9fz5kzZ1Cr1Vy4cIH09HQePnwoUf9qtRp9fX3S0tJwd3fH0dGRsLAwwsPDAVi1ahU1NTUIITAyMmLMmDGMGDGCRYsW0d7eTmJiIhcvXmTw4MGymq2vr4+joyOlpaWyHy4rK6O6upqCggJWrFjBZ599RnBwMH5+flhYWGBubo5SqSQ3N1dWdA0NDenq6mL9+vWUlZXx3nvv4ebmRkBAACtWrKCmpkb249XV1Zibm0sjv6Z9tLa2cv/+faqrq+W1c3BwoKWlhc2bN2NoaIiBgQHu7u7k5OTQ2tqKl5cXqampkhw3bdo0DA0NGTVqFH/99RdVVVVSXq6h2dXU1LBo0SJycnI4duwYSqUSfX19jh8/TmtrK48ePWLs2LGsWrUKHx8fvL29mTdvnoSkaKIVEhMTZWTK5cuXZYWzs7OTX375BbVajRCCZ8+eYW9vT01NDbm5uVhaWhITE4NKpcLc3FyOAQ8fPpTWAU01MywsjBMnTpCYmMjDhw9Rq9Wo1WoaGxsBcHNzk7EK7u7uuLm50dLSgp6eHjdu3EClUsmqeb9+/ejq6sLPz49t27YRFhbGmjVr6OrqAiAiIgIPDw9UKpXs51tbWzlx4gTHjh0jJyeHtLQ0QkJCKCwslCCKrVu3cvz4cc6fPy/Hj6lTpxIUFMT48eN58uQJH330Eenp6dy5c4fly5dz8OBB9u3bJ8mLgYGBqFQqzp49S3BwMNOnTyc6OpqLFy+ye/duqRC4du2alCGvW7dO5sxZWFigVCqZM2cOgCRzfvHFFxw6dEj2pxqOgIGBgQQsTZ8+nZKSElatWiUlatOmTePNmzfExcXx9OlTCgoKKC0tZdiwYSiVSjIyMrhz546cl+Tk5FBaWkqfPn0YP348paWlssKmkcxq4B379++nrKyM0tJSxo8fT3p6urznVSqVHEdbWlr47rvv2LBhA/n5+bIvDAwMBMDd3R0nJyeEEKjVasLCwnB0dGTbtm1MmDABeFvd++qrr8jIyGDNmjXMnz+fJUuWcPjwYcLCwvjggw+YOnUqKpWK0tJSbt68yZIlS/j888/ZuXMnvr6+7N27V7bBQYMGUVJSIis+PXr0kAqY7OxsSktLCQgI4OXLl5w4cYK4uDhyc3OxtraWf9/Ro0fl2Pb9998TExNDQUEBZ8+eJSYmhsmTJ8vQ9jlz5pCQkEBhYSFKpZKNGzfS2trK+fPn2bt3L46OjrKCN27cOLlfjZdwzZo1xMbGSrXXuXPnJKwsNTWVmTNnYmhoiLm5OR4eHjIuw93dndraWtknxcbG0tjYSGhoKD/99BNDhw5FW1ubK1euMH78eEnU9fDwoLa2luPHj3P8+HHJDliwYAEeHh6Eh4djZWWFgYEBO3bs4MyZM8TFxVFWVkZWVpakdtrZ2eHl5UVtbS2jR4+W116TmVheXs6qVau4c+cOCoWCzs5OLly4gFqtxsbGhr1791JSUiJzX01MTGQhJSsrS6o+0tLSuHTpEi4uLuzbt48BAwZI4rZmLAPw8fEhJCSEU6dOYWVlRVdXF+bm5qjVarZs2cKWLVvkuN7Y2Ii/vz8qlYq6ujo++ugjeS9qvo+hoaGknGpgb0FBQXz00UdMnDiR1tZWpkyZQn5+PgMGDKBfv35kZmaiVCo5fvw4BQUFCCG4c+cOz58/p3///tTV1VFQUICenh6WlpYsWbJE5l+GhobS3t4u/Y4Aly9flpL5cePGSe+zhicAsHbtWlxdXWWb1dwzHh4epKWlSXXi7NmzycrKwt7eXvIBUlNT6dWrF0OGDKGgoIAxY8ZgYGDA3Llz5UPv/+T1n1YMTwDm/L+Az6SkpDTw9iFyVHJy8sZ//iwMuCSEmJKcnLwpOTn5AYBCoXADkoFBwF/A/pSUlF+Sk5PF/+0Y33zzTXJ9fT0jR47kwIEDcjXJ1taWx48f09XVhbGxMenp6fz888/U19czbdo0bGxs+O2336iqqmLlypUUFhby7bffEh4eTlRUFJWVlaSnp/Pq1Suam5spLCxk8ODB2NraSiTtq1evuHjx4r/5yzTmdg32uKGhAW1tbTw9PeXKT0REBObm5hQUFMjfOX36NJWVlRQWFmJhYUF2djaZmZmUlZWRnp6OnZ0d7u7uNDU1YWJiQl1dHRcuXKC8vJx3330XT09Pif1ua2uT8Rh+fn6kp6fz+PFjSZh78OCBNOMaGRlhZGTEy5cvZdVKV1cXZ2dnSY4KCQmRqzX9+/fn1q1bUvKqyWw5deoUvr6+1NXVYWVlxd27d/n000/p7OwkKSmJFStWSMN6RkYGOjo6LFiwgKdPn6Ktrc2zZ8+At6s4lpaWUmrz4MED2tvbUSgUvHnzhsjISJ4+fSo7yIsXL9KvXz/q6+sZOHAg2tra5OXlSb9pSEgIlZWVFBcXU1VVxejRo7lw4YKMVnjy5AmNjY1s2rSJsrIyubLT0tICIGWn165dkxh5R0dH5s2bx9GjR9HX18fJyYmKigoJKcnJyZErth0dHYwdO5ZHjx6xc+dOhBBERkYybNgw3Nzc5PePiIhg79691NbWEh4eTllZmcwQKi8vx8fHh7a2NgICAli4cKGEGGkq5CUlJdy4cYOYmBgOHz6Mn58f9fX19OzZk7CwMAlY8vHxQV9fn4yMDH766Seqqqq4ffs2KpWKIUOGcPXqVezt7fHz80NLSwt/f3927drFjRs3pBSxtbWV0NBQ8vLyyM3NJTAwUMalaGQ+z58/Z/fu3cTFxUn5UmdnJ6dOnZJh0y4uLpSUlKBUKklISKC+vp7y8nLa2towMDAgLi5OSt/a2tpkVMTgwYO5evUq/fv35/Tp03R0dODu7s6lS5eYP38+O3bskKtv33//PWPHjuXMmTMoFAqEEDx+/Jjo6GiCg4MpLi6WJFgPDw+Z1ad5oP3b3/5Gr169MDMzo6amhsLCQj755BM2b95Mr169ePDgAYGBgfz5558kJSVRWFgoszubmppkHqWOjg5aWlro6OhIadqdO3dwc3OT4cFbtmwhLCwMpVJJaGiojK/ZsmWL9IrOnj1beova29t58uSJpMqamJhQVFQkISYa8p+zszO6urpSdvLixQvCw8MlxVVLS0uGI2u+86lTpzA0NJSLI+vXr+eHH36QRMoffviBLVu20L9/f+bMmcOAAQPYsWMHTk5OLFq0iPPnz+Pg4CCl+Ddu3MDJyYng4GCampp48eIFWVlZdHV1oVarZUVQAyHS3OMvXrzg/v377Nmzh4iICA4dOsS7777L7t27GTBgAP7+/hw5coSamhoJA9DALSwsLGQuZkFBgaza2djYSB/YmDFj5Kqyhi6siciIioqio6OD169f07NnTzo6Oli0aBGWlpacOnUKAwMDJkyYwK5du0hJSaGjo4M9e/bg7e2Nj48Ply5dQkdHR0Ku/Pz8WL16NREREdy9e5f8/HzOnDnDpUuX2LBhA+Xl5Xh7e/P06VMZI/Drr79iZGTEyZMnmTt3LmZmZnz88ceyujJ37lwSEhKoq6sjPT2dgoIC2tvbOXDgANHR0bx8+ZIXL16QmJjIli1b2LVrFz179iQzM5Pa2lqZnWlvb4+DgwN37tyRoI7du3fj7e0t/YdlZWUyxPz8+fO0tLTIFfPY2Fi0tbWxtLSkubmZjo4OKaf89ddfOXr0KFpaWlhaWuLm5sb9+/dxdHSUstTr16/j7u4uc/x8fX3p06cPJ0+elN5qjUf8vffe46+//mLs2LEYGBhQV1dHZ2cne/bswdjYmLi4OM6cOUNZWRnW1tb06tWL2tpa3nnnHZ4/fy5jh+Lj46Uv69ixY2zatImgoCAKCwvx8/PD0NCQY8eO4e3tzcSJE3n8+DEGBgYSQGJjY8M//vEPWeWJjo4mNDSUhoYGLl68yK1bt1i7di2TJk3i1KlTeHp6Ssz8yZMnJcTu4sWLODk54e3tTV5eHh4eHri4uGBjY4OTkxMBAQFcvHiRd999F2dnZ0aMGAG8lRr7+vrKKJoNGzZw+fJlPv74Y27evIlSqZQL3U+ePKGmpgaAx48fExERQVZWFhYWFvj7+5Odnc0nn3xCTU0N2tra/zYf2bhxI7m5uVy8eJHg4GAqKiro2bMn169fJyUlBX9/f0pKSuScYsWKFcyZM4fPP/+c0tJSVq1aJWOKHj58yIIFC7h//z6bN29GX1+f5ORkkpKSsLKykpPfzMxMmYOped27d49PPvmEtLQ0hgwZgrGxMWq1mrNnz3Lp0iX09PQwMTFBX19fxr3o6enJ2BNNZd7S0pIRI0awadMm4uPjOX/+PIcOHZL9c79+/QgPD2fp0qXExcVx5MgREhISePXqFQ0NDVy/fl36LlUqFcXFxcyYMUN6hG/dusX169elN/3hw4fcv3+fbt264e7uzunTp9HX1+eDDz4gJyeHe/fuSQmolpYW7e3tpKSkUFhYyOHDh6VVqU+fPlRVVdHS0sLkyZO5cuUKBQUFBAYGcu3aNeLi4qipqZGLQpr+FN4qTJ4/f8758+c5cuQIc+fO5fTp0xI6lpqayogRI8jKymLXrl1YWFjQ0tKCv78/8fHxnDlzhjdv3vDs2TOcnZ1ZsGABx48flzFQGouUJpaksrKSlpYWurq6+Mc//kFBQYFs+5cuXWL48OF0dHTIyqom3y8iIoL8/HwOHz4sZduNjY306dOHRYsWyQJQcXExvXv3ZsyYMdTV1fHnn38ycOBA4uLiuHz5svRVLl26lLy8PAYOHEhlZSVVVVVSzWVmZkZ6ejr5+fk8e/ZMKqw0i4oJCQnk5+cTFxfHr7/+ypQpU6R/MioqCkNDQ9LS0jAxMWH16tWsXbuWgwcPkp6ezpIlS3jx4gU3b97k+vXrREZGcvr0aaKiojAxMaGsrAxLS0tcXV2prq7m1atXZGZmMmvWLM6cOUPv3r25d+8e5eXlvPfee9IOZ2xszNOnTxk4cCBHjhyho6ODhIQEhg0bxp07d3B0dPz/PuD+X18pKSkrgRZgOLAC+JG3lcOfgJ+Sk5Mb/7t9JCcnV6SkpOgC7/+XB8PXycnJV//L8WYBBUKIjOTk5BcpKSkxwIPk5OQn/7djLFu2LHnQoEG8fv0aW1tbgoKCOHjwILa2tjg7O2Ntbc3Dhw+ZNGkS69evp7CwUOKHb9++zciRI3n58qUMWdbo2XNycnB3dycsLIzU1FRsbGykRMvS0pLi4mKCg4PR1tbGwsKCBw8e0KNHD4qKitixYwft7e2SJNre3s6jR4/w9/fH0tKSvXv3olKpJK68W7duvHjxglGjRknfYW1tLRERESiVSgnWuHnzJkOHDuXVq1fcunULExMT4uLi6OjoIC0tDVtbW2xsbEhPT5dVk5iYGP744w86Ojo4efKkPKZmJV4jpV24cKH8nba2NtLS0mQeVUlJiQwEbmxspKOjg3HjxskB2c3NTeYT2tvb89dff7FixQrKy8vlw1NlZSVaWlqUlZVJWawmTuLzzz+XOW0aL4Srqyv5+fmMHj2agwcPMnnyZKn71oBiXr9+LZH/1dXVEvU8aNAguSK1Y8cOSduzt7dn+/bt0m9oamqKiYkJQ4cOZfv27Zibm+Po6Ej37t3Jzs7GxsaG169fY2xsjLe3N0qlUlJKm5ubZWam5kHQ29ubK1euYG1tjZmZGWZmZri7u5OcnEzv3r3p168fenp6lJeXU1NTw507d9DV1QUgKysLPz8/Ro8ezd27dykvL2fGjBl0796dhIQEduzYQVlZGfb29gghOHv2LPfu3cPY2JiKigpcXFyIjo6WhKygoCCuXbtGdXU1z58/57vvvuPHH3/k8OHDElaydetW6uvrefXqFUlJSWzatImvvvpKUmXz8vIknVcT7aJB4kdHR/P06VMsLS3JycmRvhlfX18GDRokPU0FBQUMGDCAe/fuSembj48PQ4YM4c2bNxK809bWRkNDA927d8fIyIgLFy7g7e2Nh4cHFRUVuLu7Y2FhQffu3WlsbKS8vJyioiKEEEybNg0HBwdu3LjB6dOnsbKykqv/oaGhHD58mFevXrFq1SoZ7n7r1i127txJVFQUzs7ONDc3o1QqKSkpkREef/zxB05OTvTq1QsnJydev37No0eP5MR39erVHDhwQOr/T58+LYmAjY2NMhB35MiR0jN15MgRwsLCiI6OJjs7W0ppf/31V3r27Im/vz/bt29n8ODBqFQqzp07R2ho6L8Bm86cOcP777/PkydP8PHx4eHDhwQGBtLc3IxCoWDp0qUy8Lu5uZm2tjaePn3K+++/T0ZGBtOnT6eyslLSf5ctW4a7uztTpkxh165dVFZWcvToUcrKysjIyGDMmDEkJyfj4OBAz549CQgIYPny5Vy9ehUhBIsWLSIgIECSLUtKSmRFztDQEFtbWx49esSoUaMYNGgQYWFhMvNUE/Hj7u5OfX09paWlaGtr09nZKeX43bp14+HDhwwYMICuri50dXW5d+8era2tKBQKysvLCQ4OxtLSkitXrjBr1iymTZvG6dOn5WLF8OHDCQwMxNnZGSMjI5qamrCyspKrwzo6OixcuJCzZ88yatQobty4QW1trZQSX7lyheTkZJYuXSolVWPGjJEE6Zs3b3LkyBGMjY1JSEigqqqK+vp6ysrKWLx4McbGxhw5coTly5ejo6Mjc+7y8vKora0lPT2dN2/eUFNTg6+vLw0NDYwePZr4+Hh+//136fWrqalh5cqV9OjRg4CAALZv386TJ09wcHDg6tW3Q+q0adPw8fGRMUDHjx+XVQshBL6+voSGhhIeHk5XVxclJSXY2dnR2toqZcMamE1ISAiXL19m7NixvH79WuYBe3h40L9/f4qKiqiqquLly5dkZWXJxVJXV1c5qU9NTUWhUBAXF0deXh7nz5+XHudevXoRHR1NVVWVJFNrQCmPHj2iqamJjo4OrKysmDlzJkZGRjx69EiC4Nzc3Ojfv7/MmW1qamLkyJEcPHgQLy8v6uvr5aKtxj9+584dfHx8OHv2LL1796Z79+58/fXXREdH07dvXzIzMxk0aJCE/RgZGeHo6Cjl7mq1GmNjYwlxe/78ORMmTOAf//gHf/zxB0FBQYwYMYK//e1vDB8+nBcvXvD69WuZwWlkZMTs2bPl4qSrqyuOjo4UFRXx4MED7t69K6W3dnZ21NbW0r9/fw4cOICnpyfFxcUcPnxY5pZeu3aNtrY2hg4dSmZmJkePHiUvL0/OK6qrq3nz5g0ffPCBBFRpKtRDhw7l1q1bxMbG8vXXX7N9+3bu3LlDZ2cnAF999RUzZswgLy8Pe3t7Jk6cyODBg9m3bx+rV6/Gz8+PvXv3UlVVxeLFizEyMmLHjh0sX75c0msvXryIjY0N1dXVmJiYSKhNeno6LS0t0ru2bds2SktLaWxspKGhQXpwFQoFhoaGLF26lG+//Zb79++TnZ0NvK0Q1dXVUVpaKh+SFQoFBw8epKqqiq+++orXr19jZWXFb7/9xujRo7l37x5Xr17l+++/Jy8vDysrK3R0dBg5ciSenp4A/PzzzwCYmpqya9cuNm7cSFBQEH379qW9vV367zRzw/3790sq8/Xr19HR0eGzzz6jtbUVT09PampqUKlUbN26FQ8PDyIiIjh58iTnzp1j//79fPLJJ6SkpGjmwnh6euLo6CgXtWfNmsXdu3flIv3GjRtZuXIlN27c4O7du+jo6LBp0ybq6uoYM2YMGzdu5NNPP6Wurg4hBL/99hudnZ18+eWXnDlzRtK9Fy9eTFtbG5MnT2b+/PkMGTKEkpISDA0NaW1txdHRkdWrV9O/f39evHjBs2fPWLBgAUVFRVRUVKBWqxk4cKAEtri6upKdnS1hchqScbdu3eS46enpyYYNGzA1NaW8vJyGhgZmz57N9evXaW5upqGhgSFDhmBmZoaJiQmxsbGo1Wr279+PEIJ3331XMhlUKhU6OjosXbqU/Px8MjIy+OCDD4iJiSE2NpaHDx9iZGTE/fv38fLy4tKlSxgZGTFu3Dhu375Nenq6VLnV19djYmIilTb379/HyckJXV1d+bA/e/ZsNm7cKKvojo6OzJo1SyYdaIj4Bw8epLq6Wj6Ax8fHS5r7nj172Lt3L2VlZRw6dIigoCBOnjxJeHi4bHc6Ojo8evSIQYMGMXbsWHbt2sXYsWPR0tIiLCyMLVu2MGnSJPT09Pjll18knf2fKqD/Xx8MnQF74HMhRF1ycnLjv27/6cFSUlJ68n8+GH6QkpIyIyUlxTclJeVScnJye0pKygSgKDk5+fY/P6cGqpOTk4v+6z4VCsUHKSkpm1NSUj7o3r27taWlJTY2NtTW1kpqUGNjI6WlpWRlZfH8+XNZnYuJieH06dMYGxsTHR3NpUuXaGhoYNiwYTx69IiioiIZTB8UFERmZiaTJk1CCIG1tbX0d+Xn5zNy5EhJHRswYIA0idbU1LB582Y6OzspKCjgnXfeQV9fnzNnzshAdY2ko6amRq7qVVZWYmRkJJHo3bt3x9HRkb59+2Jubi7JjxqPoZmZGQ8fPqSsrIy+ffty9uxZGhoaMDQ0xNfXl46ODmpqarCysqKhoYFJkyZhZWWFnZ0db968oaurC1dXVyZPnkxKSgr9+vXj5cuXnDt3jvfffx+AtrY2OUlydXWlq6uLy5cv4+joKHPVPD09CQ8Px9TUlJcvX8rJTkVFBfHx8dJ4q6kEaLK2MjMzJVK8paVF5jzZ2dnR2dkp/W0BAQFcv36d0tJSMjMz8fT0pF+/fpw6dYqXL19SXFxMv379eP78OaampvJGP3v2LH369JEhyF1dXYwePZrLly+jr6+PlpYW+fn51NfXy5wZjQk8LCwMLS0tWltbyc3Npb29ncDAQPbu3cvAgQOprq5m165daGtr09jYyMyZM6murpYh3AYGBhIDb2xszNixY1m3bh3Pnz/H2toatVrNoUOH6NevH0FBQWhra8uYh2PHjmFubo6TkxNXr16lq6uLgQMHYm1tzenTp2XHqYEjde/enQEDBpCeno6JiYnMzgwMDMTOzo7Xr1+Tm5uLh4cHTk5O2Nvb097eLqNdPv/8c+bPn8+HH37IjRs3sLCw4OjRo3R2djJx4kTCw8MxMzOTpL2ePXtKv8f9+/fR0dEhPDxcQnumTZtGQEAAxsbGnDx5EgcHB/T09GTVU0tLi/79+9PY2Eh7ezs5OTk8efJE5olqpJhGRkb07NkTT09P6YtdvHgxJSUlPH78GIVCwfbt20lNTeXFixcSRLFx40ays7OxtrZm+/btkv56+vRpAgMDJUbf19eXy5cvy4nYlClTOHnypIxliIyMREdHh7y8PK5du8bQoUMJCgrC39+fY8eOcejQISIiImhvb8fW1lbKwywtLSkvLycqKoqcnBx69OhBr1692LdvH9bW1mhpaVFSUsLcuXO5efMmeXl5eHl5ERwcjIeHB3379qVHjx7cu3ePqVOncu3aNSoqKpg6dSppaWlMmDCB77//nvr6eoyMjNDS0uLVq1eMHz+eCxcuMGzYMOBtjtrAgQM5ceIECoWCHj16SABPTU0Nqamp/PLLL8yaNQt7e3s+++wzLCwsmDFjBrt378bc3BwtLS1SU1OJjY2lurqa27dvY2ZmJqE048eP5/79+/z5559S7VBSUiJlqoMGDSIzMxN3d3f69+/P119/LVfZjx07xpUrV3j8+DH3798nJSWF+vp6lEolXl5eVFRUyHMzduxYjh07xuDBgzl8+DAAQ4YMkRTY169fM3z4cB4+fIienh6enp5s3LgRXV1dQkNDefLkCampqfj6+vL8+XNUKhX19fWyatnZ2cm7777LyZMnZdXwwYMHdHR08ObNG9lnZmRk4OHhgZGREfv27aNv374sXrxYLhQ5OTlx6tQpmpqacHd3x87OTk62ATo6Onj58iW1tbU0NjYSGxtLRUUFnp6exMTESP/I8+fPuXHjhryeixjsBwAAIABJREFUe/bs4erVq8yaNYtz585JovSMGTMoKirC0dGRpqYmKbXV5GUWFRXx5s0bGWNTV1fH7t27mTFjhgyDNzc3Jysri08//ZRNmzbJ9qahDpeWlmJra8uoUaM4dOgQz549kxPx1tZWrK2tMTc3JzAwkPb2drS1tbl9+7Ycr5uammSGq729PU+fPqWiokISOl+/fs2ff/4pJ7hFRUWMHj2aiooKiZWfPHkyK1eupKioSAZnP378mJycHLp160Z7ezsPHjzg559/5syZM9jZ2XH16lVMTU2xtbUlOzubmTNnEhwczMGDB6msrCQ6Ohpzc3MOHTrE7Nmz2bNnDx0dHRK0YmpqSo8ePcjIyODXX39l9OjRlJWVSfVBXl6e9OYfOnSIBw8eYGxszI0bN3BwcJAMgZaWFgIDA/njjz8YN24c6enpDB48mIsXL0p6MLwFU0VHR5Obm4udnR2zZs3iu+++Iy4ujvb2doQQFBcX09jYyG+//Qa8hWdVVlby4sUL9u7dy/r163n9+rVsb6NHj2bBggVUV1dLkrWbmxumpqacOXNG5iJXV1fTq1cv/P39GTt2LHV1dWhra2Nubs6ePXuIjIxk9OjRrFmzhtu3b6NWq7l//z7wFgY3YsQIHj58SJ8+fTAyMpLe1RUrVjBq1Ci8vb3p7Oxk8+bNtLS0cOvWLfLy8qTaqL6+nr///e/U1tYSHx/PsGHD0NHRQalU4uTkRENDAz179sTY2JhBgwZJRoOGIRAQEAAg5Yf19fXExMRw4cIF9PX1aW1tRV9fn87OTkk51cCqysrKmDZtGllZWdIao1Hu9OrVi08++YRTp07h5eWFEII5c+bQ1dVFU1OT7Ks0ZE6NrWjw4MH8/e9/l5E5mrw6HR0dGXL+r7C73NxcRo0aRUFBgZzgDxkyBENDQ77//nu++eYbKisrqaur4+jRo9y5c4ddu3bJPgT+tyXg8uXLlJSUsH79etra2ti1axdHjhyhoqKCY8eOkZuby9KlS6Ufc8SIEZw5cwY3NzeOHTvG9OnTcXFxIS8vT473NjY22NvbyxzBmJgYTp48ybZt2/jrr7/44osvpNpo1KhR6OrqcvbsWSZMmMDatWtlzENdXR1ZWVnMmTOH0tJSli1bxqhRo/jqq6+4desWX375pcwtbmpqwsHBgU2bNnHy5EmGDx/O7t27ycnJkRnWUVFRrF27llevXmFmZkZbWxvnz59n586dnDhxAi8vL06fPs3s2bMl5dzf35/c3Fyqq6uZPn06VVVVaGlp8fDhQ5lH3tzcLBUHAD179uTKlSvSy7t582YmTJggHw6TkpIICQkhMzMTgICAAO7evcuUKVNkn3v//n2++OILnj17xvr16+nZsydLlixh27ZtqFQqLl26RHBwMB9//DHXr19n2LBhdHZ2snHjRtrb28nMzEStVpOXl8e8efMkmKmqqoq//e1v+Pv7o6Ojw7Nnz/5HD4aSuPR/24AfgJfAbWAtsOxft/9kH//cj4q3lUDN/y0Abd56HVcC2/7581+ASf/yua3AmP9u/zY2NmLevHkiOjpaqNVq8dlnn4mpU6cKQEyePFk4OTmJAwcOiMjISGFtbS2WLVsmbG1tRb9+/cS8efMEIObPny+8vb2FhYWFWLJkiXBxcRFjxowRGzZsECNGjBBGRkYiPj5ejB07VgDC399fJCUlCR8fHzF16lShVquFWq0WdnZ2Ijo6WgAiMDBQODs7i++++044ODgIa2tr0a9fP/n+ypUrhVqtFkqlUiQmJopPPvlEAMLJyUloaWmJhQsXCkC4urqKUaNGiT59+oiAgAChq6srAgMDRVBQkHBychLOzs7C2dlZuLu7CyMjI6FUKkVsbKzw8vISPj4+IioqSkRFRYmRI0eKqKgo8eOPP4oePXoIDw8PYWZmJgARHh4ugoODxZgxYwQgN2dnZ2FnZycA8ccffwhjY2Ph4uIiABEQECAA4ePjI0aOHCm2b98uevfuLcLDw8WCBQvkZzZs2CDs7e1FUFCQMDU1FYBwcHAQkZGRwsXFRURFRYnJkyeLpKQkoVKpxLBhw0R8fLxwdnaW+x8+fLj8nhYWFsLW1lZMmTJFREZGiujoaBESEiIsLS3FqFGjBCDCwsKEnp6e8PHxEeHh4cLZ2VnEx8fL9ydMmCCv48KFC0VwcLAwMDAQBgYGIjo6WixatEgMHjxYREdHi+DgYDFt2jQxbNgweV6GDh0q9PX1hb6+vggMDBSA8PT0FAqFQkRERMhrCchjzp8/X0ybNk14eHgIIyMjYW5uLoKDg+X5AISVlZWYOnWqWLlypUhKShLBwcHC1NRUaGlpicmTJwtAWFtbi+DgYDF16lRhbW0txo8fL9zd3YVarRbTp08XZmZmYtSoUcLf31+4uroKQPTo0UOEhoYKQERGRgp/f3/5/VxcXERkZKSYPn26mDp1qhg6dKjo16+fmDRpkvDy8hJjxowROjo6Ys2aNQIQc+fOlW3D2dlZmJmZieXLlws/Pz8BCH19faGnpyfmzZsndHR0hI2NjWwzy5cvF5MmTRLTpk0TQUFBYsOGDSIuLk4sXrxYzJw5UwDC3d1dzJw5U1y+fFlYWloKhUIhAOHm5iZWrFghEhMThaenp/D29hbh4eHCzMxMhIWFCTMzM5GUlCRcXV1FdXW1cHZ2lr+raav+/v5ixIgRwsvLS+jq6go9PT1hYmIizMzMRHNzs+jZs6f48ssvBSDbfVJSknBychLdunUTVlZWAhCzZ88Wzs7O4sMPPxTW1tZCqVSKPn36CCcnJxEeHi5++OEHeX579+4tIiMjRUhIiLCzsxPW1tZi8ODB8n07OzsRHBwsLl68KAAxbdo04ePjIyIiIuRnVCqVAMTEiROFSqUS/v7+Ijo6Wt4jgAgODhZbtmwRw4YNEx4eHsLQ0FD4+PiI7777Tnh5eQltbW3h4+Mjli5dKlQqlXBychIqlUr06NFDtu2YmBihVCpFTEyMmDBhgjAwMBCAOHHihEhMTBQhISHC1dVVhISECGtra/HLL7+Ibt26iY8++ki2KWNjYwHI9gCIBQsWiA0bNggtLS0BCHNzc9kWhw0bJqZMmSK8vb3F8OHDhZeXl3B2dhYBAQFi1apV8t7S9FWae8XAwEDEx8eLESNGCGNjYzFw4EBx4cIFMWrUKGFkZCTvU1NTU9m2zM3NZf9rYGAg7OzsxAcffCDs7e3Fhg0bhIuLi3j16pW8V0xNTcWiRYtEQkKC6Nmzp7C3txcqlUoYGRmJhIQEcfnyZREWFiYWLVokXF1dxbp16+Tf+NtvvwlAjB07VkyfPl1YWVkJa2trkZSUJMaMGSNcXV2Fg4OD8PHxEYD48ccfRWhoqHB1dRWurq7i66+/Fv7+/sLd3V0A4ptvvhG//fab8PLyEtHR0WLZsmUCEBEREeLQoUNyvNi6daswMTER9vb2YsyYMcLc3FzMnTtX/Prrr8LExEQ4OTkJY2NjsWTJkn/r6wHx3XffyX8HBQUJBwcHYWVlJRwcHISnp6d8b+TIkWLgwIECEGZmZmLWrFkiPDxcjnMqlUosWbJETJw4UfY/gBg3bpywtLQU7u7uok+fPmLy5MnCy8tLTJw4Uejp6YkPPvhAJCQkyH7Tz89P9OrVS8THx4vhw4fLcc/BwUEMHjxYeHt7i8TERAGINWvWiCtXrojBgwcLGxsb8c0334ixY8eKiIgIYWVlJTw8POR9pNm6d+8udHV1ZdsCREJCgtDT05P/V6vV8j5bvHix6NGjh+jevbt8PyIiQowaNUocOXJEjB8/Xnh4eIioqCgBCHt7e9GnTx+hr68voqOjhYmJiXBwcBCJiYmiW7du/8f9DQgTExMxYsQIYWpqKtzd3cX+/fuFs7OzcHNzEwYGBiItLU2YmJiIr7/+WkRGRorIyEjx+++/i8jISHm+NWOgZj4AiMTERBEdHS2USqUwMDAQ165dE5GRkSI2NlYAYsqUKWLYsGFCCCEmTpwo9uzZI+bMmSPH3R9++EH069dPeHh4CF1dXeHh4SGGDh0q2tra5HwHEMOGDRNr1qwRv/76q2xHFhYWwt/fXwwfPlyeO00fGBsbK8LDw8WKFSvE5MmTxcyZM2VfkpCQII4ePSp0dHSEkZGRWLFihdDR0RHnzp0T9vb2YuLEiaJXr17Czs5OBAUF/du1/eKLL4STk5OYOHGi+Ouvv4RarRYBAQFi3rx54qOPPhITJkwQCoVCBAQEyD5hy5YtIjQ0VPj4+IjAwEARHx8vAOHl5SW0tLRESkqKsLe3F4D46KOP5LlJTEwUGzduFElJSbLv0dfXF7NnzxYqlUr06tVL2NjYyHY0bdo0ERUVJfz8/GR71/QbmvFFM2YBYtWqVfLe/PTTT8WIESPke3v37hW6urqyH4mMjJTtLz4+XigUCjFv3jwh3k6qxdq1a0VxcbEwMDAQU6ZMkeOK5v7csmWLAISHh4cwNjYWJiYmIiEhQaxatUr4+PgIJycnsXLlSjFlyhRhbm4upk2bJoYOHSoAERISIgARFxcnvL29hZGRkejRo4ewsbERixYtkv2hpq1YW1uLlJQUYWxsLIKDg4VKpRKTJk0SvXv3lmOa5nxq+nDNdunSJdnnjRo1Sjg7OwsDAwPZXy5fvlzo6uoKpVIpFi5cKIyNjUVgYKDsi5RKpfjoo4+Em5ubsLCwEJaWluKXX375t2NERUXJ+duwYcPExIkTxaxZs8SyZcvEwIEDhY2NjZgyZYoIDQ0VCQkJ4ssvvxRCCPk84OTkJKysrER0dLSIi4uT12jixInC0NBQBAUFienTp4vk5GRhb28vlixZIj788MN/+w4WFhYiPj5eREdHCzs7O7Fu3ToREBAgNm7cKHx8fMSrV6/kuYqKihIbNmwQQO5/+nz2r9t/Cp/5EugOuAPzgeX/ZfsfvYQQ1UKITiFEF7AF8PvnW08Au3/5qC1Q+d/tT1dXFwMDA2nWLiwslDIDDchi27ZttLa20trayv79+zE0NGTGjBkUFBQwceJErl+/Ls33hYWFuLm5cfjwYZYuXSpXly5cuIChoSF2dnYYGBjI1Zbs7GwMDQ3lCrm5uTkfffQRNTU18vfc3NzkSpIGJqOJI6ipqaGgoICff/6ZgIAAEhMT6erqYvXq1URHR8vwUE0sgAYao5G6fvLJJ/j7+0tzf01NDQMGDJDVF6VSKcE3mogHjWnVw8OD+Ph4udKvKX37+/sTFBSEhYUFjx8/JiYmhhMnTshMNk3uXWhoKLm5uWRkZLBs2TJ27dqFUqlEoVDIY/7+++88evSIK1euoFQqZWB9YWEhbW1t8hwcP35cnv/9+/djZGQEvK0ktrW1SWmFo6MjM2bMkLCRuLg4Ll26hJ+fHzk5OajValpaWmR8xvnz53FycqK1tRV4G4exb98+lEol8BawoqFcGhsbyzakuVZWVlbk5uZiYWEh29y/RixcvXqVJUuW4OjoyKZNmwCkAXj8+PHy3xpITEFBAfHx8cTExPDy5UvWrl2Lv78/3bp1kzCeH374ge+//16a14cPHy79IXFxcQwYMICamhpiY2NJT0+XhmalUsm6desICAhg/PjxwFtz+IoVKygsLGTatGnk5OTg5+dHUFAQKpUKNzc3WaHT0CVVKhW7du2irKyM8vJyVCqV/IwGlgTI46akpEjZK7yF6Ozbt48VK1YwY8YMiouLJRhI094XL15MYmIi2dnZXLhwgZqaGiZMmEBsbCzu7u5s27aNmpoaCWxycHCQQBJHR0cKCgpkvlxGRgYzZszgwIEDbN68mcmTJzNhwgQcHBxwcHDAyMiIkJAQ/Pz8OH78OGVlZfj6+pKYmEh8fDyJiYkYGxsTGxvLmjVrcHNzw8/Pj6VLl/LDDz/g4OAgIQwDBw4EYMCAAezfvx+lUolSqeSbb76htLSU1tZWysrK+PLLL3Fzc5MAlEuXLqFQKCRQBpAkNWNjY5YtW8bcuXPZt28fM2bMoLCwkAkTJmBjY4NKpSIyMpLdu3fLPqa1tZWSkhK8vLwwNTWltraW2bNno1arqa2tlXCm/fv34+DggK+vL7m5uRw/flzm58FbYNOZM2dkf1ZTUyO/s6a6+/PPP7N//37c3NyIi4tj7NixVFZWsnfvXhwcHDhw4AD9+/dn5cqVMkxZkyeqyZpKTU2VkCXNCrfmvty5c6eUUMbGxsoszW3btslV0/79+2NjY4O+vj5z586V1XwnJyfMzc0ZN24cQ4YMkR40ACGE9IrGxMRICX1YWBhubm44ODjIfkcj5V66dCllZWWEhIRgbm4uwRcaOqNarcbd3Z29e/fKXNUffvhBBp2PHTsWDw8PHj58yPDhwzl06BAtLS24u7uzcOFCvv/+ew4fPoydnR0VFRUYGBjI6+Tr68uzZ8/Q0tJi/vz5FBUVye9/8uRJZs2ahRCCgoIC7ty5I2NZsrKyWL16NSEhIcycOVPKQQ8fPkxtbS2//PKLHP/69++PQqHg22+/5ciRI0RHRwNImezixYvx8vKSvmMDAwPi4+OlKgKQShQAOzs7meWmUb34+vry/fffy/ba1NREz549yc7Opnfv3vI+8fX1pbS0lLKyMtrb29m6dasEifn5+eHm5kZDQ4O8nr6+vjIYvqWlhcGDB/PkyRNUKhXnz59nyJAh2NjYcPLkSUlpzs7OlsCL4OBg1q9fz/Hjx5kyZQobN26kq6uL6dOnExoaKseDly9f4uDgwLBhwzA0NJR/a3h4OE1NTQgh+OKLLzh48CBnz55l3759zJ8/X8LAbG1tmTNnDhUVFYSEhPDy5UvS0tLw8/PDwcGBCxcu4Ofnx8GDBwFkfwDIuKDx48fT2dlJUVGRjFK4fv06K1euZM6cOTL+ZvTo0eTn53Pp0iXWrl0r96Ovr8/06dMljCg7O5vm5mZqamoICQnhp59+4vTp04SGhjJ06FCysrKoq6ujd+/e7N69m/fff59NmzahpaXF+fPnWbRoEQYGBgghWLt2Lb6+vpw7d46wsDDy8/Pl+ODr68tPP/3EnTt32LBhA76+vlRVVVFdXY2DgwOvX79m3LhxPHz4kKioKOlv1Eict27dSktLCzt37mT//v2MHDkSd3d3qcJZsWIFa9euJSwsjGnTpuHo6EhVVRWGhoaoVCr09fUBWLduHS0tLZw7d46lS5eiVCoZP348ZmZmHDhwgH379knwipGREZMnT+ann37CwcGB2NhYCgsLyc/P57PPPmPnzp0SrOTn50dYWBh37tyR3ui2tjb27NnDiRMncHNzY9WqVTg6Osr2oIGTaWBUzc3NqNVq7ty5w4ULF+jVqxcjRoyQ3yciIgIrKytiYmLw8/Pjq6++4quvvqJ79+5s3bqV9PR0AKqrq5k/fz6vXr3i6dOnaGlpYW5uLqNVNIqt999/n0GDBrFixQq+/fZbXFxc2Lx5M9bW1gghWL9+Pdra2hQWFjJv3jw5xjY3N9PY2EhZWRlff/01tbW1VFdXSzaCJl+5rKwMlUrFuHHjJOyooqJCeiG3b9/O/v37mT17Nubm5gCYmZkxffp0UlJS6N69O8bGxpJgf/LkSfLy8tDV1aVXr14A9O/fH1tbWxISEgD48ssvcXd3l1AeDSOhsLCQyZMnc+jQIV69ekVNTQ2rV6+mq6uLq1ev4ujoyPz58yX4LTAwUMabHT9+XMp5Q0NDaW5ullYfQ0ND9PX12b59O97e3sydOxcHBwdJSf3ss8/o3bs3J0+eJCkpiQcPHjB//nzi4uJIS0tDoVDIecXu3bvp27cvTk5OnD59mgMHDmBra0tqaqq0jmgSEtra2tDV1SUtLQ0zMzN+/vlnbGxs2LhxIzExMSxbtowxY8aQmZnJqVOn+Pzzz/mfvv5TKely/p/BMwpAkZycnPKfHOy/SkkVCoVVcnJyyz/fmw50T05OPvRPUM3ylJSU31NSUux5+zC6+L+Dz3z55ZfJly9fxtfXl3fffVfGSGj8By0tLTx+/JibN29KT1C/fv1oaGjgnXfe4eeff5YSyLNnz3L79m3u3buHi4sLfn5+ZGdnExwcTN++fdmzZw8ffPABnZ2dUqIHbyeJo0ePpquri3v37uHq6oq2trY0lb969Upmy02dOpXHjx/z9OlThBD06tWLFy9e8Omnn3L27Flev35NSEgIVlZWZGdnY2try759+/jss88oLCzExMRE6qRzc3NpamrizZs3+Pr6ytBNDbpfV1eXvXv3EhgYSFlZGbq6utjZ2bFnzx569epFYWEhQ4YM4fnz59y+fRsjIyMePHjAxx9/zNWrV+nevTtKpZLnz5/j5OTEvn37uHv3LkVFRbi4uFBcXMzo0aPJyspi69atJCUlceHCBSZNmgQgsdxqtZr8/HzGjRvH+fPnWbt2rZRkaoA5JSUl3Lp1i/b2dszMzCgtLQXg+fPn+Pv7Y2FhIXMhR4wYwb59+7CyssLY2JhHjx7x+PFjnj17Rnl5OZ9//jlPnjyhsrISCwsLBg4ciJ6eHsXFxTQ3N5OYmChD4YuLi7l27RphYWEYGxtL2t+gQYPIycnh4sWLKBQK6XexsrJi8uTJ3LhxA3g7kCsUCjIzM3nvvffQ09OjpqaGp0+foqenR3NzM6tXr8bMzEz6HV1cXLh58yZPnjzhzJkzuLi44OzsTGZmJv3796ewsJCZM2fS1NREXl4eJiYmZGRkYGtrS79+/bCwsODMmTNERERw/vx5EhMTuX//Prt27UJHR4ebN2/y22+/4erqKjvizz77jPv379PQ0EBFRYWUTaSlpaGtrc3gwYMpLi6WsAYNhOLZs2c0Nzfz6NEjAgICOH/+PDNmzCArK4sHDx4QFhZGYGAgUVFR6OjokJ+fT1VVFbGxsVy6dAkbGxt0dHQIDQ3lr7/+khLbtLQ09PT0ZNucMGECR44cQaVScevWLendqa6uBuDDDz+UE1wzMzO0tLRobm7GxcWFiooKbt68yYgRIzAxMSErK4va2loZQN/c3ExOTg5tbW0sXrwYhUJBUVERCoWC/fv309XVRWBgIHv27GHq1KmYmppSWlpKcXExbm5u5OTkcPfuXR49eoS1tbUES5iamhIbG0tzc7OUgZeXl5ORkUF9fT2ffPIJBQUFXL58GR8fHxYvXkxLS4sE6Ny4cYMhQ4bQvXt3mUeliQsZMWIEvXv3pq6ujkuXLtG3b1/5wJaZmYm5uTl+fn7Y2dnR2NiIubk5gwYNwtbWlr/++otu3brRr18/Ojs7aWhoIC4ujgsXLmBhYUF8fDxPnjxh0KBBPH/+HHt7e3788UeJUr937x7vvvsu6enpCCHQ1tamvr6eiooKTp06RWVlJbNnz2bXrl1ER0fT2NjIuXPnGDp0KKdOncLb25sJ/4u3946q6tzbdi9EinSkSJGOgDRREBCwICogomCFWIlGbIlRE42JRk2y1ezsxCiJiTGKJZZgQWNFpCQWQFFBKRaagvRepCnP94d7PWfnnDHO937vGe+ZY6zhEHHNueZcT/s9933dUVGEhoZy7tw57t69i7KyMn19fejp6ZGWlsa0adNIS0ujsbFRUokfPXokJYCurq5kZGTIGA1nZ2caGhpkpMqwYcO4cOGCjL9paWnBysoKZWVl0tLSmDBhAsnJyRQVFTF9+nSOHDnC6NGjOXXqFGVlZfj5+TF79mxqampITEzk0aNHPHz4kKamJszMzOjo6JBRI69fvyY2NpbTp0+Tk5NDc3MzwcHBuLq6kp+fT0xMDKdPn0ZDQwNnZ2fOnTvHzZs35Rhy4sQJOjs7GTJkCI8fP2bs2LEyDF4BENq7dy9lZWWMGjWKtLQ0/vnPf0roTVlZGRUVFbz//vtoamoybdo04uLiaGlpQUVFhalTp3L+/HnWr1/PzZs36enpQUtLi5kzZ2JnZ4eKigqxsbGkpaWhpqbGrFmz6N+/Py4uLmRlZaGvr4++vj6PHz8mJSWFzZs3k5iYSE1NDTo6OrJI8ODBA0lTVFC7FYh+b29vAgMD6erqkjJoxUQX3soyKyoqMDY2RkdHB3d3d+Lj4xFCMGjQIDo6OnjnnXfIz8/nzZs3Euyk8LQnJyeTk5NDT08PCxcupKmpiZSUFHJzc9m0aROtra2sWrUKCwsL1qxZw9OnTxFC0NDQIMnQc+fOxczMjN7eXs6dO8f169cZPHgwZ8+e5fnz52zZsoWsrCwpsQwKCkJdXZ3Ozk6UlJT46aefmDp1Kr29vTg4OPDw4UNycnI4d+4cT58+xd/fn8rKSubOncuePXvIzs6mpKRESmi3bdtGcnIyjo6OzJo1C3Nzc8rKyuTCYPny5VJS5ubmRlVVFSEhIRw7doz09HRu374toXmFhYVoa2vz7NkzbG1tGT9+vCT3+vr6YmBgQGFhIWlpaYwbNw4nJye2bdtGZ2enzNpTVVXl1q1bGBoaMnjwYF69ekVnZyeff/65jPVRzG8qKiqIjo7mjz/+IC8vT5Kab9++zU8//YSGhgbR0dFykjt58mSSkpK4fPmyhL5kZGTIAsXTp0+5efMmI0aMYNSoURw9epSgoCCePHlCYWEht2/fJioqCn9/fwoKCqipqaG5uZkjR44wZ84c0tPT+fbbb9HR0SEiIoKkpCRaW1vx9/enrKyMgQMHEh4eTnBwMNra2pSXl/PgwQM5t9u8eTPTp0/H1dWVPXv2yMXrzJkz+fLLL4mIiKCoqIiwsDBKS0u5ePGitORUVlbi4eGBp6cnUVFRfPfddxQVFeHj40NrayslJSUoKSlRXFwsPXfm5uakp6dz4sQJWltbKSgoQFVVlQULFjB27FhWrFiBkZERS5cu5ZNPPmHIkCE0Nzdz9epVDh48yAcffMDAgQN59OgRn3/+OSkpKWhpaUmv75gxY8jKykJLS4s9e/YQFhZGcnIyWVlZFBcXM2bMGPbt20dDQwNKSkrcuHGDa9euYWtrS0xMDGvXrqWvr4/Xr1+qm0IgAAAgAElEQVRLWJbCTiSE4Ouvv6akpITe3l709fUxNjbG3NwcZWVlsrOzZZZkcXGx9JIrwCtHjx6lt7eXfv36UVhYyKNHj3BycqKrq4vo6GgWLlxITk6OnGdcv36d+/fvk5yczOLFi/nqq6947733aGxsREdHBx8fHwYMGMD58+exs7MjOzsbU1NTnjx5QnNzM++88w4RERE8evQIAwMDtmzZwsyZM2Usyfnz5+np6aG9vR1vb2/c3NxQU1Pj8uXLPH78GGNjY/z9/Tl//jzm5uaMHj2arq4uNDQ0yM7O5uTJk7IwbW9vz/vvv8/YsWO5fv06Z86cYcCAAezfv5/du3ej4J88fPiQu3fvsmvXLkmAz8vLo7W1lbq6OhwcHLC1teXevXtMmTKFjRs3cvz4cZqbm2U0yJUrV3j06BHx8fGkp6dTVlbGiRMn5Jz85s2bCujOf0tKqvSfHfb/5KGkpHQCGAcYAjW83Wkcx9soDAGUAbFCiKp///5nwLvAa+BDIcSV/905+vXrJ4QQODk5UV5ezty5cyVhSkG1dHR05Pjx41hZWUlYRkxMDLq6ujx48IDk5GSWLVsmfSghISGkpaXx5s0bJk+eTH5+PhYWFowbN47S0lIaGxtlALeVlRWFhYW8evWKwYMHM3ToUOzs7EhMTGTq1KnU1NRw/vx5HBwc6OjooLGxkYCAAGpra/Hy8sLb25vMzEwqKioIDAzk4MGDaGpq0tvby9ixY7l8+TJOTk4UFxcjhGDGjBn09vZy9+5dbt26xYEDB3j06BHff/894eHhGBgYcPr0aSZNmoS2tjZ9fX0yz6y8vJzy8nLs7e0xNDSU9Ds/Pz8OHz7MkiVL+PHHH4mIiEBZWVnq1Ts7O3F3d8fV1ZWkpCRevHhBV1cXVlZWGBsb079/f1RUVPjzzz/x9fXF0dGRu3fvYm9vz5kzZ9i4cSPHjh2jq6sLd3d3ufhesGAB+fn51NTUoKamRnFxMcuWLZM+uTNnzshGr8hP8/X1RV9fn9TUVGbPno2uri5v3rzhxo0bmJubk5SUJCttW7ZsISgoiHv37uHg4EBOTg5qampYWVmxevVqNm3axOvXr/H29pZggQMHDlBYWMj27duxtbWls7OTzs5Oli5dSnJyMtnZ2RgbGzN8+HCEEAwZMkRS7L766ivgLcny+fPnZGRkSIRzc3Mz8+bNIzs7Gy0tLVkJc3V15e7du6xbt47r16+ze/dulJWVsbKyoqSkhODgYIQQpKenExgYSFJSEk5OTtTV1dHQ0CDbQVRUFNXV1RLioChQKCrhiYmJaGhooK6ujoeHBz/88AOampo4OjrS19dHU1OT9F8oqpuJiYl4eXlRUVGBg4MDf/31F5aWlqxevZqkpCRqamrkBNPU1JRbt27x5MkT1NXVJZApOjqavLw8Hjx4IH2t7733nvTANDc3M3LkSOBtZuft27clbKahoYGamhr8/f0xMTHhypUrxMTE8PPPP0uqWf/+/Tl69CgGBgYMGTIER0dHcnJy0NLSIjg4mM8//xx7e3uGDRtGRcVbjpWpqSnp6em89957nD9/Hm1tbZqbm9m+fTtbtmzBzs6O4uJiCVJRaPrfvHlDYGAgDQ0NdHZ2cvToUUkbg7f5e4MGDUJHR4cJEyaQlZVFeno6w4cPZ+3atdTW1vL9999ja2vLX3/9hYqKCt3d3QQGBlJaWoqNjQ1GRkYUFBTQ3Nwsn2N3dzfOzs68fPlSxnHAWyT7qVOn8Pb25ueff2batGkygLy2tpbQ0FCSkpI4e/YsWVlZjBkzhtDQUKKjo2WYeldXF1paWjQ0NMhnOXv2bL7++msmT57M/fv3ZUV66dKlHDlyhAkTJnDx4kVUVVWZNWsWN2/eZObMmRgaGnLu3Dm6u7txcXHh2LFjzJw5E21tbeLj46Wfo66ujkePHuHm5kZzczMmJibcvHmT8PBwlJWVKSoqoqamhrq6OlRUVIiLi+O3336jra1NkpYzMjIIDQ3lwYMHMmPu+fPnBAQE4OzsLCurHh4eqKurM3/+fGbMmCEJbwUFBezcuZOMjAz5HXB3d6ehoUEu3qqrq1FSUmL16tV88cUXEkylqPwfPnwYLy8v2tvbGTp0KImJibI9nj17lunTpzNx4kTMzMw4fPgw77//Pr/99hu6urqUlZXh6uqKvb09GRkZREZGcvHiRSoqKjAyMmLKlCmYmZmRk5NDYWEhmzZtQkdHh8LCQpkL+38/1q9fz4sXL2QuoI2NDcHBwfz111/cuXMHW1tboqKiWLt2LTo6OixdupRffvlFgo6ysrK4fv06YWFhkjzc3NzML7/8QmdnJ+rq6nR1dREWFkZhYSFDhgwhKSmJTz75hLi4OBYsWMDPP/+MEIKoqChOnDiBmZkZnZ2dGBoaysnz4MGDSUxMxNbWVpKyFXQ/W1tb2tvbMTExQVtbm5KSEqZNm8YXX3whd5cA9PX18fPzk7sNx48f5+LFi6xbt478/HzZhgF0dHRkZu6OHTtkKLe5uTk7d+4EICIigiFDhvDLL7+gqqpKbGwsWVlZtLS0UF5ezqxZs/j1119xc3PD1NSUtrY2Jk+ezLp16xg8eLAcv+/cucPSpUslkVZxvU5OTgwfPpwzZ86grKyMubm57P/effddGXLe19fHunXruHnzJtra2iQlJUkCtQKaNmfOHAwMDLh58ybffvstAwYMkAATRWFpx44dXLt2jbS0ND766CPu3btHU1OTBGDk5uaycOFCjIyM+PTTT2lvb5eAvVmzZuHo6Mj69es5cuQIf/31F3p6ely/fp2uri68vb1pa2v72/c9KCiInJwchgwZgpubm4wZcHV1xcTEBE1NTa5du8aff/5JdHQ0rq6u0ofW1NQk38fQ0JBx48bJOZyamho7duwgMTGRP//8E39/f27dusXYsWPR1tYmODiY/fv34+bmBkBxcTGZmZk4OztTUFBAWFiY9LWFhoZSWVlJ//796ejo4PHjx2zcuJHz589TUFCAsbExtbW1qKqqsmjRIoyNjWVGsomJiSwsAQQHB9OvXz957aNGjWL37t0EBwfLInRPTw+xsbHs37+fd999lx07djBs2DDU1NTQ0dHhzJkzhIWFUVVVJV8Ae/fu5V//+pdULBgaGmJiYoKOjg63b99GW1uba9eucejQIfbt28esWbO4ffs2L1++ZOLEiQQHB/PRRx/x3nvvyZ0wxREdHY2FhQXx8fGyeGphYYG/vz+qqqqkpqaipKQEvPW8trS04OjoSG1tLd7e3uTn58v3GjlyJIcOHUJLS4uQkBAcHR1paWmRAfPq6uqUlJRIlsGoUaMwNzcnMTGR/v37y+I6vFUZKWI8FN7jZcuWsXnzZvLz82Um45dffom1tTXh4eGMHTtWjls5OTkcPXqUf/zjH6irqzNq1Cja29s5evQoXl5eDB06VOZo5+fnS+Ktok/x8vJi9OjR7Nq1S16TlpYWvr6++Pj4cO/ePfz9/dm0aRPh4eFkZGTg7u5OS0sLqqqqkh2h8Cy///77bN++HR0dHUJCQkhOTsbNzU1SyVevXi0XpFu2bOH3338nOjqa/v378/jxY9LT01m4cCG6urrY2dlx9uxZPDw8eOeddzhz5gy5ubmMHDkSGxsbjhw5wuzZs+ns7OTOnTvU1tbeE0J4/T8GiP/N8V+Vkv5/PoQQ0UIIUyGEihBisBDigBBivhDCTQjhLoSYqlgU/vv3/yGEsBNCOP5XFoXwFtns5eVFaWmplHE1Njbi4+Mj5YYKuY5ClqaIcHj06BGamppMmjRJDmiTJk2SUQVTpkzh4sWLknCYlZVFaWkppaWleHt788knn0iS5Zw5c7CxscHT05NBgwZRV1fHL7/8IjNynj59ire3N++++y5paWmUlZWRlZXFnTt3yM/Px8bGhs8//5zx48dLqVdCQgLOzs5ScmVkZISWlhYXLlzg5s2b+Pj4kJCQwK5du9i3bx82NjYkJCTwySefcObMGfLy8jhy5AhKSkokJibi6uoKvM1RrKuro76+Hjs7O+Lj47G2tmbr1q3U1dWRkJDAnTt3KCgo4JNPPsHb25uEhAQOHjyIkpISPj4+UjKan59PXV0dBQUFMq9FgcBW5M3Fx8ezceNG4K1UbdCgQTg5OclrmzNnDuHh4WzYsIHMzEwAObh7eXlJaEp0dDTu7u5cuXIFV1dX7ty5IxdWeXl5UqKmqalJZ2cn1v/Ozdq4cSO1tbVoamqiqalJUFAQ6enp1NTUyHuikIvOnDmT1NRUPvjgA8rKytDS0mLjxo3ExcXJ3UdfX1+ioqK4ePEihw4dwtjYmPz8fGxtbVm3bh1ff/01e/bs4YMPPiA4OJjAwECsra05dOiQ/IwKwIHi+7R582Zqa2tRV1cnKipKXldNTQ3p6elYW1tLCcmrV694//33MTMzIzw8HBcXFzo6OqitrcXFxYWbN29K6ezFixextraWOTqKf/P395e5cUIIbGxsGDlyJMbGxtjY2NDZ2Ymurq7MHOro6CA4OFgOlteuXaO2tlaeJy4uTrYzBbBHQeFT5K45Oztz9OhRfvrpJ0aOHCmf2atXr0hISCAhIYGCggJiYmJkBtqXX35JR0cHhw8fxsXFRZ7zPweoVatWYf3vnC4NDQ1sbGwYP348HR0duLi4EBgYyJkzZxBC0N7ezrlz52SgdUdHh8xdTEhIwMXFhfDwcCnDdnd3JzY2lpqaGikr++WXXzh69Chr1qyR4b79+vWjpqZGQoHi4uKkfCwwMJCdO3eyYsUKvL29MTIy4tWrV0yePFlKhRcvXixR7TExMdTV1REYGMiUKVPkjoVCXhcTE4OXlxcXL17ExsaGR48e4eHhIWXttbW1Up4WGBjI2rVrKSsrY926dfI78e677+Lq6irl5P7+/vLZx8XF8erVK4QQMr+wX79+Unb35s0b9PT0sLa2lmS4lJQUTp06JeXMJ06cQFNTk+rqapSVlVm2bBkXLlzAysqK7OxsZs+eTVlZGUVFRYwfPx4HBwcuXLggJwjjxo0jMjKS3t5efv31V1lIMDQ0pLi4WE6Cvb29Wbt2LYGBgZJUmZKSwsqVK+WCu7a2lp07dzJnzhwpYxw8eDB5eXkUFxczY8YMKVW2trbG0dFRKh0ADhw4IHc0S0tLycvLY+bMmfj6+pKdnS3Ps3z5cmJiYti4cSPTp09n6tSptLW1kZKSgq+vL3FxcYwZM0aCuoyMjGhra8PIyIhDhw4hhMDDwwMlJSWampr44YcfuHTpEkOHDmXFihX88ccf1NbW8uTJEzw8PFBVVeXzzz+nX79+fPPNN8THx3Py5ElSU1NlGPeePXuoqqoiLy+PsrIyoqKi8PHxkWHqjx8/5o8//pB5iAMHDqShoYGqqioMDQ0xNjams7OTefPm4ezsjIqKCr29vZSUlFBTU0NoaCg7d+6ko6ODu3fvsnLlSgApTa6srKSpqQlnZ2fmz59PTU0NZ86cwfrf+Xbq6uqkpaVJWXtmZiZTpkyhurqakpIS2tvb2b17t1QaLF68GB8fH5ydnbl+/TqRkZEMHTqUyZMn8/TpU0aPHs2PP/6ItrY2y5cvZ8KECQgh5K7I+vXrMTQ0lJI/xVFZWYmSkhJKSkr88ssvlJeXk5qaKkEXe/bs4bfffpO2lZSUFDm/UICjAGJiYti1a5csmCp2KR8/fkx4eDhGRkZ88cUXivkO9fX1aGhoMHToUJlj+euvv1JSUoKX19u5nULSW1lZSV9fH0uWLOGbb77h999/x8nJic7OTrZu3UpZWRkxMTEA7N69W95Xxf2rqamhrKyMZ8+e8ebNG06cOMHu3btxcXFh48aNUqVy4MAB4uLiMDEx4fz583/rb0tKSkhISKCvr48HDx7g7e3Nw4cPyczMZP369WRmZspFYXl5OdXV1Vy/fp3W1lYMDQ0JDw+nuLiYlJQUEhISaG9vZ9GiRRgYGEjYSUlJCX/99RerVq3i6tWrMutx4cKFctGirq7OxYsXef/992Wx7NixY1L2q7CiFBcXc+fOHRnxY2VlJWWSI0aMkMX9zz77DCMjI3x9fYmJieHOnTsSsnP48GEMDQ0pLS2Vz1mhelFk5sXFxeHt7c2KFStkfuSrV6+4cOECT58+ZfPmzQQGBlJTU0NycjKpqamsW7cOIyMjysrKiI2NlTvsK1as4OzZsxJ8Mnr0aIqLi6murpbh6qNGjWLGjBkA+Pv7Y2pqKsfgc+fOceTIEfbv3097ezvff/89kZGRwNs84ePHjzNnzhy+//57/vrrL4KDg2XfsG3bNtmGX7x4QXh4OM7OzlhbW5OQkCDnZnV1dbz77rvs3r1bKiZOnjzJiRMnGDlyJJWVlZiZmTF48GAOHTokZfc7d+6UNpeff/6Z5cuXy7zIjo4OwsPDWbBgAcbGxkyfPp3IyEjc3d1lUePrr78mMjIST09POjo6mDJlipyfz58/HxsbG3x8fPjpp5/k9WZnZ1NVVSWhcUeOHMHQ0BAnJydGjRol+wDFolChwPH09MTMzIyvvvqKtLQ0Nm/eDICKigp9fX2UlJTg4OBARkYGRUVFvHnzhtOnTzN79mxGjx4t7RyZmZloamqycuVK1NXV+ec//8nPP//M3bt3mT9/PkFBQYSHh1NUVERbWxsAJ0+eZMWKFdTW1pKYmIiSkhIDBw5kw4YN6Onp8f3336OhocHRo0dZvnw5p06doqqqSloD/lvHfxEak/r/8kr575gb/ydeampqYtGiRWLgwIEiJiZGREREiBkzZoiVK1eK+fPniy+//FKEhoaKefPmiffee09YWFgIVVVVaVbevn27WLNmjQSBbNq0ScyYMUN4enoKMzMzsWTJEjFhwgRpHPX09PwbFGDWrFkSNmJpaSlMTEzEn3/+Kezs7IS/v780HEdGRoo1a9aIsLAwaTIPDw8X4eHh0gCuAC/Y29uLRYsWSdjCiBEjxMSJE4W7u7vYsGGDmDRpkoiMjBQmJiYCELGxscLX11eYmpqKffv2CRMTE3H58mVhZWUlnJycxKJFi4Sjo6MYN26cCAoKkufh3wbXNWvWCEBCFxTQEUdHR+Hs7CxiYmKEn5+fsLOzE7NmzZJm8wkTJkhTsK2trTRM//zzzyIwMFBERESIuLg4ae6eMWOG8Pb2FpaWlsLAwEAsX75ceHl5CQ8PD/HZZ5+JmJgYERwcLLy9veU1Ke5VcHCw8PX1FWZmZkJdXV0sX75cwnIWLlwopk6dKgICAoSSkpIIDAyUBuolS5YIR0dHMWXKFBEfHy/c3d3lfVuyZImYOXOmhAqFhIQILy8vYW1tLZ48eSJcXV3Fhx9+KAICAsSWLVsEvIWveHl5iSVLloj3339feHh4yOs0MTERy5YtE7q6uvK6AwICJKBn5cqVEnyjgGgozu3h4SHs7OzkMzAxMREeHh4iMjJSREZGCn19fXmehQsXikOHDknQQ0xMjFBSUhIrV64UCxYsEJaWlmLmzJnC0dFRDBs2TPj6+gpra2vh5eUlZs6cKQIDA4WDg4NQUlISISEhYunSpQIQKioqQlVVVcJITpw4IaysrERQUJAYM2aMUFFREQYGBsLb21uYm5uLf/zjH2LmzJli8ODBQkNDQ2zatEnMmTNHeHp6CktLSxEdHS0GDx4sYmNjRUxMzN/gCPAWYBMYGCi+/fZbYWxsLMzMzGT78PLyEnZ2dmLjxo3Cw8NDXreRkZGIiIgQgFBWVhYnT56U/yc8PFwCd+AtyGbVqlVi2LBh0mivMMHr6upKSJUCXrR8+XIxYsQI+TNTU1OxevVq8cUXX4g1a9aIjRs3yvf+5z//KdtQTEyM0NLSEt99952YNm2aCAgIEGPGjBHq6urCyspKrF69WsTExPzts/NvcIGnp6cEGRkYGIiAgABhYGAg5s6dK0xMTMTSpUvFzJkzxccffyyOHTsmNDU15XspnpPi+dnZ2QkPDw8xZcoUYWxsLMaOHSuUlJRETEyMsLW1le3w3LlzwtfXV4SHh4vo6GgREREhXFxcRFRUlIRVLFq0SPaJw4YNEyYmJsLW1lZYWlqKkJAQERAQIBwcHMT+/fuFlZWVhCiEh4dLuNW+ffvEiBEjhJ2dnYiMjBTOzs5CX19fnD59+m/PeMGCBRJsMWzYMKGpqSmfTWRkpHBychK7d+8W7u7uIiIiQj4HBeBGASDx9fUVLi4uIjIyUsJV1qxZI5YsWSKWL18u+0FnZ+e/3T8nJycRGBgoli5dKmFY69evl21bASNRAARCQ0PFjh07RHR0tAgNDRVOTk5i2LBhQlVVVYwbN04CLZYsWSIBSK6urvK8JiYmEsKhpaUl+//IyEg5Lik+o5WVlVBXV5fjQVhYmATMKK7f1tb2b98rBQRF8fcxY8YIOzs74efnJ7y9vYWDg4OAtzCVWbNmCVtbW3HmzBnZJk1NTcX8+fNlm1H8PDY2VlhYWIgFCxYIV1dXoaKiIkJCQkRYWJiEV61fv178+uuvwsvLS/znERMTIxwcHISmpqZYunSpiIqKEkFBQUJfX1+YmZmJ4OBgAUiQxaBBg8S0adPEkiVLBCCBFMbGxsLIyEiOD19//bVISUmR91UBBcnKyhKhoaEiOjpawsIUn0VJSUno6uqKvXv3Ch8fH+Hv7y9BFrGxsRJ4oQBV2NnZCSGEcHR0lMCQxsZGoaWlJTIyMoSdnZ2IjY0VPj4+IiYmRvz1118C3kJl6urq5HfM19dX+Pv7C09Pz7/BUiwtLcV7770n1qxZI5SVlUVISIiwtbUV06ZNE0pKSmL27Nli+/bt4tGjR7LtHzhwQMTHx4tNmzaJiIgI2bb/s/+zsrIS+/btE/AWRvOPf/xDGBoais2bN4v+/fuLlJQU4ePjI4yNjYWvr6/8HqWlpck+TtEHGBgYSJiYgYGBGDRokPjiiy/kub799lvZpuEtzObbb78VBgYGQggh7O3txeDBgwUgUlNTRVRUlBBCiEWLFgkLCwuhrq4uhBBCS0tLbN68WXz77bdi8eLFYvny5RI+Fx8fLwICAiQUBhD6+voS7rR8+XIRFxcnFi5cKIE++vr6wt3dXWhpaUlgk4WFhdDV1RV6enp/u2fW1tbiu+++E5MmTRLm5uZizpw5IiIiQlhaWgpXV1exaNEi4eHhISwsLISHh4dwcnISrq6uIigoSEybNk24uroKPT09MW/ePDlHAiTMzc/PT97PdevWCX19faGuri62bNki5syZI1auXCk++OADIYSQ0BN7e3uxZ88e4eXlJTQ1NYWBgYF8TufPnxdOTk7CwcFBLFiwQKipqQk7OzsJvoK3wDXF5/zoo49Ev379xJQpU4SGhoY4ffq00NHREevWrZPtQnG93333nTA2NhbffvutuHfvnvjmm2+Ei4uL8PLyknMURV9jZGQkzM3N/9YHWVtbyznOf87lFHPkLVu2iHHjxokdO3bI69y6davQ1dUVISEhwsXFRdy4ceNvbXH//v3C09NT+Pn5idDQUGFpaSlBRbNnz5YAH8U9hrcAsf379wstLS0JXZszZ47Q19cXAQEBwtvbWwJ3FNC+PXv2CECEhoaKCRMmSBCdl5eXWLlypVi+fPnfQJL/CSZ0cHCQ/ca4cePE1q1b5fsBYs+ePUIIIVauXCnHWsV85vr162LixInC1dVVrlGmTp0q9PT0RE5OjtiwYYMwMTEROjo64ssvv5Tjk4uLi1i5cqVYt26d4jv+34LP/Fc9hvGAFWDDW7Ko1b//tAGs/ysB9/9/HNu3b99aW1tLY2MjpqamdHZ28uzZM54/f053dzdHjhyRIfUPHjzAxMSEuro6/P39cXBw4PDhw1hYWNDc3Ex4eDglJSWUlZXh4+NDWloa+vr6uLm5cfbsWUJDQ7lz5w7R0dESSzt9+nQKCgro6emROy6ffvopjo6OBAUFSaBHVlaW9DV6e3tLBLoCvuLq6irhCb6+vlhaWpKenk5vby+rVq0iJSUFBwcHsrKy0NbWxsLCQuqtly1bxpEjR/D39+fAgQOYmJiwd+9eGhoamDx5MgkJCVKOFxISwjvvvENWVhbvvfce9+7dk3lSS5YsoaWlBS8vL4kp7u3tpaGhQcpBDA0NGTNmDLdu3eLVq1cSl/7NN9/w7Nkzxo4dy7Zt27CxseHq1asYGRnR0NDAmDFjcHR0pKqqCg8PD9TU1KitrUVPT08G8A4YMAArKyv69etHRUUFb968YdSoUTx+/JipU6fy8uVLmpubmTBhAjY2NpSWlrJw4UKJYb99+zaLFy/m/v37jB49msrKSlJSUqSRv6uri0ePHqGvr4+uri5hYWEcPnwYY2Nj6e9SVlbm9evXwNvKmCJU+fLlyxKZ39PTQ1paGoMGDUJDQwM3Nzfa29tpa2vD1NSUVatW8ccffzB58mR8fX159uwZjY2NtLa24ubmxowZM8jNzSUsLAxzc3NevnxJW1sbZmZm7Nixg/j4eGxtbaWkUuEjVXgWVVRU2Lt3L21tbSxYsIB9+/YRGBhIQkICXV1dEiWvoqKCoaEhdXV1PHnyhLlz5/Lrr79SVlZGQ0MD4eHhWFpacuLECaKjozEwMMDd3R1dXV10dXXZs2cPw4YNIy0tjX/961+cPHmSzs7Ov1XMWltbsbGxwc3NjaKiIvlzX19faTh/8uQJDQ0NvHjxAjs7OzQ1NRk9erS8v2fPnqWurg5lZWVmzpxJbW0tubm5eHp6kpSUxIQJE6ivryc3N1di/iMjIykpKUFTU5OMjAwiIiK4dOmSlOMEBASgra0tIS719fW0trYSFhZGRUUFFRUV2NvbExoaysmTJ2Wby8vLo6GhgefPn6OkpISenh7379/nzJkzVFZWMmTIEFxdXfn555/x8vKivLwcPz8/mpubpT9mxIgRjB49mqysLGbMmEFnZydZWVnU1dURGRlJX18fUVFRKPqtN2/e0NPTQ2trq8wt69+/P2ZmZhKff8924DAAACAASURBVOrUKfLz89m5cyeff/45gJTAKqJUNDQ0ePfdd2W8TF9fH9HR0Rw9ehQfHx/a29t5/vw5nZ2dpKSkMGPGDF6/fi0ljIod1AEDBpCfn09kZCQGBga0tLRQV1fH+vXrSUhIoKioiMmTJ8u4j5EjR5Kfn8/58+c5deoUPj4+pKamytDkjo4OGY59//59jIyM0NfX58aNG7JPyMvLY9WqVZw8eZK1a9fy448/Ym9vL3dgz5w5Q3V1NXp6ejJXddKkSXLXrre3l5CQEDQ0NKRvTFlZmZSUFJ49e8atW7doamqiuLgYAwMDucvV1NQkUem5ubncuXMHU1NTjhw5gr29vcx8GzZsGPb29lRUVDB+/Hg2b95MXl4ejY2NBAYG0traiqOjI93d3YwcOZK7d+/KcGkPDw9cXFzIzc2ls7OTfv36yZDyiooKnj59yqpVq+Q5Ozs7ZfzE1q1b5f1pamri2bNnFBQUMH78eEpLSwkPDyclJYWoqCjy8vJYuHAhAQEBxMfHo6SkhJWVFQ0NDSxdupRjx45RXl7O1q1b6erq4rfffqOgoICmpiYSEhLQ0tKSAdpaWlpcvHgRW1tbGQ79559/0traSm5uLkZGRnR2dtLd3U1WVhY5OTlSOhkaGsoPP/zAtm3b5MvBwQEnJycyMzNpaWnh8ePH5OXlMXjwYOl5hrd+NmVlZVxdXeWO7fLly2loaJBwK1NTUxmKra+vj4eHh6ycx8fHExISwqeffkpnZyfV1dUMHjxY5orW1dURExNDv379pLz24cOHXL16ldmzZ5OZmcns2bN58eIFS5cu5fHjx7x8+ZJt27bJiIKsrCy+/vpr1NXV2bt3L4sXL+bw4cPS+6qIHGpubsbMzIyqqiqZa6sY30tKShg7diw1NTV4eHhw6dIlDAwM6O7uRl9fn/r6egBUVVXlXOOnn35CXV2dlStXsmLFChoaGpg0aRKTJ0/m008/RU1NjdGjR1NQ8Dbh6+TJk3zyySd4enpKUEZFRQXt7e3o6urK2AOFqmLQoEG0traya9cu7OzsuH79OgYGBsyYMYOxY8fy4sULAgICUFNTo6CggLS0NCZOnCgzQhVySYDc3Fz09fXx8vJiypQp9PT0MHr0aB4/fszhw4fJy8tj27ZtmJiYUFpair6+PmvXrqWnp0dmyC5btoxjx47JHSUVFRU0NTU5ceIEAQEBjB07lqysLBobG/Hy8pK7Yfn5+aiqqtLe3s7MmTOxsrLC29ubZ8+e8dVXX9HT00O/fv1ISkpiz5491NfXM23aNAYMGMCkSZMoLCyU8UNHjhyhoqKC2tpaysvLKS0tRVdXlwEDBjB48GAyMjLQ1NREX1+fESNG0NzcTHJysoSX+Pn5YWxszMuXL6mtrSUnJwcvLy+sra3p7u5m+vTpDB8+nF9//ZUHDx6Qnp7Otm3bsLS0pLi4mK+++org4GC0tLQYOHAg9+7dw87ODjU1NX766ScmT55MamoqQ4cORU9PT0aoHDt2jO+//56GhgbCwsLIy8tDW1sbMzMzysvLef36NQUFBZSUlJCRkQG8jVioqKhg165d/P777+Tn58ssVsXOb2VlJStXruT169eUlZVJWKNCWq2mpoapqSmFhYVMnjwZLy8v6WG2tLTE3t6eV69eUVVVRW1tLb///jumpqbExsayceNGIiMjuXDhAn19ffzwww88ePCA4cOHc/XqVfLz82lpaeGDDz5g165dREREoK2trYhooLa2lvnz53Pr1i1MTExoampi9+7d3Lt3j7Vr13Lq1Ck5d/Hz82PEiBHU1tbS09PDwIEDuXnzJjt37iQyMlLKhC9fvkxISAgWFhYYGxtz+vRpDA0NZSTa06dPKSgoYNKkSXz44Yfk5eWRmppKTU0NFRUVZGVl8fz5c9TU1Ojp6cHIyIhp06ZJVoUiDsrDw0N6ESMjI9m5cycFBQXcunWL+vp6zM3N+eabb9DT0+Ojjz5i48aNzJkzBzc3N+zt7cnKyuL169ekpqbS2Nj4P5pjGAg8/49XM2D073++sXXr1sP/pyf+nzj27NmzdeLEiUyZMoWHDx/y+vVrcnJy0NDQICIiAlNTU8rLyyWp7cWLF8TGxlJaWkpycjLbt2+XGUutra1YWlpy8eJFuX2uyPZzc3OjoKAAMzMzXrx4wdOnT+nt7UVTU5OpU6fy22+/4eLiIiEIDx8+5Pr166ipqVFeXo4QgoCAAK5cuYKlpSVlZWXcuHGDsrIyNDU10dHR4eDBg9LvdfLkSRYuXIitra0MME5KSmLevHlcv35dTmTMzMzIy8ujvLycv/76S8pRtLW1cXNzY82aNbS0tKChoSHD7D/99FMsLCwwNTWloaEBc3Nz9PX1OXz4MKNHj8bQ0JBXr17x9OlTxowZg56eHtnZ2QQHBxMXFye9Kg0NDfzzn/+kvr6egoICPD09SUxMZNWqVVRUVNC/f3/evHlDVFQUR44cQVVVlUGDBpGZmUl2drYEjUycOFHKuszNzcnOziYjI4PBgwdz+/ZtJkyYgJaWFo8ePWLEiBE8f/6cpKQkVFRUSElJoX///tjZ2ZGXlyfhEK9fv6ajowMTExMZDFtdXU16ejrh4eGYmJiQlJSEmpoavb29XLlyheHDh1NXVyeBD3fu3GHv3r0ysy8zM5OoqCiEEHR3d/PkyRPGjh1LaWkpvb29UuamyLxTyEgU5DRdXV2uXbvG2bNncXFxoaenh4sXL0rYyfLly5k/fz66urq8ePGCN2/eYG1tTW5uLiUlJbS1tTFp0iRu3LgBwLx589i/fz9TpkwhOTmZMWPGoKGhQWBgIBcuXMDMzAwdHR1sbGwoLy+Xv/P8+XMcHByoqqqSXtF79+5RVFREQ0MDAwYMoLq6miFDhnDjxg2CgoL4+uuvZedVVVUlQ4EVwKCBAwdSXV0tFygAS5cuZcuWLTLnT2GOrqur4/HjxwwdOlRKJ3p6evDz8+PXX3+VQeNKSkqUl5djYGAgixc9PT38+OOPJCYmUlFRgaOjI6NGjWLv3r04OjoyY8YM5s+fT2dnp/QrpqamSllTcXEx+fn5uLu7M2bMGCoqKvDw8MDAwIDjx4/T0dFBV1cX8Ja4mJ+fz8qVK9HU1JQ5gSUlJVIeGxUVxalTp9DX16e0tJR+/foxaNAg4uLipLdUQaZzcHBg/fr1fPfdd1hYWHDp0iXGjRtHQUEBnZ2dwFvKspubG7q6uly5ckW2qenTp5Ofn89vv/3G2LFjMTIyoq+vT0Iq6uvraWxspKWlhatXr+Lq6kp5eTkNDQ2oqKhga2tLcXEx9fX1MjC5o6NDhsMfO3ZM+ig8PDzkAvOPP/6gpqaGjz76iF9//ZXPPvuMlJQUWltbSUxMpLm5GQ0NDWpra5k+fTqXLl3i2bNnNDU1YWxsTFFRkRx4Bw0aRFNTk/SxzJ07l6dPnzJq1ChaW1tpaGiQeaOhoaGUlJTg6urKxYsXWbx4McOHD+fixYvMnTsXXV1dfHx86O7upqGhQdIgMzMzZS6asbExs2bNQkNDg6amJsaMGcPAgQNlNuvLly/p6uqSWberV6+WXquioiLs7OzQ09PDzc2NhIQEampqKCwsJD09nZiYGKytrenXrx9Xr15l+fLlaGlp0d3dTU9PDzNmzODKlSsybP7q1auYmJigoqJCcXEx27dvp729nebmZuD/IhlramoyaNAgXF1dSUxMZO7cufzrX/+iqakJExMTPvroIzmRU0DRhgwZQnR0NC0tLSQkJHDp0iUGDBhAb28vQ4YM4cmTJ6SmprJ69WrKy8u5du0ahYWFWFtbY2JiQn19PXFxcXKB2b9/f+nBGzZsGOrq6hKsBGBvby8XsCNHjqS4uJjY2Fg8PDzQ09MjPj6eQYMG0dLSIiXhzs7OpKSk0NbWRmNjI0ZGRjg4ODB+/HjKy8sxNTVlxYoVpKamyknT77//Tm9vL7/99hsDBgyQ/tsBAwZgZmYmgWuJiYno6urS1dWFo6MjmZmZfPjhh/zxxx+Ym5szcOBABg4cSG1tLU1NTXLSpQBthIaGUlhYKOcKCum0ubm5lLsq8hrXrFlDZWUltbW1eHp6Skl4XV0dvb296OrqMn78eI4ePYqtrS2PHz/m4cOHtLW1UVxcjJ6eHp6ensydO5fq6mpcXFy4f/8+AwcOxNPTk/v375Obm4u/vz9paWksW7YMU1NTNm7cyNWrV3ny5AmJiYksXLiQBQsWEBMTw/79+4mOjmbq1Kn89NNPzJkzh0WLFrFw4UKam5tRUlKSFo36+npZRFNTUyM0NJQRI0ZIH9e1a9cAUFJSorGxkZcvX6KkpERXVxfV1dU4ODhgYmJCdnY2cXFxUrp85swZrl69ioqKCh9//DEZGRk8fPiQ4uJi4uLiyM3NJT8/n66uLkpLS2lubqalpYWioiKcnJwYP348d+/elT7G2tpaCgoK+Oqrr9i+fTsNDQ14enoSHx+PqakptbW1fPjhh5w+fZoPP/yQ69evY2hoiJ6eHiEhIdy6dYuFCxcyYMAAampqaGpq4tKlSzg6OnL06FEWLlxIREQExsbGhIaGMmbMGM6cOUNpaSmGhoYkJCRw7tw52traZNZwTk4Ofn5+tLa2MnbsWCorK3nx4gVBQUHS++jt7Y2uri6pqalyDhYYGIiKigrDhw/n4cOHhISE0NTUxNq1a0lMTJRzMkU2JbyVwPr5+fHgwQM2bNhAW1sbf/zxB5999hnHjx/n008/JTk5me+//56rV6/y5s0bMjIyCAwM5OzZs2zdupVNmzbh6OjIwYMH8fPzo7e3l+HDh3P58mWcnZ356KOPyMvLY9asWYwcORJ1dXWqq6txd3eXvufCwkKqqqqoqKhg6tSp8t53d3fz8ccfc+nSJcl+yMjIoH///pJQ+/TpU6ytrfH09GTfvn0EBwdz8OBBFi9ezPHjx7G0tKSqqgpra2uSk5Px8PDg8uXLaGlpsW3bNq5cuUJvby9nz55l2LBh3L59m8jISI4dO4a5uTm6urpkZ2djaWkpfZBKSkrSd6fICnd1dZXZsp988gk9PT2cPHmSN2/ekJ6ezqhRo/D19SUrK4v4+Hiys7OZOHEiBQUFkl+hoOJraGhInkZ2djbd3d1888037Ny5ky1btpCRkcGBAweYN2+elEQ7OjqipqaGuro6SUlJCCF45513aGhoQEdHB2NjY4KCgti1axdDhw6lubmZjz/+mHHjxnH37l16enoIDg7m6tWrREREcODAAebPn09SUhKqqqq4uLhgZmZGfn6+wnLxP7cw3Lp166GtW7ce/o/Xvm3btp0A5gIHt27dmvF/euL/iWPLli1b8/Ly0NHRobq6GgsLCznRbW1tlYhmU1NTzMzMcHZ2pqOjg8zMTAYNGoSVlRU5OTk4OTnR0tIiteTBwcFUV1dz7949qqqqGDVqlPQxjh07Fi8vL8LDw0lMTOTy5ctMmjSJ8vJybt++zRdffEF+fj7d3d14e3vzzjvvkJSURH5+Pg0NDeTm5jJ+/HiUlZUZNGgQPT09dHd3o6OjQ0BAABs3buTw4cPk5ubi4uJCe3s71dXVdHR08PLlS7S0tJgxYwZCCMaNGyd3IsPCwmhsbMTS0hINDQ1evnxJamoqAwcOlCTSdevWUVlZiYaGBkeOHKGmpoaIiAiePn3KkiVLeP36NSkpKdjY2MjKpba2NikpKRJg09nZKQmtSkpKqKuro6ysTF1dHT09PcyZM4f79+/LynN9fT0eHh7MmTOHy5cvU1tbS0hICMXFxbi5uXH69GnmzJlDYWEhLi4uFBUVoaamRlhYmNyV0dLSwsHBgefPn2NhYYGRkRGurq5MmzaN1NRUZsyYQUFBAerq6kyZMoXc3FxiY2OZMmUK3d3d3L59m66uLl68eMHgwYNpa2uT3g54uzAxMDDA2tpa7h6/fPmSnp4eOjs7ZYBzRUUFYWFhvHnzBg0NDYk7DggI4JdffpEh0wp6l2JhEBYWxpkzZ/D29iYoKEgasFetWsW5c+ekT8nCwgJLS0tsbGyIjo7GyMiIqqoqdHR0UFdXB94uHiIiIqipqZEeBy0tLW7duoWzs7P0rShCyRWV4pkzZ1JaWoqPj48kmn744YeYmZlhamqKmpoaXV1d+Pv7Y2FhQV9f398ACgpvpWLy1djYiKurK0+ePGHevHm8ePFCTgBtbGzo6upCT08PIQSjRo3i0aNHODo6EhkZSXV1NVZWVtIbVFlZKXcNFLu5Fy9eZOPGjVRWVmJnZ8eoUaNoamqiqKiI58+fY2hoiKqqKvfu3cPAwIDw8HCys7Npa2vj8uXLBAUFMXXqVIYOHcqdO3fo6+vjX//6F+3t7Xz77bfMnz8fHR0dLly4wIwZM+jr66OiogJ3d3emTp1KcnIy06dPp7y8nDNnzshO2MTEhNu3b0uC3PDhw5k+fToPHjygtbUVbW1tBgwYQGRkJPX19dy9e5eXL1/y6tUrLl++zPjx42lpaWH06NE8efIEW1tbNDQ0qKur4/Xr13h6etLd3Y25ubksiCj8fr29vcTExHD8+HEmTpwog8IVsSJXrry1Zg8fPpzc3FyEEFRWVjJlyhQJktLV1SUvL08OmgkJCRw6dIihQ4cSGRlJamoqBw8epKuri8bGRr777ju++eYbnJycuHbtGnp6egwfPpyCggJmz55NSUkJ3d3dqKuro6KiQmpqKioqKnh5ebF69Wpu377Nq1evuH//Pl5eXqipqTF58mRJz1NWVpa+1FevXkmkuwKI0tXVRU1NDXfu3EFXV5egoCB+/vlnKioqSEpKwtHRUYKUcnJyZDV3yJAhlJWV0dvbS3h4OAcOHJAB4nZ2dmRkZGBubs7kyZMpLS3l4cOHqKqq8vLlS8rLy7Gzs+PSpUuoq6tjamqKpaUlRUVFWFpaUlNTw82bN9HR0aGhoQFjY2O52Pjwww+l/7O1tZWDBw9KWEVfXx+rV6+WAfWenp5MmjSJcePGYWJigo+PDy9evEBNTY0XL16Qnp4uz//ixQtJgbxz5w6nTp0iKSmJO3fukJGRQUZGBiNGjCAiIoKmpiYZ/fH69Ws6OzspKChAR0eHYcOG8dVXX/HHH38wYMAA6uvrUVVVRUNDg7lz5/LDDz8wZ84cOjs7KSoqIj09nRUrVqCurs7Tp09pbGzk2bNnDB48mJSUFF6/fo2LiwtPnjwhMzMTbW1t1NXVFYQ8ANra2vDy8sLPzw9PT0+ysrJwcXHhxo0bGBgY4ODgwL59+2hsbKSsrAwPDw9OnjzJggULKCkpoaGhgebmZpYtW8bp06d5/vw5fX19jBkzhu7ubv7880+Ki4s5d+4cJ0+e5Pz58wByl76qqopDhw5x7NgxKisryc7OZsSIEbx69YolS5awf/9+mpubsbe3Jz09neDgYG7duoW9vT3Nzc00NzfT1NTE/fv3CQ8P5/79+wwfPhx7e3t27drFkCFDyM3NxcvLi02bNmFpaYm/vz+NjY3SG9ivXz96enqwsLDgyy+/pKCggNLSUpqamnB1dcXAwIC8vDy0tLSYNm0aWVlZTJgwgfPnz5OTk4OFhQX37t0jLi6OHTt2kJWVhZ6eHk1NTcydO1eqlvbv3y9pjcbGxujq6uLn58ft27dl32Btbc0777zDpUuXOH/+PBMnTuTOnTtMnz4dbW1tvvnmG44fP44QgtDQUE6fPo27uzuTJk1ix44dfPXVV6xdu5a4uDhcXV3x9PRk6dKlPHnyhN9//503b96gqamJkpISCQkJrF69mtGjR7Nw4ULq6uqwtbWVSglLS0vy8/P5888/uXv3LkZGRlRWVuLg4MAPP/yAEAIdHR36+vqwtramoKCA2NhYNmzYwPbt29m8eTNr167FyMiIgIAAcnJyGDZsGL29vbS2ttLR0cHVq1fp6+vjzz//ZNGiRRIAUlFRQWNjIy9evGD9+vVkZ2czZMgQMjMzWbp0KZ6enqSkpLBmzRqSk5MlROXu3bs4Ojri5eXFuXPn0NDQ4NKlS2zbto3z58/j6OgoF9JPnz7F2NiYlJQUyYkA2LBhA5qamiQlJWFrayshhorD2NiY4uJiNmzYgLq6OjY2Nvz000+Ul5cTEhKCvb29VGRYW1ujo6PD4sWLef36NYWFhXR0dODo6MiAAQMICwvj4MGDsgC1Y8cO9PT0OHnyJN7e3hIqePXqVaZPn05tbS337t2Tipbq6moaGxsZN26cLDhv376dI0eOUF9fL73o9vb2FBcXExgYyMqVKxkwYAAbNmxg+PDh9Pb2SnKov78/KioqqKioSH+3n58fo0aNwsDAAC8vL1JTU+nfvz+jRo2Si+THjx+joqJCe3s7WVlZLFiwgMuXL8uxPD09nfz8fDo7O8nJyZHfW4Vv/MCBA/T19bF27VqSk5NlgXfv3r0MGTKE+vp6nj59Kov7L1++pKqqStK5L1y4gI2NDUOHDiU0NJSsrCxu377N1q1b5aJ33rx5vPPOO6xcuZJz585hbGxMRkYG3t7eREZGsn79elRUVLCzs8PBwYGUlBT8/Pxwd3dn+fLlksdhYWHBrFmzSE1N5fr160ycOBFXV1cqKyvJzMyksrLyfzH3ltFVnuu39y/u7k7cEyQQIIKEhCBN8SClFCjSFmipsfeuAIXuthsoFVqsQCEFmo3GkAjxhAhxdxeSEHc7H/qu+z3/8Z4xzjjvOPuMs8ZY30rSJM96nvua15y/SVVVFc+ePcPExESIOvwnB8P/0evYsWOvjh8/vgpYfuzYsR/+f32R/82vo0ePHpOWlqa8vFzgdi0tLZmYmGDv3r1MTEywfPlyampqRFePiYkJbW1tGBoaYmFhIQ4PcXFxODg4UFVVJQAtHR0d3Lx5k5MnT9Lb24u3tzf5+fm8evWKzs5OvL29BRFqenqahQsXcurUKTo7O5mcnMTW1paqqirOnDlDSEgIwcHBvP766zQ3NzM1NUVKSgrOzs7IyckJ8ExOTg67d++msbERKysr7ty5w5w5c1i+fLmwFIaEhNDa2iqIjhKE7tTUFLq6ujx+/FgMun19fVy+fJlbt25x9epVUeOhoaHBtm3bBAZbWlqaO3fu4O7ujpSUFIODgxgYGLB79260tLRoamri66+/xtraWhz++vv7sbGxwdbWFkB8+JYvX05fXx+ZmZlMTk6iq6sr1L6srCzRc1hbW4u7u7uwAb58+ZL6+npWrVqFkpKSoJSdO3eO2tpavvzyS37//XcATExMsLCwICkpidDQUHEoX7JkCW+//TZHjx6lu7ubqakpWlpaUFdXF4dadXV1UXEBUFBQQE9PD3Z2dvj4+IiesHPnzgmgiSSAr6SkJCwm/v7+Ah0fEBCAqakp9+7dw9bWFhsbG3JycgT0YtGiRcjLywtSlomJiQCGvHr1Ck1NTfG3O3LkCD/88ANRUVEYGxtjY2ODnJwcWVlZ2Nra8vjxY/7xj39w+vRpKioqqKurw9fXl7i4OAYHB1FTU0NPT4/CwkKKiopEF5SUlBRWVlYCpfzbb7+JjqeYmBiMjIwICQnBwsICc3NzCgsL6enpYf369cKWV1JSgr+/PyMjI6ipqWFubs78+fNpbW3l8ePHgkZrYGBAbGwszs7O1NfX4+DgQEVFBT09PZw4cQJZWVkBYpg3bx4eHh7o6ekJGpvkIfT777+Lh2tqaio1NTX84x//IDk5mXnz5uHu7k5YWBj79u3jyZMnJCQk4ODgIG6YN27cwNDQkNmzZ/PkyRNsbGxEV2ZOTg5RUVFUVVXh5OTEyMgIMjIyPH/+HF9fXx48eEB/fz+WlpZ4eXkxNTWFnp6eIIQqKSmhra3N999/j7GxMQ4ODqSmpvLtt9+SkZFBcXGxAEW4uLjg7u5Obm4u2dnZZGdnIysrK6yRs2fPZmRkhKysLEZHR4UVbebMmcTFxTE+Po6zszNKSkps376d06dPExAQQEdHhxC6mpqaWLFiBQYGBoJ6VldXR3l5OW+99RbNzc0YGRnR1NSEp6cnwcHBzJo1i8HBQZqamrhw4QL19fW8/vrrgv4XHR0tRAgpKSmMjIyoqKjAxsaG6elpEhMTCQwM5Mcff8Te3p7h4WF+/vlnysvLOX36NKtWrcLZ2ZnR0VEmJyeRk5MTlRSFhYXU19eLrsnKykqMjIwoKysjLy8PAwMD1q1bJ2jSc+fOpbOzExkZGZSVlfnb3/7GDz/8wNjYGAkJCcISfPLkSf7880/hUsjLy6Ovrw93d3eKi4vFZ1lfX59Hjx7x0UcfkZ+fT2BgIBUVFbS3tyMlJYWDgwN1dXVER0dz+PBhTExMcHZ2FhuUrq4uvvjiCxoaGqirqyM3N5fY2FixpUxISMDNzY329naysrL49NNP8fPzY3R0lC+//JLs7Gy2b9/Oxx9/TG9vL5s2beLXX3+ltraWsLAwcnNzhaXLwsJCbNxSU1PZtWsXubm5wF+D1+uvv05ubi5DQ0MUFhZSVlYmuudMTU3p6+ujp6eH0tJSNDU1CQgIYGpqitLSUtauXcvq1as5efIk/v7+YrteWlqKmZkZhYWFpKenY2dnh62tLaqqquIw//vvv+Pu7k57ezuNjY289tprlJWV8erVK/GcdnNzo6amRgzfGhoaAv/u6upKbm4unp6e1NTU4OvrK6p9JDC4OXPmEBkZyfT0tNgGGhkZoa+vL+6pt27d4vTp0yxbtkw80zdv3kxMTAympqai7sPExISJiQk2b95MZWUlCQkJTE9PC8iHj48PUVFRNDU1UVVVxc8//8y6detIS0ujo6NDiEzV1dWMj49jZWVFRUUFhw4dErTcgwcPEh0djbOzM9LS0sybN4/q6mrGxsbw8/MjPj6eWbNm0dvbi52dnbC4LV68mLKyMh4+fMjChQsxNjYWP7efnx9z5szh+vXreHt7U1RUhJmZGatWreLUqVP09vYK+vDt27cxNTUlMDBQHKb19PSwsrJCTk6O3NxcyffgNwAAIABJREFUlixZws2bN/Hx8SEuLg4zMzOOHj3K2rVr8fT0ZMmSJXh4eFBYWMiCBQsYHh6mtrYWZWVl7O3tMTIyYsaMGaSlpZGSksL09DSamppoampy+vRpCgsLmZiY4NSpU6xfvx4HBwcGBgYEvf3Zs2cEBwfj7u5OYmIiBw8eFB3DioqKFBcXc+jQIfT09CguLkZGRoaCggLgL6DH999/zyeffMLhw4cJDw/n+PHjbNmyBWNjY6SlpQkPD8fb25vc3Fw+/PBD0V/b3NyMiooK586dQ05OTmzP7969y9jYGGVlZQQHB1NVVUVaWhp9fX0kJCTg6OgonFqSc0phYSF+fn7IyMgQFBTE5cuXBc1d4j5QUFDgwoULvPHGGwwNDYnoRG9vryAzP336lKSkJC5d+n/P82+99RYxMTEkJCTw4sULtLW1aWhoQE5ODn9/f/T19YmNjWXHjh38+eefBAUFMTo6Khw5Y2NjpKSkUFFRwblz51BTU0NOTo5du3bx1Vdf8dtvv/HBBx8wOTlJTEwMy5Yt491330VdXZ3PP/+cHTt2MD4+TkFBAVJSUpiYmPDw4UPMzMx49uwZOjo6XLx4kfb2dnx9fVm4cCE6OjosW7aMwMBAjh8/joeHhxDBJPUOlpaWKCoqEhcXR3NzsziXXbhwgZGREXGekxC/3dzc+Oqrr8TZu6enB1tbW+zs7CgtLaWtrY2mpibKy8sFKK+jo4O5c+eSkJDAjz/+SFFREVZWVvj7+1NQUCDs/q2trSgoKODu7o6DgwO7du0SFUp5eXloaGjQ3NzMxo0bCQkJYfv27ZSXlxMQEEBGRgbvvfceUVFRvHz5koGBAaqrq3nw4AEPHz6kuLgYaWlpampqhKAsIyNDZGQkc+bMoaqqCoDJyUnu3Lkjzv9JSUkABAYG8vXXX3P8+HESEhKYN28ev/zyi3AKSaysmzZtErC8/yeS8p8bDKWkpL48fvz4ov/uvfT48eNvA6sB6WPHjn37P/sa/ydeZ8+ePebg4MCqVatwd3envr5evNXV1SkvL8fLywt3d3dhZZGXlxel7QMDAxgYGBAZGcmGDRtYu3YtUlJSPHnyhM2bN5OVlUVaWhpmZmbU1dWRnp6OlpYWM2bMIDU1leLiYtTU1AgICKC7u5utW7dSUlKCtrY2ZmZmYqMhWeHr6+ujo6NDdHS0UKDnzZvH9PQ0+vr6REZGoq+vT1BQkOjmWbhwIXFxcaKnJiEhAUBsJiSbUG1tbR4/foyamhorV66ksrJSXPBnzpzh6NGjLF26lNjYWGpra/Hz86O6upqGhgba29uxtrZmcHAQDQ0NysvLqayspK+vj3PnzokN2Y0bNygtLcXR0ZH09HSxbVq4cCGpqakMDg6ybds2NDU1CQsLw8HBgfz8fA4fPkxISAjS0tLMmTMHMzMzYX+1sLBgenqaZcuWUV5eLgqGDQ0NaWxsJC4ujoqKCqytrYmJicHBwYHXXntNqNfV1dVs3LgRKysrGhoa6O7uJjExkZ6eHpqbm9HV1RVWx7KyMlxcXCgrK0NXV5cVK1bw4MED5s6di7q6OioqKly8eBEVFRUmJiYwNDQUFgkVFRUGBgYIDw9n5syZKCsro6OjQ21trdjGxMfHo66uzpkzZ4QnXHKTknQi+vn5MTAwwPj4OGvWrGHOnDmUlZWxe/duCgsLmZycJCQkhN27dzM0NISNjQ2RkZEEBARgbm6Orq4ujo6OnD9/HicnJ1xcXMTQuH37do4ePUpERIQ4cBQWFrJ69WqampqE2OHt7U1cXBwKCgq0tbVx7949xsbGKCoqYt68eURHRyMlJcX09DRWVlbIyMgIC5KamhqLFy8mJyeHkZER9PX1GR8fR0lJSWQZBgcHyc/PZ9myZRQVFVFZWYmfnx9WVlbExMSIjqYVK1aI32tFRQXy8vKiWzEtLY34+HguXbpET08PLS0t7Ny5E3Nzc1RVVbG1tRXF2To6OmLQ6+vrQ1ZWFg0NDaqqqlBTU6Ojo0PUeUg2dJJrbXR0lNjYWAoKCigvL6esrIy9e/cK4qQkN9bW1kZ/fz9Xrlyhs7OTqqoqhoeH6ezsFL9XfX19fH19qaur48WLF6LGQFNTk7y8PCYnJxkYGBBb9lmzZmFgYCCEGg8PD/Lz8zE1NaWiokJkOiVWZE9PT5KTk1FTU8PAwICRkRFee+01RkdHmTlzJmpqaoyOjmJqakpZWRkqKipoaGggLy8vepm6urq4ceMGx48fx9PTk9DQUCYmJigvL0dTU5PBwUEsLCyoqqoS1OWlS5eipaVFb28vjx49ErZpSaWF5HNQU1PDxYsXsbe358MPP2Tbtm1kZ2cLArSUlJSw3Pb29rJt2zaxcauqqsLV1ZW5c+eSlJQk8oNDQ0OMjY1RV1eHkpISqampWFhYiB7SGTNmsH37djo6OgAYGRkRZMrW1lZaWlpwcXFBUVGR0tJSDA0NcXBwICgoiBkzZtDY2Mjg4CBFRUUMDQ2RnZ0N/KXY2tvbY2lpyc6dO4ViGxwczM8//yyyV8+ePROWoU8++YSrV69y5coVnj9/zrfffiuK3g0MDIiLi6OxsZHHjx/z8uVLdHR0OHHiBHJycvT19WFlZcWePXu4e/cu165do76+nnfeeYfs7GzGxsaYnJwU1UUtLS0MDg6yf/9+Zs+eTVFREWNjYwwNDfGPf/wDFRUVca309/fT1dXFmjVrUFZWFlTsrVu3io7bEydOCCR/d3c3jY2NeHp6Ul1djaysrPgaTU1NTE9P4+7uzvXr1zE2Nqa5uVlQc4eHh8V9WPLq6+ujtbVViCo9PT3ikO/m5kZubi6nT58mISEBLS0tBgcHeffdd0lMTCQqKkoM4np6ely7do1Dhw6RlJTEs2fPePfddwkICBBDkKOjoxiClyxZgoKCAoODg3R2dopn1osXL1BQUEBPT4+2tjby8vJwcXEhKSmJjz/+mLt37/Lpp59ibW3NqVOnKC8vp7q6GiUlJfbv34+BgQGlpaV4e3sjJSVFUVERExMT+Pr68vPPP/P6669z+vRpcnJyOHz4MMnJySxYsAA7OzvOnz/P1NQUixYtIjk5mf7+fry9vVFXVxcDVk9Pj3iuaGtr89133/Gvf/0LKSkpsrOzxb2yoaGBgIAAUlJSsLS0FEP+W2+9RXFxMbKysrS1tSEnJyeeL5mZmTQ3NwsHk2TT09fXx9jYmCDuLl26lJcvX1JRUcHz58+pra1lbGxMVMkcOXKEsbExdu3aJcjZenp6PHv2jJKSEnR0dCgsLKSxsZGtW7eSkpIi+tkk2U5TU1MePXqEgoICysrKjIyM4Ofnx9WrVykvLyctLY2MjAwMDAwwNDQU1/y5c+cIDw9nzZo1ggx+/fp1rKysaGtrE52CfX191NXV8fTpUxGfkLiOTE1NmTVrFqWlpUxMTKCnp4eXlxcxMTFUV1dTUlKCgYEBs2bNEvRJHR0dfH19qaqq4s0336SwsBBVVVUaGhoIDw+nubkZDw8PysrKAMQ9U7I5zMjI4PPPPyc8PJyFCxeSkpKCubk5nZ2dwvFWU1PDihUrmJqaEnZkPz8/Zs+ejYyMDOnp6WzZsgUjIyMMDAzQ0NBg9+7drFq1iq+++orOzk7xvDIyMqKzs5Nz586RkpLC8+fPef/997G2thbVCOHh4WJTnJOTw969ewXN/bvvvsPIyAgPDw9SUlK4evWq6H3ctWsXixcvFrGf9vZ2QkJCSEpK4t69e/T397N9+3YmJyfJz88H/rLMz5s3j7S0NJSVlVm6dCnPnj1DV1eXVatWiftudXW1+B22trYyMDCAgoICnp6eWFtbk5ycjIqKiqiO0NfXp6mpSXQEHzx4UJChb926JfgSmZmZojtQWloaGRkZ8vPzUVJSoqWlhaGhIcLCwvjoo4+wsrJCUVGRhoYGdu7cyUcffURjYyPh4eEoKysTHR3N7t27qampISIigt7eXjZu3MjRo0dpampCVVWVjo4Otm3bxrJlyzhz5gwTExPo6uqioqJCY2MjixYtIj4+Hm9vb1pbW2lubqampoaFCxeKahQjIyOKiorQ09Njz5494uwwODjInj17GBkZ4fbt29jb21NZWcnIyMh/NGMYDyzir97BxYAv4MpfBfcxx44du/2/+o3/E6/vvvvumL29PcnJyUxNTWFpaUlaWppQTxQVFTl79izZ2dkMDAywYMEC5OXlRRGzjY0NxcXF4qZz4cIF1NTUOHLkCNnZ2aKHR11dHXl5eXEolVhwfHx8cHV1JSQkRAwN3377LQ8fPsTX11fYIJ49e8b27du5ffu2QORaW1vT0dHBG2+8IUK24+PjFBUVkZWVhbGxMdnZ2eTl5aGoqEhfXx8ODg6oq6sjJyfH4cOHefXqFRoaGtTU1IhsnaRnqbu7Gzk5OdGxcuvWLV69eoWysjKLFy/m+fPnGBoaik6Uu3fvYmhoyOjoKPb29iLs6+LiQnd3N9988w1lZWW0traipaUltnXr1q3jxYsXYjU/Pj5OSEgIXV1dGBsbExgYyJUrV4SVVJL3mp6eRktLi/T0dGxsbKiqqhIqkJKSEt3d3bx48QJjY2NkZWUJCAggMjKSWbNmERISQnZ2NnPmzOGtt97i3LlztLe3C///hg0bePDgATY2NmRlZTE0NCTwy0NDQyQlJeHv78+JEyfQ1dXFzs6O/v5+ysvL6ejoYGhoiJaWFoFe3rZtmyi03rBhA11dXSxatIjnz5+LwlYvLy9UVFSora0lKSlJKJT6+vpcvXoV+KuuQ05OTmxaYmNjkZWVFRtLNzc3oaCqq6tTXV2Nrq4u5eXlaGtrIycnJwQPd3d3UdPQ2dlJS0sLTk5OHDlyhDlz5lBcXMzAwACzZs1iYGAAJSUlXrx4wYEDBzh//jzvvfeeKC6fMWOGUPILCgrQ1NQUqm1zczOGhoa0tbVRVVXFmjVrMDY25s6dO3zyyScYGBjQ2dkpCp11dXVFGF9XV5fU1FSCgoJQU1PjwoULTE1NiS7NyMhIAQFpa2tDVlYWNTU1mpqaOHHiBMHBwezduxcPDw8SExPFltfV1ZXk5GSRn+zu7iYsLAw/Pz/efPNNkc9KTExkYGCA4OBgcnNz+eKLL2hvbxcdjJ2dnWzcuJGHDx8CsGPHDgoKCmhra0NNTQ15eXmqq6tpamqiq6uL9PR0PvjgAzQ1NVFSUhKl0BIrXl9fH1JSUnh7e9Pd3U1WVhZ9fX24uLgIu093dzc+Pj6YmJgQERGBs7MzPT09lJWV8fLlS5Ht8vT0FFsoDQ0NnJ2dyczMxNDQkJGREbq6ukhOTqatrU0Mdh0dHRgaGqKtrU1BQQGTk5McOXKEZ8+eYWpqiqmpKQcOHODDDz9k165dVFZWoqWlhaysLIWFhUhJSXH27Fl++uknseGU2OuVlZW5ffs2y5YtQ1lZmcrKSmxsbKirq2Pu3Lloa2tTUVFBaGio6NlLT0/nk08+4d69exgaGuLq6kp6ejqWlpb4+fnR2toqBLAtW7YQHR3No0ePOHv2LIWFhWhqajJv3jyMjY3JzMzEwcGBhoYGfHx8mDlzJl5eXrS2tjI4OIibmxv5+fkoKChQX19PZ2cnenp6NDU1oaCgwN69e6mursbMzIzOzk5ycnKIjo5mwYIFREdHiyxHb28v3d3dDA8PMzY2hoGBAfLy8iQlJaGhoYGqqirW1taiuFxy7WhqalJSUkJERATS0tKoq6tTVFTErl272Lt3LxcuXGBwcJDvvvuOBw8eoKuri6ysLEZGRtTV1fHw4UMWLVrEypUrBbrewsKCxMRE8ZlZsGABpqamuLm5iWeXBJojORBfunSJ27dvU1tbS29vrzhkNjc3Y2pqSnJyMosWLSItLY3Hjx8zd+5curu7qa+v57PPPuPBgwcoKSkxPDxMT08Pc+bMob6+nrGxMeAvGMzU1BQbNmzgzp079Pf3iyH/1q1bJCQkYGJiIqoDAIF+19XVFR2NkufM4OCgOLTr6OgQExPDpk2bKCgoEOq5gYEB7e3tjI6OMjw8jLKyMubm5ixcuJAff/yRv/3tb5SXl9Pf34+CgoIot+7o6BBgiZ9//pm9e/fS2dlJbGwsJSUlNDc3s3DhQjIzM1FVVWXGjBn88ssvrF27lt7eXuTk5AD429/+xsqVK1FVVeXSpUuMjY0xf/58of47OjoSExMj8p96enqi808C0+jq6uLly5d0dHQIy6pEtD137hyOjo6kpKRQW1tLUFAQAwMD9PX1MTk5SWRkJL29vdTU1FBaWsovv/zC+Pg4FhYWbNq0iby8POrr6zE3NyciIoKXL19ibm7OihUruHXrlhBijI2NBSBIAqjS1tbm+PHj7Nq1iy1btrB8+XKMjY1FPq2jowNlZWUmJibQ1NRk5syZIu/Z39/P7du3GRkZoaysjJaWFvz9/VmwYIGIgBgbG4v+WklO+ddff8XCwkKA42JiYnj16pW4vyUlJdHe3s7s2bPp6uri22+/ZWBgACMjI3bu3Mkff/yBiooKANu3byclJUUMlgYGBjx48IC33nqLrKwscR1KDtjvvPMOoaGhhIaGcvToUfbu3YurqytKSkrY2NgQFxfHsWPHmJiYoLq6muHhYaysrHB1dWV8fJyXL1/i6upKZWUlMjIyWFtbIyMjg5ubm3CuHThwgMTERGxtbfH19cXY2Ji///3vtLe3C+EgNjYWVVVVbGxsqK+vp7y8HGdnZ/bv388vv/xCfn4+ZWVlbNmyhfDwcNzc3LC0tKSzs5Pnz5+LDuiXL18Ka7SkJkYCutq4caMQuoKDg0VPtcSFICUlRUBAAJaWlkRFRdHd3Y2GhgYDAwNs3bqVRYsWCYbA0qVLUVVV5dmzZ8yePRtnZ2e++uorcV6pqqri8OHDon90y5Yt3Lx5k/LycgFa3LVrF1evXqW9vR0tLS1hb56enua9997jq6++4tChQyK3nZ2djaGhoTjnvvfee1y5ckXUOxkZGQnL6+rVq9HT0+PBgwfcv39f9Hy6ubmJmMqRI0fQ19dn4cKFPHz4UGTaJecRY2Nj9u7di46ODp9//jmVlZXMmTOH7777jpiYGGJiYoiLiyMuLo4jR44QFhYmIgnt7e1ERkbyz3/+kz179tDY2Mjy5cvFc3jJkiW0tLSQk5ODjIwMH3/8MV999RVvvvmmsPlLavEaGxvFhjUpKYkNGzbw6NEjAfqS/F0cHByora1FU1OTsrIyhoaGGB0d/Y8Ohkf5awj8798dQDhw4NixY4P/q9/4P/H67rvvjq1bt46xsTHi4uKwtrYWf8x79+4hKyuLrq4u27Zto7W1FQ0NDfT09MRg19TURH5+Pm5ubsjJyYlNX3x8PGpqamhpaaGgoIC2trZ4qDo6Oop/DxATE4OtrS3GxsZcuHCBH374gfnz5yMtLU1FRQUeHh7o6+sTGhrKsmXL6O/vR0tLi99++w17e3tyc3MZHR2ltraWvLw83njjDTo6OsRg29HRgZmZGXZ2dmhrazNr1iyxHUlKShJdPDdv3qS3t5c9e/bw66+/snz5ciwsLNiyZQtPnz5lcnKS8fFxpqen0dDQEATQ0tJSFi9ejLu7Oz4+PnR1ddHb20tPTw8KCgp89NFHoj+tra2N7u5uWltbmZqaYsmSJZw/f55Xr16xdOlSZs2aJehdb7zxBqampsTExLBq1Sr09fWFnezWrVvIyclx8OBBKioq6Ojo4NChQ2K4tbW1pampic8++4zCwkIqKipITk4WvTZFRUUiO9HW1kZLS4ugnaqoqNDQ0ICKiooY+Hp7e0VX39OnTwWIwcTERFjxmpqaWLt2LVpaWrz22mtER0czOjqKpaUlU1NThIaG8vLlS95++22ioqIICAjgzz//ZGJigiNHjnDjxg0cHByE6ionJycIZdnZ2VhaWjJv3jxKS0tZsGABQ0NDaGlpYWZmxsqVK9HU1OT69eusXLmSxsZGsrKymJ6eZu7cudTX14vQ8/j4uMg6hoWFER0djZycHO7u7kRERPDmm28yOTmJt7c37e3t5OTkkJeXR2NjI5qamujr67N69WoMDQ0pLy/H19dXWBVmzpxJaWkpvb29WFlZ8eGHH1JeXk5jYyM2NjasXLmSqKgoCgoKeOONN5g/fz5//PEH9vb2wnMv2cBoa2uzbNkyTE1NycrKoqOjQxQoR0VF4eTkRHl5OXp6eoyNjWFpaUl3dzdGRkYsWLBADNcyMjKkpqayePFiQTesr6+ntraW8PBwnJycsLe3Jz8/H0VFRdH71dPTg6OjIxUVFYIG+/z5cx4/fszY2BgHDx5ERkaGK1eusGXLFgYGBsjOzmbNmjXk5OTQ0tKCvr4++fn5+Pr6IiMjI7bKlpaWYliTDOWysrK8/fbbzJ8/n/PnzzNr1izc3NyorKxk165dNDc3U1BQwMyZM2lpaSE+Pp6tW7eSkJCAvLy8UDAbGhowMDAQ/72qqioaGhoEBASIa1RNTY3u7m46OzuFTff58+coKCiQl5dHbW2toMRduXJFDI5VVVWEh4fj4uJCc3Oz2Dw8efKEPXv2kJGRQVRUFMuXL6e/v5+ysjIqKiqora1lenqa119/nczMTHJzc1FVVSUrK4vz589z9OhRrK2tBSl27dq11NXV4ebmJq4nSV5ldHRUUI4lXVOSPJuUlBTW1tYMDw8LyIesrCw1NTW0tLSwcuVKiouLWbduHRcuXKC8vBx5eXlSU1MxMzPDx8eH0NBQ4K+C5vr6euCvPtCoqCgaGxs5ffo0v//+O6ampkL00NHRYWBgAH19fZ4/f878+fMZHBxkcHCQoaEhpKWlaWlp4dixY5w8eRI7OzuePn1KcnIyM2fOFJS+lpYW8TNLyMvd3d3cuHGDoaEhVqxYwfnz5/Hw8MDc3JwXL17Q09ODvb09LS0tJCcnCyKsZEM/NTWFvr4+Hh4epKenU1hYKHrCnJyc8PHxERuxmpoaASzw9vYmOTmZjo4OIiIiGBsb48WLF3zzzTfExcXR2trK/v37ycvLE2XTtra2GBoasnTpUtLS0rC3txebC/irkD07O5tTp07xwQcfCAqslpaWKD6vqKhg165dgqYJCKKikpISYWFhaGho8PLlS+E4ePnyJWVlZdTX1zNz5kzWr19PeXk5c+bMQUdHh8bGRvbt20deXh6rV6+muLgYDw8PSktLhfovOWibmZkRHByMsbExCgoKJCYmsnPnTr7//nuamprEViYwMBBVVVXCw8MF1Vby+wZISkqiq6sLVVVVYdvr6+sTAsDo6ChRUVF8/PHHtLW1sXbtWqHsq6ioYGpqyoMHDwRMZWhoSFCo7ezs0NXVRUFBgYsXLzI4OEhqaiqHDh3C3d2d/v5+kQeztrYWllXJMCcRrW1sbDh16hTj4+MMDAzw0UcfsWHDBlpaWgQ4anh4mJkzZzI8PCwO2A0NDRgZGeHq6kppaSleXl6iN668vJyEhAQSExMFHGx8fBxPT09qa2txcXGhpqaG1tZWfvjhB7E5efHihbCaSwb/+Ph4jI2NiYqKQktLi1evXnHp0iV8fX3JzMwkOjqajIwMsXGrr69naGiIjIwMbGxsKCoqEhGN9PR0njx5wvHjx+no6ODPP/9ETU2NkJAQZs6cyZIlSwgPDycwMJCWlhZiYmLw8vIiMDCQzZs3i8/N22+/DcCHH34oHAOPHj0SxO/CwkIaGhooKSnB2tqa8vJyYWe2trZGXl6eR48eMX/+fJSUlOjt7UVKSorCwkIGBgbo6urCyckJW1tbIiIiUFRUpLu7m59//hljY2MsLS0FREkCe/Px8WHOnDncvXuX0dFRrl+/LrpNDxw4wKeffkp+fj43b94Ubprjx49z4sQJsX2UEDOnp6cJDg7GxsaGmpoa6uvr8fPzQ1dXF2tra06fPo2/vz9GRkZMTU2hoaFBS0sLxcXFHD58mBs3buDj40NOTg6bNm1iw4YNhIWFkZCQILbs9vb2yMnJoaysTEpKiujmlQjET5484erVq3zzzTc4Ozvz6NEjKioqsLW1ZXp6Gg8PDxGDam5upq+vj9DQUFJTU0lNTRXRlZUrV5KQkMDU1BSffvqpoByfP3+eiooKVFRUcHJywsbGhps3bwqApET8nTVrFjk5OeJcl56ejq2tLaOjo+Tk5PDGG2/Q3t6Ojo4OfX193L17V4g4a9asITk5mUePHgHw97//nQ8//JCJiQn27duHiYkJDg4OPH78mHv37vHw4UOKior48ssvef/99/H19eXy5csCELVixQoePXrEkydPRO47NTWVOXPm0NnZibm5ORYWFjg4ONDa2kpfX5+w46urqzM8PIy3tzeVlZUUFhYiLS1NSEgIJiYmIu6ioqJCU1PTfxQ+c/x/8D597Nix+/+3DIUAX3755bHZs2fz/Plz3N3dBd5dAusoKCgQarKzszPp6enExcWhpqaGn58fFhYWQtmVAE/+/e9/Mz4+joGBAZmZmcTGxpKWloaXlxdFRUWYm5sjKyvLxMSEQLNfvHiRkJAQsrKyyM3NpaOjg6CgIAYHB2loaCAsLAwdHR3WrFkjfNIuLi74+fmRm5uLiYkJcnJyjI2NoaWlRUVFBfPmzaOrqwsjIyPc3d3x9vamqqqK4uJizMzMSEpKYtWqVTx79ozR0VEsLCzw9PSksbFRqG+SQumBgQEMDQ3JyMjA39+f9vZ2USEg8T4XFBRQV1dHUVERysrKjI+P09LSQmRkJF5eXjx79gw7Ozv27t1LYGAg9+/fx8PDg40bN5KUlMTu3bu5ceMGlpaW7NmzR9ilJBYiFRUVSkpKxOpbMtB1dXUJxUpLSwtVVVXCwsJYtmwZv/76K2vXrhVbpffff58HDx6Qn58vBsO7d+8yf/58RkdHcXR05MqVKwwPD+Pp6Ul5eTmrVq2iuLhYDCxWVlbExsaKgSIiIgKANWvWCHJpSkoKqqqqNDc3Y2lpiY2NjQC3hIXx5ZE5AAAgAElEQVSFoaioiLS0NMrKykKpt7Gx4erVq/+fjZlkSBkdHSUgIABtbW3u3bvH0NCQyHC1tbVRXFzMZ599xoEDB0Q2xcLCQmwNnzx5QmxsLBYWFjQ2NlJQUEBTUxN2dnZcunSJpKQkKioqmDlzJtnZ2aIwXEI/dHd3p6enR9g+tLS0GB0dxdXVldraWnbu3El8fDyVlZXAXxlOiVgxNTVFSUkJlpaWomTY3NycxMRErKysuH//Pjo6OkxPT9PQ0MC6detwcHDg1KlT1NbWUl9fL+xKKioqbN68GR0dHYaHh1FRUWHdunVER0fT19fHsmXLuHfvHkuWLCEjI4OPPvoIVVVV4uPjMTExwdXVlUuXLgmC5sOHDxkdHcXDw4Oamhqh5qekpIjQfkREBImJidTX1zM9Pc3g4CAxMTF0dXWhq6tLW1sbAQEBIuekrq5OT08P0tLS4tA6NDREVVUVjY2NQmCqr68XaPbu7m6sra3p7OwUxfOS8LmETKqoqEhmZiba2toCeDI0NISsrCxKSkq88847omYkNzeXBQsWCFy65AHu7u7OnTt3KCwsZHx8HHNzcyYnJ0X2MCUlhU2bNvHixQuePXtGUFAQ+vr6lJaWEh8fL0Sk7du3o6+vLwrHExMTOX78uMgqOTo6CtHM1dWVtrY2IiIi6O7u5tChQ8ycOZP9+/cjJSVFUlISxcXFAg0fFxdHVVUVQUFBVFdXMzIywtjYGJqammhpabFlyxYUFRWpq6ujr6+P4OBgUlNT6enpYeHChYIC+v3334tS6Pfee09ss2/duoW3tzfl5eW4uLgwPT1NUFAQiYmJ1NTUoKqqiqOjI/X19bi4uHDixAkiIyORkZEhKyuLP/74gzNnzuDl5UV/fz+6urqsXbuW4uJiTExMqKurw9LSkn379nHz5k38/PwYHBxk9uzZdHZ28vDhQ7788kuSk5NRVVXFysqKoKAgurq62LNnD52dnaSkpLBkyRIsLCyQk5PD1dVVDLgBAQGiiqeyshJ7e3thT2xtbeXVq1ekpaUxNjaGlJQUJ0+e5OzZswQHBzN79mw6OjoEfKSuro6VK1cK9V1GRgZ3d3dhh5eXl+eLL77A19eXkpIS/vjjD5GtltQRyMjIYGtry/Xr1yktLcXGxob58+fz4sUL3n//fZHT7OnpYfHixfT396OoqIiPjw9WVlY8efIEc3Nzbt26xeHDhzl9+vR/eU5LMoadnZ04ODigpKQkXAmzZ88mPj4eHR0d3n//fa5du8bLly+Jj4+nvb1dwNdKSkqQkpJiYGAAHx8fkpKS8PLyIjk5mVmzZomcfldXFyEhIWzbto1///vf9PX1kZ6ezptvvsmmTZvw8PAgIiICc3Nzkf1LTk5m//79eHp6iiF/+/btwo7b0NCAsrIyOTk5/yU7KS0tTX5+PjY2NgDIyspy8OBBzp8/T09PD2NjY6IKor29nblz52JkZCRASdLS0sjLy+Pk5IS6ujr29vZ0dXWRnZ0toDKBgYFERkaio6NDZ2cnZmZmrFixgqioKObMmYO/vz9ycnLU1tZSV1dHWVmZiJtIBMOBgQExjMjJyTExMSGEYUtLS0GKPXv2rBChN27ciJycHAcOHBAkdkleTLKBiYiIEPnL7u5uQePt6upiYGCA7u5uUlJS+PDDDwkPD6ekpAQHBwfKysoYHR3l2rVrKCkpkZKSQnd3Nx988IFwJY2NjVFRUcH09DT19fX4+PhgamrKuXPnaG1t5V//+hempqYMDg6ir68vro0NGzaISou4uDhevnxJRkYGJSUluLi4kJmZSWpqKiYmJlRXVyMjI4OrqytOTk6Eh4djampKVVUVExMTtLe3ExwcjLy8PLdv32bhwoVER0ejpaVFRkYGysrKaGtrk5iYyGuvvYa3tzceHh5ERkaioKDA3LlziYiIQEtLS4i8KioqzJ49m8ePH4uqj82bN3Pv3j10dHTIyMgQlsLjx49z5swZfvrpJ+bMmYOioiK9vb189NFH5OTksHnzZgBRiSXJ1+no6DA4OIiZmZmgmoeFhREZGUl/fz9BQUEUFRWRlpbG0qVLxWe7v7+flpYWNDU12bFjB/X19cTGxjI8PIyBgQGDg4NER0dz8uRJIeLX1dUxNDSEtrY2169fF1BDKSkppqamOHbsGD09PRw6dIiJiQni4+MpKioSlmZDQ0MmJydxcHBgYmICc3NzamtrefDgATk5OXz99dfExcWRl5cnnpUSIXl4eJjk5GRxX7Gzs6Onp4dFixahra3Njh07WLduHSEhIYyMjNDf34+MjAwPHz4kMDAQW1vb/7IYAIS48vbbb+Pn50dXVxeysrKUlpaio6PD1NQUmpqaRERE4OHhQV1dHaGhobz//vtcvHiRjIwMent7sba2xsHBQVTZNDY2oqenxx9//MG7777LwYMHuXz5MjExMWRmZjIyMkJKSgpZWVncv3+f33//ndDQUAF3Mzc3x9bWluzsbLS0tHB2dkZTU5P09HQaGxtpbGyUkKP/z8Jn/m98ffnll8f8/f15/vw57e3tBAUFoa2tLaiFOjo6KCsr4+XlRWJiIjNmzKC9vZ2FCxdiYGAgKEljY2NiMHN1dWXz5s1UVVWhqqoqtkqDg3/Nw9bW1sIX/uzZM44dO8aFCxfQ0NDAwcGBxYsXY2BgwI8//ig2cAMDA7S3t1NbW8vWrVu5du0as2bNIjs7m5ycHJEfGh8fp7a2lsLCQhEyraurE6FjCahhfHwcWVlZnj9/zk8//cT169dZvXq1UGYVFRUxMDCgsLAQMzMz4K+HmIuLC0pKSjg7O5OYmMiOHTtoaGhgenoaJycnEhISuHLlCj/88ANvvPEGqqqquLq6UlZWxr59+9DV1WVycpLQ0FBevXolciJOTk6cPn2azz77jOrqai5cuEBpaSmrVq1CTU2Nhw8fkpaWhp+fHw0NDejo6KCpqUlvby9JSUk4OjqKPFpVVRXz58/HycmJp0+fYm5uTmpqKgMDA9y/f5/Vq1dz4MABnj9/TllZGYqKitTX15OQkCAImpLthOSh2NLSwpkzZ7hy5QpWVlZ88MEH3Lt3T2wXJPkUf39/0YM4Pj7OwoUL6e3tJT09nZ6eHjo6OpgzZw6lpaUkJydjYWFBc3MzVVVV9Pf34+npibKyMgkJCQLyUVhYyIwZM8jJyWF6epoHDx5w/vx5xsfHuXv3LoGBgYIoFhsbS3NzM9u2bePevXv4+PgINVpix1y0aBFeXl6oqakxd+5cxsfH+eKLLzA0NKShoYGxsTFmz54tSGiff/450dHRuLu7iw2Rv78/pqam/PHHH+Tn51NfXy+Q5v/85z9pbGxkdHQUFRUV6urquHz5Mq2trZiZmQmhIS4uDnNzc4FEX79+PXJycsydO5eOjg5SU1MF6fX111/HzMxMZMRiYmJQUFBg/vz5JCYmMjY2xsTEBKOjo2KYzsjIwNjYmL6+PhoaGrC0tBQdbZKHv4qKCm5ubmIgrq2tFTY4S0tLlJSURN1BcXExurq69Pf34+vry+LFizl8+DDd3d3o6upSVlbGyMiIsO42NjYC8MUXX2BkZISDgwMuLi709PSIrqSoqChMTU2xs7PD2dmZsLAwOjo6iImJoampCRMTE0ZGRli+fLk4dEkyDRMTE6J/aunSpUxNTVFfX4+0tLSgKe/evZuCggKMjY1JT08X9Qxubm709vayfv16BgYGcHR0pLu7m5iYGGFpbWho4MiRI+Tk5GBlZUV2djbXr19HSUmJ06dPc+DAAeTl5WlpaaGnpwcZGRmKiorEtl3SyZaRkcH09DQjIyPY2dkRFhbG7t27qa2tRV1dnaqqKp4/f46xsTGqqqqkp6fj7+/P0NAQgYGBPH/+HCMjI6qqqmhraxOHvra2NpYuXSrqEIqKilixYgWvXr3i8OHD+Pr6MjU1xdmzZ/nkk0+Ql5fn1atXvHz5UtxTAwICMDExISEhgY6ODqqrq+nv7+eLL74gLi4OTU1NFi1aRGNjoyBLTk1Ncf78eeTk5KiqqiImJoanT5/y9OlTKioqBJpdXl4ePT09pKWlKSkpoaKiQlg7v/zySzw8PIR1WNJ1KrE0d3d3c/jwYUGPe+utt7h06RKtra2YmpoKQrKTk5OAjUlqMhoaGhgcHMTc3Jz333+f2tpa7t69i62tLbGxsZiZmYnPqre3N/X19bS1tbF8+XLRJWpkZMQff/whoGj6+vpMT09TUlLC1NSUsKoaGRnR3NzMmTNnuHjxIpqamqirqzM9Pc39+/dRVlYmNjaWhIQEli1bRklJCStXriQmJobffvuNffv2CRu9JDubnp4uNk2SV2dnJwsXLmTVqlXCAtjc3Ex+fj5ZWVnCMnjnzh2RlZPU9RgZGREQEEBnZ6egNmZmZrJw4UJu3LjB66+/zuPHj9m+fTs//fQTdXV1go6oqanJJ598wpMnT8jOzhb2QWdnZ548ecKbb77JnTt3ePvtt7l48SI9PT0EBASwdOlSOjs7mTVrFioqKmRmZtLS0sI777zDtm3bRPfuhg0buHfvHqmpqeLze//+fUJCQujp6WHVqlVUV1eL7HZkZCQ1NTVoa2ujqqqKmpoa3t7e3L9/XxBkq6urqaysFHCy+Ph4pqam6OzsFKj/f/7zn8yePZvR0VFCQ0PFNSihoALcvn2bK1euMDIygqysLHV1dcyfP5+EhATk5OSwtbVFQUGBO3fu0NraKq4zbW1tAdQLDw9HUVGRpKQkxsfHcXd3R15entWrV/PixQt27Ngh7nV79uxhbGyM3NxcQRJ2cnJi8+bN/PDDD/j5+WFtbU1qaiqjo6PU1NRw69YtWltb+fzzz0lKSmJsbEw8wzQ1NYVQ9PDhQ+Li4li7di07duwQ9y1NTU1SUlKYN28ely9f5r333iMoKIiCggKSk5NxcnKisrKSnp4eFBUVxeLg4MGDmJqaAjBjxgwUFBTw8PCgq6uLzZs3i1oZQICqpqammD17NtnZ2bS0tPD1118TGhqKn58fysrKPHr0iImJCdavX09ISAjwl1BgYmLC4sWLCQwM5MaNG0RFRaGtrU15eTne3t6cO3eOgYEB8ZlSU1MjKysLRUVF/va3v3Hv3j3Mzc0JDQ2ltbVVVNzcvXsXAwMDPv/8c4qKivjxxx9xc3Ojv7+f5ORkgoKCBGDl+PHjIjoxPDxMdXU1g4ODjI2NIS8vT2ZmpjhfhoSEcP/+fQ4fPkxeXh79/f34+PgIevHg4CCqqqr4+Phw4sQJTp06xapVqwgICGD//v388MMPlJeXo6ioSF5eHp2dnQQHB1NfX4+8vDyNjY0cOnRIiK2vvfYa3d3duLm5sXLlSk6ePCkgShJR0djYmOXLl4vOV4kYcOfOHVavXo2uri7z5s0Tz/+oqCg2btzIZ599Rm5uLg0NDTg6OqKqqirunRJr6jfffIO9vT2zZs1CW1ublpYW0f2tpqbG0NAQmpqaomrN39+f7OxsPD09uXz5MtXV1WzatIm6ujo2bNiAtbU1PT09pKSkcOrUKRITE/H19RVCX0tLCw4ODqxevZozZ87Q2NiItLQ0XV1duLq64uHhwSeffAJATU0NWlpa7N+/Hzk5OaKjo/H39wcgMTERZ2dn8f8jJyfH0aNHiY+P/98/GEpJSf3r+PHj/v+z97Fjx2L+V7/xf+L1888/H9PT02NgYEBsNfLy8lBSUhJB9NHRUeLi4nBychIKvUQ5ligbdnZ2BAYG0tTUxL///W8WL17MtWvX6OvrQ1tbWyDR5eXlqaqq4s6dO9jZ2aGiosLly5exsbFh9uzZZGZmkpGRQV1dnXi4j4yMEBwczJtvvomsrCxpaWlirVxZWcnOnTspKSlhcHCQnp4elJSUBD1LR0cHFRUVRkZGUFZWxsHBgaGhIQwMDFi8eDGNjY2Ul5ejpKSElJQUqampaGpqYmRkxIcffkh/fz9hYWEsWbKE3t5evLy80NDQIC4ujp07dxIWFoaqqipTU1MiEzA9PS1sVb29vUK9amxsJCIiAlVVVXp6eli+fDne3t7CDuHs7Myff/6JhYUFBw4cEDCdkpISgoKCWLx4MdLS0qKo/caNG9TV1Ql1XFFRERMTEwwMDEQeQ4JCl1jK5OXlUVVVJTMzUwA7ent78fT0xMvLSwxjkr9Vf3+/CM0/fPhQ2JQk3TwKCgrMmDFDdFampaWxatUqEhISMDU1FZALCSTl0KFDmJmZkZCQIDJ/EsuqjY0NJSUlzJs3DxMTE3JyctDV1UVdXZ25c+cKgIOCggJxcXHY29ujo6MjMocxMTEUFBSIzbLEClRfX4+Ojg7Nzc10dHSgoaEhMp3y8vKi1sDQ0JAVK1b8l7+Rp6enyEKuXLmSnp4eVFRUSEpKoqWlhV27dokesIGBAezt7bl27Ro6Ojq0traKLqCuri7U1NSIiopi/fr1eHl5sWbNGtLS0tDX16e7u5umpiaUlZXp6upiYmKCpKQk/Pz8iIiIoKOjg5SUFPr7+1myZImwc9y8eVMo0jo6OmhoaKCrq4u7u7uw8FRWVuLr60teXp7Y5JeUlAgr6uHDhwXM4ttvvyU0NBRFRUUiIyMJDg4W4W43NzdkZGSYMWOGqASR9JJJNoumpqZcvHgRCwsLtm7dKtDf0dHRvHjxgvr6ejw9PVmxYoW4zhQUFHBxcSEiIkIAD1xcXP7L/aaoqAh3d3d0dHTw8fGhvr4ePT09pKSkxH3DycmJlpYWUlNTee2111BRUSEqKoqdO3dSU1ODp6cn+/bt49q1a2LLlZ2dLX6u+Ph4tLS0CAwMREFBAXV1dSIjI1m1ahWVlZXU1tYKYMHJkyeZMWOGgPgoKCjg5eXFixcvmJycFBhwIyMjZs+ejaurK1VVVQwNDfHtt9/y4MEDVq5cyaVLlzh79iz37t1DS0tLdP81Njbi6+vLt99+i4qKCsPDw2hqauLr60tNTQ3r16/H0dGRc+fOsXXrVn755RdMTU2ZN28e9+/fR15envPnzwt65eDgIPHx8eTn54s8x5IlS4TrQXJvefHiBYaGhgwNDZGXl8eCBQt4/PgxTk5OBAUFYWZmRklJCSoqKoyNjaGurs7333+Pvr4++/fv58mTJ+zcuZPc3FwhsExMTGBlZUVlZSUqKiqsWLGCiooKjhw5QllZmThMuLq60tzczIoVK2hubiYuLg5HR0d27drFb7/9xtDQEENDQyLrGRsbKwrH4+PjxaHBysqK77//XhAK8/LykJGREXmVnp4eBgcHBa2xs7NT5Jv27t1LS0sLIyMjzJo1i7179/L48WOsrKyEODkxMYGqqirbt28nLCyMV69eceXKFZqamti3bx9btmzh8ePHdHZ2snr1agEWys/PR0dHBykpKXbs2MGePXuwsbEhJiZGdGipqamJjbkkagFw7do1Xrx4QUZGhhBR7t+/z9mzZxkfHycxMZFvvvkGQ0NDEhISUFNTY9++faxcuZI///wTZWVltLS00NbWFoKLxKZbVlbG+vXruXDhAsXFxfz666+Ym5sTFBRES0sLvb296OnpcfS/MffeQVXfe7v2RZUqIFUEadJFijTFhkrsFcUWEzWSaNRsjZrEJEaMxqhJtm0bY2KJLSKKiggKUkTpIL0JUhZFOggC0tf5I7O+z+wz73vmfc6cfeZdM0z+cCKKa/2+5XPf13XggNBuTJ06lfb2djGdiY6OpqOjgzFjxvDs2TPRhzxx4gQ1NTUMDQ0xNDREaWkpCgoKwN+Qo1OnTnHw4EFmzpyJi4sLAwMDlJSUcO/ePQIDAzl37hympqYYGxvj6+tLZ2cnDg4OSKVSOjo6GBwc5MGDB7i5uYk1aXh4mHfv3jFp0iTMzc0pKyvj1atXlJSUcOfOHXbv3s2JEydYs2YN//jHP5gxYwbl5eUC4jV9+nQkEgmjRo1i/PjxjB8/XkwXZRfMdnZ2NDU1MTw8TF9fn3jPxMXFERsbK5gEcnJyzJ8/Hzs7O5SVlYWv8fHjxwD4+/sTERHB6tWrmTZtGgUFBTg5OdHU1MTFixd5/PgxYWFh6Ovr09jYSFpaGhcvXuTBgwecOnWKnp4e7OzsMDMzIzU1VUzr7ezs0NXVZWhoiPT0dDZu3EhOTg7m5ua0trZSXl6OmpoaysrK4vLS3d2dy5cvc+bMGSZPnoyJiQkDAwMoKyujpKTE/v37sbOzo7a2lqSkJEaMGMHz589pbW0V/TwXFxcKCwuxtLSko6ODAwcO8PjxY0aMGMGuXbuEN09JSYne3l4xWMjNzRXP1uTkZAwNDUU0euLEieTn5/Pbb7/h7u6Oq6sr9+7dA/6e9J04cYKff/4ZOTk57t+/z7Fjx1izZg05OTlkZWVRWVnJrl27iIyM5NSpU5SVldHa2sq3334r+pd9fX08evSIhoYGKioqMDU1JSoqSuxPJ0yYQFRUlIARenh4iL2dhYXFvw0+ZBOq9vZ2Dh48yJIlS2hvb8fNzY3q6mpu374tgDIy1YuMWi87tMqe1+PGjRMJEDk5OXR1dZk0aRJRUVH4+vqSl5fHRx99hKOjI3fu3OH169dkZGTQ29vLpEmTqKqqYs2aNSQlJaGnp0dFRYXwflZWVuLu7s6LFy9QUFDgxo0bovohI9qvWrVKTIBlRHQFBQUGBwc5ffo0mzdv5ocffsDS0pLnz5/j5+cnwI0yz3N6ejr19fUCGiNL4gFMmzaNpKQkduzYwdGjR3n27Bmpqam8ffuWQ4cOceDAAdFVl01yKyoqSE9PR01NDXNzcxoaGvjzzz+JiIhAUVHx3yL4W7Zs4ZtvviEoKIj+/n6RdKqrq2PDhg3ExcWhr6/Pxo0b0dDQ4Pbt23R3d/+fPxgePHgwCpgETP5ffQUFBX3/3/3G/4nXgQMHghYsWICWlhbx8fFMnToVCwsLFBQUhA+lqKiI2bNnIy8vL2AGqamprF+/XiwuBgYGvHnzhpCQEHR0dCgrK0NZWRk7OzvGjh1LaGgoc+bMITw8XCDM6+rqcHNzE9lfqVQq9ANHjx4VBxLZIi27oZ8wYQIPHz4Ueeju7m48PT25f/++uJGzsbGhvb1dHJBkHjjZ4amjo4OsrCyhMigpKRExGEVFRYyMjARquLq6Gm1tbdasWUNjYyM///yzmDyYmpoSGBjI999/j5ubG7a2tmRmZlJXV8eYMWNEtEqWsVdRUWHUqFFs2rSJI0eOMDg4iFQq5dmzZ5iYmJCVlSW6RjL/S29vLytXruT58+c0NjYKxPbz588pLS2luLiYK1euCAdSY2Mj27ZtEyCU2NhY5s2bx8KFC6mvr2fWrFnk5+czZswYSkpKMDMz4/79+0ilUjZt2iSK99ra2jg7OzNjxgx8fX159eoVWVlZJCUlCcF2XV2diEe8ePFCOK5km8OmpiamTJkiBKhnzpzB3NycuLg4nJycMDExwdfXF11dXQIDA9m/fz8KCgqMGzcOLy8vEWmOi4tj5cqV4mDY399PTEwMXl5evH79mqGhITIzM8nIyOCPP/4QsBlVVVWWL18uLj40NDRIS0tjyZIlZGZmMnnyZOLj49m6dSsJCQkUFBRgYGAg6FcdHR3885//pK+vj7a2NrKzs/niiy9oaGjgyZMnuLu7k5OTw4kTJ4iJicHQ0FBMnbdv387AwAD5+fm8fPmSyZMnk5GRIWK8jY2NxMXF4e7uTlNTE21tbTx8+JDNmzdTWFhIeXk5+fn5WFhYYG5uzsDAAA4ODty9e5dXr15RXl6Oi4sLEokEa2trnjx5wsGDB0lISCA0NJTt27eLaaesu+bq6iriJ0pKSowePVqoWrS0tDAwMOCTTz4hOjqaRYsW0dbWRk5ODhUVFcJrqq+vz9DQEFVVVTg6OpKdnc3Dhw9JTEzk1q1bLF68GC0tLa5duyYuF2xtbYVfrrm5mU2bNvHmzRuys7MpKysjLy8Pa2trVFRUmDZtGgkJCXh5eaGoqEhjYyMDAwMiKTBlyhQmTpzIixcv+Pzzz8nIyGDUqFHcvXsXTU1NWltbSU9PFyqLzs5O1NTU0NfX59ixY1haWtLZ2Ul7ezs//PAD+fn5jBo1inHjxrF48WIePnxIeno6NTU1TJw4kZqaGnJyckSUxsXFhd7eXmbMmIGFhQW3bt2itbVVUOBkN/Tz589neHiYiIgIPDw8KCsrQ15enlOnTjFt2jQiIyNZsWIFZ8+exdXVlffff5+cnBzq6upQVFQkNjYWb29v4R5raGjAxMREJC3WrFlDYmIio0aNEj1umeZh/Pjx5OTkiGe37DkUGBhIXl4emzZtIi4ujnHjxhEXFyfidy4uLtTX12NnZ4e+vj7Z2dns2bOHyMhIbty4gY6ODh988AG5ubmYmZkxZcoUPD09RSwzOzubnJwcvL29iYuLIyoqitzcXMrKylBTUyMnJ4ekpCQKCgqwsrJi4sSJJCcnY2ZmJsh7ly9f5uzZs8jLyzNv3jyOHz9OdXU1qqqqdHV1iV710NAQ7969E9M7+HtT1tHRQUxMDD09PXh6emJiYsLq1atJTExkxIgR1NfX4+XlRWlpKc7OzhQXFwtIS0pKCvv376e+vp6BgQHi4+OxtLQkJSWFyZMn4+TkhI+PDykpKdTX14uIfG9vL/7+/pSWlnLmzBlMTU1ZsmQJ796948GDBwwNDTF58mRevnwpJtKTJ0/GyMiIrKwsBgcH2bx5MxMmTMDKyori4mI6OzvF3ys0NFT8244ZM4YHDx4wcuRIRo8eTUREBH19fQwPDxMSEsLmzZtpbm6mtraWv/76S1wS5eTk0NzcjKKiIr6+vhgbG/PJJ58QERGBnJwcc+fOFZd/cXFxpKam8ubNG168eCE+58nJyRw6dIhDhw4RGBgowFIuLi7Iy8szduxYWRyL6OhoRo8eTU9PDxcuXCAsLIyenh5KSkowMTERUzQAiURCVlYWKSkpBAYG4uXlRVtbG/PmzRMKmMLCQpSUlEhLS8fP5R8AACAASURBVGPWrFlERkZSX1/PgQMHKC0tRVdXl6amJrZt24aZmRlPnz7F1dVVkJOTkpIwNjbG2NgYQKh+1q5dy/PnzxkcHOTGjRtCu6OlpcWTJ09ITEwUPsgRI0YIwfzYsWOpqanh9evX4ll/4MABcnNz6e7upri4mD///JOYmBjOnDlDYmIi6urq4iD25ZdfUl9fT3Z2Nl1dXSQnJ7Np0yaOHTuGsbGxiN2+efOGrq4u9u/fj0Qi4ebNmwwODgJw7NgxcnJyRJ/2wIEDooKyfPly4uLiOHbsGL/++itHjx5FTk5OgHMsLS1JT08XNZxt27Zhbm6Op6cn9+7do66ujrlz54q/T2RkJHPmzCEtLQ0TExPs7OyYOXMmtbW1DA4OMm7cOPr7+3n06BGvXr3C0dGR6Oho3rx5g4eHB5cuXWLz5s0CYpOYmMi0adOor69HUVGR5cuXs2PHDmJiYkR/cOHChcjJyYn1RqYoaG5uxt/fn1GjRpGfn8/GjRsJCgpi7969FBQUoKKigqOjIwYGBkgkEhobG9m+fTu6uro8fvyYPXv2oKqqir29PQ4ODmhoaGBhYUFOTo6gnX777bdiv5eamoqysjIFBQU8e/aMtWvXCr+mRCLh888/F1PlKVOmUF5eLqBhM2bM4Nq1a9TU1NDV1SWiyMuWLePTTz+loaGBqqoqAbiTXYADzJw5E2NjY6ytrdHU1ERTU5OYmBisra15+PAhp06dYufOncKHKlM2BQYGYm9vj46OjtDPmJubs3XrVv7880/c3NyIioqioKCAUaNGoampSV1dHf7+/uTk5HDu3DmuXbuGjo6O6P9//fXXpKSkiD2rg4MDQUFBJCcnU1paSldXF3p6enz33XeCAG1oaCj2Nzo6OuTl5WFubi6I5QUFBaxatUoAjzZv3syKFStE4iEzMxNPT09yc3OxtbWlvLyc9PR0FBQUhJ9aU1OThoYGfH19RTdSdqhuaWnhyy+/ZM6cOSgrKxMeHs6RI0fQ1tamvr4edXV1enp60NfXJzo6Gn9/f9LS0v4jB8P/J+iM7AvZf///cjA8fPhw0PPnzzE2NqakpISXL18yODiIn58fjx49ory8HFdXV/Ly8tDS0kIqlfLu3TtGjhzJ4OAgxsbGGBoacvv2bZycnGhpacHNzQ1TU1Pmzp2LlZUVZ8+eZfny5aSnp+Pj4yP6R5qamrx58wZTU1PCw8NRVFTE0dGRy5cvc+/ePZ49e4a5uTlOTk5ER0ejoaEhcv1SqZTKykqUlZUpLS1lcHCQ+fPnC8LfrVu3cHFxobq6GjMzMxHjksXuLCwsUFNTExsCPT09xo8fL6AcY8eOJTo6mqGhIQFZkOXIjxw5Qnt7O729vYI26evrS35+PpaWliQmJrJjxw4uXbqEvLw8jo6OGBsbo6CggLa2Nra2tvz+++/4+/vz+vVrAgMDkZeXZ3BwkObmZrq6unj+/Dne3t5IJBIMDQ1pamqiv78fd3d34uPj/6030tPTg0QiwcnJCQUFBTQ0NKitrRWxXhk2/ty5c+zcuZOioiLS09PFhGLChAn09/dTWVmJiooKd+/eZc2aNZSWltLb20tBQQGVlZUMDQ1RW1uLjo4Ohw8f5tKlS1RWVuLm5oampia6urosW7YMMzMzDA0NxXSuvr5edBKampoESn/kyJGij3f//n1u3rzJunXrBCFQU1OTlJQUHjx4INQisomGDH2tqanJiBEj0NPTo7q6mpaWFsrLy/Hz86OoqIiXL1/S0dFBU1MTp06dQk5OjoCAAI4cOYK3tzfGxsa8//77nD9/Hh8fHyZOnEhWVhYjRoygsLBQAG7Gjx8vemwy/LssVgf/tQnKyckRvp8zZ86grq6ORCLBx8cHNzc34Ymrra3F2tqawMBAMjMzhQDWz89PeDft7e2xsLAQ//a2trbExsZiY2PDP/7xD8zMzHj06JF4DyUnJ3Pz5k1GjBjB2rVrKS0t5dy5c8jLywvkelxcHFKplJ6eHlHul2X+ly5dyk8//URERASDg4NCSN3T08OCBQuorq4mODiYBw8eEBMTQ2lpKfb29qioqPDo0SNcXV0pKCgQtNSTJ09y7do10WeSgVNkWO9Hjx7h7e3Nzp07xWKZl5cnLmlevnwpqIJ+fn5cvXoVb29vQkNDRSfw9evX6OjoIJFI8PT0FBh3AHd3d1asWCGcbTIZs5GRkRCIy0h9z549Izk5WSghZN+/urpagG1UVFQYN26c6GrW1dWJiw/ZAXbJkiWCZquqqiokzdra2jx9+hRTU1NKSkqYP3++6NbIEOqPHj1i/vz5KCsrk5WVxQcffEBVVRVKSkqiCzh+/HjevXuHsbGxiPTIJueyKapEIiEhIYE1a9aIeHFWVhYODg68evVK4PJl0WBzc3OMjY3R1dXlxYsXvP/+++LSq729HWNjY1RVVZk8eTJKSkrcvn0bb29vYmNjaWtr49mzZ0ilUuEZrK2tpaWlhdOnTzM4OEh9fT2rV68W3d358+fT29uLn58fd+7cYcqUKVhYWODk5ERXVxdJSUnCU/v27Vvs7OxEjLWsrIyCggKCgoIYM2aM6C1WVFQIAI2Pjw/l5eXMmTOH+/fv4+TkRGZmJgsWLBDrhIw+PWbMGNavX4+Wlha1tbX09vbyxx9/UFhYiI2NDQMDA1hZWXH79m0+/fRTJBIJra2ttLa20tPTQ319PWZmZqxevZr09HQ++ugj6urqKCoqEnCjXbt2ERsby4oVKygqKhKddFVVVYqKiqivr2fs2LGMHDmSmJgYWlpaxHNx5MiR9PX1AYgUyePHj+nv70dLS4vnz58zc+ZMVFVVsbKyYv78+WRmZpKdnS0m4aqqqsJdJhOBr127llu3btHX1yciyrLNV01NDTt37hQ0WVk36tmzZzx58oRdu3bh5uaGmZmZiJ/LSL8NDQ2MGTOG4uJiAVmZPXs2urq6LFiwABMTEzIzM3FwcCA3N5d169YJsmFNTQ1Hjhzhp59+wsvLi1evXmFtbU1PTw9aWlqMHz8eLS0tJk6cKKYC5ubmpKen8/LlS7Zv3y6i2LKocUFBAW/evOHZs2fMmTNHuP+6u7txd3dnw4YNREZGYm5uzvHjx1myZAn3799n5MiR4ntXVlZSV1fHzJkzBbBj8uTJREVFsXXrVmxsbMSz6uzZs1y5coWqqir8/f35/vvv6enpISsri5cvXzJnzhxu3LiBu7s7hw8fZtOmTWzdupXOzk4BP1q0aBHe3t5cu3aNOXPmUFhYyKFDh/jqq6+4fPmyAMVMmzYNVVVVbty4wYMHD8TeTAYcSUlJITU1lZ6eHsaOHcuPP/7I4sWL0dPTw8XFBVtbW+Lj42lubsbX11f474KCgrhw4QIODg64ubmhoaGBoqIizs7OlJWVkZOTg7a2toCQyfYZo0ePJioqCiMjI/bt2/dvMnZbW1sqKioEMbW/v5/JkyfT2tqKrq6u+Pz88MMPjBw5kgULFmBqaiouJmXRVzs7O7y9vcnJyUEqlXLz5k1BvwSIiopCIpFw5swZAUObMWMG2tranD9/XgAJfXx8yM7O5tatWzQ0NFBaWkp4eDhv3rxBV1eX6upq9PT0cHBwIDU1FV1dXeDvSZ5s4q2lpSV6zjKY1U8//URiYiIVFRXs2LGDPXv2YGpqSl5eHlevXqWhoYH9+/ejo6PDL7/8wokTJ5g2bRra2tpkZmYyadIkFBUV0dfXJysri4GBAaytrYXXtre3l+nTp5OSkkJbWxsRERFIpVJ27dpFYmIiLi4uWFtb09/fz6FDhzh9+jQLFy6kubmZ+Ph44R9MTk5mcHCQKVOm0NXVhaWlJUuXLmXUqFEoKyuTlpaGsrIy8fHxApImY2RIJBKGh4epqqri+PHjTJw4kT///JMJEyZw584d4G+vclFRETo6OsyfP5/s7GykUinZ2dncu3ePsWPHcvfuXRobG0lMTGT69Ok8evQIVVVVcVkxNDREZWUl3d3dyMvLi/OBTPGSlpZGc3MzY8eO5d27dyQnJ6OlpcU333xDZGQkDQ0NAoYVHR2NmpoaU6dO5dKlS+JySlYX8vf3p6qqitLSUpqamv63Doby/6tflEql8v/zFzAXyOK/DocR/91v+p96aWpq4unpiZqaGocOHWLz5s0sWrSIhw8fCukjQFdXl3BVdXV1IZVKCQ4OFu6xJUuW0NTUhIWFBd3d3VRWVnLz5k2OHj3Kpk2bAER0R19fHw8PD6qqqtDQ0ADAw8OD9PR0IVWNi4tDXV2dJ0+eiP7MqlWrqKyspLKykqamJvz9/QHYuHEjFhYW/PnnnzQ1NVFQUMDKlSvx9PQUtCc1NTUqKioICAigsrKSxsZGDAwMxJ+/sLCQpqYmVFVVGR4eJj4+noULF+Ll5cXMmTNxcHDA0tKSyspK9u/fj6enJ/Hx8UImHhwcTGVlJXp6ejg6OhIeHo6+vj7wt2LB09MT+HshMzMzo7GxEQALCwv279+PoaGhuK2TvW7cuIGenp7wtMniRr6+vlRWVtLT00NjYyNXr14lKSlJ9EMcHR1RU1OjoKCAc+fOUVlZyaFDh1BXV+fMmTPo6+vT0tKCg4MDBgYGNDY2UlhYSEBAAMHBwcyYMYOmpiYMDAzIz8/nyy+/FOL0gwcPYm5uLia6r169EsTFTZs2CepbcHAwDg4OmJubk5aWJuI/spe5uTnu7u4EBARQXl5OS0sLjo6O/PbbbzQ1NZGXl8f58+exsLAQIuCHDx+ir6+Pmpoabm5uzJgxg7S0NKKjo5kxYwYAV65coampSdwQXr16FXV1dZqampgzZw5SqZTdu3ezbNkyUlNT6erqorKyEnNzc8LDwyksLKS6uhpzc3O2b9+Ouro6CxYsYHh4mIKCAkpLS5k+fToBAQEsXryYxMREurq68PT0FP82XV1dqKmpMW3aNCEklsXQGhsbSU1Nxd7ensrKSoKDg4mKiiItLY1Vq1ahr6+Pl5cXv/32m1C4DA8Pi4OG7DOYlpZGV1cXS5YsYeLEiTQ1NeHg4ACAr68vZ8+eJSIiggULFiCVSunv72fjxo0AQjJ/+fJlgYQPCAgQ0BFHR0fxufryyy8ZO3YsFRUVVFRU8Mknnwj8/7Jly9DT0yMnJwcDAwPOnDlDQEAA+fn5vPfee3z22Wdiauvh4cH06dOZNWsWX375JY2NjeJwcfHiRQAaGhrE+0MGmujq6sLMzEyQOs3NzRk/fjzff/+9UJ3ExcXR1NTEjBkzePDgAQAqKirA33CHBQsW4OvrS05ODv39/ZiZmTF//nyWLFlCQkKCkJj7+/vT3d2NVCqlsbERT09PFBQU8PT0ZOzYsbi7u6Orq8u2bdtYtWoVUqkUR0dHCgoKyM3NZenSpTx8+JANGzYAf182yYr53d3d7N27l7y8PFasWEFERITwuskWdkB8XgMCAkhNTcXQ0FD8TBwdHUlNTRURqYKCAszNzTl37hzx8fHk5OQIz9/GjRsJDg4WC7itrS2+vr7ExsZSVVUlnj+JiYl0d3eL96yioiLh4eHIyclRUVGBvr4+Dx8+pKuri+bmZqHdkHWR1dTU+P7778X79NixY6LjeuvWLeLj4/nqq68IDw8nPj6elStX0t3dTX19PX/88QeLFi3CyclJeLtcXV3p6enBxcUFGxsbANTV1ZkxYwampqYMDw/j7+8vptyy97u7u7tYx+Lj41m/fj0vXrzAwMBAVCQKCwtRV1fHy8sLCwsL8XMNDAzk2bNn7Ny5k4CAADFtWLBgARkZGcTGxvLee+8xceJEgoKCRLfJ29ubMWPGIJFIOH/+vHj+a2pqsmPHDhwcHMR6YWhoyIkTJ0QUUk9Pj7i4ODQ0NBgaGkJOTk6snQsWLMDFxQXg36aGBw4coLKyEgMDAxwdHcW6EB8fL9ZXWRcvJCRE9LUzMjJ4/fo1lZWVODk5sWLFCuLi4ujp6eHOnTuMHz8ebW1tARGRQbTCw8OprKwUn0cAPz8/NmzYQHh4OF9++SXHjh1DVVUV+Duyq66uztu3b7GysmLBggViE71u3Try8/N5+vQpP/74I+rq6nh7e4sptGytPXr0KJqamtTU1PDkyRPu3LkjVAo9PT1UVVVRVFSEgYEBixYtEj+bvXv38t133xEREcHLly+F7+3LL79kcHCQBQsWCBXBTz/9xNWrVxk5ciRDQ0OCaijrn7u7u1NZWUl8fDxSqZStW7fS3NxMREQEBgYG1NXVERYWxp49e4iPjycuLo6FCxfS29tLbGwsampqvHv3joyMDBEvlK3rhoaG6OvrC8UT/N11a2xs5Pz588jLy7Njxw4Bv9HQ0GDbtm2iz5ebm8vPP/9MU1MTBw4cEIeWMWPGAH/HcwcGBgRpd82aNaSnp3P48GHWrVsHwBdffIGLiwvHjh1D5rCuqKhgxYoVrF69ml9//VX8mUNCQvD09GT8+PHiAsDT05PCwkLOnDkjKLKyC1M5OTlRGZFVXX7//Xeampr4/vvvCQ4OJj09naKiIjIyMigsLERVVZWjR49SVFTEjz/+yIQJE4iLixN7TUBohDw9PWlubhaqDmtra65du0ZqairLly8XPsqCggKWLFnC2bNnefr0Kfr6+lhZWfH48WNSU1P/LWpeVFREXl4e2dnZeHt7iw5vVVUV+fn5SKVSsY+1tLTk+PHjJCUlMTg4SFhYGEuXLqWiogIHBwd++uknnj17JtREQ0NDRERE4OLiwsqVK4mOjmbt2rXiffvRRx8REhJCSEgIDg4OpKeniwST7JKttbVVgBYlEglNTU2sXLmSESNGiN+nuLgYgI6ODoyMjLhy5Qqenp4EBgZy/vx52traMDExITU1lebmZmJiYvjqq69ITExk5syZxMfHU1lZyaVLl+jp6SE2NhZLS0uys7PFM2DRokVkZmayZMkSAFavXs3OnTt5/vw5EydOFO9ZGcnYycmJ3bt3ExoaiqWlJfPmzROMhZ6eHmbNmkVfXx+HDh2irq4OQMRKZWvVBx98gLq6unBvV1RUkJKSQkFBATo6OgBCg7Zo0SJ6e3vZsWMHV65cobq6miVLltDW1sbs2bNRV1enubkZCwsLnJ2dRWc4NjaW6upq5OTk/m29/e++/j/DZ+Tk5DwOHjx4DfgWMAYSgXVSqfT4//Z3/z/8OnnyZJCJiQlSqZS6ujqePn2Kk5MT5eXlWFlZCRqeg4MDd+7c4eDBgyQlJYmIqWxy197eTk9PD+vXr6eoqEhsXEePHo1EIsHIyEjEJ2SS4fnz53P37l2MjIwYM2YMLi4u6OnpERQUJB4EU6dOFZjijz/+WLgDCwoKKCoqQk9PT4ypW1tbxVQlNTWVmJgY5s+fL6aZMvGzra2tuHmVETa9vb2Bv4Wqshu2y5cv8+GHH3L48GFKSkowNjZGW1ubDRs28PPPP2NnZ0dbWxumpqYCaS3rEskWpnnz5lFSUkJ4eDgKCgrcunULc3Nz9uzZw5MnT+jo6GDSpEloamqK7mBaWhoTJ04U/Q7ZQtbU1IS6ujrJycl8/PHHBAcHC9qVDPQxODjIli1bxO1RYWEhCxcu5IMPPkBPTw87OzsiIyPZuHEjiYmJVFdXk5CQIPyJHR0dAhyirKxMfn4+N27cwMjICENDQ/r7+4mOjmbmzJl4eHiIvo0MQS674ZKXl2fmzJm0t7djaWkpyJampqYoKSkxbdo0QkJCmDlzJtHR0QwODjI0NMT06dMpLCxk48aNLF68mJEjR/L69WtxwJw2bRrBwcGsXbsWGxsbWltbefv2LS9evGD27Nls2bIFb29vLly4QG9vL8+ePRNRBhnoQzbpGz16NCkpKaxatUp0+mRkMhsbGwwMDLC0tOTXX39l7969hIeHM2vWLEaNGsXIkSO5desW586dEweDzZs3o6mpKdQP7u7uuLm5MXnyZIKDg8nIyBCAJdnmRXbTaWhoKLq8b9++xdnZmZaWFpydnUlMTBRxIhsbGxQVFenr6yMvL4/Xr1/T1tbG48eP2bBhg+hYlpaWMm/ePOFXkx2ks7KyBOl2YGCA3bt3c/36dVJTUyktLeXYsWPEx8czd+5c0tLSOH/+PCNHjqSkpEQsuP7+/hQVFQn6nZGREampqdjY2BAREYGCggKFhYUoKCiwdetW/vjjD/T09EhNTcXc3Jzo6Ghmz57Nu3fvMDMzQyKRMGbMGJKTk5k+fTpKSkoiIm5nZ0dSUpKIQllZWREfH8+TJ0/YtGkTtbW1lJeX09nZSVlZGY6OjkI0vXHjRoaHhykvL+fu3bsCLS6DU7x48YIDBw5w8uRJoXQoLi5m+fLlvHr1SvQPZTeKhoaGjB07lqioKEJCQnB0dMTW1pbExETGjx+PlZUVmZmZ+Pv7k5ubS0tLC0pKStja2uLm5kZ4eLiAPaxbt443b94wMDCAgoIClZWVWFtb09DQwJs3b9DT00NVVVUsZJqamvT395Oens5ff/0lDisy1UpLSwva2tq0tLRw+/ZtbG1thSd20aJFpKenM2LECFRUVMR0+cqVK7x580YQa7u6upg9ezaWlpbU1NRga2tLREQE69evF1NtPT09Fi9eTHFxMa6urrx+/Zr79+/j6enJihUrSEtLw8XFhdTUVBFNfvLkCV5eXuTk5JCZmUl1dTVDQ0OMGTOGmpoaQbozNDTk4cOHtLS0sG/fPq5fv05LSwtbtmzh4cOHqKiokJCQ8G8XZdOmTePXX3+lo6OD2tpaPD09MTMzQ1FRURB0s7KyGDduHF1dXXR0dKClpSWmNm1tbRQXF9PY2Eh6ejqlpaViI6ampoauri7W1tY4OzsTFhYmEggqKioUFBTQ0dEBgIuLCxoaGly+fJkDBw7w3XffkZ+fL4Bsssn/xIkTefz4sfh/V61aRW5uLgEBAZw+fVpMIceOHSvgHbLfv6Ojg1evXtHS0oK7uzvR0dFYWlri6+tLcXGxeEZnZmYSGRnJ3bt3efPmjVhze3p6ePv2LePGjSMrKwsLCws2b95MQ0MDv/76K/fv3ycxMVFEAWWaj4qKCrq6uli2bBmrV6/GwcGB0NBQpFIpRkZGzJkzB2dnZzIzM3FyciIjI4OHDx8K0Nj9+/fR0NAQHks7Ozv++c9/oqyszJ9//snatWsFfE5XV5fy8nLhpNPX16e8vJwpU6aIS5+KigpcXV25ffs2LS0t+Pj4AH8TRHV0dJg6daqIkRcUFCAvL09BQYGYaspieu+9957YN5w4cQJnZ2ckEgmvX7/m3Llz4qCtq6uLsbGxICLD32kEGWXV1dWVxsZGnj17JmKTISEh/PHHHxQUFGBvb8/Vq1dFkkZ2OFi0aBFnz57l1q1bdHR0iDTT7du3yczM5NixYxw/fpyAgADOnj2LpaUl7e3tmJmZcfnyZQBBMn7//fdRV1cXbruCggI0NDREj+/p06e4u7ujqKjIN998w507d5gzZw5r1qzh1KlTtLe3Ex4eTmNjI7NmzeLFixdi2lhQUICqqiqvXr3CyMgIPT09EZWVXSRevHiRadOmoaOjQ3p6OsPDw/zyyy84OTnx5MkTzMzMqKiooLe3V3g4h4eHkZOTY/r06RQVFdHR0SH6j9XV1dTX19Pa2oqJiYlITERERFBaWoqfnx+bNm0iOjqa2NhYQcQ0NTXFysoKDw8PQkNDKS4u5u3bt6irq6OioiJ67T/++CO7d+9GIpGwbds2sRd9/fo1ycnJFBYWUl9fj7y8vCA6L1q0iA8//JDp06cLR6TM0bhw4UI6OzsJDQ0lIiKCb7/9lo8++oiFCxeKqbqsWiAD8smI6e+99x5Tp06lsrKSDRs2iBTAo0ePGBwcZObMmTx48ECob+bOncuPP/6IsbExK1euxNzcHF1dXXJzc5kxYwaWlpYoKChw5MgRfvnlFxYvXoyGhoYA5O3btw8jIyMSExNF7NbCwoKwsDDGjh2LgYEBJSUllJSUcOnSJQG2KyoqwtfXl+HhYQG0OXfunEgzeXh40NbWRnt7O9u3b6e5uRl3d3fa29sFQM3Q0JCAgAAGBwcF8ffEiRMcPnyY8ePHU1ZWxvLlyzl58iTW1tZ0d3cTFBTEL7/8QkZGBurq6hw+fJjW1lYkEgkGBgYYGhoya9YsEhIS8PDwwNXVVXBS5OXlefnyJVu2bCEiIkJEzOfPn09sbKxIN4WEhGBnZ0dsbCz8p6ikcnJydgcPHjwP/AxYAPnAZqlU+nVQUFDNf/cb/idf33//fZCNjY0QfVZVVSGRSNiwYQMXLlzAxsYGCwsLrl69ysKFC3n8+DGvX79GXl4eHR0dfHx86OnpwdHRkbKyMsaPH8/z589pa2vD2dkZTU1N0R3R19fn5cuXQiitoqKCioqKyPhev36dWbNm8ejRIwAePHhAVlYW8+bN47PPPuPixYtMmDCBK1eusGXLFiQSCZMnTwb+vvnu6OggICAAQ0NDOjs78fT0JCYmBg8PD4qLi2lrayM1NRUXFxeio6OZM2cO9fX14lZB5oNSV1cnJiYGGxsbVFRUMDU1Zfr06dy+fRsVFRXRp2ltbWXEiBHY29ujoKCAVCrlzJkzFBUViZitra0tfX19qKqqkpKSIro7+/btY9asWdy/f5/+/n7Cw8MxNjbm1atXrFy5kr6+PhobG9m0aRN79+4VXUMDAwNB51JUVOT777/n/Pnz4gEtu7mpr6+noKAATU1N4uPjefz4MWlpaUKKXFtbi6OjI62trQJHXFRUxOnTp5FKpRQXF7Nv3z5sbW2F7uPmzZu8ffuWNWvW0NPTw+nTp/Hx8RFR18LCQrKzs1m8eDHnz59HV1cXHR0dkpKS0NLSEqL2nJwc0VXp7OwkPT1d3CBlZ2ejp6eHq6srJiYmnDx5klWrVlFXV8ekSZP466+/GB4extnZmejoaFpaWti0aROqqqpkZmaiqalJc3OzoF5FR0ejpaUlIiL79u3j8ePH+Pn5UV9fz+zZs/nxxx9xcHBgO2onfwAAIABJREFU5cqVwquUmZlJSUkJcnJyVFVVCWVIRUUFycnJJCYm8vHHH3P27FnRv5GBLGQAFJnD68KFC1hbW7N27Vpqa2uJjIzExcWFhQsXkpSUxLJly0S/KyUlBUNDQ+Tk5CgrK8PDwwMTExNKS0tZt24d69evZ/To0ZSUlODu7s5XX31FZ2cnU6dO5enTpyLWM378eO7evcvXX39NTk4OZmZmXL16FScnJzw9Pfn666+F38zV1RUnJ6d/k3hbWloSGhpKf38/CgoKqKioUF9fT0BAAENDQxgZGVFXVyf6g5qamhQVFTF37lx6e3tpa2tj0aJFQgtjbGyMkpISbm5uWFpacunSJeTk5MjOzsbLywtlZWVevnwpPES6urr09/eLW3cVFRX09PR48eKFAAlIpVKMjY2xt7dHX18fe3t7AcZpampCTU1NHBo//vhjRo0aRVNTE+/evWPr1q3k5OQIR6C7uztmZma4ublx+fJlGhoasLS0xNbWlnHjxqGsrExdXR2mpqY0NzdTVVWFnp4eERERdHR08PXXXxMeHs4//vEPent7aW5uxs3NDXV1daysrCgqKiIzMxN3d3cWLVokaJA6OjrU1NSQm5uLmpoajY2NBAYGsmvXLpKTk+ns7BT9l/7+fvz8/Dh58iSffPIJXV1d+Pr6CoCRqakpDQ0NxMXFCS+fq6srOjo63Lt3D1dXV5KTk8nNzcXOzo5Lly6Rn58vOl01NTUMDAyQkZHB0NAQiYmJWFlZkZ2djY6ODsrKypSXl5OUlMTx48dJSEigqKgIAB8fHyIjIxkeHqa4uFhMCWVaFRsbGwwNDcnLy2P16tXMmDFDtgizbds2QkND0dbWZtKkSYwZM4azZ88yd+5cJk2axE8//YSysrKIScrIomFhYaLXKTvA9fX1CZDE+vXrSUhIAP6eOkqlUlE9UFdXZ926daSmpnLhwgUmTpxIc3Mz2dnZODg40NPTQ21tLUpKSoSFhfH8+XOuXbsmIoDJycmcPHmSlJQUAgIC6OzsFJerKSkpuLq6MnXqVF68eIGmpibjxo2jqamJ6upqli5dKi4UKysrRfy4pqZGAENka6bsZWxsTE1NDdOnT+eLL77g9OnTfP3116ipqQEIHca7d+8YGhoiOzsb+FuZU1tbS1paGkuXLuXdu3fcvn1b1AiKi4vx9/fn7du3WFpaYm1tjZ2dnYDzvHv3TjjJHjx4wMWLF/nll19477338PT05PXr18ycOZPU1FSR5li1ahVTpkwhPT1dqKlCQkJoaGhg5cqVHD58mLNnz3Ljxg0BW5M5MuXl5ZkzZw66urpkZGQwceJECgsLhbNNKpWiq6srnrkyl+WUKVPIycnh008/5cSJE7x7947x48djbGzM0aNHyc7OFl2k4OBgEhISePToEbq6upw/f5579+5hb2/PjRs3xAXc3bt3MTY2Jjc3l+XLl/Pnn39y8OBBnj59KiBI/f39ZGVl4eLiIlgLU6dOZd26dXR2dtLc3MyqVauIjIzE1dVVRP/k5OT45JNPuHbtGtevXyctLU3AmmTaFR0dHfz8/Hj37p2I/o8aNYre3l6UlZW5d+8eGhoaRERE0NDQILyHkyZNYty4caxcuRIXFxdB0i0uLhaf140bN3Lr1i0xlWlsbKSjowM3NzdMTEwEEdvU1JSPP/5Y6CzGjRvHxYsXOXr0KHfu3GHRokWCdC5TKAQGBvLixQuioqI4efIkhoaGhIaGIi8vT3Z2NnZ2dty9e5eGhgYmT54s1D/w96G/sbGRPXv2CC3Zrl27BGjKxMSEDRs2UF5eTlhYGLNmzaK3t5eWlhaSk5M5ceIEnp6eREVFCXKplpaWiA5qa2vT19fHF198wfbt25kyZYog08qismPHjhUXe3fv3mXDhg388MMPSCQSUlJSSEpKYvr06dy5c0d4oq9cuUJXVxfffvsta9euZWhoCCsrKzEB1NXVZcqUKQK0FxkZSV9fH5cuXSIxMRFFRUVycnJ49OgRjo6O/PHHHwwMDKCmpsbr16/Zu3cviYmJQjnR0dGBnp4eS5cupbCwkOLiYlpaWjAyMhLrZl1dHdnZ2fj4+PDLL7+wf/9+CgsLefToEVOmTKGurg4lJSV8fHwEEGf27NmMGDGCc+fOcefOHTo7OxkYGBDOxjdv3rBlyxYGBgZ48OAB/f39vHv3jvXr15OVlcXatWsFWfrt27cEBweTl5cnQFP79+9n7969DA0NUVRUhK6uLj4+Phw4cAALCwsmTJjA0aNH2bVrF3/99Rfm5uYcO3aMKVOm0N/fT2NjI0FBQTx+/JizZ89iZmZGTk4O9fX1LFq0iMrKSgYGBmhtbWXmzJmEhoYCf1d9VFVVuXDhAgsXLiQhIQEVFRUmTZpEaGgorq6umJubY2RkREVFxX+ESnoR+A1wACqAz6RS6bagoKCy/+43+r/x+uGHH4Lk5eWFOFNOTg4TExMRASkvLxfUrbq6Otra2jh+/Di3b9/G1NRU9M+0tbVFzEW2IUlNTWXy5MkoKiry6aefinhlZGQks2fP5sKFCygrKzNixAhxIymjWiopKTFmzBhcXV0xMjLim2++ITAwUAg2Hzx4gI6ODiUlJXh6eoobIVlBuL29nWXLluHs7Mxff/2Fv78/mpqafPjhh9y9e5f169cTHx9PS0sLJiYmQpgtixZOmDABfX19/Pz8SExMRFNTE1NTU16+fMnw8DAeHh5YWVmJxfXVq1ei7/Dhhx9SXFxMRUUF3d3dtLa2YmxsjLe3NzExMeTm5vLbb7+JXsHs2bNZtmwZHR0ddHZ2cvfuXfr7+2lpaSE1NZXBwUH27NlDcnIybm5u3L59m3PnzuHi4sLRo0exsLAQSOjc3FwsLCwwNjbG2dmZhIQEdu7cibm5OVKpVIimZd64p0+fEhgYSFZWFt988w3fffcd3d3dTJs2je7ubjQ1NXn79i3Pnj1jxYoVdHV1kZ6eTlRUFBoaGmRnZ7Ns2TLgbwnzhg0bqK+vJy0tTQAFZPAOgBcvXjBv3jyx+WhtbRWQDz09PfLz87Gzs0MqlbJixQoGBweJiorivffe48SJEwwPD2NraytinbKb9OLiYgICAujp6aGzsxMbGxtGjx6NiooKcnJytLe3o6qqytOnT9HS0mLkyJEUFxdTXV0tHg6TJk3i119/JTAwkPb2dhYuXEhGRobQosjcZf39/Tg6OjI8PIyuri5RUVHo6OgwMDCAhoYGOjo67Nu3j5iYGEESGz16NHfv3qWlpUVsjGpra+no6KCkpARfX18iIv5OmDc2NjJt2jS8vLyIjY3FwsKCoaEhHB0duX79OqGhoTg4ONDZ2Sk2m/n5+bi6utLd3U1bW5tYvGTxHw8PD/T09EhOTiYpKYmKigr8/PxIS0ujpKSEjo4OCgoK6O7uprS0lPT0dFRVVQkKCkJLSwstLS1GjRpFe3s71dXVaGhoMHLkSBoaGvD390dFRYXz58+jqanJjRs3BO6+rKxMADsqKyuRpRMUFRUxMDAgICCA69evo62tzYoVKxgaGuLRo0coKysTFxdHQEAAJSUlpKamYmtri7u7O8ePH8fLy4uCggIKCwvR0tJiwoQJyMvL09bWRm9vL2PGjEFbWxszMzNGjBhBeHg4dXV1NDQ0sGTJEtFRsbOzw97enpEjR/LixQvxdywoKKCkpITs7GzKy8sZGBigsLCQhw8fYmBggKurq0hPyFQL8vLywtWYmJhIc3MzeXl55ObmCt1BTk6OiDJ98cUX2NvbU15ezmeffcbTp09RVlYWkI3IyEgkEolAd7e3t2Nvb8+kSZMoLCyktraWqKgo+vv72bFjB9HR0Xz22We8efMGJSUlNDU1MTY2ZufOnbi7u7N48WJBn5VFWIeHh4Uqpr6+nsLCQuzs7MStfHt7O1paWoIWqKGhISZ3Q0ND+Pv7i4OHt7c3CgoK6OjoEBYWxq5du4iIiKC4uJiIiAihwCkvLxf+RSUlJeHne/36NS9fvmTdunUCLT5r1izxTH779i2enp589tlnhIWF4eXlBfzd+xk5ciTl5eVMmDCBqqoqQQTV1NRk06ZNBAUFERMTQ2FhIZs2bRL9WzMzM96+fcvevXtFZKq5uRkvLy/y8/MFpn/fvn1i45yWloaSkpLopF25coXp06fj6OiIoqKi2HwvWLCA0tJSDA0NWblyJZGRkejr6+Pm5oaioiIODg40NTWRkpKCpqYmbm5u1NbWYmRkJKKbspeWlhZfffUVpaWlou8t678VFRXR2dmJt7c3U6dO/bfUwunTp+nu7sba2pqbN29SVVXFwoULkUgkvHr1ioSEBH7//Xe0tLTIz8+noKAAqVQq1CKfffYZLS0tREVFCYfawMAAISEhpKWlMXv2bNrb2/Hz86Oqqorbt29z5MgR/vnPfzJp0iTu378v4C9Lly4lLCyMuXPnYmRkxJMnT1BVVaW6ulp0Q21tbQXMbP369fT09PDy5UsB8Zo2bRqzZs0SCYXc3FwcHByQSCQsXbqUhIQEbG1t+fzzz4mOjqa2tpbw8HAkEgkzZ85k9+7dNDY2snXrVsLCwsjIyOD8+fNcv36dBQsWEBERQVJSEjU1NTQ3NwtaeUdHByNGjCA4OBhAHJ7ee+890tPTGRgYEGmlzz//nJCQEA4ePEhNTQ3GxsYoKioSFRXFV199RXZ2Nt3d3QQHB6OkpEReXp6AecgOkDKNU1hYmIBpZWdnk5mZSUtLC9bW1pSWltLe3i5UTnZ2drS0tIiuX3Nzs6gLLFy4kLlz59LS0sKsWbN49eoVe/bsEX5BPz8/VqxYwbVr15g9e7a4kIyOjubly5fU1dUhkUh4+/atmMKsW7eOiIgINm3aRHx8PBs3biQmJkbUafbv38/w8DAWFhZUVVXR29vLJ598woULF/D19cXV1RVbW1vR987IyMDe3p4ZM2YIgXl9fb1QpX3zzTfigm7u3LmEhYVhYmJCeXk5P/zwA1u2bGHfvn3861//wsnJibKyMm7cuIFEIkEikXDs2DGSk5OprKzkxIkTGBgYUFZWxvvvv8+LFy9E/LayspLOzk5xUfro0SOOHj1KSEgIH330Ef39/eTl5Ym0jUzBsWLFCpKSksRF6K5du7hz5w6+vr5IpVJSU1Pp6+tj9erVSCQSvvrqK8LCwkhISCA7OxtbW1uRbJP9LPv6+vjoo4/EZYcMrlhaWsrw8DD379+nra2NtrY2SktLOXLkCMPDw2RmZgrlyFdffcXBgwdJTU1FTk5O0G1laZbU1FRmzpwpuoU6OjpUVFSwZMkSrKysUFBQQF9fXyh9QkJCSElJYezYscybNw9nZ2cqKyupqamhsLBQ7GODgoI4cOAAnp6eZGRkCHLqqVOn6OjooKqqioqKCi5evIi1tTVPnz7F2dkZa2trJk+eTFFREVZWVixbtkx4MSdPnkxpaSkHDx5k7NixNDQ0EBoaypMnT4QiQ+bqzcrKws/Pj5cvXxIfHy/Ww+DgYOzt7cW+UTaVlUqlrFq1ijt37vxH4DP3+a8uoTzw3sGDB/f+T197goKCfv5//U3+L76OHTsWtHv3bu7evSvenFVVVWhpaaGioiI2nGVlZbi6uuLh4cFPP/2EnJyc0A3o6OgQFxeHp6cnb968obCwkMHBQfr7+xk3bpzAQgcEBBAdHY2mpiYTJ04USonq6mpWrlxJbW0thoaGnD59Gk9PT/Ly8oRnzcfHh4MHDzI0NIS9vT2Kiork5+fj6elJTU0NycnJqKqqCtmtsbGxwNVv27aNUaNGCSmsDPXd398vlAJPnz7lgw8+QCqViuhWTk4Of/31lzhoSCQStLS0RFl5aGiIvLw85s2bR0tLi0Aol5SU0N/fz5QpUwQ1SyqV8uLFC0xNTdHV1RVAHUtLS1paWhgeHqasrIyGhgb8/Pz4+OOPhT9RBr5Zvny5WPR/++03amtrWb58Oerq6owaNYo5c+bQ0tKCuro6Li4uAucbFxeHs7MzFRUV5Ofn09LSQm1tLQEBAUJafv36dS5fvsx3330nujLXr18X0x0vLy8aGhp4/Pgx586dIyQkBG1tbdGh0NHR4ebNm8TExIiNmoGBAdra2jQ0NHDs2DE0NTU5evQoQUFBDA8P093dLW7XZW5HCwsLMjIyyM/P5/z586Snp7N9+3YyMjJobW3F2toaW1tbfHx8SE1NFR7Cb775hi1btjBx4kSsrKxE8X7lypViwlxfX49EIsHR0ZGHDx/i4eHBkiVLiI6OxsbGRsR89fT0eP36NQYGBoJqu3XrVkxMTLC2thY9WWtra/Ly8nj//fd5+vQpAwMDqKiooKSkRGdnJxMmTEBOTg4PDw9B+LO0tKSoqIjRo0dTVVWFsbGxELfX1NRgYGAgekE1NTWMGzeOp0+f4uPjw+PHj9HQ0GDBggX09fURGBhIWVkZDx48EPJigNjYWKZOnYqXlxe///47ZmZm4qZ89erVDAwMoKmpibq6OuPGjSMvL4+5c+cyZ84cMjIy6OjooL+/X5ABnz9/Lg5wMgJsaWmp2PCtWbOGoqIibty4IW7uOjo6WLt2LaGhoWzYsEEciGTKjLa2Ntzd3WlsbKSoqAgbGxuCg4PR1dUVLjodHR3c3Nzo7+8X0J5//etfACKyPGHCBCG/bWtr45NPPiEvL4/79+8zMDAgusra2trs3r1b4N29vb3p6en5H9S9Z1DV57+3e4H0Ir0jXaRJsSCKKKjEYG+oiNHYovn72JIY0wMaTexGjfpXMbFExa6goCC9iEoTpIP0BUhHenteZK97zp45c/Z5Zs6e2YcZZzJ5kTWStX7r/t7fz+e6iIiIwNbWlvT0dFF89/f3Z2hoiLKyMpKSkjA3N2fLli1YWloyY8YMsrOzBZ59/vz5KCsr09DQQGNjI6tWrcLQ0BAFBQW6uroEQGHKlClUVFTQ19fHb7/9xoEDBzAyMhLRrzdv3qCmpiagL9XV1UIZYGBggIODA+Xl5cTHx9Pa2oqCggJtbW24urpSV1eHsrIyFRUV4plhYWFBaWkpV69eZcqUKaKbFR8fT1RUFEeOHEFTU5OGhgYmTJiArq4uTU1N7Nq1i7dv3/Kvf/0LQ0ND5s6dS0hICLKysiIy39XVhb29PSkpKUycOFHQMePj43FwcKCjowM5OTkRdZU+06ytrfHy8iInJ4fAwECys7Pp7u7G0dGRJUuW0NraKmjN+/bt4969e7x48YKGhgbMzc0FRAfgp59+IiUlhaqqKq5duybinQUFBbx7947Lly8LTYatra04LAHCuzs0NCQqA99++y0NDQ0sX74cdXV1tLS0ePXqFa6urlhZWVFUVIS3tzfx8fEsX76czs5OQR82MDAgOTmZzs5OMjMzRQcnNTWV2tpaRo0ahb29PVFRUXR1dQlselVVFZqamiLWNTAwgKenJzNnzhRbDumPhYUFubm5wtMrJydHf38/Tk5ODA0NMWLECLq7u8Uz6Ny5c0IrJNXdTJkyBUdHR3Jycmhvb6e1tZULFy7Q2NhIY2OjGIwHBwfR0tKisLBQdNhcXV0F4VAKf5o6dSqmpqai6/r06VOWLl3KwYMHxbPTx8eHt2/fimiZiYkJvb29jBw5UmzOz549i66uLvn5+SJmP3r0aDQ1NcV3IsDatWuFVy8iIoLy8nLRq5aRkaGgoIDm5mYUFRVJSkpi6tSpTJ48GS8vL3p7e4WXLycnh2+++UZs4KWR2Rs3boh0SWFhIaNGjUIikWBpacmjR49wcXGhpqYGDw8P7O3t6e/vR1FRUfSXOzs72bNnD9XV1aJ+ER4eTn5+Po6Ojri4uDBt2jTxTGpoaKC1tVUop3Jzcxk9ejTPnz8Xw9iJEyf47rvvOHPmDDY2Nly+fJmLFy/i6+srot4vXrxg8uTJIoqqoqIi6gK9vb1oa2vT2tpKV1eX6EIPDg5y9epVsQnNyMjg6NGjXL58mZCQEKFiunXrFlOnTkVFRQVZWVlevHjB6tWrefjwIQkJCTg4OAjNVmVlJZ9++imhoaGMHDmSwMBAkpOTWbFiBQ4ODiQnJ6Ours6KFSvo6+vjxYsXvH37lrKyMtatW4dEIiEwMJC0tDQMDAx4/PgxGzZsQE5OTgCVpICetrY2AgMDSUpKYtOmTVy+fJnq6moKCgro6OhARUWF/v5+sekDqK2tJT09nbdv36KiokJRURHTpk0jIyODyZMn8/r1a0xMTAT4prKyknHjxtHc3MykSZOwtbXlzJkz4nckdXleunSJ2bNnk5ycLD5PT5484eTJk1hYWDAwMCCi9dKzwKNHjygsLKS8vJydO3cSGxsr9BMLFy7k+++/p7GxkenTp7Np0yYB2bpy5YpgZkg3+VKq8fHjx+no6BBUYHd3d9zc3LC1teXgwYNC1/b69Wu2b9/O33//jaurKy9fvkRTUxM1NTWmTp3KwMAA/v7+qKurIyMjI/p60svR1tZW1q5dS2JiInPmzBG6l7q6OvLz89m+fTvx8fFs2rSJP//8k5MnTwrIXfl/OMW1tLTw8PCgsLAQU1NTkZDIzc2lp6dHqO5ycnIEg+Ly5cucOHGCJUuWYGtri7y8PF9//TXe3t58/fXXPHr0CDMzMxISEli8eDEjR47k0aNHaGtrY2trS1paGlVVVRgaGnLmzBlu3bpFXFwcx44dEwDDo0eP0tPT899GJYV/hkMlQOX/7s//FCrp/v37g/Ly8gR9MyMjA2dnZ9EpXLZsGdXV1cybN4/U1FRev36Nubm5eNO8evWKL7/8UrieYmNjWbNmDbKysri4uHDz5k3evn3L5cuXSU5OxsfHB21tbaytrQkJCeHdu3fo6Ojg4uJCX18fra2tQsIpHRqePHkisvsJCQnk5OQIEuDEiRMxMTHB0NAQRUVF9PX1xWHWxMREyNFlZWUpKSlBV1eXoqIisUqfOXMmd+/excPDQ8hzlyxZImIP33//PTU1NYLiqaenx6xZs9DQ0CA7O5tRo0Zx/fp18WFUVlbmzJkz4hCopqbGzp07BeFSKtzU0tLC3Nyc1tZWtLW1efXqFaWlpUgkEvz9/Tl79qx4OC5evJiysjIRlYyIiKCrq4tFixYRGRmJgoKCiF1IJeJv3rwhLCyMrq4uPD09qaqq4qOPPkJTU1MMPxYWFiQkJAgAT2ZmJtXV1SI6IH0Qb9myBX9/f/bv38/MmTM5fvw4ixYtEjdu69ev59y5c2I7IyUJDg0N8dNPP/HZZ5+xevVqBgYGhAA3OjpaPMQLCgpwcXHB19eXsLAwPDw8qKysxM7ODmtra65du0ZRUZEgyOXn59Pd3U1AQABeXl7iYVNbW4uJiQm1tbXEx8czZ84cwsLC+OyzzwgPDxfFbKkTr6CgAEVFRTIzM1FTU8PU1BQXFxcMDQ0pKSlBTk5ObC+vXr3K/Pnz6e3tFXAFe3t70S0ZN26c6MNIJBKmT5/Ow4cPRaezqqoKR0dH8Z579OiRuN2SxjCnTp2KmZkZzs7OtLe3U1VVxZw5c6itrRXieqlIuKqqSvS8oqKiqK2tZfPmzaIEr6urK/Di0i90HR0dnj9/LqAEv/32G4qKimRkZNDZ2UlycjL19fWcO3dO3OaVlpayceNGjh49yowZM1i9ejVKSkqCsLdz506ys7MJDQ3F3d2dMWPGkJaWRmpqKkNDQ2Lwfv36NVZWVixfvlx4LZWUlNDR0SElJQULCwssLS3FhlJ6Y29ubo6CgoIARUhdl3p6eujr64vSfW5uLjU1NeIgk5WVxdy5c0Xsu6CgQBA6t2/fzvLly8U2rKenR6g/7OzsCAsL48GDB1haWuLl5UV3dzdnz54VcfWjR4/S19dHVVUVSUlJmJqa0tbWxtatW4mLi+P+/fuUlJSgoaEhHI1v3rzBy8tLbBDi4+Npbm6moKCAlStXUlNTg6+vL5mZmaxZs0aAnRobG4mNjRUdH/gnBpaYmEhhYSFFRUX09vZiYmIinKKhoaHiuWptbY2SkhLZ2dnIy8szZcoUfvzxR+Fsk2pa2tvbmT59uhj8pDqMTz/9FCcnJ9zc3GhpaSE/Px9LS0sqKys5deoUV65cQVdXl97eXnp6elBSUhKxo4yMDAwMDETXae7cuTx9+lREcqUEvSdPntDc3IyMjIzY/NbW1uLt7Y2GhgaTJk1ix44d4ve1YMECzp8/j62tLcePH0dHR4erV68ikUjYsGEDqqqq2NvbExsbi4yMDBoaGuzduxdfX19CQkL48ssv6e3txcbGRkQor1+/LgYADw8P3r17h6ysLIqKisTFxfHHH39w5swZEddzdHQUyZdJkyZRXl6Ovr4+/f39AubV1NQkLjROnDjBJ598wps3bzhz5gyhoaHo6emhra2Nm5sby5cvp6GhgYaGBqKionj16hX6+vri4q2/v59x48ZRVFSEnp6ekLfPmDGD+/fvi7609JKjv78fVVVVBgcHxZbf1dWVrVu3cvLkSeHELCkpwcnJicDAQBISEtDS0hLAE1lZWaZOncqDBw8oKiqiuroaX19f9u/fT3R0NPr6+lRVVQkHqJeXFxcuXAD+AfqsWLGCK1eusHLlSj58+IClpaUg5iYlJZGRkcGRI0dobGykubkZX19fysrKmDdvHvfv3/9PRHA3NzcsLS3Zt28fFy5c4OLFi0RHR3Pnzh3R9ZJWHhobG8XApaenJzQRu3bt4tSpUyQnJwMQFBTErVu32LVrl/CS+vv7Y2hoyOTJkwkPD2f27Nn4+fnh6+uLkpISnZ2d9PT0kJKSgo2NjQDXWFpaUldXh0QiYcGCBdy7d4+amhqampp49+6d0EuZmZnx/PlzLCwsuHHjBs3Nzbi7u9PZ2cnQ0BCbNm0iLi6O4eFh7t+/T3JyMo2Njfzxxx+cO3dO1HRWrFghgDu9vb0kJCQwffp0xo0bR11dHfv27SM8PBwAKysrJk2aRGhoKHPmzOHUqVMoKCjg7e3NkSNHKCws5PqfLNsOAAAgAElEQVT16wDExsayf/9+Hjx4IAbQHTt2cOnSJZEEi4uLw9HRkdra2v/EmLh48SLx8fFMnToViUQiqMlSn7L0TGFlZUVhYSH5+fnMnDkTf39/Dh48KDZPv/76K1u3bmXq1KkoKSmRlJRET08PgHCeDgwMoKmpydSpU6msrCQmJgb4B5K4Y8cO8Rn+7rvvSEhI4NNPP6W8vJwff/yR58+fc/DgQUJDQ9HQ0GBwcJCVK1cC/8DKnj9/jr+/P+fPn+eLL74QUWVpncbd3Z0PHz6QkZHBrl270NXVJTIyUgDPpMO4tK9aXl6OkZERI0eOJCIiAlVVVVpbW6msrKStrQ0FBQWGh4fx9PQkJyeHhIQEDAwMcHZ2pr+/Hx0dHcLDw8X/Iz09PWpra8WgePz4cS5cuICysjLR0dEcPXoUgNGjR3Po0CGePXuGpaUlL1++pLe3lw8fPmBjYyN4BdKh8NmzZ6IyoKCgwN9//012djZbtmzh7du3rFq1ir6+PnGhIX0PNDY28ubNG6ZPn056ejrx8fFs3LiRK1eukJCQwMWLF9HW1mbmzJlMnz5dqFKkfumXL1/y9ddfk5ycjL6+PlpaWgKuNWLECOFa7OjooKKiAgcHByorK4mOjmbNmjXs2bOHV69ecebMGRGzV1JSoqSkhNmzZ5OYmMhPP/3E/fv3mT59OsPDwxw9epTNmzfz7bffcuPGDSIjI0lMTJRqNv5bBkMLIPu/+hMUFPTw//SF/zt+fvnll6BVq1YRGRnJypUrRX/Gzc2N/Px8Fi5cSE1NDSUlJZibm+Pn58fAwACjRo2iuLgYS0tLrl27xvr168nMzBQbISmwRuo32rt3Lw4ODmhoaHDhwgVkZWXR0dFhx44dItNsYmLCu3fv8PDw4ODBgxgaGhITEyMk9TExMWzcuBFra2sePXqEoqIizc3N2Nra8v79ewFgcHV1ZXh4GH19fUaMGEFMTAz29vZMmDCBwsJCgX///PPPOXToEC4uLsyaNUvQI52cnDhz5oz451evXvH+/XtcXFxQVlamqqoKOTk5ZGVlUVdXZ/Hixfj5+aGsrMyKFStISEhAXl6et2/foqSkJCTdBgYGYluTlpZGd3c3b9++xdnZmaamJkpKStizZw+jR48mJCSErKwslJSUcHNzEwdiPz8/DAwMGDlyJE+fPsXW1pa+vj6B6+/u7qazs5Pq6mohFpZCLaRby76+PhQUFLh27Rp+fn5CzREQEEBnZyc5OTkiVjdjxgxyc3PFZsnV1VUMIY8fP2bJkiXExcVhaWlJRkYGMjIyIqpnaWlJZGSk6EB8+eWXnDx5UsTVPv30U+HJkWLgdXV1aW9vZ+HChURHRyMvL09AQABWVlbk5uZSW1uLr6+viHz89ddf5OTk4Ofnx5MnT7C2tubJkyf09/fj6OgoytBqamp0dHSwdOlSIiMj0dTURFlZWfSzBgcH0dPTIz8/H3t7e7y8vKivr0dHR4fbt2+zb98+jh07Rn19PfPnzyciIoKnT59iamrKyJEjycjIwMnJCW9vb9rb25GVlaW0tFQAIzw9PYV4XSKR4OHhQXFxMWvXrhV+LCkZsLOzU0T26uvrsbS0ZO7cudy7d4+xY8eSnp5OWVmZ6DB4eXlhbGxMaGgoycnJjBo1SiDv09PTsbOzY8SIEZSVlbF161YSEhKoq6tDUVGR7OxsgoODhfZk3LhxxMXFic2l9HLn66+/xsjIiODgYAoLC7G2tubFixcMDQ0hKysrYkrFxcXo6emxdu1arl+/TnJyMnV1dSxatAgHBwfOnTuHpqYm6enpfP/990RFReHh4cGDBw/EgV5FRUVABB48eICjoyOhoaEoKChQUFCAp6cn1tbWqKioYGhoSF5eHm5ubnh4eIgNnb6+PmFhYaioqAinqXSTcPv2bXx8fCguLmbNmjXiACX1ZBkaGuLj40NZWRmFhYU0NzcLZ2pHRwdnzpwRccnGxkaUlZX59ttv2b17N21tbWhpaWFra8uMGTN4//49CQkJKCgoAIgYc05OjtDuWFpakp6eTlZWFt9++604cBUXF6Ojo4OVlZWI4yxevJisrCzU1NQYP348LS0tbN++ndGjR/P48WNSU1OF77SkpISenh56enpYtGgRMTExaGpq0tHRwcSJE0WUvKOjQ2zLHjx4ILbb0sNXZmYmubm5GBsbi25uT08PeXl5wpVaVlZGR0cHv//+O0ZGRlRWVvLq1Su0tLREZ/rUqVOiV5mZmSkOmHl5eTx58oSSkhJqa2uRl5cnKSlJbCKsrKyQlZUlLS0NX19fnj17xvTp08WBz8/Pj66uLlpbW1FUVGTWrFnY2dnR09Mj6NkAT548IT4+HltbW969e0dzczN37txh7969dHd38/jxYwGBSkpK4vfffxfwKgUFBVJSUti2bZsYUNevX8+jR48oKSlh/vz53L9/n46ODkxNTWlubuaLL74gNDQUVVVV1q9fT3JyMhKJhLq6OmRkZNi0aRMPHjwgIiICLy8vhoeHCQsLw9DQEG1tbQEUA5g5cyb379+nra2NzZs3ExISwsKFCzE1NcXIyIgRI0bQ399Pa2srVVVVtLS04O7ujkQiobOzkzFjxpCYmEhVVZXQmjg6OpKVlUVxcTHR0dGsXr2a/Px8WltbefDgATY2NmRlZdHS0sLRo0eZMmUKTk5OyMrK0tLSQkFBAXV1dVRXVzN79myKi4sFBEQaW9PU1OTOnTt0dXURHh7O3r17hVt01qxZ5OTkMGnSJGpqagQYShpXffbsGZcuXcLV1ZXMzEz6+/upqKgQF2ZSr7GMjIzwfEov5mbMmIGmpiY3b96kqqpKdCafPXsGIC5df/vtNzZs2EBAQABLlizh8uXLPH/+HD09PUpKSujs7OTq1au0tbWhra3N1KlTuXbtGv39/cKz9vLlS3p6esT2Usoh+OSTTwgPD/9PsJ6bN2+Kjfs333xDXV0daWlpoqt948YNASgqKirCzs6O0NBQLly4wJw5c0hOTiY4OFh4FyMjI1mwYAF2dnaic9vU1MTjx49ZtGgRBQUF1NfXi41Me3u7IIxLoUL19fUoKiqyfft2nj9/Tk5ODuXl5fj4+LBjxw7u3LmDnp4e79+/p7m5GTs7O8FY8PLyYsmSJdTU1BASEkJjYyMKCgps2LBB0MhTU1MJCAgA4PXr18Lj+/PPP4vX09TUFFH/Fy9eUF1dzbRp07hx4waOjo7o6OgwY8YMXr58iY6ODrW1tSxatIgDBw6QnZ3N8PAwDx8+FPAR6bnq/Pnz2NnZsXTpUnH5fuvWLaF/kNaOpLDDjo4OioqKxEY/JyeHd+/eER4ejry8PC0tLYSGhmJmZsaKFSvo6upi5MiR4mx28eJF5OTkqKurE1Te4OBgCgoKxODu5+dHW1sbAQEBnD59mq6uLsLCwkS/u62tjdraWtzc3ATBNjc3F0VFReEZz83NxcjIiGvXrlFfX09lZSXPnz/nw4cPfPTRR4wYMUJ0YKWpJxUVFTw9PdmyZQs5OTncuXOH3t5eWlpa8PHxwdbWlszMTBISEoRXUklJiYMHD9LV1YW2tjbm5uYsW7ZMaI80NTVZvnw5Dx8+ZHBwEC8vL2bOnMnVq1fZvHkzcXFxXLlyhYiICJYsWcK0adM4deoUFRUVQt3z4MEDlJSUUFRUJDU1lYaGBgErMzExQU5Ojvnz56OtrU1RURGjR4/mwYMH3L9/n8zMTCIjI8nOzubSpUviskvq55XqtqRnp9TUVPLy8sS2t7W1lcjISDw8POjp6ZHWhf6/HwyDgoIe/r/583/6ov9dP/v27QuS3vhKB4YFCxYwPDzMtGnTRFSrqamJkSNHMmLECNrb20XfwtLSEhMTE9H9On/+PFZWVvT09NDU1CTcU9OmTaO1tZWMjAwWLFiAn58fjx49wsrKCkVFRczNzSksLERPT4/Tp09TX1+PjY0N8+bNw9ramqdPn/LDDz8QHBxMY2MjHh4eODs7I5FIiImJEYeVly9fkpKSgre3N+/fv6erqwsfHx9x8JD2hsaMGcOff/4pPmhSBPbEiROF4DwwMJCIiAicnJzQ09PDy8uLkJAQSkpK0NTUpLW1FWdnZ/7++296enoIDAxk165dtLe3o6ysjJqaGh4eHkgkEkxMTIiLi8Pf3x8XFxe6u7spKSnB3d2dxsZGOjs7mT9/PrW1tVRVVQkfpI2NDWFhYUybNg19fX2uX79OcXGx8ASuWrVKbHc6OjowNDQUfYzW1lacnJzIyckhOzubpqYmDA0Nef36NWZmZpiamjJt2jQA3NzcaGtrw9jYGDU1NV68eMHs2bN59uwZQ0NDREREEBAQwIcPH0REpb+/X9ySysvLs3v3bhoaGrCzs0NNTY2MjAzmz58v/I9z584lLy+PMWPGYGpqyt27d+nt7UVBQYGVK1eirKzMhAkTkJWVFQOVdFMsPRDY2dlRXFyMj48PGhoaohDf0dHBqFGjSExMZM2aNYwYMQJjY2NsbGy4f/8+3t7eVFRUICMjI2BBAwMD1NXVoauri0QiwdfXl9TUVLKzs8VtWkREBJaWluI2UErcVVJSEhvbhQsXYmxszNOnT3FxcSE2NpaVK1cikUjIz8/HwsKC5uZmjIyMyMvLw8rKiubmZgFOkBbdra2t6e7uFnL58PBw4WkMCQlhyZIl3Lp1CwUFBYFET0xMJD8/Xwwb27dvJyIigj179nDr1i2Bbh4/fjxKSkqCdlhZWcmMGTOQl5cXUcmkpCQR4ywvL2fhwoXo6OiwadMmtm/fLgA8I0eOFJCJxMREJBKJiEN6enpy7949urq6BNAjMDCQpqYmenp6xGWLoaEhe/fuFYAGBwcH5s+fz65du8jKyiI6OhpZWVmxjQ4ICKCnp4c3b94ID9zmzZs5fPgw7u7ujBw5Uvjl7OzsCA8Px9zcHCsrK2pqakRH2t3dXbjCpF0w6bZ/3bp1AgdeWFgohjErKyv6+vqoq6sT8KW6ujpqa2v56KOP2LZtGwEBAUIk397eTm1trbhwkZGRER2GzMxMUfq3trYGIDMzE2VlZWbPni2AMBs3bmTs2LHiczA4OMikSZN48eIFhYWFAkPu4+NDWFgYjx8/5osvvqC1tRV9fX16e3uJiooS4vSUlBSsrKzQ1NRERkZGuDHd3d0pLy9n+fLlnDhxgoaGBlasWEFBQQEtLS1iyN68eTN5eXmkp6cjIyMjXHJS6XBXVxeysrJ0dHTw119/UVhYiL+/Pxs2bKCwsJBr166JZ3x6ejqtra3MnDmT8ePH4+zszB9//EFbWxtxcXHiYCZ9xt+4cYOSkhKRuJCmVw4dOiTQ74qKiuzatYsrV66goKDA3bt3efjwISEhIZibm9PV1SVifBYWFpSVlYlt8Lhx4xgeHiYxMZH4+Hg8PDyYN28eu3fvRl1dnQkTJpCUlISdnZ3Y9Kuqqgqiqby8PJ2dnXz77bdIJBJ++eUXbt++TXl5OVZWVlhbW5OdnY2FhQVv374VyRyp+3PatGmEhISgp6dHUVERzc3NHD58WFA4AYqKilBRUWHWrFm0trZSU1ODk5MTJSUlIqkg9Q1Kn6F5eXni0nDLli1kZGQwevRoMdBLwVo2NjYcPXpU9H/u3r3Lhg0b0NDQoKmpCT8/P3799VcAQXtsb29n+/btpKWloaamxtKlS+nv7xfUYmn0NSMjg3379nH+/Hnev39PcnIyn3/+udgyqqmpoa6ujkQiwdraGnNzcxoaGggODmbZsmU0NDQIBsHYsWOFey0qKoqPP/6Y1NRUcXkYFxdHd3c306ZNE5cu1dXVnDp1ipiYGPT19Tl+/DiKiorU1tYyZswYzMzMWLduHfv27ePNmzeUl5fj7+/Pw4cPOXToELGxsfz66680NDRQVFQkfG319fUYGRlhZGQkuvBS0uLIkSPx8PDgwoULrFy5ElVVVTQ0NMQmSfp+uHXrlqCLjh07Fg8PD2bNmsXt27dF90ka/0xOTkZRUZH+/n7u37/PwMAA7e3twk145coVbG1t+fnnn4WmqLe3l9LSUnbu3Ck+/1LN0smTJ5FIJHzxxRdMnTqV58+fEx8fz7JlyyguLsbIyIjCwkKUlZWJiooiNTVVdMcqKirYtWsXd+/eFReWDQ0NtLS08N1332FpaSlUXoWFhTQ1NWFmZsbNmzcZHh7G2toaTU1Nzp8/z44dO1BRUSEpKQkfHx9aWlpwcHAgNzeXN2/ecO7cOU6fPo1EIiErK4svvviC8PBwnJ2dyc7OxsjICDc3N7Zt24a+vj61tbUcOHAAdXV1LCwsqKqqoqqqik8//ZS3b9/i6OjI7t27BVVdWmNJT08nKipKkC7v3bvHmTNnGDt2LIWFhdjb2xMWFoaNjQ3W1tZi8REREYGNjQ1TpkxBU1OTtLQ0GhoamDlzJps2bSImJoYLFy6waNEibt++TXNzM5cuXaK8vJyuri5++uknoqOjsbe3x8nJiYCAANGt3rRpE9988w15eXm4urri5uYmznYNDQ24uLiQl5dHYGAgHR0dhIaG8vLlSzQ0NFi6dCmxsbHiGX7kyBH09fVxdnZm165d4jJg8uTJvHv3jqysLIyNjWlvb+f3339n2rRpJCYmcubMGSZMmCDSM83NzXR1dfHs2TPa29uZPXs2RkZGWFpaEh8fz5YtW1BRUSE1NZXw8HC2bdtGSEgIlZWV4v0pXa4MDAzw3XffMW3aNMaPH09vby+NjY3o6upSVVVFbm4uTk5OODo6cvXqVRITE9mzZw+HDv0jdVi2bJnQtsE/5Oa0tDTKyspEf314eBhXV1fKy8uprq4WbuhXr16xbNkyRo8ejb29PVZWVhgbG/Ovf/2LBw8e/PdQSf//9PPjjz8Gtbe3s3r1ajGRP3r0CAMDAyFf/uOPP6iqqqK4uJjm5mYkEglFRUWoq6ujr6+Pnp4eISEhKCgoYGpqSldXFz09PQwNDbFv3z66urpISEhg4sSJopf1999/o6enh6mpKd3d3TQ3N+Pq6srt27c5deoUe/bsEQcMJSUlDAwMyMnJYfz48aK31d3dDUBLSwumpqaYmZkxa9YsXr16JbZ/CQkJzJkzh9TUVCZPnkxqaioyMjKsW7dOHODGjRtHSkoKsbGxGBsbs3jxYu7cuYOJiQlz5syhuLgYGRkZ7OzsWL58OTo6OkKdIEU2+/v7C2eWr6+vkN07OztTWVmJpqYmAQEBIuMspbzeu3cPGRkZoQeRRjGnTp0qPogNDQ2YmZkhIyNDT08P+/btE2h2aTG/s7OT1tZWEcPS0NDg008/FVTSn376icTERCGNdnNzIyYmBm1tbcaMGUNFRYWI2Ny+fZuvv/6arKwsampq6OvrY+HChRw7dozMzEw+//xzTp8+jb+/P7KysiQnJ/P9999z4sQJOjo6SE1NpbGxUXzhrl27VlAQZ82aRX9/PxKJhMWLF2NqaoqcnBw6OjooKSlx4sQJBgYGhFi5ra1NbIgNDQ2xs7MTlFw9PT3U1dXFwC+V6KakpLB69WrhlNLU1OTNmzcsWLAAe3t7zp07JwiXfn5+BAQEMGrUKG7evImZmRlz5syhvb2dv/76iy+++ILIyEgmTJjA/fv3GTdunMDJV1RUoKCgIFD3enp6xMfHMzw8TElJCTo6Ojg4OGBkZISenh6tra1i2/vkyRPy8vJQU1Nj9uzZGBsb8+rVK2RlZdHT0yMvLw8DAwN0dXXFQcLS0lJAb1xcXDA2NkZbWxtLS0t6e3vx9PRk7NixJCQkcP36dbZt2yaGkcDAQK5du4alpaXo7tbX16Onp0dHRwenT59GTU2NO3fu0N/fz+LFizl8+DCAeP/JycmJHlN1dTXJycmsWrVKuPnGjh0rIA4GBgbcvn2brq4usrKyBCDG0dFR6GsmTpwoOr6qqqpcvHgR+Kcb4ezsLNDnnp6eNDU1IZFIUFRURFFRESsrK7766ivx909LS0NHRwdZWVnhvrKwsCAlJYXe3l4MDQ0xMzOjsLCQn376iZcvXwr30cuXLwkICBDAKGdnZxGPlBLOWltb0dDQEF/Ow8PDlJaWIicnx9mzZwEwNDTE3NycpUuX4ubmxrx588jPz8fd3Z3w8HASExPJyclBS0uL+vp69u/fL+iRbW1tFBcXo6+vT2BgIJmZmaiqqor3t7KyMsXFxUyfPl30Jf71r38JD+H69evR0tJCX1+fffv2UVZWxsiRI4V2RF1dnfb2dlRVVSktLaWmpgYHBwfRSZo8eTLJyclYWFiQnJzMgQMHePToEZ2dnfT39wsR9sSJE2lra8PT01NcJCxZsoQJEyYwNDTEqlWruHfvHtu2baOsrIwTJ06grKwsInO6urqMGTOGmTNn0tzcjJKSEh4eHqSmpooOYnp6OhMmTCA7OxsnJycB/6itrcXDw4N79+6hrq4uPq9tbW388ccfnD17lqVLlzJ37lxSU1NZu3YtCgoKZGVlCV2Fq6urgC29e/eON2/esGvXLuGh+/DhA93d3cTExIgYqpRsLI1ofvjwgZycHOHUam9vx8LCgsLCQpKTk7l58yabNm2itraWTz75hN9//52lS5cKX6e2trbYckq/1xwdHenp6RGplD///JOAgADKy8vp6+sTipqamhrevHkjdDWurq5cu3aNJUuWYGlpydOnT0VXv6SkhI8//liInlVVVVFRUWFwcJARI0agoKBASEgIy5cv5+nTp9y/f5/bt29jbW1NWVkZKioqKCoqcuvWLaysrPjiiy8IDg7myJEjzJ07l8HBQeETe/jwoYBIbd++nfz8fL766ivWr1+PiYkJsrKyXL9+XWyifX19CQ8PZ9GiRfz666/ExsaSmZlJWVmZoEmOHTuWCRMm0N3dTXV1Ndra2jg4OKCqqsrAwAAxMTF0d3cLCbyuri7u7u5ERUWJg7Guri5hYWFs3bqVW7du8eDBA8zMzEhKSqKuro7nz5/z4MEDfvjhB548eSII0dLYo4qKCu/evePFixfMmzeP2tpalJWVqa+vp729Xfz+DQ0NiYuLo7Kykh9//JGzZ8/i4+NDeHi4GJ7fvXuHRCJh9OjRjBo1iv379wMIKFVjY6O4wP3xxx/R0NDgk08+wdbWFllZWVJSUnj27Bn9/f3o6emhqqrK06dPqaysZOTIkRw4cICdO3diZGTE3LlzMTIywsfHB1lZWd69e8fJkyfF4XfOnDno6+uLGsCiRYsEodnZ2ZkzZ87wxx9/kJ6ejq+vL/X19cjKyiIrK8uUKVNQUVGhpaWFqVOnEh4eTn19PUNDQ9ja2vLvf/+b9+/fi2F45MiR9PX14enpKTZfLS0tTJw4kZ6eHq5cuUJfXx/6+vp0dHSwevVq3r59+5/I+GvWrGHMmDEcO3YM+Mddt2zZMh49eiS2RIWFhRQUFFBRUcH27du5du0a7u7u7N27l/z8fPbt20dGRgbnz5/n8ePHxMbG8vTpU7HFDQ4OxtHREX19fe7fv09VVRUTJ04Uz7TRo0fj4OCAnp4eDx48wNDQkOPHj7Nr1y5qa2uJjo4G/iEkDw0NiXPf9u3bMTc3Z3BwkLlz52Jqaipi+XPnzqWyspL6+npMTEyIiopi06ZNeHp6cvfuXVxcXEhOTmbmzJliUJKXlxfJkaVLl5Kenk5VVRUPHjxg1apV7N69G11dXW7evMnSpUvJyMjAyMiIv/76i+joaNTU1Pjss8+IiYlBT0+Pvr4+tLS0SEtLY+3atcTExPD999+LTnZtbS2RkZH8+uuvDA4OsmzZMmpqajh+/DjffPONSCsZGBigra0tYC6RkZF4e3uLlFlERASdnZ0YGxszPDzMxo0b0dHRITAwkLa2Nn744QcmTJjA5MmTRVy+pqaGlpYW8vLyCAkJ4fnz59y4cQM3Nzc6OjqwsLBAQUGB4OBgzp8/z7p16wgMDKSlpYW6ujrMzc25desW8fHx1NTUIJFIqKqqEhq9zz77jKtXr6KhocGNGzekztv/2YOhjIzMpeDg4AvBwcFrg4KCzvzHv9MODg5+FBwc/FNwcPCC4ODg8KCgoB4ZGRmZ4ODgk8HBwaeCg4M3BgcHpwUFBUn+q9c4depU0IgRIxg9ejRdXV3U1NQwZcoU6uvrhfZBXl6eWbNmUVZWxqhRozA3N2fDhg1cuXKF4uJiMjMz6evro6amBhkZGdzc3EhPT2fhwoWcO3eOpKQklJWVkZOT48OHD8jKymJnZ4ecnByWlpY8fvyYjo4OHj9+zOzZs+no6CAyMlI86KW58g8fPlBeXo6fnx/JycmCfCft+40fPx59fX0KCwsxMjIS0teWlhbMzMxobW0Vgub+/n6Br29tbWX69OmiY/Dbb78xefJkurq6OHz4sOjiHDx4UPTn0tLSRATx9evXojOUlJQkACSBgYFcv36dsWPH8vLlSwwMDLhw4QIHDx7k4sWLQpAtpV1aW1tjaGhIU1MTcnJy/PLLL1haWjJ69Giam5vFLXFbWxuhoaHCNym9sbawsKC9vZ0ZM2ZgY2PDnTt3mDlzJh0dHcTHx4vNTW1tLXl5eXzzzTecP3+eFy9e0NfXJzQYampqgkAoJTs+fPiQOXPmYGxszJUrV5g/fz4lJSU8efKE3377TbhxpMoNfX19cnNzaWxsRE1NTdyqVVRUEB4eTlhYGDt37sTHx0f0DUpLS0VBOykpifLycmbPnk17ezuLFy+mqqoKbW1toaFQVVXlxYsX/PLLL5SWlooDt7RTaGFhQWJiIn5+fhgaGpKSkkJlZaXwkkmR8VIsv6amphjupZTX1NRUxowZw5QpU3j27BldXV309vYKcpeKigpmZma8e/cOR0dHPD09xaDf09Mjhv3Ro0fj6emJvr4+T548Yd68eZSUlNDU1MSKFSvERUJ2djYmJiaC7iX9bygrK2Nvb09ZWRm1tbUi7izddunq6tLR0SFcgFZWVly+fJmXL1/i4eFBZGQknZ2dIooKK9IAACAASURBVBbs7+9PdHQ0NTU1GBoaCoy2dGM3PDzMqFGjSElJwcHBgYcPH2JiYsKCBQv4+eefxXOht7eX7Oxsli5dyu3bt9m0aRNOTk6kpKSIAc3Ozo6srCx8fHxITk6moaGBiooK4uLicHNzE90dPT09pk+fTnh4uCilq6qqCnqYlIq3ceNGvLy8aGhoIDc3l+rqakHgnT17Nj09PVhYWFBfX4+CggK6uroYGRmRnp5OYGAgWVlZ6OvrM27cOMaNG0dWVhZlZWVYWVkxf/58MXi3tbVhYGDA4sWLeffuHb/88gvnzp0T208nJycWLFhAfHw8NjY2ODk58fz5c4aHhzEwMCAmJkbQX7W1tQUeWyKRMDAwwKtXr/jss8+AfzbR27Zto76+noGBAZF8MDIyIisri1WrVgk4jZ2dnUhU5OTkcO7cOXbs2EFubi6lpaV8/vnnjBw5ku7ubsrLy2loaODNmzcimiTVDElplXJycsTHx4vEQEdHh9jkSPtdUuhGfn4+Y8aMwdjYWPgn8/PzBXBLmtyIiYnBwcEBHR0dent7xWdZClYpKirC1NRUdEOkzlp5eXnev39PcXExcnJyREdHS29xsbW1FYcc6QHd0tKS8ePHU1dXR09PD3p6egQFBXHy5ElycnIEdVBDQwNzc3MuXbpEW1sbZmZm6OnpYWhoyF9//YWbm5vYtEn/jitXrsTLywtNTU26urr4/PPPSU5OFhtYJSUl4uLiGBoawtzcXMDWFi9eTFRUFIWFhURHR+Pv78+ff/7Jw4cPxTPEyMgIZWVlCgsLBflbSouVPnfj4+PF5aeRkRHTpk0jLy+PTz/9VOgDenp6iIyMFIezqqoqZs+ejZKSEvb29qK3HxwcTHd3N25ubmJLKqVpS52sEomEgwcPkpmZSX5+Pn5+fuTn5wuB/d27d1FXVwf+oXLa2tqK5Iy0a5WamkpoaCjz5s0jISFBDDJRUVFs3LiRtLQ08f3l6upKREQE//73vwU1d+zYsWzZsoV///vfODo6EhwcLPQpUsCUqakpa9asoaioCA8PD2JjY/H398fExETQgNPS0nBxccHc3Bxvb28SEhKoqKigpaWFtWvXoqWlhaurK4aGhoSFheHj44OFhYWIo8XHx4thX+oajYmJEc9ogIULF6KiosLw8LAYaNLS0rh//z6GhoYMDw9TXl7O4OAglpaWwnWakpJCTU0NZ8+eZerUqWzZskXEI3NycjAzM+PDhw/U1tZy//59uru72bhxI8nJybi4uCAvL09/fz+7du0SkI76+nrU1NRISkriyJEj7Ny5k/b2dlJTU0lPT0cikaCurs7evXtFakNKxvTy8qKnp4cpU6YQHR0ttpTr168XHThpH37r1q389ttv/PDDDxQWFuLr68vUqVOZMmUKCgoK3Lx5k6NHj9Lc3ExsbCwNDQ0C4FJXV4erq6u45PTx8eHhw4eicpSVlUVlZaXYLknBWVIFlfRsJP18jB49WkCXXr9+TVBQEBs2bKC+vp7nz5+Ly5SGhgZu3LjB27dvsbW15cSJE1y4cIFvvvlGkGgvXbok+v/d3d0oKyvT399Pf38/J0+exM3NjbKyMjw9PcUFf05ODmfPnsXd3Z0FCxawbNky2tvbMTQ0JC0tja+//poDBw4QHh5ORkYGZmZmpKWlMTw8zPv371m7di3btm1DRkaGmpoaqqursbCwoKSkhLi4ONTV1dHT0yM9PZ3jx48TExNDdXU1mpqalP+HnN3Y2Jjbt28zYcIEXr16RVhYGAC//vordXV1NDY2itSUFKxlaGhIaGgoy5cvR1VVVUTK1dXVKSgoYOLEiaSkpDA8PExZWRlffvklAQEB2NraoqysTEREBL29vdy8eRN3d3d6e3vJzc1l/fr1DA4OCv2Kl5cX/f39DA0N8fTpU0aNGkVqaiqysrJERESgrq7OpEmTqKiooLy8nKdPn9Ld3U1raysLFizg0qVLBAQE8OjRI5ycnFBXV+f27dusWbOG5uZmvv76a1JTU/nyyy9RVFRk/PjxjBgxgqdPnzI8PMyOHTvIycnh999/x83NjQ8fPggqdHZ2Nr6+vly4cIGamhq0tLRQVlaWdlX/Zw+GwcHBLcAlYLF0MAwODg4G8oaHh1cEBwebAL5BQUHRwcHBcwA/wAPIBE4HBQVd/K9e49ixY0FS6t2pU6ewsLBATU1NyKVv3LjB+/fvGTFiBIGBgZSWlqKsrExjYyNKSkp4enoiLy+PjY0N8+fPp6+vT6gn4uPjcXNzE5JcV1dXwsLCcHR0xMnJCVtbW44dO8asWbMYGhpi+vTpIn8ufdgmJSWhpqaGk5OTeLg8fvwYJSUl9u/fzw8//IC7uztv375FXV2dly9fMnHiROTk5Pj7779ZuXIlDQ0NODs7c+3aNXR1dVm8eLGANSxfvpysrCwqKiqIiooiOzsbR0dH+vv76erq+k8eGDU1NSEylpJbe3p6kJWVZWhoCFdXV/r6+nB2diYmJoa///6btrY2UTpPSUlBV1cXLS0tGhoamDNnDiYmJmRlZTF16lTu3LkjtmQ1NTWsW7cOJSUlJk2axLFjxwgMDOTf//43AwMDzJ07V9xqGRsbY2trKxDSoaGh4jB8+/Ztdu3axeTJk8XDzMvLi7a2NuGdGTNmDEVFRSgqKjJixAg++ugj2tvb6e7upqWlRfQf/Pz8+Oijj7h9+zZFRUVoaWkxatQoSkpK+OSTT+ju7kZDQwMrKytmzpyJrq4u+vr6jBkzhjNnztDT0yM+kCdOnMDFxUVQ7czMzHj9+jUzZswQVFlpKXvDhg1oa2tz48YNAgIC2L17N/AP6Ofjjz8WotTk5GSUlZWJj4/H0tJSePa6urpwcHBAUVGRwcFBhoeHmT59ulA3ODs7C91IfHw8qampYpsmFQcfOnQIPz8/xo4di6KiIjIyMsLN1t7ezpQpU8jJySEtLQ0VFRUOHTokOl7q6uqEhITw7bffUlRUJIilenp6yMjICJ/fggULqK2tFRcZdXV14stTXV2dOXPmkJOTQ05ODi9fvsTY2Jh169axZcsWSktLefLkCZ2dnbx+/RptbW3gn3hFUlIS7u7u4j0VFRWFqqoqEydOFNJh6Wbi4MGD9Pf3C0iRVPD70UcfkZ6eTlNTE/DPVlmq+QDEl7asrCwnT56kpqaG06dPo6qqSnZ2thj2c3JyWLNmDfn5+WzevJmsrCysrKxISkqitrYWiUTC1atXCQ0NxcnJierqajo6OqisrMTT05Np06Zx7tw5tLS0KC8vF3HOoqIi4fSTSCRCBpyRkcGECRMoKCjA29ubjo4OtLS0CA0NpbKyEhkZGUaMGMGIESMYO3YsV69e5c2bN+Tk5FBSUkJ5eTnFxcW8f/9eDN1ycnI4OzszatQojh07Joi706ZNY9asWUgkEnFpI6VeDgwMYGdnh5mZGdeuXWP06NHY2tqyf/9+cnJyAMQ2+dmzZ+zevRsdHR3s7OxYu3YtP//8M3Z2dmIwnzJlCnV1deTm5tLX14empiZ5eXnMmDEDFRUVHj16REVFBba2tvT29rJnzx4SEhJISEjAysqKrq4uqqqqxDZAIpEI92Zqair5+fmYmJjQ09ODqakpEomElpYWDAwMSE9Px9DQkFevXuHv7098fDy6urp8+PCBgoIC9PX1MTIywtTUFCUlJY4cOcL58+eRlZUlKyuL+/fv8+bNG4aGhnB3d0deXp6lS5dSW1vLnTt3RB9aCnmQAgcOHz4sUiUBAQH09vYybtw4Ojs72bt3r4gLFxUVcffuXfLy8pg0aRISiYS+vj6ePn2KpqYmXl5eqKioiO3UmDFjiI2NZdy4cQwNDfHdd99RX1/Pw4cPefz4MUNDQygoKDA4OIiBgQEuLi78r//1vxgxYoQYJGxsbHj37p2I1mZmZmJoaMjKlSu5evUq7u7umJubc+/ePSZMmEBDQ4Poekn7udOmTaO3t5euri727t3LtWvXAAgICKC5uZnU1FR2795NV1cXd+/epbm5mTFjxnDhwgVu3ryJjIwMgYGBXLx4ES0tLeLj4ykoKKC1tRV7e3vy8/O5e/cu33zzDT/++COHDx/m+PHjZGdni8vcp0+fkp+fj0QiITo6mubmZmbOnImpqSnLli3j2LFjaGtrEx4eTl9fn4g8amho8PbtW/bs2YObm5t4rqakpNDZ2cnhw4eJjY0Vl5vV1dXU1tby559/smPHDqGWUFFRwcvLC2VlZTQ1Nbl9+zajR4/GzMyMxsZG8vLyWL58OWvXrhVkYVNTUy5evIi1tbXQZH355Zfk5OSwdetWEhMTKS0tFaCfwcFBiouL2bBhA6dOncLS0pLJkyczZcoUDh8+zOXLl+nq6hLP17CwMNavX4+bmxvjxo0jISEBAHt7eyIjIxk3bhyVlZW4u7uTnJyMt7e3qBHMnDkTZ2dnfHx8qK6uFt2/rKwsmpubCQkJERc3FRUVYkPa1tYm3g/v37/n8ePHaGtrC5BXV1cXBw8exMbGhoGBAeEbtbKyoqqqCm9vbzFMS/3MbW1tzJs3j8zMTBGjHxgY4NixY+jo6HD9+nUmTJhATU0NjY2NAu9fV1cnOpwtLS3cu3ePpqYmli5dypEjR4iKiuLFixdMnz4dDQ0NQkNDqa6uFtF2NTU1vL29aWpqEmCVSZMmce7cOebNm4empiZycnIYGRnh5OREVVUVFhYW6OvrC02K9KJs1KhRbN68GXl5edHBjIuLE73f0NBQTpw4gaamJkZGRlRXVyMjI0NiYiJycnKoqamxceNGhoeHiY2NZdKkSfT19YmqyPv373n79i179+4lJSUFT09Prl+/LnRDt2/fJj4+nsjISBoaGti7dy+JiYmiknPx4kXMzc3Fd5JU/yJNa+zZs4evvvqK5ORkjh49yvjx40XnfuHChXR0dNDa2kpeXh4qKipERETw999/Y2dnx4cPHygpKWHUqFF0dXVRW1vLunXryMzMZMaMGcTGxopzvaysLM+ePePAgQNERkZy48YNvv76a/r6+jhz5gwFBQXiIiIhIQEjIyPKysrQ0dHh4cOHjBkzhps3b4qkixRS09/fT21tLaWlpfj7+1NeXo6ZmZmAAz148EDQXA8dOkRCQgKXLl1i8eLFGBoa4ubmxqlTpzAyMsLBwUFsjKU/UmDdoUOH8PT0RE5OjoyMDLZt20Z8fDwff/wxGzZsIDw8nKGhISGmDwsLE1oqR0dH4uLiMDExoaWlhdTUVOTk5Jg1axbZ2dlkZWXh7e1NQ0MDpaWlrF69mrKyMjQ1NXn//j39/f3/swfDoKCgiuDgYEVg1f9lMDwN7AoKCvoQHBxcCvwWFBR0Ojg4+Cvg4fDwcE5QUFD1f2gx7gYFBX34f3qNAwcOBEmjbjNnziQtLQ1DQ0NkZGQYGBigsrKSnTt3Ym9vLw5o9vb23Lp1CwMDA/T09Ojv78fb25vY2Fi0tbUxNTUVzqTu7m5x+O/o6BCbxoGBAaqrq2ltbRV6gZSUFE6fPs3Zs2dZvHixiF0MDg7S2toqooPTp0+nsbGR9vZ2Xr9+TUpKCiYmJmRnZ6OpqYm3tzc5OTnIyMgQGRmJjIwM0dHRKCgo4OvrS1FREQoKCrS3t6OhoYFEImHnzp0MDQ1RWloqNj5qamrCgSe9sb9x44a4MVywYAFv3rwRYJS8vDwkEgkWFhaiUD19+nT27dvH77//jo+PD/X19WhpaVFTU4ONjQ1Hjhyhs7OT4uJivL29yc7OJicnh99++42ff/6ZqqoqWltbGTt2LPLy8ixYsABZWVkKCgooKytj+fLlYmOYm5uLq6srTk5O/PXXXygqKvLVV1+xdetWTExMCAkJwdfXl4GBAcaMGYOysjLJycmMHTuW2bNnk5eXJ2KFdXV1aGlp4eTkhIqKCtbW1ly/fp2MjAwmTpyIjIyM+OKLj48Xbq2MjAyBtZdSTaWRSCmkpbW1FXV1dUaOHElISAg2Nja0t/9v3t47qqpr/ff+0ESagjTpmyIdRXqUCFtUIAJKoiCHWBCNMYpKkhM1JlGMxhhj7NHEbqJEjQU1lhgBUekqShEbTUVAEJVmg3n/8Ox5T+74vfd3xm+877vHYFD2Yq2515rzmXM+z7c849mzZ5ibm3P48GFGjhzJ3r17JfRw2bJluLi4yA2ZmZkZlpaWHD16lNu3b/POO+9QVFREeXk5RkZGvH79Gl1dXWprayUvVpXMUEGMP/roI86cOcOIESMwNjamqalJVr9Uk4pKhEflsxYdHY2GhgYPHz7kyZMn9O/fHxsbGykK0N7ejqGhITt27KCtrY3Xr1+Tl5dH3759+fnnn2WWb/PmzTx48ICuri5ZlUpLS6N3797o6emhrq5O3759mTVrFnl5eZiYmPDzzz/Tr18/3n77bQICArhw4QIFBQV4eXlhYmIihSd8fHwYNGiQTG60t7czYMAAevfuzalTp0hNTaWnp4fGxkY0NTVpaWnhq6++olevXjLpo/InvX79OkZGRpSXl8tq0oMHD+jp6ZFKcEqlkpiYGKlEqlQqiYiIYP78+YSFhXHu3DmUSiXZ2dmMGDGCP/74A2NjY44ePYqpqSnnzp3jxYsXWFhY0K9fP6kgqHrfz8+PwMBA+TuAhoYGtbW1BAcHY2pqSnZ2Nnfv3qWrqws3NzdOnDhBTU2NlCMfOHCgNKNWJXZcXV2pr6+noaEBf39/du/ejZubG76+vggh0NPTk4IePT09dHZ2MmPGDExMTOjVqxfbtm1j7Nix0mh70aJF+Pv709DQwMaNG4mJiUFDQwN7e3vy8vL466+/KCkpwdPTk/3796Orq8vdu3cBmDBhAsHBwRw7dgxTU1Nqa2u5f/8+NjY2LF68mIEDB9Ld3c3Jkyd59uwZurq6nD59ms7OTpycnKTBeWVlJWpqanKT2bdvX+rr6zl58iSzZs2ib9++ZGRk8PLlS+7cucONGzfQ0NCgoqKCrVu3cufOHblZUsHBiouL+fzzzzEzM5PV1oKCAmJiYhg1ahTW1tY4OTlx8eJFZs+ezZkzZwgICMDCwoJr166xbNkyAFxcXDAyMqKjo4N58+Zx4cIFwsPDGTBggNyMPXz4kHPnznH58mWqq6tlMufevXts3ryZiRMnStGcBw8eYGVlxR9//MGmTZtkn54+fTqdnZ3s27ePf/7zn1RWVlJXV0dISAiXLl0iOzubCxcuSNshFe9u4sSJuLm5sXLlSnr16kW/fv0YNWqU5LCXlZURExPDoUOHKCwsZNOmTWhpabFixQpWrVpFWVkZfn5+pKen4+3tTWNjI5cuXZIbwRcvXkgxkEePHslEXUFBAU5OTpw6dUrSCE6cOMGAAQNk3LK0tMTBwUHyIIcOHYqxsTE6OjpERkZy9epVFAoFly9fZvz48dIv0tTUVCZEJk+ezL179yS3rKuri507d3Lz5k1CQ0PJy8sjIiKCGTNmYGlpiaOjo/RqNTIyIjAwEAMDA9auXUtQUBBNTU24uLgAb4zJFy9ezNOnT2Ui+OXLl3z88ccolUoWLVrEpEmT0NbWJicnhzNnzvDrr7/S2dnJ4sWL8ff3p6enR4rKOTo6smLFCmlvUVxczKJFi2htbeXChQtERUVx7do16uvrAaR4UllZmYRwt7W14e7uzl9//cWIESOkivSqVav45JNPpEfv7t27Wb58OUuXLiUyMpKcnBycnZ15+vQpVVVVpKamkpGRgYmJCRs2bJAcQzc3N8lhqqys5MSJE0ydOpXDhw/Tr18/UlJSuHDhAvPmzeP06dNkZmYyduxYsrKypLKzmpoa48ePZ/Dgwbz33nscO3YMR0dHXF1d+eOPP2hubmbQoEE8f/6cx48fM3XqVNzc3KR1ycyZM4E38MWSkhKppj5p0iR69eqFv78/R44cwdramtraWq5du0Z0dDSjRo2iuroaLS0tOjs7cXBwQAhBaWkpr169Ys2aNZw4cYJ79+6hq6tLZ2cnb731loTp1dXVYWFhQVtbG4mJibx8+ZKbN28SGxtLU1OT9MgcNGgQxcXFUlSmT58+zJgxgytXrnD//n3CwsLo6OjgwIED3Lx5k6qqKsLDw+VmTENDg+XLl3Pz5k2JGLhw4YK0pTl79iyurq7069ePc+fO0drayt27dxkyZAiXL1+WMOMVK1awevVqoqOj6d+/v/Rs1NPT4+OPP6a7u5vc3FzGjRvHlStX+P3330lKSuLKlSsUFhYSGRlJWFgYPj4+cqPm6+vLs2fPuH79Orm5uRw+fFgmslVVci8vL+lJOnjwYCorK/n+++8l9WPDhg3Sr/vw4cPS7mPQoEG0tLRgb28vBYg++ugjuru7JcIqJCSEFStW8OTJEyn2lJSUJBN3b7/9Nl999RWNjY2cOXOGYcOGUVJSIgWzVJoavXv35r333pOaHQYGBgwfPlwmse7evSsrvKpih4qy4uvrK+H0bW1t+Pr6Mm/ePFkYuXjxImPHjqWiokKuNdvb29HS0sLCwoKWlhauXr1KaWkpp06d4vnz57z99tu0t7fT1NREZmYmaWlpfPnll9jZ2WFubo6xsTGTJ0/m1q1bVFVVsXLlSlpaWrC2tub+/ftUV1czb9487OzsKCgo4OHDhzJO+Pr6SqSRKkGjEn37+eefGTp0KDU1Nf+jjSFCiP/fvgAFUPZvvz/5P95v/df3E0Dwv/39HOD3351fW1tbGBgYiKioKKGvry+SkpIEIBYuXChmzJghRo8eLUJCQkRQUJB8Lz4+XgBiyJAhwsDAQJibmwtAfikUChESEiIAYWBgIBwcHISHh4ewsbERVlZW4rPPPhMxMTEiMDBQKJVKYWlpKXR1dYWvr69wcHAQgPDz8xNDhgwRCQkJwtnZWfj4+AgLCwsRHBwsoqKixIgRI4SdnZ1wdXUVgJg5c6bw9PQUampqIi4uTgDCzs5OxMTECEC4urqKmTNnikmTJglARERECEDo6uqKgQMHCldXV+Hi4iIAkZiYKPz8/AQggoOD5WdauHChUCgUYtCgQcLb21sYGRkJc3Nz4ezsLAwMDERQUJAwNzcX7733nrzG2rVrRWxsrLC2tpb3JyQkROjq6or3339feHt7Czs7O6FUKkVAQIAwMDAQM2fOFH5+fsLc3FwMGzZM6OrqitTUVBEcHCxsbW2FgYGBiIyMFEFBQWLYsGFi5syZIjQ0VISGhgpbW1sRGRkptm/fLsLCwkSvXr0EIExNTf/2jJRKpXB1dRVKpVIAYv369SIuLk706tVLREZGCkBYW1uLlStXCm9vbzFlyhQRHh4uYmNjhVKpFM7OziIlJUUAQk9PTwDC2NhY3sMxY8aImJgYYWVlJQAxduxY+RxUbQgKChI+Pj7iyy+/FGZmZiI2NlaEhITIew+I8ePHCzMzM2FpaSk8PT0FIL799luxatUqAYjIyEihUChEv379BCBsbGxEdHS0vKa5ubmwsLAQgNDS0pJ9NyIiQnh6eoqYmBgxZMgQsWfPHhEfHy8sLCyEjY2N8PT0/FtbVfdDoVCIXr16iaSkJLFw4UIRHBws5syZIwDh7u4udu/eLVxdXUVSUpJwcnKS3wcOHCiCgoKEpqamMDMzk+cePXq07POASE1NFQUFBcLU1FQ4ODgIOzs7kZqaKgDh7e0t2xEZGSk0NDSEUqkU6urqws/PTzg6OoqQkBBhZWUlJkyYIABhZGQkEhISxOzZs0VQUJCYMGGCWLFihVAoFGLcuHHyuiNHjhTA38ayt7e3GD9+vDA0NBSAMDExEYDw8fERycnJol+/fiImJkYoFArh6OgoIiMjhaOjo3BxcRHff/+90NfXF/3795fPSdWnp0+fLnx9fcXMmTPF+PHjhaOj49+uFxoaKsfm6dOnRWpqqpg8ebIAhKenp7CwsBAzZ84U7u7u8pn/e59RfR4HBwdhbGwsAHH48GGxevVqMWnSJDnWLS0thZGRkVBXVxejR48WgBg0aJCwtbUVLi4uonfv3nLsqNqo6keurq4iKChITJw4UXz77bcCEE5OTvIYS0tL8csvvwhTU1MRGxsrYmJihJOTk1i4cKGMi//erwCRkJAgYmNjhaOjo+jbt68AxKeffiqio6P/du6+ffuKhQsXiri4OBESEiJiY2PlPTYwMJBtVVNTE8OGDRNKpVIMGTJE/n9aWprQ1dX92zhUxXPVPZgzZ47w8/MT//znP4W7u7vw9vaWsQQQzs7OQk9PT9ja2srxb2RkJOOMnZ2diIyM/Nu9tbCwEDExMeKDDz6QfeqDDz4QiYmJom/fvsLV1VU+0xkzZghAzJ8/X1haWgpXV1fh7Ows23r06FHh5+cnPDw85Jw0a9YsERwcLBITE8XcuXMFIOLi4mTcUH2p4gEgYmNjhYmJibCxsZHtsba2FgsWLBBaWlpiypQp4v3335fH9+nTRyiVShEdHS3jspOTk3B1dRXW1tbik08+kbEuODhYjBgxQhgbGwttbW3ZR8PDw0W/fv1E3759xcCBA+W5TUxMhK+vr3B1dRXe3t6yr0RHRwulUimUSqX47rvvhJ+fn7C0tBSGhoZi2rRpAhBff/21PF4VW1JTU0VYWJhISkoSkyZNEnZ2dmLTpk0CELa2tqJPnz5ynKnm/H79+gl3d3fh4+MjEhISxJQpU0RQUJBISEgQgPjiiy8EIDIyMkRMTIzw9PQUo0ePFsHBwWLYsGEyDqrGQHJyspwnoqOj5Vj49+ehmr+jo6PFvn37hKOjo/Dw8BAuLi4iOTlZ9O3bV/zzn/8UTk5OYsKECWLKlCnC2NhYTJs2TQQFBYnk5GQZI/v06SPjpIuLi4iJiRHjxo0TGhoaYsqUKX+75vHjx0VcXJyIjY0VCoVC/PLLLwIQS5cuFV9//bU4c+aM7KcKhULMnDlTzmeqNUnfvn1FcnKysLW1ledV9Td9fX2xZs0aYWNjI4KCgoSnp6eYPXu2MDY2lvFWFatU7dfUa9NLgQAAIABJREFU1PxbLFONnYiICDF69Gg5bwUGBorExEQ5d6jmcU1NTfm/+/fvl+Plq6++EmPGjJG/T58+XSiVShEYGCgAMXToUDFixAjh4uIiBg0aJLS0tERYWJgICQmR8S0hIUG2R6FQCEDOu4AYOHCgnF9V6ywbGxsxe/ZskZiYKPT09ERwcLBISEgQCQkJIiAgQAQFBQkzMzPRu3dv4eTkJOckVVtXrVoltm7dKvT19cXEiROFpqamWLhwoXB1dRUmJiZCoVCI6dOnyzYsXbpUAGLLli0CEPv27RNjx46V8TMoKEj2z6ysLPk5/j22pqSkiPLycuHn5/e3uOvg4CBKS0uFg4ODcHV1lW2NjIwUX3/9tUhOThYPHz4UAQEBIjk5WTg5OQlvb295PUB8+eWXcq7Q0NCQf584caJITEyU7UlJSREXLlyQMTc4OFgMHTpUxMbGynELiBEjRghAPkd3d3fh4eEh5/FevXqJ4OBg4eTkJOMjINauXStGjhwpPv30U3H8+HFha2srxowZI0JCQmSfB4SHh4eIjIwUffr0EUuXLhWenp4iOTlZjBkzRsycOVPAm/VfSkqKXPOnpKQIc3NzoampKdzd3f82NgAxZcoUMW7cOLFo0SL5N2NjY6FUKuXaXRUPVXPbv/8vvFkX/vDDD397LzEx8W+xJS4uThgbG4vg4GA5H/z71+LFi+X5lUrlvz+n4v/JXk2d/+ClpqaWoaamNldNTc37Pzn+/4WX2n/xN/FfHqim9oGamlqxmppa8YsXL1AqlfI9lW/SwYMHaWpqwsPDg4CAAAIDAyktLSU1NZWmpiapttXW1iazGqGhoSQlJUlhCzMzM2bPno2ZmRlTp07l3r17KJVKCgoKUCgU0nLA09OT+fPnY2ZmxmeffSbbEhUVJY8pKyvj4cOHdHZ2SiPe2tpaQkNDCQ8P59GjRygUCuzs7CgrKyMiIoK4uDh0dXUJDAwkNDSUwsJCrl+/zoEDBzA1NWXhwoUSOqarqysrH42Njfj7+xMfH4+9vT3h4eEEBARIA3aV1LepqankMCQlJVFQUCAzn97e3pw+fZrffvuNzMxMTExMmDVrFhMnTpTQq6amJqqrq6mtrZV4fDs7OwoLC2lvb8fd3Z329naioqJYs2aNhES2tbUBbzx7ysrKaGhoIDs7m/b2dnR1ddHT02PFihWYmpoSFxcnrQJsbW1xdnZm9OjRBAQEUFlZSVZWFsnJycyZMwchBKampujq6hITE8Po0aP58ssvMTU15fjx49jZ2XHkyBGysrKkiezYsWPp6OiQoh8mJiYAZGRkcP36dezs7LC1tZUcyN69e+Pn54eVlZX0AqquriYgIABPT0/y8/NRKpWsXbtW9oPZs2fj4eGBvb09K1asoLGxkYKCAkaNGsWpU6fQ1dWlvb2dpKQk7OzsiIuLw9PTk6ysLNzd3ZkyZQrx8fEyo6wy5VUpn+Xm5srPqerzurq6EgYLbzD7ZmZm1NTUMGvWLHbu3MmKFSvo7OyU6oFKpZL169cTGBiIu7s7d+7ckZ5yZWVlmJqasnTpUikdrXqG8CbjGxQUxG+//UZsbCzt7e309PQQGhrK/v37pRl8WFgY9+/f59SpU9KnT6lUUlxcjLu7O42NjVKp0snJifj4eDIzM9m4cSP29vZShEDVBhsbG6Kjo9HT02Pu3Lk0NjYSHBwMQEpKCrq6uri7u6Ovry+frZ2dneyfurq6ksemr68v7+GOHTtQKBQ0NDSwcuVKvLy8KC4uRqlUkpmZSWhoKDU1NSj+ZcS+YMECSkpKyMzMxN7enpUrVxIfH09ERAQbN25k9+7dmJmZER0dLfujKla1t7cTHx/PqFGjWLx4MWpqahQUFNDY2IhCoUBTU5PU1FTS09Mlgb+pqYnZs2cTGhpKT08PBQUFAFy7do26ujoAoqOjmTVrFnZ2dgghyM/P58MPP+TVq1dUVlaSn59Pe3u7JPkHBgby/fffM2HCBDw8PJg4cSJTp07lyJEj6OnpMXz4cP744w+pkql6qSDjZmZmkhv79OlTAL7//nsKCwvR09OTVjXwxm9LT0+Pjo4OysvLsbW1JTMzk7a2NhkfPTw8yMnJobq6mtzcXObMmYO1tTWZmZlMnToVgKCgIAn9z83NxcfHh7i4OAoLCwEkNFo1Ht5//30mTZqEvb09Qgg6Ozu5ePEiAPHx8RL2XltbS2dnJ1OnTpXmzY8ePaKtrY3MzEyePHkiz68Sz/H09CQyMhKA3377TfK6FyxYQHV1Nbdu3aKpqQlra2vGjh1LZ2en7EOdnZ2SF7x3714yMjL46quvOHDgAL1792bQoEEoFAp0dXXZsmULo0ePBuDIkSMoFApGjx7NmDFjUCgUAGzYsIGAgAD09fUJCAgA3vjB6erqSo+0wMBAsrKy6OzsxMzMDDMzM1avXo2ampqcU5cuXUpLS4scJ5aWlrS3t7NgwQJMTU2l/5eLiwu6urpcvnyZyspKurq6ePnypezfWVlZmJmZsX//fvT19UlJSUGpVFJYWIiTkxO1tbXs3LkTV1dXee2srCw6Ojo4ceIEampqBAQEsGPHDsLCwuSc7OjoyNSpU1EoFAghePz4sayU/CvBTHt7O+np6ezbt48HDx6waNEixowZI/0b//jjDy5evIiamhrGxsaYmprKanxBQQH79+8H3li16OvrU1VVRXJyMvCGq7hnzx4ePXpEZmYm3377LXfv3mXEiBH88ssvFBcXEx8fT3V1NWZmZhQWFrJ//348PDx49OgRenp6lJWVcfDgQeCNcJW9vT3JycnMnj2bmpoafv/9d7q7u6VtiYaGBrGxsURHR3Ps2DGOHDlCTU0NEydOBMDe3p7t27cTHh6OQqEgNDRUaiEkJSUBb1RiPTw80NPT48SJE9TV1REbGyvHwdatW2lvb+fjjz+WtiNlZWU8evSIuLg4qqqq5Pg/e/YsHh4ewBvkgGr8jhkzhvj4eABOnz6Nnp4ep0+fprm5WYrijBgxAngDgdTV1eX169cEBQURGxtLVlaWtDpaunSpvIcLFy7EzMxMQrTDwsKkVVBlZSUlJSXSzNzT05PGxkYiIyNlpeXAgQNERUWxZMkSpk6dSkREhJwz/h3OGBERQUpKCvr6+rK/Xbx4ETMzMzle8/PzJaza398fDw8P+vbtS2NjI9XV1WzYsEGuHaqrq3n9+jUVFRUoFAqam5upqamR/fTx48ds2rRJ3o9x48ZJZFV1dTXff/89SqWSuLg44M18bW5ujrW1NREREaxZs0byjzs7O7G3twfg999/Z+3atVRVVfH9999TVVUllezr6+sxNzdn/fr19PT0kJqaSmFhIU1NTZiYmFBSUkJHR4eMa9evX2fnzp3Ex8fT3d3NV199JftcR0cHc+bM4YcffmDDhg38/vvvkhKiirHV1dVMnTqVhIQEDA0NiYqKQghBR0cH06dPJyYmRiLTVH6QFRUVci3i7+/PwYMH2bhxIw4ODnR0dPDll19KAbfz58/LtYmJiQkdHR08evSIwMBAduzYgb29PTt37qSsrIzNmzczatQoYmJiKCsro6ysDICffvpJrsEaGxvp378/H374Id988w2pqanSJzcrKwuFQkFqairZ2dlkZWXh6OjIqFGjAGQsVlXFIyIiEELw9ddfc/DgQR4+fMi4ceOkFZSqT+3YsQN4g2IYPnw4r169wtnZGX19fSwsLACYN28ehYWFHDlyBHgz13d0dEiY+P/kpabqiP/Xg9TUevjfG7MnQA6QBWQLIa7/xxdTU1MAJ4QQnv/6/SYQKoR4qKamZvGv87moqan99K+f0//P4/5v5zcyMhKRkZHcvXtX+nxYWVkREBDA8uXL0dHRwc7ODkNDQ/Lz8/niiy948OAB58+fp3///uTl5WFmZkZERIS0A/Dw8CA/P5/+/ftz/vx5dHR0CAgIwMbGBhMTE4qLi6UQTXV1NVZWVnh7e7Np0yZCQkKYN28ec+fOxcfHBxMTE37//Xc8PT25ePGilO3dtWsX7777Lo2NjYSGhrJs2TIZtHt6evjrr7+YNm2ahCQZGRnh7+8vO3dJSQmAhAtVVlZKGGJTUxPOzs6SyO/h4YGhoSG7du0iNDQULy8v/vnPf6KmpsazZ89Yu3Ytf/31FwUFBVJNqaysTKp+OTg4oK+vL/H6kZGR3L9/n2vXrqFUKtm8eTMTJkyQBs+ffPIJERER0gfq0qVLWFpaUldXR1RUFG+//TZz5swhMTGRixcvSuy5qpTeq1cvCa94+fIlOjo6ODs7I4SgoaFBSg7b2NhI0ZwJEyZQX19PTk4OVlZWBAcHs3//fkaOHElbWxvPnz/Hzc0NhUJBSUkJI0eOJCMjg5aWFsrKykhOTuaXX36RixmVoIqmpqa0cvjkk084cuQIra2thIeHc/XqVYyNjcnPz8fIyIjm5ma8vb1xcnLirbfeQqFQkJiYyIIFC7h//z7d3d2cPn2a+Ph4du/ejbGxMV5eXhw5coSxY8fy5MkTCTdpbm5GQ0MDW1tb4uLiyMrKoq6uTio8qqwvamtrJTzBwcEBJycncnJyaG1tpbu7GxMTE4QQ9PT0cO/ePQwMDHB1dZXeWEuWLGHp0qVUVFSwcuVKvv32W0JDQ3F0dOTw4cP4+PjIvuXu7k5XVxeLFy+mvr6euro6qqurMTQ0lL6ScXFxnDx5Ei0tLVpaWpg0aRL79u1j5MiR3Lx5E6VSKW1HtmzZgp+fH8XFxbz33nuUl5dTU1NDv379iI2NZdOmTaxfv57bt2+Tl5eHhoYGBQUFeHp60tDQwOvXr9HX12fAgAEMHDiQdevWybigqanJ69ev/xYrbGxsmDVrFtu2bZPqdr/++isnTpwgOTmZs2fP4ujoyKtXrxgxYgS1tbXo6ekxdOhQUlJSaG5ulhYQlpaWGBgY0NjYSN++feUENHPmTMlrvHXrFr6+vrS1tREWFsbmzZvx9PTEy8sLTU1NLl++TEVFBWPHjuXo0aN/a/PevXuZO3cudnZ2vHr1itbWVtTV1enduzfx8fEsXboUAwMDPv/8c/bu3YuxsTG1tbW8ePGChw8fkpqayvPnz9m8eTN+fn5oaGhQWFjIP/7xDyke9OTJEx4/foyHhwc///wzI0eORFtbG3gjFrJ161bi4uI4cOAAy5cvZ8eOHXR2dkp7l4EDBzJ06FAuX74sFw8//vgjbm5uJCYm0tDQwPLly5kwYQIVFRVcv34dfX191NXVsba2JiUlhS+++AIjIyMGDx6Mq6sr9+/fZ+fOnRgZGfHq1SsSExM5fPgwlpaWlJaWSi63itO2ZcsWhBA4OTlx584dAPT09LCwsODBgwfMmjWLoqIibt68SXBwMMOGDZMT+uPHj2lubqawsBA3NzdMTU158eIFpqamCCHYtWsXQUFBVFVVMX/+fO7fv09JSQn19fVkZmZiZWXFvHnzOHnypPTMvH//PufOncPCwoKHDx+io6PDhx9+KOXdz5w5A4CZmRlxcXGcOHGCw4cP89FHH5Gfny/Fn6KioliwYIHcPH/xxRcsW7aMKVOmSD/AiRMnolAo+Prrrxk5ciQVFRX09PTQp08fBg8ejKamJhcvXsTKyor+/fvj7e3Nl19+SUJCArdv36a4uJjY2FgpcZ+VlcWLFy84f/48ISEhGBoaYm1tze3bt/noo484cuSIpDC8//77PHv2TCrGNjc3Y2ZmxrRp0/jggw9ksmDNmjXMnDmTq1ev4ubmJu0CbGxsCAwMZMGCBaxbt056dg4dOpTs7GxycnKIiIjgyJEjuLm54e7uTmFhISYmJlIa/s8//2Ty5Ml8++23qKmpIYSgf//+BAcHSypEQ0MDLS0ttLe3k5GRwZMnTwgPD5fPpKGhgUmTJuHn58dHH31Ec3Mz2traMhE0Z84cqqqquH37NvX19bx48QJnZ2fi4+M5ePAg169flxYL+vr6aGhooK+vT21tLZ6entJKRfV5pk2bhp+fH1VVVTx+/JiEhATy8vIYPHiwFHQKCwtDR0eH33//HVtbWyorK3F2dkZbWxulUompqSllZWVSfEc1pxkYGEil4PPnz7N69WpiY2PR1dUlJSWFpqYmLly4IHleU6dOJSMjA1dXV0pLSykvL8fPz4/Hjx8DSO+3zz77jKtXr1JQUEBDQwM1NTXs3r1bJpWPHj3Kp59+yldffcVPP/1ES0sLdXV1hIeHExwcLO1BVOJ7GhoavPPOO1JoZNWqVXz22WcIITA0NGTx4sWsXbsWbW1tbG1tuXr1Kj09PdjY2EjoPrxJCuXn50u4v6urKzdu3MDOzo4XL17g6elJr169mDx5sjSAV71sbW2lUNuVK1dwcXFBS0tL2t0cOXKEqKgoDh48SEtLC97e3rx69QpXV1epUpubm4u5uTlJSUkkJyfj7u4u1zomJibY2dlx/Phxtm7dyvLlyzE0NKS9vZ3o6Gh27tzJkydPGD9+PM3NzWRlZZGYmIi/vz9z585FTU2N/v3709DQQExMDDExMUybNg2AxMRE9u7dS3BwMKtWrZIqm/v37+fjjz/mwYMHAFLR3sjICEtLS/r374+Ojg4WFhbs2bOHlpYWSktLOXToEEVFRVK0TwW/VVNTw8bGhpqaGiZMmMDy5cvZt28fpaWlGBsbU1lZyalTp0hJSaG+vp47d+5w/fp1hBDMmDGDXbt2YWdnx61bt3BxcSE0NFQmoUNDQ+nTpw9bt26lp6cHhUJBXFwce/fule2HN4KGWlpaDBgwgOPHj5OSksKGDRsA5Hpx27ZtTJs2TUKr4c1mTKUSrxJjio+PZ/jw4ezevZvc3FwmTpzIoUOHpBvB7du3efHiBYC0E1OJAanufUREhIztRkZGVFRUcO3aNTlPql7GxsaYm5vj6+tLdXU1Fy9epK2tjX79+tHe3s6PP/6IUqlk2LBhLFu2jDlz5mBkZERraysODg4olUrpj93Z2cnOnTtZunQp8L+TF4sXL2bnzp2MHTuW9evXs2fPHrZv38758+cvCyH8/m/7pv/q9R9xDNPS0jyBfoABoAO4AuHAh2lpaSlLlixZ9Z9cLC0tzZC/cwztAOclS5ZcTEtLmw3ULVmy5GxaWpoApqelpe1LS0sLAoYLIdb8d+dfs2bNEnt7e1pbWxk+fDgtLS24ubmxatUqwsPDaW5uxt/fXxK5d+3aJRf2ly5doq2tTfIY/vjjD+zt7dHS0qKgoAAjIyN8fX0xNTWluroaExMTbt68iYGBATNnzqSkpISenh6cnJyor6/HycmJ1tZW1q5dy9ixY3n+/Dnp6el8+umn0o4hOjpaysP7+fnR2trK3r178fHxAWDBggXo6uri7+/PiRMnpAKnq6srZWVlMmtpZWUlTVQzMjIICgpCS0tLBk+VUpTK91BFvL558yb79u3j3XffxcLCgpqaGvT19RkyZAj3799HU1OTkpIStm/fzvbt23n58iWWlpZUV1fz9ttvk5OTw7lz52QA8PDwwNzcnJs3b5Kdnc3o0aOlSbDKa9HR0ZERI0bQq1cv9u3bR9++fTE3N+f58+eYm5uTk5Mjs342NjYMHTqU3r17U1dXh42NDadPn6a4uBgXFxdGjhzJ2bNncXZ2Ji8vj/fff1/6HaoMtZOTkykpKZGm2JWVlbLC+PjxY54/f87Vq1fJy8tjypQpODg4SG+zsWPHYmVlJY16nZ2dpflpTU0NXl5eGBgYcPLkSbS1tSkvL2fq1KkUFxcTGhrK7NmzWbZsGefPn2ffvn3MmzePPXv2kJ2dzfPnz+nq6qKsrEzyJH18fPDz8+PFixc0NDRw/Phx6uvrpU+hqio4dOhQWT1QeQ6pZLT19fW5fv06AQEBdHR04OXlxeHDh+nu7kapVEoxEgcHB548eUJRURHLly9n+/btvH79mkePHjFy5Eg2btwoVQBVUu92dnacPHlSylw/efKEXbt2SUEBdXV1iouLKS4uRgiBu7s7r1+/xs3Njfv373P9+nXpqana9Pz5558UFRVhYmJCc3Mzz58/x8/PDy0tLSmAEBISIr0qVVXVJ0+e8OjRI4YPH46xsTHPnz+XvLbGxkbeeustDA0NJZfSxsYGJycnyYN79uyZNJbX09Nj2bJlODo6cv/+ffT19bl586Y01NXW1ubly5eYmpry3Xffycq3SrDKxsYGY2Nj3NzcePz4Me3t7QwZMoQDBw5QXV3N5MmT6ezsJC4ujps3b3LixAl69+6Nj48PV65coaGhAUdHR5mZ1dLSYsiQIdy9e5devXrJBdSDBw+oqanhH//4B66urpiYmPDLL78QGxuLlpaW5EtqampKewR/f3/OnDnD3bt3Wb9+vfR8GjBggFxoR0VFsXbtWu7du8fly5eJiYmhpKSEQYMG4eHhwbVr13j33XcxMjLi7bff5ueff+bevXv84x//4L333qOlpYVHjx7h4+NDbW0tRUVFNDQ0SG5FRkYGFy5cYOLEiezbt4/GxkZCQkK4ffs2H3/8scxsmpqaSquU3r17y8RWQkICgwYN4tdff6W1tZXm5mY8PT0ZO3Yshw4dIiAggDNnztDZ2UlgYCBdXV0MHTqUxsZG2traePz4MZqamtJmqLCwUJo4q8R0VCJVT548wcPDg9bWVlpaWoiKiuLevXvSk2/QoEHSh+r06dOkpaUxffp0yRnv3bs3AQEB7N27l4aGBjo7O6WEu7+/PwUFBSQlJbFmzRquXLnCTz/9hL+/PzU1Ndjb2/PJJ5/Q09PD4MGDycvLY+PGjdTX1/P555+zfft2DA0N6ejo4MGDB1RUVNDR0UFAQID0udPR0SE/Px9nZ2du3bolk12ff/45+fn5XL58meLiYn777Tfu379Pnz595MZn/vz5ZGdnc+XKFcLCwrhz5w61tbW0tLTg5eXFwIED5Wbcy8uLgwcPMnr0aO7du0dlZSUdHR1Smfry5ctcvHgRIyMjrly5QlZWFhoaGvzjH/9g165dWFpa0tLSgq+vL7a2tixbtgwDAwOOHz9OXFwc5eXl0k90+PDh8nk4OTmRlZXF7NmzefDgAZmZmfj4+JCVlcXjx48xNzenqamJSZMm4ejoyL1799DT0+POnTvU19eTmJiIm5sbnZ2dHD16lJSUFEJCQnB1dSUzM5MxY8ZI24Tu7m7pRdjR0cHs2bMlCiMnJ0dK9t++fVtandTV1TFu3Dg2bdpEWFgY1dXVVFdXU1BQQFhYGJcvX5aVRR8fH8kfUnHaVQIVKrVilWL5rl27pKdqQ0MD5ubmmJubs23bNvLy8qS2wKxZs/Dz80NHR4fc3Fwp6qQSyGtoaCAgIICSkhKMjY2lT9ro0aNpb2/HycmJq1evkpCQQEZGBo8ePZL80wMHDnDlyhWMjY3Jzc0lICCAoKAg0tLS2LVrFxs2bCA/P58///yT999/n7y8PAwMDHjy5IncEL/11lvcv39fop4WLVpEY2Mjt27dYt68eWzevFkiEIYNG8aPP/7IO++8g7a2NgUFBXR1deHk5CQ1BYQQ7Ny5E01NTYQQXLx4kblz58q+9vTpU16+fIm/vz/37t3jxo0bdHd3U1RURHp6OjY2Nmzbto0jR47wzTff0NraKuffLVu2yDXLy5cviYmJ4ejRo+zcuRMTExNOnjwpucqqhGlAQAC1tbW4uLgwdOhQBg0aREZGBuHh4TLho7ImUSkJ+/v7y83ynTt36OjokFZAgwYNYsOGDXz88cfSlqiuro6XL18yd+5cTp06RWtrK0VFRWhra1NdXS2TvqNHj5ZaFyoLlUePHjF37ly8vLw4dOgQly5dws7ODn19fenPaW9vz969e1mwYAHW1tYUFxfz6tUrqVQeHR3NokWL0NHR4aeffqKurk4iH86ePUt3d7dMqqmSvx988IFUMW5paZGJ6oiICLKysigvL0cIIY+/efMmw4cPp76+Hnt7e5ycnPD19WXy5Mls376dzs5OqbHw3Xff0a9fP9zc3EhPT+fzzz/n0aNHPHjwgIULF/LDDz8QFBTEt99+S3x8PJcuXUJNTY3s7GwqKipwd3enpqaGhIQEqquruX37NsuXL6ekpET6H9+4cYOzZ88yY8YMTp48ydSpU/n111/JyMjg999/p6ysDCsrKyZMmEB5eblc9+ro6NCnTx+GDRuGjo4Ox44dY8CAARw6dIja2lq2bNlCdnY2a9eu5cWLFzx9+pR169aRmZmJq6srPT09/Pnnn8ydO1daLLW1tVFSUoKRkRGrVq2isrISa2tr4uPj0dTU5NatWxIVVVxc/P+d+MySJUsOLlmyZHVaWtqvQAnQCgwAtAGdJUuWLP3vzqGmppYOLANs09LSZqSlpT0FtgEL0tLSvgRMgLlLlizpSktLuwO8BaznjTrpB0uWLKn/766xZs2aJQEBATx+/JinT5+ipaXF5cuXMTAwoKioiICAAE6dOsXw4cPZsWMHAwcOxNLSEiMjIxwcHAgODmbw4MGcPn0abW1tcnNzefnypYT83Lhxg/b2dsrLy3n8+DFXr17F39+fjRs3StW8Q4cOYWhoiLGxsYQdPX78mJ6eHnR1dblz5w69evWitLSUoKAgtLW1ZVZaU1NTZtBPnz7NoUOHSE9PR1tbm+bmZinw4eDgQFVVFXfv3iUiIoLy8nIGDBhAfX09Dg4OmJub89dff5GUlCSl2cPDw7l37x7u7u706dOHpqYmaZlgbm5Oe3u79C+Ki4vj+PHjNDY2YmtrixCCwYMH09DQIMUNjIyMGDVqlIStqST6VX4xH374IVlZWTx9+pR+/fpx9epVaXCuylIpFApmzZolBQBOnjxJQEAASqUSGxsbCSvo6emhq6uL58+fy89z8eJFLl++zMCBA7G3t+fPP/8kPz8fX19fjh49iru7O/n5+Zw7dw4/Pz8qKioIDg7m6tWrWFpaUlVVRU9PD1VVVbx69Qp1dXVevXrFixcvUFdX59mzZzJjY2+IHQMpAAAgAElEQVRvT09PD93d3RgYGKCuro6xsTEVFRU8e/YMd3d3KisrCQsLo0+fPty9e5eBAwdy5swZ9PT0sLS0ZNiwYRIKB2+yZP379+f+/fvSC+uHH36gf//+3LhxA01NTerr6+nVqxcffvihrDi4ubmhpqaGi4sLDQ0NXL16lT59+qCtrc3gwYPp1asXXV1dJCcns2vXLo4fP06/fv3w9/fnwoULaGho8OrVK2xsbHB2dqayslLaN7x48YJJkyaxZs0a3nrrLYKDgykrK6OpqQlfX18uXLjAsmXLOHHiBDdu3MDb2xtfX1+ys7OJjIxk7NixnDp1ikWLFnHhwgWEELIKqqqgqJ7z9evXKS8vZ+LEiXz66acUFxfj6+uLk5MTdnZ28rmooFheXl7MnTuXvn370tPTw7Vr1/Dz8+PVq1fk5OSQmprKgQMHiIiIIDc3V3q1WVhYcOXKFR49ekRFRQUeHh64u7vz7rvvSgK9Snl2x44dDBkyhIqKCqlkWllZiba2Nrdu3eLUqVNMnToVS0tLjh07RldXF56enmzfvp2Kigrp4aaywrGyskJfX5/i4mK0tbXZs2cP06ZNo6GhgYkTJ1JWViYtBaysrLCxsSEzM5PevXujoaGBs7MzXl5e1NfXS1ibhYUFRUVF5OXlMX78eCorK6XycWdnp1SydXd3Z9iwYZw9e1ba5GRlZaGlpcXJkyexsLDg888/Z8SIEZSWlnL37l1mzJiBurq6FLjIyspiypQp0vJm06ZNZGdnExQUhK6uLrdv35ZKi6WlpXh7e3Ps2DHi4+PJzc3FycmJV69esWPHDrS0tDAwMEBDQ0MqaZqbm0v11qCgIF6+fCnvw44dO6TyZ15eHvb29rz77rvo6OgwadIkDhw4QHBwsIwHKrSGtrY26urqLFq0iK6uLoKDg7Gzs6O0tJSIiAgpTKWyUFAl15qammhra+PWrVv07duXwMBAKRhVWlrKu+++S1dXFwMGDEAIQVhYmKzuz58/H19fXyoqKujs7KSpqYmrV6+ira0t4VO3b98mNzeXYcOGSfVblbBQe3s74eHh/Prrr8yfP5+qqiqam5ul8mtNTQ1ffPEF7777Lj4+Phw9epSrV69KqJlK/Eu1CQCwsrJi/PjxPH36lOjoaE6dOsXly5eZPn06c+fOxcLCAhMTE0pLSxkwYABLlixh5cqVWFtb09HRgYGBAbW1tfTp04d3332Xq1evSs/D/v37c/v2bW7evCmFnIYMGcLJkycpLS1FR0cHDQ0NHB0dpTdwbW0tY8eOJTIykn379tHS0kJISIiE7bu4uFBYWEj//v0lXOr8+fMkJCRQXl4u1YlVYkl6enpkZGTw448/SqsQlUG1iYkJCoWCIUOGsGXLFqqrqyU1o66uDnNzc3788UdGjBhBSEgIJSUl5ObmykrU1KlTaW5uprW1lVGjRkmkUFdXF1OmTCElJYU5c+bIWBMUFISLiws//fSTXDRPmjSJgwcPStPqefPm4ePjQ0VFBRkZGYwZM4YnT55w7do19uzZw3vvvUdoaChWVlbSniU7OxszMzNev36Nubk5M2bMoKOjgzVr1lBVVUVWVha7d++WMebixYtMmTKFAwcOYGBgQEZGBhs2bODgwYOUl5dz/vx5DA0NOXr0KF5eXrz99tu0trby8OFDqQK+bt066fdrZmbGb7/9RmpqKpqamlRVVWFhYcFbb71FUVERjY2NDBw4ECsrK7nm0NLSYty4cXz//fd0dXWhp6cnk7Dq6uqkp6cTHh7Onj17mDRpEuvWrcPKyoqamhry8/Olt3JUVBTp6elMmjSJ8vJyCgsLZbL71q1bfPzxxxgaGlJWVkZra6uM84sXL+aHH36gsbGRjo4ORo4cSV1dndwAJyQkMGDAAH799VdpUaGpqSmRX2pqagQGBqKhocHhw4cldNHExISuri4mTZqEuro6bm5ujB8/Xt7LsrIyTp8+zcqVK/H09OTkyZM0Nzfz+PFjwsPDuXnzphRHa2pqkhZnDg4OEvWzevVqioqKZJXM0dGRWbNmMWTIEOnDCtDQ0EBaWhrfffcdfn5+JCYm8u2337J3716SkpI4d+4cJSUl3Lx5k/b2do4dO0ZoaCgBAQEkJiYyatQo1NXV+eKLLygtLcXc3Jxr167R2dnJzz//TGdnJ8OHD5cogeLiYvbs2YOXlxdLliyhqqqK69evU1dXx/Tp0zlz5gy3bt1iwoQJnD59milTprB3714cHBzo27ev3LRnZmYyefJknj9/Tnl5Oa9evcLMzIxLly7x7NkzampquHTpEhcuXMDQ0JDq6moePHhAY2MjXV1d/Pzzz+zbtw8dHR38/f1lVX/9+vWUlZVhZ2dHbm4uZ8+exdramnfeeYf09HTmz59PT08Pw4YNY/369bx+/RoPDw+uXr3K2bNn2bJli7ynXl5e0s9aXV2dnJwcqQKuEnG0sLBg06ZN7Nq1S7oefPbZZxQUFNDc3ExjYyMpKSnk5OTw+vVrfv75Z7755hs0NDRYt24dt2/f5t69e4waNYrg4GAGDRpEaGgoubm5xMbG8uzZM6ysrLh06RImJiZ4enqyceNGRo4cyYwZMxg/fjzffPMNBQUFrFy5koaGBjQ0NFBTU6OkpISioiKqqqrYvXs369at+x9tDP9TjqGmmppaEBALjAWiAf1/vd35//iP//YSQiQIISyEEFpCCGshxHYhRIsQIkwIMeBf3x//61ghhJglhHAUQngJIYr/k2s8fPiQgoICampqaGxs5ODBg+jp6WFubs7+/fvR0dHhk08+oaOjg9DQUNrb29HT0+PYsWNs3bpV4s51dHSoqKjAzs4Od3d3AgMDJfZbVRlTYZd/++03oqKiCAgIkApSKs6GanHl4eEheWABAQHS0HXNmjWSD5GZmUlTUxP+/v6EhoZiZGRES0sLzs7OUqHO39+f4OBgGhsb6e7uRqFQcPz4ce7evYuHh4c8prq6mqSkJJlNXL9+PXfv3mX06NFkZWVJU9tRo0bh5+cnsxCXLl3inXfeYe3atTQ0NGBra8uzZ8/YuHEjfn5+mJqa4u7uTkREBN3d3Wzbto1t27ahr6/PzJkzcXNzo7u7m9evX5Ofn09eXh42NjacPXuWd955h5qaGnR1ddHR0ZEqUl988QXGxsZkZmYSEhJCW1sb169fp7u7m4KCAkxMTMjPz6exsVEushoaGnBzcyMpKYn8/HxWr17N119/DcBff/2Fm5sbf/75J/CG29nQ0EBBQQHbt29n4sSJmJiYyA3vkydPcHV1JTIykpCQEP78808yMzNpb2+nqqqKb775hoaGBo4dOyarUaqKh0pJr6enB3gD+925cyfGxsZSEbGnp4fIyEgOHDiAjo4OgwYNIjIyUlpN9OvXTwawd955h7a2Ntrb2xFCEBcXx8uXL7l+/TqmpqYkJSXh4+MjM08qaKEqK63y5QkNDeXjjz+WsA8TExOqqqpkJUYFg1bBoqdNm8bDhw9pb28nPz8fgLa2Nn799Vdmz54tOYLd3d2kp6djZ2cnF2mlpaXMnz+fpqYm1q1bR1JSkuTDqTJ4wcHBtLe3Sw6YihMVGhrK9u3byczMxMPDg6amJind3N3dzZkzZxgzZgznzp0jNTUVXV1dysvL8fDw4LPPPkNfX5/S0lKmTJkiFzQHDx6U3FVfX1/JCw0NDSUoKAh/f3/y8/Pp6Ohg//790mpABUvLyclh9uzZ1NXVkZOTw5UrV/Dw8MDOzg6A9evXU1VVhYeHh/ys5ubmfPrppxgYGKCjo8Pz589pbGyUXApV5UxTU5Ompibc3d25e/cuenp6tLe3Y2lpSXZ2Nps3b0YIIXmPBQUFtLe309jYSHt7O4WFhQghmDx5MlOnTmXbtm10dHTQ1tZGR0cHOjo6VFdX4+Pjg52dHevWrZNJJxXHIT8/Hx0dHXR0dLh79y5FRUWsWbMGXV1dCgoKiIqK4vvvv+fo0aMEBgayfft25syZw+rVq4mPj2fcuHEolUp69+5Nc3MzpqamFBUV4e3tjYmJiUxmvX79Gn9/f6KiosjKypIbBjMzMzIzMyVXtbGxkc8++4wdO3YQGBgo/TQNDAzIz8+XXnr5+fls3bpV8nW6u7slN7G6uppDhw7R2NgoOboq77+8vDwJKVSp065evZrOzk7i4+MxMzOTCqSFhYXY2dnR0dFBVlYWMTExrFy5ko6ODo4fP05RURFFRUUUFxdTXl4uK0n379+nsLCQ9PR0DAwMpIJsVlYWP/74I19++SXq6m+m2iNHjvDZZ5/h4eHBhx9+CLzhv9jb2xMVFcXKlSsxMzOTYzElJYVNmzbh5OREeno6ISEhALz33nvMmDEDQCoSuru7s2DBAmbOnEn//v0JCAggICCAnTt3oqurS0JCAvv370ehUBAVFUV7ezvJycnSAqW8vBwvLy/s7Ow4f/48ADdu3JDVzNLSUl68eEFeXh7Z2dnAG19PU1NTtm/fzhdffIGnpyfwhh/X3Nws+621tTUvX75EXV1derk1NTWxadMmfvrpJ8nBEkJI3uzmzZvR09PD3t5eSrKbmppiZmYm+cOLFy9mw4YNmJmZkZ6ezokTJ+js7KS0tJTW1lbc3d2l2u/w4cMJDQ2V/M3t27cTGBjIo0ePmDBhAp6enmzevJk//viDAwcO0NjYyJYtW2SVUVdXl/Xr1+Pj40Nubq4cvwBFRUXAGyikykPM399frhPWrl3LjRs3CAgI4Pnz5+zfv5/y8nL09PQYPXo0GzduJD09ndLSUgmRVCgUMlZ0dHSwc+dOqqqqcHNzw9jYmI6ODqkZoPo8SqWSQ4cOSYjlhg0bmDp1Ko2NjRgaGuLl5SXjxIkTJ2hubgagrq6OOXPm4OHhwYIFC4A3vCZVVe6dd97h66+/lnxkMzMzFAoFv/32GxkZGeTk5ODj4yPpF7W1tcAbCKqrqyudnZ0IIfjpp5/YunUrAQEBTJkyhdjYWDo6Ovjll19wdXUF3iSZa2pqpCWYiieosknx9/fnt99+Iz09HSEEOTk5NDU1UVNTw4oVKxg9erQcG3PmzCE1NZUFCxawevVqjh8/LrnPXV1d/PLLL/+LufeMqvJc27UPFCZVeq/SBRRURAQLVlDBhr1rLEmWGpfGuEx5Ixo1SxNN1GjsJYkdKyodREBEiiC9yqT33uv+kTHvsd9/e+/xrW+885fD4XBS5vM893Ve53mcoks3KChIfA4zMzPJysriwoUL4swhE3UPHDiAnJwcAQEBKCsrk5iYyPnz57l27Rp+fn4kJiZiYGAgNn8yu++1a9fIyspCTk4ONzc3amtriY6OFvTmp0+fijw0QFRUFCtXruTdu3fY2toCMG/ePHx8fDh9+jRDQ0MEBwfz1VdfkZ6eTlNTE7W1tWhoaDB27Fjk5OTo6elh9uzZPH/+nOPHj1NbW8v9+/eRSqWkpqbi7e2Nvr4+AHJycqiqqgoC5nfffcfjx4/x9fVl+fLlbNiwQWRPd+7ciaKiItevX+fbb78FEBvms2fPMmnSJPT19Vm5ciVTpkwhNjaWCRMm0NnZSXFxMd7e3qxYsYL6+nrc3d0JDw/H2NiYp0+fcuDAAZqbmykpKUFPTw97e3suXLiAkpISR44cYf78+dTU1IjtnLa2Nt3d3Tx//lxcCzNmzODy5csoKyszNDTEunXruHfvHlZWVsDfXbuPHz/m3//+N25ubv9teSL7f2TZdZlA5+rqysGDBwUBXTYUDg0N8V//9V8UFRXx7t07SkpKxP1AFifT19cX4nZiYiIbN27k+++/5969e4IvsW7dOk6fPo2ioqJgX2hrazNs2DBhRW9tbWXjxo3cuXOHwsJCFi9eLM4YDg4OTJkyhbNnz1JfXy9ypf8vr/9TK2kb8Ckwh783e/H8ve37HvhnQEDA4P/zV/D/4ev06dMBjo6O1NbWMnfuXLq6uujp6WHKlCl8+eWXFBYWUlZWJvJw4eHhArSiq6vL8OHDRbF4U1MTFy9e5N///jf+/v7CRqisrIxEIhEPpjFjxnDz5k0kEgkqKio0NDTg6enJw4cPUVZWpqKiQqClm5qa+Pzzz/nzzz+prq7G2dkZdXV1IiMjsbKyQkFBQYSSs7KyWLRokTgkyIrlZT1OjY2NzJgxQ2wcAZELePLkiShTl0gkwnYSGRmJtbW1OPwmJibS1NRETEwMzs7O7Nmzh5aWFrS0tITyvHr1ambPns379+//G1BGFqytrKxEQ0MDDw8PHj9+TGFhIdu3byc9PZ13795x+fJlBgYGxDAuszloa2uzePFigXlubGxETU0NBQUFNDQ0SExMRE1NTVhQzMzMePv2LQYGBnh4eODt7c3hw4eZNm0aVVVVGBkZYWJiImyZFRUVODo60tnZSU5ODpMmTRJAExmCvKOjA3d3d6FqVlZWMm7cOKytrTE0NKS4uFiosQcOHEBJSQlnZ2ccHBwwNTUlPj4eGxsbkXOUVSR8/PiRyspKdu/eDfwd+NbT0xM2Pxn2PTAwEAsLC2FDlPUOycvLC9Wts7MTAwMDSktLefr0KfHx8aIy5caNG+Tn5wuIhKyctb6+Hm1tbVatWiUsF8bGxvj4+FBUVERGRgbHjx/nxx9/FD05sjqD5ORkZs2aRWdnJ11dXdTW1rJkyRLRfaerq0tKSgoDAwPk5+fT29srCrbNzc1FNrOpqYnq6mr+8Y9/iO2phYUF7u7uXL58Gfj7QOzj40NpaSk6Ojqoq6vj6uqKo6MjSkpKNDY2CnhJcXExdnZ21NbW0tDQwMyZM7l8+TJDQ0MMHz4cGxsbDh06JKAIjo6OIhuamZmJlpYWmzdvpqenh4yMDNzc3Bg9ejS2traEhoYSFhaGVCrFw8MDOTk5vL29yc7OFt1o5ubmSCQS/vnPfyKRSHjz5g2hoaFkZ2czevRoqqqqBLbd3NycnJwcFi9eTGVlpbBPm5mZietFUVERJSUl0tLSGDVqFEePHiU8PJzc3FxaW1spLi5GIpHQ19dHfX09jo6OWFlZicxiUVGRgF3FxcVRUVGBu7s78fHxGBgYUF9fj4eHB69fv6agoIDBwUHk5OSwsbEhLy9P3A9kD+Ty8nKmTJlCSUmJ6GaSbaNlmUfZtRIcHCz62LKzszEwMGBwcJDa2lry8vLIy8sD/kaay7K9GhoanD9/Hi0tLUxMTHjz5o3YrkVERGBjY0NBQYH4mltbW1myZAktLS3CSn7mzBl+/fVXKisr2bZtG2FhYYwfP16UFI8bN44HDx6gpaXFoUOHiIiIID09nZKSEg4dOoSGhgYxMTH8+uuvdHR0YGRkhIqKCjt37hS5IxkETFNTk+TkZJqamli7di3Pnj3jl19+ET23sbGxGBgYMH78eF69esXx48eJjo7GxcUFY2NjsrOzuXjxIp9++ikREREsXLgQPz8/Pv/8cwIDA9m9ezd37twBYP78+fz000+Ul5ezZMkS9PT00NTUZMOGDYwaNYrJkydTVlaGl5cXFy5cEIXcS5cuZezYsRQVFaGrq8vVq1d5//498fHxTJ48maioKDQ0NNi3bx+XL19m6tSplJeX09XVRWRkJGPHjuX06dN8/PiRvLw8IYgYGhqybds29uzZQ0REBMbGxoSFhWFoaIiHh4fYVn/48IH29nb6+vpwdHQkLi6O3NxcgeTPzc3lhx9+YGhoCB8fHy5fvoxUKsXPzw9FRUV0dHQwNTXliy++ICkpifz8fNTV1UU209ramoGBASF+1dbW0t7ezpdffimgDKamprx9+5bq6mo+++wzEhMTsba2pqCgABcXF6Hia2lpIZFIuHTpEqtWrSIxMVH8TmU53f7+fnx8fHj8+DEGBgY4ODiQmJhIXFwce/fupa2tjdjYWBwcHIiKisLT01O4BgIDA9m1axfa2tro6+vzzTffkJeXx+bNm3F0dBTDmgzsIatQGTFiBEVFRZiZmVFcXIy8vDyRkZEcO3YMqVSKj48POTk5vHv3jsrKSpYvX862bdsoKiqivr6eSZMmYWZmhpWVFX/88QcrV67ExcWF6OhowVWwt7fH3t6emJgYrl69ytixY8nOzkYqlVJRUYGBgQE7duxg5MiRbNq0iS+++IKamhphl3369Ck3b94UNV6xsbFYWVkRGRmJs7MzO3fuZO7cuQQGBrJq1SoOHjwIwPr163ny5AmjRo1i1apVxMfH8/r1a3R0dJCTk+Po0aNYWFhgaGjIpUuXkEql5OXlsXDhQv7880+GDRtGXV0dQ0NDHDp0iM7OThYsWCDE7+nTp4sM5YIFC7C1tWXu3LmcPXuWuXPnEhkZKZ7xskqPnJwc8vPz2b9/P0+fPuWbb77B1NSUn376iXPnzlFXV4ePjw/h4eFoamqiqqoqBoQ5c+bQ19eHoqIixcXFDA0N4efnx9atWwkMDCQ+Pp7w8HAWL16MjY0NUVFRTJ06ldDQUFRUVNi2bRspKSl89913fPfddygoKFBUVMSMGTOoqKjA19eX/Px8YcO9ffs2p06dYuPGjfzwww/CMh4VFYW6ujpWVlbMmzePc+fOcefOHWpra/Hw8BCutKGhIerr6ykqKmLmzJlUVVVhZmYmtsrnz5/nxYsXwsIKfw/AK1eu5M6dOxw6dIjS0lKkUik//fST4Gzk5eXh4OBAZGQkpaWlfPjwgcjISB4+fEhcXBxdXV0CzlhcXMzhw4epqKhg586daGtrU1xczDfffMO3335LcXExy5YtE53C+fn54v/YsGEDfX19ZGRkUFdXx5gxY5BIJFRUVDBt2jTevHmDra0tJiYm1NbWcuPGDaqrqykqKqKzs5PJkydja2tLY2OjABP++eef4r4fFhZGeno6O3bsEA6VgYEBGhsbUVVV5fLly3z22Wf09vYKINX169d59uyZ6EtWU1MTNVqnTp0iJCSEgIAAsrOz+fHHH3n16hWZmZk0NzeTnJxMc3Mz5ubmvHr1SrA8ZJUx6enpnDx5ktDQUD5+/Ii8vDy7d+/m5s2bjBkzBkdHRxITE7l+/bqongsICODNmzeMHDlSDJ4tLS2UlZWhrq5OT0/Pf85KeujQoSP8TQptBR4BYUDY0NBQ5v+UoRDg66+/DpBIJKKwXEdHh56eHtLT09m0aROampps3rwZDQ0NNDU1RT5PZt2U0ZRk/XjR0dFi6JIVy9fX15OTk8Py5ctRUVEhPj6e8ePH09nZiZGREfLy8nh4eCAvL09CQgKffvopsbGxxMfH4+TkxIMHDygtLWXBggVoampiaGhIc3Oz6LKT9Zj19vaKm8SVK1eEDc7b25ubN2/i4uKCp6cnlZWVDA4OYmdnR2ZmJg0NDcjJyZGfn49UKmXjxo1IpVIiIyOZPXs2ERERosfMxMSEESNG4OrqSkhICIGBgQJUUF5ejpubGwUFBWRkZNDR0SEIo/7+/qIr6O3bt8TGxlJaWoqenh5aWloEBgYyceJEgoKCkEgk9Pf3M3bsWP766y82bdpEZWWlsJA9f/6cMWPGUF1djaWlJUZGRlhYWGBlZcXevXs5ffo0Dg4OqKmp0d3djZGREXV1ddy9exc3NzcBpQkLC0NdXZ2TJ0/y4MEDUVLa2tpKXV0dra2tZGRksHfvXkJDQ2loaBDEuaCgIHFzcXBw4MGDByLLIStDzsnJISIigvr6et68ecPUqVNFIerr16/p6+tjxYoVNDY2Cnpsbm6usF81NzczdepUYmJiMDU1Fbk0Q0NDrK2tRZ9kXV0dDQ0Nwr5rYWEhtjsbN26kvb2d1tZW5syZw759+ygvL2fChAm4uroSGRnJwoULsbW1xdDQkCtXrmBubk5bWxsDAwNMnDhR5Djv3r3L7Nmz0dfXp6KigrVr1/L+/XvWrl1LYGAgNTU19PT08PPPP4vutLKyMpydnbG2tubw4cPExcVRV1eHvLw8wcHBzJgxAx0dHSorK+nt7cXQ0JDs7GwaGhqYPHkygYGBIi9QXV0tCullReSFhYXs2LGDTz/9lHfv3qGtrc3r16+xt7dnypQppKeno6SkhIaGBmlpaezcuVNAJQwNDXnz5g3+/v5UVFTQ399PfX09Xl5eYjv18eNHcW3GxsZSUVFBeHg4M2bMYMqUKYwaNQo1NTX++OMPysrKsLKywtXVFWVlZd69e4ePjw/V1dXcunULiUQiBkuZDU1bW5vCwkL27dvH4OAgWlpawg7m4OBAcHAw6enp6Ovr8+TJE4qLi+nq6kIikWBhYUFoaCjd3d3CDdDU1MSYMWMoKChATU0NAwMDQkJC8PPzQ0NDg5kzZ9Le3o62tjYSiYSxY8fy008/kZeXJ6w1sq6jgoICFBQUsLe3R1FRkaSkJEaNGsX3338vbINGRkZkZmaycuVKMZT/4x//oLCwkAULFtDY2EhQUBC2trbMmzePkSNHYmxsTGRkJMuWLWPkyJHExsaKzsOsrCwWLFggxKf29na2bdvGhw8fUFdXZ+TIkULoysrKoqenB1dXVxwcHCgpKUFBQQFra2tevXqFkZGR6LB0dnbm8uXLjBw5Em1tbRQVFSkvLxfXc1paGtevX+fChQvk5OSgr69PV1cX69evFxRIW1tb7O3tyc3Npb6+niVLljA0NISuri51dXUkJibS1tYmDvhDQ0MiK9vW1iYybrdu3aK/v59Vq1Zx7do1dHV1kZeXJzo6GmNjY2EBlkGJjh8/Tn9/P6GhoaxatUoIUoODg+zcuZPU1FTg7wNaRUUFUqmUlJQU5syZw9WrV+no6GD48OFkZGQQGhoqwBc1NTWcOHGCmTNnkpKSIgZXXV1d5OTk0NLSQk5Ojvb2dtLS0jh27Bhr1qxhaGgIe3t7SktLaWxspKGhgYKCAiZOnMijR4+oqKjg7du3zJw5E1VVVXp7e2lra0MikVBaWsqwYcPQ0tJixIgRzJs3j6SkJGxtbXFzcxOF2BoaGujr6yMvL8+3337LL7/8Qn19vbCMNTQ0oK2tLUlUDE4AACAASURBVLpB1dTU2LJlCwEBAdTW1iKRSJCTk6OlpYVly5bxyy+/oKenR15eHsrKyujo6PDbb78xbNgw0fM7Y8YMzp49y/fff094eDh6enqkpaXh6enJhAkTCA8Px83NjcuXL2Ntbc2WLVtobGykr6+PgoICxowZw/z583n48CEeHh5cvnxZHMj//PNPzp49S0JCAu7u7iQlJYm4g6GhIZqamiQlJeHo6Mj333/P6dOn2bdvH2ZmZrS2torfxZQpU0SsRElJSfTxrlu3juvXrxMTEyNyV8+ePRM27+PHjzNr1iy+++47QZ9UVVVl//79hIaG8vjxY+zs7CgtLSUkJITnz5+TlZXFyZMn2bRpE7a2tjx48ABLS0tWrlxJbGwsNjY2aGlpsXfvXgD27duHn58fb9++pbS0FG9vb65evcrs2bM5fPgwOjo6tLa2snv3btLT0zl+/DiHDx8mJiYGf39/cnNzyc7OFuXtZWVl+Pn58ezZM168eMHChQuxsbGhvLycpKQk3N3dKS8v58KFC1RWVuLi4kJcXBzLli1jxYoV7N69m8OHD3PgwAFyc3ORSqXIy8sLi2BBQQG6urocP36cCRMm4OHhwYsXL8jLy6Onp4eOjg6ys7NRVFQUML7JkyejoqLCs2fPiI2N5fz588LimJGRwfz58xkYGCAhIYG4uDhqamowNTXl+vXr6OnpMXr0aDIyMmhoaCA7OxsrKyv09PQoKSkhKiqKgYEB5OTkMDU15dChQ2LD6e7uLmj2u3btIjQ0lIKCAtLS0jAwMOD+/fscOnRI3IfNzc2pqKhg06ZNPHr0CE9PT+bPn4+2tjbDhw8Xn7WPHz/i7e1NS0sLHz9+xM/Pj6KiIhEr6erqEs/a2bNns2/fPuFKmjp1Kjdu3GDbtm3cuXOHGTNmkJSUxKFDh/D39+fChQskJibi5OTE1q1buXv3Lq2trfj5+fHixQsyMzO5ePEiu3btYsSIEYwZM4bw8HAaGxsZPnw4f/31F42NjWhqajI0NMStW7fw8vLC09NT0K1lDq4bN27w7t07YmJiUFBQwN/fn7S0NOzs7AgMDOTrr7/m5cuXSKVS9uzZw5UrV+jv72fDhg1cvnyZGTNmMH78eIYNGyZYBbm5udy8eZMDBw6wdu1asYSwt7fn9u3bTJw4kY8fPzJmzBhGjx5NZmYmnp6e3Lt3j8LCQtF3ef/+fYYNG8b8+fNJTk6mvLxcCC379+/H3NycJ0+eYG9vT1FREXV1deKZW1tby8GDBwkKCmLs2LGUlJTw/fffk5yczM8//8zPP/8s+qs7OzvR0tIiPDycjo4OvLy8OHPmDKmpqaxatYr8/Hy+/vprZs6cyf379xk+fDiNjY1CuFu2bJls+/wfHQyTgFJACZgLLAW+OHTo0GeHDh1yDwgIePB/+8b/idexY8cC2tvb6e3tRSKRsGzZMqKiopCTk6Ovrw9ra2s+fPhAbm4uenp6SCQSLC0tyc/PFyWi48aNo6GhgTdv3lBRUcGECRNoaGhg5MiRNDQ0iEO87EHa398vhh8XFxeioqKEpSwlJYWwsDAiIiJQUlKivLycVatWsXr1ajIyMqioqKCwsJCCggJ8fHxERUNvby8zZszA0tKS3t5e1NXVBTjH0tJSlF9PnjyZ06dPI5VKKS4uFpAbKysrfH19CQsLY8qUKcTHxzNq1CgaGhrQ19fnX//6F6mpqSJ3cePGDdTV1Zk7dy7Nzc1kZWVx6NAh0tPTWbVqFRYWFjQ1NWFmZkZ1dTWbN2/mxYsXBAUFkZGRQX9/P6qqqnh7eyORSMTBz8nJiZKSEqRSKXv37iU6Opr8/Hzevn0rSr1nzpxJZmYmtra2NDc309PTw9u3bykpKUEikTBjxgykUikvX75kw4YNfPjwASsrKxobG9HQ0CAkJITa2lp8fHyoqqrizJkzgrz5v3/N+/btY968eXz11Vc4OTmJf5OXlyfK4Y2NjVFVVcXQ0BBtbW16enrQ0tLi3r17YusiI/69f/8eJycnGhsbMTU1FTnQ1NRUxo4dKzKRPT09PHz4kCtXrpCbmyv+LNsOTps2jfj4eN6+fYu9vT19fX3U1NRw6dIlfv/9d7y8vITyL4MQjR8/HltbW+Li4lBWVsbR0VGUz06cOBEVFRVOnz7N999/z9WrVykrK6Ourg5bW1tRB7Bjxw6ePXtGYmKi2L55eXnR2dkpwBWrVq0iLi6OvLw8JBIJtra2dHZ2kpqaSm1traDhGhoaYmJigomJCbdv38bQ0BB9fX0kEgnq6uo0NjYSHByMl5cXHR0dhIWF0dXVhb29PaqqqjQ0NNDS0kJfXx85OTnCS5+RkSFu4HZ2dkRGRjI4OMjkyZNZuXIl9+/fp6enR0BlmpubuX//Plu2bOH27dtoa2uTm5vLjh07BBgkISFB2HMVFRVRU1MjIiKC1NRUQWMzNzenpaWFhoYGmpubxWbj9evXNDQ0MGrUKGF/mTdvHsnJyYwYMYJVq1bx6tUrDA0NCQ8Pp7Kykn379pGWloaFhQVdXV1s3boVXV1dFBUVcXZ2RkVFBWdnZ3HtjxgxQgyPe/bsISwsjPPnz3P+/Hn27dvH3LlzycjIQFVVlerqaiIiIpg0aRJTp07l119/pa2tjcjISFpaWpBIJKxatYqgoCBu3brFmzdvMDQ0pLu7m127dtHa2srNmzeJjY3FwsKChIQEjI2NmTJlCr6+vuTk5HDq1ClWrlzJxYsXyc7Opru7mzFjxnDjxg3q6+tpbW1lwYIFxMfHi1zXL7/8gqenJ2/fvmXcuHHcvHkTf39/kpOTMTAwoKenBysrK+bOnSuQ5VKpFEtLS6RSKQkJCZSWljJjxgzevHnD6tWrxc/Z3t6eV69e0djYiK2tLX19faSkpODl5UVpaSk5OTm4u7sjlUqJj48nLy8PV1dXsrKyOHLkCNOmTePdu3doamqKQ4GXlxfPnj2jr6+P0tJScZjIyMigsLCQ5uZmcnNzcXd356+//qKtrY3379+LPNWpU6f47rvvKC8vp6enh+XLlxMSEkJ3dzdKSkrMnj2b/v5+kW9vbm6mvLyc169fo6urS2VlJXPnzkVXV5ekpCQMDAxwdHTkhx9+4LvvvqOlpYXc3FwcHBwEmTAmJob169dz4sQJUlJSsLCwICsri66uLvbv309CQgLnz58nLy+PFy9esGjRIrKzsxkYGGDTpk3o6elhbGzM6tWrUVRUpKKiAmtra6RSKb29vYI6u3DhQtTV1YmIiODzzz/HzMyM0NBQtLW1qa6uZtasWfT19WFubi5yh56enuTk5ODv709iYiK7du0SAtH48eMpLy8nISGB0aNHY2RkRE9PD83NzSxdupSkpCRCQ0N5//49x44do6WlhYKCArGd1dLSIj09nf3794vcrIODA1evXiUuLo709HS+/fZb8VzevHkzo0aNQkVFBQ8PDwFBU1NT486dO5w9exY9PT1KS0sZHBwkOjqaffv28erVKwYGBjhw4AANDQ3CyrhmzRqOHTsm4DRGRkZERESgrKzM9u3biYmJ4dmzZ5iamtLT00NWVha5ublERkaSnp7OtWvXUFdX58GDB6xevZr4+Hjx3urq6uTk5KCkpERtbS0LFy6krKyMV69eifiGRCIhOTmZU6dOYW9vz2+//ca5c+doaGjA3t6egYEBqqqq6O7uxtDQEAUFBaysrPj48SMfPnzA2dmZhw8fsnTpUjo7O0lPT6e9vZ36+nr6+/vF4dza2hpVVVVRlfDFF18QGRmJkpISPT09hISECEBWWVkZUqmUf/3rX2zdupXW1lamT5/O48ePBS1aloNdtWoVampqREdHExkZiaurKyUlJaSnpwsRXSKR8Ouvv3L06FFaW1spLS3F39+fjIwMvvvuO+Tl5cUQbmRkxLNnz7CysiIoKIjRo0eTlJSEpqYmy5cvZ3BwkGXLlmFjY0NYWBjbt2/HwMAAJSUlLly4wOvXrzE2NqawsJAbN24wZswY+vv7KS8vJz8/HzMzM5ydnVm8eDFBQUH4+voKMcTExISUlBQcHBzE3/n4+ODi4oKlpSWff/45ycnJFBQUkJubi7q6Oo6OjgKGYmVlRVFREXFxcaxbtw53d3esra1paWmhpqaGd+/e4enpSXBwMBs3buTIkSOoqakRFxeHRCKhubmZe/fucfLkSU6fPo2bmxs9PT3iXBccHExvby/Jycno6+vj4uJCWVkZEydOZMOGDYwfP56rV69SV1eHvr4+hYWFJCYmEhISwuzZs9HU1BTU4HXr1tHV1YWxsTEWFhY8f/6cgYEBTp48yblz55gwYQI2NjY8efKE7OxsqqqqmD17NoWFhRQXF7Np0yaGDRuGp6cnoaGhgkLv6emJoaEhVVVV4l7u6+vL48ePBYwlLS2N0tJSTp48iaenJ6dOnRIVWsbGxqxdu1ZQQeXk5ET1iwzS9ccffzBlyhRycnJIS0vj3r17JCYmCguxl5cXt2/fxs/PD3l5eUFwLigo4LPPPqO+vl5836WlpWhoaAgBSZZxNDMzo6CggOPHj4s6EBkMJiwsDCcnJ7q6uigtLRUOuaGhISZPnsyXX37Jjz/+yI0bN3j9+jUzZ84U+fjExEQuXbokzvSbNm2ioKCAmpoa7O3t+fTTT4VAGhMTg7GxMYODg2RmZtLa2gr/ycEwICCgICAgIDIgIOD6oUOHrgB9gDN/20od/k/gM/9/vM6ePRtgampKbW0tM2fOpK2tDR0dHT58+ICmpibW1tbk5uaKrI+WlhYXL16kqamJ169f093djbu7uwi6yxSgZ8+e4ebmJqhmMovqihUrkEgkODg4iAONbIslQ/EePXoUFxcXrly5IvJUBQUF9Pb24ujoiJeXl8gyNTc3k5mZiZ2dHR0dHfT19fHw4UOxFdi7dy//9V//haenJ6NGjWJoaIjY2FiCgoJ48uSJUPwnTZpEUFAQHh4eFBcXU1dXR3d3tzjcVFdXA3/3yFRXV4vws46OjrCSNjU1iT6lkJAQOjo6WLlyJV5eXly7do2QkBAMDAxobGxk8eLFQlWTk/u7glK2aSwpKWHZsmX88MMPIi+poaGBvb092trajB8/nvfv31NeXo67uzs1NTVCia2vrycuLk5YIwcHB2lvb6erqwsXFxfGjh0rqGddXV3MmDGD1NRUTp48KXDXGhoa2NnZce3aNZHbsLOzEzcGGdmwubkZVVVV9PX1CQ4OZvXq1cKWKLPkurm5oa6uTlZWFqamprS0tDA0NERSUhItLS1YWlpSWlpKR0cH/f39VFdXY2dnx/79+/n5559pbW2lrKyM5uZmBgcH6ejoIC0tjYqKChYtWkR+fj719fUCkgN/bw7S0tKYN28eTU1N1NTUkJKSQmVlpbC5ybI1MsVbhsEPCwvjs88+Y+3atbS3t/PXX3+hoKCAVCqlu7tbUBNl9rLCwkIqKipQVVWlp6eHzs5OARUaGBggLi6OsrIy/P39hUVn0qRJvHjxAmNjY5qbmxkaGqKpqYkpU6bQ0NBAfHw89fX1TJ8+HV1dXV68eMGCBQsEmKOpqYnGxkZxAMvOzmbYsGFcv36dP/74g6GhIVJTU8XX6+HhQVhYGB8+fBA9WcOHD+ft27dMmDCBlpYW7Ozs2LRpE7///jsaGhpkZmaira3Ntm3bGBoaIi8vDz09PXJzc7GwsEBdXZ3q6mqh/tvb24tup507d3Lz5k3s7e2Rl5enu7sba2trQkND6evro62tTSjH1dXVTJ06leHDhzN8+HChYstIr8nJybS2tnL16lVUVFSYP3++gJ7IKm90dXXR1dUVWcrMzEyuXr3K5s2baW1tJT09HS0tLe7cucOwYcNwcXFBR0eHrq4uUQMi6+60tbUlKSmJTz75hODgYF6/fk1dXR3z58/n7t27rFy5ksDAQBYuXCg2PtHR0QKkIbu33blzR2z3vv32W/z8/MQhtb6+HjMzM548ecLbt28FmGbZsmWiAqi1tZXk5GSh7q5YsYJHjx7x9OlTpk+fTlpaGrW1tYJaq66uTkNDA2lpaTQ2NgoxJjAwUFRj6OrqMmfOHDG0yXLY5eXl9Pb2Mm3aNHR1dfH29qaqqoqEhARqampEvigrK4uKigp0dXWpqqpizZo1fP311zQ0NNDf34+enh4ODg4CXAHQ39/Px48fWbRoESYmJvT19fHu3TsBEpGBl1pbW6mtraW7u5tff/2Vn376CRMTE8LCwvDw8CAtLY2mpia2b98u7pkaGhokJCTg5OREUlIShYWFHD9+XDzbDh06RG1tLXPmzCEsLAxvb28qKip49eqVqO549eoVhYWFAlz1448/MmHCBCGUvHz5EgMDAywsLNi/fz9Xrlzh9OnTuLq6sn79erKzs4XFV/asHD58ODExMVy6dIlXr14xevRoYmNjxc9NZpFuaGhAIpGgp6fHo0ePsLCwoK6ujqCgIIKCgtDS0kJNTU2A0lRUVJgwYQK2traUlZVRWFiIvr4+L1++5MCBA/T29nLr1i10dXWFwPfo0SOMjIxEdqutrY01a9Zw584d0RUaHBxMbm6u2EgpKytTXFzM8ePHUVZWJjMzk6SkJJqamti2bRsjRozgyy+/xMXFBRcXF0pKSggPD2fq1KlERkby6aef8sknn7Bjxw4qKyuJiIigsbGRefPmYWRkxMyZMwX9+8yZM+jr67Nw4UIR+/j++++FBe/zzz8nNTWV3NxcmpubefnyJatWrRIRi/T0dEF0VFNTIzQ0FKlUKs4F1dXVuLi4UFVVxcGDB5k4caKAPPX396OgoMAff/zB7du3mTdvHm1tbUycOFFsKBUVFZk/fz65ubnC9SLbhsiAP6qqquJZ4ODggIeHB0ePHuXWrVu4ubmJvOrs2bN5/PgxU6dO5ePHj3z22Weiv1OW8Zw4cSIfPnygq6tLwFvS0tLYu3cvixcvpri4GBcXF3p7e6msrCQwMJBnz56RnZ2NiooKCQkJLFy4kKGhIQIDA/H29mbkyJFoaGhw6dIlsrOzBYH3/fv3ODo68ubNG1xdXent7eX69euC1N7W1sbs2bOpqqrixYsXKCoqYm1tLez5GRkZIs7i7u4OgL+/Pzdv3uTt27ekpaVRU1PD0NAQUqlU8BJ0dXVRV1enoKCAqKgoUlNTKS0tRUlJCXl5eR4+fCgO6/Ly8ujq6hIXF0dkZCSZmZlERUVhY2ODjo4O8fHxvHnzhpycHLG1y8rK4vnz59y9e5exY8cSHx8P/J0H/PLLL7GxseHo0aOcOnWKpUuXYmlpKbZHu3bt4tWrV6xevVqQ8H/77TcBjjl48CALFy6ktLQUiUSCkpIS8fHxoqP14MGDFBYWoqqqypkzZ/j9998JDQ0Vdtk9e/YI18s///lP/v3vf7N161bU1NRYvnw5J06cYN68eaSnp6Orq4uBgQFOTk54eHgwbNgw8vPzmTBhAufPn+fHH3/k4sWLxMbG8uzZM7S1tcnLy+PcuXMMDAzw888/I5VK6evro6WlhTlz5gAQHByMsbExt2/fZtiwYRQUFNDS0kJLSwtWVlYEBgYCiPjXhg0bSE1NZfTo0YwfPx4TExOCg4NRVFQkJSWF4uJizM3NRaxKdh5qampi/vz5ZGZmoqKiQl1dHcHBwSxbtgxfX19Gjx5NTEwMZ86cAf5mNISHhwuyd3NzM/PmzaOrq0uQvWUVa/fv3yclJYVJkyaRk5NDdHQ069evR0VFBV9fXyZPnoyqqirJycn89ttv2NraUlhYSEhICNOmTePatWsYGRlhbW3NixcvmDt3LsrKyrJO6P/cYCgnJ7f20KFDnx86dOhH4N/AVP4mksoB/E8ZDI8dOxYgK3TOyspCSUkJExMTpFIpJiYmwiJmZ2dHRUUF5eXlzJw5ExMTE+rr61m7di2ZmZkMHz6cwsJCATKwtLTEwsKCDx8+IJFIxMGvu7sbbW1t7t+/T1dXFzo6OqKDy8bGho6ODmGZa21tRUNDg4GBAXbt2sWff/6JsrKyKAyeOXMmurq6gvZXW1vL0NAQqqqqQlGOjIxEVVWVvLw8oqKiaGpqws7OjuPHj3PixAmePXtGaWkp/f392NnZkZ6eLhTBlpYW5OXlsba2JiUlhe3bt/P8+XNGjBhBdnY2586d48mTJ5SUlDBlyhSKi4uZNm2aUMliY2MFnECmftnZ2bF69Wri4uIwNzensrJSlJPW19djZGTE+vXr+f3335k0aRJjx47FyspKKHE5OTlYWlqSm5srUP7V1dUMDg6SkJCAnJwc8fHxYnvY09MjOtp6e3sZOXIkAwMD9Pb2kpWVRWpqKqdPnyYpKYnbt2+jpaXFhAkTyMzMxMHBAUtLS9asWUN5eTlz5sxBXV2dxMREqqqq8PPzE91Ofn5+XLp0SRx0ent78fDwoLS0lIaGBtGL5uXlRUREBKqqqmhoaFBYWChAJh8/fsTMzAwtLS1BGZOh3+vr63FxcRE3OUDkGQwMDHj16pWgYn748AFra2va29vJy8ujoaGBb775hri4OBwdHcnIyKCrq4sTJ07g6enJ3bt3sbOzE2TP9evXc+XKFdrb26mrq+Pw4cM4OTmJ8umBgQERcFZVVWX8+PFMmTKF1NRU9PT0yM/Pp7CwEA0NDVRUVNi4caNQZu/cucPkyZNJTU2lq6tLXCu5ubmkp6ezfft2/P39UVdXZ/78+Zw4cQL4m6KooaFBa2srg4ODTJgwgcuXL4saipqaGgICAjh69ChmZmY4OjpSVVUlbDV9fX1YWlpSV1dHbGwshoaGgoooQ9bLPueKiooiC3Xnzh2io6MZPXo006dPx9fXlwcPHnDs2DHi4+PR0dFh2rRp4iEqs6N7enoKYIqVlRXOzs4oKCj8N4pda2urAGPIDlCqqqqkp6fj6+tLcHAwY8aMEfZWf39/goODKSkpwdnZGU1NTeTl5fnrr78YGhpi1apVPHz4ED09PWHNnTVrFqdOncLDw4Pk5GSRM9bW1kYqlRIVFcWnn35KSkoK79+/Jyoqiry8PIyNjcWWTlNTU9h+z58/j6amJpMnTyY4OBh1dXWhmgYFBVFWVkZRUZGg+h4/fpycnBx+++034uPjRbn5/v37xT1YW1sbDQ0Njhw5QnJyMk5OThQVFaGvr8/u3btJSEjg5cuX/Otf/6K9vZ2IiAhqampwcnJCV1eXlpYWBgcH+fbbbzE2NsbPz4/k5GSGDx8u7P/379+nrKyMDx8+UFRUJOzIampqtLe3M3nyZBoaGti4cSNff/21UPNfvHhBSUkJp06dIisrS3wPrq6uWFtbi9oZfX197Ozs0NPTQ01NjcbGRry9vVFSUsLOzo6ioiKh6Lu6unLy5EmioqIICgoiICBA9Kmlp6dz9+5dXF1defr0Kebm5gIKkJ+fz+bNm7G3t+fNmzeUl5djZWVFXFwcCxYsYMyYMezbtw95eXl27NjBkSNH0NDQ4PHjx8yfP59bt24JcqMsg+rn54e2tjZFRUUkJiairKzM4sWL2b59OyUlJSxatIi2tjYMDAxISEhgx44dQgyysbEhLS2Nrq4uvLy8KC4uZvTo0WzZsoWnT5+SlZVFQkICg4ODzJw5k8bGRpqamgB4+fKlOJTZ2dmxfv16Xr9+TUlJCd7e3kJsUVJSYvfu3Zw7dw6JRIKWlhbFxcU8f/4cGxsb3r17J5wW48aNQ0lJSYDVXr58+d9qInx8fFBWVhaZyIGBASIiIvjw4QMWFhZs376dyMhI7t27h6OjI8nJyWLYkVXWpKamEhERASCyynZ2dlRVVYlBbuvWrezYsYPk5GSxmUpPTycjI4P6+npyc3MxNzfHx8eH7du3U1xczIQJE4iIiBBDQ3h4uOgT/fbbbxk7dqwgPe7fvx8NDQ0MDQ0ZNmwYBgYGuLi4UFNTw9SpU0Vf4oQJEwTl8ujRo7i7uxMTE4O5uTlffvklioqKrF+/ngcPHnD37l3++OMPHB0d+fXXX6mtrcXPz4+oqCiys7MpLS1l+vTpPH/+nLa2NhYuXIiBgQEpKSn4+fkRHx9PU1MTXV1dHD9+HE9PT16/fk1vby9r167F1NRU5GyNjIzIyspi6tSpFBcXo6GhwYMHD3j//j3FxcX8+uuvBAUF4ebmhpGRESNGjGD58uWkpKSQlpbGkydPsLCwYMGCBYwbNw4HBwdu3bpFZWUl5eXl1NTUoKenR3FxsbBPt7W1UVRUhImJCW1tbfj7+wvHUnh4OIsWLWJoaIicnByKiopEzjskJARra2s8PDx49+4dw4cPF13HaWlpzJgxAxUVFerr6ykoKBDZQJl4OGvWLPr7++nq6sLd3Z0pU6YQFhYm3qOnpwddXV3Onz+PVCqlra2NESNGUFVVhaOjIy4uLvT09HDu3Dk6OzvJzs6mq6uLxsZGduzYgZ6enshEh4aG8uTJE168eIGnpydtbW2UlJSwYcMGJk2ahEQi4ccffyQ+Pp4rV66wZcsW7t+/T2trK9XV1f/NXn7kyBF8fX0pLi6mrKxMXLsy4begoAA/Pz/+/PNPZs2ahaamJoODg/zzn/8U38O6desoLy9n1KhRoqf09u3btLS08PLlS+Tk5IiJiaGgoIDm5mZx7Z44cYKbN2/yxRdfcPfuXf766y/htnF0dOTevXscOHBAwHE++eQTSktL+eabb7h9+zbV1dXExcUxatQoli9fLkT9FStWoKSkREpKCt7e3qSnp4vKhmHDhokOaSUlJQoKCqiurkZPT4+NGzcSFxdHaWkpn332mbBFGxgYUF5ezuDgII2NjdTU1BAbG8ukSZMoLy+nqKhI0LHt7Oyor68nLCyM1atXk5qair6+PqGhobx48QIjIyMmTZokxH+JRMLLly8JCQmhp6cHBQUF5s6dS1lZGZqampw/f56AgADOnDnDlClTSE5O5vDhw9y8eZPW1lb2799PREQExcXFBAUFoaOjQ1paGg0NDUydOpWNI6zu7AAAIABJREFUGzfS0dHBnj17yM7O5urVqzg4OMjE6v+olTQdcAUM+HsY7AbigOvAwYCAgLL/2zf+T7y+++67ACcnJ1asWCGKisvLy2lpaeH9+/fs379fFBdLJBKhuMnQ4vPnzycvL08MH7JS+jdv3pCamsrixYtxdnamsbGR169f4+joyMuXL5k7dy6urq7CAnLjxg3Mzc1RVVVl3bp1hIeHM378eIKCghgzZgxNTU04OTnR29srEOIlJSViAFNTU8PPz0/Q0xYuXChKvWXbKXd3dxQUFMjNzRWWInV1dUxMTPjw4QPjxo0TYdq5c+dSWVnJnj17BCq8tbWVLVu24ODggJubG9988w1OTk6UlpbS09PD0NAQbm5uYis2Y8YMCgoKePjwIRs2bOD169c0Njby5MkTVFRUcHBwQFlZmREjRmBoaEhmZiYrVqwQ21E9PT36+vo4cuQI586dIzU1VTw0NTQ0xEPL09MTdXV1/vGPf/DkyRPmzp2LlZUV7969w8TERPjOFRQUyMvLo6ysDFtbW8rLy1m0aBGXLl0S4Jfe3l4ePnwoDiBZWVki0/nhwwdqa2spLy9n+fLlPHr0CHt7e3R0dEhJSWHGjBm0t7djZmZGRUUFI0aMEBvewMBAfHx8UFBQIDMzE01NTSwsLFi+fLnoTTMwMMDGxobOzk4KCws5e/YsZ8+eZdSoUezYsYPAwEBGjBiBkZERS5cuZWBggOjoaCQSiahbkQWIZR2M5eXlGBkZ8eTJE1FuLFNcHzx4wMDAAJmZmSxfvpy3b99y7tw5tm7dyooVK4iKimLy5MkkJiZSWFhIRkYG06dPZ9iwYTQ3N6Onp8eWLVt48eIFTU1N9Pb2IpVKsbCwoL6+Hl9fX/T19ens7BSI6dGjR7NkyRJcXV2prq4WmxsZDa24uJi8vDza2trw9vbm3r17TJgwAXd3d6Kjo0VPnbKyMiNHjmTatGkkJSWxdetWFi1aJHDZso35wMAAkydPRl5eXkA/Ro4cydu3b2loaODSpUu8ePGCjIwMdHV1Ra43ICCA0tJStLW1KSsr4+PHjygoKHD16lUGBgZYuHAh2tramJmZ8erVK8aNG8eLFy+Qk5MTD+rS0lK++uor2tracHNz49KlS0ybNo2JEyfS2tpKamoq+fn5dHZ2oqKigqGhITNnzkSWeba1tSU8PJysrCwkEgl5eXkYGRkJVL6sSkdPTw8dHR3MzMzIzc1ly5YtJCQkCAuNqakp8vLy9PX14ebmJjbAUqlU2MV8fX1FEbqenp7oeLt//z6XLl1ix44dREZG0tPTQ01NDZ988omgqcpom0ePHsXX15fk5GRmzpzJyJEjefToEW/evKG7u5vBwUHWrVvH119/zbJly8jOzuaHH37gwoULqKmpYWNjQ29vLwMDAwwMDFBfX4+BgQGpqamcOHGCa9euYWJiwpIlS0QdwJQpU5BKpSKHBZCXlycskNbW1nR1ddHa2sr27dtxcHBg6dKlBAcHi6zGtGnTsLS0pKqqCnNzc0aMGCGEG5kV8cyZM2KYnj17NsHBwcTExJCcnExSUpKgU9+/f5/c3FxWrVrF/fv3KS0tRUVFBR0dHSZOnEhmZiZmZmY0NzfT0tIihlJlZWWRYVu6dCl//vmneP+lS5eioKDA27dvsbCwYNSoUYwePVrEE+bNmycK1OPi4rCwsODo0aN0dXXx008/MX78eJKSknBxcREF3qWlpeIe8cknn2BoaChIoCEhIfj6+uLs7Cw+4zJrW3d3N8OHD8fExIRjx47h6+tLeno68+fPp6+vjwMHDrBkyRL27NlDSkqKsODJyckxcuRI3rx5g7a2NmpqahgaGmJpaYmVlRWdnZ0ig1VbWytcFgkJCSxevJiQkBD09fW5efMmmzdvFjVO/v7+4lne3NxMdHQ027dv5+bNm5w8eZLm5mZcXV357LPPOHjwIE5OTuTn5+Pr6ysqgqZPn864cePEe3/++eckJiYKN0xHRwcbN27k4cOH/PLLL0IU9fT0pLq6mtGjR4vPUEhIiIhfKCoqkpuby/jx4+nq6mL8+PGMGzeO9PR0Tpw4wQ8//MCJEyfIysrC0dERLS0txo0bJ+6NmpqaREdHo6SkxOLFi7G2thbAEBsbG1JSUti3b5+w3GppaTFv3jyqqqr45ptv0NLSor29ncbGRh4+fEh0dDTOzs7Mnj0bqVQqMkzPnj0jICBAbLCnTZsmKkiUlZVpaWnB0NCQ+vp6WlpacHV1JS4ujo8fP+Lm5satW7dYv34979+/5/Tp03h4eLBmzRouXbqEubk5mzdv5tatWyQkJKCpqYmenh4LFixg48aNlJSU0NDQgI6ODk5OTsyePZu7d++ipaVFfX09DQ0NXLx4kQcPHjBv3jzWrl3L2rVrxdBnamqKl5cXJ06cIDs7Gw0NDYyMjIiNjcXDw4Pe3l40NDQoLi4WTgMZTVjWq2tkZERTUxPd3d0UFxezdetWkpOTWbNmDREREWIbaWpqKmytvb29HD16FHV1da5fv46hoSG9vb1oa2tTU1Mj8tSPHz+mqqoKQ0ND+vv7SU1NZeHChSLH6+TkRGpqKn19fRQXF4uBY8yYMZSXl5OSkiI6gfv6+kT3nZeXFz09PZw+fZrOzk58fHyYNWuWgFA1NTWJaIzMSVRXVyeEGy8vL7y9vdm5cye9vb00NjayceNGXr9+jZWVFSEhISxfvpwlS5awbds2Tp06RXV1Nc3NzcyZM4ekpCSmT5/O559/zs2bN7G1tSUhIYH58+fz/Plz0tLSuHHjBoODgyxatAgjIyPS09NRU1MjMTGRL7/8klOnThEbG8v169eZOXMmycnJVFZWUlRUhKamJhcvXmTPnj2YmZnR1dVFTk4Ojo6OLF68mIyMDPLz80lLS6OwsJCuri5B2J00aRK7du3CyMgIS0tL7t27h7+/P3/99Re7d+8mLS0NExMT7O3tkZOT4/79+6LeRk1NjadPn1JdXc3evXuZM2cOmzZtQk1Njba2NhQVFVmzZg2BgYGiB1wGdSkvL2dgYICcnBy8vLwoKiqiv7+fr776itzcXDo7OwVJf/bs2aK3Wba1nzVrlhDcfv/9d7q7u9m0aRPV1dX09PRgb2/PrVu3qKurQ0FBgSNHjoi8fVFREadPn8bZ2Rk5OTlCQ0NFrKazs5Po6GgyMzOJjo5m9+7d6OjoUFFRwcOHD/H29mbBggXExMQwffp03r59+x8dDL/mbxLpDSAA2DU0NHQ9ICDg9f+UoRDg5MmTAWVlZejp6aGoqEhXVxeampo4OztjY2NDXFycUAT+902OnZ0dDQ0NGBoakpiYyKJFi4StqqamhmXLlpGbmytoWiEhIRgaGtLW1oacnBxWVlbExMSwbNky8vPz0dfXp6enB3l5eVGSevDgQRYvXkxHRwcdHR3U1tYKtTE8PFwMBCNHjhSkLUNDQ0xNTRk2bBijRo3CwsJCDLb/+te/CAoKwtnZWeQdpFIpurq6GBkZ8e7dOwwMDISqEBUVJXrsZFuz58+fI5VKefToES4uLmKVbWVlJQbWkJAQ0QlXVVWFjo6OgGJoaGjg6+tLQ0MDUqmUdevWMXfuXO7fvy8yfAADAwM0NTVhbW3Npk2bRIFtV1cXg4ODLFy4kNGjR1NWVoaysjLR0dHCMmhsbIyHh4fYQMoyZzk5OQQEBJCQkMC7d+/YsmULSkpKvHnzhtbWVqFwenl5YWlpSXd3N7a2towYMYKoqCikUimmpqY4Ojry7Nkz/Pz8iIiIoKOjg02bNvHu3TtBJZWXl+err77iyJEjgkgm60KUETCTk5Pp7OwkMzOTqVOnkpKSQmFhIe3t7YwfPx4lJSXq6urQ0dEROTUZjtvV1ZXHjx/j4+PDmDFjSE1Npbe3l//F23tFVXmubbgXvUmRXkUUEBGVJsUCdrBg7xo1aoyxl1iSmCVqLNGosSWmaLCgooIoRUCUKiBInyACovQmvUhnH2Tzjv0froO15xieOAZOgTnn973Pc9/XNXLkSGRlZZkxY4YoLA9cTHJycsjKyqKiogJlZWU2bdqEjIwMWlpaBAcHo6SkxF9//cXGjRs5fPgwZ86cQVtbm4MHDxIYGIi7uzshISFYWloyZcoUkbMf2FDLysqyfPlyQc7r7u5GWVmZ9vZ2QkJCUFFRQUNDg5qaGpKTk5k9ezYZGRkYGxvj6uqKkZERurq6zJkzBx8fHyEWl5eXZ9CgQTQ0NIgLbmlpKY6OjuJikp6ejqOjI7q6uuKALC8vLw7eDx8+pLi4mIqKCmpra1FUVGTkyJF0dHTQ0NAgJL6ZmZkYGhpy6dIlhgwZwpYtWzA3Nxd+IB0dHerr64VapaKiAldXV8LDw/npp5/Q0NAgLy+PpqYmOjs7SUhIoKioiL1794qSvpeX1/9xddXX12Nra0tLSwt3796lpKSEcePGYW5ujoKCAnPmzCEvL4+UlBSysrJQVFRk9+7dotdRWVnJ2LFjycjIYPLkyQQEBIiu6OrVqwXNMTU1FU1NTWRlZQkPD+fMmTN0dHSQkZHB69evsbW1paysjIqKCtFxPHDgAOPGjRPDjW3bthEVFUVwcDAGBgaEhoZiaWnJtm3b2LVrF3fv3qWlpQVlZWWUlZWF0+3IkSPs2bNH+BaLi4upra1FIpGwadMmAgICGDRoEFOnThXf2+LFiwUw5smTJ6IL0t/fz65du5g3bx4HDhxATk6OIUOGiNfVnj17iI2N5aeffiI6OpqIiAgx6Bg+fDje3t58+eWX1NfXo6mpSVtbGw8fPsTT05O7d++KiI6JiQnFxcU0NDSIGPjChQvF5iAwMBBzc3PMzc0pLCzk1KlTVFZW0tXVhYmJCU5OTigqKrJw4UJ6e3sJCAgQG/+BlEpPTw+lpaVUVVXh4uJCYGAgFRUVDBkyhLa2Nrq6uoiMjCQnJ4fVq1dz7do15s6dy82bNwXNMiEhgY0bN5Kens5ff/2Fr68v5eXlHDp0CBkZGUpKSnj48CHl5eXo6OgwfPhw+vv7MTAwICgoiMzMTCZOnMiHDx+wsrJCS0uLNWvW8OjRI549e0Z/fz8XLlwgMjKScePGoa2tzePHjwXYS0FBgdDQUPr6+rh69SqdnZ2sXLlSROK8vb3x9/cnODgYABcXF1xcXLh79y5ycnLiRmb8+PH4+vqSnp5OQ0MD2tra1NXVsWvXLk6fPs2MGTPw8PDghx9+QE5ODhkZGUaNGiW6aUOHDkVbW5uWlhbRQdLR0RG6pry8PNHpSkpKIjQ0lISEBEJCQsRNr46ODiYmJmzcuFFAsqqrq5GRkaGzs5Pnz58LX+pACkhFRYWmpiY0NDQICgri3r17XLx4UQjN7969y+HDh+nt7SU7Oxv41zfX2NjImjVr2LFjB1JSUrS3t3Pnzh3Ky8sJDQ2lq6uL9+/fo6amxqNHj2hsbGTTpk2Ul5cLJ+zz58+FDN7Z2ZkTJ06IrdcA/GXgdwuwcOFCTp06RVxcHDExMWhpaSGRSERP//r169jZ2fHo0SOUlJTw8PBg8ODB2Nra8uzZM0EZNjExYf78+Whqagp9hb6+PhcuXMDFxQUvLy90dHTYsGED+/fvF5+LEyZMYNmyZezevRv4l2AeGxsrfpcDFRxjY2NKSkoEvXGAIpuTk8OzZ8/Q1dVlx44dFBUVERISQnp6Oh8/fmTXrl3CyTd//nzMzc3FcDE8PFykc5ydnYmLi8PW1pb79++zfv16ysvLKSgoYPDgwQJYN7Ap1tfXx9HRUfTWHR0diYmJ4dq1a4waNQpFRUWRElNUVKSvr4/NmzcLcnxfXx96enqoq6tjZGTEH3/8QX9/P729vcjKytLT08PevXvF/VJKSgpVVVUUFBQgLy/P1q1bOXPmDD///DP9/f1Cg9Xc3MyyZcv4/fff8fHx4datW6ipqTFz5kwsLS2FI9rQ0FCQ2/Py8vjrr7+EP3H06NEEBQWxYsUKpk2bxpUrVwgNDRX3q0lJSRQVFTFv3jzevXtHX18fcnJyFBYW8vfff4vhc1VVFYWFhcyaNQsZGRkuX75MQUEB7e3tpKenU19fj7W1NSoqKgQEBAj11rVr10Q/ViKRUFxcTGVlJR8/fiQrK4vVq1ejoqKCq6srkZGRopM4a9YsjIyM+OGHH6ivrycvL4+xY8eyaNEili5dysSJE9m7d6+gvVpaWuLn58fp06c5cOAAGRkZ2NnZoa6ujqenJ62trcTHx6Otrc3Ro0dRU1NDW1tb9GEBRowYwefPn9HT0+P9+/cUFxejpKTEvHnzRM3m3r17tLa28uHDBwIDA7GxseHdu3fIycnx4MEDgoOD0dTU5OrVqxQUFBAUFMTRo0dFhFcikbBlyxahftPU1KSkpAR3d3dsbW2Jj4/H0NCQs2fP0tnZiZGRkSC+v3//XlSu7ty5Q3t7O8+fP0cikWBmZsb58+c5dOgQsrKyZGZmYmlpKZywb9++RVpampycnP/pwfBsf3//dW9v7xhvb+9ib2/v3v/2if7/eJw8edK7q6uLxsZGvvvuO968eSPk3F1dXTQ3N2NgYCCcTV1dXYwePZr4+HhxKEtMTGT06NFERkZiZ2dHfX0979+/5927d3z8+JHc3FwOHjxIS0sLLS0t4gZg0qRJ3Lx5k5qaGgEuyc7OZt68eWIlPGXKFFRUVHj8+DETJkxAW1tbQAIePHggCKipqaksXLhQRIvc3d25desWBgYGeHp68u7dO5KTk5kyZYp4cwyUtAems4aGhujr65OZmSmgOzt37hQEvrS0NJGT7+zspKenh8TERHR1dRk2bBgWFha8ePGC7Oxshg0bRkNDA25ubrS3t4sL+adPn3j8+DG7d+9mzJgxXL58mZCQEPT19Rk1ahT+/v4UFBRQVlZGTU2NoGyamZkxa9Ys9PT0yMvLY/jw4Tx+/Jg1a9aQlJRES0sLVVVV1NXV0dbWJtx8srKylJaWkp+fL4rTjY2NHDt2jN7eXsaOHSuIpytXriQuLo6ioiLMzMxQU1Nj+fLlJCYmijfNQK9MIpFQXl6Ovb09urq6Yns40L24cuUKy5Yt48iRI6SmpuLo6IisrCzp6enY2toyatQocnNzqaqq4ptvvqG0tJTjx4/T19fH9OnT8fPzo6amRkyhB0T1SUlJ/PTTT5SWlmJvb8/du3eRl5cXXdeEhASkpaXx9fWlu7ub0tJStmzZQkNDA1JSUowePZqTJ0/y4cMHcWMQFRXFjh07aG1tZdOmTeTl5fHNN9+IInNkZKSgfc6dOxdVVVVqamooKirCyspKyNzd3d0FQr6mpoZZs2YJ71ZDQ4PoC7W2tlJcXMzmzZuJjIyktrYWAwMDnj9/jo2NDWVlZWhoaIj30Jw5c5CSkiIlJQUHBwdkZWXp6uriyZMneHl5CUBJQUEBra2tWFlZoa2tzbRp0xg3bhwBAQEC+NPQ0ICjo6Pobwz0MQFx+M7LyxO+uYGC9qRJk7C1tSUxMZGmpiY2bNjA27dvqaqqQlpamsLCQlpaWggICKCtrQ1PT0/27NlDWVkZVVVVhIeHc/36dZSUlERvo7e3Vwh3B4iulpaWfPvttzx+/BhAgH/Cw8Nxc3OjsbGRQ4cOieiKrKys0Nd88803PHv2DCMjIwIDA6msrBRgp4HYX1NTExKJRLjuMjIy2Lx5M6mpqaxZswZlZWURIVdTUxMQiGfPnrF06VLu37+Pqakp1dXVGBgY8PnzZwCuXr0q+qg7duzg6dOnWFhYkJ+fLyLNoaGhvHv3Dmtra2JjY5k+fToSiYSpU6cSFxeHlJQUe/fuJS0tDUNDQ+7du8eiRYsEoXXq1Kk8ffqUsWPHCqR5SkoKvr6+SEtL09XVRU1NDU+ePGHBggVYWVnx+fNnFBUVsbe3Fx3hzZs3o6ysTGVlJZGRkcjKyvLp0yfk5eXJyclBWlpawKTu3r2Lrq4uKioqfPr0iba2Npqamjh58iReXl4MHz4cKSkpMVgaQKPb29ujp6dHSkqKkCIP/BsLFizA2toaiUSCm5sbqampmJmZMWTIEHp6eli9ejVRUVEsW7ZMQLfa29uZNm0avb29Qh9iampKXFwc8K+cPj4+nqioKHJycrCxsWHLli1IS0vz8OFD5s2bx9q1a/nzzz/5/Pkz6urqdHR0CBDEf/7zH+bOnUtCQoJAvVtZWeHo6IiJiQklJSWkpqby/v17wsLCmDVrFhERERw6dEhg4ceMGSP6TAkJCbi6uuLk5ERaWhrNzc20trbS0dFBQUEBw4cPx8TERMRhk5KSMDIyYsWKFUJdM3bsWBEB1dDQIDk5mZCQEMaNG8fnz58xNTXl/v37WFhYEBUVJTY8MjIylJWVMW/ePMrLy8XXeXl5iW2EhoaG+Mxob2+ns7MTZWVl6uvrGT58OD4+PgKOpa6uLvpfr1+/xsLCgpqaGnbv3k1rayvp6elUVlZy+/ZtsWUd8Mju37+fsrIyTp8+Lfp/+fn5WFlZ8fz5cwICAvDw8KCsrIycnByys7OpqakRoI3o6GgMDQ0xNDRk6dKlyMjIiG7c+vXriY6OFj3Gvr4+0tPTBUBl+fLl3Lx5U1CkT506xYkTJ/jmm2+YMWMGOjo65Obm4uPjw+nTp4mNjRWgtoHqh7+/P+bm5tja2lJdXU1HRwfJyclISUmhqanJP//8I/xxZWVleHt7c/jwYVasWMGlS5f4/vvvKSkp4fPnz2zevJl3795RVFTEypUriYmJYejQoVy+fJmrV6+Sl5dHSEgIfn5+PHv2DHV1dfz8/DA1NeX9+/cUFRUJ/cPgwYO5du0au3btYtasWZiZmWFoaEhTUxNpaWls3ryZV69eUVNTw/v37/n48SNTpkwRm3I/Pz/Mzc2RSCSMGjVKdE7fvXuHpqYmkZGR1NXVoaenh7OzM6mpqQwdOlREyvX19RkyZAhHjhzhjz/+YNWqVfj5+YlDYF9fHy9evMDX1xc/Pz9u3rxJXV0d2dnZREVFoayszBdffMHTp09ZsWIFJiYmnD59ms+fP/Po0SN6enqQlZXF1taW/v5+bt68SWdnJ6qqqowaNYo5c+aIiPvZs2fp7u4mMDCQffv28fDhQ3ENGuhbh4aGirj39OnT+fHHH1m4cCEFBQWEhYXxyy+/0N7ezvnz57G0tGTo0KGoqKgQEhLC2bNnKS8vJzIyUmi5DAwMSElJEfWd3377TSgtvv/+ezo6OrC1taWvr+//1HoGFgLHjx/nypUrSCQS5OXlSU5OFpvZjRs3cvLkSZSUlFi+fDlHjx5FV1eXp0+fsn//fgoLC3FxcUFbW5vi4mKOHj3KyJEjhft7+/bt9Pf3i1RaZGQkkyZNQlFRkfXr13PlyhVsbW05cuQIcnJyfPz4UWzGhwwZQmdnJ2ZmZigpKfHbb79RX1/Pzp07ef36NU1NTeTm5opk3uTJkzE0NGTYsGGEh4dz5MgRtm/fTlJSEnfu3OHMmTMMGTJEUGE3btxIX18fTU1Nop9+8+ZNEhISmD59utCRnDx5ki+//FKkAerq6gTpfcWKFWRkZODk5ERDQwNKSkqMGTNG6NFqampQVVUlICCAkJAQmpub2bZtm+iE+vv7o6GhgaGhIcnJybi4uGBubo6/vz/r1q0jJCTkfwqf6ZWSkjI8evTof44ePfr90aNH1x89etTm6NGjOd7e3i3/7ZP+rx7nz5/3dnFxAcDPz4/e3l4WLlzIzZs3SU9Pp7S0lJ6eHvT19UXxNDo6Wojb37x5w5w5cygpKUFBQYH79+/j6emJlpYWmZmZeHh4IC8vj52dHW/evGHkyJEMGzYMPz8/Fi9ezIoVK4iIiEBeXp63b9+ye/du/vnnHxwdHdHS0hKdLhsbG8LCwqiqqmLVqlUiOtXZ2UlDQwNDhgxh1KhR/PHHH5iamtLZ2cmYMWMoLCzk3bt3lJWV8e7dOzGljImJoaSkhLKyMtzd3dHX18fS0pLo6GhkZWXZu3cv/v7+mJqaEhsbi7GxMWpqahgYGAiEubOzs8BeZ2Zmikz84MGDCQsLw9bWloqKCrq7u8nMzMTZ2RkzMzOqq6vFv93V1cWwYcNwdnamoqKC/Px8rK2thZPs7t27NDY2irhRREQEy5cvJzQ0lEWLFomtjLy8PGPHjmXIkCEoKytTUVFBYWEhEomECRMmoKOjI7YJAx1CX19fent7GTFiBDNmzOD333/HwcEBbW1tIiMjMTEx4dy5cygpKWFjY8PcuXNJTk7mw4cPODs7M2nSJIYOHUp3dzfS0tJkZGSIi5OtrS36+vqkpqby+fNnUlNTaWtro76+XmyZxo4dS2pqKs3NzcyaNYvnz58TGhrKtGnTUFNTY+HChbx+/RpNTU0MDAzIysqioaGBV69e0dzcTHR0NEpKSpiYmODu7s7Dhw+xt7cnPz8fAF1dXczMzAQN9euvvxavpxs3bohN5EBMevz48eTk5BAbG8usWbOAfyPJsrKyFBQU0NPTI2ArM2bMwN/fn8zMTKSkpPD09BSkzYGIX0hICOrq6owePVrcDBgYGNDU1IScnBy3b9/G09MTY2Nj1q1bx9u3b1m4cCEXLlxg4sSJArmdm5uLjo6OkILb2toyc+ZMQkNDqaioYPTo0Zibm1NTUyP+fyUlJUhJSYkhxtu3b7G3t8fDw4P8/HxcXFyoqqoiLS1N+K5qa2spKSlBRkYGBwcHsrOzMTMzIzU1lQ0bNnDs2DFMTU2ZPn06T58+ZcmSJdjY2NDS0oKRkRHS0tJi0peSksLt27cZPXo0ZmZmSCQSLly4gK+vL83NzcLp+e7dO+zs7AgLC2PatGnCsTZAzHN1dWXChAmkpKSQl5eHm5sbL1++JCwsDA0NDdzc3KiqqkJNTY1169bx6NEj0tLS2LlzJyYmJuTm5jJ//nxCQ0PFBsrR0ZGIiAgcHBwYNmyYiK98+PCB+vp6iouLyc3NZenSpSQmJrJnzx78/f2ZPHkyo0ZCZ1fCAAAgAElEQVSNIiAggCVLlgiYyOXLl6mtrcXT05NffvmF9+/fc/XqVfbu3cuYMWO4cuUKq1evFh2KgShkRkYGx48fp7m5mfj4eL7//nuCgoJITU3F0NCQrVu3UlBQgJKSEpGRkeLQVFRUhJycHPCvk27q1KnCiznwuZWZmYmOjo5INDx+/JiJEycKSMrTp0+pqKhg69atmJmZMX78eKSlpf+PLqGpqYkxY8bQ0tIiLroDk+7S0lK++OILsrOzSUtLw9raGkNDQywtLSkrK0NPTw8NDQ0ePnzI0KFDmThxIm1tbUyfPp07d+6IWNsApr+5uRl7e3taWlpQU1MjMTERS0tLcZCys7OjuLiY+Ph4MjIy8PLyoqurC4lEIra4EydOJCsri3Xr1hEeHo6ioiLff/89M2bM4O+//yY4OJgtW7awdOlS8vLyMDAwoKKigtmzZ/Pdd9+RnJzMoEGDqKysJDMzk/Lycuzs7MTPPisriz179vD69WuysrLIz89nwoQJfPz4kbS0NObMmYOZmRnJycnIysqydOlSqqqqePnyJW/fvsXBwUEoXWbNmkVycjKTJ0/Gx8dHeD3l5eWJiIjAzs6Orq4uAef6/fffKS4uRlNTU1D81NTUUFJSwsjIiPXr1/PixQtmz56No6MjT548wdHRUZAiT548ydWrV6mpqREgqBUrVjBv3jwCAwMB2LFjB0FBQWzatAkDAwOSkpLEdf7Ro0fEx8dz/vx5rl69yq5du4SSIS4ujunTp2Nqaoquri6XL19GT0+PuXPnCiXFqVOnuHHjBgsXLmTChAmUlJQwfPhwMjIyRO9vANx24sQJamtr+eGHHyguLkZfX5/BgwdTXFzMlStXcHNzIyYmhmXLlomD0Ndff014eDinTp3iwYMHqKurc/z4cZYsWcKiRYuIiIjAyMiIsWPHoq6uzpkzZ2hpaWHq1Kns27cPLy8voYp59eoVcnJyHDp0iKKiIqqrq7lz5w4uLi6MGTMGaWlpDAwMRDfKzc2Nffv24eHhwf379yktLSU8PJxjx44JUNDA4LKuro7nz5+jr69PaGgoJ06c4K+//uLJkydERUWJ+4UPHz7w/fffU1ZWRkFBAU+ePBEeTFlZWd68ecPRo0fx9vYmJCQERUVFcnJyUFZWRl1dnQcPHvDtt9+iqqpKT08Penp6NDU1oaysTEhICJqammRnZ+Ps7Iy6ujp5eXmYm5sjJSXFy5cvRcTSw8MDU1NThg4dSmZmpnD3vX37VvjkBmAvixYtIiwsjIaGBmbMmCEOfWFhYVhYWKCkpMTYsWPp6+ujsLCQtLQ0Ojs7qayspLy8XPiBhw8fjry8PAcPHiQzMxM5OTkBOMnLy6OoqIj4+HhcXFwIDQ3FwcGB3NxcRowYwePHjwkICCA5OZne3l7s7e25ePEiOjo6rFy5Em1tbXx8fPD29sbAwICOjg5KS0sJCQkhKSmJ9evXU1tbS1lZGeHh4fz444/88ssvZGdnCx90SEiI2KQO+P8G4rFTp04Viwd9fX1aW1tRUVERjIcBh+cA3+HFixfC5+3q6oqtrS2enp4cOXKEFy9e8PnzZzIzM9HX10dLS4uenh5SUlJwd3cXXImenh527txJTEwMDQ0NODg4MGnSJLKzs4mPjxc1L3d3dwoKCli1ahW//PILjY2NLF++nDt37pCdnc2WLVtISkpixowZ7N+/n/z8fHbu3EldXR0bNmzgwYMHQoHz1Vdf0dfXx+PHjwkKCuLFixeMGjUKW1tbIiIisLGx4fLly5SUlHDmzBkSExNRUlLi1KlT4vU9QJc1MzMTA/i7d+8KmNT06dMJDAykra2N1tZWrl27xunTp0lMTERfX5/3798jLy+PlZUVHz58EJ3Svr4+nj9/jrS0NG5ubuTn5zNy5EhWrFiBkpISWVlZjBs3jsjISK5fv05WVhY///wzw4YNIzAwkM+fP/9P4TPDgBRgGmD6//5xBb44evSov7e3d+N/+8T/i8cvv/ziLSUlhZmZGTk5OcybNw8VFRX6+vq4fv06Pj4+GBsbY2tri4qKCkVFRQwfPpwff/yRyMhIHBwc0NHREQjiXbt2ERsbK4ALd+/eRSKR0NbWRkdHBzExMWRmZrJs2TJ+++03UlJSsLOzE32E6OhoHjx4wIkTJ+jq6sLJyYni4mJxAa6urhZAhQHHzPbt2wkKCqK+vp5JkybR3NyMo6MjN27cwMvLi48fP1JQUEBCQgL+/v7IysoSGhpKdXW18PI4Oztz9epV7t+/z+fPnzl//ryAZXz77bdiwpaRkSFiCgOi2/z8fJqbm4XGYmAi2t/fz5IlS+ju7hbdh7t379Lc3MzKlSvJzc2lqKiIYcOG0d3dTVRUFFZWVmRlZaGqqkp1dTWDBg2it7eXjIwMJk2ahJycHE+fPsXQ0JCKigrU1NRYvXq1OKympKSIyfSKFSvIzs7G0NCQV69eMWjQIPLy8nj58iWbN29GQ0ODt2/f8urVK3p7e8XXjRs3junTp1NdXU1JSYko/cbFxaGjoyNIo52dnYwaNUrE6kpKSmhqamLmzJlcvnxZSNRfvHjBqlWriIuLY9euXairqxMXF4eamhrjx4/HxcWFJ0+eoKenJwhhERERFBQUYG5uTl1dHSUlJRQUFLBmzRoUFBREmX7t2rX4+/sLoqmXlxdycnKUlZXR1taGtbU1OTk5wpuTmppKXV0dHh4evHjxgvXr1yMnJ0dwcDA6Ojrcv3+f9vZ2FBQUMDMzQ1dXl7CwMDQ1NbGwsEBeXl6AZWRlZXFzc6OpqQkpKSmGDx+Ol5cXSUlJSCQSbGxssLS0FI6sgoICOjo6SE1NRVZWFmNjY1JSUnB1deXAgQNs3LiRGzduUF9fT2trK2PHjuX9+/dIS0tTXFzM6tWrBYlTR0dH+PxSUlJobGzk1KlTvH37lsrKStzc3DAxMWHChAkEBQWJ4UpFRQUxMTG8ffuWs2fPIiMjQ2trK+3t7TQ1NWFlZcW9e/d4+fIlY8aM4eXLl8yePZuTJ0+ipqbGnj17MDQ0JDU1VWC5S0pKMDQ0FL23gd7nqlWr0NPTY9y4caITO27cODIyMtDV1RW+rIyMDIF/19LSIigoCGtra9atW4efnx8jR45k+vTpvHnzhpycHOzt7Zk9ezYhISHExcVhaGhIXFwcbW1taGlpMWHCBEJCQoRiYwAEs3XrVqqqqnB0dBQ/i/z8fIyMjDA1NRV+vG+//Zbg4GASExNZvnw5RUVF5ObmkpeXJ6BB+/fvR1lZmUGDBvHy5Uv6+vpISkoiNTVVdJWcnZ3p6uoS1NGkpCRsbW0JDQ0V3tXi4mLU1dWZNm0ax48f5+uvvxak0IsXLyKRSAS8QU9PT0T5S0tLaWlpEfTTjIwMUlNTBcHyyJEj5Ofnk5ubS2dnJxMmTODmzZtMmDABKysrZsyYIRIMKioqYqugr6/PiBEjKCsr48aNG9y8eRNLS0vs7e05e/YsS5cuFZu8kpISurq6qK6uxtraWoDKxo4dKxQnVlZWwL8R+AHFxsmTJ4mNjSUnJ0cMgAY6NImJiZSXl/Pp0ye2bt3Kn3/+e31WUFBg5cqVmJubExsbKxIL8+fPJzExkREjRvDll18Ktcf79+/FJPjWrVu4ublhbW1NaWkpV69eFdvL7u5u0tPTuXTpEl5eXkRFRTF8+HDs7e2pqqpi8ODBDBkyhEePHrFy5UoBmNm3bx95eXmoqqryxRdfsHHjRv755x/Cw8NRUlJi165dvH37lqSkJLq7u/n666/x8/Nj/fr1REVFMX36dFRUVMTwRVdXl5kzZwqQzsBhMi8vj0OHDqGqqkpFRQWTJ0/m4cOHVFZWMmbMGGbOnCkO5z/++CNff/01o0ePJiEhgVevXiEjI0NRURHt7e1oaWnh4eGBj4+P2KLV19cLv1tOTg67d+9GW1ubHTt2oKWlRW1tLQ8ePEBWVlZM8z99+oSxsTFZWVl0dXXx+PFj0c169eoVbm5uuLq6oq6ujo+PD7NnzyYpKYmbN29SX1/Pu3fvKCws5OXLlwB4enqSlZXFtGnT2Lt3L+/fv+fNmzdcvHiRW7du0djYSHNzMxMmTEBPT4+kpCSxzbOxsWHEiBH4+PigoKDAkydP2LFjB0lJSbi5uVFXVyeuPwPddQsLC06ePElHRwefP38W75MBb+9Alyo4OJhZs2bR0dGBu7s7cXFxNDc309XVhaGhoRgYdnV1YWRkxOHDh0lMTCQ4OFjcK/n6+oqe6UDyZs2aNfj5+XH+/HmUlJRYvHixAPrEx8djZ2eHl5cXV65cYfz48Xh5eTF9+nQSEhIE9dnNzY01a9YI16OmpiYjR46ksbFREIoTExMZO3YsWVlZ7Nq1iyNHjnDv3j2+/fZbXF1d8fT05Ny5c0InNmvWLO7du8eqVau4du2a+F2fPXuW9evXs2LFCgYPHszly5epr6/HwcGBX3/9lfnz55OdnS0ipc7Ozjx9+pTOzk4kEgm2trZCD3Pr1i0qKiqIjY1l/PjxREdHY2tri52dHS0tLTQ2NoqKRF9fH6mpqYwbN460tDRWrlwp1F9Pnjxh7NixpKSkCNrzuXPniIqK4saNG1haWqKrq8v58+f54osvSExMpKCggNmzZ+Pm5sakSZOYPn06586dY/ny5cIJW1dXR1ZWlrh3GQANtre309/fT25uLsuWLWPBggXExsbS399PdHQ0z58/p6WlhRUrVog6wbt372hoaBD+vQkTJjBt2jSWLFlCX18fZ8+eFYMsU1NT3rx5g4WFBSEhISgpKZGSkoJEIkFOTk5s+QGGDBnC4MGDuXv3LkuXLqW4uJg7d+5QVlbGN998w7lz53jz5g2bN28mNjaWadOmMXfuXH7//XcaGhq4f/8+srKyKCoqEhsby5dffsmMGTPYu3evGByfOXOG+/fvM2/ePExMTGhoaGDbtm0oKysLNdfAwGnp0qUYGxvz5MkTIiIicHJyQl1dnY8fP3LhwgWWLl3KggULSEhIQCKR8PTpUxwdHUlJSeHw4cMADB48WEAFLSwsWL9+PRKJBD09PeLj41FWViYgIIBDhw6JzWlnZyempqbMnDmTixcvIicnR2pqqqjoNDY2UldXx9mzZzl16hRFRUXCkpCbm0tPTw9BQUGC5J2Tk0NFRQX8jz2GVwFnoA/IBKoAXWAQoOvt7R3w3z7x/+Jx4MAB77a2NnR1dXF2dmbYsGEC7jDQeRo+fDjW1takpKTQ1dVFYWEhN27cYN68ecJP5+rqSmpqquiymZqacvr0aTQ0NJg4cSKDBw+mr6+P9+/fo6enh5WVFdOnT8fDw4MRI0aQm5uLlZUVQ4cOJTs7mx07djBo0CBxIzYwCRvA0SYkJDBs2DBMTU05dOgQHh4eqKurk5ubS21tLX19fQwZMoTCwkI+fvyIlZUV169fp6urCzk5OWxsbATOtrCwkBEjRtDa2oq0tDRZWVno6+sLSte7d+9wcnLizp07NDQ0oKqqSnx8PF988QUJCQk0NjaKkve8efNQVFQUoJiSkhIhHu3q6mLJkiWkpaXx008/ERMTIzZC06ZNw83NTbgGDQwMRAxt3LhxFBcXs2TJEsrLy6mpqRHi2AHn1ty5c4VYGP69EfPw8CA+Pp6WlhZR0J4wYQLNzc00NDQQGRlJR0cHDg4OREVF0d7ejouLCxKJhFevXolJ54wZM2hra2Pw4MHIycmRk5NDZmamEIFLSUlRVFSEvb296CRNmTKFrKwsysrKaG1txcDAgGnTptHe3i4mhFlZWXR0dFBZWcnhw4c5duyYOKgMGjSItWvXcu3aNSZNmoSamhrr16/n9OnT2NnZISsry+LFiykuLkZFRYWWlhacnZ159OgRP/74I0FBQSgrKzNhwgTRE/n48SPZ2dnIyMgAsGbNGi5evIipqSkFBQUAIrI2ZcoUysvL+fPPP2ltbWXkyJG0trbS0NAggCrq6uo4OjpSUVHBhQsXxKZGIpGgrq6Oh4cHf/31Fx0dHfj4+AhXzzfffENsbCxOTk6sWLFCZN1jY2MZN24c+vr6pKWlUVdXh7W1NRUVFVRXV/P+/XsUFRXJzs5mzZo1qKqqCrR0W1sbUVFR9Pb2smnTJn7//XexOezv76eqqgp7e3sCAwM5fPgwkZGRLF68WBx2bGxsiIqKQl1dnUuXLokDvY2NDXV1dcyZM4cNGzYIGJW7uzsvXrygoqKCAwcOEBYWhqurK0+ePAGgpqaG7du3C+Lm4MGDSUxMFCmDgdeZhYUFU6dOFdPnadOmoaKiQkpKCv39/bS2tpKcnIy+vj6TJ09mwoQJlJeX09raSkFBATIyMmJbOxA7HdhYDfg2VVVViYmJYceOHVRWVqKkpISzszN//PEHra2tFBUVsW/fPrq6umhvb2fEiBGoqanR1NSEqqoqT548EaqF+vp69u3bR1BQEHFxcWRmZuLp6cnt27eZOXMmP//8M3///Tdjx45l9erVtLW1kZCQQHBwMKWlpcyZM4dJkybx9u1b7OzsSElJETfSA9270NBQNDU1cXR0ZOvWrcyYMYPIyEgBfrh9+zaqqqpYWVlRWFhISkoKU6dOFdqMmpoa6uvrKS8vF2Ck27dv8+uvvzJu3Diio6NJTk4mNDSUz58/s2jRIs6fP4+NjQ3a2tp8/PhRxI6rq6uRk5Pjhx9+wNTUFGVlZX766SfKy8tZt24dTk5OyMrKUldXJ8Alf/31l+inW1pa0t3djZ6eHpcuXSI1NZXQ0FAA7OzskEgkLFq0iMrKSl68eMGIESOQl5fH2tpadNgOHz6MnZ0dvr6+BAcHc/78eTF8GJgUjxgxghcvXqCmpsb169fp7OwUUXhra2uSk5Pp7u5mzJgxWFhY8Pr1axQUFMjMzOT48eNIJBICAwOxt7cXmpm///4bDQ0NceiRkZHB2tqa33//nTdv3rB69WqePXsGQFBQEOXl5Vy8eFEoOWRlZamsrKS4uJiEhAQWLFjA/fv30dPT482bNygoKFBSUkJ6ejp79uzhxo0bdHV1IS0tTVlZmRhQfffdd6Iv/erVK9auXSvoxL6+vgwdOlTAcT5+/EhSUhJTpkxhyZIlhIeHs2nTJh48eEBbW5vY9s6cOZOgoCBmzZrFjRs3MDY2RlNTEzs7O16/fk1DQwOFhYVISUkxZ84ctLS0uHLlCnv27GHRokWcOXOGkpISXr16hZKSEuHh4aioqGBnZ8dvv/3GuXPnMDU1Zc2aNfT09Aiv2OHDhzEyMkJVVZXOzk5qa2sF3dnNzY0HDx5QVlaGoqIiR48exdLSEjMzM9zd3YmKiqKzs5Pc3FyhYbh9+zaDBg1CQ0OD0tJSwsLCCAkJEfFIa2trZGVlkZGRwdfXV1BqnZycqKyspLS0lPnz57Nr1y5CQkLYv38/8fHxdHR0IC0tza5du1BTUyM9PV1E3To7O0lNTaWzs5Pz588TFhZGfHw8PT09VFZWcuvWLezt7cnNzeXbb78lKSmJnJwcZs6cyZs3b7CxsWHRokUcO3aMp0+fEhMTQ1FREVVVVQQGBpKZmcmqVauYM2cOT58+paOjQ0S9r1y5wvbt22lqaiI7OxtPT08hCE9OTub27dvcv3+fgoICGhoauHTpEnJyckyaNIlnz57R0NBAaWmpuLZnZ2dz79494uLiSElJ4ePHj4JJcP36ddLS0jh27BhdXV0kJSVhaGjIyZMnKSwsxMnJCRUVFQoKCkTXKzo6mjlz5mBgYCD6pC0tLVhaWlJdXU1dXR1jxozh5MmTPHv2jPb2dkFzf/jwIXZ2dqxbt04MqhUVFQkJCWHixImCJDzgXa6rqxOx5YF4u4KCAtHR0UyZMoXg4GDGjBkjVEz5+fk8ffqU7Oxs9uzZQ3p6On5+fqSkpDBt2jTWr1+PsrIypaWlKCgoMHLkSEaMGMGSJUuYP38+tbW1uLm5cfv2bXp6ehg2bBijRo3i3LlzrF27Fjk5OVasWIGMjAwhISH09/fj7+8v2ALNzc3Iycnh7u5OeXk5MjIyYlh6//599PX1efnyJcOGDePSpUs8ffqUgwcPoqKiwqJFi6ivr8fOzo7ff/+dDx8+4OnpSVJSEqqqqrS1tTFkyBA2btyIv78/Tk5OwoFoamrKtm3bhG7JycmJuLg4pk6dioWFBdeuXSM7O1v4nXV0dAgLCxM1hoiICNGrnjJlCp2dnQMHKObMmUNDQwONjY2oq6uLaP1A9NjFxYV79+6xdOlSNDU1SUxM5J9//hFnhT///JPFixdjampKfHw8gwcPJj8/n5cvX7JlyxbOnDnD+vXr6erqEomvxsZGtm3bhq+vL2vWrCE2NpaioiJ0dXUpKChg586duLu7s2zZMsLDw3n06BFDhgzh7du3TJw4kT/++IOioiJ27dolPnfDwsJoamoa0NX9Tw+GvwHSgEN/f/9P3t7efx49evQx8CVg7O3t/ct/+8T/i8e5c+e8N2zYwOvXr+nu7ubTp08MGjSInp4e/P39mTJlCq9evcLf3x9jY2PhFlu2bJno4CQnJ4uS+MiRI3n69CmFhYWYm5vT3NxMY2Mj5eXlpKam0t3dzaBBgzAxMeG3334jPDycjIwMMfUyNjYWrjMFBQVev37N4MGDmTt3LsHBwcKNd+PGDVpaWoQUWl1dnezsbE6fPk1KSoqY0FVUVLB3717y8/Pp6+tjzJgxtLW1ERcXh7OzM+Xl5cycOZPo6Gjk5OSIjo5m1qxZdHd3Y21tjb6+PgDPnz/niy++oLCwEA8PDyQSCQAqKiqMGjUKJSUlHB0duXbtGiUlJQIgUVpaSldXFzY2NnR0dADQ3NwsIkddXV1s2LCBkJAQsTn78OGDuPkqLS1lyJAh1NbWEhoaSmFhIfLy8gwdOlSIlDU1NUUMrqioCGNjY1auXElUVBR79+7l06dPIlb4+vVrOjs7mTJlCtHR0SxZskQQ0BYsWICmpiYSiYSGhgZ2796NlZWVQBcPENWcnJywsbHh1q1b6OrqoqGhQVlZGcbGxnz11Vc8efKE8ePHU1dXx8yZMwXuub6+npiYGFRUVNiyZQsvX74UoITPnz/z1VdfUV5eTlxcHMuWLSMmJgZVVVU0NTX5/PkzlZWVeHh4oKenx40bN4iPjxcI6QFHmYyMDLdv32bLli1CBdLa2gpAQEAABw8eFDd+w4cPJzk5mbq6OlxdXTl48CB5eXnExsZSUVFBTU0NkyZNQlZWVnRiNm7cKOKnAQEBNDc309bWxtmzZ4WkdsqUKYwcOZIbN26wc+dOSktLBahp06ZNQi8QGxsrIjpnz56lt7eX+/fv09DQIPoBb968QV9fn5kzZyIrK0tqaionT55k27ZtNDY2YmhoiIuLCz/88AMvXrxAS0uLqqoq4b2Mi4vD09OTuro6oqKi2LlzJ+bm5rx+/ZqbN2+io6PDlClTxM2hlZUVlpaWSCQSDhw4QHV1tZDC+/v74+bmRldXF2pqauIiNnToUPr7+7GysuKrr77i9evXXL58mc2bNxMREYGfn58QG2/bto2+vj5ev37N4cOH0dDQQE5ODldXVx49eoSysjI1NTVYWVkREBDAw4cPSUtLIzAwEEVFRTFoiIqKwt3dnT///JOzZ8+yfPly6uvrsbKywsjIiIqKCoyMjCgpKUFLS0vEin18fIQc/IcffqC7u5vFixdTVFREZ2cn8G9fUElJCR0dHbKystDS0mLy5MloaGigqqqKmpqa2J4P9EtXr15NYmIi4eHhIv3w+PFjjI2NefXqFS9evODEiRNimy4tLU1JSQkHDhwgPT0dLy8vpKSkaGtrY/z48SxYsIDOzk56e3s5deqUcJ329PTQ1tbG0qVL2bZtm+i95uTksGrVKrHB6O/v5/Xr14SGhpKXl0d6ejp2dnbcv3+f+fPnY2lpSU9PD+3t7Vy/fp2ffvqJa9eusX79euzs7Hj16hX19fVkZ2cze/ZsCgsL2b17N9euXePp06eEhYWhoKDAr7/+Sn9/P3Z2doIoOHz4cLZv387du3extbVFR0eHV69e0d/fz6VLl2hoaEBTUxMdHR3i4uLIy8sjJiaGU6dOMX36dOFSW7ZsGVZWVmzYsAFjY2OePXuGh4cH/v7+fPXVVxw5coSMjAxxWJo8eTJ6enosWrSI3bt38+HDByGEvnHjBidOnCA2NpatW7eyYsUKYmJihCtORkaGtWvX8uDBAxEBW79+PTt27EBfX1+43Tw8POjt7SUrK4uMjAxcXFzEZnr16tUkJyeza9cuamtrRcRZTU0NJycncRP4/91yFhYWkpyczJw5c5g1a5ZwmNrY2NDT00NDQwP29vZiADQgFldRURGHSAsLC44ePcq5c+fYu3cvTk5OjBw5En19fTQ0NOjo6GDZsmVoa2sL/PuAc/Hq1av8+uuvFBQUYGNjw6tXr7h79y55eXki3vb27VtKSkq4cOGCGJimpqYyb948vLy8yMvL4/Lly8jLy9PU1ISPjw/r1q1j7969WFtbC0WUkpISO3fu5ODBg4SGhjJ37lzWrVtHXV0dAMnJyZiYmBAZGSk6UwNApCVLliAjI0N/fz/BwcGcPHmSS5cuidepvb09w4YN4z//+Q/v3r1jwoQJJCcns3fvXhFRTklJwdvbm23btiEnJ8fBgwdFLDs0NBQnJyeqqqrQ1NRk0qRJACKWqaurS2JiIp2dnXh6etLd3Q1AYWEhOjo6GBoaoq2tLQBDA4Okvr4+Ro4cyfXr18nOzsbOzo6enh6ioqIoKCgQ1YC5c+eSlpYmrm3fffcdf/75J/v27WPZsmXExcXR1NTEnTt32L9/PwEBAfT19YnXgJWVFUVFRWhoaBAQEMCxY8fo6enBxMSE1atX093dzZEjRyguLubQoUP88ssvODg4ICcnR1ZWFtra2sTGxpKbm4tEIiEiIoKOjg7hmXZ1dWXQoEEUFxdz+PBhsrOzRe2gu7ub1tZW3JdJqOcAACAASURBVN3d0dTUpL29nbCwMLy8vJg4cSKNjY3ExcVx69YtEhMTUVVVZerUqTg4OLBv3z78/f1pb2/HwMAAOTk5/vrrL6SkpIiPjxfu6wFVkYGBAU5OToImn5+fz6JFizh+/DiRkZFERUWJ7VxUVBTS0tLs37+fuLg4AgICxNZ8z549BAYG8vLlS6KiopCRkeHatWvo6Ogwfvx4nj17hoqKCunp6bS2tnLu3DkWLlzI0qVL8fHxEd9XXV0dZmZmGBsbM27cOD58+EB6ejpjx44lLS2NsWPH4ufnR0VFBfv372fLli1MnjyZKVOmEBYWhpmZGZGRkRw4cIDz58/j5eVFWVkZPj4+qKioEBYWRnNzM0FBQbx7907AV3R0dLC3tyc4OJi+vj4WL15MQkIC6urqAupnbGxMREQEERERnDt3Tnj7zp8/j5WVlVjglJWV0dDQIA5lNTU1FBQUkJGRgba2tnjN6+vrY2RkxIEDBygrK2PPnj00NzczdepUHj58KDQpHh4eQlfV3d3Nnj17BPm/vr6e58+f4+HhwbFjx0hMTERRUZGYmBhevnyJjo6OUKEEBwczbdo0Vq5cycWLF9m9ezePHz/m2rVr+Pr6MmzYMD5//kxNTQ1RUVH88MMPuLm5ceHCBVpbW4VWpbi4WLjGa2trqa+v5+DBg1y9epXr168THx/P/v37CQwMRElJidra2v/pwfAkUNjf33904O+8vb1rjh49ugow8vb2/um/feL/xePUqVPee/fuFSV1e3t71q5dS1VVFbm5ubS0tCAtLS3IdEVFRZSUlDBq1CiqqqowMTEhLi6Onp4eFBUVkUgktLS04OPjg7q6OiNHjkReXp558+aJyKKnpyeKioriQjiAlA0LC+PgwYMA/P3339TU1IiI2cuXL3FycqK3t1e4a4YNG8atW7f4+uuvsba2pquri/z8fOG52b17N1paWkRERJCXl4erqysvX77EzMwMDQ0NUUx+8OCBcK80NDRQUVFBe3u7uJGaOnUqhoaGVFdXM3jwYDQ0NLC3tyc+Ph5NTU2ePHlCRUUFCgoKQkrc3d3NqFGjUFVVxcPDQ3zQDjhtrKysCAoKwsrKCisrK3R1dTl79iy6urrs3buX7du34+HhQUlJiaBNzZkzh8rKStTV1QFEbltJSQkpKSnk5OT+z8G+ra2NDx8+4O7uTkJCApMnTyY/Px9TU1PCw8MFbGggQjKAtR88eDBr1qyhtbWVP/74Qwhzu7u7sbW1xcXFhaamJkaOHCk+bDs7O7G3tycgIIC6ujoMDQ1RU1Ojq6sLc3Nzkefv7e3F0dERgIyMDIYOHYqJiQmurq5cvXoV+PeiumbNGn7++WdWrlyJr68vS5cuxdfXl8bGRiIiIrh48SLOzs7U1tbi4OCAj48PVVVVDB8+nLKyMpqbm0V04P+LMrewsOC3334TImFdXV1aW1tF9GnARzUwZfX398fBwYGAgH8X/HFxcaxevZq+vj4Baxg9ejS5ubmsXr0aExMTSktLhWfu48ePTJo0CXl5eSIjIwVpU0dHhzdv3iArK8uJEydEBHtAcTFA9F2wYAEKCgqoqqoyefJkIaOeMWOG6G4qKCiIzsvKlStpaWmhubkZExMT4SKaN28eISEhODg4kJaWJnDgubm5SEtLs3jx4v/jGBvoDISFhdHX18eZM2cIDAxkzJgxtLa2cufOHczNzdmyZQvXrl0jLy8Pd3d3/vnnH3Jzc3n8+DEzZsxAV1eX5cuXo6KiQkdHB0pKSkhLS4sO1cD7a4C65+rqiqmpKc+fP2fMmDFiQDLwvtuzZw/19fUYGBiQnp5OZmam6B0OCJknT55MZmYmNTU1Ii4ikUiQlZXl/PnzlJaWcu/ePfLz84mPj8fExIQPHz7w7t075OXlqa2tRVlZWVDvvvzyS/r7+5GTkyMiIoKFCxfi7u7O0KFDiY6ORkpKikmTJmFpaSn6du/fvxdakBMnTlBRUcGnT5/YuXMny5cvJyIiAolEgre3N5qamrx69Ypr165RX18v1AyGhobEx8djYWGBg4MDMTEx9Pf34+TkRFBQENevX2f79u1IJBKmTZuGv78/vb29DB06VEBIQkNDmTx5skC26+rqUlJSQltbG9HR0TQ1NfHjjz+Sl5fHokWLBOwhMjJS3JSlpqYKN+EA/Tc5ORkFBQXmzZvHmDFjhJLgzJkzgli5cuVKQkJC6O7upqenh6FDh9LZ2Sl+fx8/fsTT05OoqCjc3NyQlpams7NT0FCrq6u5d+8eysrKqKqqMm7cOGxsbDAwMMDR0REvLy/c3d3ZtWsXurq6osM00JX/559/GDduHHPnzuXq1av8/fffuLq6cu/ePWpraxk0aBCRkZF8++23vHz5Enl5eTw9PfH392fVqlWcP39eKFOsra1JTU1l1KhR+Pr6cvXqVVxdXVFUVBTXP1lZWU6dOsXChQuFB7e5uZnx48cTGBjI8ePHefToEZGRkbi5ubF48WLk5eUFaK28vJzly5fj4uIiyJjwrzR8+PDh4r2UlZVFc3Mz1dXVDBkyhKSkJBGd7+/vR0tLi97eXnGj+/DhQ6ysrPj7779xcXFh69at+Pr6snbtWnx9fRk/fjwSiYTc3FwsLCzw8/PDwMBAxObj4uJQVFQkKyuLuXPnsnbtWvr6+sjKyuLWrVuYm5tTWVnJxIkTRfpBSkqKP/74AyMjI8LDw/Hw+H9oO8+gKs+27S56FZDee0eaCCpiQ7EQFVuMLfYaS+w1KhpjN2qisaCxKzYsKCCIIiqidKmK9A6C9F6+H8/LNd/78/3x7BlnMskkewh73/d9nedxrDUWKysrkcZoaGhg4sSJbNiwQdBXe+PaHh4efPjwQUjE09LSRK2h19lqYWHBsmXL0NLSwsrKikePHjFmzBg+fvzI/PnzRUz/0aNHBAcH89NPP3H79m3hWK2oqGD58uXk5+eLGLOVlRW5ubmoq6tTWVlJQkIC7969E15XHx8fkpOTCQkJQUVFheTkZAGjS01NpaioiAMHDhAZGcnYsWNZs2YNa9asQUVFhc2bN6OkpCSGh62trSQmJor7/P79+/nrr7/Ys2cP48aNY9SoUVhYWDBr1iwWLFiAvr4+u3fvZtOmTVy/fh0JCQmx+bO3t+fevXtUVVUhJSUlFEzt7e3Iy8vj4ODAli1bGDBggEhyPHz4kMLCQnHN6tOnj9i65+TksG3bNl6/fo2EhARycnLY2Njg5eXFsGHDxPPJs2fPRDx8ypQpQnifnZ3N+/fvWbFiBfLy8nz8+BEvLy+UlZWFaP3MmTOCiN0bD+7tKFtYWFBYWIihoaEYeF+9epWVK1ciKytLVlYWmpqaPH/+nA0bNhAdHc2pU6d49eoVmzdvJiQkBCUlJRGVvnbtGhkZGbS3tzN79mzCw8MZPXo0WlpadHV1MXfuXNavX09eXh4SEhLo6ekJ6vnx48dJTEwUKaorV66IzVVMTAyxsbF8/foVLy8vtm3bxqNHjxg8eDBFRUVcvXqVvLw8Vq9eTXx8PJ8+faKgoABLS0tSU1O5f/8+ixYtIisri6tXr+Ls7MzChQtRV1dHTk5OwMb++ecfysvL2bhxI0FBQUyZMoWIiAgWLVrE06dPCQ0Npba2loCAANLT01FXV+fjx48CdBcQECDua3369CEtLY1ffvlF1GpkZGRoampi8eLFvHv3jhMnTnD16lV0dXUpKCgQZPSCggJBmdfQ0EBRUZGbN2/y+PFjrK2tKSoqYvXq1cydOxcFBQWkpaXx8/MjKSmJyspK+vXrR25uLlpaWrx//15oyno1YM+ePePgwYMkJyczYMAAjI2Nyc7OJjs7m8LCQm7duoWuri6bN29GXV2dpUuXimWMsbExDQ0NSEtLk5+fT35+PqWlpSxcuJCcnBymTZsmlCnLli0TRgI5OTnOnj3LX3/9hZSUFOXl5XR2dv5XD4ZLANO9e/em+fv7ZwFISEhMBVbwnwzryf/rG/83XqdPn/YPDg7G2toaGRkZysrKRK/HwsICSUlJLCws+Pz5M4aGhjQ0NAjyp7y8vOgxDBo0CCkpKTw8PHBzc8Pf35+Wlhays7MxNDREWVmZmJgY7OzsaG5uJioqChUVFYYMGcLz58/R0dFh3rx5/Prrrzg6OvL161fc3NxoamoS+eqSkhLWrl1LWFgYrq6uaGpqUl9fT1hYGGlpaTg7O/PmzRsBUOil202dOpWCggIGDBhAa2srampqaGhosGzZMk6dOvW/pje9D/Ta2tpoaWnR09NDcXExBQUFgogmJSVFcnIylZWV1NXVMWfOHOTl5VFQUCAnJwcXFxfCwsLo06cPioqKPH78mHHjxqGpqSmofb0kR1NTU+Tk5MjPz6e9vR1nZ2fOnTuHiYkJr1694siRI5SVlQm/jL29Pe7u7rx8+RJNTU1RwnVwcBCTpKKiIi5cuEBQUBAJCQnIyspiaGjI8+fPUVVVJScnBzs7O27cuEF7ezslJSUYGhrS09MjStK9slIHBwfh1vn555/58OEDT58+RUdHh0ePHtHY2MiKFStoa2tDQkICFxcXli9fTmpqKjk5OTQ2NooOTEdHB9ra2nz9+hVra2syMjL+F3m0lwTYS1VVVFTE1tZWuJ7OnDnDqVOnmDt3Lm/evBFuvUGDBgldgra2NmPHjqVPnz5kZWXh5eXFli1beP36Ne/evaO7u5tff/0VdXV1pk+fTktLiwDCfPnyhY6ODrHNSE5ORlFRET8/P16/fi2isC9evMDX15eKigoBGlBXVycxMZFv376hqKgoPoNVVVVkZ2dTU1ODpqYmQUFBWFpaitJ9R0cHERERFBQUiE5G3759hSKhtbVV9IV6Y4+jRo0iNzcXFRUVrKysxO/cycmJxMRE0fXsjSYPGTKEx48fM3ToUC5fviwi0/b29owfP56kpCRqa2uxtrZm+PDhQtSsoKDAsmXLuHz5MtHR0fj6+pKamsqcOXMYPHgw9fX1AsDRux0JDg4mKSmJpKQkFi5cKDQhvZsWPT09vn37JshgVlZWHD58GFVVVVRUVEQBfvDgwcjKygq679ChQwkPDycwMBBZWVkqKiowMzMTSg4NDQ2kpaW5dOmSiIPq6OgQHByMn58fWVlZ+Pr6cuvWLVRVVTlw4ABdXV04ODhw69YtfvnlF7KyshgzZgxfv36lra2NH3/8ER8fH7KysgQi/e+//2bDhg1s3ryZ5uZmRo4cibe3txB429vb4+TkxLJlyzh//jyLFy9GRkaGo0ePCqhCUFCQ6Ed1dnayZMkS0XmTlpbG2tqaixcvcvbsWezs7ESvrTfaV1NTw4IFC7CysiI2NhZHR0fRa6ysrERfX5+CggIcHR3ZvHkzgYGBAi4QEBAgUgQjR44U3VJfX182btzI/fv3aWhooKWlha6uLoqLizExMeHr16/s3LkTXV1dpk2bRnx8PK2trVRVVdHS0kJGRgYdHR0YGBjw/v173r9/j6GhIRYWFgBUVFTQ09PDmzdvsLCwEBHE3r9euHAhx48fp7CwkD///JP29nbu3r2Lm5sbqqqq7NixgyNHjlBXV4empibh4eFMnTqV2NhY8vLycHFxoaioiOTkZObNm8eKFSuIiYkhISGBixcvsnv3brKzsxk/frzYcmpoaNDd3U1QUBBXrlyhoKCA27dvExcXx+fPn5kzZw6JiYmcO3dOXK/fvn1LY2MjJSUlXL58mRUrVqCqqoqHhwdPnz7F2NiYN2/eYGRkhIuLCxYWFvzzzz/s2LGDHTt24OjoyNy5c8nJyREk2l5tC/wngXLv3j0+fvwoFEUFBQXY2NigpqbGy5cvUVFRISgoiGHDhgHg7OxMZGQkBw8eJD4+nlmzZlFYWEhYWBibNm0iJydH+EkzMzPFQe3mzZscOHCA2bNn079/f3GNGDhwIAYGBmzevJmdO3eKDmLvvezGjRsi0gywZMkSTp06RWRkJEuWLGHnzp306dOHlStX8uzZM4qLi2loaGDVqlVcvHiRIUOGYGlpyYULF5g8eTI1NTUC3vbHH38IevPff/9NZmYmSkpKNDU14ejoKLyE9vb2dHV1sWbNGsrLy/n8+TNTp05FWVkZPT09kVIaO3Ys8J+BXkZGBgUFBbi7u7Nx40ZmzpzJ9+/f+fbtG+vWrRMx695qRX5+PsePH2ffvn2oq6ujrq6OhIQE1dXVKCsr4+bmxqFDh4TW48yZM8KX9vPPPyMjI4OrqytZWVmEhIQQHh6OiooKcnJy/8tvqKysTFJSEjY2Nhw9epSrV69y8eJFARB78eIFOjo6XLhwgfnz54tr8549e7h//z719fVs2rSJX375RZAuOzs7ycrKIjQ0FDMzM0aOHMnAgQN5/vw5379/Jy0tjUGDBvHu3TsaGhpQUFBATk6OqqoqNDU1hbLn559/Fq67rq4unj17hqamJllZWfzwww/ieSo2NpbGxkb++OMPrly5gqampvi8nj9/nuzsbNLT04mMjGTmzJkEBQWho6ODubm5iKGWlJTg7u5OTk6OoF9u3ryZCRMmoKSkRExMDE1NTbx8+VKQsYOCgigoKODz58/icFhQUMC1a9coLi7Gy8tLbGTfvn1L//79cXJy4vnz5+Tl5fHTTz+Rl5fH+/fvycvLw8TEhHPnzuHk5MTSpUspLi4mMjKSmpoaFi5ciJycHJKSkigqKjJ37lyxRe4F5wBiOJibmyu0M7/88gtqamp0dnbS3t5OZGQk169fp7GxkXv37lFTU4OkpCR5eXmcO3eOlJQUXrx4wdmzZ1m4cCF5eXk0NjaSmJiItbU1Y8eOFcucy5cvY25uzrx582hqasLAwICUlBRcXFwoLy/HysqKS5cuiQ7nrFmzANDU1MTOzk5QltPT0wUt3t/fn9OnT9PS0iKSDr3DPgUFBfz8/Lh16xYtLS0oKytjYmLCkCFDqK6uZuTIkcTFxdG3b1+hIPPx8cHS0lLo2FavXs2dO3fYsmULampq+Pv7k5iYiJubG0pKSkybNo2nT59SW1tL//79GTx4MG/evCEyMpKwsDBevXrFyJEjCQkJobW1lRcvXlBSUsKCBQt4/fo1S5YswdzcXEDgWltbefv2LY6OjmJL6ObmxsSJE0lKSkJPTw8tLS06Ozuprq7+rx4MLflPx3DG3r17t+/du3cnMIv/yO6v+/v7h/5f3/i/8dqxY4e/m5sbVVVV5Ofn4+3tTV1dHfr6+qKr09zczIwZMwS5LiwsjNraWoYPH46WlpZ42Le3t+fNmzeoqqpiYWFBQ0ODmCz00obGjx9PU1MTdnZ23L9/X+Bie4Ectra2REZGoqOjg5ycHIMHDyYlJYX29na8vb35888/kZaWJi8vD3t7ezQ1NXFwcEBDQ4MnT54AMHr0aJydnbl27RpmZmZERUVRW1uLkZERCgoKhIeHo6ury/fv33FyciI7O1vQU3un+QCvXr1CSUkJe3t7gX5+9eoViYmJZGRksHfvXurq6rC2tubmzZsoKioyYMAAIZDvdSMFBgZSXV3No0ePOHHiBK6uriQkJKCtrU1cXBx5eXlUVVWhoqIiSIq//vqr2Fj0osWNjIx49eoVy5cvR0lJSWB8KyoqSEhIYOLEiWRmZjJ58mT++OMPRo4cSVFREZMmTRLS8V5alYuLC/v27UNSUpInT55QVFSEjo4OhoaGyMrKigz/hg0bSElJIT09XTwU9cbjxo0bR3FxsfhveHt78/fff5OXl8e7d+/Q19cHED28SZMm0dnZSWtrK83NzaipqdG3b1+am5txdHSktLRUSOOjo6OxtrZGXl4eWVlZESvNz89HVVWV6upqMRWuqqoiNTWV9PR0bG1tGTlyJDdv3mT9+vXk5+dz+vRpWltb8fb2xt7enitXrnD//n06OjoYNmwYsbGx5OTkoKSkxPv379m2bRt37txh+fLlGBgY8Pr1a3x9fZk8eTKfP3/m119/Ze3atVRVVWFnZ4evry/KysrU19eLB9klS5bw4cMH1NTUcHR0RFpampiYGGbNmkVBQYHYxC1cuJBZs2ZRX1+PnZ0dzs7OhIeH4+7ujpycnBh+wH96hF1dXaIH1ksLVlRUJCsri69fvzJjxgyCg4NRUlJCQkKCfv360dPTQ1BQENra2khISLB161bS09PJzc0Vzk1tbW3gP/7M9vZ2pkyZQk1NjSDS5eTkEBsby8qVKwkMDCQnJ4cBAwbQ1NTE58+fWbZsGW5ubnR0dBATE0NiYiKJiYm4uroydepUDh8+jLS0NDU1NQwaNIgRI0agoKBAVlaWgFs9e/aM+/fvY2JigpubG+Hh4cyZMwdTU1NBVe3d+nt5ebFo0SJCQkJ48eIF9fX1GBgYkJeXR2pqKhkZGQKqUl9fL74/UVFRoqdQUFDAw4cP2bZtG7t372b06NF8+fIFS0tL1q1bR2JiIj09PaK3uGDBAlavXk1WVhbPnz/HyMiIp0+fUldXJ2Ayb968QVtbm4sXL+Lm5oaVlRUzZ85kzpw5ggyYlJTErVu3WLFiBTIyMsLJN3fuXPr27cv58+d5+/YtMjIydHZ28vLlS2xsbLCwsBDkw+HDh/P333/j4uICgJaWFhs3bhTT+vnz59PY2MisWbMwNTUlIiJCRMrv3bvHjBkzqKqqwsjICBUVFaFP2bVrF58+faKxsVE4bVtbW0lKShKDiN5NSG83uhf6c+PGDeG1s7CwoLW1Vag/AObMmUNzczPe3t7IyMjw/PlzRo8ezfz58zEyMqKmpkYMKWJiYnB0dMTBwYHa2loyMzNJSUkhOzsbGxsbpkyZgrKyMvn5+QLuY2xsLGoJb968YcuWLXz69AlnZ2fOnj3L2LFjycnJoaOjA1tbW/r27YuRkREbNmxgyZIlok+rrKyMp6cn06ZNw8HBgQULFohkxdixYwWhcMGCBdjZ2WFnZ4ePjw96enocOXIEU1NTEhISKC0tJSYmhn79+tHW1iZAWnPmzOHkyZMsWrSIjo4OMeAbN24cgYGBLF68GAkJCeEOW7VqFcnJySxfvpzPnz8TFhaGvb09TU1NYuNYU1NDZWUlZWVlHD58WFzvejvNvTHotWvXkpKSIu7peXl5fPjwAUtLS2bOnElNTQ3u7u68fv1a9Ins7OzIyMjg+/fv7NmzhwcPHlBXV4e8vDwzZ84kMDBQkA5VVFSQlpYWvzdLS0uMjY0JDg7m3bt3/PTTT6JuYWxszP79+9m9ezenTp3i3r17PHz4kObmZjo7O3FwcKC4uFg4Sq2trQkJCRGxUi0tLZ4+fSqGC69fv0ZaWlp8x/Ly8jA1NcXT05PIyEiys7N5+fIlsbGx6Orq8uXLF0FbDQsLIz4+Hj8/PwICAvjtt9/4/v07srKyFBcXEx8fz08//SQcuDY2NiQkJPDlyxdevXoltiWDBw/G29ubFy9esG/fPjGYLi4uxtLSUvRbe7VHnZ2d3L17F4DY2FgeP37MDz/8QHx8PMnJyeJAVFFRwfbt29m1axeenp4EBATQv39/du/eTZ8+fYiKiiIpKQkfHx/27t2Lq6srenp6jBgxgpcvX/L582fk5eU5evQoFy9eRENDg9LSUtTU1GhoaMDOzo6pU6fS2trK/PnzuXTpElOmTOHUqVM4ODhQVlaGiooKtra2gtDeq4bKyMjA1dVV1Hd27NjB+vXryc7OxsHBAU1NTd69e0draytKSkp0dnYiJyfHypUrKS0t5fbt2/zwww9EREQwePBgbt26xbx58wB48eIF/fr1E0RiCQkJ5syZI7Rfbm5utLS04OLiwsWLF5GWlmbixIl4enry448/UlxcTElJCXJycqIiAwg3bEhICO7u7rx69YqtW7eirq7Oly9faG1tJSQkhMmTJxMbG0tPTw///vsv58+fx8fHR+jBPn36JIbNDx48YPHixWRkZJCZmUlPTw8LFiwgNDSU2bNnC8DNwoULRf86Pz9fRKObmpr44YcfyMnJwdjYGFdXV/766y8Atm7dyo0bN1iyZAmGhoZCxbBt2zbKysqoqKhg8+bNXL9+HSkpKQIDAzl16hQ2NjZ8/vxZgA3DwsJYsmQJW7ZsoaCgAH19fYyMjJCRkSEuLg4tLS0eP35MY2Mj8+bNY+/evTQ0NGBlZUV5eTkXLlzg77//FrT66upqFBUVAZCVlRVJhV4vrZeXF3v37kVGRgZra2tOnTpFSUkJTk5O1NTUYGdnJ/yKAGVlZdTU1PD+/Xuam5tFhLm+vp4dO3bQr18/jh07xqFDh/j+/TtmZmbk5+djamrKmTNnWLt2LS9evCAuLo6VK1dSU1PDhQsXmDt3LpaWltjb22NjY8O8efMwMDAgNTWVzMxMtm/fLqim5eXl/9WD4XtgAv8Bzkj/zx8JIB2Y5+/v3/p/feP/xmv//v3+vRJ6GRkZsrOzsbW1pbu7m5CQEPLy8li8eDFhYWFcuXJFlMbnzJkj4gcAjY2NHDhwgCdPnmBsbIy+vr6gtn38+BE3NzcsLS3Jz8/HyMiIrq4uVFRUsLCwoKysDGNjY/FwoKqqyvz58ykpKSEoKAg3NzdMTExE1KG7uxtra2sqKytpaWnBw8ODpKQk7OzsUFNTw9fXl5ycHNzd3bGxsSE8PBxzc3M6OzuRkpISRLUxY8bw6dMn8vPzkZSUpKSkBFtbW3R0dEhJSeHQoUMi1mdtbc2VK1eYPXs29vb2ODo6EhgYyMqVK3n+/Dnfvn2jra1NIMINDAz4/Pkzzs7O3L59G2lpaUxNTZGSkhKY8t6Jq7W1tZDKuru74+vry4MHD0hLS6O2tpba2lqioqIE+jo8PBwZGRksLS0xMTFBWlqa2tpa0TPqPfA2NTWRkpLC9+/fMTc3F9uH8vJyli9fzqZNm6irq8PV1VWs+IcOHSrAHaWlpdjb25Ofn4+npydycnLMmDFDTPLT09MZOXIk8fHxHDp0iMuXL2NlZUV9fT2HDx/m/fv3jBw5kpcvU2rGagAAIABJREFUX1JZWYmNjY0gWfY+nIWHhzNw4ED09fXR0dERbq0XL16wYsUKDh06JKItGRkZyMnJoaSkxIQJE0hKSmLNmjW8ePGC58+fc/jwYW7fvo2SkpKQ5H78+JHff/+dYcOG0dHRwYcPHwREIiEhQUyq/0dsypYtW0hJScHAwIBRo0Zhb29PZmYmTk5OBAUF8f37d4KDg5k7d66YBtva2pKRkcGAAQPIyspi9OjRhIWFMWTIEMzNzYmJicHLywt1dXXKy8vx8/MjPDycXbt2oaqqSkhICHJycgwYMEBEel1cXLh69aqIWQ0ePJjY2FghpR86dChhYWF8/fqVvLw8rKysBFG4rKyMP/74Q/wcpqamaGtr4+bmhqGhIcHBwSI+sn79esLCwjA0NOTJkydiu3znzh1sbW05fvw4lpaWDBgwAE9PTw4fPoypqSn79u0jJSWFqKgoEcvOyMggJSVFQALev3/PiRMnOHLkCBkZGUyaNInc3Fzho/zy5Qv5+flUVlb+L1+jlZUVZ8+exdramoaGBk6dOsW0adP48uULFRUVeHh4AAggkpSUlHCYjR49mu7ububNm4eNjQ0yMjL88MMPaGlpERISwt27d1FQUODSpUtUVlZibW3N+PHjaWhoIDQ0lEWLFnHq1ClB8+0VHNvY2DBu3DgRByspKWHx4sV4eXlhY2ODmZkZffv2RV1dnerqatEddXV1pba2lgMHDrBu3To6OjqorKxEXl6e79+/4+DgwJcvXwQwoZekmZmZSWdnJ5s2bWLVqlXY2Njg7+/Px48fmTt3Lm1tbXh5eQnvaW/Mc926ddTV1VFVVYWJiQkbNmxAQUEBfX19QfWcOHEiGzdupLKykt27d/PPP/8wffp04dSqr68nKyuL7u5uFi1aRFtbG9euXeOff/4hKSkJLy8vjh07xuLFi4mJiaGlpYUXL16wfv16/vjjDw4dOoSenh7Dhw+ns7MTWVlZamtrhb/K3NxcDAxaW1v5999/KS0t5enTp2zfvp3ExEThQez9jDg7O3PhwgVev36NvLw8ampqPHz4EAkJCbGpNjY2pqCggMLCQjw9PTl37hyzZ89m+vTphIeHc+jQIdatW8fvv/8uhpeXL18WUdyUlBShVFFVVSUuLg4FBQUUFRW5evUqmZmZnDhxAjc3Nzo7Oxk2bBgyMjLcvn2brKwslJSUxDUxIyODCxcuYGtrS3t7O+7u7hQVFZGbm0tOTo4QvE+dOpXg4GC0tLRE/WDLli2YmZmJRIWnp6dwobW3t6OgoEBISAhlZWVMnDiRiRMn0tTUhLe3N7q6uqKX3dbWhpWVFSEhIdTV1ZGTk8Pr16+ZN28eenp6pKSk8PDhQ0pKSrh27Rr6+vo0NzcLYJa/vz+7d+9mxYoVbNy4kZcvXwplR3BwMJMnTxbx1K1bt7Ju3TokJSVRUVHhxo0boqskLS3NypUrmT59OsXFxeTn5wst0tq1a7l48SLt7e3IycmJeLqRkRG///4769ev59KlS2zcuJGDBw9ia2vL58+faWxs5MOHDzQ1NVFUVMSTJ0/Iz8/H2NiYnp4eJCUl6devn1Aa9evXj/79+6OrqyuGuk5OThw+fJjp06dz5swZrKys2LdvHwsXLuTLly/iMCkjI0NdXR39+/fn27dvIsEwatQoPnz4wI4dO0RnsXcg9OnTJ169ekVCQgKPHj1CX18fKSkpTE1NMTAwoLGxEU9PT44cOQLAsWPH0NDQwNDQEA8PDwYNGoSkpCRBQUG4uLiwcOFCYmNjSU1NJSoqinfv3jFz5kwuX77M0KFDsbCw4PDhwzx+/JiioiLk5eWZNWsWdXV1LF++nL59+3LmzBkMDAzE0FFHR4eCggKcnZ2FsmH8+PHs3r2bp0+fsnfvXvT09JCUlGT//v0EBAQgJSVFZ2enUDqlpKTg6OiImpqaUGl8/foVExMTBg4ciLa2NtXV1WhoaKCrq0tHRwcaGhpISUlx4sQJpk2bxsuXL+np6WHIkCH06dMHX19fCgsLkZGRwdHRkZKSElJSUqitrRXppIyMDPbt24eMjIyobsyZM4dPnz4RGhpKbm4ura2tdHZ2oqKiwqhRowAYNGgQd+7cEQfTgQMHcuzYMdTU1Jg4cSL79u0jJCREOALPnTuHj48P37594+rVq/Tt25e7d+8ycOBAdHR0+OmnnygvL+ft27coKyujqakpnmXGjx9PaWkpMjIynDhxAiMjIx48eICrq6sY8Nvb2zNmzBjGjh2LpKQkBgYGZGZmMm7cOJKTk9m5cyerVq1i9erVbN26FWlpaUpLS0UPPDk5mXPnzpGWlsaFCxcYPXo0b9++5ccff+Tq1asoKipy+PBhRo4cKSj8e/fuZcqUKSxcuFA4Yd++fUtLSwsNDQ2oq6sL0u6BAwdwd3fn8ePHREREkJiYyM2bN5GVlUVDQ4PCwkIePHggXIyampp8//6dxsZG8XP03ltra2sxMzNj48aNfPz4EX19feHH9vDwICYmhuXLlzNjxgwmTJgg9D0DBw6kvr6e+Ph48vPzefv2LVJSUiQkJPD582eUlJTYtm0b5ubmYthraWnJmjVruH79OtLS0pw4cYLg4GBUVVVJSkoSQ7euri5evHhBWVmZ8DlXVFT8Vz2GrXv37v0XyAVKgXjgLLC2p6en6f/6pv+t15EjR/wrKyupqqrCwMAALS0txo8fz9mzZ+no6EBVVZX+/fvT2NjI+PHjuXLlCn379uXz5890d3fT1NRER0cHKioqbNmyheXLl5OZmUleXh7V1dVCyK2np8fjx49Zv349Dx8+xMnJiRcvXuDp6YmTkxP5+fmUlZVhZGTEhAkTOHLkCDIyMpiamoqDSnt7O5qamigoKJCUlIS+vj4WFhaiAzF58mSampqIjo4WpKK8vDxKS0uZOXOmID+am5tja2vLyZMnmTBhgpi0zp07l7KyMv79918WLFjA7t27efv2LT/99BPXrl0jMDCQ+fPnCwpWLyWup6eHzs5ORo8eTXR0ND4+PkRHR4svV+8Wsa2tTcAwenp6kJaWxt7eXlz0vnz5gpGRER4eHrS3t9PV1UVOTg4GBgYCMqOpqYmhoSH6+voEBQXh7u4uCI329vbU1NRgamoqYqq9aozz58+za9cuAc2QlpbGzMwMOTk5SktLMTY2ZurUqaSnp6OtrY2Li4tAuffv358HDx7g4ODA8+fPGThwILKysiIq26dPH2pqahg4cCD5+fmYm5tTVFQkHlyKioowNDSkqKgIBwcHioqKKC0txdzcnDFjxhAXF0dKSorYTHZ0dKCoqEhDQ4PYJnV1dfHgwQPa2tooLi4mMTERNTU1Ll++jKOjIxMmTEBOTo7+/fuTnZ2Nubm5ACz0itt7L2w7duxAR0dHCOk9PT3x8fEhKSkJRUVF6uvrefXqlSCsHTlyBHl5ecaOHSsezL5+/crq1as5cuQIBgYG9O3blzFjxhARESEIec+fP+f9+/ds2LCBS5cuUVxczObNm4mPj8fBwYHU1FQePHjA9OnTRUSuu7ubcePG8ebNG0pLS7GysmLgwIH88ccf7N+/HxUVFSES9/Lyoquri40bN1JQUICTkxPHjx8XP9ewYcNIT08nNjYWdXV1UlJSuHPnDkOGDEFbW5uamhoCAwPZsGGDiKpKSUmRl5fH9evXWb9+PUuXLqW6upro6GiCg4M5cOCA6AVs3ryZjo4OHjx4gJaWFn369KG2thZfX1/y8vL4+++/mTJlCn369KGoqIjGxkbRfXvx4gU1NTUYGBigr6+Ph4cHr1+/pm/fvmhqauLs7MzKlSu5efMmBgYGYpigqakpIjGenp58+vSJX375hSdPngivW1tbGwMHDmTatGkcPnxYQKtWrVpFVFQUenp6oh/m6urK69evhR81Ly+PLVu24OTkxLlz51BRUREP/RcuXCAiIgI7Ozu6urqoq6vD3t6emzdvCrx9R0cHLS0tnDt3jnfv3jFjxgxWrlyJtLQ0VVVVaGhosGbNGg4fPsz3798ZM2YMGhoatLa2snLlSiorK6mtraWlpYWNGzeKWGVlZSV79uyhubmZhIQEKioquHLlCn/88YeAO1y9epXbt2/T0NDAnj17kJKSorW1FS0tLaZPn05hYSH19fUoKytz//59AaAyNjYmJSWFpKQkDA0NkZSUFMqdyspKfv31V1avXs306dPJzc1FVVUVT09PGhoa0NHREZF7DQ0N7ty5w5w5cwgMDMTV1ZWLFy+ydu1axowZQ2trK3369AHg7NmzeHh48OzZM/Ly8jAyMmL58uXcvn2b4cOHIy0tjb6+Pm1tbfz888/09PTg6+srSKWqqqp0dXVhb2/PpUuXmDNnDnfu3KGlpQUbGxu2b99Oc3Mzzc3N+Pv7C+VAdHQ0P/74o4ANFBcXM3HiRC5cuMCAAQO4desW3t7eHDhwgA0bNnDnzh0aGhqwsLAgIiJCPEhs2LBBbMpDQ0PZtGkTgYGB2NnZYWtrKzZKOjo6pKenExcXh4uLC/3796eurg43NzeePn1KYmIiI0aMwM/Pj927d9PY2IiPjw/p6encvHkTAAsLC9F7y8vLw9XVFWdnZ7y9vTEwMMDS0pK9e/cKSXtzczNdXV309PQQHR2NnJwckZGRKCkpsXjxYjo7O4X+Z968ecybN4/79+8zefJkjhw5woULF+jo6MDV1ZXi4mI2btzIkiVLKCsrY8SIEQQFBdHZ2Ymfnx/Z2dloampia2vL1atXWb9+vRjKvnv3jps3b/L69WtkZWU5cuQIr1694sCBA5w6dQpFRUV27drFihUrmD17tohO6uvrc+rUKRQUFLh58yZjxozh6NGj7Ny5k4kTJ/L69WuR3uh1YMbExODg4CAODSkpKVhYWFBQUEB2djZeXl6EhYUJirKWlhYNDQ1s2rSJ7OxslixZQltbG+vWraO+vp6EhAQ+ffqEq6srJiYm3Lp1S/Sba2trkZeX58uXLyxdupSrV68K3UJvV6wX3qGnp0dDQwPV1dXCCVlZWUlHRweHDx/mzZs3+Pn50draipOTk4i/9/beq6urefPmDY8fPxZDrr59+xIdHc2QIUNQVlbm5s2bREVFCVrxrFmzGDVqFGfOnGHo0KEsXryY9evXs3LlSh49ekRAQADe3t64urry5csXVq1aJX72Q4cOUVpayvnz55GRkWH+/PnEx8dz5swZbG1tqa6u5unTp0RERGBiYkJkZCSurq7IysqKZ8UXL16goKBAbW2tSJDIysqir69PZWWlUAYoKyvz7ds33N3dqaioIDk5mcLCQhISEujq6mLLli3cuHGDefPm8fr1a5YvX05BQQFlZWVISEgQEBBAbGwsI0aM4O7duyxatIjQ0FCRTNLW1mbo0KF8+/aNv/76C11dXZycnJg2bRpnz56lvLychoYG3N3diY6OJjAwkJqaGnbu3ElPTw/+/v5MmjSJp0+fMmnSJF6+fCncv4cOHaKjo4OoqChaWlpQVVVl5syZnDp1iqVLl2JmZoa8vDwtLS2sXr2aoqIiZs2aRXBwsKgqPHjwgEGDBrFw4UK+fv1KamoqmpqaJCcn4+Pjw6NHj5gxYwa7du1iyZIlSEhI8OnTJ0Go/fvvv6mvrycyMpLm5mZKSkr4+eef2bJlCzt37qS8vFxEbisrK3n79i06OjrCdfr06VOGDx9OVlYWI0eOxNHRkVevXrFs2TIBecnIyEBKSgpnZ2dWrVqFu7s71tbWREREoK6uLsiunz59orOzk+XLl3P58mV8fHzo168fgwYNwtTUVHwWPD09ycrK4suXL6xfv56rV68K9cXkyZN5+PAhsrKyHDt2jLlz56KmpoaEhAQxMTG0trZy+fJlnjx5Qnx8PNu3bxe0V3t7exYvXsyECRPEkK24uJhhw4aho6NDXl4e6urqnDlzBldXV4YPH46UlBSpqanIyMgI00JISAiVlZX/vYMh/Edy7+/vn+zv7x/yP3+S/0d87+jv71/5f33j/8Zrz549/m1tbYwdO1bAUu7evSscZ3/++SebNm1CS0uLuLg42traKC8vZ+7cuVRXV5OamkpSUhIJCQksW7aMxsZGCgoK0NbWZsCAAdTX15OXl4eTkxO1tbXCx3f16lUOHDjA7du3hahSXV0dNzc3du3aJVb1CxcupKqqiqamJpqbm/n999+5ceMGHh4eyMrKEh8fz5o1a2hsbOTYsWN4eHigqalJV1cXSkpKghjV0tJCXFycENIePnyYo0ePYm1tzfv37/n27RtNTU1ERESwatUq/vrrLxYsWCDko5qamgIQEh0dzdGjRykuLiYqKoq8vDy8vb1pa2uju7ubwsJCzMzMBI3p4MGDODk5MXDgQIEktra2prS0FGtra2JjY4Wn8dOnT/Tt2xclJSVMTU3p27cv06dPB0BXV5fg4GBR/u+9KUdERDBt2jRev37N7du3OX78OC0tLaSnpzN06FAeP34syKWVlZVMmTIFLS0tLl++jK2tLQkJCeJm1bvunzZtGo2NjXR2dvL06VN0dXVRVlamvb0ddXV14uLiBD3Pzs4OfX19rly5wowZM7hw4QIeHh4UFhYKketvv/0m/H690cXw8HBevnzJ4sWLBayhrq6OQYMGUVtby9y5c5GQkODRo0cMGDCAgIAAMc2bMWMG8J9ISO8B9cyZM2RmZmJmZkZmZiY2NjZERUUhKSmJvLw8jo6OaGlpYWFhQVVVFe/fv8fCwoLq6moePHiAubk5T58+FR7L0tJSYmNj8fPz49q1a7i6ulJUVCT6cHfv3iU/P5+IiAgMDQ25dOkSvr6+/PPPP2Iref36dXbv3s3PP/+MlZUVoaGhlJeXk5ubK2AHGRkZdHV1ISUlRWRkpEDEW1paEhYWRnNzMxs3buTXX39lzJgx6Onp0dnZSWlpKevWraOxsVH4DtPT03F2dsbQ0JCYmBgMDQ1RVFQUomhvb28uX77MoUOHqKysFCCTiRMnMnLkSIyNjfn+/Tuurq7U1NQwYMAAQkNDsbe3Z8SIERQWFlJcXExERITQPXh7e6OgoEBNTQ3btm0jLCyMz58/iynl+/fv0dbWxsrKCg0NDUJDQzl+/DhjxoyhuLiYjo4OEhMTGTBgACtXriQ0NBQTExNu3rwpYpy93YXIyEja2tqYOnUqN27coKWlhUePHtHa2sq2bdvE7/revXsCv6+rq8vo0aORlpamubmZ8vJytLW1kZSUJD8/n/nz54t/3tHRwZs3b4iOjmbZsmUEBgbi5OTEvHnzaG5uxt7enqdPn6KmpsbUqVNFRCsqKorGxkZ27tzJqFGjxDa3u7tbyNNVVVWFumT8+PH88MMP5Obm8uHDBzHACQwMpKSkhOHDh/Ps2TOMjIxQVVUlPDycrq4uqqqqGDNmDCoqKgIk1XutPXjwIJqamlhaWgqvVlBQkHCM9gLFVq1axePHj0lLS0NRUZE3b94QFRVFWloaMTExgt57+vRptm7dyuTJkwVQoZfOaGZmxtevXzEyMsLV1ZVr167h4uIiPjumpqbExcUJIqCEhIToh5SXl3Pp0iVOnz7N9u3bhRMtOjqa2bNnc/bsWe7fv4+vry9xcXEYGRlx9uxZJk+ezPXr18nMzMTZ2ZkTJ04IV1xraysuLi5kZWWhoKDAyZMnmTRpkpiC6+jocObMGfr06UNmZiaenp5s2bJFXD8DAgLIzMxESkoKAwMDFi5cyOfPnxk9ejT6+vp8+vSJ6dOnU1payoEDB+ju7qarq4vs7GzRq/r99995/vw5v/32G8+ePaOtrU0kI/T19blz545wdQ0bNoy0tDSB0T958qSI/hUXF3PmzBnRMRw2bBiurq6Eh4eTl5cnpOdjx44Vsa09e/bg4uLCggUL0NXVZfv27Rw/fpyff/4ZCwsLxo0bR3t7uxgg9t4z7t69S2xsLIsWLUJKSopNmzYJCuSbN29ISEhg8ODBzJs3j48fPyIvL09BQQEjRozAxMSE6OhoXFxciI+PR1NTExcXF/bs2YOqqqq4z0pJSbF7924RRT548CAeHh5UVlYyevRoTpw4gb+/P+bm5mhoaLB9+3YGDx6Mu7s7JiYm6Onp0b9/f9GVdHd3R1pamqSkJIYOHcr06dPR1dUlOzubhoYG5OXl8fPzo6CgQEBfhg4dyvXr14mPj6exsZHY2FiOHTvGt2/fsLOz4+PHj3h6eqKsrMzJkycZMmQIubm5zJ8/nxMnTnD9+nVMTU1ZunQpdXV1orpy/fp10bnrTSdt2bKF0NBQ6urqmDp1KrW1tfj5+QkCr7a2Nt+/f8fW1papU6eydetWRo0aRUBAAOHh4VhZWTFgwAAsLS1pbGwkOTmZ3NxcGhsbuXXrllB/PX78GDc3N1xcXMR91dvbGw0NDd69e0daWhrKyso8efKEbdu2sXfvXpYtW0ZERAQSEhJ8+PABCQkJpKSk0NPTE/HRS5cuYW1tzahRozAxMUFXV1e4PX19feno6ODkyZN8+PABe3t7Jk6cyIcPH8jNzUVBQYEdO3YI6ruSkhKTJk3Cx8cHY2Nj7t69i46ODtHR0UycOJGuri6qq6uRlpamvb2dffv2kZqaioSEBE+ePMHPz48NGzYwZcoUKioquHPnDj4+PpSVlTF48GCsrKx48OABDQ0NBAQEYGNjQ1xcHK2trRw+fJgrV65w6dIl4Vbs06cPd+7cYdGiRXh4ePDt2zecnZ159eoVALNmzeLo0aPcuXNHaMNSU1OpqqoSXfvbt2+La2Hv/4cZM2Zw7do1mpubCQkJwcHBgeHDhwuV2adPnxg0aBAdHR3ExcWhpKSEn58foaGhdHd3U1NTg5mZGWlpaaioqLBr1y50dHQICwsTQ71evoGuri4lJSWUlpYSERFBd3c3w4YNo7y8nPb2dg4dOkRFRQVeXl7iedTNzY3z589TXV1NcXExt27d4s8//2TChAm4u7sDEBUVhbW1tUj9fP/+ndWrVxMWFiYMAL0MAkdHR8aPH8+TJ09ISkoiOjoaHR0d7ty5w/Tp0wkKCmLo0KFcuHCBU6dO4enpyZ07d7h79y6ysrIoKSnh7+9PZWWl8GsnJibS1NTEggULWLRoEZ2dnVRUVPDlyxeampqEW93FxUWoRE6ePMnQoUPx8fFh7Nix3L59m7a2NtTV1dm1axd79uzBzs6O7Oxs3r17h5OTE1VVVeK7tX79ehoaGlBSUmLPnj2YmZlRUlLyXxXc9927d2+Hv79/z//39wbu3bv3LHDc399/3//1jf8br4MHD/rb2NgwdOhQvnz5AoC8vDxhYWHk5eVx6tQpmpubaWtrw9TUVPRiekEmSkpKVFZW4uzsLIhzb9++FVqFwsJCgeb38/MjMzMTCQkJUebX1NQUBw0bGxsUFRVRU1MTQt3U1FQ6Ozt59+4dZWVlDBkyhMrKSkxNTZGRkWHWrFk8efKE7u5ufHx8ePPmDVZWVlhaWgoE/dChQwUpMzU1VXSx0tPTkZOTE/E9X19fOjs7hVC0b9++aGtrc/v2bTF5OH36NKtWreLChQvCndcbwTxz5gw+Pj5s3ryZpKQkQUH09/enrKyMS5cu8fHjR0aPHk1zc7NAA3t5edHU1ISvry/x8fEYGBgQFBSEvr4+37594+bNm6ipqVFWVsbSpUspLS0VYJCYmBjk5eXx9/cnPz+fvXv3cuLECe7du0dtbS3Tp09n9uzZAjKSnp5OQkIC+vr6mJub8+DBA8aMGcOqVavEjcTExIRTp06JSXBiYiLm5ubIysri4eEhaKKDBw+msrKSwsJCUlNTSU5OZtKkSURERDBnzhwyMzPx8PDAysqK/fv309PTIy7E8+bN4+XLl3h7e/Ps2TPs7e0ZOHAgixYtIiUlhZiYGKHCkJCQwNjYGAkJCaH86FVuqKurIysrKy6gysrKglb67NkzHj58SGlpKXfu3KGwsBALCwvq6uo4ceIEXl5eyMvLc+PGDcaPH09lZSVjxowR08clS5bQ3d2NpKSkoLVqampSUVGBrq4uSUlJHD16lOHDh3P69GlkZGR48eIF9+/fR1pamtzcXE6cOIGnpye3b98WYJh169ahp6dHT08PWVlZbNq0iVmzZmFiYoKCgoI4gPfCPNauXcvVq1dZtGgRGhoa1NfX8/DhQ3bs2IGKigpv377l7t27AlwzZswYzMzMiImJEQJ2IyMjVq5cydu3b1m9ejXnzp3D0NCQ7u5uenp6kJCQEA8DvbGQBQsWiO/t3r17UVdXF1TUnp4e5s6dS3h4ON7e3nR3d4vPnLS0NJGRkezbt09ER4ODg/nxxx8ZPnw43t7ehISEUFFRQW1tLTNmzODGjRtMnz6du3fvMmHCBBFrLSwsFEoTJSUlVq1ahbGxMRs2bEBHRwcVFRURz1VTU+Px48eYmJggJyeHrq6u6NJlZGRw7do1zM3NaWhooLKyEnV1daqqqoiKisLPz4/u7m42bdrEuHHjWLp0KZcuXRI6A3Nzc9rb28nNzcXIyIhdu3bxzz//UFxcjI2NDRISEtjb26OtrS36LzY2NqiqqvLhwwd0dHR4/vw5dnZ2zJgxA19fXyEiHzZsGMrKyhw7doxhw4Zx+/ZtWltbGTZsGAEBAYwePRo1NTXs7OyoqqqisbGRoqIiAYqIjY1l+PDhmJiYoK+vLybjV65cISAggOLiYnJycnBycqK6ulokQI4dO8a9e/eorKxERkbmf/27vQeYjIwMdHV1CQ8PZ9y4cVRWVtLV1cXAgQOpqKhg3LhxbN26VaQxNmzYwLFjx5CUlMTMzIzFixfT1NTEtWvX+PjxI1u2bGH06NGsW7eOnJwccnNzWbNmDUlJSUyePJmkpCQxnDt+/Djnzp1DWVkZWVlZJkyYQGlpKcOGDePkyZNs2LCBoKAgJk2axN27dwU1dPHixdy7d4/GxkYuX77MqFGjUFBQ4NWrV9y/f59ff/2VyZMns3z5cvwrBY54AAAgAElEQVT8/AgJCUFCQoKnT5+KDXavGickJIS0tDTi4+OZNGkSDx48YNasWXR0dHD27FlSU1N59uwZGzdu5OLFiyQlJbFo0SLS09MFkGHPnj3Iycmxdu1aPn36hL6+PtXV1Xh5eYkNxtChQ2lra6O+vp6LFy+KQyHAihUrWLx4Mb/99huenp68e/eOOXPmUFpaSnd3N/X19cycOZNXr17h4+NDfn6+4ARcv36dcePGCdhQbW2tGEr1pmuePHnCyJEjmTJlCu3t7SgpKVFeXs6oUaMwMDDg27dvyMnJ8fz5c2bNmsWqVasYMWIER48exd7eni1btgilTnBwsNC3FBcX88svvwiQzPbt29m6dSv//vuvcJkmJCSQlJSEpKQkWVlZzJ8/n5s3bzJ48GAGDx7M169f0dHR4fXr1+jo6FBfX09ZWRnd3d1MnTqVnp4eAgICUFFREe7fjo4O3r9/z+bNm7l9+zYfP35EW1ubzMxMdHV1WbVqlRB+a2ho4O3tTUREBDU1NeTk5JCfn8+///6Lr68vHz58oLa2ltmzZwvIzfjx4wkNDcXS0hL4j6fvy5cvAtwRERGBjY2NYDR8+PCBFStWkJiYiIWFBdu3byc9PV3Ak3p7k6mpqfT09JCdnY23tzcvX76ku7ub+/fvM2HCBFatWkVJSQlWVlYAZGVlkZWVhbu7O2lpaVy5coXk5GSWLFnCuXPnWL16Nfr6+oSHh1NUVIStrS0SEhKMGzeOyMhIFi1ahJmZGdXV1ejp6aGhoYGDgwPbtm2js7OT7Oxs3NzcePz4Mffv3xeAIoCkpCQ2b97MxIkThWZk8+bNtLS08ODBA4YMGcLx48cZO3YsJ06cwMbGhrVr13L//n3i4uKYMWMGTU1NLF26VFwH9u/fT1ZWFrNnz0ZSUpKkpCSioqKYMGECmpqaREZGYmRkRGxsLBs3buTo0aN4eXlRU1PDxIkTSUtLY/369Zw/f54RI0YQGRnJ6NGj+eeffwgNDeWvv/5iw4YNKCsrY25uzsGDB4mLiyM1NRUnJyc+f/5Mbm4umpqa/PbbbyL2bWtrS2BgICNGjCAmJgYZGRlRd/Lz82PVqlWEhIQwaNAg9PT08PPz488//yQ0NJSUlBSGDx+Os7Mz9+7dY/LkyRw/fpyCggJWrlyJlpYW3759w8/PDz09Pbq7u9HX12f//v3s2bOHgIAAPDw8KCgoIDk5GTk5OQYNGoSBgQEBAQEoKyvj6+uLpKQkDg4OhIeH8+uvvwpAkaOjI21tbXz79o3o6GhOnz7NiRMnMDQ0JDk5GWVlZbS1teno6KCuro7ffvuN0tJSMjMzGTNmDAsXLmTfvn389ddfpKWloaSkxIABA/j06RN9+vShoKCAkpISenp6sLCwwNXVlcuXL/PLL7+QlpbGs2fPGDx4MOrq6pSWlrJ27VrmzZtHYmIi69evZ+TIkTz/f8y9eVSP+9/v/2jWoIhGmhWKJBoMO5UoioSSmbAzRRubnbGMmW1T27AzZB5jk1JEbDRookhJs0qKUkp0nT/23Xt977PO+Z7ffda51/pda7Xko66PPn2u6/1+vV7P5+MZF8e2bdswMDDAz88PNzc3MTl3d3cnNzdXxHLY2tpSW1tLc3Mztra2BAQEiNpAVVWV0aNHc+LECXHNPXz4kCFDhmBkZERlZSXh4eHCU9lumWsHqb148aLd1vD/vjCUkZExDgsLSwJ2AUFhYWGvw8LCPoaFhZ0HtgMWgMz/nwrD9nH/7NmzKS8vx9TUVJjbv3z5gra2Nn5+fqJb2N71cnR0REFBAXd3d9ra2khPT8fQ0BBdXV2UlZVF1EV+fj79+/fn5s2bbN26leLiYtLS0rCxscHb25uIiAjU1NQE0n348OF4e3vT2PiP4tbExARTU1MmTJhAVFQUjY2N6Ovrc/36dWRlZVFQUBA0q5SUFGF4t7e3p7GxESUlJRQVFTl+/DgGBgbs27ePpKQk/v77b9FF+PLlC5MmTeLcuXPC45Kfn8+dO3eQk5PDzMyMnTt3Mnz4cJ4+fUpwcDDHjx9n7NixItetuLgYFRUVrl27JpDOioqK3LlzRxDqPn78yLBhwzh27BgjR47EwcGBS5cuoaamhr6+PhoaGpSVldGpUychrxs7diy9evXizp07NDc3k5+fL7J12traGDx4MEOGDKFDhw4EBQVx4MABVqxYwYwZM9DR0eHOnTuUlZVhYWHBwIEDsbKyEhKQ9PR0WlpaSEpK4tOnTzQ2NrJ06VIhtWknfrq6uorMpoKCAiZMmICSkpLwnSxbtkzk/rRTPFtaWrh7966gvHbo0AFzc3PGjRtHfn6+gD+MGTMGPT09evbsKQKh228iVlZWxMfHk52dzd27d1m0aBEjR44kIiKCbt26sWXLFkxNTfHw8BBZdzo6OqK7r6OjQ0VFBZIk0adPH65du0aHDh1wc3MTJE0HBwc0NDSoqKgQ3jAZGRnCw8ORJIkfP34wb948qquraWtrE5OEnj17CjhD+0Zg9erVREREcOPGDebOnYumpiYTJkxAS0sLGxsb1NTUUFdXF3TV169fM2DAAHbu3Cm8YMXFxbx9+5YuXbowZMgQMjMzqa+vx8fHhzt37jB06FA6duxIZmYmSUlJdOrUiblz5wpDtY2NDR8+fCArK0sQTlNTU3n79i3R0dFoa2uzbds2Pnz4gIaGhqBxvXv3DmVlZbS1tfH392flypU0NDRgZGREYWEhmZmZuLm5UVZWRmBgIKmpqcyZM4fw8HDhibx79y7jxo1DX1+fZcuWYW5uLuiW165dIz8/nxcvXjB27FiSk5MFjn7Pnj0kJCTQ1NREbW0tgwcP5tSpU4SEhODi4oKMjAw5OTmoq6uTnp7OtGnTxFS1fRp66dIlduzYwfPnz0V2UVxcHPn5+cjKymJhYYGFhQXOzs5CInnp0iV69+7Nx48f2bZtm8glTUpKwtLSUnTvc3NzycvLExK5/v37ExsbK7LgHj58yNu3b/nx4wf19fVUV1fT1NREQ0MDffr04dixY4SHh6OkpERubq7wsJmZmXH58mV0dHRYuXIlCxYs4Ny5cxQUFNCxY0ccHR05fvw4KioqKCsr4+DgQKdOnUSelq6uLsuXL0dWVhZPT0/Cw8PJzc3l2bNnLFmyRFCWS0pKGDZsGBMnTiQ/P5+XL18SGxvLkiVLsLOz48iRI1RXV6OoqEjnzp159uwZrq6uaGpqCuT9169fBR22oKCA58+f8/XrVwYPHsynT5+En65///707t2boqIitLW1yczMJCAggPz8fObPn8+JEyeE3HD27NnCC52QkMCDBw9Yv349jY2N5OfnC8WCmpoaffr0ITIykhs3bgjo0uHDhxkxYoTwoffp0wdFRUUWLFiAJEnMmDEDTU1NATdqB73o6+ujpKSEuro6t27doqioiPT0dJHTeezYMRE47uLiQkREBIMGDcLf3x9zc3N8fHzw8fHhx48f+Pv7c+bMGaysrMjOzsbGxgYNDQ06dOjAhw8f2LNnD+fPn8fa2prm5mYqKyvp0KED9vb2nDt3jqamJuLj49HT0yM3NxdfX1/Gjx9PfHw88E9cxZo1awQYzN3dHW1tbfbu3Yufnx9nz57F2tqa9evXiyItNTWVwsJCbG1tiYuLo7m5ma9fvzJ+/Hj09fVJSkoSG7K4uDg+f/7MvXv3OHDgANevX2fw4MHCDxoWFsbt27f59u0bxsbGrFmzhqSkJNEYbI8HevToEbW1tXh4eFBaWoqysjJGRkakpqYSFBTEjh078PHxobW1lRcvXtCzZ0+OHz/OuHHjGDZsGHZ2dgJ21x4T0e7PX7t2LVu2bGHv3r2oq6vTtWtX5s+fT2BgIE5OTmRnZ5OTk8Pu3btRU1MjKSmJt2/fsnLlSm7duoWJiQmhoaFUVlby7Nkz7O3tuXnzppCT1tXVCR/f48ePmTZtGkOGDBGRIJqampSWljJt2jSysrIwMjJCR0eHjh07oqenh4ODA2fOnOHUqVM8ffqUtWvX8u7dO06fPk1+fj43b94UWce3b9/GxMSElpYWnj59SnZ2Nq9evRJZnkVFRejo6GBjY0N6ejorVqzg+fPnqKurc/DgQTQ1NdHQ0GDJkiXIysry7NkzDAwM8PX15cKFCxw7dox58+Zx8uRJbG1t+fTpExcvXmTp0qVcvnwZZWVlFi9eTF1dnYCptEfdaGtrU1lZydWrV3nw4AFpaWnU1dXh7e1NSkoKbW1teHl5YWJiQmpqKnv27BHvy9OnT5OVlcWIESN49uwZqqqqPH78WBBS9fT0aGlpQU1NDRUVFcLCwnB0dBSTID09Paqqqrh37x6XL1/Gzs6ODx8+oKmpKYAsT548YceOHdTU1KClpYWTkxOXL18mMDCQM2fOEBkZibe3Nw4ODvz48YPXr19z9+5dtLW12bVrF7a2trx+/ZrU1FRKSkpExmRjYyMeHh40NzdjbGxMcXGxYElYWloyc+ZMfHx8WLx4McOHD6dz584sX76cuLg4BgwYwOHDhykqKqK+vp5nz56xatUq5syZI+j1/fr149WrVzQ0NPDnn3+iqKjIvHnzSExMZP/+/URERDB37lyOHz9OS0sLPXv2pKSkhIKCAvz9/YUkuh1yVVRURFBQEBcvXuTly5dUVlZSVlbG3LlzWb9+Pdu2bcPT05NOnTqJa7Vfv36cPXuW+fPnM3ToUGRlZUlLS2PkyJEkJyfj5OQkGrwGBgZcu3aNcePGER4eTkpKCpaWluTl5VFSUoIkSYKE2h7ZIisrS2RkpOAltNcI7ayQJUuWoK+vz9u3b4XyqX2P/fjxY0xMTLh48SJFRUU8fPiQFy9eYGxsjIODA9euXeOPP/5g4cKFDB06VFybs2bNQl5enq1bt6KmpiZIsD179mTTpk14eHgwbNgw1q1bx/r16ykvLyc1NfU/ZZeeOnWKXr16sWLFChwcHMjMzPx/XxiGhYUdBZz5BzSjDIwAXP/jTxmgFTgZGhr613/1if87jt27d4fKyspia2uLubk5e/bsoW/fvjg7O5OcnIyzszOZmZnU1tZibm7OsWPHCAgIAODjx4/ExsYC0Lt3b5SVlRk2bBhpaWl0796d5uZmDAwM6NOnD1++fBHghpSUFEaNGsXTp08pKCjAy8tL5NkZGRlx5swZLl26xKhRo6irqyM6OprPnz9TXl5OYWEhgYGBREVF0bNnTz58+EBZWRm6urpERkYycuRIRo8ezfv37zlw4ADOzs50796dkpIS3NzcePv2LZaWljx58oQlS5ZQV1eHjIwMCxYs4MOHD9ja2oosw4qKCq5evYqysjLNzc3MmzeP0tJSYZyvra0V+YoDBgwgKysLX19fceHIy8szfvx4ampqGDBgAMeOHcPT01OEKNfV1fHmzRsGDBiAu7s7tbW1DBo0SARtZ2RkICMjg5OTE2/evBHTouzsbHr37i0Ij9euXWP06NGsWLGCpKQkXFxciI6OFkjwgwcPMmzYMN69e8fo0aN5/Pgx27ZtE+ZeNzc34R3q06cPvXr1wtLSkuTkZFJTU8Umz9bWFi0tLRwdHdmwYYOQyrTDclxdXcUmfNGiRWRnZ7Np0ybk5eVJSUlhxIgRlJWVoaqqKjytnz59IjIyEg0NDcaMGUNrayvnzp1j9uzZHDp0iHfv3hEQECC+T5Ikdu3ahaGhIZ06dWLy5Mn06tWLEydOCOndmTNnUFJSQklJCQcHB+7evcusWbNoaGgQZMSOHTsiLy9PSUkJCxYs4I8//iA8PJzy8nJ27NhBp06dSEhIID09HQMDA3777Te6du3KyJEjKSws5OPHjygqKjJz5kyePn3KmTNn+OWXXygtLeX58+fMnTuX169fo6amxuHDh3nw4AFXrlwRAfTtkKKpU6diamoqYExJSUn06tULDQ0NDA0NuXDhAjIyMtjZ2bFr1y6sra05deoUHh4ezJkzh9OnTzNt2jT09fU5cuSICDdvb2ycPXuWsLAwTE1NqaioYNmyZeTk5FBaWkqfPn0ETdTd3Z2ioiLk5OQICgoS+WQzZ85EVlaWR48eISsri7W1Na9fvyYzM1OANpSUlESmqYWFBZIkUVlZyfTp00lKSsLPz4+tW7dSWVnJqFGjmD17Np06dSI9PZ2mpib09fVRUVHh8uXLnDhxAg0NDdFt7tChA+rq6sL/cOjQIdauXcvy5cupra0lNjYWJycnlJWVmTRpEjdv3sTX1xcrKys0NDTQ19dHVlZWIPi7desmPK/t+Ho3Nzeio6ORk5OjqqqK6dOnC6mYvr4+enp6LFiwABsbGxQUFDAzM2P27NmEhoZibW3N4cOHcXJyYt68eXTv3p3jx49jbm6Ovr4+v/zyCykpKXz8+JGzZ8/i7u7O9+/fBcRnwIAB9OvXj127dmFhYYG2tjZv3rwhMjKS/fv306FDB96+fUtkZCQfP34kNTUVdXV10Thoh720h/O6uLiQmJjIhQsXMDU1pVu3bty/f599+/bR3NwsaH/V1dXs2rWLQ4cOsWrVKqqrq3n79i1Tp04VXXN7e3uysrLQ1dXlxIkTnDlzhsTERFJTU2lqahKb2q9fvwoZePsmrnfv3tjZ2ZGTk0NiYqLItqupqcHd3Z0JEyaQmpoqaJpNTU0YGRnh6elJY2Mj9fX1pKamMnLkSEJDQ1m8eDHz588X07eUlBS6d+9OfHw8vr6+5Ofn06FDBwYPHkxqaiqrVq1i7dq1XL9+nfz8fNLT0zl06BD19fVER0dTXV1N//79uX79OiEhIdy/f589e/YIEq2ioiJr165lzZo1JCcn8/LlS968eUOHDh149uwZgYGBTJs2jfr6egECa88DvXHjBnJyciQnJ6OhoYGRkRGtra3CP9kuIVNVVaWpqQkzMzOKiorQ19fHyckJExMTPDw82Lt3L/BP9qStrS2HDh0Sm+Vu3bqhqqrKjRs32LNnDyUlJaiqqtLa2oqrqyu9evVi6NChgk7dt29fHj58yLBhw6iursbGxgZzc3OioqKYP38+06dPR1NTkwMHDuDr60u3bt3Q09NDU1OTwsJCli1bxt27d9HR0SE8PFzch+rq6vj555+5ffs2paWl7Nq1i379+jFo0CAhoX/37p0gBpaXl3P48GGUlZUZNWoUcXFxLFq0iFWrVrF06VJSU1PJzMzE1taWU6dOIUn/CK5UVFQYOXIkr1694vnz53h7e+Pq6oqfn5+Qx/r7+/Po0SOqq6vp0aMHgwcPpqysDDc3NyZPnszmzZv5/Pkzq1at4v79+xQVFZGbm4uZmRnXrl1j7ty5AiTU/rO4u7ujpKREfX09SkpKaGtrc/XqVWxsbFBUVOTy5cui0eTn58fIkSMZMGAAZmZmrFu3DjU1NWbOnElZWRnOzs7ifqOmpsZvv/3G8uXLCQ8Px93dnatXr5KXl0dRURExMTHU19czevRoVq5cSX19Pb///js1NTWkp6dTUFBAcHCweH/p6Oiwdu1akXn65MkTampqCAoK4tatW/j4+HD79m1BpfX398fPz4+AgACys7OJiIhg8+bNFBYWChVRO0SvW7dujB07lpycHOzs7Fi3bh0uLi6YmZnR2tpK586dsbW1FcqOZ8+e4evri7m5uch6bb9eVFVV+fTpEzt37qRXr17MnDmTkpISZGVl8ff35/Tp04wcOZLOnTtTW1sreBCvXr3iyZMnwju5aNEimpqa6Ny5M6mpqURERBAfH09JSQmjRo3iyZMn7N69myFDhmBoaEh5eTmDBg3i6dOnYk9mZWXF5s2bcXJyQkZGhgcPHtC5c2c8PT1pamoiKyuLgoIC4d0cPnw4hoaGdOnShZ9++oni4mIBZ2lubiYvL4+jR4+yZcsWvn37xvbt27G1teXBgwfExcXx/Plzka1qY2PD5cuXRXO6ndyqq6tLu7WrfZI3depU9u7dy/Tp07lx4wYlJSXk5eXx/v173NzcSElJYcWKFUyYMIG9e/dSU1PDiBEjyMvLo6amhr/++ouQkBBOnTpFeXk59fX12NjYCFVKZGQk48aNo7i4WMS9tVuGDh48yPTp00lPT+f8+fPCEhIUFMTevXsJDAzk3r17TJw4kaqqKn7++Wc2bNjA2bNn0dLSwsPDQ8DJ3N3dxVpYVlaGoaEhbW1tBAYGEhgYSEhICMHBwcjJybFw4UK+ffuGvb090dHR3L59G1tbW86dO4eVlRVXrlxhyJAhBAYG0qFDB06ePEl8fDxxcXFcvHiRTZs2ERISQlZWFvv378fPz4979+6hpaXF+fPnOXLkCGpqahw5cgQfHx/y8vKwtrZGWVmZtLS0/5bCcD+gCpwBXgCOgCHwDdgPTJIk6fx/9Un/u44tW7aEtpN6WltbcXFxwdraWnQU2/MDCwsLefbsGWPHjkVLS4uMjAzMzc2FGd3Z2Zm//vqLkpIS3r59i62tLfX19WhqatLQ0IC+vj7KysqoqqoC/9CA9PX16dixI7GxsbS2ttKzZ0/09PR49eoVZmZmNDY2YmVlhZycHDY2NjQ1NeHp6YmLiwuvX78W05j2oOiSkhIKCwv59u0bpaWljBw5kqqqKlRVVRkxYgT37t1DXV2dYcOG8f79e5EN1aVLF3JycigvL8fJyUlIQBwdHYmPjxcylfa8oo4dOyInJ0dUVBTFxcXY29sTGhrK5cuXefHiBaNGjeLu3bsMHjwYTU1Nampq6Nq1K0pKSsJLcfHiRWbNmoWGhoZAg798+VJQMttvyPHx8Rw6dAhVVVWxULSHvoeHh3P58mWmTZtGly5d+Pr1K87Ozvj4+KCrqyskbC9evMDb25sLFy4gLy9PY2Oj6Di2X7SSJOHi4kJ1dbV4jdauXcvEiRNRUFBgyJAh4mbaTnDV1dUVgInZs2czffp0EeJtZ2eHm5sbiYmJ7Nq1C4Djx4+zbds27t27h62tLbdu3SIgIAAHBwcxcQ0MDGTZsmW4u7uzfPlyRowYQUFBAWZmZlhYWODi4iI8hnV1dRQUFIjIAX9/fwwMDDhx4oSQELZHFbTfBGtra9HU1GTBggWoqKjQ3NxMRUUFPj4+5ObmMmTIEDQ1NenUqROnTp3CwMCAQYMG0bdvXzIzMzE0NCQ5OZkVK1agqKiItbU1bW1ttLa2Av80S4KDg6mtrcXZ2Zn8/HxCQ0OJiorizJkzQlY9ceJEWlpaaGlpEZKurl27YmRkRK9evVBQUBA5nlZWVpw/f140XpYsWSLkb4WFhbi7u5OdnY2xsTGurq6YmJiwfft2unTpwq1bt4iKiqJz586oq6tTWlqKra0tzs7OnDhxAgMDAyZNmkRqaip2dnaUlJRQVVWFv78/SUlJnDp1ipkzZ5KSksLEiRM5d+4cLS0tFBcXU1hYyI8fP7C1tWXnzp1YW1vj4uLCtGnT+PTpExkZGbS1tVFVVYWdnZ1oCP0rTdDf35+wsDAuXbpEbW0tiYmJaGhocOHCBWxtbYmPj2fevHnY29sLr0VCQgI1NTWoq6sTGxtLcHAwq1evRlNTk5iYGO7du4eHhwfe3t4CwPLmzRtycnLw8vLi0aNHTJo0iblz5zJnzhwBJxo9ejSWlpaimxwcHCxw1u15pREREVy9epXm5mZ69Ogh3leJiYkcPHgQExMT1NTU2Lx5M8HBwcKHu2jRIpYuXUpbWxsmJiYMHDgQY2NjKioqCA8Px9bWlvLyckG2bAeBGRgYCGJoO8a/traWlpYWtmzZwokTJ/Dx8UFHR4f79+/j4OCAlZUVRUVFzJ8/n8bGRpHDamhoSEVFBY6Ojty+fRsjIyM+f/7MwYMH0dDQAGDKlCmMGDGC58+fExsbS0xMDKdOneLr16+MGTOGpqYmVFRU+P79O1evXiUmJgYzMzOGDx9O37596dixI6dOnUJdXV14bry8vFi6dCl1dXXIy8vTu3dvQcGeNWsWu3fvZs6cOaSnp/Pw4UO6du3Kli1bWLRoERoaGqxfv56KigpmzJiBmZkZwcHBFBUViaysvXv3Ul5ezufPn3F2dub9+/c4Ojry4MEDNm7cyPjx4wWB+dGjRxw9ehRzc3N69uzJ06dP2bp1K4WFhezfv5+RI0dSWVlJ7969+fTpEz/99BMZGRlMnz4dLy8vNm/ezJQpU7h69SppaWlC7t61a1e+fftGjx49OHv2LEVFRbx8+VIUt9++fUNeXp6ePXsyZ84c6urq0NLSwtTUlMOHD9OtWzdevnzJ2LFjWbZsGQMGDBDwmZqaGiorK3F1deXdu3cMHz5cWDA8PDzYunUro0aNIiQkhE+fPgkbRHNzMw4ODpiYmPDu3TsqKyv5/fff6d+/v1C5PH36lMOHD7N9+3Y2btwooCpjx44lLCyMnj178v37d4qKipg4cSJubm5MmjSJ6Oho4uLimD17NrW1tfTt25cRI0bQrVs34Tlul6HGxsbi7OwsGr+9evXCzMyMRYsWMWXKFAICAujVqxdVVVXk5+cTExODt7c3SUlJuLq6cuXKFbS1tVFVVRW+3YcPHwoP0ocPHxg8eDA5OTnExcXRoUMHNm3axJ07d9DX16e0tJS5c+cybdo0EhISKCoq4u7du5w+fZqwsDA8PDw4f/48FRUV9OjRg+vXr/Pzzz/To0cPMjMzSUlJYcqUKYSGhtKrVy/hV7OwsKBv377Y2dkRGRmJq6sr2tra/PzzzyQkJDB8+HCam5tRUVFh1KhR7N+/HwMDA9LS0vjzzz+ZOHEivXr1EpI7FRUVbGxsCAoKEpm/bW1tjB49mtDQUAYNGoSHhwdPnz7F2dlZ0H2VlZXJz8/HyMhISIwvXrzIoUOH+OOPPwgICODRo0e0trZSU1PDmjVr2L59O5IkCQhap06dMDExoampiR07dnDr1i0GDRrE33//TUBAAEpKSoSEhDBv3jzu37+PoaGhkD4rKSmJyWN0dDTm5ub8/PPPPH/+nGnTpmFpaUl2drZQen3//p2GhgYUFARb2xIAACAASURBVBTYv38/vXr14t27d3z69Inbt28zZswYPn/+zLp160Tc2Js3b+jevTt5eXmsXLkSNTU1iouLSUxMZMCAAZw4cYKMjAxOnDjBL7/8QmFhoaBcOzg4ICMjI4j4dXV15OXl0alTJzZs2MCLFy/466+/mD17NsOHD2fVqlXs3r0bSZJ4//49cnJy+Pn5YW5ujru7O+Hh4Xz//p3FixcTGhrKq1evWLBgAUeOHCE6OprRo0fj4OBAYmIiLS0txMbGsnDhQiorK4mIiCA8PJzs7GySkpL4+PEjkiTR1tbG2LFjKS4uRlNTk5kzZ5Keni4+t7OzQ0FBQTTdnj59irq6OhUVFSQnJ+Pt7c2sWbPo1KkTPXr0+E9TQlVVVT5//syIESP47bffyMvLo6GhgdOnTwu6fEtLi4iia/fdvXnzhpaWFv7++2/hb0xPT+fp06ecPXsWV1dXYmNj+f79uyDFHz58mE2bNgny6KJFiwRjY9myZcTExAjf97lz58jPz2fbtm18//4dSZLIyclhxYoVKCkpsXnzZhoaGggODmbdunWYmpoye/ZstLS0ePnyJa9evRLqqXZZaEBAACNGjMDIyIh169YJVeGTJ0+IjIxk0aJFVFVVUVBQIPakHz58oKCgQPzeTp069d9SGIYDBZIkuYWGhl4PCwubDHQBvCRJiggNDf3yX33C/85j27ZtoZ6enhgZGYkuZ7su18XFBXl5eUHE09TUFIu7qampKChMTEx49OiRAHPMnDmTI0eO4ObmRnFxMc3Nzdy9exc3NzcyMzNxdHTk48ePdOzYEUNDQyZNmoSioiLV1dUkJyejq6uLra0tNjY2bN26VUQqqKmpYWdnx+bNm5k9ezbnzp1j+fLlXLhwgba2Nk6ePMnChQs5cuQI1tbWdOrUSZi3+/XrR1VVlaAwOTk5kZWVRV5enpBn6ujo8ODBA8aNG0d8fDwbNmygpqYGNzc33NzcOHHiBKWlpRw+fJioqCiSk5OZPn26CIZuz7M6f/68CP7Ozc0V4dsjR47Ex8eHmpoaysrK2LNnjwiIbl/A26VNcXFxTJs2jY4dO5KQkICioqIAgSQkJNClSxcsLCwYPXo06enppKWlIS8vj6+vL9euXePJkye0trYK4mi7t9PKyorGxkbhFbS1tcXY2BhnZ2c+ffqEqqoqcnJy3Llzh9jYWNzc3Lh9+zY2NjYoKSkRFRWFrKwsP/30kyhojYyM2LZtGxcvXsTMzIx9+/aJYGRtbW1ycnIoKytDWVmZNWvWYGxsTE5ODhYWFigqKnL06FHU1dXJyMggJSVFFAO//PILVVVVuLq68uLFCwIDA3FwcGDgwIHs37+fPn36oKmpyYMHD/j+/Tt9+/alqKiIIUOGEBMTw4QJE8QE8fTp05iZmXHz5k0qKipEKHRDQwM1NTU8fvwYV1dX1q1bR3FxMUpKSjQ3Nwuf3dOnT7GwsODFixd4eXnx8OFDbG1tef/+PaWlpeTl5fHhwwdWr17NzZs3sbS0FJj5mzdv8unTJ1JSUoSHzMzMjMDAQNLT0ykvL+fMmTNYW1uzceNGLl26JBbT9lgOe3t7FBQUePjwIfHx8YwaNUoQVaurq+natSsXLlwQEQ3t12u70fvSpUtisenQoQPZ2dloampiZ2dHXFwc3bt3Z+rUqZiZmTF58mTGjBlDUlISJSUlIi/J29ub7t27c+HCBRYtWkRSUhJfvnzB39+flpYWHj58SFBQEDExMbx+/Zr+/fszbtw4zM3NCQ0NFVJt+CcE2MrKShQYDg4OODk5iebLxYsXef/+PQMGDKCtrU3ksunq6hIRESHyHC0tLRk+fDgfP37E398fNzc3vL29SUxMpLa2Fjc3NzExHDp0KCkpKZibm/Pp0ydcXV3x9/cnOzub7OxsEZytqamJrq4ulpaWuLu709DQgKmpKfv27ePYsWP88ssvuLq6Coluc3MzISEh7N27V1DqZsyYQUREBEuXLhVExNGjR/P06VNycnJ4/fo1vr6+xMfHk5aWhoaGBhcvXiQ4OBhXV1f69OmDgoICv/76KyEhIfz222+0tbUxfPhwzM3NkZOTE0HQQUFBKCkpiQlZUVERW7ZsERLQv/76CyUlJe7cuSOuExMTEzw9PenevTsBAQHY2NiQkJBAc3MzYWFhrFq1CmNjYxITE/n77785evQoiYmJonHVDu1Ys2YNnTt35unTp5SXl7Np0yZqa2v5+eefiY2NZdKkSXTu3Jlx48YJEJWvry+bN28mMjJSEJdNTU35888/mTt3LnV1dfTo0YMJEyZw4cIFKisrOX78OFevXhUZsomJieIaOnr0KHV1dWzZsoW1a9cyatQoli5dipGREdHR0WRkZFBTU8POnTsxNjbm7NmzeHh4cODAARH7Ii8vj6OjIz4+PrS1tbFnzx4iIyM5ceIEe/bsYf78+fTv359Lly7x5csXNDQ0sLOzo6KigsDAQP7880+OHDlCY2MjhoaGTJs2jUOHDjF79myqq6tpbGzEy8uLgIAANm7ciJmZGS4uLty6dYt+/fphYWGBiYkJR48eZezYsURHR4vNy+jRo7G1tUVJSQkFBQVKSkrYtWsXkydPpqCggB8/fpCdnc26devEZOfr16+sXbtWbJ7Ly8uFlcDf3x8vLy927dqFpaUlCgoKnDx5kujoaLp168auXbuYN28eBgYGODk5YW1tTWhoKFOmTOHPP/8UVot9+/ZRUVEhAGL79++nsbGR3Nxc+vbtS9euXfn1119RUFDgyJEj3L17l/r6egoKCoTn//Tp00yePJlRo0YJIuG8efNYsWIFLi4uHDp0iP3796OmpsbUqVNZunQpr169Ql1dnc6dO6OgoMDRo0dZt24dU6dOJSQkhGnTpnHgwAFOnjyJl5cX8+bNw8PDg+XLlxMaGsrt27e5ePEi3bt35/bt2zQ2NvLy5UtkZGSE/HPjxo3o6enRuXNnvn79KjJqQ0JCUFBQQEtLSxSO/fv3x9PTU9B+a2pq8PPzIyEhAS8vL8LDw3n48CGTJ08mLCyMjx8/8vz5c65fv87Dhw958OABtbW1eHl5UVJSwqtXr0Rhpq6uzsiRI+nRoweVlZXk5OSwePFi0tPTefbsmWisOTo6CnnomTNn2LRpE5mZmbS0tKCjoyM24VlZWcKvaWRkxMGDBzEzM8PKyorW1lYUFRW5d+8ez58/Fz7hjIwMQW3U19fnwoULZGRk8PPPP/P582eGDx+Ojo4O5ubmyMrKikZLbW0t169fR0lJCXl5eYYOHUpERARz5sxhy5YtREdHs3XrVtLS0rh58yYpKSlMmDABFRUVPn/+TF5eHnV1dRQWFjJq1Ch69OghmBd9+/Zl7ty53Llzh2PHjuHr64uqqiq3b98mOjqajx8/0q9fP/r168fixYsxMDCgW7du+Pj4YGVlhb29PWpqapSWllJWVoaXl5e4P548eZLNmzdz7do1dHR0WLduHfLy8oSGhmJhYUFmZibv3r3jwYMH+Pn5MWPGDLKyshg/fjyTJ08mOzubadOmAf/EuJmamnLlyhX09fUJDg4mLS2NBQsWsGbNGqKiosjNzWXr1q1s2LCBsWPHUlFRIfbdRUVFdOzYkaCgIB48eMCaNWtQVlZGXl5eTBnv3btHcHAw3t7eHDp0iKlTp+Lt7Y27uztVVVXk5OSgo6PD4MGDWbduHTt37uT06dO0tbUxYMAAFi9eLLzzWlpa7Nmzh4ULF/L582d0dXU5fPgwsrKyTJ48mVu3bokhjZOTEy0tLaSmpmJubi728I2NjUJJZ2ZmxpEjR0QBGRYWJpoK+/btw9bWFnd3d9LS0li5ciUtLS3Y2tpiZWXFu3fvqK2tJTQ0FD09PX7//XfRAC4oKCAoKEhMTM+ePUvXrl3R1tbmzJkzYj8UFxdHQEAAJ0+epGfPnsLOdPDgQfz8/Hj79i0TJkxAQ0ODr1+/0tTUxJUrV/6vCkP5/8O/ywG1//L3OgBJku7+V5/o3x0yMjJFQAPwA/guSdJAGRkZTeAiYAwUAX6SJNX9u/MoKytTVFSEuro6JiYm2NvbExcXx61btzAwMABgzJgx5OTk0KdPH86ePcvGjRtZv349ioqK9O7dm8bGRlxcXHByciIiIgJ1dXWioqLw9fVFT0+PXr16sXLlSpSUlDAxMUFFRYUvX74wYMAATp06hbOzMyYmJmKh/fvvv7G3t+fAgQNMnjxZLDqOjo5CSrh69WoWL16Mu7s7p0+fZvfu3fj4+PDixQv8/Pzo2bMnycnJ+Pr68uDBA5KTk/H09OTu3bv8+uuv5OXlYWxsjKWlJa2trSxZsoTQ0FCMjY3566+/OH36NC0tLbx8+ZJly5axevVqwsLCePfuHePGjWPWrFns3btXLCrbt2/H09OTqqoq/Pz8RMhtQECAAH0YGxszcOBAHj16xIYNG5AkiS9fvnD48GFyc3NxdXWlvLycyspKFi1aRHJyMitXruTs2bO8ePGCsrIyLC0tGTJkCAoKCkiShJ+fH9nZ2XTv3p3x48cLrLGfnx9aWloi7NbGxobw8HDCwsKIjIzE09OTy5cvo6WlRXZ2Nm/fvmXSpEncunWLCRMmCHzy9evX6dq1Kzk5OTQ3N7Nx40bi4uKwt7dHT09PFJmPHj0iNzeXmJgYJk2aJPyhrq6u3Lx5EwAXFxfq6+u5du0aM2bM4OXLl+jo6DB79myxAP/+++8AAqCyePFidHV1BTShpaWF1atX4+XlhSRJNDY2cvXqVZFt1+4FDAoKwt7enitXruDp6YmHhwdv3rxh48aN3Llzh8bGRiGxaZdyJSYmCuz/5MmT2b17NwD79u0D4PDhwyxcuJBffvkFFRUVVFVV2b17NytWrECSJHR0dMT7u7q6mgsXLvDu3Tt2795NfX09fn5+wiifnJzMsGHDWLlyJQArVqwgKiqKwMBApkyZIt4n8+fPx9fXF0Bk9QDcu3ePsWPHCuS2gYEB9+7dw97eXmDq8/LyxAag/fVxcHAgJiaGixcvkpeXR1ZWFlFRUcTExODu7s7+/fvZvXs3qqqqbNy4UeQ5HTx4UBRekyZN4vv37yQkJGBsbMyBAwfw9PRk586dBAQEEBkZycWLF9HW1hZKg6CgIGRlZQkKCqJ///40NTVx8+ZN5OTkyMrKQkVFRTQmFi9eTG5uLtu3b8fb21t0JHNycoSEt3162b4pNzY2xsTEBH19fZYsWcKYMWNEpllKSgoqKipiA9TuOejbt6+4J7W0tPDrr7+Snp5OWVkZ+vr6/PHHHxw/fpzw8HCmTp3KokWLAGhtbWXBggViUm5qakpZWRn29vaYmprS0tLCpUuX+PjxI8+ePaNPnz6MGTOG/v370717d54+fUpUVBTLli3j6dOn2Nvbo6+vz7Nnz4QqoqGhgdzcXJKTkwkICKCqqor79+/j7e1NRUUFd+/e5du3b6KZoKamxrZt2wgODqaqqornz5/j7OzMhw8f2L17Nw8fPmTt2rWYmpqSnp4uFAUxMTEsWbKE+Ph4Hj16xNatW1mwYAHDhg1j2LBhohA7ePAgXbt2FZCs0tJSIU8vKSkBQJIkTpw4IZQhvXv3Fv7A9vdHTk4ON27cIDU1VaxBzs7OpKWl4efnx/nz54mOjmb16tXAPxaF69evM27cOAYOHCgywo4cOUJmZiaZmZmMGTMGe3t7Xr9+zaJFi8R0NzAwkJ9++gktLS0+fPgAQM+ePVm4cCEbN25k7969bN68mQ8fPnDy5EkBcGpoaODIkSOcOXNGhCevWrWK/fv3s27dOnJychgxYgQ//fQTPj4+7Nmzh5kzZzJ58mQcHBz48uULWlpaomFmYmJCVlYW2dnZIrswMDCQxMREQkNDaWtro7CwkFmzZpGbm4u9vT3q6urU1dXx7NkzYfPw9vbm4MGDPH78mI0bN6KlpcXly5fx9fUVG9GEhATs7Ozo0aMH4eHheHt7Y2VlxcGDB7GzsxOU4gMHDnDjxg1WrFjBsGHDANi5cycTJkzg5s2bODo6YmZmJoqByspKrK2tOXLkCJWVlVRWVqKsrIyWlhZdunQREwgjIyOhENm1axfx8fF07doV+Id6OHbsWIyMjBg6dCgAVVVVFBcXi4w+Nzc3GhoaSE5OxtHRkaCgIO7du8eUKVNYsmQJ+/fvp0uXLtTV1VFXV0dmZibTp0+ntLSUGTNmsHjxYoYMGSLWXX9/f0aOHCngLJ8/f6axsREZGRkuXLggJnMAp06dYsuWLdy6dQsVFRWcnZ3p0aMHJ06coHPnzpSWltLU1ERqaioTJkygR48elJaWkpiYyPTp00lISOD58+dibWhsbKR3795s3boVFRUVGhsbWbZsGREREURGRlJUVAT8k2O8aNEiDhw4QN++fdHV1RXqlvZJyrdv33j9+jUNDQ2MGTMGLy8vbG1tBSHW2NiY5ORkKisrReG7e/duQfYcP348nTt3ZsaMGcTGxrJmzRr8/f2xsrIiOjqaoKAgunXrxrlz54RSYfTo0XTv3p0//viDkpIStm/fjoeHB/b29mzYsIHw8HDmzZuHuro6MjIyFBQUMGnSJHr37k19fT1z5szhzz//ZMqUKWLd8vHx4fXr14IgX1RUxG+//UZaWhqSJImM10mTJjFw4ECKiop48+YN/v7+IuDe3t6etLQ0Hj16xIULF5gyZYoAqJWWlpKfn4+uri4TJ04UBNJ2CmVycjLLli2jqqoKFRUVBg4cyKxZs4Q8MzU1lW7duhEcHCw89fPmzePAgQPMmTMHc3NzunbtKrJgZWRkSEtLIzQ0VEBi5s6dS1ZWFtbW1hgZGXH48GHevXvHhw8fWLp0KefOnRP5hm5ubkyYMAEPDw+Ki4uRkZHBxMSEhIQEbty4wbdv31i5ciW+vr6i4Bo6dCiWlpZs2bKFY8eOER8fT0hICGfPnmXKlCkUFxezcOFCfv/9dwYMGMC+fft4+fIl5ubmuLq6Av9Is0NCQoQHNSAgACMjI3bu3MmBAweYOXMm69evJzAwUOzjlJSU+PjxI2vWrCE1NZX79+8THByMj48Pjx49YsyYMcjLy2Nubo6mpiY3b94kKCiIDx8+CGVJXl4etra2WFhYEBcXh5aWFvAPXV6SJOLi4igvLxdgJBMTE0aOHElrays//fQTAMuWLcPf3x9tbW1SU1NJTExkypQpfP/+HQ8PDyZPnsz58+eZNm0aY8eOZcKECQA8e/YMOTk57OzskJOTw8HBATMzM06ePImHhwcxMTEUFhb+u3Lp3x4y7br3/+U/ysi0AS3A+/94SA9QBIr/5cskSZLM/q//B4jCcKAkSTX/8tgOoFaSpHAZGZnfgM6SJK36d+dRU1OTtLS0qK2tFdOjTp068fTpU3Hjv3//PqGhofz5559kZWXRtWtX+vTpQ6dOnXj79i0AvXr1Ijs7m6FDh4qQ16FDhwr4h4qKCkpKSsjIyIjg4oqKChFu2S67aS+wwsPD+fHjh/CY/fnnn5iZmXH27Fk6duzIyZMnWbVqFTo6Ohw9epSJEydSWVnJnTt3uHTpkijE5s2bx6BBgwgPDychIYHW1laR9ycvL8+zZ8/4/v07c+fO5cqVK9jY2JCVlYW+vr4IlL927Rpv377l8uXLzJo1CxsbGwYOHEhraysxMTGoqqqycOFCamtrSUhIYPHixfzyyy/8+uuvvHnzBnl5ed6+fYujoyNPnjxBTk6ONWvWiEWlXdJgbGzM/v372b59OwCrVq0iIyNDbIz//vtv8vLyRKZfXFwcGRkZTJo0ifLycsaMGSO8dvLy8mhpaTFlyhQ+ffqEoqIikZGRGBgYkJKSIvwro0aNwtfXFyMjI969e0dRUZHorPTu3ZuoqChcXV1xd3dn9erVaGtrM378eAwNDamvryclJYUnT56wfv16EfswaNAgevXqxaZNmzAxMRE4/tDQUDExCg0N5eDBg1hbW7NhwwbRKX79+jW1tbWsXLkSd3d3Dhw4gJOTk5iiff36lbFjx3L79m2qq6vJyMhg7ty5NDc3k5uby8OHD9m6dStJSUnIyspSW1vLpUuXcHJyIiMjg4iICF6+fImFhQXnz58nLi5OBMMXFRVhaWnJihUryMjIIDs7m4yMDOLi4hg6dCjV1dVMmDCB+fPni4loQ0MDHTt25NGjR+jo6GBhYUF6ejoJCQk4OTlRXFwsArGNjY3p0KEDaWlplJaWYmdnR4cOHYiMjKRLly7MmTOHxMREevToQUJCArNnzyYuLg53d3du3bqFl5cXaWlpDBw4kGfPnlFTU4OysjJfvnyhe/fu7N+/Hzc3N6ZPn05sbCxlZWX4+/tTWFiIjo4OOjo6nDx5kh49evDmzRsCAgJoamoSkQy2trY8fvyYK1eusH//fgCOHj2Kvr4+X79+xdfXl8rKSuLj4zE3N+fz58+4u7sD8PXrV0pLS7lw4QLa2tpYWFjg6upKVlYW/fr1Izw8nN9++403b95w//59OnfujCRJ+Pv7c/78ecaNG0dERATa2toYGhqyfPlyBg8ezOrVq2ltbaWkpAQ9PT3k5OQwNDQEIDo6GiMjI+Tl5cnLy2PixIkkJyfz5s0bpk+fDvxTxCkoKACIoOXIyEgCAgL48OEDWlpaVFdXk5aWRs+ePUVI/Y4dO4Rf0sfHh9jYWJG51bNnT1pbW2lsbOTw4cNMnz6d3Nxc9PT0MDU1FVLSmTNn8vDhQ6ZNm0ZBQQFlZWVkZmYSHBxMWVkZ3bt3p6GhATk5OV69esWAAQN4/fq1CPHW1dXl9evXyMvLc/78eXbt2iWyIJWUlLCwsODEiRPY29szduxYAH799VcsLS3x9vbm5cuXODk5iaiedoJf+0b9X4+SkhLOnTuHoaEhU6ZMYceOHUJ94ebmRmlpKRcvXmTw4MEsWbLkP4Uz9+jRg7179+Lr60v37t3Fz5aQkIC1tTXa2tokJiZSU1PDw4cPOXjwIG5ubty5c0eEyJuamopswo0bNxIWFiZkiB4eHty4cYNRo0aJ2Id2KMGlS5fw8/MT0Rz19fUEBQVhbm7O/fv32bZtG4cPHxaB1zdv3qSlpQUzMzMcHR3p0aMH79+/58mTJ0yYMIHHjx+LoiU6Ohpra2shsbp58yYLFy4E4NChQwwZMoSxY8fy+fNnsrKyBO23pKSErVu3Av8QRU1NTYX3um/fvrx8+ZI//vgDgKioKJSVlWlrayMmJoaOHTuydetWdu/ezYULF8jLy+Pu3bu4uLgwZ84cfH198fLyEj6ddmJoa2srPXr0EHLskpISJk2aRExMjPgdu7q6CrT8pEmTaG1tFRmR1dXV5OXlic3X3r17WbJkCdeuXUNBQQFTU1M2btyIoaEhe/bsISYmhuzsbH777Tch62rPmmyHv+Tl5dHY2Mj48eM5e/YsISEh3Lp1i9jYWBFp0l6YFBcXc/nyZTIzM9HS0uLr16/cu3ePq1evsn79eh48eMC+ffu4dOkSN27cICgoiK1bt+Lp6Um/fv0ASExMpKioiNmzZzNkyBD+/vtv7t69y+vXr1myZAkAL1684PPnz6ipqWFoaEhubi5eXl58+vQJGRkZXrx4QZ8+fcQEvFu3boLYfPjwYd68eSNo2Pr6+sjLy6OiosLff/9NRUUFa9eubd+LkZWVhaenpwhg19HREa/t7du3SUhIYOvWraxevVrIdc+dO4ejoyP19fWUl5czdOhQBgwYgJeXF4MHD+bVq1ei6e7m5oaMjAw///zz/3Z/d+zYMfz9/QkJCeHgwYO8fPmS2bNnc+nSJaKiotDW1qZz5844ODhgZGSEjIwMU6ZMwcHBgffv3xMeHs61a9dEwdOxY0exBr18+VIAqCZPnkx8fLyI1rp//z5OTk58+fKFTp068fjxY0xNTdHX1wf+afg8evSIJ0+eoKGhQVNTExUVFaiqquLv7y/+/9+/f0deXp7NmzfTq1cvcf52P+CLFy+YPHkycnJyAGzevFk0oc6fP8/Dhw+5desWU6dOpV+/fqxYsQJZWVl27Njxn16nW7duMWDAAPT09MS1f/r0aeTl5Tl48CCNjY2cPXuW4OBgfvnlF5SUlNDX12fevHk8f/6c4cOHU1VVhYGBAYsXLxbXcUVFBZ06dRKRUeXl5airq9OnTx/09PR4//6fMqGoqIiamhoGDhwopNIuLi7IysoKcqaVlRUVFRVkZGSI1wHg/fv31NXVYWlpKQibQ4cO5evXr9TV1YnXvH0tLi0tRVdXlwsXLoh1sri4GCMjI54/f46hoSFLlizh/PnzREVFia/51+9XVFRER0eHq1evisLrfz4OHjxIfX29aPIBHDlyhEmTJhEVFUVQUJB4PCwsjA0bNojfhZeX13861+7du1m+fDkVFRXo6+vj5+fHpUuXuHLlCh4eHqipqYlr/l+P9PR0cnJyBIjsX4/6+noWLlzI+vXrsbCwAKCyshI9Pb3nkiQN/F/+UP/ukCTpf/sBtPHPFK/t33z8+Hfn+P/ywT8Twa7/02N5gN5/fK4H5P2fzqOrqyu5uLhIv//+u+Ts7CwNHDhQWrNmjeTi4iJ5enpKoaGhkpKSkjR06FDJxsZGioqKknbv3i3t2bNHUlRUlEJCQqThw4dLnp6e0qhRo6SlS5dK69evlzZs2CCFhIRIISEh0q5du6SBAwdKBw4ckABpx44dUkhIiHT48GHJz89PevTokRQVFSUFBQVJ9+/fl1asWCGFh4dLY8eOlXR0dKSjR49KGRkZkqOjo1RaWir99ttvUklJidR+xMfHS4mJidK9e/fEY3V1dVJ6ero0Y8YMSZIkKTk5Wfr06ZPU2NgoSZIktbS0SMeOHZM+ffokPXjwQEpKSpIyMzOllJQUad++fVJOTo441+nTp8XnX79+lR49eiSVlpaKx9q/Njc3V5y//Tmqq6vF1/7666+SJElSU1OTtG7dOkmSJKmqqkq6c+eO9O3bN+nbt29SyqmZ+wAAIABJREFUY2OjVFhYKP3PR2JiopSZmSlVV1dL+/btkyRJkv766y9JkiRpz5490sWLF6W7d+9KkiRJtbW1kiRJ0pYtWyRJkqSMjAzp4sWL0vz586WCggLpx48f0rVr16T6+npJkiSpoaFBCgkJkSoqKiRJkqTY2FjxvO3nevPmjZSVlSVJkiTt2LFDioiIkJ48eSI9efJEioiIEK/Bpk2bpGfPnkl1df+DvTOP6ynfH/+zFG22tEiSZC/MKCnGUij7EiNmbJMGYzSIwVgbXMLYG3uypkKLClF9KpVKChWV9kX1iYpWWs7vD9/OZWbcO/f+7v3e7/f7+Dz/+ZzzPue8t/M+7/f7tbzfnwrBxcVFjOfKlSuCIAhCUFCQkJeXJzg7O4vXzp8//7vythARESEUFBQIZWVlwpkzZz66dv78eeHMmTOCm5vbR3nNycn56L779+8LGRkZQnx8/Efh4eHhv0svJiZGqKmpEerq6sSwlnppISsrS2xXMTExYvi7d+8EQRCE48ePf3R/y3v5I36bJ0EQPmrb6enpvytPC25ubkJVVdVHYfX19Z9MKyEh4ZPX/oijR49+dP7o0SOhsbHxo7x9+B4/pCVf7969E4KDg4WsrKyPrl+5cuWjuvszfNie/gyRkZF/+t4HDx4IgiAIeXl5f3j94cOHH523tLVPcefOnY/e46eIjo7+m+nGxsZ+8tmW7/dDtm3bJgiCIOzbt++jPuwfxcvLSxCEj9tTyzecmZkp3Lx5Uwz38PAQDhw4IAiCIGRnZ3+yLIIgCBcvXvzD8IqKCrF//BTv3r0T/P39hebm5r+b/4yMDCEyMvIP81JbW/vJ53777TY2Ngpv3rwRbt269TfTa2pq+sNwDw+Pj87j4uKE5ORk8fzcuXNCXl7e7/q2uro6oXXr1sL76cZ7pFLpJ9MvLi4WBOGv9fthv1BTUyOEhIQIgiAI9+7dE1avXi1eq6+vF/Nz9+7dP4zbx8fnd2FSqfQPy/zixQvh2bNngiAIwrFjx8TwR48efTLvvyU1NVV48uSJIAiCcPXqVUEQBCE0NFQcRz/M/6fa02/7m7q6OuHIkSOCIAjCpEmTBF9fX/Hah2P2p7h586aQnp4u5Obm/s37/Pz8/jA8NDRUSExM/F34b/v2t2/fCpWVlR+FtZT7U3ELwsff6W/Hq38Vf+a7+1fQ1NQkzjX+LC111tJe/tG8fjif+1v1LAh/Hedb+HAsSE9PF48//M7/t1BRUfGfzsJ/HCBB+Cdksr9nMQwHPn3DX4VLy39YIv04nRzeu6kKwElBEE7JyclVCoLQ4YN7KgRB6PgHzy4BlgC0adPGpFWrVnzxxRfo6uri7u4uarHS09NZsmSJ+P9qLVbCFrP4/PnzCQ4OZsuWLaI2e/jw4Rw7doyNGzfi6OjIyZMnadOmDQEBAcyaNYvq6mrq6+upqKjA19eXuXPnilvRGxkZkZaWRlRUFLNmzaK4uJhJkyahra0taoQAXrx4QXFxMb1796Zt27YAostPCy1a698ilUrR0tKioKBAdJWVIUOGDBky/qdhaGgoeuXIkCFDhox/L3Jycv+UxfBvCob/XcjJyXURBOGFnJycFnAXcARu/BnB8EN0dXUFV1dXVqxYQUNDA6NGjeLFixeoq6vzzTffcObMGXG9hIGBAT4+PuJC6+fPn3Pnzh22b99Oc3Mz+vr6FBYW0q5dO86dO0eXLl2YOnUqz58/R0tLS9xmvGUb9T59+lBbW4u6ujoAly5dEtfmLViwQPQVzszMRF9fX3QJkyFDhgwZMmTIkCFDhox/Ff+rBcMPkZOTcwaqgW+B0YIgFMvJyekA4YIg9Plbz/bo0UM4fvw40dHRVFRU4OzsTExMDG3atEFFRQUNDQ369u2Ll5cXdnZ2vHv3DqlUSteuXbl69SrW1taoqqqSnJxMVVUVHTp0QF5eHmNjYzGNlrU98H4dgKXl/5exVIYMGTJkyJAhQ4YMGTL+ZfyvFQzl5ORUAXlBEKr+6/gusB0YA7wS/rr5jLogCOv+Vlyff/65kJSURG1tLQUFBfTp00f8i4eWRfgAOTk5GBgYfPRsXV0dysrK/+riyZAhQ4YMGTJkyJAhQ8Z/G/+bBcMegO9/nSoAHoIg/EVOTq4T4A10A/KBLwVBKP9ENACYmpoKCQkJ/9b8ypAhQ4YMGTJkyJAhQ8b/VP5ZwfDv/Y/hvx1BELKBQX8Q/or3VkMZMmTIkCFDhgwZMmTIkPFvRP4/nQEZMmTIkCFDhgwZMmTIkPGfRSYYypAhQ4YMGTJkyJAhQ8b/IgoLCwEIDAzEzc3tXxKnTDCUIUOGDBkyZMiQIUMGAO/evfu3xFtZWfk3r9fV1f1D8f0r90nJz8/nwYMH/3Sarq6u4vHSpUsBKC//m1ujAODp6flRfUdFRdHY2Pi7+w4cOPC7sK5du9LQ0IC+vj6LFy8Wn7t58+bfTfdTyARDGTJkyJAhQ4YMGf8jiImJASApKelfHve1a9c+ea26uvp3YYGBgf9wGn80qf8UDx8+FI9zcnJobm5mypQpPH/+XAw/ceIEAGVlZQC8fPnyoziSkpIoKytDEIRPCl4+Pj4AuLi48OzZs4+uXbp0CXj/F2x3797F3d2d7OxsysvLiYyMpF+/fpSWlvL48WPy8/PF51JSUnj16hUAXl5ebN++/aN4AwMDuX79unjetm1bOnTowOPHjzl79qxYLoDw8HAaGhpQVlamrKyMlJQUADIyMmhubiY4OBhAzHtLunJycsjJyf2uvAkJCQQEBJCcnAxAXl4eAHv27OH06dPifS3vaufOnXTr1g1jY2NKSko+KudvhSw5ObmPyg2wf/9+qqqqxDresmUL4eHhqKurU1tbKz577tw5bG1tCQ0NZdq0ady8eRNjY2POnTvH9u3bqaysJDw8nLy8PJ48ecLdu3dxdXXFwcEBJycnIiIiiIqK4siRIxQWFnLnzh0EQaBr165YWFjg7OxMZWUlRkZGv6uTP8v/KcHw7du3/+ksyJAhQ4YMGTJ+w4fa9H83f88q8T+J3Nzcf1lcZWVl2NjYfBT24aT0n+H8+fMASKXSj8L/yLLyoTADcPjwYSIjIz86h78Kfp9i2LBhvH79muDgYPT09ACIj48Xr0+cOJErV6787rnm5mbx+O7du38Y96xZswAICwsTBcGWtqmmpkZFRQU7d+4Ur02ePBmA+fPnc//+fdLT0ykoKBAFzJZ03N3dRbc+T09PLl68iKOjI/BecKuvr+fBgwc8ffqUly9fioKPlpaWKPRIpVLk5eUJCAigtraW48ePA7Bs2TJ27tyJpqYm6enpfPHFF+zZs4czZ84QGBiIgYGBKIiEhoYCMGfOHM6ePUt4eDh3796ltLSU27dvI5VKUVNTw8nJicLCQioqKjh79ixlZWV4eXkxbtw4LC0tUVZWRl1dndjYWJ49e4aXlxepqal069aNnTt3AmBsbEynTp0wMDBAV1eXyZMni0JmiyDWYjlbtWoVjo6O/PDDDxgZGTF79mzs7e1xc3OjvLyc0tJSJkyYQEREBFpaWrx8+ZJ169bRu3dv5OXlxXZdVlZGVFQUe/bsYezYsVhYWBAdHY1UKuXSpUui8KytrS1a9p4/f054eDgPHz7k6dOn5OTkUF9fz7fffiu6YFpZWbFjxw6UlZU5cuSIWA4LCwtSU1OZOHEiZ86cYe/evWzdupW1a9eyfPlyysrK2LhxIxMnTmTjxo20a9eO5cuX07VrV0aPHk1DQwMqKipcuHABgEWLFuHj48OYMWNwdnbG0NAQY2Njpk6diqOjIx06dMDc3JyysjJ27dqFqqqqWNcXL15EXl4eLS0tAgICePDgAVKplPj4eHbt2sXhw4exsrLCxcWFnJycP2z/f4b/U4JhXV0dwcHBrF+/XpSW3dzcuHDhAoMGDeL48eOMGDGCI0eOkJiYyPjx4zExMWHXrl2sXbuWS5cucfLkyd/Fm5eXh6enp9gRPH36VLzm5OQE/P93vjJkyJAh499PyySsZeLSwtWrV393b8tg3sKnXIh+O2n+FP/IONGi6GxqavrTzwDcuHHjT+enZSKbmJgohjU2Nv5NK0lxcTE//vijOGFs4dtvvxWP9+7dy+PHj8VzV1dXHB0dGTJkCAB+fn6UlpYC8ObNGx48eMCePXsoKCggPz//o/z/1hWroqKCiIgI3N3dxefh/Vi/YMECXF1dxTorKCgAYMOGDXh7e9PU1ERaWhrFxcXs3LmT5cuXi0Lkq1evGDdunJheSUkJAA0NDeTn55OWlibm4dGjR2I7arFWnDhxgtevX4v1evv2bfz8/AgLC8PW1paUlBSSkpKoqqoiPT2dffv2sXHjRrp3705paSmXLl3i888/JyUlhatXr1JcXExZWRknTpwQy/ih8ltB4eNN5efMmSPOgTZs2MCJEyfw9fVFRUUFeG/1CA0NxdnZmZKSEi5duoQgCJw9exZ4324A1q17/3fR1dXV7Ny5k/T0dOC9AFNdXY27u7uYx8DAQFEQ+fLLL4mJieGrr77CxsaGJUuWsHLlSrHNp6SkUFVVhZOTEzU1NcB7AarFerNq1Spu3LhBSkoKt27dIj4+HqlUyrFjxzhx4gTu7u5UV1ezfv16Jk+ejJqaGiUlJQQGBmJubg68t3jNnz+f7OxsmpqaWLRoEZWVlWzYsIGdO3dy//59zp07h42NDTU1NZw9e5b6+nrMzc0RBEFs99ra2piYmLBy5UqePn3KtWvX0NDQ4Ny5c2hqauLk5ERKSgonT55EIpFgb28PgLy8PJs3b8bU1JSysjLs7OwYO3YsmpqaeHl5sWzZMkJDQ6mrq2Pr1q0UFhaydetWDAwMaNOmDf7+/qIFbNGiRXh6epKTk8PChQvp06cPLi4uBAUFYW9vT15eHrdv32by5MnEx8dTXV1NTU0Np06dYs6cOZSWlpKens4vv/yCkZERRkZGoqBeVlaGkpISY8eOZc+ePWzfvh0rKyuGDh3K1KlTyc7O5sqVKwwYMIDnz58jCAIBAQFIJBK6deuGIAj4+vry1VdfsW7dOnJzcwkLC8PV1ZXc3FyWLVvGrl27iI+PJy0tjTNnzmBra8ugQe//gODo0aNs3bqVs2fPEhsby8uXL+nXrx+rVq2iR48e3Llzhx9//BF5+fciyr1797h69SoGBgbk5eWJAnaPHj1QVVWltraWLVu2kJubKwpxy5cvR0tLiwEDBrBt2zZqa2spLS1l8eLFWFlZIZVKRYG6rKyM7OxstmzZwogRIxg4cCA5OTlcunSJy5cvExgYiJ6eHomJiZibmzN9+nQuXrzIy5cvRWHe19eXjIwM3rx5Q0NDg9jmW7duzc2bNzEyMuLSpUvs2rWLn3/+maNHj/L5559TUVEBwNq1a+nYsSM7duwgKCiI1NRURo4cycuXL4mIiCA1NZUtW7Zw/PhxvLy8+Oabb5gxYwbh4eG4ubmxbNkytm/fzp49e1BVVeXIkSP8s7Rydnb+px/+n8bPP//s3NjYyI4dO5BKpUyaNAkjIyOKi4v58ssvWbduHXZ2djQ3N7NixQoKCgr47LPPSE9Pp7a2ltDQUBQVFUlMTGTkyJGsWrWKkJAQpFIpbm5uDBw4kP3799O6dWv8/f25f/8+Y8aMwdfXl27duuHq6srp06fp3r07ly5dom3btmzbto19+/aho6PDjRs3sLCw4NatW/Tq1UvMd8t5ZmYm6urqf1i2wsJC2rVr999VlX+auro6FBUV/9PZ+I9QXFxM27Zt/61plJeXo6ys/Mnrzc3Nf+hG8WfIzs6mY8eO/2zWfsfp06cxMTHhxYsXH9VLdXU1rVu3/lNxlJSUoKamRllZmagp+0eRSqW/ezYkJIQePXqI56WlpaipqQHvJ6ny8vJ06tTp78bdomT6kMePH9O5c2fx/MGDB+jq6v7D+b537x76+voApKeno6GhwfPnzz/K1+vXr1FSUvqH4/4QQRDENuPt7Y2RkRH19fUfTTRjY2NJTk5GS0sLJSUlKisrxXRbjlvedwuZmZm0a9eOd+/e/W7S2tjYKA7yf9Sma2trefPmjTiJzczMJDU19Xf1kZWVhaenpyhgtNDSbgAiIyPF51rIy8tDTU2NM2fOYGdnR0pKCtHR0cTGxnLv3j0sLCyIj48nPj6eHj16sHv3biIiIrCxseHMmTP4+flhbW1NSkoKp0+fRl1dHS0tLQDu379P3759Rbeplknay5cvEQSB3bt3M3bsWO7fv4+Wlhbh4eEAqKur8+jRI7Zu3cqUKVM4ePAgFhYWAFy5cgVfX18MDQ1RU1MjJSWFhIQEEhISaGpqonPnzvj5+ZGUlET//v05ffo0pqbv/65KQUGBbt260aVLF+Li4jAwMGD58uWoqanRo0cPAgMD8fHxoba2lvj4eIqKiqioqMDd3R0rKys8PT2Ji4vD2tqa48ePo62tTU1NDRMnTsTe3h5/f38MDAxo164dxcXFBAQEYGFhgUQi4fXr1+zZs4epU6cydOhQ2rRpg4WFBbt376a0tJQFCxZQUVHBs2fP8PDwwNbWln379jFgwABsbW0pKSkhKiqK4cOHExcXh6OjI4aGhpw9e5bXr19z7NgxysrKkEql9O7dm+fPnxMVFcXr16+xs7Pj9OnTeHh40KlTJzQ0NLC3t8fc3JykpCTOnTvHjBkzOHbsGAkJCWzfvp3r168zd+5camtrUVVVpbm5GT09PRoaGvD390cqlRIREUFkZCSFhYXExsbSpk0b9u7di7W1NfHx8cyaNYv+/ftjamrKkiVLyM7O5uXLl1RXV7Nx40YOHTrE3r170dXVZfv27TQ2NnL9+nW8vLxISkpCV1eX7777ji5duhAcHExgYCBjxowhOzubhQsXUl9fT+fOnXF1dWXt2rUkJydTU1NDZWUlampq9OvXjwULFuDh4YGuri7Dhg0jMzOTsLAwtm3bxpw5cwgPD+f27ds4OjqKbnqVlZUEBQVx/PhxRo8eja+vL0uWLMHR0ZFevXrx6tUrBEEgLi6Obt26kZqaSt++ffn8888JDAxk3bp1xMTEcOPGDXr27MmKFSv47LPPePjwIQsXLuTp06dMnjyZGzdu0LZtWyZMmICfnx82NjY4OTkxZcoUTp06hZmZGb169aKoqIigoCBOnjzJ/v37MTExwdbWFgUFBY4ePQrA7du3SUtLE/uJJ0+e4Ofnx6hRo6ioqODevXsUFxdTWFhIVFQUfn5+eHh4oKyszKBBgwgKCuLFixfY2NgQFxeHk5MTZ8+epampiStXrpCZmcnKlStxdnbGw8ODXr16MXLkSDp27Mh3333HoEGDqKurY/Xq1WzdupXMzEwWLFhAbm4uU6ZMQV9fn2fPnuHq6kpBQQHDhw+ntraWsLAwysvLMTMzo6CggIcPHzJ9+nS8vb2Rk5Nj7969jB07FkNDQ86cOcORI0d48uQJ33//PSEhIXz99dcMHz6cESNGYGJiwuDBg4mJiaFVq1bMnj2bu3fvcv/+fW7fvk2rVq1YvXo1u3fvZtGiRezdu5cOHTqgp6eHjo4OysrKrF27FolEQq9evUQByMLCgkmTJtG+fXvmzJnD9u3bKSsrY+bMmUydOhULCwvGjx9Pfn4+6urq1NXVUVhYSOvWrVFUVGTVqlXEx8fTpk0bBg4cSEJCgjg/bGhooKCgAEVFRfr27YuioiLZ2dkMHDiQNm3asGLFClxcXHj+/DlSqZSamhry8vLIzMwkJCSEtLQ0fvrpJ65cuUJCQgLh4eG8e/cOJSUlFi1axOPHj7GxscHe3p7MzExmzpxJcnIyGzduBODUqVPExsby/fffU1VVxZgxY3BwcOD8+fM0NDSgrq7OunXruHz5Mtra2ly/fp3169czY8YM8vPzmTZtGm/fvuXQoUNYWlqyfv165s2bh4mJCSEhIVRUVFBTU4ODgwPNzc1MmzaN/Px8nJ2dKSgoIC0tjejoaN68eUNJSQm1tbVIpVIGDx6MRCIhLi6OPXv2cO7cObp27crmzZtJSkpCKpVy8uRJfv31VzZt2sS4ceMIDAykZ8+eJCUlcfDgQfz9/Tl16hSOjo4cO3aMvn370rZtW0xNTblx40axs7Pzqb83J/gt/6cshi0m1q1btwKImhQzMzPOnj3L5MmTSUlJQVVVlcmTJzN69GhR02Nubo6BgQESiQRtbW0OHDiAVColLi6O8PBwVFVVkUqlWFpaipNWiUTC2bNnycnJQVVVlfj4eBwdHdm8eTNDhw7lxo0bHDhwACMjI+Li4gBEjQqAs7MzDg4OqKmpceHCBby9vXnx4gXHjh0Ty9Tc3Mzy5cvJyckRLZU+Pj5UVlbi4+ODt7e3qBX9M7x7946srCyA3/mZ/z0+1KhHRUUBfDTB+9DVo4UW//k7d+4A74WR39IS1x/x4sULAFFr2aLh/rP8kZtOXFzc77TwLa4td+/e/Sg/xcXFfxhvc3Mz2traf3itxef8QxISEsTjFu1vC+/evSMtLY2wsDAxrMVX/VOKghY+1Kzv3bv3D+/JyMj46NzX1xcAAwMD4L0G/u3bt2JZW7RdLb73jx49Avgof/BeeID37+Tw4cN8++231NXVUVtbi6enp3ifmpqaqG2PjY3l7du3PHnyhMLCQtFdp2UtSYuApampKa4NaGHXrl2frIcnT55QXV1NeXk5UqlU1Ny3aM1UVFSIiYkhPT2dioqKj97d9OnT6d279+/ijIqKEi1E3t7eODk5sWDBAu7fvy/eU19fT1VVFQcPHiQ/P5/GxkZRaGmxaPwWNzc3/P39xfN9+/YBMGLECDGsT58+wF/fUQvt27dHKpWKbSwgIICmpiYSExOpr68HEF2Uvvrqq99ZvNatW/dRm1FRURHb2s6dO7GxsWHHjh1oaWkxYcIEsd/60C0lJSWFZcuWiX1nSz3k5OSQm5srCpD+/v6iJSo1NRWAM2fOoK6uzpYtWwgJCQHeC6q5ubk4OTmRnJyMIAj07NkTAwMD0ZVKRUWFQ4cOkZOTg7GxMa6urgQGBpKVlcXt27dFIa2srAwzMzPRzazFjS0gIAAFBQXMzMzYv38/X3zxBZ6enhw5cgSpVEp6ejo5OTmoqKiIvxoaGgQGBmJkZISmpiavXr1CS0uL3Nxcjh49Sl1dHfv27ePKlStcvXqVyZMnY2BggFQqxdramlWrVqGnp0dOTg7Xr18XXbiGDh1KXFwcCQkJbN26FalUSk5ODnFxcaIA6OLigiAI1NTU4ObmhkQiYfTo0Xh6emJsbIxUKqV///4kJyeze/duXFxcuH79OpaWltTU1BAQEICdnR01NTUsW7YMLS0t8fsdM2YMGzZswNraGldXV3bv3o2trS1GRkaMGzdOLNe5c+fE952SkoKxsTHp6ekEBgZSU1ODu7s7WlpaTJ48mXv37mFpaSkqZbS0tLCwsODt27fU1tby5MkT4P3am2XLllFbW4uBgQEWFhYMGDCA2tpaFixYgLu7O8uWLSM8PBwVFRU2bNhAbm4uxsbGaGlpIZFIcHd3R1VVFRsbG1JTU0lNTSUuLo6MjAyGDBmCubk5Q4YM4dixY1haWoqudtra2ri4uFBdXY2dnZ1oLUtNTUVOTg5jY2Pi4+Pp168f2dnZLFu2TGz72dnZ/PrrrxgbG+Pl5cXJkydRVVWlrKyM1NRUjh07hpycHHPnzkUikTBgwAAWLlzIN998g5ycHJqamtTU1LB48WJycnJITU3lhx9+wM7OjrCwMO7du4exsTE7duzg5MmTuLq60qNHD+zs7DA2NmbPnj0cOHCAZ8+ekZKSQmBgIJMnT2bWrFksWLCA1NRU5s6dy9q1azE2NmbZsmWoqqqSmZlJ3759OXv2LKqqqigqKhIYGIiDgwNr1qwhNTWV2bNnk5KSQm1tLfb29pw9e5aHDx/S1NREREQEV65cYfDgwSxdupSff/4ZExMTzp49y5w5c8jNzSU6Opp9+/YhJyfHqFGjsLS0ZOjQocyZM4fQ0FDWrFmDl5cXBw4c4N27d3h7ezNkyBB+/fVX1NTUOH36NO7u7qSmpmJlZcUPP/yAjo4Onp6eREdHM2zYMLS0tKipqcHKyorFixezb98+AgMDsbe35+nTp8yZM0fs1wYMGICBgQHKysr8+OOPDBs2jP379xMWFsaAAQOws7Pj6dOnaGlpiS6kLXVhZWXF+vXr8fLyQlNTE3g/Zzt69CiWlpaoqamRmpoq1r+qqiqBgYGEhYWxdetWtm7dKp6npqYSFBSEt7e3ODfKyclh//79GBsbEx4eTnx8PBKJBDs7O3JyctDU1CQgIIDFixejqanJqFGjcHd3RxAEDh8+TM+ePUlNTWXKlCloamqKY4alpSWXL19m8eLF3Lp1i6tXr5Kfn8+3336Lq6srkZGRSKVSdu7cyQ8//EBSUhIXL14U19HZ29tz7tw5UlNTkUgkrFu3Dn19fXr06EFVVRWGhoaiG7CKigpGRkaYmpqKCotffvmFDh06iMqcgIAABEEgJSWF0tJSysrK8PDwQE1NjSNHjrB06VJycnLw8vJCVVUVNTU1Zs+eTUhICLm5uZSWlmJlZUVubi5ZWVm0bduW6dOnExcXR2pqKvb29tTW1nLixAlUVFQ4e/as2MYAvv/+e6ZMmcK0adOQk5Pj5MmT2Nvbo6mpydatW2lububo0aPU1NRw8eJFnj59ip2dHWpqahgbG3Pnzh18fHwQBAEDAwOmTJnC4cOHmTNnDnv27OHNmzds3LgRiUSCRCLB39+ftWvXIggC27dvZ8KECZw5c0bsD48cOUL37t3ZvHkzK1asoKysjKqqKnR0dKirq8PFxYUvvvgCADMzM/bs2UNKSgrKysrs2LGDPXv2cPHiRVGh4+joyJUrV9ixYwd+fn5MnDiRrVu3EhUVhZaWFlKplMWLF/PP8n/KYrh//35na2trioqKiIuLo7y8nJqaGtq0aUN5luDHAAAgAElEQVRVVRVZWVm0bt2atLQ0rl+/joaGBhUVFQwfPpzMzEzy8vLo3r07gYGB6OrqEhISwtSpU9HS0uLixYvk5eVx8eJF7O3tefToEeXl5cjJyWFoaEhWVhZv3rzh4MGDqKioiJOds2fP4uLiwoEDB3j8+DG7d+8WtTUqKirU1dURFRVF69atycvLQyqVMmjQIFauXElubi6VlZVoaGgQHR2Nrq4ugYGBLFy4kAsXLhAQEMDs2bM5ffo0Y8aMobi4mMePH5OamkpRURFJSUncunWLhw8fYmZmBrzXRCsrK1NeXs6AAQOYP38+GRkZxMbGoqSkxI0bN3jw4AFRUVEMGjSIhw8fUl5ejra2Ns+ePWP79u2kpqYyaNAg2rVrh6KiIs+ePaNNmzb06NGD69ev079/f+zt7Zk2bRq7d+9my5YttGvXjqFDh+Lm5saQIUMoKipCIpHQr18/fHx80NbWJjw8nOjoaEJCQigpKaFjx46iu0B9fT2lpaXo6elx8eJFunbtSnZ2Nmpqari6unLixAkkEglDhgzhwIEDpKeni9qqsLAwzp49S1JSEjdv3mT27NkkJiby5ZdfMmLECDIyMmjbti379+9nyZIlKCoqcubMGYyMjDhw4ACenp5ERkaio6ODtrY2gYGB9OnTh6CgIOrr67l+/TrFxcXk5eVRW1uLlZUVhYWFhISEoKenR+vWrTl9+jSjR48GwNHRkSlTphAfHy/6tjs7OyMIAqmpqZw/fx5zc3MOHjxIu3btmD17NrNnz6Z169bcvn2bTp064enpia2tLT179uTJkyf4+/ujq6vLwIEDOXLkCAoKCmRnZ5OXl8fgwYN58+YNb9++5dWrV2JbWLNmDTY2NnzzzTd06NCBvLw88vPzCQsLw9TUFCcnJ1JTUxkzZgwlJSW8e/eOO3fuoKioyKZNm+jTpw+xsbF069YNbW1t4uPj0dbWpkOHDgwePJiioiJWrVrFtGnTuHr1KmvXrsXQ0JDq6mrMzMxo164dFy9epFevXpSXl1NcXCxa+nx8fHBycmLcuHH89NNPhIWFoampSUJCAn369CE7O5ugoCDatWuHnZ0d8+bN49SpU4SEhHDhwgU6depEq1atmDhxIs+ePePVq1eMHj0aDQ0N5OXlsbe3582bN0RERCCRSAgPD6egoABlZWX8/PwYPHgwCxcupFu3bhgYGGBkZMTOnTvp3bs3qqqqnD59mrKyMnr37k3Xrl1Fl5iYmBiGDx+OoqIiz58/p6KigqysLObMmUNTUxOmpqYMHjxYLJ+5uTlKSkoUFRXxyy+/MHr0aNavX4+mpib79u2jffv2hIaG0qlTJ44ePUp+fj7e3t4UFRVhY2NDUlISS5YsYcuWLfj5+XH9+nUyMzMpLy9n06ZN9O3bl4aGBoKDg8nIyGDu3Lloamri6upKUFAQenp6dOrUiY4dO4oWoB9//JG1a9fi5ubGlClTSEpKokePHly7dk385hYsWMCJEye4f/8+w4YNY9CgQfTp0wd3d3datWpF9+7dKSwsZNOmTRQXF3PhwgUGDBhAeXk5Fy9eZNq0abRv357t27dTUlLC69evaWhoYNeuXfTu3ZuSkhLu3btH9+7d6dixI3fu3CEyMpIOHTrQqVMnBEEgKSmJZ8+eUV5ezrNnz7h27RoDBw7E09OTrKwsjhw5IrqQmZqa4uPjg1QqpUuXLnTr1o2ZM2fStWtXfv31VwRBoKCgAGdnZ168eEFoaChDhw4VJ7EAenp6/Prrr3z55ZcUFxdz//592rdvj0QiIS8vj8bGRrS1tYmJiRH7r+rqalRUVNDR0UFJSYnx48dTXl4uulj17dsXHx8f0c0vJyeHdevW8e7dO7y8vBg5ciSampq4ublhaGjIggULOHfuHAYGBowZM4bDhw8jkUgoKChAT0+PUaNG8d1336GhoYGOjg6bNm3C2NiYiooKdHV12bFjB1FRUeTm5mJubk5aWhra2trs37+fLl264OHhwevXr+nevTvTpk3jwoULvH37lrZt29LU1ERmZiaVlZUMGDAAdXV1Zs6cybZt27C1tWXcuHG8e/eO+fPn09jYyK5du7h58yaff/65uAFF69atefDgAd9++y1fffUVb9++5e3bt1y9epUvvvgCZWVl4uLiqKmpob6+noaGBjIzM2lubmbWrFkcOnSIoKAg9PX1CQkJobGxkZSUFA4ePIiBgQEaGhpMnDgRZ2dnKioquHPnDt27dycjI4NZs2bh4+NDQUEBampqDBs2jIiICKZMmUJQUBBLlixBQUGB3Nxc3Nzc+OKLL7h8+TKGhobU1tZiampKdnY2kyZN4vvvvyc5OZmSkhIePnyIiooKR48eZdSoUSxYsIBVq1YRFBTEggULGDVqFEeOHBEVyunp6aJrX0ZGBv7+/qSlpVFSUsK2bdtYsWIFp06dIjs7m4MHD1JTU0N4eDg5OTkkJiby9ddfM2PGDBwdHenevTvm5uYEBwfz9u1b6urq0NHRwdramhkzZlBeXi624UGDBmFpacmOHTuA91aUxsZGpk6dSvv27VmxYgVDhgwhKiqKa9eusWnTJqytrZk7dy7Lly9n/vz5DB06lMTERNF63tzcjEQi4dixY6ioqLBmzRp0dHTYu3cv/v7+3L59G11dXbS1tenUqRMpKSnMmzePuro6QkJCRMvqsWPHGD58OBs2bCAyMpIePXqwadMmdu3axdGjR+nZsyeBgYEsWbKEffv2YWRkxPr16wkMDGT27NksX74cT09PZs2axc8//8ykSZM4duwY1tbWopLh2rVrXL58GQ8PD16+fElFRQVDhw4lODiY2bNno6CgwJo1a9DT08PQ0BBlZWWam5s5ePAgGhoaSKVSfvjhBxwcHJg2bRo//fQTAwcOpHv37sydO5fi4mI8PT0ZOHAgP//8M6tXryY6Oprx48dTVVVFYmIiFRUVhISEkJGRwWeffUZNTQ0dO3ZkypQp+Pj48Pr1a7KysggLC6Oqqoq8vDwkEgkWFhYkJyfj7OzM7t27cXd3x8/Pj+bmZlEZduHCBcaNG0eXLl1YsmQJ165dY8eOHaSlpbF8+XJGjBhBbGwswcHBHDp0CC8vL/T19amoqKBDhw5Mnz6dnj17kp2dTXp6OrGxsURGRvLrr7+yd+9e4uPjefHiBYaGhmhpaZGdnc2GDRuYN28e33//PQcOHCApKYmgoCCmTp3K/fv3MTU15fDhw5iYmODh4YG3tzcHDx4kLS0NqVSKoaEhO3bswNHREVdXV96+fUunTp3w8PAQFUqTJ0+me/fuRERE4OXlxbFjx5BIJPTu3ZuNGzeio6ODgoICn332GcbGxsB7RaSvry+9e/cWPQkOHz5Mbm4uKSkpDB48mDt37vDs2TPq6uq4ceMGL168QFFRUewrV69ezZo1a5CTkyMhIYHo6Gg6d+5Mc3MzKSkpmJubU1paysqVK3nw4AGnT58mMTGR6upqNDU1CQkJYfr06Rw5coRZs2axZ88eLl++zIABA9i1axeTJ09m6NChXLx4EXV1dQwNDenatSteXl5kZGTw5ZdfoqSkRGRkJM+fP+fu3bvExcVx69YtrK2tGThwIBMnTuTw4cM0NTUxfPhw+vfvT0lJCebm5lhbWxMaGvpPWQz/TwmG27Ztc7558ybPnz/H0dERJSUlkpKSSEhIYNKkSfTv35/CwkK6detGeXk58vLyVFZWEh8fT0xMDM+ePcPIyIhXr16RmJiIvLw8ZWVl1NbWYm1tTUxMDDU1NSgrKzN48GAiIyNZtmwZ165d48aNGwwbNozOnTsjLy9PTU0NZWVlTJ06lf379zNixAhGjBjBlStX6NixozjYeXh4sH37dszMzEhISMDe3l5sUC2D3ZMnTxgxYgTLli2jd+/e+Pr6MnToUNLT0+nSpQtqamq8evWKsLAwBg8ejIKCAomJibRq1QpNTU2qqqrw8/PD1NSU1q1b4+HhQUVFBXPmzEFDQ4MXL16gpKSEm5sbnTp14tixY8yfPx8PDw8KCgqorKwU1xZYWVmJ7gJpaWlkZWWhpqbGoUOHaG5uRklJiezsbKRSKePGjWP//v1Mnz6d5ORknJycWLp0KZmZmRgbG1NcXCy6CQ0ePJhFixYxZMgQunXrRl5enliPffv2JSUlhc8//xwTExOsra0JCAigS5cu+Pr6oq+vT69evZg7dy7a2tooKCjw9OlTUYDV0NAgJiaGoqIievfuTXNzM9u3b8fa2hoXFxeKi4vR1tZm0KBBJCcnU1FRgaqqqqh57NOnD507d0ZBQUFcA/P8+XMePXqEmZkZI0eOZPPmzejr61NXV0efPn04dOgQQ4cOJTQ0lLi4OHJzcykvL6e8vJxvvvmG2tpadHR0iImJITIyElVVVWpqasROuqioiNDQUCQSCdbW1mhqauLt7Y2enh7a2tps374df39/9u7di4GBAZaWlsyYMQMdHR06duzIiBEjOHPmDBUVFSQnJxMREYFUKiUsLIz09HTc3NxIT09nxIgRODg44O/vj729PZs3b2b06NE0NjaKk+x58+Zx8uRJAgMDWb9+PUVFRSxZsoSZM2fi4uLCrVu3ePDgAXV1dQQGBpKTk4OLiwtffvkl0dHRmJiYcOzYMXx8fFizZg0SiYSmpiYkEgkmJiaUlZVRUFBAUlISlpaWeHh4oKioSM+ePfHx8WHHjh3Y2toilUoxNTXl1q1bjB8/nj59+uDm5iZq5dTV1dm0aRORkZGYmJgwa9YsRo0axePHj4mJiUFTU5ODBw+yZcsWTpw4QXx8PAMHDmTkyJFkZWWhqqrKTz/9xMyZM9HU1KRfv374+/vj6+tLUFAQqqqqLFq0CDs7O2xtbdHX10dOTo5OnTqxdOlSUXFRWlrKtWvXCA0NxdzcnObmZvr164eioiLl5eXs2rWLU6dOsXDhQkJCQlizZg0aGhqcOnWKsLAwDAwMePnyJZs3byYiIoKQkBDCw8PZunUrGRkZ6Onpoa6uTkZGBsbGxmhoaJCbm4uZmRlTp05FUVERLS0t7t69y9GjR9HX1ycuLo45c+bQrl070ROia9eu5OXliQNjeHg4Dg4OtG3blnPnzjF37lxRk7pv3z769u3Lo0ePuHbtGq1bt2bp0qXcvn1b1AifPn2aTp064efnR1RUFKampnTr1o0XL16goqKCkpISnp6emJqaoqOjg66uLhEREfTq1Qtvb28MDAy4dOkSS5cuZfbs2WhqauLi4sKFCxeIjo4mODgYExMTZs6cSVpaGrq6uowdO5ZevXrRqVMngoODuXnzJnJycrRv356Kigqys7OpqqoSFVsNDQ10794dQ0NDFi9eTI8ePWhqamL69OkkJiayYsUK2rdvj4qKCh07dkRPT4/y8nIaGhr46aefePv2LQ0NDbx79478/HwuXbqEra0t7u7uTJs2jdraWhobG/Hy8hI10IIgkJ2dzbVr17h//z7z5s0jLi4OU1NTevXqhZ2dHT179sTc3JzNmzczbdo07t+/j4qKCu3ateP48eNYW1vz+vVr9PT0OH36NDY2NtTV1ZGVlYWjoyPr169nw4YNaGho0NjYiKGhIdOmTePhw4f4+Pigq6tLeno6EydORE5OjgcPHhAdHc2AAQOIiYkRxyN3d3cOHTpEVlYW1tbWRERE8PXXX/Pjjz+yaNEiRo4ciYuLC66uruTn5zNnzhwaGxuxsrLil19+ITg4mOjoaDZu3EiXLl2YMmUKKioq4vq1pqYm3NzcWLlyJaNGjSIyMhJ7e3vq6uo4ePAgOjo6zJ49m6ioKBYuXMidO3fIysoiNjZWVBBoa2vTs2dPNDU1yc3NRVVVldWrVzN27Fj2799PcXEx9fX1pKens3XrVjQ1NVFVVSU/P190f2zXrh2NjY0YGRkxevRo7t69y7Vr19DR0WHx4sVMmTKFTp068erVK5qamvDz82PkyJE0NTXh5OSEmpoaEomEtLQ0/Pz8uHjxIjU1Nejq6nLlyhUcHBzYtm0bNTU1NDc3s2vXLrGP09TUJCwsjMDAQGxtbTE2Nub8+fMsWbKEwsJCnJ2def36NdnZ2ZSVldG+fXuWLVuGkZERq1ev5vz588ybN4+//OUvSCQSUZgUBAEFBQVGjRqFuro6e/bswdHRkdLSUs6cOYO+vj7BwcEUFRXRvn172rdvT0NDA1evXkUikWBjYyMqxbp164atrS1Pnjxh1KhRGBoaMmTIEGpra7l16xY5OTnMmzePly9fMmHCBBwdHREEAQ8PD3FHy9GjRzNw4EAqKiro27cvjo6ObNq0iXv37qGkpES3bt1wcHAgNjaWoKAgtmzZgo6ODitWrGDs2LGcPn2ar776CgcHBwYPHoy3tze3bt1i1KhRPHz4kOrqalJTU3n27Bn19fXY2tqyefNmvv32W8rLy2lqasLExIRTp07Rr18/vv76axYuXAi899rR0NDAxcUFd3d3ysvLOX/+PHPnziUjIwMHBweqqqp49eoV3333Hb/88guKioocOnSIn3/+mbS0NGxtbTl06BBWVla4u7vj7+/PlClTyMvL47PPPhMt9vb29lRXV6OgoMCMGTPw9/fH2NiYK1eu0KFDB4KCgnj69CmfffYZGRkZfP311xgbG6Ourk5qaiqPHj0S36O8vDz9+/enTZs2DBs2jFatWhEQEMCAAQMoLCxk+/bt9OzZk02bNvH48WMMDAw4dOgQGzZs4PLlyxQWFnLp0iUkEglHjx7F39+f9PR0OnfuTFxcHK1atRLHmtmzZyOVSj8S0hcsWEBMTAwSiYT169fz+PFj7ty5Q0FBAXV1dcjLy1NXV8fVq1fJyspi5MiRREREMGnSJMzNzXnx4gUVFRV89tlnLF26FDk5OR49esTUqVOxtbXF29ubsrIykpOT6dmzJ4cOHWLYsGGiy6qRkRGFhYUYGBiI7u0JCQkIgoCOjg5Dhw4V2/D48ePR19fn0aNHmJqacujQIVFxe+HCBfbu3cv48eORSqXs27ePp0+fisoaQRCYPn06N27cIDg4mDdv3pCVlSVa4CdNmkRhYSEnT56kc+fOREVFUVJSgp2dHTdu3OCHH35g6dKlmJiYEBkZyVdffUVZWRnTpk3j119/xdTUlIaGBmxtbbl69Sq9e/dGR0cHGxsboqOjMTIyYtGiRXh4eHDmzBkEQWDq1KmMGTOG7t274+npyezZszl+/DgWFhZ07tyZCxcusGfPHszNzWlsbMTf35+CggKZYOjs7Oy8bds2+vTpQ1RUFE1NTbRu3RotLS2x0VdUVBAbG0uHDh1o27Yto0ePprKyktTUVFHb0KNHDyoqKjA1NeX169cYGxvj6elJmzZtWLx4MRKJBHl5eSZOnChaWdLS0kStcLt27VBQUGDz5s1MmDBBFDTy8vJ48+YNjx49Ql1dHTMzM8LDwwkKChInmMHBwZSUlIg7Tx08eJCwsDDi4+PZv38/zc3NvH37lpcvX9KlSxd2797NyJEjadWqFQsXLiQqKop169bRunVrNDQ0mD9/PnFxcQwdOpQTJ05gZWXF7t27MTMz48iRI5SUlPD8+XNCQ0N5+/YtCgoK+Pj40LdvX86cOcP69euRSCT4+fnRpk0bXr58SVFRETo6OrRr1w49PT1evHjB6tWruXz5Mk+ePCEmJgYnJyesrKxwdXUlLCwMJycnOnbsiIKCApmZmcTFxREZGYmDgwPKysoUFxezdOlSSkpKuH//PnV1dZw6dQo5OTny8vK4desWNjY2VFVV4ebmRuvWrXFycmLkyJHU19eTkpJCWloae/bsISsri4aGBl6/fk2XLl2Ijo4mKSlJdG0oKysjMTERXV1dunbtyoQJE7CwsGDfvn0IgsDx48d58eKF6DLT2Ngoth1FRUX8/Pzo0KGDuG701atXKCgokJKSgomJCQsWLODChQusXbuWoKAgTE1NUVdXJygoiCFDhrBhwwZatWqFIAi8efMGVVVVUlNTaWhoICAggGXLltG1a1c6dOhAr1692LBhAw8fPuSnn35i06ZN6OnpsXv3bp49e0Z+fj5aWlrEx8ezZcsWnjx5grm5ObNmzWLAgAFcv36dmTNnMnPmTA4cOCBqkiIjI1m6dClFRUWEh4fz+vVr0tLSkJOTIysrC19fX5qamhg0aBBxcXG0b98eS0tLVq1aRVxcHFKplO+++46lS5eKO3u1vAd1dXVOnTpFZGQkGRkZFBcXk5CQgIODAzdv3qS0tBR9fX3q6+u5evUqurq6PHz4EIlEQmFhIQUFBWRkZKCsrExhYSGPHj2isrJStPSMGDGC7777jsLCQqytrREEgaCgIF6+fMmbN2+orq6mqKiIwsJCFBUVUVdXp6ysjEePHpGdnc2aNWtE17QWS3lmZiYHDhzAzMwMCwsLAgICuHbtmmhhbVmfOGnSJDZv3kznzp0JDQ3Fz88PCwsLtm3bRtu2bTlx4gRmZmbU1tYyffp08vLyWL9+PaNGjaK2tpbXr1+TmJhIbW0tcnJymJqa8v3332NmZkZERATNzc107dqV8ePHExoaiqamJk1NTdTX1yOVShkxYgTBwcHY2toSFRUl7qI2adIkduzYwfTp0zlx4gTJycmoqKiwZMkSQkNDxZ322rdvz40bN1BUVMTY2JgJEyYwf/58Hj58iJWVFT/++KMo+H377bcMHjyYLVu24OzszNatWzl58iR9+/ale/fu4uJ4R0dHFi1axOXLlxk3bhz29vYcPHiQr776ipCQEBwcHPD29mbgwIHo6+vz5MkT6uvrRWtzVlaWaK1t2Yq7ffv2mJmZUVJSgpmZGX369OHq1aucP3+eqVOnsmrVKqKjo3n06JE4qD558oTz58/zxRdfsHLlSgwMDBg8eDCxsbG0atWKuro6ioqKyMrKolu3bkilUtEtscXyGRkZSZcuXXj16hW+vr6oq6tTUFCAgYEBgYGBTJs2DXi/LvUvf/mL6OozYsQIxo8fT3x8PFOnTiU3N5eNGzeipKSEv78/+vr6NDY2kpqaiqWlJb1796a4uJjevXvz5MkTbGxs8PX1Zf78+dy5cwdzc3OMjIz45ZdfSE9PZ9WqVdy5c4fnz5/Trl07jIyMqKys5MSJE+jr63P58mWuXLnCqFGj2LZtG0uXLkUqlZKVlUX37t3FHRg7dOjAwYMHGT9+PKNHj+bq1avidxIeHs5f/vIXEhMTSU5OZsuWLXzzzTe8evWKmJgYrly5woQJE7h48SJ6enr4+/uTkpKCvLw83t7eojtudHQ0e/fuRV9fH2NjY7S1tcWdLVu1akWHDh1QUlKiqamJGzduoKamhqWlJTo6OvTv3x8fHx8UFBRQUlIS3/vkyZP54osv2LBhAxs3bkRNTY0RI0agp6eHhoYGCgoKzJ8/n+fPn5OdnU1DQwO3bt2iqqqKzz//nKNHj9LQ0MDKlSuZMWMGLi4uODg4EBUVRXJyMiYmJqIAHxwcjKOjI42NjXz99dds3ryZ2bNn4+XlRXNzM19++SXp6ek0NzfTs2dPbt26RUFBAbm5uQQHB7Nz507Onz/P3r17kZeXp7CwkDlz5hAQEIClpSX5+fm8fPmS7OxsEhMTycvL48KFC5SXl1NUVISJiQkj/x97Z/rWc/q//0eJ9j2tJJVsLUqkUoSs2Sbr2AZjm2EIYx9p7MJghmHsZJ+UaKFS2kh7KO3ao33f3tXvxvy6juP7P3xuufs6VNd1Pc/neT5OZ2eWL1+Ol5cXKioqhIWFceDAAbq7u/nhhx/EgJOcnExdXR0///wz27dvF2fj6tWrcXZ2ZsOGDTx8+BB5eXnCw8NZsmQJmpqaaGtr097eTnx8PD4+Pujo6ODo6Eh2djYpKSmUlZWxbds2Zs+eTWtrK/fv3+fr168UFRWhp6eHmpoaxsbGXLt2DWdnZ54/f86SJUuws7OjuroaQ0NDmpqayMjI4K+//uLRo0cMGzaMyZMnY2JigomJCe/evUNZWZmamhpWrVpFU1MTqampKCgoMHHiRM6ePYu/vz+VlZXcuXOHiRMnkpWVha2tLXfu3MHY2JiUlBQCAgLQ1dXl7t27yMnJ0bdvX+bPnw/8l9tubW1FW1ub6OhogoKCkJeXp6enRwyZMTExKCgoMHfuXHJyclBTUyMvL4/z58+joqJCeno60tLSDB06lNzcXAoKCrC0tMTY2Jju7m7q6uoYOHAgP//8M4MHD+bdu3e0trbSr18/9PX1+fLli9jM/fbbb8yaNYvU1FTU1NRYvXo1GhoaSCQSvn79ytSpU5GRkWH79u2sWbOG9vZ2+vbti4ODAxMmTEBbW5vJkyeTmppKVFQU//zz35u/1yXw4sULvn37xtixY0lOThY1C7W1tUyaNInW1lauXLlCSEgIT58+5e3btxw8eJBnz57R0dHB/PnzkZWVpby8nK1bt6KgoEBeXh729vbIyclRVVXF3r17qaurY9myZdy7d481a9ZgY2ODoqIikZGR7N+/H1lZWcaOHcuff/6JnZ0du3btYs2aNbx//55r167R0NDAx48fmTFjBhs2bMDf3x8/Pz82bNhAd3c3iYmJrF+/nsjISC5dusSYMWN48OABBw8epKuri4KCAurq6mhoaGDy5Mno6+uzadMmxo0bJyyyzc3NXL16lczMTFxcXNi0aRNqamrC1tvZ2cmrV6/Q19dHX1+fJUuW0NLSgpWVFbW1tejq6qKvr8/JkyfFOd4blZg/fz7BwcHCLjxmzBiysrJ49uwZx48fp6KiggsXLlBaWoqMjAyjR48mJyeHoKAgmpubGTt2LNbW1syYMYPdu3dTU1ODmZkZkydPpqmpiZycHBITEzE2NiYxMVFspT08PFixYoW4w+Lj4ykvL0dXV5edO3eSkpIizrry8nK+fv36v8Hw/PnzhxISErC0tEReXl7kXpSUlFBUVERZWVkQi8zMzEhNTeXZs2fk5+cL2wX8BxMwMNqLRFkAACAASURBVDCgvr6euXPnigxh7/Zw5MiRKCkpYWtry5EjR+jq6hKgGllZWVRUVHj06BF5eXl4e3uTm5vLmjVriIyMRE5ODgsLC5KSksjKyhLWqX79+tHS0sLTp0+RkpKiubkZFxcXETaOi4vj27dv9O3blzt37pCQkMCQIUMYMmQIurq6XLt2jTNnzvDt27f/8+1ubm40NzdjZGTExYsXUVdXR09Pj/DwcGpqahg1apRQn96+fUtPTw9qamo4OjpSU1Mjsgd6enp8+fKFtLQ0+vXrx+jRoykvL8fR0RFPT08aGhqwtLSkvr6eqKgoFBQUhEVTVVWVpqYm3r9/T3p6OrKyskRERDBhwgSx9Zw2bRpXrlyhvb0dBwcHTp06xfLlyzE0NKRv377Iycnxxx9/ICcnh6OjI/369ROPLT09Pb5+/UpjYyMbNmygq6uLmJgYZGVliY6OprKyku+++44rV64Iu8GQIUPw8/PDwMCAoUOHEhYWxpAhQwgJCWHevHmsWLGCc+fO8f79e+rr6zlw4IB4ZOjo6HDt2jWCgoKYNGkSRUVFuLq6oqCgQEVFBbq6uqioqODv709QUBCampro6uoyYMAAvn79Sn5+PvLy8vz9999IS0sTERHB+PHjcXd3R0VFhdzcXO7evYuRkRG+vr5s3LiRpUuXcu7cOfr06UNsbCz9+/enoaEBd3d3UlJSKC0tpaysjDlz5iCRSEhNTWXgwIHY2NjQ0tKCt7c3OTk5vHr1im/fvtHQ0ICjoyOBgYG8e/cOAwMDHj9+TEJCAjNmzMDY2BhNTU3Cw8Opr6/H19dXbM3NzMw4ffo0zs7OJCcn8/PPP2NhYcHt27cxMjIiIyODpKQkxo8fT11dHU+ePKGtrY2wsDAuX75MaGgogwYNwtDQUKCmq6urcXJyIi4ujkGDBhEREcGCBQvo6ekhIiKCyZMnc+zYMcLDw0lJSaGqqors7Gw+fvxIT08PV69e5du3byxcuJDPnz9TWFiIoqIi7e3tNDQ0sGLFChISErhy5QpTp05l/PjxREdH4+rqSlJSEoWFhSxevJjY2Fh0dHRITk4mKipKAFM0NDRQUFAQD3lDQ0MSExP58uULWlpaZGZm0q9fP1xcXMQD+d27d9y6dQsVFRVqa2v5+PEj06dP58OHDzQ0NDBgwABMTEywtLTk77//5urVq1y5cgUtLS1yc3OpqKgQg2tkZCTTpk0jMDCQyspK6uvrycrKoqysjB9++IH169djYGDAyZMn+fTpE3V1dVy7dg1zc3OCg4P5+PEjW7ZsQVdXl66uLrq7u1m6dCm2trasWbOGjo4OSkpK8PT0JD09HQ0NDQYOHEhkZCTHjx8H/qMe3r17l4MHDzJ//nyys7PZsGEDv/32Gz4+PjQ0NLBw4UI2b97Mvn37OHLkCH369CEtLY3S0lLevn2Lo6OjUPgPHz5MYmIiM2bMQE5OjpKSEn744QeRyYqJiRFbjtGjR3PhwgWR7ywvLyc1NZXW1lbOnj3LzJkzCQsLIyAggEePHjFkyBAmTpyIsrIy7969E4pwZWUljo6OvHz5EiUlJXx9fdm3bx/Tpk3j999/59y5c5iamuLj48Py5cvp06cPsrKyjB8/nsmTJ6OgoEB0dDR2dnakp6ejoqLCli1bePz4MQsXLmTdunVMmjSJjRs3smLFCnR0dNi3bx+ampp8//33XLx4EYAxY8ZQU1ODtbU1iYmJ2NnZsXXrVrZv3462tjb6+vrMmDGDIUOG0NDQQEhICCEhIWRlZdG3b19Onz4t1PDm5mZUVFSwtbUlOjqac+fOUVRUxF9//YW+vj5Tp05l1qxZYuMVFhbGv//+S3JyMr6+vmzatIns7Gz2798vgCvNzc18/vyZpqYmPD09Wbp0Kaampixbtoy2tjYmTpyIjo4OWVlZ3Lt3jxkzZrBs2TIqKiqwt7cnLS2Njx8/4ujoSFlZmbDR9fT0YGFhwdatW/n333+FEFlbW0tbWxuKioqkp6dTVlaGmpoa5eXl5ObmsmjRIiIjI8nNzcXR0ZHq6mr+/PNPJBIJjo6OTJ48GRsbGxYsWEBCQoLY/H/33XfEx8dTWVmJsbExCxYs4M2bN/zwww+kp6fz6NEjysrK6O7uxsTEhOrqavz9/Vm8eDHFxcX89NNPbNmyRZwtpaWlgp46dOhQzMzMUFdXp7a2lqSkJPz8/Dhy5Ai6uroEBgbi6OhIZWWlcANISUmxatUqIiMjqaio4MiRI9TU1KCmpkZtba2gGvZue4yMjHBzc6OyshJnZ2cuXLhAcHAwra2tyMvLs2vXLp4+fUpiYiKWlpbExMSwY8cOuru7BSSj1/Lr4OBATk4Ora2ttLa2YmhoCPxHbvX09MTAwIBRo0ZRX18vqiju37+PgoICJSUlnD59mpCQEAYOHIi1tTUaGhpoaGiwbNkyQRAdM2YMPT09Ysiur69n6dKlvH79mgkTJhAaGkp1dTWPHz8W8Bx1dXXOnj0r/h7y8/MJDw9HUVERFxcXYmJi6OjowM7OjqKiIuLi4pCRkSE9PZ2CggL69euHlJQUU6dOZcCAAYwdO5bu7m4OHDjAyJEjaWlpoa2tDTMzM+rr62lsbCQ6Oprly5ezY8cOfvnlF9TV1bl69SqzZ8/m27dvBAcHY2trS58+fZgxYwZGRkbCAh4SEkJRURHq6urMnDmTwMBApKWlGT9+PDdu3MDU1BQXFxe6urpQUFDgwoULjB07lq9fvzJnzhzU1dUZNmwYY8aM4dmzZ9y5c4fs7GxevnxJXl4eO3bswMvLi46ODry8vNDS0hKCmaWlJQYGBqxZs4bhw4czf/58nJ2dqaurY+HChbx48YKDBw9y6dIlli5dyps3b/Dw8EBTUxMpKSlyc3Px9fUlJSUFeXl5jh49yu+//46hoSG3b9/m3LlzWFtb4+/vz5cvX7h9+zaVlZX88ccfbNiwgX379lFfX8+LFy9oaGhgwYIFKCkpsXnzZhGPqqqqoqysjPr6er58+SKy4U+ePCEsLIx+/fqJb01NTaW0tBQ5OTnk5eWxt7dnx44dXL58mZycHK5du8b79+85d+6c+BveunUr9vb22NjYiHv3xYsXaGlpiXu8urqa+Ph4zM3NCQ0N5ciRIzx79ozbt28LQJqVlRUTJkzg7du3PHjwgFOnTokzrJew+ujRI9ra2qiqquLIkSO8fv2ap0+foqamxsGDB9HS0sLJyYn6+noUFBRITExES0uL+vp60tPTcXV1JTk5GR0dHXJycpCWlqajo4O9e/dy8OBBpKSkeP78OX379sXJyYmGhgbq6up4/PgxX758ISUlBQ0NDVavXo2ysjL29vasWrWKwYMH8+TJEywsLDA2NsbY2FjAvXpdN3fu3KGjo+N/g6Gnp+ehlStX0trayocPHygqKkJRUZGEhARsbW3JzMzE2tqa9PR08vPzcXZ2JikpCX19ferr62lvb6enp4eFCxdiampKUFAQL1684PPnzzQ3N/PLL7+gqqrKp0+fePr0KQ8fPmTZsmXo6uoKJHBvPq68vBxbW1suXbrEtGnTePr0KW/evEFOTo7GxkY2bdqEoqIiiYmJjB07ltLSUhISElBVVWXKlCmYmZlx+PBh7OzsuHPnDl++fGHAgAFkZWWxevVq4c3fvHkzK1euxMTEBDMzM0JDQ2lvb8fa2ppt27bRt29f2tvbuXv3Lps2bUJdXZ34+Hjk5OQ4f/480dHRYmCzt7cnPj6ehQsXinLTWbNmUVBQgK2trVDMbWxsSEtL4/79+8ydOxclJSWSkpJobW0lMTEROTk5+vTpw/3799HR0eGnn36io6ODs2fPoqqqio+PDy4uLnh7e6OlpcWiRYtoamrir7/+YsWKFaSnp7NlyxYmTZpEYmIivr6+pKWloa6uzqpVq9i4caNQYnptBwoKCgQHB1NSUkJoaCjm5uYMHDiQxsZGgcbesGGD2NZUV1cLpHZUVBS3bt3C19eXn376ifT0dHbs2IG9vT2Ojo7Iycmxb98+AgIChHL8/fff09raypAhQ5BIJGhqavLhwweUlZXZvXs3Tk5OaGpqsmfPHoqLi9m+fTtjx46lqakJOzs74uLicHNzw9PTEzs7OwwMDDh48CDr16/n8ePHyMvLExERgZGREStWrCAjI4OIiAjOnz+PjY2NOAROnjyJm5sbN27cEDbN2NhYDh8+TEZGBtOnTyc2NpagoCDOnj1LXV0dHz58wNbWlqysLNTV1Wlvb8fJyQlVVVXc3d3JzMxk06ZN5OXlCWT1hAkTuHHjBomJiaipqTFhwgTq6+upra0VFppesExbW5vYyDx69AhdXV00NTVZsmQJFy5cwNjYmIqKCioqKmhtbeXYsWOoqqpSVlbG4MGDsbW1JTs7W+QanZ2dyc7OxtHRUdiINDQ0uHnzJgsWLKCmpobY2Fh8fHwoKiqio6MDf39/+vfvz6JFizh8+DBDhw4VqPKZM2eyfPlyPnz4wP79+0UOzsXFBYlEIjbKtra2fP/997i5uREUFERBQQETJkxAX1+fY8eO4e7uTlBQEAEBAQQGBpKdnU12djafP3/GxMQEU1NTnJ2dMTAwEFsnWVlZPnz4wMWLF/Hz88Pd3Z0DBw6goqJCcHAwLi4ulJaW0tnZiYuLC7/++isTJkwgNzeXP/74g4qKCt6/f4+UlBQyMjJIS0tTXV2NgoICGzZs4N69e8jKyuLi4sLt27c5ceIE8+fPx9XVldjYWBobG+nu7kZTU5Nbt26Jn+vXr18xMjJCRUWFbdu2CTudtbU1o0aN4vHjxxgbGzNmzBhev35NcXEx/fr1Q11dne3bt3Pnzh2kpKQEYfDZs2fiYTV06FCqqqrw9PTkzp07TJkyBS0tLVavXs3bt29JT09HRkaGZcuWkZSUxJ49e/j27Rv9+vVj+PDh2NnZsWjRIjw8PMjJyaG6uprz58+jpKTEjh07sLGx4fLly2RkZODh4cGoUaOQkZGhsLAQDQ0N8vPziYqKYuXKlaSkpPDy5Uu6urqws7MjNzcXNTU1fvjhBy5cuMC5c+dQVVVl/vz5vHz5kra2NhwcHIiJiSE1NZXNmzczYcIEPn36xLx587h+/Trh4eHMnj2b6OhoZsyYwdq1a0lNTcXV1ZWBAwfi6emJnJwcYWFhLFmyBB8fH+Tl5Tl//jxXrlyhT58+1NfXU1NTw3fffUdlZSWjR4/Gw8OD2tpafvzxR16/fk1OTg7z5s0jOzsbV1dXSktLCQgIoLi4mNWrV3P58mV27dqFv78/UVFRDB48GH9/f8LDw4XgUV5ezt27d9mwYQObN2/m5MmTwkr1zz//8ObNG3bv3k11dTVhYWF8+PCBBQsW8PjxYxwdHZGWlub06dM0NzejqalJSkoKGzdu5NChQ2zevJmkpCRCQ0NZu3Yt+vr6PH36lNzc3P/TKbdy5Ur++ecf7O3tcXBwwM3NjSVLlrBr1y7Gjh3L5s2b6ezsZOPGjbx48YL8/HxiYmJYvnw5Ojo6XLx4kdmzZzNu3DikpKRQUVHh2LFj1NXV4eLiwl9//YW0tDRtbW10dHTQ3NzMp0+fGDx4MCdOnGDs2LEcPXqU5uZmAgICKCwspL29HYlEgoODA6ampmRkZPDgwQPmzZuHvr4+TU1NNDY28uLFC2pra5k6dSqurq58/vyZzMxMRo0aRVpaGm1tbZibm6Onp4eioiJNTU3ExcVx5MgRRo0aRWJionhINjc34+7uTlNTE+PHjyc9PZ1Xr15hZWXFsGHDOHnyJFOnTqWuro7W1lZkZWU5fPgwra2tmJubY2xszOnTp5k3bx5VVVU0Nzfj4eHBtWvX+Pz5s6DELl26lNbWVhYuXEhlZSWFhYUoKytjaWnJmDFjKCgoYOfOnejo6FBQUMCOHTu4ePEikZGR3Lp1i5KSElxcXBg5ciTR0dFIJBL+/PNPnjx5QmxsLF5eXhw4cIDDhw9TV1dHnz59CAkJ4dOnT4wdOxZZWVmOHDmCubk5DQ0NhIaGiu3okiVL0NbWxtTUVNgi8/Pz+fLlC/v37xd2cgsLC/r374+DgwPS0tLMmjWL2NhYIiIiRHa6N889cuRItm3bBvwHUMvMzKSwsJCRI0fy7NkzbGxsUFdXp6ysDCsrK4YMGcLevXvZt28fTk5O9PT0YGhoyLJlyzh06BC5ubk8ffqUQ4cOCddMfX09aWlpZGVlMWvWLAoLC/H09MTe3p4+ffoQGBhIbm4uHz9+xN3dnfb2dkpLS4WFubu7m8uXL6OqqoqTkxNlZWUYGRlRVFTEnj17ePDgAV5eXnh5eSEvL09OTg5SUlLs27ePrKwsli9fTlhYGBs2bEBXV5dNmzYJ0fPFixeEhYVx5coV8vLyMDExQVpaGiMjI2HN/PjxI//88w8ZGRlIJBIaGxuxt7cnKiqKd+/eYWFhQXBwMBMnTuT9+/ecPXtWnN2xsbHCpSEjI4OdnR2nT58mIyMDZ2dnnj17xqdPn9iyZQshISE8fPgQf39/TE1N6devHyUlJcjJyVFfX8/06dMxMjKira1N5AvV1dUZMGAAz58/x8zMDCkpKe7du8fy5ct58uQJK1eu5N27d9y9e5eysjJ8fX1pb29n7ty5/PLLL7x48QJZWVn69u0rajOam5uFoJCWlsadO3e4dOkSra2tGBkZ4eHhwZw5c1i5ciXy8vLExsZy/fp1/P392b17N4mJiXh4eDB79mxsbGwoKytjz549TJgwQYjzCgoKHD16lK1bt3Lx4kVyc3MpLy+nqamJAQMGcPPmTWbMmEFPTw+amprY2NjQt29fBg4ciJGRETt27GDevHmiqiUrK4vY2FiUlJS4e/cup0+f5t69e/zyyy/ibjl37hweHh6CpHr79m0hgK5bt46XL1/+bzD08vI6NGHCBNra2hgzZgxjxozh4cOHuLq6oq6uLqiLvcpkQkKCyDfY2dnR1NSEvr4+3d3dBAUFoayszNq1awVMJjIyEmNjY+Lj40XGpr6+nsjISNzc3LC1tcXY2JiPHz+ycOFCGhoaiI+PJy0tjezsbM6dO0dhYSF6enri0LCyskJRUZG6ujrhjTY2NubEiRM4OjpSVVUlQAipqalMnDiRgoICWlpaaGpq4uPHj7x//x4vLy8uXrxIZWUlVlZWfPr0iSlTpvDhwwdevXrFyJEj+fTpk7AnGhoasnv3bjGQVFRU0NXVRWBgIDExMRgaGpKVlYWBgQF+fn6CwuTt7U1kZCTOzs7k5OTQ1NSEtLS0CNcPGzaM/Px8AgICkJKSYtiwYURFRQkKW3d3NxYWFkhJSTFixAjc3NzEd3z48IELFy6Ql5dHYGAgJSUlNDY2oq2tzcKFCykoKKCmpoalS5fy6dMnsZUsLy9nwIABFBcX09nZKS6HqKgohg8fLlTl3rD2v//+y7x580S+VFpaGmlpaXp6ekhPTyczM5NffvmFoqIi6urqSExMpLGxkZqaGs6cOYOjoyOjRo1ixIgRrF+/HhsbG16/fs3ChQspLi4mNDQUT09Pnj17xrRp00RGZvHixcTHxxMTE0N1dTXjx48nLy+PwYMHc/LkSZYuXUpFRQWrVq2ip6cHHx8fPn36JIbTtrY2fv75ZzQ1NQkJCcHOzk78LqekpDBu3DgaGhrQ0dGhpaUFJycnduzYwV9//SU2NJmZmRw+fJiLFy+iqKgoAt/wHwHz6tWrDB06FG9vb2bMmEF1dTVz5sxhyZIlFBcXCyvo27dvMTExYdasWeKSGzlyJO3t7fz6669ER0fz4MED9uzZw7Fjx3jy5Ak3b95k165doty3t56lF2yRlpbGkiVLGDRoEGpqaqSnp4vB28fHh/b2dgHZCAoKwsXFhcDAQObNm0dubi6dnZ309PQwc+ZMBgwYwJAhQ8SWLCQkBBUVFRoaGjh8+DD19fVIS0uzZ88eSktLWbx4MfPnz+fkyZNISUlx5swZ9u/fT3d3N3fv3mXcuHEsWrQIPz8/WltbxYNwzpw5XLt2jVevXomsYi9kYvjw4bS0tBAREYGenh4lJSUMHToUGRkZgoOD2bJlC15eXty+fZvAwECKi4spKChg8+bNxMbGChhGUFAQ69evJzAwkK1bt+Lo6Ehqair6+vo0NDRQXV3N8uXLmTVrllDipaSk8PT0JCcnBysrK65du4ZEIiE9PR1NTU3y8vKwsrKiuLiYZcuW8fr1a/T19cnNzWXZsmX069ePW7duUVBQgEQiITAwkHXr1uHn58fQoUNZt24dVVVVhIWFkZiYyPHjxxkxYgT9+vWjuLiYESNG8M8//6Crq4uUlBRKSko8e/YMDw8PTp06xd9//82IESP46aefqK6uZtCgQQLHvX37dl69eoWLiwtRUVEC8hQQEEBbWxtv3rzhxx9/FKCturo6FBQU6O7uRktLi5iYGOTk5CgrK2P//v0sXryYiooKOjs7UVJSoq2tjYyMDF69ekVXV5fIF3369ImmpibCwsJQU1MTd0Fubi4fPnxAU1MTX19f1q5di46ODqqqqnR1dWFhYcHz58+pqqpi3rx52NjY8OzZMzQ1NamtrWX79u0UFhby/PlzYmNjxTl46dIlJk+ezLdv3/j8+TMODg6MHz+eSZMmce3aNerr6xk5ciRubm60trYKa2dvqbSrqytLly7F1dWVzZs3Y2pqyqNHj7hw4QJeXl48fvxYgKXc3Nzw9/fHwcEBWVlZfv31V+7evUt7ezsPHz6kpKSETZs28eLFC2GB7H2k9T7o1dTUsLCw4PTp0zx69AgjIyNh254yZQpLly6loaGByspKysvLOXPmDB4eHgQFBZGbmwuAlpYW6enpKCsrU1RURFRUFCkpKTx9+pRBgwbh4+ODvr4+/v7+HDt2DFlZWbS0tOjq6uLJkyfIyclhaWlJVVUVJiYm1NXV8fnzZ+Tk5PD39xdZ4sGDB+Pk5MSzZ89ITU3FwMCAJUuWMHz4cDIzM4mPj8fAwIDk5GQcHR2F2yM4OBh1dXUSExORkpKivLwcLS0tYU3PyspCWVmZPn368Pr1azo7O8nIyEBFRYXZs2czadIkYQutra1l8eLF+Pv7C3DPnDlz+PbtGyoqKqSmphIZGSnAcadPn8bKyorc3Fza2tqYMGECX7584erVqyQkJFBXV0dzczNTpkwB/iN2nzp1ir1792JtbU1zczMfPnzA2NgYiUTC/Pnz0dLSoqenh4SEBDQ0NOjTpw9KSkoEBARgaGjIwYMHmTNnDsePHycvL09kJhMTE4Vgd/r0abq7uzl58iQnT56ktLSUtLQ0+vfvT0tLC0lJSYLCXlFRwZ07dzhw4ABpaWkcOHCAXbt2sWTJEj58+EB0dDSKiorMnj1b2OPWrFlDeHg4o0ePFkK2oaEhCgoKQoDLysri5cuXrFu3jmfPnnH16lU6Ozu5cuUKSkpK3Lp1i+7ubgoLC3nw4IEgxdbU1LBo0SIMDQ35999/sbW1Zdy4caLuxcHBgerqagHhOnnyJK6urjQ0NHD8+HFqa2vZtWsXhw8fFpm16upqhg4dirKyMrNmzeK3335j9OjRODk5UVVVRW5uLm5ubigrK7N48WJ8fX1RUFBg6tSpJCcnExsby88//8zbt28ZMWIE169f5/fff+fw4cOYm5vj4eGBl5cXjY2N9O/fnzNnzuDl5cXhw4dFN2AvsdLHx4dRo0YJQKCnpyeHDx+mqKgINTU1Zs2axdu3bzlz5gzu7u4ATJw4kZEjR2JgYCA2cdOmTRO1FNOnTyclJYVff/2VK1euYGFhwalTp/jy5Qs5OTmYmJgwf/58JBIJHR0dBAcHU1ZWxqNHj2hvb2f48OFMnz5dWHQrKip49OgRDx8+5Pfff0dHR0ecB0pKSoSEhAhSeWlpKfn5+eJdd+LECZYvXy5qStLS0jA2NqapqYnt27fz5s0bHj58yM2bN2lpaeHUqVMoKioKPsjYsWMJDw9n8ODBJCQk8PXrV5ydnTl+/DiysrJYW1vz7NkzFBQUePbsGWfOnKGoqAhra2u6u7uZNm0a27ZtQ1dXF0tLS2bMmIGfnx9aWlosWbIEGxsbsrOzKS4uxt3dHYlEQkJCAoWFhRw7doy+ffvi7e3N/PnzWbBggZhVvL29sbOzo1+/fsycOZPw8HD09fUxMTGhsbFRRGJ6v6vXubJt2zYmTpwosp5NTU0YGxuzatUqsWF2cHBAXl6e48eP/29jCP9ZSXvViCtXrmBiYoK6urpQrnqzHBUVFSJwPnHiRCIjI0lNTWXhwoU8f/6ctrY22trakJaWpqKigoKCAgYPHiweITIyMkyZMkUMP71W0qtXrwpISe8jKy8vD09PT2bOnMmbN29QVlamqqqKVatW/R9Smp+fHzY2NoSGhqKnp4e1tTUFBQVoaGjw66+/IiUlxXfffUd3d7d4LPcqNr22NmlpaVpaWgQlMjc3FxcXF6KjowW2f/Hixaxbt44JEyYI5ej9+/cUFRWhr6/P+PHjkZGRQUVFhaamJlJSUlBTUyMyMpKMjAzmzp1LREQEWVlZuLu7U1BQwPXr11myZAlSUlJoaGigpaXFjBkzyMjIICYmhnHjxuHj48P27dvFhRsREUFjYyNtbW2is2rv3r0EBwcTHh7Ot2/fCAoKEmqxmpoaBQUFWFlZYWRkRHh4OF5eXpSWljJx4kQUFRWxsrLi27dveHp6cuDAAUpKSoiPj+f777/n9OnT4kB2cnKioqKCvn370tTURGZmJmlpaXh5eREWFoa3tzfx8fE0NjYycuRIQkND+emnnwgLCxNY994Aup6eHhKJhCdPnuDs7IyXlxdr1qwhODgYiUTC8+fP2b9/P7a2trx+/RoFBQXGjx/PuHHjxAA+ZswYBg8eLGyHvZTEzs5OXr9+zapVq7h37x7Ozs7IyMiQmprK6dOnaWlpIS8vD2tra8aPH8/Fixf57rvvKC8v58aNG6SlpeHk5MTBgwexF0tTwgAAIABJREFUtLQE/rMDJicnk5GRITz/mzdvJiUlRRRH79mzh6CgILy9vUlOTsbf35/Q0FA6Ojo4d+4cmzdvRkVFBVlZWZqbm3nz5g1ubm70799fUCJ7/39LS0vx8fER2OjeDG5xcTFpaWnisrG3t0dWVpYvX77g5eWFuro60tLSQm1rbW3FwcGB4uJiZs6cycCBA4VNuKKigry8PJqbm1FVVeXChQu0tLRw+/ZtvLy8KCwsZNKkSaioqHDu3DliYmJobW3l6NGjohPIz8+P69evCyX548ePAt4B4O7uzqdPnzh27BhxcXGcOHGCV69eERQUxJQpU1BUVERXV5fi4mKB3+61hDY1NWFra4ubmxtlZWW8e/eOQ4cOMW7cONzc3Dh+/Dhz585l5syZPHr0CDMzM8zMzLhw4QKNjY1MmTKF8PBwiouLuXnzJjk5OZSVlbF+/XoOHTrE999/z7t37zh27BiZmZmiI2nYsGGYm5sjIyNDREQEBgYGREVFsW7dOoqLizlw4ACxsbHk5+djampKbW0tw4cPx8PDgyNHjlBdXc3Hjx/JzMwUfXGzZ8+mpKSE7u5usrOzsbS0JCoqChUVFZFp+u6777hz5w7S0tKC1jlw4EAaGhrw8PBg9OjRDBkyhGnTppGbm0tmZiZWVla8e/eOMWPGICUlhaOjI3v37sXe3p5Xr15hbGzMyZMn8fPzE0JOWVkZgYGBwgVx9OhRPDw8UFNTo7i4GHNzcyIiIlBSUkIikWBsbExqaio9PT2MHj2a1NRU8vLyyMzMpLa2ltevX9OnTx8aGhoYP348xcXFqKqqcvHiRQ4fPoylpSX79+9HW1tbVAxVV1eTlpbG/PnzMTQ0pLi4mLa2Nurq6liwYAEKCgpYW1vj7e2Nq6srfn5+1NfXo6enR2ZmJnFxccTGxhIXF0dPTw8//fQTI0aMIDs7WwyaK1asYOvWrZw4cQJNTU2OHj0qSKURERFoa2ujqqpKVFQUcnJyPH/+HAUFBXbu3Mnx48fF+R8UFMSzZ8/IyMgQkK79+/fz/v171NTURLflw4cPaW5uFjnoXjBQbW0t1dXVHDlyhIcPHyKRSEhKSqK0tBQrKysiIiKQSCTClnb69GkWLlyIpaWlqFpqaWnhxx9/JDAwkPPnzzN8+HD8/PwoKirC3NycxYsXU1JSQlBQEBs2bODt27d8/PgRFRUVxo0bJzLU9fX1Ig+pqqpKYmIiFy5coKioiPz8fGRkZJCSkiItLQ1FRUUmT55MdnY28fHxYjiTlpbm7NmzxMXFCTt8Xl4ee/bsQU9Pj+TkZEaOHCnopmZmZsybN4+XL1+iq6uLvLw8hYWF7Nixg+DgYDIyMti+fTvt7e0EBwfj5uaGr68vJiYm4o0hIyNDQUGB+P21trbm+vXrYvOtoaGBrKwsc+bMITo6mvHjx9Pc3Iy1tTUlJSUoKioSFBREaWkpGRkZREZGYm1tTX19PWvXrmXQoEFcuHABRUVFnj9/Tn19PYMGDWLAgAGcO3eOmTNn4u/vz6pVqzh37hy977/ePLWCggKTJ09GRkaGefPmsXPnTuFUsrKy4tWrV6SkpLB161aKiopEJv39+/eUlJRw9epVjh07RmlpqTiP586dS01NDTNnzsTHx0eAqJ4+fcq4ceMoKCiguLiYx48fU1BQQFtbG0OHDhUZcnV1dSZPnoyamhrBwcECyrJnzx5iYmI4ceIEGRkZ5Ofno6mpyZo1azh06BDV1dWsXLmSgIAAxowZIzavvVbHXjt6aWkpQUFBzJo1i82bN4tBRVVVlQULFlBRUSHiHIaGhuINJC0tzeXLl/n69asAFGlpaaGpqck///zDrVu3WL16NZMmTeLz58+CHNvZ2Ym8vDz5+fkUFxejoaHB0KFDRbWWiooKpaWlAqr077//ChBbVFQU2trabN68WUD4xo4dy61bt6iurhZCspSUFKampiQlJaGtrc3x48cZMmQId+/eZe/eveTn5/PixQvS09Nxd3cnOzubiIgIUlNT2bt3L05OTrS1tfHq1Ss0NDSYPXs2w4YNE2/M2tpaQR63tLTk0qVLbNq0iYCAAOHwgf/qtLy8vBg3bhy7d+/mwoULdHV1oaysTHx8PNbW1hw+fJhdu3YhLy/Pnj17BNRr//79ZGdnExcXx7179zhz5gwyMjJMmjSJPn368OrVK9zd3bly5QpLlixBR0cHOTk5Xr9+jZycnCiwP3jwIE5OTty8eVOI9yYmJqxatYqDBw8ydepUrl69yo0bNzAxMWHBggWEhISgoKCAlZUV79+/x9fXV7yP+vbtK8R9JycnAgICRF3KnTt3KCwspKenh19++QUDAwNOnz5Na2sr7u7uovfz1KlTbN++nZCQEH788UfKy8sxNDTExMSE9+/fc/ToUbS0tDAyMuLMmTNCPGlpaWHy5Mns3LmTtrY2fv31VzIyMlBUVBRE6N7OxW/fvv1vMAQ4cODAoeHDh/P27Vu2bdsm+gCnTZtGQ0MDFhYWSCQSQkNDCQ8PFweppqYmY8eO/T+hd0dHR6KiopgyZQojRoxAXV2dkpISCgoK+Omnn5CTk+Ply5doaWkxffp0kSOZPHkyo0aNIj4+nq1bt3L9+nUkEomopnjz5g0fP35ESUlJkPIqKyvFZmf+/PnU1dURGxuLjIwMVVVVoszy4sWLojh8+vTpNDU1iS6oXouGuro6SUlJ2NvbY29vz5kzZ+js7CQ+Pp6DBw+yYcMGBgwYwMCBA3n37p1AsqupqVFRUSFKT3tLrcePH09MTAwyMjIUFRUxatQoQU3sLYo1Nzenvb0dbW1tnjx5gra2NteuXWP79u0MHjyY4OBgkT1TVVVFUVGRAQMGMGbMGBGed3V1xdvbm9raWkxNTRk5ciT9+vVDWlqaYcOGCbJceno6Hz9+JDk5GR8fH9auXcv+/fsZNGiQwCsnJCTQ1NTEzz//jKqqKi0tLaiqqqKurk5WVhYPHjzg7du3xMbGUllZSWJiIhoaGuLi0NTUJDs7mz59+tDR0UFjYyOnT5/GzMyMBw8eoKKiwuXLl4mOjsbKyor6+no0NTWpqqri/fv3TJo0SdiVp02bxvHjx4Vy+/XrVwIDA/H398fCwoLExERev36No6MjTU1NWFhYEBISgpaWFi0tLXz9+hWJRIKZmRmWlpbMmjULZWVlPDw8xLf4+fmJ0vEhQ4Zw9OhRHj16hEQiEeHzmTNn8vz5c5SVlSkoKEBHRwclJSVevnwpMnlZWVlcunSJ5cuX09XVxYIFC8QFExAQQP/+/dHX16empobu7m78/PzIzs5mxowZZGVlicqB2tpagbWH/6xj3d3dBAYGcuvWLUaMGEFISAg7d+4kISGBlpYWnJ2dmTBhAmpqanh4ePDXX39RX1/PqFGjSEhIQFpaGkNDQ7y9vSkpKaG8vJzNmzcjJSVFdXU1enp6lJaWoqWlxe7du0WWuLOzk6FDh5KcnExAQAASiURAK+7fv8/8+fNZt24d5ubmnD59WuRRe8PnqqqqlJSUICsrK7qB/Pz86NevH/7+/khLSxMZGYmUlBRv374lOTlZWA6PHTsmOsSysrKIiIggOjpaqMzW1tZiUO4t0dbW1haUuaamJrEJGT58OB8+fBAl7tra2gQHB3Pnzh327duHgoIC3759E1vWyspKJBIJv/76K9euXcPX15e6ujra29vJy8sTqr6enh5RUVG4uroya9YsQkNDMTAwICEhgb///pvJkyczevRoPD09WbRoEbGxsZibm5OTk0NwcDCZmZk4Ojry8eNH0tLSOHPmDD4+PhQUFLBnzx5yc3Pp6OigvLycsLAw7O3tycvLIy8vD3V1dXx8fER5fWJiIq6urrS0tPDbb7+xfft2rl27xnfffceff/7Jtm3b2LRpE//++y+xsbHi8b527VqysrIoLCwUlSRNTU3o6OhQWVmJjY0Nt2/fJigoCFVVVfr06YNEImHo0KHo6enx7t07YmNjRQ6qrKxMnLtGRkYUFhbi4+ODu7u7GMTMzc2JjY3l69evVFVV8fXrV2xsbPj8+TMpKSm4ublx7do1Ojs7cXBwYOjQofz9999YWFggKyvLggULOHLkiNiK9goOMTEx/PHHH1y4cAErKyuys7PR19fnwIEDjB8/npUrV4r88rhx44RwER8fj7KyMllZWWhqatLV1YWnpydmZma0t7ezfft2MjIyqK6upqqqCjU1NW7cuEFwcDD37t1j6dKlnDp1SiDmdXR0BDm41zbaS+r18PDg/v37JCYm4uzsTFZWFh0dHfTr1w9jY2NRIXP58mXWr1+Pr68vLS0twH/9pEVFRTQ0NJCenk5XVxd1dXWYmZkJSFxxcTHS0tJ0dXVhYmLC0aNHaWpqEvbkiooK7t27x/Tp09mzZ4+wSe7cuZO5c+cSFxdHcXExdnZ2vH79Gl9fX9avXy+EmoyMDD58+ICuri4ODg6kp6fj4+ODv78/hoaGFBQUkJSUhLGxMZ2dnSLL6eTkRHV1NR8+fKBPnz7s2bMHX19fZsyYwcyZM3ny5AlxcXEUFRXR3t4uCKa9JeSAIHkvWrQIOzs7hg0bxqBBg/j7778JDw8nNzcXiUQi6k4KCgp48+aN2CQ/evQIZWVl4TC6fPkylpaWjBw5ksLCQnbt2iUG82XLliElJUVAQADp6eloa2vT1tZGV1cXBgYG6OnpkZaWxpQpU5g9ezb5+fmEhIQgIyPDrVu3MDExwcbGBnl5eVxcXPjtt99wcXERG9n79+/T3NyMt7c306dP5+XLl+zevZumpibCw8ORl5cXQK5e6q29vT1hYWF0dnaKYvGgoCCuXbvGnDlzxBmno6MjADkSiYTi4mJKS0uprq5GIpFw+/Zt8vLyiImJITQ0lOnTpxMdHc2UKVPIzs6mq6uL+vp6EhMTiY6OFq4oMzMzmpubkZOTw8zMjPz8fNzc3Pjhhx/YtGkTGRkZBAcHY2FhQVZWlshEXrhwgcOHD+Pg4CB4D3FxccyfPx9TU1NUVFTo7OwU1mZlZWUOHjxIc3OzsHyXlpZSUVFBRkYGGhoa9O/fn8LCQqqrq2lubiYhIQEVFRVRA3H16lVcXV0pLy9n9+7dJCUloaSkhIaGBkVFRcKm3XsW3bhxQ9R9rVy5kh07dmBpaYm+vj5VVVVUVFTw119/YWRkJMCHXl5eREZG8urVK+bNmyf+vX37Ni9fvmTSpElkZmYyZswYGhoa+PLlC+np6QwcOJDLly/z/fff8/XrV1JTU5GVlcXExISBAwcyePBgnj59SkVFBcOHD0dDQ0Ns8UpLS6mvr+fgwYOCYNwrqj558oTMzEy8vb2ZPHkyTk5OyMjIEB0dzZIlS8jNzaWoqAhLS0siIiLQ0NAgIiKCX375hWvXrmFiYsKiRYuorq7G2NiYsLAwzpw5Q2RkJDU1NcjLyyMnJ4eBgQEvX76kT58+IsdfU1NDRkYGysrKhIeHk56ezs8//0xDQwPbt2/n1q1bzJs3j+LiYjIzM7G1taWpqUmA0np7lnthVtnZ2SQnJ1NZWYmlpSU5OTmYm5sLiur169cZMWIEt2/fJjQ0lIqKCmJjY6mtreXr16/cvHmTN2/e0NbWRkREBK2trejo6LBq1Sq0tLTIyMhg4MCBSElJUVdXR1xcHN3d3aipqREVFUXfvn3p7Oz832B4+PDhQ11dXSJ7M2vWLMzMzLh48aK4bN6/fy82iWpqapw5cwZDQ0Nu3rxJQ0MDtbW12NvbIy8vz+jRo0lLSyMgIIC8vDwcHR3R0tLi+fPnNDQ0oKCggEQioaGhgWHDhtHY2EhVVRVnz55lyJAhhIaGkpSURE9PD58/f2bOnDnExcXh7u6Oj48PUlJSvHnzBmtra96/f4+DgwMvX75kwIABomNq9OjReHt7M2DAACwsLKioqCAlJQWJRCIykbdu3SI3Nxc5OTm2bNmCt7e36MMzMzMTg+r/VxBYvXo1R44cITc3l7KyMrS1tampqUFXVxcjIyP09fXF4FhaWsqWLVuQlpZGTk5OIPoHDx7MwIEDefr0KWVlZeJhvnPnToqLi5k3bx5BQUFUVlYyfPhw1NXVMTY25uLFi9jb2+Pn54e8vLwoMX/37h0zZszgw4cPDBo0SBQk19bWUldXh6mpKYMGDUJBQYGQkBD09PTo6upCUVGRzs5OVqxYQVBQEKNGjcLJyYkhQ4aIbcu9e/cYNWoUnz59YsiQIairq+Pg4MDMmTNpbm5GR0dH2JtaW1vJzMwkIiKCT58+kZiYyMCBA5k4cSJv377F2dmZ9PR0/Pz8mDhxIra2tkRERDBixAj09PQwNTXl8ePH3L9/n0GDBpGUlISVlRUXL15kxowZKCgoEBMTg5SUFPHx8YSGhootUW+g3dTUlLy8PABCQ0MZPXq0GCJ6s0YHDhwgLi4OOTk5lixZQt++fXn69ClGRkaCXHnz5k0KCws5ceIEu3btYuTIkbS2tpKUlMScOXME3Ka3YD0/P1/04dTW1ortyapVq8jKykJVVZWHDx/i6OhIZGQkAwcOJDQ0FFNTUz5+/EhJSQkBAQFs2LABiUSCrKysoIpqaWmRmpqKiYkJAQEBzJo1i8DAQAwMDFBXV6ehoYH6+nqePn3KgwcPxCXdexlqamry+fNnvv/+e27fvo2TkxN9+/YlISFBVAoMGTKEkpISmpqaMDMzIyQkBIlEQmlpKWPHjmXEiBFUV1cTHR3N3r17SUhIEKh/NTU1kpKSxHDbv39/LC0tOXfuHJ8+feLUqVO8ePFCZNQ2btxIREQEDQ0NJCYmMmDAANra2lBRUWHKlCm8f/+ebdu2ISsrS1hYGI6OjnR0dDBp0iRR56Kvr8+jR49oampi2LBhWFlZiWyctrY2X79+JSkpiblz5/L582cGDRqEhYUFr169wtzcnOTkZBobG9HV1QVAUVGR7u5ulJSUqKuro7Kykri4OF68eMHNmzdxcHAAwMTEBB0dHSoqKvD19cXV1RU7Ozvy8vLQ0tLi+PHjJCQksHv3bn799VeSkpJob29n2bJlxMfHCziIt7c3/v7+qKqq/p+tnJycHK9evcLPz4+jR49iY2PD8ePHGT16NB0dHZiYmKCsrExycjL79u1DUVFR9BO2tbVx6NAhtm/fTllZGf/88w9r165l+fLlgj5YUVHBgAEDGDFiBM3Nzdy5c4dhw4aJSoEbN27Q2NjI48ePhVXp4MGD5OXl4e7uTkBAAHPmzMHc3BxTU1NmzZrF69evkZGRITY2lqFDh/LmzRtcXV25cOECZWVl2NnZERgYyObNmykpKSE7O5tv376Jsvnq6moiIyORSCSUl5dTXV1NY2OjyIi3tLSQlpaGmpoa48aNIzExkYkTJ4qhKSoqSgw3vULJ3r17cXBw4O7du4J6XF9fz9u3b4UVWlpamgkTJjBr1iw0NDTo6elh1apVZGRkMGXKFNra2tDX18fZ2RlTU1MaGxtFjvfPP//E19cXRUVFurq6kJeXp7q6mo0bN/Ly5UsePHjA4sWLxYb94cOHvHjxQsDQVFRUiIyMREdHhxEjRtDS0kJ4eDgjR47k5s2bdHR0kJubS2lpqbijW1pamDBhAjY2NoSFhTFlyhTU1dXFpr2qqori4mLU1dWRkpISDzcrKys0NTUpKytDX18fc3NzgoKC8PPzY+rUqZw/fx43Nzfi4+OxsrISVsEBAwaQk5ODgYEBdXV1rF27VmDxJ0+ezN69e5GRkaGkpETYL2/fvk15eTkWFha8ePGCYcOGCTtuZGQkx44d48GDB4wZMwZlZWUuXbrEiBEjRN4oICCAH374AXt7ex4/fkxNTQ3Z2dls3LiR6v/H3ns2dXm9YbsHvSNVkF6likhRVFRQUewtamyx10QTS2Kaxp5oqrHEFqNEAcUuKKJIkd57kd57B+mwX2RYe56Zvb/AM//3jIL+uO91res8j6OpSbgWjx49SllZmaBtd3d3Y2Njg5KSErNnz6ayslI4fke6VF9//TUODg7U19cTGxuLh4cHsrKy3Lx5k08++YRNmzZx/fp1QkND2bx5M7m5uXzzzTcsWbKEwsJCNm3ahI6ODo6OjgQGBjJq1ChMTEwESGn06NHMnz+f+vp64ZtbuXIlbW1txMTEEBcXh4KCAkpKSjQ3NzN16lTevHnDb7/9RkBAAD///DPnzp0TjrnLly+Tn58voC0LFixgYGBA1FBGNjseHh5cunSJcePG0dTUxGeffcaTJ0+oqKjA2NhYqCRiY2MpKChg7ty5xMbGiihdYmIiGzduFD3tFy9eiJrF5cuXUVBQEJTzxMRECgsLMTExQU1NTUADrayshKphaGgIExMTAQFramoSNNPu7m7ev38vopm9vb3ExcWxdu1aOjo6ePnyJT09PVy8eBFPT0/6+/u5fPkyqampWFpaYmZmxvv375GWlkZTU1PAhiZNmiS0T729vbi6unL69Gk0NTU5ePAg58+f5969e8LJ+/jxYxwdHXn58iVmZmYCXNLR0UFOTg7z58/Hz8+PuLg4fvrpJ0EGdnV15dGjRwBISEhgYGBAXl4eN27cEMsLdXV1Wltbsba2FgT5HTt2iOFVTU2N4uJikpKS6Orqor6+noqKCuzs7MQ7Z6RvO0LWXL58uVBPDAwMEBkZycyZM9HT0yM+Ph5ra2vOnz9PZ2cnZWVlrFq1ioSEBM6cOSNozoWFhejp6XHjxg16enpwc3MjJSWFgoICqqqqBN3z1q1bGBsbo6enR15eHi0tLeL/ytXVlczMTLKysoQ7UFtbG1VVVfbv309iYiIqKirU19cTGBgoNBsjxORffvkFf39/qqurMTQ0pLe3l3v37gEwffp0Xrx4QWZmJsPDw7S2tjJv3jyqqqrIyMhg0qRJzJ07Fzs7O06cOCEWJGPHjsXc3BwJCQlSU1MpKChg/fr1jB07lg8fPjB69Gi8vb1FFLa5uZlr166xatUqQTmNi4sTUX1FRUWWLVtGWlra/wbDkydPHjM3N8fW1lbQ10agLYODg3zyyScEBQUxadIkzMzMuH37tvD8jeB26+rq8PT0pKCgABsbGzIyMnB3dycnJ4fKykqUlZUFOXMkbhobGytIfwUFBXz22WcEBgZy5MgRWlpaWL58OdHR0UhISDB27FhcXV1FBFFeXp6GhgYAASQJDAwkPj6ewcFBampq6OjowN7eHgcHBzo7O/H09OTy5cskJyeLF8rixYuJjIyktLSUN2/eMDg4SEdHB8nJyWIT4+TkRH19Pba2tgQGBgovTWlpKQkJCZSWltLe3o6trS2//fYbioqKYvunpaWFuro6GRkZtLe3ExgYyPTp0zl79qzwko0MUs7OziQkJAgYjYeHBx9//DFJSUn09fXR398vYrrr1q3D29ubpqYmmpub0dfXx9jYmObmZn788UcKCgpwd3cnMjKSqqoq8vPz2bRpE0pKShQWFnLw4EFGjRrF4cOHxS2hhIQEvb29ZGZmCirl0NAQMjIyyMjIYGJiwuvXrzE0NMTS0hJpaWksLS0xNTVFQ0OD8PBw1q1bJyhZxsbG+Pn5CUKqgoICSUlJwv+WmJjIpEmTKC4uxs/PD2VlZVRVVYmLi8PW1hZpaWkGBwfJz89HW1sbMzMzWltbOXToENevX0dPT0/4CkeifWPGjGHLli00Nzezbds2Pv/8c5qbm1FUVGRwcFAQ7FRUVNiwYQOvXr3C2tqayspKDA0NaW1txcrKiqamJu7cuUNPTw/u7u7Mnj2b2tpaqquruXTpEtLS0kJaLi0tjbGxMRcuXGDatGkCT93e3o6dnR1xcXEiRnrz5k1B5EpLSyM5OZnBwUGOHj2Kuro6iYmJYriQk5Pj7NmzmJqailv8GzduYGVlhYaGhngRjRAfGxsbxe3bunXrqK6upqysTKCora2tefbsGXp6esjKyjJ58mT++usvTE1NxYDa1dVFSkqKoOzFxcUxZ84cysrKRE9nhP61ZcsWDhw4IDZ3GzZsoLe3l++++46pU6dSW1tLbm4uMjIyVFdXo6Wlxd27d2ltbRXdtcWLF5OUlIS1tTUaGho8efKEnp4eQRgeP348y5cv58GDB+IQ/MUXX/DkyROam5tZtmwZ58+fZ8GCBURFRbFlyxa8vLwEbt3IyIju7m7Cw8OJiYnh8OHDxMXFMWrUKCZMmEB8fDzx8fHMnz+fK1eusG/fPiZMmMCtW7eELHxEBzJCRs7KyhKxmrFjx1JUVERsbKy4nR6hFOvq6tLY2Mi7d+/ETfquXbv4/vvvOXv2LNra2tTV1REZGYmFhYXoWC5fvpyvvvpKaAKuX79Ob2+vAK2Ulpairq4u/Jwjf193d7cQGI84+27evMmSJUsICgrC2dlZABOioqKwt7cnLi6OdevWUVlZSVVVFZs2bRLP7EWLFnH9+nUWL17Mn3/+yaRJk1i4cCFBQUGcOHFC9GZbW1sZGBjg8OHDPH/+nNraWnEAVVRUFGLkkYj3Dz/8QG5uLmZmZty9exd5eXmysrKQkJDA0dERBwcH0Vveu3cvGRkZQtUzEqNuaGgQEvFffvkFe3t7Pv74YwFYkZeXZ9GiRTQ3N4skxQhVcdWqVbx48YJNmzbx66+/oq+vz+vXr4mNjRVaiHfv3mFsbIyPjw9ZWVkoKSkJB+uCBQuA/6iUzs7OREdHc+PGDQ4ePIiMjIygR1paWooBc/HixTQ2NgowT2FhIRUVFSxevJh//vmHrVu38vDhQyQkJFBXV8fNzQ1tbW00NTWpqanB3t6e+Ph4UlJS+O233xgcHCQ6OhpNTU36+/sxNzdnxowZyMrKUlVVxZQpU4RuwdjYmNDQUEH8nTBhAvb29oSHh6Onp0dsbCxjx45l2rRp+Pj4cPLkSdauXcuTJ08oKioSsLLw8HCWLVvGo0ePBIhsxIWZm5tLW1sbZmZmrFy5kpaWFqqqqpgxYwaXLl3CycmJ48ePIyUlJWLiJuClAAAgAElEQVT0ysrK1NTUCOBVWFgY1dXVWFhY0N/fz8OHD4mPj6epqYnS0lKUlZWprKxk3Lhx5OTkIC0tzf3791m0aBFNTU2EhISQkZEhyOS6urosWrSIwcFBAQd7/fo1f//9N93d3bi7u+Po6EhNTQ3jx4/n119/JTo6moCAALKzs/H39+fw4cNYWFhgaWlJTk6OcCHHxsYyYcIE8vLykJWVFRuZmJgYAJYvXy4uiubOnUtkZCRfffUVVVVVrF+/HkVFRbZv386HDx9YtmwZx44dY926dcjIyPDjjz+irq7O9u3b0dXVxcPDg1OnTpGXl0d2djaFhYWUlZXR398vlCx5eXlCqXDgwAHh9F21apUgywPcuXMHSUlJSkpKaGho4JNPPuHChQuYm5uzevVq3N3defnyJXfu3GHKlCmoqKjw8uVLoqKiqK+vx8HBgYULF6Krq0tMTAzr168nOzub6upqNDU1KSwsFJe333//PWVlZcTHx/PJJ58QFhZGS0sLbm5uREdHIycnJ1IwP/zwAx999BG3b9+mu7ubyZMn89NPP2FkZMTcuXNJTk5mzJgxAIwfP56cnBx6enrw8vKio6OD+vp6BgYGePPmjdg2lpeXs27dOgoLC0WqZHh4WMDMtLS0+Pbbb4mIiODIkSMEBAQwZ84cUbFQUlLi/v37ODo6YmNjg5qaGjk5OWzevBlAMAY2btzInDlzePz4MRYWFlRXVwsv9ogzuru7m4qKCoqLi1m/fj1JSUkoKipy69YtxowZQ3l5Oenp6WzdupWUlBRGjx5NZGQk/v7+7Nq1i+rqaiIiIigvL2fBggUoKytz7do1QZTdsmUL58+fF73PmTNnEh4ezrlz5/j666+ZNGkSnp6eArZ26dIlvLy8MDY2Jjc3lxkzZvDy5UsWLFiAjo4OsbGxqKioiIu06dOn09nZSVxcHNbW1rS0tJCfn8+OHTuIi4vD1NSU6upqfH19uXDhAnZ2dmhqamJtbc2MGTOoqalBQUGBt2/fAvDixQuampowMTEhNTWVbdu2sWPHDt6+fUtNTQ0tLS3i3Ojs7MyCBQvYv38/V65c4dWrVxw7dozAwEC8vb159uwZlpaWGBoaMnXqVGRkZHj37h1FRUViwOzs7CQqKoqQkBDU1dUJDQ3F1tYWPz8/du7cKVJRkpKSZGRk/G9jCP91DIuKijA0NCQvL4/BwUE2bNhASkoKNjY26Ojo4O3tTXV1Nbdv38bBwYFNmzahqKhIfHw8pqamFBcXY2trS11dHXl5eRgZGWFpaYmEhIRQK9TW1uLi4oKWlhaHDh0iLCyMxsZGxowZg7u7u3AiPnjwgKSkJJYtW4aKigq2trZkZ2dz7949GhsbycnJoaqqSmTFu7u7cXR0JCUlBYBz584xODhIU1MTBQUFWFhYYGRkRGlpKdnZ2bi7u9PS0oKOjg5tbW0sW7YMWVlZ5OTkaGpqQkpKCjMzM7q6uigpKSEnJ4e+vj4SExOxtbUlJSWFxsZGoqKi8PDwEIPGSLZ58eLFfPjwQUQJRjQD5ubmfPHFFyQkJJCTk8ObN2+4ffs2O3fuJCAgQGg9RnLOnZ2dyMnJERERgYWFhZCmhoeHExERIfwtI3L5Bw8eMDQ0RF1dHTo6OtjZ2fH27Vtu3brFlStXcHd3FyAEb29v9u/fj7a2NlOnThX9KxcXF+bOnYufn58ghbm5ufH8+XMWLFhAcnIylZWVPHnyhGXLlvHXX39hZ2dHY2MjeXl5VFZWUlBQIFxCjY2NfPHFF2RlZeHi4kJLS4s4cM+aNQsfHx+BtY6PjyczM5OVK1eKn1lCQoLQ0FD6+/vR0dEhOjqaWbNmISUlRWhoKOXl5UIELisrK8APcXFxTJ48WUQjR6JiJiYmVFZW0tTUBIC+vj69vb0EBQXh5OTEs2fP0NHRYd68efT29goFxMhWprCwkF27dqGvr09DQ4OI8D579kwg3tPT05kxYwYGBgaYmJhgaWkpiJQKCgpYW1szODgoLktmzJhBWFgYZWVl2NvbM2HCBFpaWkhLS6Ojo4MVK1aQkpLC1atXKS4u5vPPP+frr79m9+7dREdHo6Wlxdq1a4mJiRFy3eLiYsrKyli8eDHd3d2Ehobi7e2NtbU1o0aNoqmpiYaGBjw9PYXuoLOzk/fv3wtnVn9/P+/evUNOTg5lZWURP3316hUfPnwgKCiIzs5Oenp6MDAwID4+ntGjR/Pq1SsAIYEf6ei5u7uLF+zatWvFYXtwcBAbGxu6u7uZOXMmDx48ID09nbFjx2JsbMzNmzfZuXMnHR0dxMTE4Ovri4WFBRs2bBBi9PDwcObMmUN8fDz5+fmoqqpibW3No0eP6OjoQF1dnYkTJ+Lj48OmTZs4deoU8vLyKCkpce/ePdGBA/j6669pa2tj1qxZ7N27V/y8BQUFwut548YNysvLuXr1KvLy8pSXl7N69WoWLFiAl5eX2NS2t7czatQoVq1aJei+WVlZHDx4kM2bN7Ns2TKGh4epqKhg7ty5fPjwgezsbGxsbHj58iVFRUX09vayY8cOVFRUqKiooLW1VaDsh4aGKC8vF3FMExMTDAwMUFZWJj09HX19fUFGdnNzE4cVDw8PqqurUVBQYMqUKZSUlGBiYsLVq1ext7dHRkaGhIQE1NXVcXR0JDk5mc2bN5OUlMTff/8NwLhx49i0aROpqalig7J582aB9u/r6xOy7/j4ePr6+nBzc+PatWvY2dmRmppKSkqK0AWYmJiIi5RTp07xzz//UFRUhKysrBj2RhIIAI2NjTQ3N5OdnY26ujqjR4/GyMiI5ORkmpqauHv3Lg8fPqSurk7oblRVVXn16hV9fX1kZWWhpaWFnZ0dY8aMYfbs2fj7+4v3V3h4OIDwgsF/nbJvv/2W2tpaAW+QlJQUOh47OzsiIiJEGqS7u1vEFxcvXkxJSQkKCgoYGhpSX1/P6NGj2bZtG35+fnR1dXHy5EnMzMx4/PgxWVlZDAwMiO7ryEamo6ODp0+fYmpqKtxlGhoaIv7f1dXF48ePAVBRUUFbW1sMvJ6envT29hIaGoqXlxeRkZEsW7YMNzc3Tpw4waNHj/jrr7/46quvGBgYQFlZmZUrV4pLvHPnzgncvK2tLRoaGmJg2LJlC97e3hw8eJDS0lIWLVpEWloaCgoKdHZ2Ul5ezvbt24Vj9MiRI9y8eROA0tJSQWcNCgrixx9/JD4+HicnJ77//ntycnLEv4OOjg4DAwOkp6fzxRdf8PTpU1JTU9m6dSvz5s3jw4cPWFpa4uPjQ0hICIcPHyYxMREjIyMxvPn5+fHw4UNKSkr49NNPmT17Ns+fP+fDhw98+PBBkEJHLq9OnDhBTk4OFRUVAlyVlZVFXV0dVlZW9PX1iQN+b28vZ8+eFUArX19fzpw5I5y+7969w8zMjO+//16A4LKysli9ejXffPMNenp6LFu2jPLyclJTU5k/fz7R0dFYWloyZ84cbt++zd27d1FRUWH79u2EhISwYMEC8X2UlJSgqKiIq6srwcHB9Pf3093djYyMDAMDAyLhsHXrVn755Rfk5OREjeDo0aMA6OnpceLECdauXcvDhw9xdHQUaQwXFxeamprQ1NREUlISfX19zMzM0NXVxc/PDyUlJQwNDZkyZQoXL17Ew8ODxsZGsrOz+fDhAw0NDbS2tgpvtZaWFpmZmSQmJqKtrY2BgQHHjx9HW1ub3t5eEbV8+PAh1dXVrFy5ktevXzN+/Hiam5txdXXF09MTBQUFRo0axZUrV4iOjubAgQPU1NSQl5eHnp4eWlpa4vySl5fHpEmTOHHihPAZq6mp0djYyODgIOXl5YIYHxISQklJiQAZpqWlUVFRAUBOTg6xsbGkpaVx8OBB8vPzsba2pqenh3nz5uHr68vKlSuRk5Nj1KhRnDx5ktOnTwPQ2tqKv78/cXFxmJiY4ObmRl9fH+PGjROO0eTkZNTU1HB2dhbRc319fQIDA/nw4QOLFy/GwMCAtLQ0NDU1uXnzJjU1NYSFhYnNn5WVFenp6fz7778YGRlx9epVDAwMiIqK4v3796iqqlJXV0dJSYnQVKioqFBQUAAg1CWenp5IS0vT3t7O7t27KS8vR1lZmdraWtra2vj9998pKChASkqK77//nkOHDgkSdkFBgRgK7969S1JSkngPPHr0CAsLC6EkSk5OJisri+7uboqLiwWYMSEhQfgPGxoakJCQELWuhQsXoqioSHZ2NjU1NaSmpjJ69Gi++uorTpw4wcSJE1mxYgUVFRXcuXOHEydOEBYWxooVK5g7dy7z5s3j2bNnLFmyZKQL+7/B8Ouvvz5mbW1NX18fKioquLq6IiMjg56eHjU1NURERJCTk0N5eTkaGhr09fXR29tLR0cHWVlZjB49mvHjxxMQEICamprA7t++fRsrKyvMzMzIyclh06ZNxMbGkpyczN27d6mtrcXJyYmhoSHCw8OFg6mzs5PGxkbRUwsODqaiooIFCxZgbW0tOiLp6elYW1ujpaVFamoq3d3dAGJjqaGhgampKfPnz+fQoUMoKSmJPtWI5HPkpWxqasrdu3cxNTWlsLBQ/JlfffWV6FZ0dXUxd+5c4TAcHh7G0dGRzs5O7O3tmTJlCl1dXbx+/ZrIyEjgvxJxR0cH1tbWNDU10draSkpKCq9fv6awsJBZs2bx8OFDampqqK6upre3l7KyMiwsLHBwcODu3buiT2JiYkJbWxttbW309PRw4MABvvnmG0xMTGhoaGDFihXk5eXh4uIi3G+ff/65eBDl5+fz/PlzYmNjefr0KZs2bWLSpEkMDw+LQ3FwcDDu7u4CwmNubi7UFgsXLqStrY2+vj5mzZqFr68vW7duFeV+T09Purq6qK6upq+vD39/f+zs7Lh//z6dnZ3Exsaiq6vL+/fv+f3337G0tCQrK4uMjAxWrVolyHl1dXW8ePECGxsbpKSkMDU1RU1NjYGBAdHrMzc3Z8qUKcybN0+IbUfQyiM3uCOOuLVr19LV1YWfn58or1dVVXH8+HH8/f0ZM2YMeXl5DAwM4OjoiJWVlYgTq6qq4unpSU1NDQ8ePKCjo4O2tjaUlJRoaWmhoaEBIyMjtLS0KCoqYuzYsYJ2JSUlxZEjR/Dy8qKlpYXy8nKsrKy4e/cu48aNIyAgACsrK+Li4mhtbcXJyQllZWW6u7v5999/UVZWRlJSEnV1daysrKivrxdDrLu7O3JycoKYuXnzZry9vbl8+TLu7u6oqqoiLy9PTU0NL1++5NmzZxw6dAgzMzMqKiqQl5fn/fv3KCkp8fbtW54/fy5k18PDw/z5558YGxsD//lJh4aGqK6uFjHSsrIyfv31V+bPny82gwYGBrS0tAiRdUNDA1u3biUqKgpNTU2am5vJzc1leHiYefPmce7cOZycnGhqauKjjz6ioaGBJ0+eoKury7x58wgJCcHDw0N8P3p6emzbtk1IjRUVFcnJyUFbW1uQM1taWoTbrba2Fi8vL16+fEldXR0ZGRkYGxvz7t07DAwMaG1tpbq6mqNHj1JfX4+7uzsSEhJUVVVhZWWFi4uLAIS8f/+egwcP0tDQQG5urugquru7c/r0aWJjY3n06BELFizg4MGD9PX18ezZM1paWgSsITIyksjISDZv3syBAweA/26dJSQkUFRU5NGjR5iZmfHq1SskJCQ4cOAAWlpaTJ8+HVNTU86cOcO0adPo6+vj0aNHovO3Zs0aEWkfHh7mw4cPSElJERERgZ6eHr29vXh4eKCpqUlISAijRo0iODiYffv24ePjQ1RUFDo6OpSWluLg4EBaWhqjR4/G3NxcUCRHiKFlZWWMHz8eDQ0Nurq66OjoQFZWlrKyMiorKwWy3d7enmfPntHb24u5uTl6enosWrSImJgYQa/cuXMnR48eJSIigvr6evbv309VVRWurq44ODjw6NEjKisraWxsJC0tjcrKSnJzc4VLcvny5fT29nLp0iXCwsK4evWqSEgYGRkRFBREZmYmM2fO5PHjx5ibm5OdnU1vby9v377l/PnztLS0EB8fz/DwsNCSDA4OUl9fj4uLC/v27RNAiJ9//pk7d+4IH62FhQVff/01YWFhZGZmIikpyahRo0hOTmb58uUCbDF37lySkpIoKytj8+bNTJkyBUVFRaSlpamurubJkydoampSVVVFdHQ0H3/8sYgJZ2dni/d0Z2cnampqDA4OYmhoSH9/Px0dHTg4OHDo0CGSk5ORlZUV2icfHx9qa2uJj4+nt7cXbW1tQTqdM2cO1dXV1NXVceLECXbv3g0gKKwNDQ0MDg5y9uxZVFVVkZSUJD09nQMHDvDHH3/w6NEjLC0tcXNz4+3bt+Tm5rJmzRouXryIvb09K1asoKGhgfT0dNauXYuPjw/wH13V0tKSe/fukZOTw7///ktpaSn79+8XwvjVq1fj7++PqampOFt4enoSGBhIf38/aWlpYvt9//59rKysgP96iJGRkSLGq6Ojw+7du9m/fz/79u3j2rVr7Nq1i0uXLnHq1CkMDQ2ZNWsW3333HTY2NsTFxaGhoUFlZaWAoY14iy0tLZGVleXKlSs8e/ZMfOaGh4dpa2vDycmJyspKbt26haamJjExMXR1daGurs64ceMY8UQ3Nzczbtw4Nm7cyO7duwkNDeXp06f4+/uzefNmxo4dS11dHYGBgUybNk1Ixo8cOUJqaio6OjqcP38eIyMj3Nzc8Pf358iRI/z111+kpaWRnp7O6NGjCQoKYmhoiJiYGNLS0nB1dWX16tX8/vvv/PLLL0LbtHbtWu7du8fLly+xsLAQ+pBVq1YxefJkjhw5grq6OqtXrxbnPj8/Pzw8PMQl6oMHD8jOziYuLg6Avr4+VqxYwV9//YWBgYEg0+vr62Nvb09HRwfr16/n7t27uLi40Nvbi6qqqvCKGhgYYGNjQ3R0NLq6usjJyeHg4IClpSWpqalERUVhbW2Ni4sLqampWFhY8O7dO5qbm9m6dStNTU0MDw8zdepUcUm0cOFC/P39efnyJXFxcaioqBAdHc2hQ4cICAhgy5Yt/PvvvyxYsEA4Ykfi725ubty6dUu8/6ZNm4aCggKKiopUVVXR0tLCkSNHKC4uZvPmzeICIi0tjerqavLy8rCyssLb25v4+HiysrIwMzOjpaUFf39/NmzYwNDQ0P/xnjAxMaG/v5+KigoxqO7Zs4fIyEjy8/OFnsbOzo6jR4/S2NhIY2MjR44c4d27dxQXF/Pq1SuWLVtGUlIS2trazJ49GzMzM0pLS1m+fDnbtm0TFx3l5eVs3ryZ9PR0GhsbKS8vJyUlhenTpzN27FjS09OpqKjA0tISSUlJsrOzycrKYtGiRXR1dVFQUCC8o+vWrRPqKh0dHfGZV1RUZNu2bbS2tnL06FFmzJiBhIQEW7ZsQVJSkvnz5xMSEsLw8DDS0tJiezxjxgx8fHyYMGECVlZWODs7U15ejq+vL3l5eWzatIkHDx6If09jY2NxPsnKymLDhg08evQIb29vAR0cPXo0qamphIWF8c8//+Di4sLSpUtpamri2LFj/P777/8bDC9dunSsvr6eyspKxo8fT0ZGBi9evCA1NZX6+npmzZqFrq4usrKyokM3QrtSVVWloKCAnp4eGhoaRO49ICCAxYsXY21tzfPnz5GUlERKSoqenh4xKJWVldHW1oa8vDyysrIsXLgQKysrJCUlycvLE8JiLS0tGhoaqKurQ0VFhSdPnoihT0lJCSsrK5KTkzl79iyDg4Pk5uaiqqpKVFQU5ubmBAcH4+DggIaGBgoKCqSmpiIjI8P06dO5ePEiLi4uouSflJREZ2cnM2fOZPny5Xz99dcoKyuLm5e6ujp8fHyoqqpCUVGR+/fvC/FtRkYGLS0tTJ8+nYSEBKytrZk8eTImJibU1dVRVFREfHw8rq6uFBUViW1SVFQUV69eFb2A9evXM2bMGHp6esjIyEBKSgoLCwu0tbUJDw9n/fr1NDY2cu3aNRE/VVdXJzMzkzFjxhAVFcU333xDdnY2r169wtLSkr6+PqqqqrC0tMTCwkJQSY8ePYqdnR1paWkYGBiwYsUKTp8+LYit3d3dlJaWYmtrK3DCDQ0NuLu7ExoaSllZGd7e3ri7u3Pq1Cm2bNkiENZSUlLExsZiamqKjIwMlZWV7Ny5k5iYGB48eMCUKVPIz88X3pqRyK2srCwyMjL4+Phw8eJFcnNzSUpKoqioiC1btjBu3DhiY2OpqKgQ1Mfnz5/T0NCAuro6c+fOxcjICHV1dVxdXfnpp5/o7e1FV1eX/fv3ixdXdXU1ADIyMtTW1tLT08OYMWN4//4948ePR11dnf379wvYhIyMDH19fVRXV+Pq6oqysjLPnz9n06ZNVFRUYGNjw/v379HR0eH7778nMTFRCIvt7e3Jy8ujvLyc5uZmlixZIjxOOTk5fPrppzx8+BA9PT2uXLnCqlWrKC0tFU7Fn376CYCqqip0dHQEcS4tLU28KAoLC/niiy8YNWoUY8aMwc/PjxUrVhAVFUVwcDB//PGHuBi5d+8eS5YsET2sdevWERUVJWA+bm5u+Pr6Iicnx6xZs0T/7tNPPwUgJCSEgYEBgoODRWdlaGiIrq4uZsyYgaWlJcuXL+eHH36gpaWFL7/8koKCAjw8PJgyZQp79+4V4mYTExMeP34sOkl5eXm0tbUJ9cZIB7C3txcpKSnc3d3R1tams7MTdXV1xo8fT3h4OAYGBgKRX1dXR3t7O6Ghofz000+CIpuZmSm+prS0FCcnJ4qKisQFR0pKioBM+fj4CACJkpISv/32G1u2bCEqKorS0lJqa2sZGBjgxx9/RENDg9raWl6/fo2Xlxfx8fG8efOGiIgIent7aW5uFi7WyspKtmzZwqxZs4iLi8Pc3Jze3l5ycnKEx6qyslKoDTo6Onj+/DkODg7MmTOHrq4uZGVlqauro6enRzxz4uPjhY4mPT2dPXv28PjxY4Erb2pqIj8/X0CvNDQ0UFJSYuXKlfj7+7Nz504h8+7s7CQ7OxsPDw+ys7OxsLBAXV2dgYEBAEGb3rZtm+iimpub09fXR1BQELa2thQVFVFcXIySkhJKSkoEBATg5OTE5MmTMTQ0ZMGCBaxdu5bIyEiam5tRUlLCx8eH8vJyfvvtN7S0tBg9ejSdnZ3MmTOHwsJCJCUlmTdvnpB5l5aWMmHCBBYuXIiTkxOZmZmM1CKCg4MxNjYmOjqa3bt3IykpKbrZoaGhaGhoYGxsLDQtsrKybNmyBXV1dcaOHYuioqIgNiYmJpKUlISLiwsRERF4eHjwww8/4OLiQnFxMbGxsRQVFYmNcltbG+vXryc9PV2Q9RISEggNDeXNmzekp6ezfft2JCQk0NLSIjY2FjMzM+zs7ITGoaamBl1dXfGckpWVRUlJiZCQEIGEb29vZ8mSJfz+++8oKioyd+5cLl++jK+vL7W1tfz555/s2bOHiooKVq9ezfPnz3nz5g3V1dVUV1czPDyMnZ0dcnJy/Pjjjzg6OnLu3Dm2b99OQ0MDkpKSgsY8YcIEsrOzCQ4OxtnZGQ0NDW7fvs3AwACLFi3C29tbfG9+fn6sXLmSDx8+kJiYyMmTJykpKaGwsJCJEydSX19PfX0906ZN4/379+zdu5cLFy5QV1cnLnkCAwNJT0+nrq4OX19fIiMjhXducHCQvr4+PD09cXFxEX3K+fPnc+LECUHl/v7772ltbeXBgwdCobFq1Sr+/PNP/P392bFjB0uXLqWjo4MnT54IFUdiYiJeXl6sX7+et2/f4uzsTE9PD21tbSgoKFBdXU1HRwd//vknly9fZuHChWRlZYm0jJ6enjhka2pqYm5uLg7q7969Iy8vj19//ZWNGzeio6NDXFwcysrKJCYmsm/fPlpaWkQ0WEFBgc8++4x//vlHEF9HtATjx49HVlaWpKQkGhoa0NHREX68Bw8e4ODgQFlZGaqqqjx//pxvv/2W2bNnC+n8iG7Kzc0NKysrHj9+zKhRowgICBADhZKSkti0eXp6smbNGjw9PZGTkyM4OJiVK1eKqsn27dsJCgoiOjqa9evXY2JiQn5+Ps+ePSMqKoolS5YQEBBAVFQUBw8epKSkRFBAy8rKKC8vR1tbm/z8fLy8vMTWLjc3l6KiIpycnOjt7WXv3r3cvn0bY2Nj7t27x+zZs7ly5QotLS3C5bl582bS0tLo6+sjOzubI0eOkJGRQWdnJ4mJiRw/fpylS5fy+vVrFi5ciLq6OqWlpcjIyGBqaipSEvfu3eOff/4hIyOD0NBQNmzYQFpaGnv27KGhoYHAwEBcXV2JiYnhzZs3hIWFMXv2bPFezsvLE8NRcHAwR44c4d69e0yaNImPPvqIOXPmiIVAWVkZkyZNoqOjQ/Az6uvraW9vJzw8nAMHDjBnzhwyMzNRUlIStZ/U1FSkpaVZvny5cME6OTmRnJwsOve7du0Sl1/Jycl4enri6+vL3LlzMTMzQ0FBgZiYGJSVlbGysuLff/+ls7OTX3/9lc8//1zAzmRkZHj58iVubm7cv3+foqIiTp06xZ07d7C3t2fRokWsXr0aT09PVFRUcHFxEVWGmJgYCgsL+eSTT8jOzkZfX59Dhw4RGhpKSEiI6EAePHgQCwsLfH19OX/+PM7Ozvj7+4vY9ZkzZ1BXV+f06dOsW7dOQBNHYs36+vrcunULZWVlrl+/zv79+9m4caO4ELpx4wazZ8+moaEBQ0NDEXHv7+9n3759AP8bDE+cOHFsaGiI06dPi/KxiooKHh4e4rBSVlaGgYEB06ZNEw/WK1euEBwcTFdXF5WVlezfv58vv/wSDQ0NMeSUlpZSWVmJubk57e3t6OnpYWRkJGJzGhoaSEtLU1paSmJiItHR0bi6umJlZYWsrOz/0aEb8Qi2t7eLgq6pqSnLli1DW1ubf//9l8HBQSZPnkxERARqamoi/uDt7Y2EhAQvXlalQlwAACAASURBVLzg008/FSJjCQkJPD09ycrKEtjtzZs3C3KXjIwMc+fOpbKykuHhYZF9zs3Npauri6lTp9Le3k5xcbHw2kRHR4vOk7W1tdgS7tmzh+joaCwsLBgcHGTr1q08ePAATU1NfH19+e6773jx4oUQdc6cOZOEhAQUFBRoaGgQXY+R7p2ZmRnV1dWCNmllZcWSJUvEy/XJkydUV1dz+vRp4X+ZM2cOYWFhQj48Qu8bOfDV1NSgrKxMdXU1bm5uTJ8+XRyC6+vrBRilubmZ06dPM27cOPr7+zl69Cj29vaoqalx48YNpk2bRnBwMNbW1syaNQtFRUXMzc2RlpbGwMCAnJwcxowZw/DwMDIyMuTn5+Pk5CQE7ykpKdy9excrKytqampYvXo16urqpKam8uLFC9TU1Ghvb8fMzAxPT0/i4uKQlZVl69atNDQ0IC8vT2hoKPLy8jg7O4sI0oULFwT85sCBAyQnJ2NkZER8fDxWVlaUl5czbtw4fHx8GBgYwMfHhzlz5rBnzx6GhoYwNjamv78fW1tbgoKCCAwMpKamhp07d5Kbm8u9e/dITExkYGCA2bNn8+7dO7Gh+Pjjj1FTU2P58uWcOnWKiIgINm7cyKZNm/jqq6/ERrqjo4Nly5YhISFBd3c3AwMDjB8/HhsbGxISEpg4caK4AY+OjmZ4eBhFRUUUFBT466+/RNfG09OTZ8+eYWdnh5OTE7m5uTx69IilS5fS09PD06dPMTMz4/Dhw1y4cAFbW1vGjh2Lra0tZ86cYd26dbi4uCArK8uGDRtobGwUPa0VK1YQFBSEubk5zs7OwoNpZGREQEAAEyZM4Ntvv+XkyZMsXLiQy5cvs2zZMp49e4aWlhazZs0iKiqKjz76iKCgIOzt7cnJycHc3BxNTU12797N2LFjBTzk008/JTc3FyMjI5ycnCguLqakpISEhATq6uoEGMPS0pLY2FhcXV0xNzdHTU2NmpoaWltbCQ4OpqOjA2lpaY4ePUpWVpb4nEdGRtLV1SV6TMnJycKTmpGRwfv372loaCAqKoq3b98yfvx4AgMDMTIyEmTby5cv8+DBA4qLi9HQ0MDW1paJEyeSlpbG0aNHqayspLa2ls2bN3Pp0iVBP7116xbDw8PY2NiwZs0acbs5on6Rl5enq6tLxMwfP37M3r17mTRpEvHx8TQ3N9PT00NFRQXfffedEL0rKysjJyeHvr6+iBV7eXmRmpqKlpaW+LlVVFTEAaqvrw8DAwPq6+u5fv06fn5+qKmpic39u3fvqK2tRV5eHhkZGTQ0NCgtLeX169eUl5eLaHFCQgLHjh0T8ayEhAQGBgbE7+3I0P7zzz+Li6e6ujr6+vpoamri9OnTPHr0CGdnZ3EBMhKBdnR0pK+vj3Xr1pGdnS30BCdOnKC3t1fE/dvb29HX16epqQkjIyMePnzI+vXrMTU1paamBklJSerq6oiKiiIzM5OTJ0+ipqbGrVu3SElJ4fz58xw/fhw1NTXU1dVRVVUVnwt9fX0mTJhARkYG69evR11dnYaGBi5dukRcXBwGBgZEREQgJyeHrq6uULGUlJSwcOFCdu/ezbt370TsC6ClpYVZs2bh5OSEmpoaGhoaIhK6YsUKXF1dKS4uprq6mqamJiIjI9HX1xf9q/v37/P48WPU1NTw8PCgpaWFuXPn8sMPP6Cnp0dbWxudnZ1cuHCBjo4O3r9/z/DwsEiiWFlZ8e2334oItpqaGoaGhtTW1mJmZoacnJw44I9ApjIyMvj444/F0H/r1i2B/c/JycHNzY2ZM2dy6tQpWlpaWLVqFfn5+cTHxwu3WUJCAhcuXBA4/Q0bNnDt2jVB7f3pp594+vQp8fHxhISEiGfZ119/ja6uLg8fPqSjowMJCQmSk5Npb2/HwsKCM2fOUFlZiZeXFwUFBWRmZlJQUICGhoZwVp48eZLnz5+zfft2enp6ePv2LfPnz+f69etkZ2fT09ODjY0NISEhSEtL093djbOzM+Hh4WRmZpKUlERPT484C9y5cwcrKyumTZvGmjVrMDQ0RFlZGV9fX7Zt28bTp0+ZOnUqrq6ueHh4YGhoiIaGBhcvXkRDQ4MxY8agpqbGlClTaG9vR1tbmwsXLohuY1dXF3p6eoKGnpWVRXh4uCBhh4eHc+3aNSIiIkhISODq1aui9zplyhTKy8tRUFAQYJHk5GQcHBx4//49OTk5yMrKCp9ydHQ03t7evHnzBgMDAxwdHcXldFhYGEpKSkydOhVtbW0BohnpZTo5OTE8PEx8fDxz585l69atXLx4UTg1t23bxrVr1+jv7+fly5d4eXmJWPWtW7fIz8/H0dGRMWPGEB8fL1Ig06ZNQ1FRkZiYGNauXYutrS2VlZVISkry5MkTbt68KdQezs7OpKSksGjRIj799FMOHDhARUUF2traqKur4+vrS0ZGhnBQGxgYUF1djbS0NIGBgbx69Yp9+/bh4eFBR0cH58+fZ9OmTZw5c4a9e/cSGBhIVVUVa9asITc3l9LSUqGuGVFk1dTUsHbtWtLS0jAyMhJuzJqaGiZMmMA333wDIAio8N/W3sHBgdmzZ6Ovry/cpPHx8airq/P8+XPq6+vFu6+rq4uAgADq6urYtWsXY8eO5dq1a8jLywsfrJ+fHykpKaxbt44xY8aIDv8IdA2gqKgIHR0dDA0NRdTT2NiYvr4+Ib4f4RAMDg6SnZ2NqqoqZ86cISkpiaioKEH29vPz49NPPxWfs3Xr1hEREcHixYsJDAxk3759AtRTVlYmFD+mpqbs2LGDjz/+mKqqKn788UdUVVV5+/YtK1as4I8//mDs2LHo6upy48YNcT63sbERz3wrKyuRUiouLhawKjc3N2bPns2HDx8EIXXGjBn8/PPP5ObmMm7cOCIiIti/fz/R0dH/dw6GEhIS3sePHw86fvz4F8ePH1c8duxY1P/f1x4/fvzYzJkzuXnzJsrKynh4eAD/3ap++eWXGBgYYGRkRHR0NIWFhTQ3N1NeXi6EvCNuk4SEBGJiYsjMzBRRzxHsuJycHLW1tdja2vLy5UscHByQk5Oju7sbY2NjWlpaxC1gRkYG+/fvx8fHh7q6OkaNGkVVVRVqamo8fPiQ4eFhQX58+/YtpaWlpKWlUV5ezqxZs7h16xampqY0Nzfj5OREc3MzmpqaBAQE4OrqSlNTEzY2Nrx48QJ7e3uCgoIoKysDYNSoUQQFBVFaWoqZmRklJSXExsYKgEZFRQXLly8nLy8PR0dHJkyYQG5uLgcPHmT8+PFcuXJF3Ip99tlnFBYWMmnSJCIiImhra6O+vp4DBw6IPkV5eTlaWlrIycmRn5+PpKQkO3fuxM3NTeDQKysrOXv2LLdv32bbtm3cv3+fkQ3vCDVKWVkZNTU1Hjx4gJ2dHQUFBSgoKNDV1UVycjIbN25EW1tb9PgcHR2RlpYmPz8fZ2dnjIyMsLKyoqqqioqKCmRlZbG0tOTJkyd8+PCB8ePHk5yczMqVK+nv72fixImcPHmS3t5eSktLKS4uZsOGDRQUFFBeXs5HH32EkpISZWVlBAcHk52dTX5+PtnZ2RgZGQlv40iEy8vLi9LSUpqamqiqqsLLy4ulS5fy5MkTlJWVCQkJYceOHTx69Ih//vmH69evi7hheHg47u7ubNy4kbCwMMLDw3n69Cnq6uoMDg4SGxuLhoYGzc3NLFiwgIyMDAE0kJeXZ/To0QwODqKrq4utrS2lpaVMmzaNzs5OiouLAfjtt99wdXWlq6sLMzMzwsLCkJOTo6SkhHnz5gnc/rVr13Bzc0NFRYX29nby8/MFBCU9PZ2GhgakpKSQlZXF3t6emJgYqqur6e7uFghneXl5AS0aKdUXFRWhqamJlpYWbW1tQig/bdo0Qd4cGhpizJgxGBsbi8sXQ0ND5OTk0NHR4cWLF1haWvL8+XMRDxvBYSckJLBjxw60tbU5fPiw8FeVlZXx7NkzGhsbef/+Pa2trWhpaeHg4CAGw6dPn/LDDz/w4sULMdjdv3+f2NhY9uzZw4ULFwCIjIwUIufw8HARSx4h9o5AYvT09IQuJi8vj4kTJxIZGUlxcTEKCgqcOXOGoqIi3r9/z7Fjx4iLi2NwcJCGhgZmzJjBxx9/LPxXMjIyJCcns3XrVlpbW6mrq0NWVhZfX1/c3d1JSkpizZo1jBo1ChkZGQFgWr16NXFxcezatYvx48dTUlKClZUVJ0+eZNWqVdTW1qKgoMCuXbsICQmhoaGBp0+f4uXlhampKTt37hQxo+LiYry9vbG3txcHkM8++ww/Pz8BChmRxjs4OIhe85QpU5CXl0dSUpLGxkYmTJhAcXGxcGE9e/aM5uZm1NXVkZKSQktLC0Bs50pLSxkYGMDW1hZVVVWePn2Ko6OjQHw/ePCA2tpa0tLSMDY2RllZmeLiYmpqasjJyREy6LVr13Lnzh02btyIgoICcnJybNu2ja1bt7J371527NiBqakpa9euRV1dHT09PfLz83nz5o3Qabi5ueHu7k5wcDBSUlKUlZVRWFiIv78/f/75J2fOnKGvrw8TExMuXbrE1q1bgf+IvyPE0sHBQdzc3AgMDKS8vJzS0lLOnDkjNCm9vb1UVFTg4uKCu7s7ixYtwt/fn+HhYeTk5MRGec2aNTx8+JAVK1agqKhIYWEhampqBAYGcv/+fVpaWjAzMyM0NFR8zyPPxSlTptDQ0EBERARLlixh4sSJQn/S3t5OTEwMsbGxnDp1CikpKRYvXoyKigq3bt1i1qxZALx79w5ra2vKy8t59+4dLi4uODk5MW/ePBwdHbl16xZFRUU8evQITU1Nuru7kZOTIywsjJKSEnbs2CHqEjY2NsjIyIhNiK6uLtOmTePcuXPEx8eLHtjIEB8TE8OuXbuEF7aurk5IsHfv3i30O5988gnm5ub4+fmJOFdgYCCTJ08mLCyMyMhI1q1bx9DQEPHx8WzdulUkV6SlpQkJCaG1tZVJkybx8OFDli5dSnp6OlOmTCEqKoo9e/YIONvPP/+MpKQkdnZ2Iq4/kugYO3YsycnJYlAaIcrW1NRgY2PD8+fPRZdqJA56/vx53r59y9KlS5k9ezaBgYEsXboUX19fnJyckJSUZNOmTZibm3PixAkaGxsJDw9HSkqKv//+m6amJv744w/WrFmDtbW16MRXVlairq4uBpSYmBgGBgb4+eefRbz7xYsX/Prrr8TGxnL//n1evXpFZGQkTU1NAjRmY2NDXl4e9+7dIy8vj9WrV4vzVm1tLRoaGvz999/ExcWho6PDmjVrCA8PZ9euXXR0dFBSUsLEiRNJSkoC/lOZjCSNJk6cSHd3N/Ly8mRnZ/PgwQM2btwo4CdfffUVRUVFDA4Ocv/+fTo6OggKCmLevHlER0dz5MgRSkpKGD16NENDQ4Ig7+Liwt27d1FVVeXNmzfs3bsXBQUFrl69ytu3b+nv76empobp06djZWXFTz/9RElJCdLS0vT39wt41LRp05g/fz5//PEHEyZMECqCly9fMn36dH7++Weam5uxtrbmzZs3aGho8OHDB7q7u9m+fTs3btxAWlqa9PR0Fi9eLDb/MjIyxMfHc/DgQZydnYmKiiI6OppFixahq6vLzZs3UVdXx9bWlszMTOTl5Zk3bx4//PADWlpaGBsbi+f4CEzrzp07AOzZs4cDBw6we/duioqKBNna0tKSX3/9lby8PO7fv8/x48cpLi6mra2N5ORkcnJyxNZ/5syZBAQECChLdnY2EyZM4I8//uDff/9l6tSp2NnZ4ebmJja5AwMDnDt3jv3795OZmcmaNWuIiopCSUmJOXPmICsrS15eHkpKSqxfv17A6ka+trGxEW9vb06fPs2sWbMYGhoiKioKd3d3QUBWUlLCxMREaIy8vb0JCgrC09MTW1tbzp8/T1hYGKamppiYmPDy5Uvmz59Pd3c33333HRoaGgwNDeHi4sLTp0/p6enh9evXnD9/nsOHD2NkZMSOHTvQ19eno6OD1NRU7t+/z8SJE8nKyiIrK4vBwUGGh4eZNGkSf/zxBzNnzuTLL79EW1ub+vp6Ghsb2bt3ryCmFhUV4eHhwYsXL9i7dy/FxcVERETQ2dmJhoYGPT09SEtLU1VVxS+//MKrV6/EIDjSN9+yZQuWlpbCk3rx4kWsrKwYGBhAVlaWnJyc//sGQwkJCSkgGJgL/Aj8efz48chjx441/H99/dmzZ4+5uroyevRokpOTkZSUpLW1FUlJSXFD0NvbS1dXF/PmzaOjo4PFixcTEhJCbW0thoaGnD9/nhUrViAnJ4eqqiq1tbUsXboUXV1dOjo6xCF/cHCQUaNG0dPTg7KyMjk5OSgoKLB+/XpUVFTIyspiypQpxMXFUVRUJH6R7ezsiIr6f2fbwcFB6urqkJCQoL+/n6qqKjQ1NYU/bWhoiKamJjIyMpg8eTK+vr709vayaNEiAgICMDQ0pKmpCSsrKwoKCpg0aRKDg4NoaWkxMDDA8PAwZmZmTJ06VfT7lJWVWbDg/2nvzuNrvvLHj7+OrCoRSSRBEhIRu4jQyFJKirR0tOprKVpd1Gir09b0W91GxWDoqjPaqqXU2KZTJSSIPYgtsiCJyCYieyJEkEQi5/fHvfdMxg/9toNkOM/HI4977+fzyfW5eTufe88957zfw/j73/+Ot7e3GqUqKCggIiKC4OBg6urq2LdvH6tWreL111+nefPmavRs/Pjx9O3blzVr1jB//nzc3Nxo06YN27ZtU6NRZ8+e5aGHHmLJkiVUVlZSXl6Ov78/Dg4OREZGqpHSgIAAkpKSsLOzo2nTptjY2KjMaZmZmXTr1o2amhqVfOL8+fOsXLkSDw8PlaWuf//+qgbWpUuXWL9+PU2aNOHcuXN8/vnnfPrpp7i4uPDMM89w7tw5Lly4QI8ePcjLy1Pztp2dnbG0tMTNzQ0wrC946aWXWL58OTY2NuTk5GBmZsa4ceNwc3Oje/fu6gNeeHg4R48eJTo6mvj4eA4ePEjPnj0Bw8LsVatWMW7cOCorK/nxxx+JjY2lqKiIgoICOnfuzOHDh/Hz88PCwoJWrVqxdetW/P391YeTwYMHk5KSQu/evVUyotTUVJo2barqNnl4eKjOyaFDhygoKOCZZ56hQ4cOLF68WE2PatOmDe3bt8fT05NLly6pdVamxfHp6em8/PLLtG/fno0bN3L+/HmOHDlCQEAAkyZN4tq1a2RmZlJYWEhhYSFmZmYkJiZSVFSksscOHz6ciooKbG1t2b9/v0ou0qNHD8rKylSWrgMHDtCzZ098fHzIzc3F29ubwsJCUlNTefrpp1m9ejVZWVk8/PDDpKamYm9vz44dO+jbty91dXW0bdtWlcqYMmUK+/fvV5m8fv75Z7WGwlSfqWnTphQXF2Nvbw9ARUUF69ato66ujl69eqmEQeHh4WoR97Bhw7h+/Trr169n4MCBnDlzhlmzZtG8eXOCgoIICQmhQ4cO7Ny5E3Nzczw9PTly5AgAAwYMIDExUdWjdHJyIjAwUL3pvPPOO0yePJnExEQuXrxIVVUVrVq1UnWudu/eTWxsLG+++SZt2rShuLiYM2fOqMLymZmZvPXWW2zbtg1fX19Wr16Ns7Mze/fuxd7enhEjRvDXv/6VMWPGcObMGTVVcODAgfzlL39h1qxZCCHIyclh9erVtG7dmtGjR9O7d2/+8Y9/YGNjw4oVK7CysqKkpISysjJ27dqlZhm4ubnx888/U1ZWprILPvTQQ+Tk5FBTU0OLFi1o0aIF27dvV1/AFRcX84c//IH9+/eTn5+Pr68vjo6OJCQkqBkQ586dIzk5mWHDhmFlZaU+3J08eVIVr8/KymLKlCm0atVKjQjl5ORQXl6Ot7c3WVlZ5OTksGLFCrUYf+fOnbRq1YoffviBFi1aMG/ePMaNG8fx48eZM2cO06ZNIzExka1bt6oSNampqTz55JPs2LEDNzc3kpOTsbW1VUXICwoKKCkp4e233+btt99mwoQJHDp0iNatW5OYmEjnzp3x8vJSRbA7deqkSsZ88sknJCQkkJ+fr9bnfvPNNzg6OtK8eXO6deumRsB79uxJ27Zt6dWrF5WVlRw+fJilS5eq6XimdTQpKSlqFDU3N1dNac7KymLAgAEIIfjkk0/44osvsLS05OrVq0RHRxMeHq4SAQGEhISwdu1aAgICVEfRVC7iySefxNfXFyGEel3Xrl3D3Nycixcv8sEHHzBt2jRSU1OZPHmyWmYAhkQ7U6ZMYdSoUZSVlakvOR5//HGmTp2qRidMeQDy8/NZt24dH374IR06dODFF1+kVatWap1lVFQUcXFxKnnW9OnTVSbvp59+Gj8/P1X6ycrKisjISDw9PbG0tGT69Om8+OKLDBw4kGHDhpGYmIiDg4N6j+vfvz+2trbExcURFhZGTEwMHh4ean31Cy+8wGeffcarr75KYWEh3333HYsWLVJrrNLS0qiurlaZZe3t7Vm7di3/+7//qzKf9u/fH2tra2pqaujSpQvLli0jMTGRoKAgNbVPSklcXBwWFhZcuHCB2NhYLCwsKC8vp6KiQq17Nq2zysjIIDo6mszMTL7++ms++OADMjMzSU5OZty4cXTv3p13332XVatWERERARiyjwKqzt2nn37K2LFjKSkpwc7ODjs7O06fPq3WlJ4+fZrXX3+d2tpa/P39Vdkle3t7vL298fLyIjs7W32ZnZGRQWlpKZ6envz973/H0dGRvn37qvW7BQUFLFq0iDlz5nDmzBlWrFhBWFgYgwYNYvHixXTo0IG0tDRV6ubzzz/Hx8eHli1bMmPGDHr37s3w4cOJiYlh+PDh/OUvf+GFF17g2LFjRERE0KlTJ0pLS1XuAVPyl507d7Jq1SpGjx6NlJLu3bvTuXNnxo0bx+LFi3nppZfYsWMHjo6OuLq6qkzmS5cupbCwUGUS9fPzY9KkSfj4+HDy5EneeustcnJyKCwsVOvXH330UaytrYmMjGTv3r0cOnSIMWPG8Kc//YkhQ4awZs0aUlJSuHLlClJKHn74Yerq6tS6cVN93Pz8fHbu3Mmbb75JSUkJI0aMUAl7TDNF2rdvz5YtW1i8eDEzZsygqKiIU6dOkZuby5AhQ3B0dGTgwIFkZWVRV1eHv78/69evp6SkhJiYGD799FMGDBjAwYMHmTlzJjt27GDhwoUqoZVp+ZGXlxcXLlxg9uzZKtFWSkoKsbGxmJub06NHDy5duoS3tzeRkZHExsaq9ZrdunVTNWG3bt3KpEmTeOWVV+jXrx/Z2dm4urqyatUqFi5cyOjRo1UClqKiInr27ImzszNff/01QUFB1NXV0bJlS9q3b09GRgYBAQGkpaXx6quvMnbsWDUCO2bMGGbNmkW7du1ISUmhQ4cOREREcOnSJdq1a8fcuXN57bXXcHJyUn97X19fmjRpwurVq8nIyGDHjh1MmDCBtWvXqoRrFhYW7Nixg+XLl5OXl0dqaipmZmZcvXqVIUOGEBAQgJeXF0uXLgWgvLyc6upqjhw5woYNG7C1taW6ulqtcy8pKeHDDz9UU+CHDx9OTU0NERERuLm54e/vr7I9//DDD/Tu3Zvp06czfvx44uLieOONN0hJSSEjI+P+6xiGhYUFAD5Syr/NnDnzelhYmD3Q+Vajhh9//PFMFxcXlTns2WefJSEhgevXr9O9e3e8vLyoqqoiKSlJTQOytrYmPz8fGxsbNVJhKkRtWrNleuMODAzE0dGRLVu2qOLQ1tbWtG/fHktLS+Lj47lw4QKDBg0iKiqKmpoa0tPT6datG9XV1djZ2TFgwACuXLmCmZmZmldfXFxMq1atcHJyYsyYMaoY55AhQwgODv639YleXl5IKRk6dCjW1tbk5eXx+OOPc/ToUQICAggNDSUiIoLz589z7tw5XnvtNbWe4oknniAyMpKCggIsLS1VnaPCwkJVJ6VDhw4q2UBgYCBCCOLj49U0xpMnT1JWVkZUVBTt2rXjscceIzw8nLZt2+Lk5ISzszPXrl1jwoQJ7Nmzh6qqKjp37szQoUNZtmwZHTt2JDU1FQcHBzUv2jTf3rT43TRyuWfPHvz9/cnOzsbFxYXw8HDAkOjC19eXZs2a0bRpU6qrq9m+fTuBgYFcvXqVMWPGkJiYyJQpU5gxYwZvv/02I0aM4OjRo5SVldG+fXsOHDiAs7MzTk5OWFhY8NhjjxEZGYmHhwfh4eGEhoYye/ZsVfC8vLyckpISmjZtyvbt21XGxatXr6oPPU2bNiUiIkKlyra0tMTJyYnnnntOZWHdv38/nTp1YteuXVy+fJlJkyaRkpJCjx49KCkpUZ2+kpIS8vPzcXNzY926ddTW1tK2bVtsbW3p0qULLVu2pGnTpkRHRwOotNH1/1+Xl5eze/durKysSE1NpaamRpVYcXZ2VnWN/Pz8OH36tPrglZycTI8ePaitrcXLy4uUlBSsrKwwMzMjPz+fqqoqQkJC6NmzJx06dFCvs6SkhJCQEFxdXVm3bh2nT58GoKSkhFGjRrF69WoKCgpUgdc2bdoQEhKivizIzc1VaaOLioooLi7G1taW5ORkXn75Zf75z38yePBgDh06xGeffcbmzZvVFwzffPMNEyZMwNnZmUOHDhEcHMz48eNZtGgR165do7S0lHfeeQcLCwuaNGnClStXVKHq8ePHY21tTWJiIufPn8fa2pq+ffuqDKS1tbXEx8fj6uqKj48PDz30EMOGDWPfvn3s3LlTfQHUs2dPdu7cyZw5c8jJycHKyoqsrCwuX75MbW0tGRkZ7N+/n+LiYmpqalQdytOnT9OjRw8qKipUEXjTmsSRI0eSk5OjRszd3d3Veh0PDw8sLS1V8eHMzEw8PT2xtrZWmQcHDBjAvn37sLGx4eDBg/Tp04ctW7awadMm5s2bx6VLl1SWUFNdOlNNs6CgICorK1Wh7aFDh/LHP/6RvXv3MnXqVMLDw6muIFP2HAAAG2JJREFUrlbZnX/66Sc1Cv/CCy+QlJSk6lCVlJQwd+5cOnfuzPbt2+natSu9evViw4YNaopcSEgIkZGR6noeExODra2tWt/65ptvUl1dTbNmzTAzMyM8PJyrV68ihFC192pra8nOzlYlekwzMQ4ePEhNTQ2DBg1i4sSJHDx4kFWrVqksoAkJCSp5QGBgIAUFBZw4cYLk5GRcXFzIycmhdevWvP/++0RGRpKfn09MTAwAb7/9NjU1NRw+fJiqqiqGDx/Oli1bVFkcUw3cV155hdjYWJ599ln27Nmj/r80a9YMJycnDhw4wNixY9m5cyddunRh1qxZFBYWEh0dzYcffsj3339PVFQUXl5ePPzww5w5c4bMzEwGDhzIiRMnyM7OZtGiRezfv19NsZo+fTpbt26ldevWXL58mVGjRjF9+nQAnJ2d8fX1JTAwkLS0NFq2bElSUpIaEZZSAoaMoM8//7yaLRIVFUV8fDwdO3YkKCgId3d34uLi6NatGxYWFpw6dYp9+/bx+9//ns8++0wtpygoKKCuro74+Hji4uLIzMzk6NGjPPHEE/j5+bF9+3aGDh2qZp907dqVCRMm8O2336oZBy1btiQsLIyrV69y7NgxZsyYQXp6Ou+99x7W1tYEBgYyY8YMAgICqKysZN68eapOZGlpKe3btyc0NJQvv/wSBwcHevfuTW5uLrt378bd3V2VnWrZsiVffvkle/fuRQhBWloa+fn5eHt78/3337Nr1y6mTJnC8OHDiYuLo1evXuTl5fHtt9+qafw+Pj7k5+fz1FNPMX36dPr168eOHTs4c+YMu3fvpkmTJmp68erVqzlx4gQjRozg5MmTak2ct7c3P/zwg8qW6+HhwZAhQ2jWrBkODg60bduWmTNnqqUZc+fOJT8/HwsLCyZNmkS/fv3UsoQ33niDjIwM9u7dy8KFC5k4cSKpqalUVVVRWVmpSmWZpp57eHjg6OiIlBJXV1deffVVpk+fTl1dHV5eXtjZ2fHpp5/SvHlzsrOz2b9/P3v27CEwMJCVK1fi7u6uZoVs2LCB1q1b07x5c/z9/VVW4qeffprDhw/z2Wef/du1ePfu3Zw4cYLjx48DqCQ5pi+Mg4OD6dOnD0uWLKGqqkqVfSotLeXixYsEBwezaNEibGxs6NOnD4mJiXTq1Inq6mpyc3OZOnUqaWlp9O7dm2bNmqkEOKbYma7fR48epV27dmqE3d/fn7i4OOzt7Rk8eDCZmZm4urpSW1tLTEwMGzZsoGXLlnz77be4uLjg6OjIrl27KCoqorq6Gj8/P/r378+SJUs4d+6cqn1aXFzMxx9/rNajh4WF0aRJEwYOHKjW0ufl5REZGckf/vAHbGxsWLt2LZaWlnh6ejJy5EgeffRRli5dyrJly1Qn7JFHHuFvf/ubyuLbrl07dU0y1VnOz8/nq6++4uzZs3z00Uc88sgjLFiwgKioKDUK9vzzz5OTk8MHH3zAypUruXbtGi4uLmpWUHJyMgkJCZw9exZLS0u1nr+yspKVK1eSkpLCrFmziIqKUtP9t2/frt4L7e3t1fvv7373OxYvXkxmZiZjxozhu+++w9LSEj8/P6ZNm6ZGrU2jgRs3buSll15Syeiio6Oxs7Nj+PDhfP311yxcuFDlCYmLi1NfdLz33nvMnj2bbt260aVLF7Kysjh+/DhxcXG8++67ajp0s2bNWLx4sZo18vLLL7Nt2zYuXLiAr68vSUlJjBw5ki+++ILy8nLCwsIoKyujefPm2Nvbq4RCFhYWzJo1i/3793P58mVSUlK4fPky8+fPp2/fvmq9pen9qXnz5qSkpDBq1ChmzJhBSUkJ165dY/LkyaxcuZJ3332Xr776Sn2pP2fOHMzNzQkPD2fr1q1kZGTA/bjG0NgxdJ45c+Ym42NPoMvMmTO3mI4RQkwOCwv7LiwsbLKUss2gQYOIjY3l0qVLKiGCaZpZWloaubm5eHh4MHLkSPVBq7a2llatWjF48GCOHTtGSEgIBQUFNG/enFdeeUV9MBg8eLAa3UlKSqKqqoqcnBxOnz7N3r17GT16NOfOnWPFihUA/PnPfyYqKkrVCzIVcE9PT1cJHEyZ4kyFWt3d3VX6eXd3d9auXUtqaip5eXl0796dmpoatTbRx8eHmJgY9u3bp0aS8vLySE9Px9fXl0mTJhEXF6fSoAcEBFBXV6emJmZnZyOl5MqVK5w9exYXFxc2bdpE69atKS4uxtXVlaNHj+Lp6UlpaSkhISFMnz6dBQsWMG3aNPbt20dNTQ3V1dXEx8fj6empOh15eXlMmzaNkydPqrpXX331FatXr6ZJkybY2toyZMgQIiMjsbOzw9HRkaCgIBwcHDhz5gzXr19Xc8CvXr2qkpQcP36cYcOGceTIEbUmxzSK1aJFCxISElSZjKysLFxcXKirq2P+/PnY2NjQunVrKioqOH78OE5OTmzevJn+/fuTmppK586d2b9/PzU1NRQXFxMaGqqmZHh5eeHn58dPP/3EsGHDSE9P56GHHsLT05Pu3bvTo0cPwsPDuXLlCp6enrz22mv07duX1NRUTp48yfLly+natSvdu3fn888/59VXXyU3N5e9e/fStm1blaa5uLiYixcvMnLkSIYPH05UVBQTJkxQddtKS0sxMzPD3Nyc9PR0Tp8+Tbdu3Xj00UfVdE53d3f69+9PeHg4U6dOJTU1laKiIgCCgoLU1KZjx46pabbPPPMMy5cvJzIykmbNmrFmzRrat29Peno65ubmTJgwQU17TklJwdXVlejoaLVWMTs7m3PnznH8+HFVAwvgjTfeICYmhmPHjlFTU8OkSZM4f/68Koq+evVqamtrVXKOuro6goKCSEtLUx/CQ0NDWb16tVrfO3HiRH766Sfi4+PJy8tTGSvNzMwoKSkhOzsbBwcHli5dyu9//3vWrFmj1uaZvrU2ffCVUhIYGMj169dJTExk1KhReHt7M3/+fCZOnKjSTZeVlal26+/vz/z58xkyZAiVlZUqc15RURGDBw9m48aNasp5v379GDJkCEePHsXa2prr16/j7e1Nu3btyM/PV53UgwcP0qtXL4qKinjllVewt7dXayxdXFwIDQ1V0y/Pnz9Pfn4+eXl5VFVVsW3bNjIzM/nd735HfHy8GhUdP348TZo0UYXbwTCCPX78eCoqKvj555/V85nqqQohuH79upoCZarDWltbi4uLC2vXrqWgoICqqirS09OxsrLiypUrbNmyhalTpzJv3jzmzJnD5s2bKSoqwsbGho0bNxIYGMjcuXNxc3Pj6NGj2NnZ8eOPPyKl5OzZs3Tq1Ins7GwyMzOZPHmyyipqSqOfnJxMYGAgixYtIjg4mC5duqiEAKa1OaasvIBaRzdq1Cg1Sp6YmMiYMWP4+uuvycnJwcLCghYtWhAfH8+5c+coKiqitLSUhIQEfHx8uHjxIiNGjKC0tBQvLy8OHjyIg4ODSqTUrl07Tpw4QXl5ufrSyt3dHXNzc9LS0nj33XdVRzc7O5uhQ4eyYcMGevbsyYEDBzh//jzm5uaYm5urtW/R0dHMmDGDI0eOsGnTJqKjo+nZsyeenp6kp6erNfLr168nNDSU1NRULl++THl5Of379+ebb76hvLxczRYBOHXqFJcuXeLChQv4+/tTUVGBlZUVAQEBJCcnc/HiRcaNG8elS5dISkqiuLhYjcqbEmlYWlqqa6Ppvc30YdJUhN3Z2Znq6mo2b94MgIeHB2PGjCE3N5c9e/bg6+tLYWEhkydPJjo6moqKCkJDQ8nPzycxMZG8vDzi4+Pp2rUrnTp1IjMzk4ULF3Lt2jXMzMzo2LEjMTExqt0FBweTlZVFQkIC7du3Z8WKFSxZsoR+/fphZWXFzz//zOzZs/nmm2/o3bs306ZNw8zMTJWWiImJ4eLFi2zevJkpU6awfPly+vbti6urK2vWrOH9999XNZFNU9t37dpFbm4unTp1Yv78+WoZxK5du3B2dsbb25tz585RWFiIv78/gwYNYu3atbz//vvMmzePBQsWsGfPHsrLyyksLFRt0DTt1s7Ojr59+3L58mXc3NxULboBAwYQHBxMdna2qtW7ZMkSUlNTeeqpp+jduzffffcdYWFhdO/enY8++oi33nqL5cuXk5CQoAq7m0rvjBkzRn0esrOz47nnnuPatWtqTa+pjFdSUpKqufn444/j4+PDxo0biY+PZ9OmTbi7uzNy5EhsbW1Zs2YNp06dYteuXRw8eJC5c+fSvHlzbGxsSExMVDXg9uzZo0qJxcXF8frrrxMUFMTIkSOJioqiRYsW+Pj4UFtbS25uLgDHjx/nySefJCMjg5CQECIiIti3bx9t2rQhKiqKZ599lqioKCoqKujXrx9BQUFs2rSJ0aNHc+jQIYqKimjVqhVBQUFER0cTFBSkrv+mskHV1dXMnj2bL7/8koyMDNq2bas6O9bW1qSnp5OWlkZRURGOjo4UFhYyYMAAysrK+OSTT1i4cCGhoaFs376dgQMHqmtpZWWlytxbU1PD1atXiYmJwcXFhY4dO9KmTRv69evH2rVrOXv2LN999x0fffQRGzduJDo6GgsLC/r06WP6oE9UVBSnTp3i+eef5/r162RlZfH000+rTO3//Oc/cXBwwMrKiqtXr6rEcJ06dSIsLIzLly+zYMEC/vjHP1JWVqbOzVS7+eDBgyqLqmkZipSSJUuWkJubS7t27SguLiY9PZ3Q0FCOHz+Oj48PcXFxHDlyRA1gbN++nStXrvDMM89w+fJlvL29WbRoEcuXL8ff319l7/f09FRxBENGeVdXV8aMGcPy5ctVToCCggJVsmznzp1EREQQGxtLz549qa6uVjkznJyc1Gvftm0bP/74Izk5OezcuZPg4GA8PDy4cOECy5Ytw8/Pj6CgINavX8+pU6eoqamhdevW/PTTT5w5c4bc3Fyqqqpo3rw5L7zwApaWlmpWV01NDc8//zyDBw+mW7duxMbGMnbsWL788ksqKytJTk7mpZdeYtu2bVy/fh0nJyeWLVtGYWEhAGPHjuWjjz5SX0ZkG+uIZ2Zm4uvrS2RkJMHBwep6ZfryKS0tDQsLCw4fPqxqdCYlJbFt2zb27t1Lnz59yM/Pp3PnzpSWlv6mjqEwvXk0RkKIUUColHKS8fFzgL+U8o1bHF8BnL6Hp6j9Oi2B0oY+Ce2WdHwaNx2fxk3Hp3HT8WncdHwaNx2fxu1m8WknpXT6tU9kfmfO567JBdzrPXYD8m9z/GkpZZ+7e0rabyWEOKbj03jp+DRuOj6Nm45P46bj07jp+DRuOj6N252MT5M78SR3USzgLYTwFEJYAmOBTQ18TpqmaZqmaZqmafeVRj1iKKWsFUJMBaIAM+B7KWVyA5+WpmmapmmapmnafaVRdwwBpJRbgC2/eKDBr15kqd1TOj6Nm45P46bj07jp+DRuOj6Nm45P46bj07jdsfg06uQzmqZpmqZpmqZp2t3X2NcYapqmaZqmaZqmaXfZfdMxFEI8LoQ4LYTIEEK819Dn86ASQmQLIU4KIRKFEMeM2xyEEDuEEOnGW3vjdiGE+KsxZieEEH4Ne/b3HyHE90KIYiFEUr1tvzoeQoiJxuPThRATG+K13I9uEZ+ZQog8YxtKFEIMrbfvfWN8TgshQutt19e/O0wI4S6E2COEOCWESBZCvGncrttPI3Cb+Oj20wgIIayFEEeFEMeN8QkzbvcUQhwxtoV/GBMLIoSwMj7OMO73qPdcN42b9tvdJj4rhBBn6rUfX+N2fX1rAEIIMyFEghAiwvj47rcfU5HP/+YfDIlpMoH2gCVwHOja0Of1IP4A2UDLG7Z9ArxnvP8eMN94fyiwFRBAAHCkoc//fvsB+gN+QNJvjQfgAGQZb+2N9+0b+rXdDz+3iM9M4J2bHNvVeG2zAjyN1zwzff27a7FpDfgZ79sCacYY6PbTCH5uEx/dfhrBj7Ed2BjvWwBHjO3iR2Cscfsi4FXj/deARcb7Y4F/3C5uDf36/tt/bhOfFcD/3OR4fX1rmDhNA9YAEcbHd7393C8jhv5AhpQyS0p5DVgHPNXA56T9y1PAD8b7PwBP19u+UhocBloIIVo3xAner6SU+4CyGzb/2niEAjuklGVSygvADuDxu3/2979bxOdWngLWSSmrpZRngAwM1z59/bsLpJQFUsp44/0K4BTgim4/jcJt4nMruv3cQ8Z2cNn40ML4I4EQ4Cfj9hvbj6ld/QQ8JoQQ3Dpu2n/gNvG5FX19u8eEEG7AMGCp8bHgHrSf+6Vj6Aqcq/c4l9u/QWh3jwS2CyHihBCTjdtcpJQFYHgzB5yN23XcGsavjYeO07031Thd53vTVEV0fBqMcVpOLwzfquv208jcEB/Q7adRME6DSwSKMXQYMoGLUspa4yH1/9YqDsb95YAjOj53zY3xkVKa2s8cY/v5UghhZdym28+9twB4F6gzPnbkHrSf+6VjKG6yTadbbRjBUko/4AngdSFE/9scq+PWuNwqHjpO99a3gBfgCxQAnxu36/g0ACGEDbAeeEtKeel2h95km47PXXaT+Oj200hIKa9LKX0BNwyjFF1udpjxVsfnHrsxPkKI7sD7QGfgYQzTQ6cbD9fxuYeEEE8CxVLKuPqbb3LoHW8/90vHMBdwr/fYDchvoHN5oEkp8423xcAGDG8GRaYposbbYuPhOm4N49fGQ8fpHpJSFhnfsOuAJfxr2oeOzz0mhLDA0OlYLaX82bhZt59G4mbx0e2n8ZFSXgT2Ylib1kIIYaqhXf9vreJg3G+HYZq9js9dVi8+jxunaEspZTWwHN1+GkowMFwIkY1hensIhhHEu95+7peOYSzgbczWY4lh4eWmBj6nB44QopkQwtZ0HxgCJGGIhSlT1UQg3Hh/E/C8MdtVAFBumqKl3VW/Nh5RwBAhhL1xWtYQ4zbtLrhhne0IDG0IDPEZa8w+5gl4A0fR17+7wrg+YxlwSkr5Rb1duv00AreKj24/jYMQwkkI0cJ4vykwCMM60D3A/xgPu7H9mNrV/wC7pSF7xq3ipv0HbhGf1HpfegkM69fqtx99fbtHpJTvSyndpJQeGK5Ju6WU47kH7cf8djv/W0gpa4UQUzH8ZzQDvpdSJjfwaT2IXIANhusJ5sAaKeU2IUQs8KMQ4mUgBxhlPH4LhkxXGcBV4MV7f8r3NyHEWmAA0FIIkQt8DMzjV8RDSlkmhPgzhg9QALOklP/XhCnabdwiPgOEIUW4xJDl9/cAUspkIcSPQApQC7wupbxufB59/bvzgoHngJPGdTgAH6DbT2Nxq/g8q9tPo9Aa+EEIYYZhEOJHKWWEECIFWCeEmA0kYOjcY7z9uxAiA8NIx1i4fdy0/8it4rNbCOGEYQpiIjDFeLy+vjUO07nL7UcYOpSapmmapmmapmnag+p+mUqqaZqmaZqmaZqm/Ua6Y6hpmqZpmqZpmvaA0x1DTdM0TdM0TdO0B5zuGGqapmmapmmapj3gdMdQ0zRN0zRN0zTtAac7hpqmaVqjJ4TIFkJIIcSKhj6X/0ZCiJnGv59ORa5pmqbdlO4YapqmaXeFsaju20KIQ0KIciFEpRAiXQixTAjRpaHP724SQqwwdcSEEMtv2Gfa/llDnZ+maZqm3Uh3DDVN07Q7TghhDxwCvgACMLzfpAMtgZeA0IY7u3vuOSFE14Y+ibtNCGHZ0OegaZqm/Xa6Y6hpmqbdDQuBXsb7nwEOUkofKaU9EAKcNB0ohHhECBFlHFWsFkKcFkJ8KISwuNWTCyE86o28vVBv+79NOb3huHeEED8LIa4KIZKM/24vIcRRIcQVIcQBIUSnes9lGvXLFkKMEkKkGo/bV/+4/wMzYM7tDqh3jjPrbdtr3Lb3Jsd9Yhx5vSyEyBJCjBBCeAohdhrPMVEIEXCLfytYCBEvhKgSQhwXQvS7Yf/DQogIIUSZMR4nhRAv3uJ8PzX+ncqBf/yKv4mmaZrWyJg39AlomqZp9xchhB0w2vjwOPCulFKtbZNS7ql37ABgB4b3o4tANtARmA10B569g6c2G8gH6oBuwHoMX5CWARZAMPC98bY+V2A1kAk0Bfrd4ribKQfOA08LIfpKKY/85y8DgD8ApcA1wBNYAxTU298TWCeE6CClrL3hd7cCuYAEfIAtQggvKWWxECII2ANYAsVABoY4fC+EcJBSfn6T86gFsoDqO/TaNE3TtAagRww1TdO0O60j//ricX/9TuFNhBmPPQe0l1J2AuYb940VQvS4g+cVDXgBbxkfOwMbb/g3g4QQTW/4PXNgpJSyC7DgNsfdTC3wsfH+vN985v+/DAyvxdQBt8YwVdcLQ2cNoB3Q4Sa/O01K2RVDx1YCNsDrxn2zMXQK9wFuUspuwEfGfR8LIaxveK5LQCcpZQ9g/H/6ojRN07SGozuGmqZp2p0m6t3/pSyYDxtvt0kpLxjvr6m3v88dOyuINHZSs+tt22y8zaq3zfmG3yuXUpqOS7nNcbeyBjgBDBBC3Km1ldullNX8+2sxvb76r8XlJr/7DwApZTyGziQYRgUB+hpv+wPXjFlMZxu32WIYaa1vvZQy1/h813/D69A0TdMaCT2VVNM0TbvTTmMYKTMHHhFCiF8YNYRf7kDe7nizevftbvM7l4y3tTfZVv/56ndswTDF1aT2NsfdlJSyTgjxIYZO6NxfOPxuv5Yb3Wp/PoZR3BvV3fC48BeeX9M0TfsvoUcMNU3TtDtKSlkO/Gh82AuYK4RQX0QKIfoLIUKMD2ONt08YM5kCjKv3dMdu8c8U17vvZXzeAUCL/+DU7xopZQRwAPC7xSGm12N6LR341yjenTbK+G/48q+ppknGW1M88oHHpJQBUsoA4HfAAillwl06J03TNK2B6Y6hpmmadjdMBUydiPeAMiHECSFEKYa1fj7GfR9jGPVyB7KEEKeB6cZ966SUJ7kJKWUlhnIYAO8IIfZgGJG7cUSrMXn/Nvt2GW+fFUJEA4e5e+/RXwohkoGDGEYMrwDfGPd9BNRgmMJbIIRIEELkYBgZvJNrJDVN07RGRncMNU3TtDvOuF4wCPgjcNS4uSNQAfwAbDcetxcYaHzcBEOGzTTgT8Dzv/DPvADsx9CxdMXQGb3Z9MdGQUp5AIi8xe5pxn2XMfwN5mMYYbwbhmHIIGqGoWzIMCllUb1z7AdEYPi7muovRmKIiaZpmnafEr+87EPTNE3TNE3TNE27n+kRQ03TNE3TNE3TtAec7hhqmqZpmqZpmqY94HTHUNM0TdM0TdM07QGnO4aapmmapmmapmkPON0x1DRN0zRN0zRNe8DpjqGmaZqmaZqmadoDTncMNU3TNE3TNE3THnC6Y6hpmqZpmqZpmvaA0x1DTdM0TdM0TdO0B9z/AwIY7tqFoVyRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare the 2D spectra, background model, and sky subtracted spectra\n", "show_image(stdimage)\n", "show_image(stdsky)\n", "show_image(stdimage - stdsky)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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QhqToCJgsViTFXFyrv4sxeZ69+nn29HEoKDNDCGDF/lyfEkmHzzccxT9+9Gwz+OzYLrixb1q9xVodR5u+WX/ohXdXHkK/1o0wRxlFv7FPGmYvz6r2XKsPWXuhMjX/yw3H8OPWE34n+hfr76M748rOTVBUbsbIWasBAG/e0hsFZWbMXHIAP20/iRkTeqKo3IJT+WX479ojMOgE/n1bHzRJiMLavw/H0H+ugN6HehE2m8Sbyw7gTKH9ps3s2/rgia+2AgB6pCWgVXIMACDzuZGIidDjfHEFJs/bibVZ5/D27X3wwZojaBwbgeVKhX4AaJEYhXfu6ItLNxzFs9/vqvN/h/HvuNcm+POIDnhqVMc6vx4RERFROGGyT5pzprAcg17zbLn23p39cGm7lIC+90OXtYNBp8NLv+zx2LfvdBFeW7AXB84UI3v6ONhsEjqdwIEzRTh0thhjejQPaGxVjX1rDfacKsSdg9L9Oi8x2ljtyHnv9CQ0jvNeByEQbuzbEjf2bYnpSmG7p6/uhD8ObYOEaCNemb/X6zm+jOy79n53bX1Xnek39sCkeRffQu65cV0woV9L582gpglRSE+OwbG8UiTFRCApJgJv3dob91yagb7pSc4uA89d09XtdWIj7L/aa+qS4LDvdBH+7XJz5LpeLdCnVRKGzViBm/tVLi9IUf5dY5IN+PyBgc7t1/RsAQDONoLPjeuCUV2bAgDuGNjap2R/07MjMXPJfucNm+q89etBJvtEREREPmKyT5pzusB7K6/+Gd7X19e3vq29v49BJ5yF1Kb+sAufrT+KYR1SnBX9XWcIBIKU0m15wZ5T9irvrpXRvTHoBOZOHIzvt5xA9vkSrDl4DmVeEuA7BqbjkoxkL68QeN1a2NvEdW2RgCijHg8Ma4v+GclolxqLv87djiV7KusP2GoZprfZJB75fItf72/24QaCK0cCX9VlHVM9Zn0senIYXF9eCIF+1fyMOTi6T/hyY8NbMcpWyTF1/nl8YJh7Mcy/j+6MCosNby474Lb9ocva4vYB6fhp+0mkxEXgleu715rsA/ZaCo7ZBkRERERUPSb7pDmWahKcxrHBmTrfu1USjHoBs9U9Dtfp/Z+ttxd6q651n8Pmo3loHBuJDKU2wMV47odd+MKPKvYOG6aMQOO4SPRNb4R+Ly8FUBm/w6XtGuOV67tfdIx1dW2vFuieluisoQDY/x0A4O9jOqNXqyRn14QdOQV4Z0UWHhve3utrHT5X4jURr8mNfdIw9Qffpqs/N64LrujUBCNnrQJgT/xHdmmKey/NQHpjzyQ2JsL/X9MGnX36ftWfwaqklPh0Xbbfr+9NtFHv9UbKI1e0A2Bf4hIXZcCQdikY/85vGN6pCTJSYvHEiA72mKtpj1nVsBkrcOCVMSzeR0RERFQLJvukOUfPl7g9H9YhBRMvb+ec8hwMv/7lCjz4aSb2n6kszLf3lGe/dFeOaf2ubnrXXrjN11FWk8WKCL0OQghYbRJSSmc1+bok+gAQHVFZ26C69e7/uqV3UP/7etOmmhsi7VLj8Njw9m4tEl9fvL/aZP9UgX2Jwj9v6oG/f+d9av57d/ZFlFEPi1Xiik6pMOh1ePn67uiRlojrlXXmKXGRzuKFtw1Ix1cbj+H7Ry9F71ZJbv+tFj05rE4JfU0co/XWWopQLtlzxu3nYu3fh9f5Pbf+Y1SN+58Z3dn5+MhrY2v8eVk/eYTXpTjO88+VuLXBJCIiIiJPHBohzfnL3O3Ox2/c3Asf3XsJhrQP7Fr9qtIbx+DF8d0AAA8Oa+PTOeWWyqnxm4/mYcuxCzUc7elcsQmdnluEj3/PRmZ2HtpNWYA+Ly1F1tlin0ZvXxrfDfcNyXDbdmPftFoT0ZgIPZpopEq6zSZx14cbAQB90hthyVP2dok39HEvOji0Q6p9dL5rU+fNlLsGtUbvVkm4Y6C9BoIjl51xU0+8NL4bNkwZgT7pjZxJ7s+PD8WCJ+o/0QfsSy+A6me5OOSVVDgfd09LQFpSdJ3fM8qoR5TRt6KX1SX6b93aG9f0bI7IWkbtr3t7LYpNodEqkIiIiChUcWSfNMFiteFUQTneWLLfbfuEfi1ViggY1LYxtkwdBb1O4IM1R2o9/oWfdmPGhF4wW23OEX2Hc8UmlFVYkX2+BBmNY51rlnu+sBjDOzfBNT1b4MFPMwG4934vMlmc08VrM6FfS0QZ9Phh6wkM79QE87aewFMj3YuhvfmH3rjv400+vV6omTK2M15dsA+dm8Vj3+kimK02GKtUq996vPIGS2pcJBrFRuDwq2MhBPD91hPOfVE1JKPTbuiBaTf0wCu/7MF/1x7B2J7NYdTrPNrGOToKBIJOJ6ATgKWWafyu0+7/PKKj6rMzxvdOw/jeaSitqEzkX72hB9o3icOF0gq8t+oQth7Lh8liQ/fnF+PQq2O91hwgIiIiIib7pBEv/7IHn6w7WvuBQZbsR52AuZk5mJuZ43Vf/1eWuT13TOsvLLfgx20n8eO2k37F9fkfB+LODzc4ny996jLnCPPWf1wFAJh1S2+P8xzr4AGgQ5M4HDxbDL3KCaKvHhzWFtf0bIGle87g+Z92o6DM7Kww75BbVDnSnRhtb9HoWFqx+unhuOz1FQDgHM2vyeSxXfDo8PaIi1Tn16xBr6t1ZN9sqZzmP6itOsUVvYk0VM4QuH1gZbeI/q0boZ/L/wtL95zG6O6eXSzWHjyHH7edgNUm8cbNvTyWxxARERGFA07jJ01YecCzR/zMm3upEEntMp8bedGvseHwefR4YXGdz89IicHWqfY11iO7NEWHpr6tf3YtitY8KRr3D2mDLx8cVOc4gkkIgRZJ0UiItiffhWVmt/1SSjz3g32N/r2XZngkiOmNY7B+8gh8cv8An95PrxN+3eypbwadqLX13rli+82NVsnRiI8yBiMsn+h1Ak+N7Ihf/jTUbXtslRsnEz/fgrleKvjf+eEGfLM5B/O2nsB5l6UKREREROGEI/ukCVXrxn3/6KXokx6cVnu+2PjsCAyY9iv6pCchJS4S1/VqgTKzFUtdWsL545b3119UPDERBjSKjcCqp69Aanxk7ScoXJN9q82Gf1zbtYajQ5NjxL6gSrJ/vqTCmfxOvcb752qWGIVmiQ2jPoFBJ2oc2S83W/H2iiwAwNKnLg9WWD7788gOHtu8reV/5rsdGNAmGVe8sRIA8N0jg932l5s920QSERERhQOO7FODlVdSgQvKqJ2Ee1LTIy1w66Hrokl8FHa9eDXmPGQfBZ99Wx98cHd/5/43AjALYWCbZAzrkIIZE3o6t916SSvMfXiwc8S5deNYvwrEGVxGu3ccL6i/YIPIkexP+d69VV5+aWXyr4V14Aa9DtYakn3X4ny+FtZTmxACy//qeWNi5tIDzsc/bHVf0rLrRMP8OSUiIiK6WBzZpwarr9Lz/chrY3E8r8xtny9rqoPN29rthy9vi41H8nBT3zR0a5GA2z5Y75Z0XgyTxYavH7aPcvZNT0LThKiLnqrtWsCtauX+hqJlI3txw6qtEM8rbfImXt4u6DEFgl4nYKmh9Z7j5+z+Ib51iwgVbVPjPLb9vL0ywZ+b6T6t/5Evtri1rrxQUoEb3/0d/3dXP3T0cfkKERERUUMUehkRkZ+Oni9VO4Q6mzymC75/dAiEEOjSPAET+tq7B/SqQ6X2qklb/9aVyxjaN4mvtzXZU6/pinE9muOpUR1rPzgENalm2cLW4/kAgPsb6E2Mqow6UWM1/p932BPkq7s1DVZI9WbRk8OqbRNosnje4PhiQ2XxzuX7zuLIuRK8u/JQwOIjIiIiCgUc2acGL/Ooez/6+iiAp5bJY7tg4hXtkBIXifPFJnz8ezb+vTyr1vNevaEHbh+YjuaJUWjXJBaJ0RFo72UEtD78cWgb/HFowxoNdiWEwN2DW3t0MMgvNcOoF2iS0DDW5NdGr695zb4j2Q2l2ha+6twsAb1aJeJEflm1x/xlVEfMUqb3P/v9LtzUtyWijHq8u8r+uW1SYvWBXEz8fDPWTxmBhBAqUEhERERUH5jsU4P3t2+2uz2v2k6tIdHrhDP+xnGR+Muojnj0ivaINOggBGCxSTzy+RYs21tZ2K9ny0Rne7IHL2urStwNTXyUASUmC6SUzqUJJSaLR7X3hsyoq731HuBedLEhqVpgsaphHVKcyT4AfLD6MDo0jUfW2WIA9ps7M5fsR2mFFQfPFKNf64Z304OIiIioJg3zKo/Ii1/+NBQ7X7hK7TDqlRAC0RF66HQCQggY9Tr8957+bsdUeJm2TDWLizTCYpNuU75LTBbE+lGsMNTpXVrvrdh3Fm8tO6hyRPVrfK+0GvdX7Zowc+kBTPx8s/P5qgO5zpshWijISERERFQVk33SjO5piSHVKzyQfnxsCL6ZOBjRRj3+0kDXzqspLsqe1BeVW5zbCsstiI/SWLKvJLP3fbwJby474OxesXL/WTVDqxd/uKQVDr861vl8aPsU5+Ob+7VE80Tva/pd7T5pL9JoYns+IiIi0iAm+9QgbVeKqYWrXq2ScElGMva+PBpXdWumdjgNTlykvdVcsaky2T98rhitG8eoFVK9M3ppvZdXak/27/3fJgDAQw182YdOJxBltH+Nff7AQMx79FKkxEVi4hX2jgqubSdrcsv76zH1h121H0hERETUgDDZpwanxGTBOysqi9Zd3jEV/3dXPxUjooYmLtI+A6TYZWQ/t9CEFtVUeG+I9DoBs9V9iUdRub1OgcOZwvJgh1Xv1k8egQ1TRgAA+qY3QuZzI9FOKU75h/6t8OWDA316nc/WH639ICIiIqIGhMk+NTiT5+3Ekj2VBerevbMvruboNvkhTinE9/IvewAAVptEkcmiqYrsRr3wGNkvKjfj49+zXZ5b0NAlxUSgaQ0dFAa3bezza2VMmo9DucXIK6nA1B921Vjtn4iIiCjUBS3ZF0JECSE2CiG2CyF2CyFeVLa3EUJsEEIcFEJ8LYSIULZHKs+zlP0ZLq81Wdm+Xwhxtcv20cq2LCHEpGB9Ngou10r0ABCjoaJqFByO0e2N2XkA7EkwACRGayfZtxfoq5rsW/Ddlhzn877pScEOK+iEEFg/eYTbmv6ajJi5Cn1fXorP1h/FVbNWBTg6IiIiosAJ5si+CcCVUspeAHoDGC2EGATgnwDelFJ2AHABwB+V4/8I4IKUsj2AN5XjIIToCuBWAN0AjAbwHyGEXgihB/AOgDEAugK4TTmWNKa0wl5Mq0ViFH796+UqR0MNUefmCQDgXKNfWGYf4U7QULJv0OlgsVWdxl/Zrq5taiweuaJ9sMNSRbPEKPz3nv4Y3a0Z3ruzH54Y0cGn80oqrCgsr77F364TBRz9JyIiopAVtGRf2hUrT43KHwngSgDfKts/AXC98ni88hzK/hHC3hB7PIA5UkqTlPIIgCwAA5Q/WVLKw1LKCgBzlGNJQxw9sgGgf0ayc20ukT+SYyPQKjkafdPtvdUdCV2ChqrxG1ym8RuU1nJF5RaUmuw3y7o0SwirlnNRRj3eu6sfRndv5lcHi54vLMFXG48BAC5/fQWGzVgOACgoNeOaf6/FkOnLAxIvERER0cUK6pp9ZQR+G4CzAJYCOAQgX0rpWDiaA8DRPDkNwHEAUPYXAGjsur3KOdVt9xbHQ0KITCFEZm5ubn18NAqSkS7Tal+9sYeKkVBDF2nQw2SxJ76FZUqyr6mRfQGzMo0/wmD/VV9UbnF2IDDqwyfR9+ZPV7rPaujVMrHaYyfP24mvNh7D0fOlOJ5XhoIyM95cdiDQIRIRERFdlKAm+1JKq5SyN4CWsI/Ed/F2mPK3tytRWYft3uJ4X0rZX0rZPzU1tfbAKSRYqlQWdxRZI6qLCL0OFRb7z1TlyL6Wkv3K1nuOv4vKLWjZyN5x4NJ2vq1h16pIg/vX39NXd67x+Mnzdjof93pxCfJKKpzPH/tiC8rN1voNkIiIiOgiqVKNX0qZD2AlgEEAkoQQjqytJYCTyuMcAK0AQNmfCCDPdXuVc6rbThrx676zaodAGhJh0MHkSPada/a1cwNJrxcwK2v2Lc5k34xOzez1Cm7u31K12ELBNT1bIEJf+RXYJCHSr/N/2l759TJ/5ymsPXiu3mIjIkhmDKUAACAASURBVCIiqg/BrMafKoRIUh5HAxgJYC+AFQAmKIfdA+BH5fFPynMo+5dLewntnwDcqlTrbwOgA4CNADYB6KBU94+AvYjfT4H/ZBQsR8+XqB0CaUika7Jfrr1p/Eadfc2+zSbdRvbLKixolRwNewmU8JWREosD08YgLck+06FVoxiseWY4Pr1/ACZe3g7PjO6EJ670vYCh2WrDlmMXcKGkAvd8tBEv/rw7UKETERER+SSYw1jNAXyiVM3XAZgrpfxFCLEHwBwhxCsAtgL4UDn+QwCfCSGyYB/RvxUApJS7hRBzAewBYAHwmJTSCgBCiMcBLAagB/CRlJJXWxpy9Hyp2iGQhkQYdM4+84VlZugEEKehNo56nQ4Wq3SO7gNAsckCk0UgKTpCxchCy+cPDMTmoxcQHaFHq+QYtEqOwWUdK5d3DWzbGFN/2IXD52q+2fj64v04fK4E/Vo3wuajF7DqQC6ev7ZboMMnIiIiqlbQrmyllDsA9PGy/TDs6/erbi8HcHM1rzUNwDQv2xcAWHDRwVJIOpZnT/YnXt4O7VJjVY6GGrpIgw7nlZH90goroox66DRUnd6gE7DYbM4ifYB9Gr9OJ5AUo50ZDBerTUos2qRU//tkSPsUzJjQExPeW+fcNqBNMjYeyXM7znEzYO+pQue2H7aeQEZKLHq3SqrnqImIiIhqp51hLNK0Bz/NxJqD53BNz+aYNKbmQlpEvogw6FChFH00W23OivVa4Wi951rYsqjcggqrzTl1nXzjWN7RunEM7hzYGtf3ScMl05Z5Pba0orJQ35NfbwMAZE8fF/ggiYiIiKrQ1tUtaVK52Yqle84AAPoofdGJLpZr670Kq4RRr61fh47WexUuyf7hcyXIuVAGg4ZmMARDrNL5w2S24cHL2iI13r9ifk/O2Yqr3lxV+4FERERE9UhbV7ekSQ9+mul8fGXnJipGQlri2nrPbLW5VWbXAoNep4zse3Yg3X+mWIWIGq7kGHuNgxv6pjm3fffIpT6f/8O2kzhwpth5c4mIiIgoGLR1dUuatMalpVWzhCgVIyEtiTBUJvsVFg1O49cJmK02mJWR/bsGtXbuu8klaaXaRUfosfel0Xj6qk7Obf1aN/JYDpEcW3Phw2KlICQRERFRMGjr6pY0LzpCr3YIpBGurffMVhuMem1NbdcrrfccBfrauhS1fGBYW7XCarCiIzwLOD423L01X7vUWAxu27ja18g+X4IZi/Zhxb6zAYmRiIiIyBWTfWow5jw0SO0QSENcR/btyb62fh0a9DpYbNI5st88MQpbp47CkdfGqhyZdtw+MN2t+N7bt/d1ru/35qZ31+E/Kw/hvo83QUrP5RVERERE9YnV+Cmk/X6ocgo/r42pPkUa9LDYJKw2qdkCfYC9wKX9uQ6NaplmTnXzzu190bFpHJomRGHSmE5YtvdMreeMeWsNIgw6/PDoEE21fCQiIqLQoa2rW9Kc2z/Y4HwswWyf6o9jjX6FxYYKi1Vz0/gNyucpU5J9o8ZqEoSScT2bo0PTeABA+ybx+OVPQ932Rxs9lx/tO12EHTkF2JSdh5lL9mNTdp5z3+uL9+G7zTmBDZqIiIg0jyP7RBSWIpXk12SxosJi01w9iKoj+0aOHgdN97RE/O/eS2CTEn3TG+FskQlX/2u112NveX89AODfy7Pw9u19cE3PFnhnxSEAwE39WgYtZiIiItIeDvVQg9GvdSO1QyANiTRWjuybrVJzrff0OvvnKauwr9nnyH5wDe/cBCO6NEWj2Aj4+qP1+JdbAxsUERERhRVe/VGDcP+QNog0aGvkldTlSO5NFpsmW+85liVUrtnnyL5aMhrHYmj7FLw+oSdS4iKUbTHej500P5ihERERkYZp6+qWNMWRpACA1WZTMRLSokhlHbXJYkWF1YYIjd1M0ivJfaljGr/GZi40JAa9Dp8/MBA392+FuQ8PRlKMEZ8/MBAdm8bVeN6h3GIAgM0mYbJYkXOhNBjhEhERkUZwzT6FrGv/vdb5uE1KbA1HEvmvcs2+MrKvsWTYMZJvYrIfUtqmxmHbP64CYP/Zq8mImaswoV9LlJut+GXHKQDAnYPS8cr1PQIeJxERETV8vPqjkHXwrH1U657BrXH34Ax1gyHNiXBJ9k0anMavE0qyrySUWus2oAUms/3fZs0zwz0q+Dt8uznHmegDwOfrjwEAdp8swIEzRSgoNQc+UCIiImqQtHV1S5riWNv6zOjO7ENN9c45sm+2t96L1Fiyb6iyZp8j+6EnPdm+bj8hyojuaYmYfVsfn87bdjwf42avxVVvrkavl5bgt6xzgQyTiIiIGihe/VHIapsSh0FtkxEbydUmVP8cBR8rrDZUWG2aG/l2jOwz2Q9d797ZFx/c3R+JMUYAwHW9WuDIa2NrPe/6d35ze37HfzcEJD4iIiJq2Hj1RyGr3GJFlFFbRdModFSO7Fvtrfe0NrKvtN4rN3Maf6hqHBeJUV2bum0TQmDt34fX6fVyi0z1ERYRERFphLaubkkzPv7tCHbkFCCvpELtUEijHMl+mdkKq00iQq+tG0uOgXxn6z2O7DcYqfGRfp+z4fB5XDJtGRbvPh2AiIiIiKgh4tUfhaTZy7MAcKSKAscxjb+o3AIAmhvZ1ztG9pUCfVrrNqBlkQY97h7cGnMeGoRBbZOREFX7Uqbpi/YBAH7deybQ4REREVEDwcXQFJIaxRhRVmHFJ/cPUDsU0ihHcq/dZN/+d3G5vVq71j6f1r00vjsA4MsHBsEqJSosNnR7fnG1x289lg8AmJuZg5fGd8epgnJkNI6BEFy+QUREFK549Uch6WyhCbdc0godm8arHQpplCP5LTZpMxl2jOznlZoRH2mAnh0tGiSdTsCo1yE20oDOzeIxskvTWs8Z9NqvGP7GSny35UQQIiQiIqJQpa2rW9KE1xbsRZHJgiYJ/q9bJfKVI7kvMdnXtEdqbJq7XhnRvVBSgYRoo8rRUH1Y9ORl+O89/Ws9Lr/UfgPrb99sD3RIREREFMI4jZ9Czv+tPgwAaBofpXIkpGWO6vTFJq1O41eS/dIKpCVFqxwN1ac5Dw1CSlwEDueWoHtaIi6dvrzaY3/afhKNYowY1iE1iBESERFRKNDW1S01eGarzfm4aQKTfQoco84xsm9P9rXWh96R7Jebrc7OA6QNg9o2Rvsm8biqWzO0cLmRs/JvV3gc+8RXW3HXhxtx5FxJECMkIiKiUMCRfQop/V9Z5nzcLJHT+Clw7GuhheZH9s1WqbkbGeQua9oY6ISATicw8fJ2eG/VIY9jipVClERERBQ+eAVIIaWgzOx83Co5RsVIKBwY9TqUVliVx9oqYOdakM+gsc9G7gx6HXTKv/ekMZ2xfvIIj2OsUgY7LCIiIlIZk30KSbcNSHf2QScKlAiDzjmNX2t96A0uyT5H9sNLs0TPJVClFRzZJyIiCje8AqSQNKprE7VDoDBg1OtQoiRBRo1N49e59FfX2o0Mqt3L47th8pjOzuecxk9ERBR+eAVIIUmA044p8CL0OpSaHNP4tfXr0HXqvtY+G9XursEZeHBYW+fylP2ni1SOiIiIiIKNV4AUMvacLHQ+HtyusYqRULiIMOicBfq0tmbfdWRfa7MWyDc6ncCuF69G88QoZOUWqx0OERERBRmvAClk7D5Z4HwcZeR6fQo8o17AZLG3e9TaVHf3NfvaupFBvos06NEqOQan8svVDoWIiIiCTFtXt9SgCcGEhILLtd2e1qa6u1bj19qNDPJPtFEPk8WqdhhEREQUZLwCpJBx8Kx9Tem7d/RVORIKF64JvtamuutZjZ8UkQadcwYLERERhQ9eAVJI2HOyEP+36jAAYEyP5ipHQ+HCLdnX2FR3JvvkEGnUM9knIiIKQ7wCpJCw80S+2iFQGIp0Gc3X2lR3t2TfoK0bGeSfSIMOJjOn8RMREYUbbV3dUoOVEGVUOwQKQ+4j+9r6dagXXLNPdpzGT0REFJ54BUghoYyjTqSCCC0n+y7LEgw6bX028k+kgdP4iYiIwhGvACkklFTYk/0vHxyociQUTowGDa/ZF5zGT3YRBh0qmOwTERGFHSb7FBKOnisBAPRNb6RyJBROHAm+US801/qRrffIwaATsEqpdhhEREQUZLwCJNUVlJnx37VHAABRRr3K0VA4cRTo09oUfoDV+KmSXidgtUlIJvxERERhhVeApLrTBeVqh0BhypEEazEZdpvGr8HPR75z3Pix2pjsExERhRNeAZLqThcy2Sd1RGg42de5jOxHR2jv85HvnMk+R/aJiIjCCq8ASXV7ThaqHQKFKUeBvgiNFeerKj6SrS3DmYEj+0RERGGJyT6prthkVjsEClOOEX2DBkf2XcVHGdQOgVTkGNm31HOyX262osOzC/D91px6fV0iIiKqH0G7whVCtBJCrBBC7BVC7BZC/FnZ/oIQ4oQQYpvyZ6zLOZOFEFlCiP1CiKtdto9WtmUJISa5bG8jhNgghDgohPhaCBERrM9HdVeqtN2b+/BglSOhcBNp0HaS75AQzZH9cOZI9m31kOxvPXYB323OgZQSnacugtkq8dTX2/HZumysPpCLdYfOX/R7EBERUf0I5nCPBcBfpZRbhBDxADYLIZYq+96UUr7herAQoiuAWwF0A9ACwDIhREdl9zsARgHIAbBJCPGTlHIPgH8qrzVHCPEegD8CeDfgn4wuSlmFFanxkRjQJlntUCjMRCvdH0wWq8qRBFbb1Fi1QyAVGepxZP+G//wOAPjrN9vdtk/9cbfzcfb0cRf9PkRERHTxgpbsSylPATilPC4SQuwFkFbDKeMBzJFSmgAcEUJkARig7MuSUh4GACHEHADjlde7EsDtyjGfAHgBTPZD3pxNx9UOgcJUi6RoAMDZIpPKkQTGlw8MhMUmEWlgS8twpqunNftavylGRESkNarMYRVCZADoA2CDsulxIcQOIcRHQohGyrY0AK5ZYI6yrbrtjQHkSyktVbZ7e/+HhBCZQojM3NzcevhERNQQNU2IBABotUj5pe1TcFnHVLXDIJXVR4E+KSU6PbfIp2NP5pfBYrXV+b2IiIiofgQ92RdCxAH4DsCTUspC2Efe2wHoDfvI/0zHoV5Ol3XY7rlRyvellP2llP1TU3khrCYpJfQ6gceGt1M7FApDiVzLTmFAr7N/1V9Msn+h1PdCqpdOX44+Ly/F/606VC91AoiIiKhuglqiWQhhhD3R/0JKOQ8ApJRnXPZ/AOAX5WkOgFYup7cEcFJ57G37OQBJQgiDMrrvejyFqDKzFVabRHwUky4KPib7FA4czSYuZs3+64v3uT1PS4rGNxMHo7TCgvZN4nE4txhXzlzl3F9UbsFrC/fBZLGhc7N4XNWtWZ3fm4iIiOomaMm+EEIA+BDAXinlLJftzZX1/ABwA4BdyuOfAHwphJgFe4G+DgA2wj6C30EI0QbACdiL+N0upZRCiBUAJgCYA+AeAD8G/pPRxSgss6+6SGCyTypgsk/hoD5G9r/aaF89t/rp4Sg1W9CpaTzsX+t2jvoXVc1aegAAkDVtDDZlX4BeJ1iMlYiIKEiCObI/BMBdAHYKIbYp26YAuE0I0Rv2KffZAB4GACnlbiHEXAB7YK/k/5iU0goAQojHASwGoAfwkZTSUQb47wDmCCFeAbAV9psLFMKKyu1TQxOi2Qecgs+g1+GV67ujSXyk2qEQBczFrNmXUuKbzBzn8/TGMV6PizLq8Z87+iI1PhI3v7fOY3/7Zxc6H7NaPxERUXAEsxr/WnhfV7+ghnOmAZjmZfsCb+cpFfoHVN1OoeuNJfsBALGRTPZJHXcOaq12CEQBpROO1nv+F817e3kWZiqj87UZ26M5AKBbiwTsPllY7XH5pRVIiokAAJwtKkditJEdI4iIiAJAlWr8RA6Ld9tLNni7C0RERBdPGdivU9eJ+TtPOR+/eUsvn8755009MesP1R/b+6WluOejjbDZJAZM+xV/+Xq7/4ERERFRrTicSqoSAkiKNuKyDuyKQEQUCHol27fVIdvv3Cwe+04X4chrY93W6Neke1oiuqclwmSxQS8ECsvNeG/VIZwrrnAes+pALtpOsU/Qm7/zFN7xOzIiIiKqDZN9Uo2UElICdw3OgE7HsX0iokBwTOP3d82+lBI/bDsJg074nOi7um1AuvPxFZ2aYOSsVdUeO2T6clzRKRV3DGyNri0S/H4vIiIi8sRp/KQak8W+fjTSwB9DIqJA0TlH9v07L7/UXkD1Ylr2ObRvEodOTeOr3X8ivwxfbDiGsbPXQNZlvQERERF5YJZFqimrsAJgsk9EFEiOiVP+TuMvNVvrNY7FT12GrVNHYViHlBqP25FTgJwLpfX63kREROGI0/hJNU/M2QoAiDSyCjMRUaDolSn4Nj9H6B2tUetTo9gIfHTvJTBZbOj+/GKvx4x/5zcAQEbjGNzcvxUeG96+3uMgIiIKBxxSJdWsOXgOAGC1+t8OioiIfONYb+/vbPzscyUBiAYw6nWI86Hdavb5Ury+eD/ySyuQdbaYo/1ERER+4sg+qa5Hy0S1QyAi0qy6TuPff7o4ANFUWvjnYUiKMWLwa8trPK73S0udj7OnjwtoTERERFrCkX1SzYA2yUiOjUC/1slqh0JEpFl1bb13tqgcAPB4gKbRd2megOaJ0bi0XWOfzzmRXxaQWIiIiLSIyT6p5uj5Egzv1ETtMIiINE3UsfXeFxuOAQD+dnWneo/J1Xt39cN3jwzGgVfG1HrskOnLcfBMEcoqrM4ir0REROQdp/GTKqw2ibNFJqQlRakdChGRpjlG9kO1o11ClNE5w+tft/TGtuP5WLz7NMxWG84VV3gcP+rN1QCAwW0b46uHBnnsP5xbjCYJUT7VBSAiItIyjuyTKrYdvwApWYmfiCjQHGv2/RnZV6vX/fV90vDCdd2wbvIIPHJFzcsH1h0+j/PFJuQWmdzivXLmKnR/fjFH/omIKOwx2SdVTP1hNwBgz6lClSMhItI2nfB/zb7JYu+S8sSV6rW9u/WSVkiMNiLSYL9UccxQcNXvlWW4ZNoyfLnxGCxWG0orLM59C3aeClqsREREoYhz3EgVg9s1xp5ThZg8prPaoRARaZquDq33HKPijWIjAhGST2IjDdj+/FWw2SRMFhvMNhuGTF+OonKLx7HPfr8Lz36/y22bt5sDRERE4YQj+6SKvJIKNEuIQstGMWqHQkSkaTrlm96fkf1Ssz3Zj4lQf6mVTicQHaFHQpQRU8Z28fm8J7/ehoxJ83GhxHPdPxERUThgsk+qOJRbjA5N49QOg4hI8/R1mMa/UJkCHx0RWhMAXT/CjJt6+nTO/37PBgD8lnUO5cpNjEO5xThbWF7f4REREYUUJvukihKTBQlRRrXDICLSvLq03ntl/l4AQEyIFVF1vWHRs1UixvduUes5s389iJ+2n8Qd/92AyfN2IudCKUbMXIUBr/6K3ScLYLbaAhkyERGRapjskyrKKqyIDoHpoUREWhfqrff8MaCNvUXflLGd0blZAmbe3AtNEyIBAI8PtxcTHNYhxeO8J77aCgD4fusJDP3nCuf2cbPXYvrCfYEOm4iISBWhNT+Pwkap2YpYJvtERAFXl9Z7DpY6nBNIHZvGI3v6OOdzg16H2AgDABOu79MCg9o2RrPEKIyctcrn18w8egGbj15A71ZJLOpHRESawpF9CrpysxX5peaQWwtKRKRFdWm959CyUXR9h1Pv3rmjL/7QvyXapMRhaIcUtEuN9ev87cfzcdO7v+OtXw8GKEIiIiJ1MNmnoNuRUwAAiDLyx4+IKNB0dZjGH2nQYWSXpuielhigqOpPl+YJmDGhl3NU3lGjAACyp4/DtxMH44pOqbW+zs6c/IDFSEREpAZmWxR0a7POAQBGdmmqciRERNrnnMbvY7ZvsdpgstjQPS0hgFEF1pu39MJTIzsCAPpnJOOanrUX8luxPxd7Thbiiw1HAx0eERFRUHAeNQXdbGWqZHwUf/yIiALN39Z7pUp7urjIhvs7+oY+Ld2eT+jXEoVlZrz0yx4AwDU9m+OXHac8zhs7e42yvwUSo9kxhoiIGjaO7FPQtVXWU7ZsFKNyJERE2ueY1m7zsdje6gO5AACjXluXCPcPbYNHrmgHAPjTlR0w+7Y+eP+ufujQJM7j2ON5pcEOj4iIqN413Nv21GC1SIxGUrSRVY+JiILA8bvW18L6j39pb1N3urA8UCGp5q+jOmJcj+bo1CwenZrFAwBmLT3gcVxhuTnYoREREdU7bd22pwZhbdY5lJisaodBRBQW/G29lxIXAQDo1qLhrtmvjkGv8yg6aNB73nh+9IstKGLCT0REDRyTfQqqM8pI0f4zRSpHQkQUHnQ6/9bsd09LRNOESJ+K2mmBo6bB9b0rP29+qRlDpi8HAGSdLYKsQ9tCIiIitTHZp6A6lFsMAJhxU0+VIyEiCg86LwX6TuSXYc3BXK/Hl1VY0bqxf73qGzLHMoe7Brd2215YbkGPFxZj5KzV+GZzDhbsPOVz3QMiIqJQwGSfgqq43ALA3heZiIgCzzGN3zVPfeCTTNz14UaUmCwex5ebrYg26oMUnfo6NbN/H8VFGrHv5dFu+4qU76xnvt2BR7/Ygm835wQ9PiIiorpisk9BVVJhv3CKY9s9IqKg8Dayf1ZZUnUiv8zj+HKzLayS/eev7YpP7x+ATs3iEVXL5z5VUI5tx/Px5zlbfa6BQEREpBYm+xRUxUphvtjI8LmQJCJSk85L6z3H1HWz1eZxfJnZiuiI8PkdHWXU47KOqc7nA9skV3vsf1Zm4c7/bsCP207ip+0nghEeERFRnTHZp6AqKK0AACREGVWOhIgoPHhrvee4AWCxeo5Ol5mtiDKG7+XBh/degnmPXgoA6J7mvuTMZLGhWFn68NTX21m4j4iIQlr4fpuTKk4WlCM5NqLWqZJERFQ/vLXec2yz2DxH9svN1rD+HR0XaUDf9EbY9eLV+OHRITUeW1Jhxbebc5B1tjhI0REREfmOyT4F1ZcbjjlHmYiIKPCEEBACbqPQQjim8XuOTIdbgb7qxEUaYNDr8OcRHao9pvvzi/G3b7Zj/NtrgxgZERGRb5jsU9CcLbIXhMotMqkcCRFReNEJAatLsq9Tvv2rTuM3W20wWyWTfRdPjepY6zElFVZkTJqPa/+91muHAyIiIjUw2aegKSwzAwDuHJSuciREROFFJ7yv2TdXmcZfbrYXUQ3nafze3D4wHVd0SkX29HFY88zwao/beaIAi3efRuepC7HrREEQIyQiIvLEZJ+CpqDMPtoxsktTlSMhIgovOiHcWu9VV6CvQLkpmxjNIqquXr2hBz6+bwAAoFVyDH6fdGW1x67Yn4tysw2frTsarPCIiIi8YrJPQVPIi0giIlXohHBrvSccBfqqtN7LK7F3TEmOjQhabA1Ri6Toavf9vP0kAGDxntPImDQfH6w+jIU7TwUrNCIiIicm+xQ09328CQCQwGSfiCio9DpRzTR+95H9Y3mlAIAmCZFBi62hapMSW+P+/FL7De5pC/bikS+2BCMkIiIiNwa1A6Dww5F9IqLgEqKa1ntVRvZ3nyyEQSfQtbl7f3nytPSpy5BfZsbK/bl4Y/F+nC4sVzskIiIiNxzZp6BLiGKyT0QUTHqdcGu9V92a/fzSCiTFRMCg5+VBbQx6HVLiIjGhX0uM6dGs1uMzJs3HnI3HghAZERGRHb/NKWjSkqLRq2UiIgz8sSMiCqaqrfdENdX480vNaBTDG7L+em5cV2Q+N9L5/F+39PZ63KR5Oz22ZZ0twswl+91uxhAREdUHTuOnoKmw2tC1RaLaYRARhR3P1nv2v6uO7BebLIiL4qWBv/Q6gZS4SHx0b3+Um23ornzXPT68Pb7fegIn8ss8zrHaJOZmHsc/F+1DfqkZ9w1pw8KIRERUr/iNTkFTXG5BPC8iiYiCTie8T+M3V1mzbzLbEGXQBzU2Lbmyc2Vr2Y1TRiAlLhJ/u7oTMibNBwD0TU9y7v90XTZe/HmP87mlyiwLh3KzFVFG/psQEZH/gjafWgjRSgixQgixVwixWwjxZ2V7shBiqRDioPJ3I2W7EELMFkJkCSF2CCH6urzWPcrxB4UQ97hs7yeE2KmcM1s45imS6ixWG8rMVsRFMtknIgo2nRBeC/RZq1TjN1msiDRyqVV9aJIQBZ3O/TIkVvkOnLvpuFuiD9hvtDisOpCLm9/7HUv3nEHnqYtw9ZurAx8wERFpTjC/0S0A/iql7AJgEIDHhBBdAUwC8KuUsgOAX5XnADAGQAflz0MA3gXsNwcAPA9gIIABAJ533CBQjnnI5bzRQfhc5IPl+84CAJN9IiIVVG29B0eBPo9knyP7gTDjpp4AgDUHz2HJ7tP4bkuOxzELdp4CAKzYdxb3fLQRm7Iv4P3VhwAA+88UodxsDV7ARESkCUFL9qWUp6SUW5THRQD2AkgDMB7AJ8phnwC4Xnk8HsCn0m49gCQhRHMAVwNYKqXMk1JeALAUwGhlX4KUcp20z1X81OW1SGUPfbYZAGDUc7IFEVGwCQHYXBJ7x29ij2n8FhtH9gPgD5e0cj5+6LPN2HAkz+OY1xbuwxWvr8B9H29ybtuUfcH52HHTnIiIyFeqfKMLITIA9AGwAUBTKeUpwH5DAEAT5bA0AMddTstRttW0PcfLdm/v/5AQIlMIkZmbm3uxH4d8MKxDCgDgut5e/0mIiCiA7CP7lcm+Y/1+1QJ9JrMVkeyYoprs86XV7nv0iy1BjISIiLQg6N/oQog4AN8BeFJKWVjToV62yTps99wo5ftSyv5Syv6pqam1hUz1ID7KgPZN4pAYzZZORETBZm+9V/nc0Yavaus9k8WGSE7jD4i2qbEBeV2bjS37iIjIu6Am+0III+yJ/hdSynnK5jPKFHwofzvmqeUAaOVyeksAJ2vZ3tLLdgoBRazET0SkGiHgWMV6bQAAIABJREFUNrLvmL1fdWS/nCP7ATP34cGY0K/yMuXnx4di+o09nM//dUvvWl/j+R93uSX3u08WoO2UBVh36Dx2nSjAE19t9ViaQURE4avO3+hCiDQhxA1CiI4+Hi8AfAhgr5RylsuunwA4KurfA+BHl+13K1X5BwEoUKb5LwZwlRCikVKY7yoAi5V9RUKIQcp73e3yWqSywnIL4qM4qk9EpAZ9ldZ7joTRwjX7QZMSF+mW7HdrkYCb+1eOXYzv3QIvXNsVv026Em/c3Mvra3yy7ijmbKpcybjnpH2C5Gfrs/H8T7vx0/aT2HY8P0CfgIiIGhqfv9GFEK8JIQ4oyXQ3AHsAfAtglxDiGh9eYgiAuwBcKYTYpvwZC2A6gFFCiIMARinPAWABgMMAsgB8AOBRAJBS5gF4GcAm5c9LyjYAeATAf5VzDgFY6Ovno8AqKjcjnpX4iYhUUbX1XuU0/sptFqsNFpvkNP4ASomLdD7W6QT0OoEHh7XBu3f0hRAC9w5pg7SkaLebAlVN+X6n8/HT3+4AACzYeRqbj9qL+Z0vNuFkfhmTfiIigj/Z12jYp8ZvBfAqgHiX1/g7gF9qOllKuRbe19UDwAgvx0sAj1XzWh8B+MjL9kwA3WuKg9TBafxEROrRVWm9521kv0J5zGn8gZMcG+Gx7dlxXb0em/ncSFw+YwWu7dXCbTQfsC+3eHXBXq/nrTt0HhM/txfzy54+DoC9IOOWYxfQN70RhGBXHCKicOHPN3prAEellCYA/QCcAJAO4BwA799URLBfVOaXViApxvMih4iIAk9XpfWe1Us1/gU7TwMACsrMwQ0ujCQpRWpjI2qfPZESF4ndL41G/4xkj31jZ6/Bp+uOej3vE5ftD3ySiSnf78Q3mTm46d11+Oi3bCzadaqO0RMRUUPjz1BrFIAy5XFHAJlSyhwhxDEA3eo9MtKM8yUVMFslmidGqR0KEVFYqtp6zzGl33Ua/8e/HwEA7D5ZU6Mcuhg6ncAvfxqKGB+SfYfre7fAmcJy3NAnDZdOXw4AOJxb4tO5y/aeAQB8tfEYAODlX/YAALKmjYFBzxkcRERa50+yfwJAdyHEBwCaAtiubE9FZQV9Ig+7ThQAANo3iVM5EiKi8CSqtN7zNo0/TqmrksAWqQHVPS3Rr+MNeh0eG97+ot5TVunO9/6aw5ixaD9GdW2KG/ukYUyP5hf1+kREFJr8ua37New3B/4Ie//6b5RWeS1RmfgTeThZYJ8QwmSfiEgdOgG3avzOAn0udwAGKNPFX7qOk/VClbf2fAueGIYrOzfBkyM7+Pw6MxbtBwAs3XMGj3yxxfmzYbNJZEyaj3v/t7F+AiYiIlX5M7L/DwCnYZ/C/4uUcocQogfsxfpWBSI40gbH+s9EjhYREalCL6pO47f/bbFVjuyXVlgRE6FHIy9F5Cg0tEqOdj7eMnUUCsrMaJMSi4/uvQQA8K9lBwEAo7s1wzW9mmNM9+ZoN2VBra/beeoi/PWqyk7KK/fn1nPkRESkBn+S/aEA1kop33ZskFLuFEIcAMA+PVStglIzIg06RBn5Y0JEpIaqrfdsXgr0lVRYERPBrimhzHGTZliHFCTHRnhU93/r1t6IMupxdbdmfr2uyWLDqwv2uW2bv+MUxvXk9H4ioobMn2n8KwG8U812VvOhauWXmjmqT0SkIp0Obq33nAX6XNbsl5gsiIvkTdlQ1ic9CfcPaYOZf+jldf/43mkeif7BaWOw44WrMKR9Y7ftV3drWuN7PfblFmRMmu+2/IOIiBoWf2/he2vO2qia7UQA7NP4k2KY7BMRqUUnhFsxPmeBPpc7AKUVFo7shzijXod/XOtft2OjXgejXocvHhgEAMiYNB8A8NBlbbF495laz28zeQFeHt8Nh8+VwKATuHtwBlolx/gfPBERBV2t3+pCiMMuT/tUeR4DezX+gvoOjLRBSomc/FKO7BMRqcij9Z70rMZfYrIiliP7mvfLn4YiyqhH+yZxyJo2Bu2fXVjrOVN/3O18/MGaI/j58aHo0dK/rgJERBR8vkzjz1D+SACRLs8zADSBfVR/WQBiIw2Ys+k4dp0o5Hp9IiIVVW29VzmN33XNvgWxkRzZ17ruaYnO7jgGvc5Zyf/dO/oCsNcDqM28rTnIL63A3MzjAY2ViIguji/f6p8of98DIBeAa1nXUgD7APw/e3ceH1V1/nH888xkDyRh33cRZBORxRVREUFs0drWfavWpbb+1G64tdYVrW2trdW61tq61FZbW3HfF0ABRVD2RQhbgISEEEKWOb8/5maYkElIIJmbTL7v1yuv3Dn33MkTvczkmXPOcx5v5LgkQXy4fCsAAzu39TkSEZHWa++t9yIF+kLV1+z3aqfp2a1NVSV/gI+mn0Ao5Dj2nncAGNO3HZ+uKahxzV9nfc0TH60B4LEPVnPhUX05on97+nTIZHNRKd1z0mtcIyIi8bfPZN85dzGAmR0PzKt6LFIfI3vl8PLCjfxfA/b/FRGRxlVz670Y1fg1jb/V6+El6WtmTI20Va3xjxa9s8PSzTu44cWFQPhDpZCDWdefQLdsJfwiIn6rdzV+51xf59wZTRmMJJ7S8koAMlL0B6SIiF/MLLJtm3MuUpm/PHpkXwX6JIY1M6bWu8hu1X115F1vszC3kH9/tp68otImjE5EROpS73d1M8sEpgMnAl2oXoHfOecGNHJskgDmfh2e/pcU0IYNIiJ+CQb2TOOP3oKvamTfOUdJWSVttGZfYnj7xxO4/Km5Maf01+Ybf/wwcnzhkX24+dQhJAUbsuOziIgcqIa86j4E3ACMA/pRvVBf38YNSxJBWUWI95ZtAcKjSiIi4o+AWWTqdfQU7KoCffk7y6gMOdpnpvgSnzRv7TNTePC8wyOP//vDY1hy2+R6X//krK9ZvHFHU4QmIiJ1aMhH+FULuOYBS4GKxg9HEsnW4t1+hyAiIkAgauu96GS/qkDf2vwSAPp0UIE+ia1jm1Q+nn4Cr3+5KbLtXkZKkGDA2FFaQXpykF3llRw7sCMfeMV5o/369aXc++0RpKcEGX7L65w7rjd3nD483r+GiEir0pBkvxTId86NbapgJLEo2RcRaR4CZpHp+5VRhfqqpvEX7w5/fp+VXr+12dI6dc9J56Kj+0Uef3XrZB79YBW3v7yYM8f04qcnD2L99l1M+t37Na59f9kWxt75VmRZ39/nrOWI/h34xqHd4xa/iEhr05Bp/A8DHc2sa1MFI4llV1m4ON9fv6fPh0RE/BSukl59ZD85aJR7VfuqXq/Tk1VMVRrm5KFdSUsOcPbY3mSmJtFhH0tBKqJmlvzomc+46u/zqagM1XGFiIjsr4aM7PcD0oElZvY2sD3qnHPOXdKokUmLV+a9easSv4iIv6K33gt5yVZqUnjaNRD5nq7Xa2mgXu0zWHLblMjjDm1SWfCLScxevY1RvduxeGMRFzz+Sa3Xv7xwIz3bp3P9lEPiEa6ISKvSkGT/fMABWcC0qHbz2pXsSzW7y8PJfkqSqu+KiPjJzKjaZa9qGn9qUoDi3RU45zSyL40qOyOZk4eGJ4J2atuJsX3bYxb+eyDWev4/v7eKTm1SOWdc7xrbP369bScAfTpkNn3gIiIJpiHJ/lrCSb1IveyuCP9lmZqkPx5FRPwUDBBjZD/8QWx5pdszsq9kX5rAP644EoC8olIueXIuC9cXApASDERmAd7+8mJuf3kxAzu34ZJj+nH0QR3p1T6D4379LgBrZkyN+dwiIlK7eg+5Ouf6Ouf61fbVlEFKy/SHt5cDe/6gFBERf1Tbeq9qZN9L7CtCIUrKNI1fml7nrDT++6NjIo+X3TGlRp/lecVMf2Ehx97zDou8DwWiFewsY+dubQglIlIfysKkySzZFN5TN1nJvoiIr8Jb74WPK2OM7JeUVRAMmD6clbh4/oojueeMEQC8ds34Wvud+ocPI8eXPvkpAIfd9gYn3xeu9r9kUxH/XbChCSMVEWnZ6j2N38xW1XHaOecGNEI8kiCq1n8CZGhaqIiIr6Kr8Vet3a9K7CsqwyP7GSlBzMyvEKUVGdO3PWP6tgdgUNe2zLnhRMbd+Vad17y5OI+3Fm8GILdgFx8s38L5j4UL/2n7PhGR2BryEX7fGF99oo5FIvJLygC4+oSDaLePbXhERKRpBaKq8e8p0Fc1jd9RsrtSO6eIb7pkpXHSkC4AHNS5Ta39LnlybuT4jpcXR46/+9As7py5mL7TX4459V9EpLVqSIG+J/d6nA0cR7g6/7ONFpEkhIKd4WR/aI9snyMREZGAWaQwX2Qaf3LVNP4QJeWVZKY05E8CkcZ117eGM7R7FldOGEDBznLeW5bHnTOXULirPGb/qqWCAJ+syeeTNflAeOq/ivmJiIQ1pEDfxXt9fQsYCGwCcpssQmmRqt6cc9KTfY5ERETCI/vh45Crvma/otJRsrtCxfnEVx3bpHLNxINJTQrSNTuNM8f05o3r9qznH9U7h7d/fByBeqw0+XjFVq597nOc0yZSItK6HdDH+M65fDNbD1wEXN8oEUlCKPCm8WsKv4iI/6K33qsa2U+pSvZDjpIyjexL89O5bRq3ThvK6D7tOaRbW8yM7jnp5BbsqvO6cx6dA8B3R/fiyAEd4hGqiEiz1JACfY/v1RQEBgBjgYLGDEpavu0lGtkXEWkuqm29F9p7zX6IgpIyuman+RafSG0uOLJvtcfnjOvNPa8u5YFzRvHC/FzeWpJX67VnPzIbgKy0JG4+dQjfGd2rKUMVEWl2GvIx/kXA3vOhqiZT/a9RopGEsd0b2c/OULIvIuK3QMBwtUzjf2fJFpZs2kGx9i6XFuCK8QM4a0xv2mem8NXGQt5aksefzz+cy5+aV+s1RaUV3PTvRUr2RaTVaUiyv5bqyb4D8oC3gLsaMyhp+TYVlZISDERGjkRExD8B21OFf8/IfjjZ/3xdeHJexzap/gQn0gCBgNHeWyJ4zcSDmTSkK4f2yuHYgR35YPnWWq8rrwxFjhetL6SotJyjBnRs8nhFRPxU72TfOde3CeOQBPO32Wv9DkFERDzRW+9FRvaTwx/GZqaG/xS49zsj/AlOZD8lBwMc2isHgEcuGE3+zjKOmvF2zL4hBzMXbuSjFVv5+5zw3yiq2i8iia7e1firmNlQM7vQ+xraFEGJiIhI4wlYeBq/c46qAc6qkf0ib/eUzllasy8tV1pykO456ay4Y0qk7ZuHdq/W5wd/nx9J9AHmrNoWt/hERPzQkAJ9ScBfgTP3an8GuNA5V9nIsUkLlp4c5LwjevsdhoiIEE72ITy6ufc0/qqtUjOStexKWr6kYIA/nH0Yg7u2ZWCXtny0YivbdpbF7Hvmw+ECfu0ykpl300kE6rOvn4hIC9KQkf2fAWcRLsoX/XW2d04EgFDIsau8kgxt4yQi0iwEvXf7kHNRBfrCyX3RrgpSkgIkBRs82U+kWfrGod0Z2KUtAFefOHCf/QtKyrlz5mL6Tn+ZsorQPvuLiLQUDXlnv4BwUb67gUO9r3sIJ/wXNH5o0lLtKg9P8shI0SiRiEhzYN7IfmXI7RnZT94zsq/Xa0lUFx7Vt9ra/KtPOChmv0c/XA3AwvWF7K6oZHNRaVziExFpSg0Zeu0LLHPOXR/VNt3MTgP6NWpU0qLle9PlcrTtnohIsxD0pic7t6cqf2TNfmk57TJSfItNJB4ev2g0T89Zx7UnHYyZMbJ3Dr966UvWbCup1u+MBz+OHF9yTD8e+3A1L/zgKEb1bhfvkEVEDlhDkv1SoLOZZTnnigDMLBvoDOxqiuCkZfrae+Ps2S7D50hERATCW+9BONGvrKw+jb+krJLuORrZl8R2wuAunDC4CwDXnnQwAMf/tDPOOfpdPzPmNY95o/1vfLVZyb6ItEgNmcY/B8gBvjCzh8zsQWABkA3MborgpGU677E5APTISfc5EhERgegCfa7GyD5AQS0FzEQSnZnxryuP4orjBtTa58F3V9J3+ss8NftrnPfvR0SkJWjIyP5twPFAb+D7XpsBFd45kWq65WgbJxGR5qAq2XehcBFVCG9VVqW8UkXJpPU6vE87Du/TjuMO7kQwYHz3z7Ni9rv534uYMXMxO8sq+cWpQ/jeMVrFKiLNW71H9p1zHwKTgA8IT+kvBd4HJjrnPq7rWmldhnbP4uAubSJTREVExF/VpvHHGNm/ddowP8ISaVaOHNCBsf3ak5VW+1jYzrJwEeJb//dVtfbtJWWs3Wv9v4iI3/aZ7JvZIDO72syOd86965w7zjmX6ZzLBH4FjDSzwU0fqrQU5ZUh+nXM9DsMERHxVBXoC7ma1fgBerVXjRWRKj+dXL8/ay964hOe/WQtAKf+4UPG//qdpgxLRKTB6jON/6fAxcAJMc5VAPcBTwCXNGJc0kI551i2uZiBndv6HYqIiHiqtt4LhRwhb2Q/Obgn2e+tZF8k4vwj+nD+EX0A6Dv95Vr7vbt0C+8u3cJN/15EhfchWijkCFRNpRER8Vl9pvGPB7Y7597b+4Rz7gNgGzBhX09iZo+bWZ6ZLYpqu8XM1pvZ597XKVHnrjezFWa21MxOjmqf7LWtMLPpUe39zGyOmS03s+fMTPsI+WDllp1+hyAiInvZM7IPVcvzc9L3vE12bKO3TJFY7v3OoQBMGda11j5ViT5AfomKXYpI81GfZL8nsK6O8xuAbvV4nr8Ak2O0/845N9L7mglgZkOAs4Ch3jV/MrOgmQWBB4ApwBDgbK8vwN3ecw0ECtBMA1+sKwivV/veMX39DURERCKi1+xXFegLBOBvl4zjxlMOiYz8i0h1pwzvygmDO3P9lENYeecp/O9Hx3D9lMGsmTGVT244sUb/0be/yXX/+NyHSEVEaqrPNP4yoJ+ZBZ1zldEnvOS7r9enTs65982sbz3jmgY865zbDaw2sxXAWO/cCufcKu/nPwtMM7PFhJcZnOP1eRK4BXiwnj9PGsm24vCt0LFNqs+RiIhIlUDUNP6qAn3BgHHMwI4cM7Cjn6GJNGsZKUk8ftGYyONhPbIZ1iMbgM5Zacy8+lhOuf+Date8MH89L8xfz7h+7TGDpy89QlP7RcQX9RnZ/wpoA9wR49xtQFtg8QHE8EMz+8Kb5t/Oa+tB9dkEuV5bbe0dCC81qNirXeKscFc5UH16qIiI+Cuy9Z4jUqAvqNF8kQM2pHsWN55yCD+YMKDGuTmr85m9Kp/+N8zkw+VbI+2fr9semWEjItKU6pPsPw8Y8FMzm29mvzez+8xsLvBzwAHP7efPfxAYAIwENgK/8dpj/QXi9qM9JjO7zMzmmtncLVu2NCxiqVNhSRlm0LaObWtERCS+At67faXbU6BPI40ijeP74/vzs8mDSUmq/c/q8x6bA8Cslds47YGPePyj1fEKT0RasfpkZA8A5xNOyA/1vqoYMB/40/78cOfc5sgTmT0C/M97mAv0iurak3BtAGpp3wrkmFmSN7of3T/Wz30YeBhg9OjR+mi1ERXuKicrLVl/RIqINCORafxRW+9pZF+kcc28+ljmfZ2PmfGzf35R4/zN/17E0O5ZAHy1oSje4YlIK7TPkX3nXBnh9fDPAJWEE3zzjp8GJnp9GszMogv7nQ5UVep/CTjLzFLNrB8wEPgE+BQY6FXeTyFcxO8l55wD3gG+7V1/IfCf/YlJDkzhrnKy05P9DkNERKJUW7NflewHleyLNKaDOrfhzDG9+e7oXlx9wkGR9lRvxP+p2V/z4mfrAXjhs/U8+8laAJZv3sFPnl9AedVWGSIijaRec62dc9uBc83sSuBgwsn+UudcvT+WNLNnCG/R19HMcoFfAhPMbCThKfdrgMu9n/elmf2DcL2ACuCqquKAZvZD4DUgCDzunPvS+xE/B541s9uBz4DH6hubNJ78EiX7IiLNTfWt98LJfpJmYIk0mbPH9ebdZVu49qSDKS6t4EfPfAaE1/FXmf7CQv7y8RpyC3ZRvLuCs8f24vA+7f0KWUQSUIMWVnvJ/dz9+UHOubNjNNeakDvn7iBGUUBve76ZMdpXsadiv/jkqw2FjD+4k99hiIhIlMjWeyEX2RM8oGn8Ik2mW3Y6L/3wGCA8o+bNxZv5z+c1V5gu2bQjcnzGg7NY8MtJGjQRkUajKmrSaErKKthaXMZBndv4HYqIiESJXrMf0si+SFwFAsbvzzqMy8b35+9z1tKnfQZ3vbIkZt8bXljIwvWFjOyVw8lDuzJ1RLeY/URE6kPJvjSa1Vt3AtCzXYbPkYiISLTorfeqRvaDSvZF4mpo92zuPH04QK3J/ssLNwKwNr+ElxZs4MXPOvOHs0dRUlZBhzapcYtVRBJDfbbeE6mXZZvDU9GGdMvyORIREYkWvfVeZcgRMDBN4xfxzZmjw5tLfXbzSayZMbXWfm8uzuOQX7zK4be/yT/n5fKvebnxClFEEoBG9qXR7CitAKBdhtaaiYg0J9W23nOOpIA+6xfx062nDeXy4/rTLjOl3tf85PkFAHxzZHeSg/o3LCL7plcKaTRFu8oBaJOmz5BERJqTvbfe0xR+EX+lJgXp36n2GkejeufUeu7n//yiKUISkQSkZF8azb2vLwPCb2AiItJ8RG+9V1GpZF+kuRm4V3Hjc8f1qbXvC5+tZ86qbewoLW/qsESkhdMQrIiISIKzqK33Qk7Jvkhz888rjmL99l2s2baTtmlJbCosBcK7ZlQV1Yx25sOzAXj0gtFMHNIlrrGKSMuhkX1pFOvySwDoqEqxIiLNTjBSjd9REQop2RdpZrIzkhnSPYtThnfj2IGd+Mah3Tl3XG8+vXFinddd+te5fLh8a5yiFJGWRsm+NIoFudsB2Fq82+dIRERkb1XJfYXW7Iu0CGnJQe44fTjtMlMY3iObk4d24acnD4rZ97zH5nDpk5/GOUIRaQk0jV8ahRH+w3FEz2yfIxERkb1VJfeVXrKfpGRfpMX474+OAaCotJyCnWU8+uHqGn3eXJzHuvwS0pKDdGqrWZYiEqaRfWkUBSVlADx03uE+RyIiInur2qarIuSoCLlIdX4RaTmy0pK56dQhfHLDifzl4jE1zh97zzuMueNNCnaW+RCdiDRHSvalUeR7byxasy8i0vxEpvFXhgiFHElBJfsiLVXnrDQmDOrMF7dM4soJA2qcH33Hm5RVhPhohdbyi7R2SvalUWwt3k3b1CRSknRLiYg0N8nBPWv2K7RmXyQhZKUlc/UJA2u0V4Ycd85czLmPzuGrDUU+RCYizYUyM2kUs1dtY2iPLL/DEBGRGIKBqmn8oXCBPk3jF0kI6SlBHjhnFGeN6VWtvWpUf2PhLj/CEpFmQsm+HLDS8kqWbS7myP4d/Q5FRERiSIpM41c1fpFEM3VEN247bVi1ttyCcJK/bHMxf5/zNc65yLlNhaU88v6qam0ikpiU7MsBK9pVDkCHNik+RyIiIrEkBbX1nkgiSw4GeO6yIyKPd5VXAnD3q0u48cVFLM8rjpy74m/zuGPmYtbla9RfJNEp2ZcDtt1L9rPTk32OREREYkkKVK/Gr633RBLPuP4duO/MkTHP/ePTdTjnmL+2gM/XbQfgkzX5/OiZzyivDMUzTBGJoyS/A5CWL69oN6CRfRGR5iopuhq/08i+SKIaf3CnmO2PfriaRz9cXa3tJ88vAGDBuu28/ePjSApqDFAk0ehftRywRRsKARjQqY3PkYiISCxV0/grQ46KSiX7IomqfWYKH08/gVunDa33NWvzS3jmk7XMXrUtspWyiCQGjezLAZv/dQH9O2bSJSvN71BERCSGqmn85ZWOSo3siyS07jnpXHBkXwpLyvnNG8sY1iOLRevr3oLv5v98CcChPbP5zw+PiUeYIhIHSvblgG0qKqVn+wy/wxARkVrsGdkPb72Xkhz0OSIRaWo/OnEgZ43tzeaiUk79w4f1umZBbmETRyUi8aRp/HLANmwvpZtG9UVEmq2qNfvlleECfQGN7Iu0Cp3aptK/UyY926Xz5/MPZ+5NEwE4e2wv3rh2PP++6uga6/yn/P4D1mzdCYS36RORlksj+3JAdldUsrV4N91ylOyLiDRXZkYwYFSGHCFV4xdpVTJSkvjw5ydEHr953Xh6t88kJSk85nfHacM49p53IucXbyxiwr3vcuqIbvzvi438bPIgfjDhoLjHLSIHTiP7ckDeX7YVgK4a2RcRadaCAaM8FKIipDX7Iq3ZQZ3bRhJ9gF7tM/j0xomcNrJ7tX7/+2IjAPe8upS+019mzqptvLpoI865uMYrIvtPyb4ckPveXAZATkayz5GIiEhdkgNGZaWjMhQiaEr2RWSPTm1Tuefbh9bZ58yHZ3PF3+bzztK8OEUlIgdKyb4ckH4dMwE4eWhXnyMREZG6BANGRchRGXIEg0r2RaS6lKQAw3pk0adDBv/7Ue0V+e95dSk/eX5BHCMTkf2lNftyQKqmeJlGiUREmrXkYIAKrxq/RvZFJJZ//+BoAJKCAX5/1kjeXbqFFz9bX63Pkk07WLJpB9OnDKai0rFm206O6N/Bj3BFZB+U7IuIiLQCSUGjotJRVhEiOaiJfSJSU1LUa8O0kT2YNrIHGwt3MXtVfo2+c1blc/N/FpG/s4w1M6bGM0wRqSe928sByUgJct4Rvf0OQ0RE9iEpEKAi5CirDJGarLd/EamfZy87kofOG8U1EwfSJnXPOOFVT88nf2cZAH9+b6Vf4YlIHfRuLwekotLRNk3F+UREmrvwyH6I3RUhUjSyLyINMHlYN66ZeDC1beRx1ytLuP6FhfENSkT2Se/2st/ydpRSVhlid3nI71BERGQfqgr0lVWESE3S27+INNzvzz6Mw/u0474zR9Y498wna/nj28sZd+ebvOzVdCqr0N+IIn7Su73stwffDU/Zen7eOp8jERGRfUkOBMJr9itD1fbYFhGpr+MHdeZfVx7F2H7tI20nDelCsrfDx72vL2Nz0W6ueno+X20o4uCSkvjfAAAgAElEQVSbXuGNrzb7Fa5Iq6d3e9lv2enh6ftThmnbPRGR5i4YMEorKnEOTeMXkQPSPSedwV3bApCWHOQ336050v/IB6sAeOzDVSxaXxjX+EQkTO/2st+qtm665ZtDfY5ERET2JTlolJRVAmhkX0QO2FOXjOOYgzry88mDaJtac4Ovqi37Zq/K59Q/fBjv8EQEJftyAJbnFdM9O42MFO3gKCLS3AUDRklZBaBkX0QOXKe2qfzt0nH0bJfB+IM7Rdq7ZKXG7P/AOyvYWrw7XuGJCEr2ZT8VlpTz0oINDO2R7XcoIiJSD0nBACW7wyP7qUlBn6MRkUQSDBjL75jCstunMOeGiRw1oEONPr9+bSmjb3+TypDzIUKR1knJvuyXP7y9HIDP1233ORIREamPpICxUyP7ItJEkoOByGvLpCFdau03+OZXqKhUlX6ReNC7veyXgLfRalVxFhERad6SggGt2ReRuCivDI/eH9Y7h1+cOqTGuVcWbYosKxKRpqPF1rJfeuSkAzDjjBE+RyIiIvWRFIgq0Kdq/CLShM4c24vNRaVcN+lgMlKS+N4x/eg7/eXI+R898xkAa2ZM9StEkVZB7/ayX+Z+XQBA+4wUnyMREZH6SApYZK1sqkb2RaQJZaUlc9OpQ6oVcf77peP45xVHVuv30oIN7K6ojHd4Iq2GRvZlv/x3wQYA0pL1B6OISEuQFLTIsabxi0i8HX1QxxptV3sj/CvumEKSZhyJNDr9q5L9lpORjJntu6OIiPguKbDnLV/Jvoj45c3rxtM9O61a25BfvEZuQQlbdmhrPpHGpJF9abCq6VaXHtPP50hERKS+kgJRI/saQRMRnxzUuS2Du2WxobA00lZWGeKYu98B4P6zD2Ng5zYc0i3LrxBFEobe7aXB8orCn7q2z0z1ORIREamv6Gn8qVqCJSI+mvGt4Xzj0O4xz139zGdM+f0HnP3wbFZv3RnnyEQSS9ze7c3scTPLM7NFUW3tzewNM1vufW/ntZuZ3W9mK8zsCzMbFXXNhV7/5WZ2YVT74Wa20LvmftP88iYzzyvON6S7PnEVEWkpotfDamRfRPzUOSuN3333UK6ZOJBzxvWO2WfWqm0cf++7PPrBqjhHJ5I44vlu/xdg8l5t04G3nHMDgbe8xwBTgIHe12XAgxD+cAD4JTAOGAv8suoDAq/PZVHX7f2zpJFsLQ6P7PfrmOlzJCIiUl/RCb7W7IuI35KCAa6ZeDB3nj6cNTOmsmbGVH535qE1+t3+8mK+3FDoQ4QiLV/c3u2dc+8D+Xs1TwOe9I6fBE6Lav+rC5sN5JhZN+Bk4A3nXL5zrgB4A5jsnctyzs1yzjngr1HPJY0sf2cZwYCRlaaSDyIiLUWb1D2v2Ur2RaQ5Ov2wnjHb739rOVt27GZj4a44RyTSsvn9bt/FObcRwPve2WvvAayL6pfrtdXVnhujPSYzu8zM5prZ3C1bthzwL9HaLNpQxIBOmarELyLSgmSkBiPHqcFgHT1FRPzz9PfHcdrI7tx35shI22tfbmbMHW9y5F1vU1YR8jE6kZbF72S/NrGySLcf7TE55x52zo12zo3u1KnTfobYeuXmlzCwS1u/wxARkQbITNHIvog0f0cN6Mh9Zx1GbWNKL8zPjX1CRGrw+91+szcFH+97nteeC/SK6tcT2LCP9p4x2qWRhUKOVVt30jUrbd+dRUSk2chI2TOar2RfRJq7cf06xGz/l5J9kXrz+93+JaCqov6FwH+i2i/wqvIfARR60/xfAyaZWTuvMN8k4DXv3A4zO8Krwn9B1HNJI7rvreUAFJdW+ByJiIg0RPSa/WBAy7BEpHnrmp3GmhlTWX7HFG485RDG9m0PwKdrCgiFap3AKyJR4rn13jPALGCQmeWa2SXADOAkM1sOnOQ9BpgJrAJWAI8APwBwzuUDtwGfel+3em0AVwKPetesBF6Jx+/V2ry1eDMAmakqzici0pJk6HVbRFqg5GCA74/vzz+uODLS1v+Gmdzw4kIfoxJpGeL2zu+cO7uWUyfG6OuAq2p5nseBx2O0zwWGHUiMsm9fbigC4GeTB/kciYiINERmioryiUjL9tB5o7jib/MBeHrOWu48fbjPEYk0b35P45cWJPwZTFhasv5oFBFpSTJSNLIvIi3b5GHd+MGEAZHH67drKz6RuijZl3rbtrMMgBE9s32OREREGqp7Triwaro+rBWRFuyio/tGjo+e8bYSfpE6KNmXelu0vhCAn0zSFH4RkZYmJyOFG04ZzN8uHed3KCIi+61z2zTOHdc78riwpNzHaESaNyX7Um9LNu0AYFSfdj5HIiIi++Oy8QM4XK/hItLCHdItK3J8yv0fcPlTc32MRqT5UrIv9TbjlSVA9e2bRERERETi6ZiDOlZ7/NqXm32KRKR5U7IvIiIiIiItRlZ6st8hiLQISval3jJTglwcVRRFRERERCTestOT6ZqVVq3tT++uoKIy5FNEIs2Tkn2pl/LKEDvLKslJT/E7FBERERFpxYIBY9b1J1Rru+fVpby8cKNPEYk0T0r2pV42bi8FoFtO2j56ioiIiIg0LTOr0ZZbsGcbPucchSXl3PLSl5SWV8YzNJFmQ5XWpF5Wb9sJQJ/2GT5HIiIiIiJSU+Gu8DZ8V/5tHp+uyWfq8G48OetrhnTL4rtjekX6hUKO4rIKstK09l8Sm0b2ZZ++yN3OhY9/AkDfjpk+RyMiIiIiAtOnDK72uGBnGQCvLNrE1uKySPIfcq5avxmvLmHELa9TvLsiPoGK+ETJvuzTO0u2RI47t031MRIRERERkbArjhvAIxeMjjx+fl4uZRV7ivQVlYaT+WBgz5T/vKJSHn5/FQBrtu6MU6Qi/lCyL/uUmRqMHMdaHyUiIiIi4oeq0fsq3/zjh5HjqpH7YMBYvXUnoZDjt28si5xfrWRfEpySfdmnfG9K1N1nDPc5EhERERGRPU4a0oWJh3SJPF6yaUfkeKeX7C/dvIPj732XB99bybOfroucf/SDVcxauS1+wYrEmZJ92aetxbvpkpXKmWN6+x2KiIiIiEhEdnoyj144mlnXn8C0kd2rnaua0v/GV5sBePGz9Uwd0S1yfkFuIWc/MpuPV26NDG6JJBIl+7JPW4vL6NhGa/VFREREpHnqlp3OhEGdqrWVVoS33Fu1JTxdP6+olKK9pv0DnPPIHM5+eHbTBykSZ0r2pU5LN+3g7SV5VIbcvjuLiIiIiPgkPbn6ruLr8ndVe1xUWsEHy7cypm+7Gtcu3bwD5/T3riQWJftSpydnrQGqr38SEREREWluootK1+XTNQWcNaZXjfZ+189ktzcbQCQRKNmXehnQKdPvEEREREREapWRklSjLTOl5gcA937nUGacMYKObVJqnFu2qbhJYhPxg5J9qZe/XjLO7xBERERERGqVESOx75KdVqPt24f3BGDuTSfRNav6+eV5O/jP5+upqAw1TZAicVTz4y8RTyjkePaTtXzz0O70yEn3OxwRERERkVplxhjZH9evPau27OTM0b14bu66Guff/ekEcgt2MfG37wHwm9eXsX57eK1/RaXjzcWb+dO5ozAzAOavLaBfh0zaZdacFSDS3GhkX2r1+lebCDkY26+936GIiIiIiNQpI8aa/ZOGdOHj6SdwzUkDw332Gv1PSw5yUOc23HfmSIBIor9yy05+/PwCXlm0iY9XbgPCA2Hf+tPHnPvonKb8NUQajUb2pVZfbysB4Bsjuu+jp4iIiIiIv6IT+fTkILvKK0lPTqJ7Tjql5eHCe9dOPDjmtYf3qV6hf86qbZHjwl3lFJaUk19SBsBXG4saO3SRJqFkX2o19+sCumenkZ2R7HcoIiIiIiJ1Skvak+xfe9JA7py5hIFd2oTPJQdZM2Nq7dcmVx/xX5tfEjneWrybUbe/EdmKOjlojRm2SJNRsi+1WruthKE9sv0OQ0RERERknwKBPUn4eUf04bLxA+p97d7b9m0sLI0c5xXtjiT6EP5QwTlHRciRHNSqaGm+dHdKTDtKy1m6eQftNKovIiIiIi3EUQM6ALG34atLRkoSwUDsEfvNRaXVHu/YXcF9by5n+C2vkb+zbP8CFYkDJfsS0/y12wHo2zHT50hEREREROrn8YvGMPv6E/fr2qDFTvafn5dbo+2Jj1ZTWh7ivWV57Cqr5NVFG3HOxbhaxD+axi8xvTg/l4yUIOcf0cfvUERERERE6iUtOUjX7JpV+eujKtfPyUhme0l5nX2LSisAWLCukCUbd/Dn91eREgyw9PbJkW36RPymkX2pobS8kv99sZHvju5F2zRN4xcRERGRxJfkTePv581sbZOaxBmjekbOz7nhRH5/1shq1xTvrmBdQbiYX1llqNpafxG/KdmXGlZuKaYi5Bjdt92+O4uIiIiIJIAfnjAQgEFd2gLQqW0qM84YHjnfJSuNnIyUyOPObVMpLq0gevb+8rzi+AQrUg9K9qWGT1fnAzC4a1ufIxERERERiY8rjuvPV7eeHNmGr2e7dJKDAW44ZTB3nD4MoFrx6p7t0ikqLadwVzn9O4VnAyzfvCP+gYvUQmv2pRrnHLf89ysABnRq43M0IiIiIiLxYWZkpCRx4VF9WbmlmF9/+1CAalv4dWqbCsC4fu3p2S6Df83PJWBw8tCuFJaUs0zJvjQjSvalmuhiJCouIiIiIiKtTb+OmTx1ybiY57plp/P3S8dxWO8clm8u5l/zcwk5OKRbFrsrQvxjbi7fOLQ7M15ZwvaSct687ji2Fu8mt2AXR3rbAorEi5J9qWZL8W4AJg/t6nMkIiIiIiLNz9EHdQRgcLc9S17bZaYwqGtb3l6Sx/mPfRJpP/aetyncVU55pWPNjKlxj1VaN63Zl4jdFZVM+t37AHx/fD+foxERERERab5Sk/Zs8Rc041uH9ajRZ2txGeWV4Qp+by3eTN6OUioqQ7y6aBOVIVejv0hj0si+RGwu3B05Ht4jx8dIRERERERajszUIAO77Bnpv+DIPnTPSWfGK0sibZc8OReA208bxk3/XsThfdrxryuPinus0npoZF8iPltXAMAjF4wmJUm3hoiIiIhIXVbeeQpPXzqOb4zoDkCOV63/pqlDOO7gTjGvuenfiwCY93UBd7+6hI9Xbo1PsNLqaGRfIq5/YSEAI3tpVF9EREREZF+CAeMobw0/wNOXHoEZpCQFIpX76/Lguyt58N2VAPzl4jFMGNS5yWKV1kfJvgDhLfdKyio5pFtWvV6YRERERESkuiHdsyLH7TJSGnTtRU98Ss926bTLSOGFHxxFclAzbeXA6A4SAH78jwUAnDGqZmERERERERFpmGBgzzbWbVLDY6w3TT0EgF+cOiTmNbkFu1i4vpCBN77C20s2N32QktA0si8AvPDZegAGd83aR08REREREamPV685lvaZKazL38XrX27i0mP7872j+7GrvJJZq7YxfmBHbv7PlzGv/eVLXzKsezaLNhRywuAucY5cEoGSfaGotDxyPLZfex8jERERERFJHFUDaZ3bpnF4n3YABAJGZmoSj1wwGoCs9GTmfV3A1ScOZPTtb0auXZe/i7F3vgXAJzecSGl5iN4dMuL8G0hLpmn8wkNeUZCHzhulKvwiIiIiInE0bWQPbp02jI5tUnngnFEx+4y98y3G//odtpeUsWbrzjhHKC2VMrtWzjnHn7xkv2t2us/RiIiIiIi0XlNHdGP6lMF0y06LeX7krW8w4d532V5SFufIpCVqFsm+ma0xs4Vm9rmZzfXa2pvZG2a23Pvezms3M7vfzFaY2RdmNirqeS70+i83swv9+n1akq82FgFwaM9sRvTI9jkaEREREZHW7YrjBvDq/41n4iGd+Xj6CTH7jLz1DT5YvoWyihB5O0rjHKG0FM0i2fcc75wb6Zwb7T2eDrzlnBsIvOU9BpgCDPS+LgMehPCHA8AvgXHAWOCXVR8QSO2m3v8hANdNGkQgqmKoiIiIiIj4IzsjmUcvHEP3nHSOO7gTAN33Gu0//7FPOPimVxh7x1tUhpwfYUoz15wL9E0DJnjHTwLvAj/32v/qnHPAbDPLMbNuXt83nHP5AGb2BjAZeCa+Ybcchbv2FObrkpXqYyQiIiIiIhLLExeNIeQcScHwOG3f6S/X6PPw+6sY3LUt4/q3JyOlOad4Ek/N5U5wwOtm5oA/O+ceBro45zYCOOc2mllnr28PYF3UtbleW23tNZjZZYRnBdC7d+/G/D1alO8+NAuA4T2yteWeiIiIiEgzFAgYAfbMwJ0wqBPvLt1Src/dry6JHC/61clsK95Nnw6ZcYtRmqfmMo3/aOfcKMJT9K8ys/F19I0119zV0V6z0bmHnXOjnXOjO3Xq1PBoE0DejlKWbt4BwJUTBvgcjYiIiIiI1Mcdpw/nG4d2Z+Etk1j0q5NrnB/2y9c47tfvUl4Z8iE6aU6aRbLvnNvgfc8DXiS85n6zNz0f73ue1z0X6BV1eU9gQx3tEsO8NQUAXHBkH04Z3s3naEREREREpD565KTzh7MPo21aMm1Sk1gzYypf3DKpRr+BN77Cs5+s9SFCaS58T/bNLNPM2lYdA5OARcBLQFVF/QuB/3jHLwEXeFX5jwAKven+rwGTzKydV5hvktcmMTw/LxeAn5w8yOdIRERERETkQGSlJfPpjRNrtE9/YSGvfbmJeV8XULy7wofIxE/NYc1+F+BFM4NwPE875141s0+Bf5jZJcBa4Dte/5nAKcAKoAS4GMA5l29mtwGfev1urSrWJ9XNXZPP20vyCFj4hUFERERERFq2Tm1T+ecVR/Jtry5XlcufmgfAcQd34snvjfUjNPGJhYvat16jR492c+fO9TuMuAmFHBN/9x6rtuzkucuOYFz/Dn6HJCIiIiIijSRvRymzVm7j/579vMa5xbdO5qH3VnL5cf1VtT9BmNm8qO3rq9H/4Vbm9a82sWrLTn568iAl+iIiIiIiCaZz2zSmjezBpCFd+WjFVqa/8AVbi8sAOOQXrwLhKubXnXSwj1FKPPi+Zl/iJ29HKVf8bT4A5x3Rx+doRERERESkqaSnBJk4pAtzbzqJf115ZLVz97+1nBV5xeQWlPgUncSDRvZbid0VlYy94y0Apo7oRna61uqLiIiIiLQGo3q348ZTDuGOmYsjbRN/+161PnefMZzTDuvB1uIyeuSkxztEaQIa2W8lPl+7PXL8wDmjfIxERERERETiycz4/vj+LLxlEpce0y9mn5//ayHXPvc5R894m23Fu+McoTQFJfutwCer8znz4dkAXH5cf5+jERERERERP7RNS+amU4ewZsbUmKP3MxduAmDh+kIWrS+Md3jSyFSNvxVU4+87/WUAjh/UiScu1nYbIiIiIiKtnXOOol0V7CqvZEVeMec9NqdGnycuGsPRB3UkJUljxM1VXdX49X8twb38xcbI8d1njPAxEhERERERaS7MjOyMZLpmp3HMwI6cPbYXR+61W9fFf/mUy59K7IHRRKZkP4Gt2lLMVU+Hq+//9ruH0jkrzeeIRERERESkObrrWyN45rIjarS/s3QL0//1Ba19RnhLpGQ/QVVUhjjhN3sqbJ46oruP0YiIiIiISEtw17eGM2VY12ptz366jom/fY++019mRV6xT5FJQ2nrvQRTURni5YUbWb55zz/C3581UutsRERERERkn84e25uzx/YmFHLsKK1ged4Ovv3QLFZu2Qns2bLv6e+P46gBHf0MVfZByX6Cueypeby9JC/yeNKQLkwb2cPHiEREREREpKUJBMJr+kf3bc/ph/Xgxc/WVzt/ziNzuPDIPozsncPph/X0KUqpi4Z7E8iqLcXVEn2AP507yqdoREREREQkEdz1reH8fPLgGu1Pzvqaa59bwFcbinyISvZFyX4CuerpzyLHt00byoc/P56koP4Xi4iIiIjI/ktLDnLlhAF0yEwB4MnvVd/O+5T7P+DcR2dzw4sLmb+2wI8QJQZr7VUVR48e7ebObfnbSXy5oZCp938YebxmxlQfoxERERERkURTWl6Jc5CeEmRHaTl3zlzCM5+sjdn3lf87lkO6ZcU5wtbHzOY550bHOqdh3wRx7XOfA5CSFGD+zSf5HI2IiIiIiCSatOQg6SlBANqmJXPXt4bz05MHxew75fcfsGqLKvf7Scl+C7VkUxHXPfc5+TvLKK8MsTa/hG8f3pOlt02mvTe9RkREREREpClddfxBfPCz43n60nE1zp3wm/B2fV/kbicUat0zyv2gZL+F+t4Tn/LCZ+sZddsbvPnVZkrLQ4w/uBNm5ndoIiIiIiLSivRqn8FRB3Vk9V2ncP2UmoX8vvnHj5hw77u09iXk8aZkvwUqrwyxobA08vjKv88HYEzfdn6FJCIiIiIirZyZcflxA1h2+xROHdGt2rm1+SX0u34mX+RuZ+mmHRSVlvsUZeuhAn0trEDftAc+YsG67QAEDPp3asOKvGImD+3KQ+cf7nN0IiIiIiIiYduKdzNr1TZ+/dpSvt5WUuP8Id2yeOmHR5OsHcT2W10F+pTst5Bkv7S8ksE3v1qtbeEtk0hPDvLCZ+s5dUQ3MlKSfIpORERERESkdo9+sIrbX14c89wPjz+I0X3bMWFQ5zhH1fIp2a9DS0j2K0OOATfMjDx++tJx9OmYSY+cdB+jEhERERERqb93lubx4LsrSQoY67fvqjHaf/cZwzlzTG+fomuZlOzXoSUk+wA/fX4Bz8/L5aHzRjF5WLd9XyAiIiIiItKMbSvezeG3v1mj/dELRrN9VzlnjOqhAuT7oGS/Di0l2RcREREREUk0C9ZtZ9oDH8U8d/n4/lx94kAyU7VcuTZK9uugZF9ERERERMQ/eUWl/Pvz9SzdVMzHK7eyMWrnMYDjB3ViaPdsTjykM4f11g5k0ZTs10HJvoiIiIiISPOwuaiUWSu3cc1zn8c8P++miXRokxrnqJovJft1ULIvIiIiIiLS/OTtKKVoVwUTf/tetfZhPbL449mj6NEuvdVv21dXst+6/8uIiIiIiIhIs9S5bRoHdW7DExePqda+aH0RE+59l4E3vsL8tQU+Rdf8aWRfI/siIiIiIiItwm9eX8of3l5RrW1Ap0wmDOrMzacO8Skq/9Q1sq+yhiIiIiIiItIi/HjSIPp0yOSf89Yxe1U+ACu37GTlltV8kbudB84dRac2qdqyD43sa2RfRERERESkBXLOMX/tds548OOY528+dQi7Kyo5pFsWxw/qHOfo4kMF+uqgZF9ERERERKTlCoUcj324mjtmLq61z7EDO3LMQR254Mi+pKcE4xhd01KyXwcl+yIiIiIiIomhojLEog1FnPbAR7X2ee6yIxjXv0Mco2o6SvbroGRfREREREQksazI20FBSTkfr9jG795cVuP88B7Z3H3GCIZ0z/IhusajZL8OSvZFREREREQS2ysLN7KrvJLr/rGgxrn7zhxJaXklz3y6jhtPOYSx/dr7EOH+UbJfByX7IiIiIiIirUNRaTnbd5Yz/tfv1Nrn92eNZNrIHnGMav/VlewH4h2MiIiIiIiIiB+y0pLp3SGDNTOmsurOU2L2+cnzNUf/W6IkvwMQERERERERibdAwBjTtx2frilg7k0T6dgmlSWbili+udjv0BqFkn0RERERERFplR6/aAy7yivp2CYVgMFdsxjctWUX7auiZF9ERERERERapbZpybRNS/Y7jCahNfsiIiIiIiIiCUbJvoiIiIiIiEiCUbIvIiIiIiIikmCU7IuIiIiIiIgkGCX7IiIiIiIiIgkm4ZJ9M5tsZkvNbIWZTfc7HhEREREREZF4S6hk38yCwAPAFGAIcLaZDfE3KhEREREREZH4SqhkHxgLrHDOrXLOlQHPAtN8jklEREREREQkrhIt2e8BrIt6nOu1VWNml5nZXDObu2XLlrgFJyIiIiIiIhIPiZbsW4w2V6PBuYedc6Odc6M7deoUh7BERERERERE4ifRkv1coFfU457ABp9iEREREREREfFFoiX7nwIDzayfmaUAZwEv+RyTiIiIiIiISFwl+R1AY3LOVZjZD4HXgCDwuHPuS5/DEhEREREREYmrhEr2AZxzM4GZfschIiIiIiIi4pdEm8YvIiIiIiIi0uqZczWK1bcqZrYF+NrvOKTV6Ahs9TsIkUake1oSje5pSSS6nyXR6J6uqY9zLuYWc60+2ReJJzOb65wb7XccIo1F97QkGt3Tkkh0P0ui0T3dMJrGLyIiIiIiIpJglOyLiIiIiIiIJBgl+yLx9bDfAYg0Mt3Tkmh0T0si0f0siUb3dANozb6IiIiIiIhIgtHIvoiIiIiIiEiCUbIvIiIiIiIikmCU7IscIDPLMbN/mtkSM1tsZkeaWXsze8PMlnvf23l9zczuN7MVZvaFmY2Kep4Lvf7LzexC/34jac3MbJCZfR71VWRm1+ielpbMzK41sy/NbJGZPWNmaWbWz8zmePfnc2aW4vVN9R6v8M73jXqe6732pWZ2sl+/j7RuZvZ/3r38pZld47XpNVpaDDN73MzyzGxRVFuj3cNmdriZLfSuud/MLL6/YfOhZF/kwP0eeNU5Nxg4FFgMTAfecs4NBN7yHgNMAQZ6X5cBD0L4BQ74JTAOGAv8supFTiSenHNLnXMjnXMjgcOBEuBFdE9LC2VmPYCrgdHOuWFAEDgLuBv4nXdPFwCXeJdcAhQ45w4Cfuf1w8yGeNcNBSYDfzKzYDx/FxEzGwZ8n/Dr6qHAqWY2EL1GS8vyF8Kvo9Ea8x5+0Otbdd3eP6vVULIvcgDMLAsYDzwG4Jwrc85tB6YBT3rdngRO846nAX91YbOBHDPrBpwMvOGcy3fOFQBv0IpfmKTZOBFY6Zz7Gt3T0rIlAelmlgRkABuBE4B/euf3vqer7vV/Aid6o0LTgGedc7udc6uBFYT/wBSJp0OA2c65EudcBfAecDp6jZYWxDn3PpC/V3Oj3MPeuSzn3JCFMU8AAAmeSURBVCwXrkT/16jnanWU7IscmP7AFuAJM/vMzB41s0ygi3NuI4D3vbPXvwewLur6XK+ttnYRP50FPOMd656WFsk5tx64F1hLOMkvBOYB271kCarfn5F71ztfCHRA97Q0D4uA8WbWwcwygFOAXug1Wlq+xrqHe3jHe7e3Skr2RQ5MEjAKeNA5dxiwkz3TjmKJtWbI1dEu4gtv/fI3gef31TVGm+5paTa8aZ3TgH5AdyCT8LTQvVXdn7qnpdlyzi0mvLTkDeBVYAFQUcclup+lpWvoPax7O4qSfZEDkwvkOufmeI//STj53+xNI8L7nhfVv1fU9T2BDXW0i/hlCjDfObfZe6x7WlqqicBq59wW51w58AJwFOGpoElen+j7M3LveuezCU831T0tzYJz7jHn3Cjn3HjC9+Zy9BotLV9j3cO53vHe7a2Skn2RA+Cc2wSsM7NBXtOJwFfAS0BVVdALgf94xy8BF3iVRY8ACr2pSq8Bk8ysnTcKNclrE/HL2eyZwg+6p6XlWgscYWYZ3tr7qtfpd4Bve332vqer7vVvA2976z5fAs7yqvX3I1z06ZM4/Q4iEWbW2fveG/gW4ddqvUZLS9co97B3boeZHeG95l8Q9VytjoXfv0Rkf5nZSOBRIAVYBVxM+IO0fwC9Cf+h+R3nXL73ovNHwkVwSoCLnXNzvef5HnCD97R3OOeeiOsvIuLx1oGuA/o75wq9tg7onpYWysx+BZxJeLrzZ8ClhNdwPgu099rOc87tNrM04CngMMKjpmc551Z5z3Mj8D3vea5xzr0S799FxMw+IFxHohy4zjn3ll6jpSUxs2eACUBHYDPhqvr/ppHuYTMbTbjifzrwCvAj10qTXiX7IiIiIiIiIglG0/hFREREREREEoySfREREREREZEEo2RfREREREREJMEo2RcRERERERFJMEr2RURERERERBKMkn0RERERERGRBKNkX0RERERERCTBKNkXERERqYOZTTSz5Wb2uZmN8DseERGR+jDnnN8xiIiIiDRbZvYl8FOgG/Ad59xkn0MSERHZJ43si4iISK3MbI2ZOTP7i9+x1OZAYzSzdDPLNbNKMzs4RpcCYAWwCijc69q/ez/7h/vzs0VERJqKkn0REZE4MrOfeclhpZm1i2p/3mt3ZtY9qv0vXtsaXwJuJpr4v8OPgB7Af51zy2Kc/xOwGHgR+L+9zv3a+/4LM8tsgthERET2i5J9ERGR+Hrf+x4AjolqPzbqeHyM4w+aMqjWysyCQNWo/FMxzgeA64C7gTbA9ujzzrnPgS+BTsA5TRqsiIhIAyjZFxERia+5wE7veDyAN3W8C5DntR/rtfcA+nlt73ttP/EKxeWbWbmZ5ZnZC1XTz83sz94I+MLoH2pmL3vtb0S1mZldZWYLzGyXmRWa2UtmNqSuX6A+10VNrf+rmf3KzDaaWYGZ/c3M2kb1y/amwheb2SYz+4WZPRk9iu99v9C7pE/UDIgJMUK7wcw2xPpZtZgA9AIqgFdinP8e4an79wBBYFiMPv/1vp+/j58lIiISN0r2RURE4sg5VwHM9h6O3+v7H4CyqMfHRV1aNbI/ATgI2AQsAdoDpwNvmlka8Bev3zAzGwZgZu2Bk7z2J6Ke837gj8AIYDWwC/gG8LGZ9a/j12jIdWcB13p9coBzgelR5x8hPCKeCRQBPwbO2Os5PgO2esdlwBzvq2ivft/xnru0lp8VywTv+1fOuZLoE2aWDdwG/MQ5tx3YAIyM8RyfeN/HmVn6Pn6eiIhIXCjZFxERib+qqfyjzKwNe5L714B5wFAvQa9qz3POLfGOfw60c84Ncc4NB6oqw/cCjnbOzQKWem1ned/PAJIJJ8cvAphZX+Aq7/zlzrkhQB/CU9KzgetjBb4f15UChxD+gGKu13ai91wDCCfoAH90/9/evYRaVYUBHP9/eLmBgRiUOamkQiVHIpXUKAKDkCIMegyjphHRIAiapD0GRdagmoQ1yKCiCATxVmYPNASjuEVCZA6uCkKQGgo+vgZrbc/utM+to3ZPnf4/uKyz99rrwZ19e31r7cylwDLgZLuDzLwL2FIvD2bm6vq3p2+sU4PGmsXyWv7cUfckMJWZX9fr7+gO9vfXcpJeJoYkSSNlsC9J0txrgv0J4CZK2v4xYE+tC8p+/mZlv71f/0pge0QciYgzwFSrrjnY741a3lPLJuh/OzOP19/X13EAXouIpATmK+q91QPmPmy7TzJzJjPP0HsJcXktV7Se2wyQmYeA7QPG/iuzjTXIwloebd+MiGXAg8ATrdvTdAf77QyDhR31kiTNuYlRT0CSpP+hXZR09ElKCvsSYFtmno6Izyir9+vorTp/DlBT5D+o7Y5SsgAm6AWg82r5JrAeuDYi1tJ7abCpNYdo/f6GErC3HRgw92HbtQ+0O9XRRyMHjDeMvztWW/Mpvf69/S8CC4B9EWe7COC3iIjMbM93wYA5SJI0Mgb7kiTNscw8ERG7gZsp+8qht9r/BXCaP57s3tStpAT6ALdl5s6IuJe6Kt7qfyYiPgLWUPbEzwP21hT/xm5KgB3A5sx8rqmIiFXARQOmf67tuky3+rob2BkRi4FbOp5t9tPP7wi2z0fzqb0lzY36guRGYBXlpUxjOfAOcA3wY+v+VbU8Sfd2AEmS5pxp/JIkjUY7lf/sdWYeAb5t3T9CWUGHsmf8dP29tZ64//KA/jfVcnHfNXWcfcCr9fLZiNhfT9f/hbLffU1Xp+fabkBfPwHv1stHI2IvJf1+suPx5syCy4AfImLXBToMb0ctr4uI+RExCbwAPJ+ZezJzuvkDttVn+1P5b6jlV/2H/EmSNCoG+5IkjcaO1u8T9E5076/7su5Bpx7S9wDlBPxJygn19w3o/316KeVn6PiGPOX78g9TXiYsohwudxB4BXhvlrmfa7suDwFvUT5HeAmwEdha6463nnu99v0rsJSy8j6P8/cxZevBBHA78AjlCwcv9T9YX8Qc4s/B/h217PofS5I0EnHhsuAkSZKGExFXAIcz80S9vpSSwbCIsk3g/tnaX6A5PA48A3yYmXcO2XYl5WDFw8DVmXnsH5iiJElDc2VfkiSN0jrgQERMRcQWyh76RZSvEzw9R3PYCMwAa+sp/MN4rJZPGehLkv5NXNmXJEkjExG3Ahsoh99dTFkh/xRYn5nfj3BqkiT9pxnsS5IkSZI0ZkzjlyRJkiRpzBjsS5IkSZI0Zgz2JUmSJEkaMwb7kiRJkiSNGYN9SZIkSZLGjMG+JEmSJEljxmBfkiRJkqQx8ztmOk58rzOfcAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# select which rows to sum\n", "w = (slitpos > -10) & (slitpos < 10)\n", "ymin, ymax = yvals[w].min(), yvals[w].max()\n", "\n", "# calculate the sum\n", "std_spec = (stdimage - stdsky)[ymin:ymax, :].sum(axis=0)\n", "\n", "# plot the extracted spectrum\n", "plt.plot(wavs_corr, std_spec)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Counts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The supplied standard star is called Feige 67. You can get a table of its flux densities from [ESO](https://www.eso.org/sci/observing/tools/standards/spectra.html) (and other sources)." ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "# Download the data from ESO\n", "dtype = []\n", "dtype.append( ('wav', float) )\n", "dtype.append( ('flux', float) ) # units are ergs/cm/cm/s/A * 10**16\n", "dtype.append( ('eflux', float) )\n", "dtype.append( ('dlam', float) )\n", "calspec = np.genfromtxt('ftp://ftp.eso.org/pub/stecf/standards/okestan/ffeige67.dat', dtype=dtype)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the tabulated flux densities\n", "plt.plot(calspec['wav'], calspec['flux']);\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel(r'$10^{16} \\times F_{\\lambda}$');\n", "plt.yscale('log');" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "# fit a spline to the tabulated spectrum\n", "t = np.arange(calspec['wav'][1], calspec['wav'][-2], np.int(np.median(calspec['dlam'])))\n", "stdflux = LSQUnivariateSpline(calspec['wav'], calspec['flux'], t, calspec['eflux'])" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get the counts to flux density ratios in each wavelength bin\n", "# exclude significant line features (fluxes near these depend on spectral resolution)\n", "ratios = std_spec / stdflux(wavs)\n", "w = (wavs_corr > calspec['wav'].min()) \\\n", " & (wavs_corr < calspec['wav'].max()) \\\n", " & (np.abs(wavs_corr - 7650) > 70) \\\n", " & (np.abs(wavs_corr - 6900) > 40) \\\n", " & (np.abs(wavs_corr - 6563) > 40) \\\n", "\n", "# fit a spline to the ratios to determine the response function\n", "t = wavs_corr[w][1:-2:25]\n", "respfn = LSQUnivariateSpline(wavs_corr[w], ratios[w], t)\n", "\n", "plt.plot(wavs_corr[w], ratios[w], 'ro')\n", "xwav = np.linspace(wavs_corr[w][1], wavs_corr[w][-1], 1000)\n", "plt.plot(xwav, respfn(xwav));\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('Response Function (counts/$F_{\\lambda}$)');" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare the tabulated and extracted flux densities (applying the response function)\n", "plt.plot(calspec['wav'], calspec['flux'], label='Tabulated (published) Spectrum');\n", "plt.plot(wavs_corr, std_spec / respfn(wavs), label='Extracted Spectrum')\n", "plt.xlim(5300, 9200) # standard star values are only tabulated out to ~9200 A\n", "plt.ylim(0, 1000)\n", "\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('$F_{\\lambda}$')\n", "plt.ylim(50, 1000)\n", "plt.yscale('log')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Now apply the response function to the target spectrum to get the flux calibrated spectrum." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(wavs_corr, spec_opt / respfn(wavs))\n", "plt.xlim(5300, 9200)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('$F_{\\lambda}$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "

\n", " Step 8: Removal of Telluric Features (Optional)\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Earth's atmosphere strongly absorbs light in bands near 7600 angstroms (A-band) and 6900 angstroms (B-band), and also in a number of other bands particularly in the near-IR. These bands can be seen in the spectra of our standard star. The target spectrum is also absorbed in these bands. We can correct for this by measuring the fraction of the standard star's light absorbed as a function of wavelength compared to an extrapolation of the standard star's continuum across these bands. We can then scale this absorption strength to match the fractional absorption in the target spectrum and thus divide out the telluric absorption. This works well as long as the atmospheric conditions remain similar." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compute the telluric spectrum (fraction of atmospheric absorption per wavelength bin)\n", "tell_spec = (std_spec / respfn(wavs)) / stdflux(wavs)\n", "w = (np.abs(wavs_corr - 7650) < 70) | (np.abs(wavs_corr - 6900) < 40)\n", "tell_spec[~w] = 1\n", "\n", "plt.plot(wavs_corr, tell_spec)\n", "plt.xlim(5300, 9200)\n", "plt.ylim(0, 1.1)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('$F_{\\lambda}$');" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# correct the target spectrum for telluric absorption\n", "plt.plot(wavs_corr, spec_opt / respfn(wavs), label='uncorrected')\n", "plt.plot(wavs_corr, spec_opt / respfn(wavs) / tell_spec, label='corrected')\n", "plt.xlim(5300, 9200)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('$F_{\\lambda}$')\n", "plt.yscale('log')\n", "plt.ylim(1, 2000)\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparison of final results to published spectra" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The provided Keck/LRIS spectra have previously been [published](https://ui.adsabs.harvard.edu/#abs/2016ApJ...830...13P/abstract). You can compare your extraction to the \n", "published spectra, which are available from the [Weizmann Interactive Supernova Data Repository (WISeREP)](https://wiserep.weizmann.ac.il)." ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# download the published spectrum\n", "dtype = []\n", "dtype.append( ('wav', float) )\n", "dtype.append( ('flux', float) )\n", "dtype.append( ('sky', float) )\n", "dtype.append( ('eflux', float) )\n", "dtype.append( ('xpix', float) )\n", "dtype.append( ('ypix', float) )\n", "dtype.append( ('resp', float) )\n", "url = 'https://wiserep.weizmann.ac.il/system/files/uploaded/general/PTF12dam_2014-04-30_10-33-34_Keck1_LRIS_None.spec'\n", "pub = np.genfromtxt(url, dtype=dtype)\n", "\n", "plt.plot(wavs_corr, spec_opt / respfn(wavs) / tell_spec, label='my extraction')\n", "plt.plot(pub['wav'], pub['flux'] * 1e16, label='published')\n", "plt.xlim(5300, 9200)\n", "plt.xlabel('Wavelength ($\\AA$)')\n", "plt.ylabel('$F_{\\lambda}$')\n", "plt.yscale('log')\n", "plt.ylim(0.01, 2000)\n", "plt.legend();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 2 }