{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bootes master catalogue\n", "## Preparation of Legacy Survey data\n", "\n", "The catalogue comes from `dmu0_LegacySurvey`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The identifier (it's unique in the catalogue);\n", "- The position;\n", "- The stellarity;\n", "- The aperture fluxes. Are these aperture corrected?\n", "- The kron magnitude to be used as total magnitude (no “auto” magnitude is provided).\n", "\n", "We don't know when the maps have been observed. We will use the year of the reference paper." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"legacy_ra\"\n", "DEC_COL = \"legacy_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_legacy = Table.read(\"../../dmu0/dmu0_LegacySurvey/data/LegacySurvey-dr4_Bootes.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n" ] } ], "source": [ "bands = [\"g\", \"r\", \"z\"]\n", "apertures = [0, 1, 2, 3, 4, 5, 6, 7] \n", "aperture_sizes = [0.5, 0.75, 1.0, 1.5, 2.0, 3.5, 5.0, 7.0] #arcsec aperture sizes\n", "\n", "flux = {}\n", "flux_errors ={}\n", "magnitudes = {}\n", "flux_errors ={}\n", "magnitude_errors = {}\n", "stellarities = {}\n", "\n", "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "for band in bands:\n", " flux[band] = np.transpose(np.array( orig_legacy[\"apflux_{}\".format(band)], dtype=np.float )) \n", " flux_errors[band] = np.transpose(np.array( orig_legacy[\"apflux_ivar_{}\".format(band)], dtype=np.float ))\n", " \n", " magnitudes[band], magnitude_errors[band] = flux_to_mag_vect(flux[band] * 3.631e-6 ,flux_errors[band] * 3.631e-6)\n", " \n", " stellarities[band] = np.full(len(orig_legacy),0., dtype='float32')\n", " stellarities[band][orig_legacy[\"type\"] == \"PSF\" ] = 1.\n", " stellarities[band][orig_legacy[\"type\"] == \"PSF \" ] = 1.\n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "\n", " \n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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IhI2ACs7cuXN5+eWXqV+/PpUrVy593BijgiNSjkxiMs6to7FvvoSd9zx23Uqc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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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Khufn4Yo55yb0fpPRiD/e9Qu0tnfg3v9+XM4XE4MX3nkP7V1dWHj5Jf0X7Gev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\nR/GfN1wHXX+5RgqLkFR21nQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['g'][4], \n", " magnitudes['g'][5], \n", " stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 15.5 and 17.0" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.11167906834000263\n", "Number of source used: 2180\n", "RMS: 0.022625623116713633\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " magnitudes['g'][4], magnitudes['g'][5], \n", " stellarities['g'],\n", " mag_min=15.5, mag_max=17.0)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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OnKlQCeeaW3H6jYGYGNyHhuE+8QB2629eRxMRCbqAjuBkZmYW//m4447jnnvu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['r'][4], \n", " magnitudes['r'][5], \n", " stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 15.0 and 17.0." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.07878817273308414\n", "Number of source used: 3430\n", "RMS: 0.06295850279632687\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " magnitudes['r'][4], magnitudes['r'][5], \n", " stellarities['r'],\n", " mag_min=15.0, mag_max=17.0)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c - z band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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FO7GZr2PfeRUKd1b4BT31u6AZQGBnkJKSUqrt/D6fVL16ddq1a+d3IBER8Z+J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\n4DDgEBERUeAw4BAREVHgMOAQERFR4PwAR5Dx+4DR23MAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 4 as target. Since this is the same as the used aperture this yields no correction." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['z'][4], \n", " magnitudes['z'][4], \n", " stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 17.5." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.04477088405269569\n", "Number of source used: 3874\n", "RMS: 0.022095969378372594\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " magnitudes['z'][4], magnitudes['z'][5], \n", " stellarities['z'],\n", " mag_min=16.0, mag_max=17.5)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "Legacy Survey does not provide a 0 to 1 stellarity so we replace items flagged as PSF accpording to the following table:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarities['g'][np.isclose(stellarities['g'], 1.)] = 0.9\n", "stellarities['g'][np.isclose(stellarities['g'], 0.)] = 0.05" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_legacy.add_column(Column(data=stellarities['g'], name=\"stellarity\")) #Stelarites computed earlier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objid\": \"legacy_id\",\n", " \"ra\": \"legacy_ra\",\n", " \"dec\": \"legacy_dec\",\n", " \"flux_g\": \"f_90prime_g\",\n", " \"flux_ivar_g\": \"ferr_90prime_g\",\n", " \"apflux_g\": \"f_ap_90prime_g\",\n", " \"apflux_ivar_g\": \"ferr_ap_90prime_g\",\n", " \"flux_r\": \"f_90prime_r\",\n", " \"flux_ivar_r\": \"ferr_90prime_r\",\n", " \"apflux_r\": \"f_ap_90prime_r\",\n", " \"apflux_ivar_r\": \"ferr_ap_90prime_r\",\n", " \"flux_z\": \"f_mosaic_z\",\n", " \"flux_ivar_z\": \"ferr_mosaic_z\",\n", " \"apflux_z\": \"f_ap_mosaic_z\",\n", " \"apflux_ivar_z\": \"ferr_ap_mosaic_z\",\n", " \"stellarity\": \"legacy_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_legacy[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2017\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/ipykernel/__main__.py:19: RuntimeWarning: divide by zero encountered in true_divide\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: divide by zero encountered in true_divide\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n" ] } ], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('f_'):\n", " \n", " errcol = \"ferr{}\".format(col[1:])\n", " \n", "\n", " \n", " #First we take aperture 4 if it is an aperture flux\n", " if 'ap' in col:\n", " catalogue[col] = catalogue[col][:, 4] \n", " catalogue[errcol] = catalogue[errcol][:, 4] \n", " \n", " #Convert nanomaggies to uJy\n", " # 1 nanomaggy = 1.e-9 maggy\n", " # 1 maggy = 3631 Jy\n", " # 1 nanomaggy = 3.631×10-6 Jy\n", " catalogue[col] = catalogue[col] * 3.631 #* 1.e9\n", " catalogue[errcol] = (1/np.sqrt(catalogue[errcol])) * 3.631 #* 1.e9\n", " catalogue[col].unit = u.microjansky\n", " catalogue[errcol].unit = u.microjansky\n", " \n", " mag, magerror = flux_to_mag(np.array(catalogue[col])* 1.e-6, np.array(catalogue[errcol])* 1.e-6)\n", " mag[mag == np.inf] = np.nan #The very low fluxes yield infinite mags\n", " magerror[magerror == np.inf] = np.nan\n", " \n", " if 'ap' in col:\n", " mag += mag_corr[col[-1]]\n", " catalogue[col],catalogue[errcol] = mag_to_flux(mag,magerror)\n", " catalogue[col] = catalogue[col] * 1.e6\n", " catalogue[errcol] = catalogue[errcol] * 1.e6\n", " \n", " # Add magnitudes\n", " catalogue.add_column(Column(mag , name=\"m{}\".format(col[1:])))\n", " catalogue.add_column(Column(magerror , name=\"m{}\".format(errcol[1:])))\n", " \n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxlegacy_idlegacy_ralegacy_decf_90prime_gferr_90prime_gf_ap_90prime_gferr_ap_90prime_gf_90prime_rferr_90prime_rf_ap_90prime_rferr_ap_90prime_rf_mosaic_zferr_mosaic_zf_ap_mosaic_zferr_ap_mosaic_zlegacy_stellaritym_90prime_gmerr_90prime_gflag_90prime_gm_ap_90prime_gmerr_ap_90prime_gm_90prime_rmerr_90prime_rflag_90prime_rm_ap_90prime_rmerr_ap_90prime_rm_mosaic_zmerr_mosaic_zflag_mosaic_zm_ap_mosaic_zmerr_ap_mosaic_z
degdeguJyuJyuJyuJyuJyuJy
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 561690 sources.\n", "The cleaned catalogue has 549975 sources (11715 removed).\n", "The cleaned catalogue has 11557 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_90prime_g', 'merr_ap_90prime_r', 'merr_ap_mosaic_z']\n", "FLAG_NAME = 'legacy_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_Bootes.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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mQBRPNH07mzVrhkWLFrm9b9WqVWjZsmVIC0UB0FNrKZTkrj097V8g4eGt/P6e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\nf6Th4WH6/fffSS6X09tvvy32py/vF7s7nMymUWtrK0VERJB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A3/VoLuSjqzXQCRFNmaAZ1GHFcFNtb5R+xFm9dmzXBBVKiDhpcH2PFa1tkPP7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\nVVGw2+p8uPHU1Yq6MKGdM9wcNY7ZicLst8VwMXrtCtNMEU/FIBhmC66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4i6tbga6minz6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vdf8j9d/GtKdPyLkz/HLdkCcTctRdci5CITnZL7Fh6cWztaPUl6m7+LWONkoTuGnHE3O1N/TwnJ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\n4Kox0P2ULG662knIDlXWwbFFYLbFalG6m0DJWVdHM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HmkdC2hsbFebgLNwwE/TUhyEMya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\n1DIg4pFdRjYb27ich9n+XVElSEVmNYytL0he3AgpQIgmI3j8HjpuYaqMx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hJVC8Z3XccaDhq8PHRnedgrgkiLLdUM9Oce8/Ibz/I2QcYD6j5RlS4u0W+cufKH2O/OZJY/3W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1ltEvQ74kt3cWFGT292Rkq9d4Yerqyge5WOr1kQ/NzP/dzX7c1OT0/5wR/8was/P3jwgF/5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\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2a/MetxGOD1EX7Wtv9/DwMS5nZLMxQWZr1D6tK8rhEupIeOe+iSunMJX0xbep/uUfEN+7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\n/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+0CcmzRLz4yeHWSZDnvaV7d0dxsyP4CffoRbru1n0+J/Ml7yPNr3O0DOpuR6+l7iVnM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\nRDJAPbSXIh9AxccYQzE2hj72WGndn+uRz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.0025231083782273345 arcsec\n", "Dec correction: 0.0016053232087642755 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg\n", "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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0pEmTPF6nbNCgQfj555/DXjBD0Msv42jTU4hHqiyeKlr5tfyd1Ky1THa77+fJ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\n0E/5ZXorjxYMM9IJhplR6eFXvB7KECwjV8JGDD2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bcJ/7AoM40re9Cinzgi09crCmdB1SPFV6JB7yn5/9G07rDgbH58dTvnv1VqgFVbHLM/TQ\ndkA0q2MRyBUJIKLkqVCclQwyE90cyNUsaJlAoHrBlYk6FbuGl5/f8NIembwEBAsLL1UeHADztS7I\n42TfS4Vdb73jyn1DmlLnnbeA95RSkFLn3bpSUgYqijPzGgp+nL3n23bePT/w+kRgu0PGyQbrdA0o\naAxMNKR6f8OdsxLJsN0zjROCkLd7Qj/i2xZqoapa5IDgvDf73C+Z6Eed2/NyRqedpc6nEb3o0bgy\nc5yjFfQDU834eARNpIpHz/eUMmdDwMR3pViavSr77Q7NSl6tcVNF2khTzHyH+CVWu2UeDlQqtopV\ncrWZAeKFmqv16ueMDiNus4JhouZMkRV+2qNO4GA9txxmGCvOB9pyTI4FCHSsLeg5XNnzOLESQZ2f\nt7FygYi393sSNE/gN2QRNFfynVOQQJGOk//yEcoXniaJY/r855B3vI3wjn+P7gacZtBMJdAoqHdI\nCGgC1yn7OvCFck4jHieOW8MX0IstLjb46G3ugnjYZ8gXsG5wnV0DomkdyjAiXWvvq0LJGZcrDBmm\nEWkjOk3gCzQre9wyDAlYAoKFhZckWsxrHgXn54XoawkKLu1vL61wxzTnt7OltRWyKASH9xFpGvMJ\nKYXS92iaKNUhAqEWxAkVux9r3hM2aySE+4vh3TPcxc5c7IaB+tAJtC1pqNRoryVPEMNcHghQUkWq\nkM9u4/YDZd3gNaDicJuGepYpR2vUgV+tv/j8aoVxRGcjNLnMKOx6XC6ITjCcI7eeQUIDwVM3EapS\nvac+9hD52jHx1ikI5Fc+Chc7MCM+1HnEFepuS/UBGQJNE3Gi1FKsZl8r5ImcJ1DFDwnJheInpjrh\nY4PXFgsSdG4fhDqM1AJlynjX24yAnBjPz6BtaeeATcZEs14TxcOVDifzeTfRAr5SLCjIBWJ3r8yi\nbbCJhv2eogJpomqExtHcydAGJAL7HZMTgtoVHJ47xb/sYbRtkFRgGPl0f0GvAzdH4ZHVDVwbkacv\nOPmrv+ed5zs+9/INT96EVj3Nc+foqkWvX7XyRM44yZb7R0zAGKNNTDzf4an32w9RnDqYsn2JoNs9\n0gaYKuImCLMpkl9mHywBwcLCNzul3p9u523nrpothS1CzQMuru49XEuh1ISI4HV2fbsMFoK3RSNl\n6JN50atanTlP5CBoFSiJSRLiO5KCloSvmRA9ZSqoOgoQciWJ4KUizlFyJlyWHgAZE1qK+e5TYZzQ\nEKEIvqmUMaEV1CsuAkWoTkmnt/CarfaMQKhIbNCxUDRRA+SxpwluVtHLvWukudj5oSDzTrlUyALD\nnvD0LWrNcHSIW6/wXWXKhYLia+b0Hd9JuXWXuFqzunFMENDDFXq+Y/3UFyjbPWHVsX39a4haqTnj\nQsAFB8XmC+SLrU36U6U0nlomxn4LmxXZK1US3cF6fp22OJc0kvCoA02FmhO9FtSb7iCLsIkriJOJ\n7rqGy7HExLnsseosINqNyKq9v3sWyzTo+RZWK9h0DMMZJU64JPjDDZRK3G2Rq0dwfgbi0egpD1/D\nU0k+QtPxsfNbPC0jEhue252yPjzgWljT/O3HcLuRh/SAzRN7his3+K4nMs3wj1Aq/asfgUcfQalU\nHC4GwMogiENu3UVypqEy9ROljYTQmNjQOzR6pB8R50EcrmkoPqJtR4jhBRF6vthYAoKFhW9ULifY\nXYrjLm9olzV9kbl2jH33Horaj+tsXatQVSlYABCAnGzUbE0ZddFq5N2czo8RLnZIP0GeUOeh6WzR\niI1lHdIEImQfCWmkiQ1VvPWjB4fzliWg7WAacSXZwhs8tgbqPd+R6kBKQoJDUzJBGApNQMaBdpqo\nOBoHUiNoxUePtg1VPZIK3tl10LZDg1CrolpwQUhTj89YuQKo1Ub7iggSAs57E0JODnZ3kLtbmqal\naAuTIr5Sp0xZrSh9oi+QnKO5cQUVz6Bw4B2II55f4MYJJ4pOI1c++zTD1USfnoKrV1hdeyOxvQFf\neBaHILmgw4hev0JBcSGg3pm9fwS3Xs/vPcgwkU7vol5wCdzUkwZBI9RmZa2GFdNNrGbVYK3mOKhq\nQcA8q6Ce76BU60JQQZpg10AVjtaoV+q4pd0cQuvIZzu07XDDiLYd9T98B7JpmIaJ9MhNmvUG6Se7\nxKmnz70FPyg+ek7TwLV2DVNCVWl8pNED3r69gfRPkkQoJVGfPSW94jGCVlw/WFkjzOIRVctqTBmX\nB1p18OmMO70Duz3529+A25jLIVIQdYwhkp1DaqXsBlovliW5DBBfgiwBwcLCixy9TNOL2EJ5GQhc\nquVrtZn0F7OKvWvh+Mjq4M7dE6bRteCstq3OUXOmlkwC/NmziHPsVzdQCuRMo1BLAhfvHStNlsaW\nLhKrR0pF1x2aMvgA/WTfGw8ZSxG7AgLBOVQr6gUfPI0H2kjNzGLFAmJta5eiPj1cWTZjGNGrR7Bu\nIAbi/oKynZBaCauAlGiliyZQRXGbFrk4h+M1NSlsDmDVUrZb6rDHTxlOjhAtSNvCNFFyhjYiXkxk\nHyMuBOhHJHo4uQJDghrwsz9/bVvKqrMuBKm4atP5pG3ACTUnkAjrFRIirgk2PniYKLdvM6UncSGi\nVemnvyY8+v34rGiaoCYkJfx+QrSQQ0VyRTwI3f0gcMoQPeHqIeNubxmckyO8OHLNltzxHqmzAlOT\nLZ7MM19EZs1EsvdxmAAl18RYJmTTEWIkOIfzwa5X7kHNk2DoFIY7oODbDYfjnvbffRtKYLXtkZKR\nZ28TP/EZRITrr3uEs5KREKgi3GjXUCvTtzxG+5GPQS6Uh68xvuwaqyc+gzph8h7pWmp09EXoDg9w\nbQNxvgb9gMaA5BGdEu7OBeHWKf703DIXTz5N/7//z3B0aJ8rceSUcRLgYkcBatvgnNh1fYnOQlgC\ngoWFFxOlfJGS3oKBajfwYUT3CXFiqfsQTEiVM3rrNtLvERzaD/b/czsbOk+Qy/NkuyaCi2jJ1Krw\nxH8knz+JhoCefBvyiu8GhGkaacTBtAfvyCLMVXVyKaQpEdqIqMO5AD7iVofouENzpW02VBw1Ky4G\nfJgDGzyuzDoEEcK+pyKMAq5UJic0sbF6+j6BOLRp0ZyRigUkF3vCbo8pGjezo160gKcUatfhnjsz\nIdsjD6HBIVUJtcJmY9fldIu7ce3+olqSta8B6uV+MHWp/o8RHjqB8y3kzCiCXr2KugZX1NrjValT\nMm2BC6xjsCCiCPmh67jPP4OQERS9eRUZ/8Xe62FAGwEq6j1+Sug4l3mmCYmeZn1CmQOYIJGpFKQU\noipaK814RpUJmoLXQFwd46aRKSkqlc4FTMwg1mKnFU3ZMgSzqE7G3lwByaQ5k+QGZRz2ZBSRQBSb\nVFilp2ghDYUQQJsGusA0jbQqiBfAwZho//ajSEqION709xPx8dexTcrD1x/iSmhNC/K6V1Mevo70\nI/X6VciJ/KbXIU89BTGS3/x6qgiaC9IEcqmEYTTRoxfoGtQH4u1nke2Av3XHrq1zuN0e/8RTlDe/\nzv4GxoQfJxMXThm8Q5izDM1Lt9NgCQgWFv57cJma984W46/GV6tT1rnOP45Wrxa5bxtbC4wZzrfW\nfua8jZsV0wPUs3O4c3dWo4PEDh0maOP954vxnpEM3lsPu4vo9ox0+imca2yHfvox3Mv/B6oTqEIc\nMxKAPqEO6FbUXKnFbsradRSgrcUWPnF4wv0ewDqh1SG+mGgr2WLJsLXa790emSYKSrhygG7WkBI5\nZVZ/+1HY7tifXGG4cQK5surURIazgJGi9u+rR7Zoz7tc2Q2wam1IzukdxAHNCpcLPjS41sobogGd\nElqU6gRRNYe+WRNRQ4NzNvGPYpa6ulkz7UfLIiiUsUdCg1cBcVw9WFHFWYp/rNTqkf2I847xbd9O\n7XtUC81zd2l4lGn/FOobmnAT6Uf02jGcKtLv0cNDU8aPEA42hFQhCkOc9RTP3UWjw/mMponQmoZA\nco/oAaGJBO8tsHCXvZnzZ1QEYkB3+/sdDsUyHDWDlooPgux7NCccgtv1VBzx8Ag5uYq7c8pqMCtk\nnSoqCdet7L2oZpIsw2gDkcQumOwGXpEb6voIeoXG7JB9rZTNGl11SM7Ivid926vgda8macXVgogQ\nQ0bm7gamufTVddA5aDzSJwsOL02VnLcml5Mr90c+p0TQTFZBKUTnkMv+1ZewedESECws/Gv4So5n\n42jirsv0/dxyd6+F7YHH15LNac2H++p+sJ1oP8B2sJt2DPa73ttNeugRrXPqV9FhrqGmCbzCqkMu\nLux3Nmu7sV0GE6Xa8UrBffZpdL1Gb16jKojzeBftXu0dWTw+tLh9T9iOSPBwfoZIJeaJ8aggDsq6\no/F+bq0bLXgpxbIQ69bU71pN7MU8AjcPKNXS4UVx+wFXR7PC7RPD2SnaVKTNXPmbJ3C3z9BU6E4v\nKKGhXjkk5YLvByQGOzfnbDHIcxAVIpomdEpWLs6ZOGQGB4gJFNuhx7UddbO2Nr3zPRxtkK6jXPT4\nVsB5CxrSYMGBct9noWQ0BOj3ECK+jTgnRLuIkDK+mY2GpoymbJMAnTBKRY43VDG9Que/Fb95jLru\nCJsjC3B2ezMzAtM+lGBjBP7laYbWU893aIy0q9bsFaaESz3VTZTQAQ4XW5JAjNYBgZgegFHhYIUK\n5JwJ3iEHGwtmU4JuhesUNNKoUnZbKGbwEz5/CxCKgIwZiQFXPa1r2TnLbLUEYmzn97uCgB4cUK8e\n4bZ7aimUq1fQo0Ok8ehU5vKQQkr4ar/DmHC5WLCyWRFqoYRIRXDVPCDEY9qTXGC3s4X/+Bhdd4gI\n+eUP4W6fwcGa/C2vRF/5cvuczpku30b8MFmgGucgdi7/vFRZAoKFha/EA73oxGiL6zQ94DTHAzXc\nNPd4TxYMpNZqlZc3OlUUZUQh94h3hAI1rC0ocO5eS5QNjpmDC2/3RlUTpZEqdUjIrTtIdPjzLeWx\nR+zxtaKrNZCRa1dNL1Dmur4L4B3t//3/4L9wCw2B9PrXUr/zjchqAzf/PeXsn8F5mkffBjkR04gP\nATm/gP7Cxs+GSLvfUlYHdOc72HRoiPiht0VzuwUV67O/soE0EpyzoGIY0bYhidXPxSm5TJB2iAZc\nFNQpeEFVzHymVktf54ycbyknx7bb3XR2XUOy7wcrWN0PrkRBYsRdTEgpZFVbD6cJWa1JbYMeRGQ/\noThc21DGiRoFrRXn2zn7UE0TgYkxmab582CtbxWHeI82LSEI9MUW1kZMpFir6TGC+TLUUi2JpN5K\nCDdOiAeHMO5x04Teeg7djYTVGs73lJNDa42LggpsBzVxH8pue2FCStRS8S6inbegMUQ4PDEHP1UY\nB3CO8M+fsjbM6Lh4xaPIyVUm7+iaiHdzyaWYRsWFjpAmYjKPhKHf0e/2lMbR+hbKRC0F7yOxPeJK\n8OZTcHI86xQULrb2t7IOjO/4TvwnnkRDJF0/MWFoMs2GtVnOplHBWxAAyGaD3DmzbE9KOBH0cE0O\nATdNZsLkxHQEdT7OxpNf/1rcp/6F+vB1yv/4nchmZS2Yl4F6vpym6+xvu53/BtvmJZ0dgCUgWFj4\ncor1StMPc297gibNu38PebQdRTf3aA8TXPRISRY4NBHt+zkYAGolVRN+mcIf9Oyc5lP/hCdSHrpG\neezR+fj2c3IxVXxJpiKPDWUFcraFgxW1bZGckNt3bddzuLYyQXeAdu293bnddBvk2dv4Z56zMbIi\nxM98lum73gybDvfYW+HR1+PaFmnWyG6P6NyeWGffW+/B9meE8z0yjjAM1KtHpmmoBckTGgKjE+T0\nDI7WTH1Pd/ccpkQ+uUpde6QWplDpO+gm2+mXXGhvPAxNi+RMfuQG4c6/2GZtvWJ8+SNI0+CnZAK/\nmmHTmmq+bedygXkjSFE4OEDFUe+c2sKi1QSQ1qVuWox5N5pFEWeWt75ZUfJ0T+PgZBaX6QMOSF5o\nJJBiQKPV1EWwBbVWE2GGYFqGjbkkqgKilNQz3h3tfXaB6AsSGup2j7t7RomN3ZSL+fLXGyfovsel\nhIad1cO9pwmBWhU3ZdrQoAHCwTG5cYgEC1oEyDZzQJ49xV1sIUTykIhPPcN0fAC5MGqgW69xLoJv\n7mlYnPOcLEmVAAAgAElEQVSw2iBTYooOd/0Ef3YO00StYs+xWcF2QETRow3EBveZz4F31JMj+/x3\nLZzvqK9/FUjAZahTsizP0Wz6VC3YqTVR1QSzrt/jJxOpypio44hmJbYNerixwEdmgW03t03uB8q6\nJb36ZVbe0Yrve3OrFGdlKriXgavrtX2W5q4LF17aS+JL++wXFr4S91L9s4pfbQgMbXtf9Jcm2130\nA/dGw6ra7qPMOx4Bu/PbopproZYBqhA+/QRSHMQG/+xz1GvHqI+wsvY32pYqarvrUqhlRDdrZLOG\nfY/0vdWpa7F+7Bjh4Mhew2VPOdzLULDq0MsuhVqpztkOOQqsO7w/sAXy0jM/pXuug3r1qrnRjRWN\nLd5VYteZEGtMsDaHPJoOuoAMPZIzum6Qs8HKyW0Dt59D3VXcesW0PafPA9P1Q0IV4gQleFyw3XN9\n1csZNwdw+4x08yHWbcTf+QLOBfTaQyaK84602pCzw2midQI543OijFYz9weH4AN5SuASghKmipTJ\n2gtXDUhB2xW0HU4K9e5EbRpLJdc6L4zOujia5p5HQXQBbt22LMy1Y9NGXAoLUKtgeKVUey2ua/GD\nvZeMhTYNlCB4seBTm4aKZ6yFOI7WCeIbalOpTWtyzqGnVsXfvMFKHDL0FkQJuODxmw15tmkO4s3z\nf+54QMVaOr05NVITVJBcqLs94hvr0XdiwY9WaALaRnTa4lSp6w06TZSDQ8KUQXuY2yJrSbT/9Elc\nLrajP71LedlDaIxmEpQzmhKFjG4C0njEKdM8ypiU7E9p05lmpeR7ZZqiiqhD1P7tD9boOFlQOGsC\nUMALtQlzhsyyJ7lriON4b+5DIpO9dVrEKnhxgKA6ly9ewkHBS/fMFxa+GiKoCLVWiwlQ2zGPo+0w\nymzw0wy28NdiaflhC02A3EC0VjL1c6p4KtRVwNVIlYw4b0K+S9taH+b2vdH0BeJALlOb9nPGkbLZ\n4Pc9OhZ8LOiVQ1uM3VxfcG726q/zjADrrdYmMnzHG4kf/zSqSnn8TdZilSsaFdxc+rgscQRPzYnq\n1ToI1pEyG9W4u+ekNpjT3SwslNhQpxG3H+xaxYjsBmTsqY1HQ8CJR6iUXJjcRG4rtQzsy8RD60dp\nVkd4VSTagqonx3D9Kj4X1n/+f+E++XG0duTHv4v8lu+hFE+vFQkCk6KS6QLgPL5OtiNsG6hKe3SA\nDgNuLFQn1GjCOo0et9mgjU3oU/HUzfqevqNKsl3j5RCh6AEHww7Z7pCUIBT4wi3qy27aNZ/9HcgZ\nLZVUBlh3OHdZ0zcbZi0Jv+vxrSdrIElDxIF4ys3rZHGU/TniPME3HF45YOpO0GmkU+w6N0dwfoHE\nue0yZeLBhiqFXBNIsc/LySHT9RX+/Ayqo7z8UXRKeOdp2pVlglTvCf8AC3BSgmHg4Gxg8A6/H5FS\nCOs1XgQtmVwmpjLg+om8vYsPK9wwWpbrZTdhu4cbV9Fa6VNCxwEvnQ0qCuCCUKeCeE8ZB8K6gwPL\nzOjBMTx3atdy1Vir52qNz9lKMXKZvcIW8lJxVckHK+R8B8GZAdMw2N9YGhl1h1uvQIVxPGO9ugZO\nqWrB8ku5aLAEBAsLX0oIlJjtJjuOFO8ImwMTLqlZ2lrPfX8vTUlOaAxwNLfAOVACNZntrHeOpiQ0\nNLR+hb7y1fCpz6G5UG9ep149RtMecbDbPcstvcMjR6+mUQsaBMGXQi0JvXKIu3psadqpwHo9JyLU\ndkZTum8t7D0QqeNAffVN8qsfQYceT8TVee7ApafBxdYWhKlQppEpnaEuU8c93p0gfg1NQz06wJeC\ntg165chKCylBcxO9dUocEzlEQM0aeOyBDCqEuKYoNE2Haw4Y+54YD5BGUE0UPCEEC7jmrgj3+Sdx\nT33cDHJywf/LP5O/9XHyaoPUgqYKNZNSol2J7YCPDmbNR7Y2Qx9m4WTGJcvg6MHadqnVnBM1J5z3\ntqO9F/gxmxbd79SoKVNzgDqwdxXZ7WjV0RxtLKtwuaKIMDlb6GrJ5OEcdTCQiblSvbBqPS5Em3/Q\ntUxXDpBr11EPUxqIqtYOqYWmXdGpWqAz+1Ho+QWy29v7HoN9DruWXAfqNFJ253jnkWFCX/1yMi8n\n54w0HY2PuCBoLbiKaQBqtQC3H+2zEQNsd7Q50fgWbSvSO0uzC4CQ+y3iBI0enKfmCZcrGgPa75EQ\nYUpMZDOaip4pD4SwNvMlASUj3kottVQzZvLRSgHXr1COj+bhTPZ+aAz3rnPFAhk3JaRkmBIeKE0z\nm215SAMaArlkxAX0YsJVRWtGOWDfBIoI4qHNlTa8NMOCJSBYWPhKXC4qubMUsaotDLmakn43z4QP\nYQ4AbATrvd3KMKKbOYUfPFIFN98QqQV39YTp8WO7ya036O4CmRKf6z/Dn975PxkYObp7jf/tkf+D\no3qIq0rjvd0DS0W9ok5MKHdybM956UYo2fQNl6WPcUTTaCUBrSaEG5M5wzmB1SHcOZszBBUdJ6Y6\nMHhLi4t3aFOoKniBergxRXh4YErhPGZXuwYZR0Ia0YM1HG/QvLEhR6s1khJNLYxE1EfW60CqiRg7\nFIfPk13TqmgIlkk5ODRzH0xjoS5C2+DaYD72zqEqxOjRPCHNLAJt45wtmfvL1yt0HBDJCH72s09A\ntdY4wbIzKVGcAx/wMc7udgBKLmUWr204v3uXwyc+T7joURGcOvSxh6FbmxdEG6yrggLek0ui5ERs\nPU4SbbOiTAGXM14y2nTI9atMdUILBO8oruJxFFW71FUtGAXKxTnFm4ugTJm430PbUUpCJqjbC7wI\n1GzXqSayj7ZTjg1FzGyIOkAeqQ5cMj0I3lmgy1w2KAUZd4jvyEcenTKEAXf1GLfbUcrE3m/YXXuE\nzfYuzlXyqqWZEqFCfe4WOTorW+0HHIriaUpgmgWdsnZE51HxeMX+7mbfidBYFkUaxR2urAinSkmj\naViY/QlEkPUKp2oBb7b3vwCqBcVTpi0hRara57vevSCfHCOdGVGNtdK+RPME/v3vf//7X+gX8UKw\n308v9EtYeBGjVclaKapoPxD249wGOKfk94Nt1Pq533/SuZ1QbOeyOeDepDoniANfK7Hp8G1rizPY\nzb1Wcj+Sc+Yvzv8jp/lZBMekEyLCK1evtSDACa5p0DwxaSI7wXkzGpJ5miB6qV+YlW7VRGWaJ+vP\nD9Fupk2DrDf3p9qVem8ccQG2rVIkkRR8F4mxoY1rJHj8ONEMpuCXy8BobhuzjgmzwKVrrU0yziOI\nU6aebym10mZBKoRVwyZu8LG1ScQ+kGqxc8XhvQcXTS9xfpfaHjF923fCyXX8qsU1gQrEmlhJQlOy\nzM7KVP7y7CnNX/4t4Z8+iey21Ne8yvQfzs16iWw7brD31jukn/BEG86UC6TxUhZgxkCbNbQtgyjr\nz3zeApC2IewH9JUvm3vfmY2SHBlz9EtSiZOi3iPtChcC/ugAdYE0ZbyAnO/QNBI3B+Q8IQqOSmyC\nBWCqtmAL5P2IC+GezbN6jzs+RNWTJCPjiEwZRPFjos7TJhVB/Iqp30JJRO+QMA+iSpO5S6Zs7pd5\ngq5DuwhTJceArDZIjIi3rgYfIne2jrSrTLVjWJ8QHz0y8WHJhM6bUZNW5HyP14JLmXbbIwcrM4za\nj7hSqamgyRGeATmtWECiVOdNYOiglkLVQhr2VloL0eZyAO4y41UqdCs0OHKeSM50My42hBLRaYDs\naUJjgyCbOE/SNNvs1n/zBgSbTftVf7ZkCBZeEpSqOOHezfO/+XgABclzetnL7GRmNzcb/IL12Q+T\nqZ7R+9kCJzbBbh5Mg4Broy2Ul8NiwAR+w4Sqp9ZEUG/94U1L0cpKO3RWtus8Da8PUIsgUpnKQLcL\nhNkv3yWx3bAzMSJNIJWM6HxDVHAu4FabefpwQrJaQAEQAslB02xIPdQwULo1sTnBne/xZ1u4uICT\nq9buOPQUEdQ7fC62OF49tueO0RbY83Pc2ZYhBrQJVBylVjrXgTsAr2amUyu7aaAAXhSvlVYE7z31\nrf+B/eu/G8bJfPBnA5lYR3zbINOEVsU3DVptF6/7HvfX/4Cc70xM+MRTlOsn6NGBDei5DJ46b6ZM\npc67b2/v5TBYC12YOy2CN2HffiSh+CrktsWjeLFFVe9pDWwnHoIHbcjjju58Qs4vqK6hXDkihIir\n9t6G6NF+tEFTU8UfHBFXHSVNxNUBjcx2zmW2H5Zqr+XiwjIkzuGPNrPcJBByMQFgPSdszTRrJQ1B\noe9WbOs5IUB2GY+jqcJlB0Xtd7bTnjUmCJamf+QaNqlqziKIdU9UCegUCI05Vo4loHlHONig+0ym\nIL6lCQ1pGHEaiE2H5AT7hBtG6n6k7BP5eE08reRSaS5G6rOV4VWefMXhmo7gEw6l9j2CUhGTEcQI\nabLSVZknGwJFTEzp2g5FSKWgjaeODbEUxjwR1x1tTQzjiIpns/7qC+Y3O0tA8M3K5Q70cqf4X3to\n4V7t0AV33yPfuQfU5rNznmA3hAf89e8tcJcuX5fP9+Dz5svau78/2vbysQ/OIv/SPuAHB/U8+O8v\nPe6D4qIv+nXlw7fPeW6aaJzjO04OudI0aK3U/c5S6DHiuvUXH7NUe8pSEHGU4Am1WFdBmK+LF8i2\nmNGPNhrWR7sZXewskGgEOToE56i54C+vW7FdeS2VUis1TUjwvP3K/8JWt1zIGTfjY7w+voVcRmqt\nrOMGQovm8d618U2g5oGqDdKubPiPw0oB4qk5w7gFEVyezK1vfUDVbL74/UCq5iZH8ITuABcDbrun\n047SHtLEFjdlZDfauU8JOb2LHhyQU0bFgqAslRjiF+kX3O07+E8/iTiHTyPpVY/ZYlYqJU7s+2dI\nIXGyfjl5NgDyYt0CFaXkgm+so8EFP5cOZHbUq9B1FpddOjuKIKlQx8y+33MwJduZOmdOe+NEicGc\nB1Wt5hw80MA03u+NL3OXiQjtf/qwZReuX0Hf9u2M+z1jSMTQ4h59lPDMLUKZyI89ajMcupZPp89y\na3ebm+GEx9avImSQrFRpCVPG3d0R0gVy0cOwpx6sGQM4J7imo4w9zarF+9ZaByXDrjfdSq74p2/j\nd1tyLuSb15FXPoJUtUFVWsG3ZqFcPBoi7pktmR63XuPrSHvjCCdCqspZ3rNxK6LzluDyHrZ7awVc\nrZBbp9Cu0GvXEJ9sGqQz22znAjrsccGjbYc4R5hbQ0tQYtgg00hxI7RrwsEBvph/A8mh/YiUims9\nFcHHiEtASlTn7NYyFMLFFj25Qi5CM5eOpJ9wd26hQ6E+epNw5ciyMs/cpu536NkZenwEhxvTaQw7\n+7OJLVzx5NO7RMmk3ZZmaggx4jtvWZXuvk6DWk3rQ8WFaF4Q87wHgr/v8vhNwBIQvNj4Uie8S0vb\ny/+7TIddtgZdLo6XiyXMNrrzop7rfee7r7Bg1oKl2y5nnpdsH/iAqeov2+hE58lizbwY3u9Xvreo\nq1pvsMNquJdDeG6dIrveapeth8MDS2M7Z+ndy/O8tFe9PPfLeq09yX0joEuDkZTsd/LcnrTqvmxS\n2ef2A3emiWZ+LR+7s+W7b55Q99t7aUYdetRHey33zsnmyoNHs7Jyateytal/2hWb7rbfmRFQCGg/\n2utqI5yem+9Aykjfw5Ur9p5U5vdBqaVaKaGLJLF2sKY54ocO34sMik6VkiuMENtILQnvIr7vKcOI\nayKli7iV1fRVq+2OidQhmWvfZS3Wm3pdt+fIpECGVUuWivS96QoEShrohsykhdw2NP1I66Kp7EuC\nasp9dc46KJrWFuNSTFhWs3nYB8uguDvn9nkqBT8lyu275KtXqN5xi8/wzJ1P49rIs/0nee3V/wnX\ntpRqC3UZ9vjoYdzZjfdyfPOlWFLEzi3Yoic5z10TgURFqmN69CHCxz9jHR/Hh5THHkG3t2DYmRjy\n+CGzK/aCHmxw9wZHCTU0xL/4MPLsF3Cp4E7vkNYtTx7+LXeGj+NpeWzzvdx45FuR/n5J6RPbT/Bf\npr/DV/hk+SfeUeAx9xAyJUIVpGnRMeHunlNDpDiHPnNKvbEmHh/Po3qjlYOc2t8hmG4lRjg/wz31\nNHKwwQdPe/su08seAoUcGzRnhjxSx4Fu6NmennE4WeCbnnsW6SL1oWNQSFJpY4e0h4wCK50gipW/\npow/2yIp4LaVui7UmwfURwI0LfD/sfduobqlZ73n73lPY4zvME9rrVq16phUUqlUKolVWjE7bTbE\nECKCdBBavDAQQsQLjxH1QhFFQVAwomhaEJMLg5IrBUGyQaR772663bu3JjtuKyZVFVPnWsc515zz\n+8bhPfXFM+Zc6daNSFul2e24yaqsNb85xjfGeJ/n/T//w7y22AXr1tD3lpoLB5cabCqUOWq42IBd\nrsA32MUatj01FzUxOjyGreZxlO2GeHpK9gvCRhtySVvsdiC7tfouiJBrJlvBXzvCbbeIFeTla6RF\ni9kM5M0xgihhtD+l7q6ptWJcwFvL1PcUK7AImOu3kOCx1iGnW2rO2Ks3yfdd1nWqaNDUJBURQ9qe\n4vuIcTPaF6Pem/9OmoJ/bQj+JRzn5K9JZ5XB3SlseXbwgjt++TJDeWmiNF4Zv7UCRjXAm+2slU8K\njRa1rWW5uFNgz1CAlDHXbsJ2Q207yu4KaedZZTxLR0NniWXumsXogsEZAcneQQlSvNOsGKP++30P\nVOg3SGmoqwVfOHyar4wvYsTw7p23cX9dK3ltivoi1jrb8s6PaJz17nUuzMbCGEklq/x4ikoiapvZ\nqOZOUyBznO3Zn2tKlO1tDeVxjYIe04h4T06JWDM5FUoG7xxuEcjHx9jG6c+PRYvIzkqlasdb/R5q\nUdteFaDDMGCGLeonZ7WYySwRtPN313jECKFt6EvCVzAFqgTETJTYU0e9V6ZdUrc9ISxJRUcIweqc\nvoroDnIYKb5BnIPF/FjEqsSyfsKNEfb1e+DwmNp6dfY7812YZW8hZ/xm1A8Is+NimuZ7Xqk7a9jf\nReKk1zGNgEOGqPP7RTs3TgGu68+FIkTrcTsdElpu3v7PqijAsI2HjPWYVpYw9uTthg6LJc4eBwFW\n8/MbzlAI5uZKYLXQuN7Z8dFME7UWpjfey3TlLvx2i7vvHsQULXhhR6+19kxmh1iEMkSsd4Smhabq\nbjmpSuRMm348vcDt8WkMjloiV2//OXcfPKw8kX5LHZZcP30Bl3qF8ePIq8MXecC9hXzjUPMeXIdc\nvhtiptSKOIOsO9LuEtN2yLJDrDlvpAhnzbca64gLiHXnjXg1Vu9J4ym5IlIo5LmJt4gUas3YZ1+g\nuX1MMALxmPHJx3HF0oX1nSZcKsSijX8/Koq0seBB8oT0Ve2PTVJ0JSYMBhaBVVAjJ2MA1yB9T6oZ\ns2gpmwnXNRCKvsdnWv9FRx2jZjiEACGQdxx9l1gfniBdrwZTRT0Fwu6CYhe4qF4OFYu1ThGxbT+T\nEJVIS9H3wFqr779vKLngnGfsT3AnasDlMZghwuEp7VNf0WTNrmP44HupFw/Ipcz22xF745ZyWyuU\nvV11QDxzL/3vwPL4XxuCf67jTPJ1VqD7YTbXqDCiRdE57jQDSWeaw6QyKWNmFnxVEpBoUWMTOU+4\nG0b982RmC9yZKX+WhS6CefU6nPSKjg63MTWrdK5rtaj1G/3dNWtjge7Qig+U2YjHGMGUDLMZDMKc\nqhfOPHnO2b7kwsmw4cvHz2JLQcbIFw7/Ew+84QOzvA5tCmbvfXyg5jyHq3R63pNKntI06XzdWMrR\nCdIETExaGBZaPO51luvA9ZQJ1vCWRUM+vQ41kfoBmxK22dMYVNkSs45IpIIYp5G9ZFivKGlLqU6T\nY3PGVMGkjNy4AW2nRK6XXsbefz9QkClifUdJEbl6HTm4BCujsK93SNdSxxEWC4pUWhsgRYp12OrJ\nJCiGQsV4Q3GWZNSBUNY7hJQAQxonZX2nhLNW+Q9zUJIYh3UNVTJ4MEmfDSOOPFvqVgNsBgVhVoFa\ns5IlBWpwCq2nTHFWORXrNXlvRbaGYlvMrUMsIMOGOvMJjDHQCflND+h5bLaUvTXhykVqFWI/4kwg\nMpCm21TjaFyH3yRsBlMtZpioZ1wN0CZgjHdyI5r/l5101ypCFVXWV9uOKY/IhSXmDfdSRLDTCKPM\nc/gM4knGUcaRAhwOE4tcMY1nbUEeezP22k1N4Fst4IH7qLf+HCPKF7E4RKo28WKQzZYLZofnp69h\np4maRi6nS9TNM0jeUBc7MB1ThzXlnn3K1SOMtaRLe3hnkZkg6iRQ+ok68xZM06gJTz9AraQHr2Bv\nHkLwpIfug8YpeTNmdXJMsxLVVMxqQYw99tZNjPdIcOw+d5PhHZ7ctsRaISWaJmCaBTWfaIOzswfb\n69q8gsox5zEKp/38/ws2OMzspXGeDKmDfaz1kCs2CbnqaMxEg7HMSI+DyxfUY6Df4l0D1lEODMk7\nprREUsIEwRkdT0mcAAM7S9K1m8RxJC8XOOOpq4Z46ybOOb1Hyw5pm3kjkTA+YGLEiYYfxSlzmiey\nFfZfuopsB732ccJ86RmGb3tS319jqbdPqDmrJXTKyOFtlT+ul69dnXidj39tCF7vo84Q4FnkaAh3\nzGTy183Sp3jHKjVm9XY/3WBu3FKzDd9oIt2qo5asgaql4mbWtJV5hLAdkKDzPsl5Lrb2/FxkmDB5\nUqfb4CiIBrcgd5LE4M5c2OsLXoYe2V2BD5SSMTLDjMxQ7mYzLwozWhALVEvdWVG2x6Q44l+9hVSg\nCjI9Q374DdqJn/ERnOeFa/+Vv/nq/0J2kcsHj/DEvR/Qc6tQnZ21yZHqrErFxFKHhOkqjBoV/MSF\nXdKUsd5ATeSYMV2LTEl3TtZrpO1GSVLijcqiXEMOKjX0jadUHSnU0CJtSz3ZzsRCy/FwlbQK1CK0\n9iLdxX1lvNeKPR2QmKk3b1HMBUUIgleIfjsiX30JKQm3v0+5uKvSuTpqgS6C6wLGWqZponoD/Ygp\nhpoTdX93jnHdMk1byIZqHGZ3R+fuXp8VQaCrVE50VOIcRpwWmpOBSTzPHoJ55Qi/arh/x2J2lphB\nx0/mb56m+fKzYB3T/fcwvu/dOg6ZJX+UrAhNVXJa3W4VdbCWfN/dWkdiJE2Zyem1X1k/wTNf+p+J\nt69yUJbk8Y2Yu79JyZded70lRfWqB0w8sxtWHkrtx1nZMI8R+h5WS22cjcUHj2yzFvNuofwHHEgL\n9No8NHuUlBBv2W6O9fflDiuVoRTcxQv0H/w27OEJ5col1k3gbvs/cPPWF7B+wX17H6COZh5nWBgT\nb20fxDJxfXiOK4PnTf4yKb+CQfSdDZ6aTyiLffKbHmSqBVsL1oJzs5+AqZR5RFIMTH1Uvqp32B1L\nXbWUBy4rM96paRXjiHeeAiyrZ7SFmirLxQ52sYv7UqfkUTuPWEolVA0brBgk6jtHnwhf+Zq+9m+4\nF7nQIYeZ0i2oe4oWEAtkSKkox6EFE8fZVrqqV8NYkClhpJLSSJk2mODI1cLevioEpkppNG65GtRH\nYeqhbZgWDZz0VOfIJTMaQ1MytgpiDfniPrGg3iD7exocVSv20gWmvic0YW5IsnJ6xnG2l0btna2l\nbxtyLFQMfUk0tSDVUksmG0863lDSoCTipsH0E05U6YBXgjGnG0Um1XnqGxop+NeG4PU6poj98lfB\niAbSnDmDjZOiAWee3Nbe2WGfFeCY7owJxCjs6INGiqZAtBapmTxGimRcFYr3+NZpEp5RshbDqK5q\nMid6Rd2BkLJC4Qbq3mp2uJu3ZU2AOkKZE8GmrB76YpDjU2XXlwLIvGOLukA0XhfJTpPVWAFdS8qZ\nhXe88WiX5+sNXBUejxeQk1Ml+knBeksuEzUYnnrlPzC0A5KEF278FQ9ceicX2itweqqGJ21HdYlS\nUKlQyXNADvNOAjIZqYkqLeIamPlA4lRzTipwqnbAwXumzmmRWQOpgXVHjAMWoa+jYjYFWhHsckVc\nnJC3au5C1zGlU7ruAhwcUK/f0IVvvSQDh9tbsFqzIw0pTvgXX8KaoDSNF1+mOoNZLjAlE7qWVB1F\nCuV0wLmgrnxOTVTsgMYeO0eKPSap1pqckNFirSJIqoyYSaIX9sgxIeOkaXHjiEmZF/tAyfo83KZh\nIcLFMarsPTj8i68gpQIZ+7fPwxNvRy4dKGTdtbA5VV5IzJQ5KhdjyNNMREQwxZKXjRLKROD4Oe65\nVvD1Ioiwfep/ZXHlm84wMUprdfwgaitbq1MXw1yotVJr0gbSuln2qHyXGjyl72E74W4ckYPHD5G8\nv0NdLDCuU3LiYklxARcjm3jKOB5CqUz5mJDvIkwDpuuoPlDuv+d81PPA/f8j91/6oKoK4sS02WJS\nxRirDn3DyFu4j4fDBWR7C6RSWo8ko5r+lEm+I2ExwWOmSO0W+Mbp2IdKlQrGkyVTcqVWoVptJsq2\nx1Tg+DaUNeaVG5pEaC3bRx6CgzUBCMbDag8a9cfI73wb7ivPka0lP/42detDYCxI66m5Mo4TO089\ng/QDUivhmefYfse/hfsrUjJSs46gnCVPVdcqaxTZ8hqSVKYIfcR4S44FpoGaJ6wNs/dFppZINgGT\nk5IUfcBZT04RUzy280x+QW5a8hCRxQITHJITNQQFd6jIwXrmMQjZWOWcNAHrPdUIUipy4xC2W11H\nj47h3iv6zK53GOuWvBDsMHD0pgdYlIrrB+LuHiePvhEjvSKEmxEfFhhnKbmA85hLF2cba0Gu3UL6\nnrpcUu+56++So79Bjn9tCF6PoxSaf/fvMbeOICXSS/cQ3/noObmMcdRC773OaUOj8/MyS7eEeUZd\nlV3t1Yqz7u1igiavSczqe++WEBM1OOrSK9S12aojGMo7kG2vu4RUYNmQWSPDQN3ZUd10SjqScBY3\nzI59VCUBjrOEDigpUcdRvfStnWd3s6Vo5dwLn4UOs3OMeg7W8K0X3s4TzydCtQTr9N/MNrPDNBCd\nKCSTfxcAACAASURBVINZKrUvWLHUhEr4tj0IuOMT3WXv7+G6TpECI9AtdKyQMqWeQcxC9QUkYdoD\nat7CygEdZaNFsVpDqAV3OlBWS+LJxNifknY6nAfvBZGAREVzcolQPWZ3h5KuY5YN7C6hzOhK16g8\nrxaq81wtp9C01Itrro5bDmynhLiSsClhUsJtRoW+59hj4zqF36kwJlJSoqUViylC2QxqzYqhdAZj\nlcxZu3ZuBGaY1xqwlpIKNJ46DFSjLnnFOoWNLZRYyFLJWZQcuLOg+nCnSTUGW5X7UGfagW09NTUM\naSIvGxgnvG+QcUMdBwYMZm8X51rkrEEJDnErpKiUEhQNoW1VXpkyebWgeuVtiG20KJ5syWWixASL\nFskJN818l1QpcdDi5zLudMKebPDXj8j7O+C9Kg5iDzGRckTCkrCzZpqus28KQ66KiLz8PN36ANke\nUbpWv08KFAsnG2TSgKt0vMH0IxInys4O0lqoXnfRy466WhH7DSyuEMshYjIjDrN7D1M1uFrpZrvj\nPEVNHfRKsuvHRCmiY7FacU6QlDTgaRi02Tu+ivviV8htyxgs5r/8Nek9j5O2A168Noh+R+/XOx8j\nPvFObaBmW2WmEUkC/UiKI2aMqjg5K2hj1ATFlKnbAVmolJRqqF4oIkgXlO8w38daVEWCMdgCVI/I\nwGY4IS1aLJ52TBhvSW2gMNEeHmOuH+IqlPsva2jkZmQshew9kgt+SucBUnEo1B7yOCC7CwUjQ5hH\nVS3ldIM92iiCtdkiqeC+9qKqgW4ek970APniPsHDFiF7i6+G7ZPvwBuht4EpHWMK+GoxGHLqsTtr\nfSbHGZmKGTneYG/e0ne2H8nBUe+6+LqVl3/K43VvCJ5++mk+8YlP8PnPf57tdsub3/xmfuiHfogP\nfOAD/OZv/iaf/OQn1e/7646PfexjfPzjH/97P++RRx7Be/939OV/8Rd/QQjhNbuOf8whN48U6p/l\nWfalq8RH3qQFo9EQjvPozTNpW5ihp3G6Q1jxnrKz1uJu1vDiDjwnmPss7Ajiiu6M25ZqLf4vn8Le\nuEltWqZ/8w6VZG0UTlVkQMNN6FrqstNZfAhg1M4VhNyCS4VsZsLZttegNgvm+IS6bO9wFkIDe3Mz\nIPJ1cK4uDtUKYBV2NjuYh9+MPTwlOuBtD0OpxDhRq+huOxbesPtOntv+OTkXLh28gYvhypwwqHpk\nquh57O1QFutzuM5E1YPXQRsYbbaSSuFcgLA/zzAnqt3MpE5RzuY4IuPIOEDMPXWCsSbsvmDTiFjl\nflQRaoyYUllefpBhPKYOE8uNR46uUnd2YWdFjmvKOKkXggGOT0i+4rod8sV95MVr85TE6S78dk9d\nNJT1CkFRoTxE7LglVCglw3oXOe6xtpKPN5SuodoKjaWUgp+zD+h7hTWXC4qZZaNJExTPxkA5WO7a\nFZ459sTaE2ri0k4Hq5ZaLRjH8M3vIHzhS9iciG97lGbRkcdB5/IGzM6KOPaYVBDnSYAb1GzJZaG8\neguzt0NdrzG6t2O1/xDh0hP015/CpsD+Pe/lzBGwUGZZYNZnpxQNoXGQx4LxFraDWs/GjHhP7XS2\nLcsO03XIMy8Svvhl9SB44WXGUilve1DHTcOEGUfqysDWY8QgTcPKZMrxMcum0wY7JUU/DnZmxGtu\nfK07LwYYgQTy6jW45wqsO+ppD8GRuwC7HdIGfHuFVGfyW8yYsZC2W3WqXIhyU4yFpOoSXyMxG5Jt\nqJtTijfEDO7MZ6Kq8VCaooZhjYnaGuowEqeoDUSu6o3QhTvKDCCWUceHKWGPeqxTo6ESDPHiHv7V\nG1RjyJcv6hpxpjhC1+bqHJSRWoS8HTE7+yrLnWW6dB4GdSMUL6StBSwuJupyySCJhXWIt8jxgH3u\nVZCqcRzPv0K+7x6IE4vQUEolnRyrAZGz1GaF5II0Ad80SJmQVYet2iNVBHeqfAQBDQObIoxJybfO\n6o7+YJ9FtyKcnpK6QECQmMg7S0xj8ccOmbZYZ2HZ4fGYjJptLczsGmlV3XJGAA9efUle86ry2hyv\na0PQ9z0f/vCH+dCHPsSv/uqvEkLgU5/6FD/6oz/KH//xHwPwrne9i8985jP/qM/91Kc+xbvf/e7X\n4pT/SY66XFC91yCUCnXRqoTLtLoAnpEJhxFOTpAs1DbrS2yqNhIhQJOVTR0jPBWQqi+4f9qQH68E\nGSkiQKH50t/inntZi9dmwHzhadITb8XGSA6GGiN1zln3UwYqrLwS8s6kat5Sa6E4AWb2/HpJOd1o\n/O2iUTKan5UBRrQpyGmWSs2kyetHSExYZ0h7GltaTMbcdy/TQ4FaC85U5GSDiEcMlM0pLBc8eOHt\nPLT7GCUY2jCTd5KbSW+iBEDrFak4kyOeKShEELEUmT0FasYUA0VHLqruqDrTbYM2UilRS6Zar8lw\nTNQbN7GhwwdD9oY8aYBP45d6rV1D07Y0poPtqJGwwwTHp0qK210rsnptA2jiXNhGivSY3TUxZ3wR\nnV3mTL41KoFzLyCtBrZY5zGTp9aC8V7n5A51nxNwVYjLFaZkfLvQ4Ju4mXd6WtgkBCqiC3zTqBrl\nNCJdw6qFd1xoiBtLcKI71ViwC1Ux8Na3MD7yFgwF+gHpR1UIGKPwNmiBzOkcLSreq7qiTkhNlJgx\n2y1hR+VcCIT3fA/rl29CGqj33n3H92KKiAhJkurdSz0fm8nJiDk1qqhoBLPfQk7UxVJHZJuryEmP\n/dozyCzBLRbqq69QH7qi6EifKCFjsmBuHLESob/oqU1Du74LO4gu6rkoyfYs9rpqw4xUqAWbMsl7\nVeaYirHKZmdt5ibZz6us6D0Qo+ZNzuNcIZXAbRH6IeEo7FlDEKMKzyo460njgHQBXwRDITrwm62i\nWjFTF0vs0SksPNPDb6SGitlmcp4wvkXGAkcbWHfaJIvRjUMIuuEw6rvhTKBYz/bd34R/4VV8reSD\nfertY73P3lBzJU6qwpFccW3FWIuMp5i2U+tnLxQCNBUzFGqemPySKC2tqSSvSFWpI+bkVBtwo2Ml\ncfOuGyipkJLaF5t+wu4GJHimMZ7nXEgqmFRwpYJzhFKwz72I+dLfknd3iffdQ2kCzjpdH7qFclDm\n8YtMEXfL44Dyhl3MQWHMmTQNdDtLYrGUcaCxLa5YfdbPnECdhXGidC1yfII0jao9Vl/nafINdrzu\nDcFP/uRP8l3f9V10XQfAhz/8YX7913+dr3zlK6/nqbx+RynqFvfk27F/81VEhOnN9ymsfNrrwtF1\nWoD7gWQMlYJ99TrNS7epuyvSN70RmANfnHIMxLT6YANkwUwW9rrzGaY9uq2LM5aCUfmU9aSmgTyA\n90xdSz45xXzxK3igPPQA9uIF4pnm+5lrmG1Ddh7u6zAXlppi1y3AzQqGlJCxgo/U9cw9OHN4o8Ct\n67p7I+mO5PY8L/VBT7/XbHi7WIDPNCUzIljbUKLga8CkOMfizrJCDzU2yDBB6xT6bNtZ5z8bzXgt\npNkYJhoo4IzTInYW7zuOSjByltoGai5ItwInSAYT1Wq1GkcRkH6ipaE2u0puK2j4CjP/Qww1OMap\nJ6UeocVsE2bl8dOGu6LjROsI6+rI40iuEbu/T82ZdOOY/GKlRIO8sIUbR7TuBOmU4c/eUhEEqws6\nzpFjREqidg3WOwSPOEedIrFRW1aplVB191WNU12j05EDocyqCVVvuOBwyrqax0bzEmHl3P1Nb1yZ\nWf9Jm1UgYJi8h5LxMv9s3JCmAYqlmi3ujDBqZwRpiNSDNZTF+WiHGDG5Eim6OxOHEM8bY3dYKUHh\ncz8IdEm5rFOijltq6nVEtFqC3ZKsoSdTVksmZ2lGj60FOTXIcAsWDTZ4VkeOfP9d0EIZo9oyO0Pd\nXet1G9H3onJOBK4rj90MgD5DOUYkRS0+psE2nkRV4ttUsdbR1MKUE4LQes+tIeEd1Jy5lTOXjcEF\nR8yBOEXIlWYYMP1AzRF/YU29uKa8fBMTPOmRNzCNkWnZUS6usF2HmzKShTL22M5AFk0dbDsYT7QJ\nsJrloDHDAWomJKfmSvddpuSMGadZnaTPQUoqOZbW6wivVLovPoXdjtSDfeI3v01RuBr1nZy5ntmq\nuGOslYUxLCbNSyi1qszTCLIdQQplf48y81dSnMjjRMBqkxcnbOiYypxAaQW/np0FRbBfe5Hw7/8v\nJCf8S69AGpne9CbyfkOOmebolLrsiA89gEkJ8+xEPa3gDfLUQHq8waSMS4VJIsG3uNUCgxKusUYR\nqZIwKeroddkx3XMRGzPs78HuzmtYUF7b43VtCA4ODvie7/me8/8+PDzkd37nd7j77rt5z3vew7PP\nPsurr77KRz/6UZ566imWyyXf8R3fwY/92I/Rtu1/83M/85nP8LM/+7McHh7y8MMP8xM/8RM8+eST\nr8cl/cNHVuOcfM9d5L1dhUGnCfEailNHdYjDWlITqCVxfOuruC98mRwbFi/sIH2ivv/t+tIi0DbU\ng4zcmgNfGoG1ymrYbkGEfM/duK+9jGw2YD3profACGZ/nzgeI7lSSqb5j3+J3ybdNB5tGN/3Lrxf\nwNEx6aYhRYs4yF8a8d/SYBoHdiQXQcaERZQz4NQXgMbfUU/EeO6bUHLWfHIvCAVThGyVeObOE/cK\nnJ7SlEouglnpbLUuOor3GH9WTCxc2CdtNiolarW5pB+0Efg6c6f+zMGOCmIJ44ScbBSZOemBrG53\n06Rjm/F0dh7s6bxlECjesligzUQIyHo1X9ssi+x7dIZvGTlmPDmijpAXsLAFiYk0ZEz17A2JTA8+\nYCVjp0Rxp+AaEgumekJNgu0czfVbyH6hYjFtoh5vYHdFFQeLQOkHja0NDWVnQR1nZKZtSAhS1UyF\nFMkINh1jQpitXY3ucqP6IhgqJnj1bJ5379IFinMzYhQxUrTRs4aaUQkicm4mZduGrlbqmDQ+GUPO\nJ1gMPjhtDJtZEXD7RPXewYNfzMVpvONkaSymJGXFz7LXaiFZMzc+DmeDGhjNJk80DoOFqOdc3no/\ncSjEk0hZL4lPvg2Jhtx4bLRwcgNz6xhjdvR7tEZljMuFjtEOdu80t9Nwx9jLaiOsUlioy1bJlKsO\n03bUAsXac26NM4ZxdGQjUAUfB5YGsI4YldtT4oRxAghFVNLqvJ+9J06pJ1tKztiaMLFSqpInsYZC\noW88dW8HY6tmQgSn/BJBv1eDIms3j5D1Al8caXsC3mJsq7LJ2QdgmkblSZSM6ydM18DkwBvl6LQr\nzKwACV96Fn/tUH0Rrt6gPP018qNv1nu83YKxTK7isCy9Z0qFpXisRyPGrUpZ8/13I4fH1CaA88SK\n3rthwDYNPUK33eIkYPYDoWQ1wVo2yJm7aimYqzeU3zHfK9NP1EVAppF67z7jm+/DWE1BrKUqh6Jx\nYAI5C2VTMQuHKzru8FZRCUBl1XOWRI2JDBibqX/zJWwqxMcfwaw6/q792zfO8c9GKnz7299OjJF3\nvOMdfPrTn2Z/f5+77rqLBx54gI9//OO89a1v5Qtf+AI//uM/zna75Rd+4Rf+3s957LHHeOyxx/jl\nX/5lYoz8xm/8Bh/72Mf4kz/5E+67777X+aq+7jiT640TnJ7qn8+8B84Y3znr4juoZWq1htunL1Je\neYVqIjfWmb1Ni7t9Sq6WxmuYCAI8LNQbCfpKuZyRNFG3o8rEnFW3tofuxwwDaX9P4eJxohqDi5Ve\nElMt+G1PqupxL5sBbhypDDBVag8SdNGXxsPoYQns7ujc7HRDmcq8YMxWvt5qATkLAtpZ6GCvVLW4\nnRPmTNdpjZ4m9UwvBsYJwUGJiA8K2Yag8P5ZVvtc7EuOVAvSLSilYLbTeVrf2Xebzxz02qAxxpse\nkUqekkYA3z7FhgDHG+qyuaPyWOjCaL1nuW4Z+y05eKZFR2jmhsM5MCphwjhq8FSZSGGJf/Ua5eYJ\nwR7rHPXeNyqBs/PkAW0klh0yRkrNyAQsWsaQiDZgO6FMFU9UuaAIpg3k9Yq6vwPWqfPjaoGzVgmB\nWXBTxFWhnkzIBNlbICEuUFLB9T2kU7gwu+HVqsXvbMTi3bwDnomsxlLjRCkFKUV3vTkrm7+gyEzQ\nZrDOLpdmTGrytFgRp1MkNBQRorOEZYuERs2qzuavw6Ra7mFQxCcEPa95WpZvb8ltC1RKSfj9BeXy\nCnOUyVsDK0OxBWk7kjVIs8SnDcRBFQPf+jinYhik4kPAl6q7/mGLOL3PdTsiMVGWC0VR+hFW9o7U\nVmYipHWcRQNLP6p2/vhEv4ugM3gdVVUlRi41Lpop0p9O+s44qNXgGwOtwZtEm4XNJmOLYd1aCA3V\nNpr+WDJJBJe16THBwPExcmkfdtfUbWR7dEjd3UWcJc0R0Z01sFpgbo/zpiQqYbmiPhSgccaLJdg5\n7Cl4dYlsAhwdYV+9QVktMBK0CLqAbVpSX6gpUqbCSekpjWVptHk340ROsxfKOKoaKkdwhmItFCGK\ngzwxFXDOM5RII2Cu3AXWMN3aqmAkeHIUmEZc21F3V5RODZPc8SnFW/LJEWl/B7PoMNVQ1ktKAGIP\nQDzYpxqd6VtnIY+IdYhXzlbeX1J7q41TnJDVvMZsekXV6hwAdmY5Pum11dAiOWL/t/8d98JLUMG9\n+BL9//Rd2OXea11dXrPjny3t8Ad/8Af5vu/7Po6Pj/n5n/95PvCBD/De976XD33oQ1y+fBlrLffe\ney/OOT71qU/xAz/wAzPb+v95fO/3fi/vete7CCHQdR3vfe97+f3f/31CCHzrt37rf/P3v2Zph7Wq\nD/fQU6etdve9woPEom5rdQ6TGRNYf0cbS+UkbCjBYV65ic0GVz32wgXyAxeVzHduspGhiZQ2ImMP\nKSJSiFnoj3t8v8XGQt1ZIsulcgFWmlYnoN78YYF54SXKGOmK5sjXB+6F054aGspxpk6C5Ak/nhDy\noeq/d+YZ2dlM94w82MzEJR9mIqGF1VKbE+O4UQdOJWGbJc1igQz9OWmOnFXBoJWImjK1bZDgzhFa\nkXn+DZQ0qebZGGrJyJR0Qc5ZpVtFI23rGMknp0hVOpQ62OVzfT0pIxRKzmrbbJVEh0B2wlgTqQCL\njtx6xHkltwGy2RL+4xdxzz6PvXVE2l1St1vKq1cxRijG001QrlzBTSMyqS9Bnd3psPMu23kkVXLw\nlCDUJLrb2SmEqVcCU86UC3uqxkA1/cyF2taKtVbRmlSQTUTaQDYeisFIxp1t5tFCfAbzs+iUcHnm\nLGnMPCOfyWlJrVmrCDkmrHM6lkkFOvWrKEl38hKTFvcqKiEtFWOUM0GJeOMx67UiRWemXPP4QLbj\nuSul9IMiMcaQp4KxBmssJUZKEzCtpboIbUGWHoxjtIaSE9VbancJ2+3CxXvYCqquaALRCX7R0rZL\nGEZ9B/eWiFTKzg5cvqTNTa46m48ZMVa/j2nU/932yPEpklW6OY4DsVbKssEOM+8nZcR65e/0kbTt\nGWNGpgKpUEylCUb/PmW6tmFBYW0E3waqVPUjqCjLP+gIyOUy3zuHYKntgtJ5xtaTl57iAsWosWRj\nGiUKjuP5zzAO+tzkogU+F1W0zD4OKQ3EvCGVkeb//C+E//os7msvYbyjPHgvtB1SM6aMVG95jiNO\nGuH48Aa2VFrfEt/5sD5LU4R+AiO4CmOOVBdYiOCcZYwVOysNpGspM0xfpkSsFkOmiJC8o3pDyT3F\nJEK3wGwGfTakqKTXe6q3GOvIjaG0StJOD1ymvPleXVGGqO9dKurJMqOKcsEhuVACmIcD2Iw5vK2x\nzZO6VFZ3ZpJm9V2pBXFG93b/+QvEKWlw2Gai3rWHXLz0L9qL4F9s2uHBwQE/8iM/wp/+6Z/y2c9+\nlp/+6Z/+O//mwQcfZJomDg8PuXTp0j/4mc457rnnHq5evfpanPI/fNRKjYmaJwRD3PYKE2ajPumT\nNiJVVNJVxgKTGroYb1nXHU5XI+Wb3kB97hrG30t850OY21u1XE3zLNXO8Pmsn5eUeWEKfOl0gek9\ne8uWJ3cN5uRU2fD7u5hg2U4Dm2EkdZ6FgHvfe3B/9RW4PRDvuwsA8Y4aLO5bLhFvCP6lF3FdUfLQ\n1ZtMOwuqt8g0qbNhP8AW5LRXedPerhrEAPQ9KcLtYUO/GaDxvCpHOGfpsBQx4HQHIr5ooZ6SFpIY\nqVawy04LVUpKxswoP6JY8EocFKsEH4ZRd50pYppGN7CDEudcLiSp6vU0ZuTmES448nKhPI5Wo4GN\nGFJI1OmYdLIldy2uvYDkTLZVA3xyxj77vC6w1iKHx7iXb5Eut9gItWnwEghNizjR5kWUxGV9A4sl\nbNV0pxhdPKwR/L4gO5XqAi0L0maHvNkiixa7mZBGRwI1xvPFrXqnz1U/zNIvgVRxq0YJ8WxgVFSj\nCHOy4axsOWNHpxkONbMSpGSyeuRp48ScK5ErOE82QmLENUvKtmeTbpGGU1oCi/aAEoXqBDK4tgG3\n1MwFUJTo+FTPU5hjgi11JlzWMaunPKpYkayKA+sdGVHCZtQmp+RCdVDFQkwqsw1RjXcQ6uzM2YjQ\n4PDZYhpBdltqyMjRRqWgiwUyTdqjGNH0QzEauxxmSXCc1O++bahHJ4TPP4XPmenCHpvHHsQYwVWj\nipGcYFTwWHLCl0qyBqpgbaUGT8JAt8L2W+yQ6XMEgcZ6CiOCUXCtH5H1CrNssS7cGVlEjaBeuMBQ\nCsP2Brlbs9lCcUKwhmbVaUOQkn7HB2vG26cw9ISL+yox1LOkmISLlbg5oXztRaDBpwxffZH45DvV\ng8AI0jQcT6fazF/YJz/5Dq6f9Czuf7OODk+2+owFVfm4xrM2hjJGXb+mE7w1mgdw0lP8pE1Pp74O\nxQr59lYJwSEgvuJtg3WOra+sSnMnYyVVXROi48xavbzxQcr9KjuW7YBUT8k94atXsUe34eIl4rd9\nM7QN4g3yoDZEsWakGDXGPJNMx9kKfrVUbYyUWS1VFE3aPcAevkxpIXYes3dZx4n/QhRu/9jjdW0I\n/uzP/oxf+qVf4nOf+xxNc6dLmaYJay2//du/zaOPPsr73ve+87979tlnWSwWXLz4d3Wdf/3Xf80f\n/dEf8TM/8zPn6ME0Tbzwwgt853d+52t+PX/vUcos0ZmIUbez5tp1ajFqVbu4rIvNOFLOwn2sgyZQ\nSmLpDrDLjhx6zKVHqNlqgtg46a6BuSmwCtPbMSFPP4+cnvKyfYB8ZQfTLbkllpc6z73LJXWl0sB8\n45CTOKml5+TY7u8Qug735OOkw9vqTwBzmplBciI8uMSdFh1V5Kqu/FOkOIecRcaChrusFoBoFG0z\nvxApw5iI06gSuQp2KAx+oLUrKEoOI3hK21BDj2wGpAmIc4oalHKHm5AzUSDhMDniq+a0n/EnZMyw\napBBFwTXBC2gYiDorHyQis1pJuVlJCXqosXM8jasUFqDhAWWSnSWUqNy8dDdO3G6MxoRQ62Fre0p\ni13sfVfobva46kj3XcY4RQXodNcnwVLbFmphmgr5tkbYulWHaRbkvscPFVsy0/GG0noIllwTzWbS\nnYqINpU160LoPdUpp6QsOwQLU0IaR17uYfLEZrMhOcvKGY1L7mZezlk4FJCAUgq2AmKIKamLnRHl\nUKREjFu2m2saddscEo2ofW9NbIn4usI3DW65Jo7apASnZEMyGqW7qjAMM4wcVc63VR5JXTZgPdVU\n7NKTEyqFDY7GCJIy/qlnkc2GmgrxHW/BZH0ua0Xv9TDBssULTEZ0BLXNeO/0d7QrmO1za9MiVmZU\nKsBmUMlhnKibAmZuSHd2KNuBah3N376I2fRgDe0rN4hXLpIeuEyAuckCJIM3WO/xacQ5RUR8G8i+\nQaOvR9gMJAxFPNIXhpWjyYUaB4rRptc5j9TZMMtYtS0fBhh7gvXKim9apmTw65ZiPcWvmMyIj1sd\n0awWbGYzsmQd/ZRYUZE0YRYrXZeswxtHCJ4wzuM5EW0E01wkrSVkIQ8DxQVq4/E7u7NiKmtzOv87\n6RrNdCiF0vfUXJHtQHdySry4Sy4OkwseIWMprmDHidIGKNCVyCQjIVbIE1kWlP0LmGFCjiEvK3Sd\nIgXBg3TUsVeOwKJF+ooUg3v1Gs2zL2lzdPScfgff/m/Ox0IVdKxZobQdZjOHVZUCZqmI53ZQBUSY\ny2bbMvzbd9H4v9Rsg7c8BOtvXIUBvM4NwRNPPEHf9/ziL/4iP/VTP0XXdXz2s5/l+eef54Mf/CCf\n+9zn+Lmf+zk++clP8uijj/L5z3+e3/3d3+WjH/3ouc/ARz7yEd7//vfzkY98hAsXLvCHf/iHOOf4\n4R/+YXLOfOITnwDgu7/7u1/PS5t3NiNT3+NqwaQKR0eYky1mox1+HeYdRkwKH4tAt4IrezOMB+RM\nWwM0C3VZHQfdEWRRQs/MLscpPG6efwF3+1hJWCkhJ6dIF3BxxBtH3V0q2zclyvHteaGL+O0A+wc0\nWIwT6j2XqddvwTjMLP3ZjGYYyHs72JdfRUQo+3vU1UJ3ADFpIRJDTVXd04aoUruz1DhnESZCNUwA\nQagp0rYLEAcbnf2XGsjZYpetkqesu8OXAG0sYiLXTMwFsUIuFmEkFJUfUY1Kw7KDrpmLu0EH0kaR\nh6bBjRMSk96TeRFLuShpLgRs2yI3b+jmNWZqB1IKYbnWolgKeK+2ridbzDAQV558sFYd8+V9Th68\nm1VZaSMTZx4DFSx6H8cRhkQW1EY5F1KG1gVCK8g0gFWZo719myIr6mJFNVnDdozVIfuZ46U/C1ep\nKnvLRZUZRqWltwRu2ELNSop6eJpUqiUz8mKdutEmhUanqVJzpYiQpRBcg0kFSMTtiRrOtAGsIcZb\nuLBD9Q4rhmQrXixSIazW57a6erQgOmIqwVH7rY4ajKW0HjtMFKcpfHbVEqrFO6vwfc3QBswzX9Xn\nz3ukRuyLr9Bd3CehvAZFCTSWN/gO0/jZ46tVbkkcwIAsGrX4tooMZZ8pzmF7dQIsIiojXDWKBS4D\nlQAAIABJREFUIAF52SHbCUn5PCHyjCjsrNf7MSUdxaQENkCjyoLiHTKPQtIUlWdQC3mKRNuobG3O\nVMjHt5ECsl5C01KkYs64NKdbDc4KgWKM5qFZSz/pOCKKUNNAjJngMmlIeG9URpgLYxLEWcZ+gnTC\n2jvKoBydnJL6Jzz2VurTLzIYYfv2t0A/EJLDrtdAZS2WlXQcTgOh7dibLHV7rJbfdjYqa9T98Izo\n6yePOTyk+Q//Cdn2FCNs3/MkXLkbGk9KA9lVxCSKM7S2xdZKntBiX4vC+AeNjhP31rhNz1lSKzlj\nVivKekXtjyEZ5DDDZsAdT/MaO0tBN70aKM1KKVDFhDUG2d8lC9AnRXKMErbDlJGYtLGd1JVLvGF8\nrxLYxc4qJvfPCrz/fzped5XB7/3e7/Erv/IrfPu3fzvGGB566CF+67d+i8cff5y3ve1ttG3Lxz/+\nca5du8alS5f4/u//fj7ykY+cf8YLL7zArVu3ALj77rv59Kc/za/92q/x/ve/nxgj3/It38If/MEf\ncHBw8LpdV8mZenLK519+lqu3rlFj4f7bd3G5WXDhUotZO2qt2MVCd9/TpIvZvAuqVeWE0s8mREPS\nLIBFp4Eigmr+w4yqnDGCRdS+16p/+KPc4MuDZ2j3uHQQuOQn5FSzvNlbQ6ksKGzml2eNoW5GtinB\nsqHbWyN5eT7WUG/2SL37AmnV6i5h2WkR8RYu7FG3IzVUZKdq4nKwd7wAAErBdY6DsouMhtQ6Vt0B\nnVWZYLWACYpWz66Nsuqo/aT1zdo7ITZUcuN13lyrZi+UMudAJHCiu94zGLrVqGIdNeRZsinIFPEi\nlH4DVSirJXZ/jUwRU4Xc9zgWZBOpQWhrg+1WnBtFncVLN5745GMwTeSckMOXMNurlMt3KWfEqGSM\nmqFpFSp3bk6q1PQZOYNyg9NZ5TzSYFQymAsNZVWRBOXkBPEX4PaJNjqNBrRo6l1Vf4BhQtqBulii\nLsYFDBwOvWbOGCBFjqpw0czywThpPoXRVLhMoISskcFDJiwMUtC5uimYMZLrRImWXCPeNOpZYTpI\nmXYDRgZkM1F3V3fOz1ldkLezWdLJ7fP8g7odsC+8SC2F/MADOGshe1LN+EkUxj+Lt14u4cZtihVK\nYxW5koo3FpwlTYMmPhaoLuLLnI2QK7lmxDjII1U0KlkQ9eRvF0gcYbNVmH87UGY+TLmwp6RXEfCO\n6U330x2dINNE3N8hXrlEM8zeGCXPhlBO0bwuwMG+KlnUEEPRCHQTIN4iBYxYSrDUfsBMBWutEmDb\nRjka2y1yOs7GSEJ1AbNYwzQRp4gYj+sMw/YUqtC6idy0CNoIympJxcC6o0yDyp6bTrMiKpgk+OVK\nn61HWk7e+CBxmpCuVbSoFCzz2CgX9m3HvukoNWAOjxk3W5oC1TvMlcvahC/UuZKmgdMe/1dfmZM1\nwWTwz7xA2llRl4HsnRJ9RJScGAviDUvTUQ9vYVLGNDv67niv72FVAqAiiFVltG2A5T7yjI4PyULs\nHkC6l7EpUQXSvXdRxknTtHPmMApDAYJl11fCzRPEWIbgQSzGCOOwoe3mgDXREZrLQm21ARKRO2O4\nb9BDaj1buf//dVy/fvJP9ll5GDl84Xn+j+tfY3m8ob8Jk3Q8fnQPcmXJGw9uYK1A26q85pXr+lAv\nOlgtKHffpb77x5s7srlS9O/PtOBn6X8VfWFjBAS5dhP/+S/NO/aJ+OibYL1WuPh0o9kEVMpyQa2V\neHik7OVlh3WBbZztQIMqE1Zdp6oIM5shbbd3XP7GSaFQU3Uk0LZURGe88ywdQPx8ztt+ZuRbQO7E\n1jKbtjgH/UAtRXfNs0CBtkWs11lenLv/FGEYySkzbnrk4pratLhaCanOo4U5BbLOc/ImaPZ616my\nY55FMyXSzUPsdqve5HfdRW6tSr9OB+zRKbYU8sVdaAJVwOzsKGpyutHPLlrUa9dC32NfuU6sE1MZ\nkBBwl+/HhtnMqaBQ4llD0TT6fd08pCCkOFJqxe7t4GNWCdf2/2bvzXotSa8zvWd9Q0Ts8Uw5VFZW\n1sCZLVKUSE0tSN2Er1owYMOA4b/mX2D4ylcNGIYAD4JhtyQIFtUURYpDzaysrJzOOXuI4RuWL1ac\nkzTQjYYBNQehAiiAqExm5dk7Ir41vO/zjrZfrZmybqER/NWAD8HgSW00ncZyYQfl5c5WPrOKXGMg\ntcFALMB7hyuKKE6FmhIPpWXrbU1QVRHnSW2LNg05B5KztUEeEl4q0Qm+VOL+CumP9NNL9v4Kf3aH\nbnMGzRIJS5pne/yUcW2HTomaK3I2x1lP5TbXgC6iT56jZEv2/dEPkP2IC0JtA/zhH1E3S9yUid4s\nrOrdq2js7/0jcnWJek9+7Yzm8kB4sYNpZHznPvXNN2DsAY80nblaQqAMo8GKMGqdbzroOvNzOAfP\nX8KLa+LlFX4cKV0LmyX+o09NFzBl0hsPKG8/xO+PyPWecr6B694O/pTRVJH10vIcROB8PWOjM8x0\nTU3JrJJg6aUSyC5AE2kurzEUSLWi+WyFEyHtj/zbT/6evj/wW+eP+PbZQ9iskZwYhpH47sfo8cju\nJFC/+MiKCR/oaqARj1t0ePG8EI9OA74/EqSwItsUy0dCs6T2A7ULZFXqkMz546CuWhYnJ3afDQPH\ncaKKpwj4Z8+NPXE4EoH8lbehW5KnxKLxc4EsNP/2fyd8/NhenArp4T2m3/662R0XZh/UcTK6ZLvC\nn22pT57iDj0SPAWHbrbIvQuYJlwercBu5+L/pnAE5IejZV3Ugg6Z6WRPfPwJ48ma9PABbbfAa6Wf\nJg6EGedeqH/1PR588B5SCvt3HlG/9XW0DcjQs1GbVNA05qAq5dXkQbCm7aYR+TW97t7d/Ed/7Vfm\nMvhVX/+ULgMthenyJR/vnuH6Su0Fp4F7ekaVlotvnqAX5+jdU0uqczOmVEFPT0xwNia70W66WWa/\nvXDLob/NPpg7/CSOoWvpY6WkS9LZBqmCtN0ck4pNE3Tee59s8E1DWK9wyyWlZLKI6Ric4WTbdg4x\n8jPm9gYIJGLKYYdNNIYE1BnSUV5pJ1BbS/Qj4ryhZ0uGbkFNkwWflHzbJTBH6krNlKGnemBMtjKY\nf/3W9jMl+7O9x+33hApRBLabW5uc8RBG+5mGaXZzzCTIm2nLYY/f92avujiH1jPmA1UT8uw5cbM1\nBf9hsF3t0vagIm5mGMwFAXNHoILbHQhjoXEdTVgivoG2IXlHceBiYz+PM6/5jW9augYfAiEG/HoN\nU2YcJ/YVknN0w4hHcX3CeyusJMxCv42tJGoM8PwlcjCB6U3kdJ2dFLVzrH1knytaK6c0nLgGr8VS\n6IYRpsG8102DBk/jHI5K0EwYR0LOhM7hk8U1ixciSlhuQQK5DrQs0FyIU6Xuj2iqqHPoammHaSn2\n+bfNLbWvqh0U/PRnuDnLgjJS79xHNwtCn3GjYagZTPVNzqS7p9TXX6PePQUNxB+/jxtHxHvkMDKd\nbJF+xOcE1Zj7tW1hONhzpgLibAzftqbnEUdKCT0cbH10OIJL1PFoEcjLNRwO+Hc/NHDR3XN0axMQ\noaIqszddbFQ+ZWqplKpoVVyekBdXhB/8mHDoKffvmpi2bYmrpYnYg+Dm+G3XRCR63MkGKZX/8eff\n4wfXj9lNPR/uP+P17T3OFitEHOH9n6OHAzpNTGlCxJGjJ42ZlWtwbYcLntAEmuAJVQgoTZ0Q73HF\nE07OUOfh5Qv8p89wpTKdbVHn6WOkxkjxHl+K5W44RxGHNpFmSLhpxA1mP77G8TTDocA+e9ZScaKU\nh/cI7z+GfkTXHelffhvZLk2jMhVKyYTrAz4rPkZKP1KzaXuSlQNodLMbyM9OjXT7Lrldm6WEXFeL\nhp8G3Ic/Qcol49kJ0737LGKDE1u3qAhDyqDC+OyS7vs/op3dJbq7onz9y3gKtA2xmVc7rQepVnSO\ns80yxFfvGSe/tpOCX1uXwT+Xy7ctJ4sNb/o1n8RrkMKj6YKxPSU8WMPdGVWRsr2M2ta6Vu/Nk//Z\nAQooah19BZ3DbXDzwXjjkXdmVcql0g8j0vfkesBtt0SFzEgcR3SzxB0HI5FNibJZIim9snulhF90\nJpTBdq++nW/oG5qcCLeRnjceXO+sez0codpOXlVtjOg8zpm2QYCaigXSFEXHZONx7w1SNE64OhjV\na9kZjlnzLGZT6vUV/uRs7urtgZtiYyx4rURpiLEBhXJI0CxAZniOGvlRSjaBWNeSp0Q6aXCXB7rH\nL0ybkZW6XFDaSjjZwGHAx0AtI26zQNOEns35CMceymTq/lFhtUTnjAZWC0MfH4+m9Rgm9MIzHY9o\n8GhwjN7ThVmX0R+5LQpu+fL2KA5eeFmrhVKmEdluWJeEtBG9vEZmWxvNLETVYi+loUeLTXCk3yGL\nhsZ5yjiZIPL8lHdkQ62F4IIp2I97kIgbs011qMTdgXDuUWcjWMkJWczTqWNPCQ6ZRkQ8epxgmche\n8OqRbIE/Ux4Iqdj/r20M2hMiLnY2ni5pzgVoTGCZFXd+DscDBEdoNqTNCvnMCjdHNcfC6akVkKpW\nGDQN9IVashU+zRwFnAuSJiR4qtjvr8dxZgKYg8Go38a88NqZW6DvzVt+sqT0Hp16QlGbaniH9nvC\nJ5+ZVfDH7zHuD8h3/4iS06yB6Cztb0y4KTGBiVoF8v5AHI40//ffItc7WC7wL6+Y/vT3bfKUy60N\nljaiI3ZfbNa3ivWrPABWfHxh9yHp/RFZfhddPSQghFyo4kgS0FHx3ZosAR8bJNp+W6sSgxD9LNSN\nW7NadpWqCtc7wj8aUdU/ec6qVo5vv0Ob0ww5SkwiLBYdkjJLEYoT9M4Z+f1rZOFwiw3X44TkPX67\noU4HBhoWLw643YH+D75JbYJNUWY9DqlHnNBlAQnIkFA5UEKLnGyox0tcP9r3u16jVLsH2tkKCMwW\nofn5Aj1N8LQiT96FuIOj0kwTulpTQkPAyJgLUXoHfVVktWTjCi4Xm5ytGkLJSHCE5XrW7jh7N1Nh\ntQbXY/ad2bYr/NoWA/+p6/OC4J/o8q/d5bfbhm9e7ejvOZ68WOG2a974LY+SXwFzzs5hd33r+ZZq\nO2So9pKdikUKI5CwmyzdVMDz11WV4sweo1rsAJ0DTuwmXcLdM+onnyGXO6oLUBSdsomRdkeYjrBw\nLFZrxuUFPizoFq3t5W40BN2cuncD4ll2NjKfJmrw7NITytTThVOW8WLeERcQy0QoKuaNjw3FOfxM\ngpMp2QGzmnG1EtDgIMmrfbOTV+p3Md98GbIJDVMiN5GoihahlmQWIKxYcLMITecI1hyUUhJMI3p5\nSfaVuLLYZp0m9OwOaIZlS+kaQl+BSl125pjI1RIORantTfUPbr2yv98wUhcL9H6DlGqiyloowbzR\nDCNkUHqrs0KYMa2YtXK5ss92nBgk4LqN4asvC3Xo5/sDI+cB9L2tbPrDPD1yVmQ2EZ0KrhZc0yIx\nmCZgTIQYqbXYlKHIbVelZTKDwTAZj8gLMgyIDvb5D+Mrh4d3txoI/2RHIFJfXNuvn90nT3tLNETR\n87NXEdhgU4EmGBwHT/ZL9t8L1OxoHhaaf/1d5N//HUEr6c1HTKWg055p2bKomAAy+nk1FQixMRpj\nVaRr0NfuIJ88o2AWW+3W1H7AR3MPUBM8tyROrQmXna1yVguLa77aE/uRhEGj2K7RYDHEOibSvRPi\nB09hKtRlxHmHHHr643NCWOFXK7QLFAKyWaGXO3QqphuJEdkdzSJ8NGeCTAn/2YtbS2CF28mZNA0w\nC4cXLTfkzy9t7/FZf803Lz/izemat8sF7of/G+Wb/xXlbEN49gIvntB0TA/uIq6lix2tVHIuZMW0\nN2kiKLfFqJaKLhqkH/AvLk1s5w1K5T95in/0yJ6tKYEvM4wLK9aDx4eGCcU/ekAZjwy54FMlSbK1\nTtvhq7dGImfToQyFsu3QzZbw0ae4y2sYJspmZSJl8eYUcgVRkKZFfaCubSKiihXHVBvR36zhbnIG\nqj3zssn45oju50huRthdk1dLfFjgilkpz71SZqp5+fqXye9/NGspvkjjbEopOGuo4pz4WNKr9+RN\ns/SL0fG/gdfnBcE/1eU9nJ8iJxuWKfNOMLgN0RvR7kaqoUoNM6UwRuOl3xD2qt3cAugwzKmHwW64\nlF79Pm8j5jF4ZL1B909t99YPuOXadq2HAcRT1isbaaZ5T78/Iv0eV3o0O1z0+NrDYhbrzCI3SrV9\ntwAzw9uKgiWosBs/5Dg+42fpKR9Pl9xv3+ZftX+IbyJ7Jj7kJXUcWIcFb64fzb7kGSQ0ZcO63oz3\narVJw6w1sBAirDAQE8tZzn1rBcEJME3Uku2v2wXrZmuxgkRNKc3J2oBMQ38bKYsX1OlMnVMIAX8s\nFLU4YFmfItGhDty2Q4dsL5KpUKlI68xmKDNgCF4VewHTMIhA4/FppvDlgnhnWovRBHzxe/8AuVC+\n/Bbl0Wto48ljwQ/KvoCmSjcV7jhFHMabv3sPTaOF1EzT7doBQNtocKbNEj3ZmKNlDn+Ji46qFecV\n3Sdb44RAaDwlrqjTNSIOR2Of09GmKoBNq9J8qGs2i6MDhoHYRdR1yL4nLUbUKSWNtN6yB6prUVfR\nrsHVbHt2EVi07H7Yka9tXXD8aUN7PxO/822Deh321HGwQKP+QCIQCGgq+OeXyKFHuxYePUBWC/I0\nkb7yFlyckJ2nrLeEqyvjzR8qeRGR5RwpPlZYdzNnv0I/0B8uqZeXSNvQ+g531aPdAh8W6LhHtVLe\neMD05tt0f/4XNBnKOPDhwyvydcJ5x93tb7PIdyCIsTXWC2I/2kHqvEVE6xptWtxk3005PQHEMMTB\nCgfte1ytJqK8QebO3ea/eft3uWi2nO0+4dHyjIW3X5eXH6N3v07arpBjQtdrQuOgihXhyYR0Mk+6\n9AbR7G3nrk1j90RN1LMNsdqq0rlIXW9ovCNXNfhOVbpSzNEzx7FrjUgtyHqJlJEocO4cz6vDHY7c\nfe9DFps1erpF/TzuVwtHwoPbH+1+a1vkMJLfuG+T0/6IC8EKk36kbuKcySLIcmGfzxwYZ7kkZkuu\naWJK4+07N5yuafdHq029g64lekGGA+4GpJbBP7uk7hL+5AL+8B7+4R2cVtPkIEw6WTHslwTXzO+a\necLRLm/oaf+5TphfyvW5huCf6vrFEXvTWBd5Q3/7xV8XmW+gebzZGoqTYi9OtmtTzV5dkVKClO2m\nndPAbDymODUVsowjzfKUcHGCaxb4kzvGA3AOdnsbyYL5xNcrfD/AYU4YG0Y0BlM7xyW3aOAbG1vK\nr8aY00wR7FpwsB8+4ZN6yd+Ujxg9XOrAoTreaB7xYb5EQ0V8w1EUp5FFszSIUc7Wwc5WN7y3jsx7\nxFvlLbHF+YjmbGLLm6z1aTQefDVVeeoixXkmhThDX0Sq+YSdw/QWIM5TajIl/KojjGKrjRDQe2dI\nCLji8C8G2u99gLvaUe+cQ3+0NYe9HdEyWvfWRKSddQW/KPQMc0e87mZlcqBilrQmtjOG2NP9xb8j\nvLjG7fa4x5+RvvA2RE99vqdWIY6JGgOd86y6iGMeJy/mlxBK+MFPCD/4Gf7JJeXBXbuXTrbIamnr\nDG+gnto0cO8CKRVXsRecE1zKUBSHwzUNLrTI8lWUtYQ5flvz3N3bfad5Vsbv9jPRUZA2IMs1kYBD\ncLE1kIsXWJnHn3403chMxes/6tBkXxFVae4oYW3Tn5ITuSqua9HD0dj86xUyDLh9b99/Kcj+QN2s\nDEMLlMWCvF4TtZrQbLkgble21w4RRfE5Iy6g3qFjwn30mHw84vvRxKaLwMI3uLPtrGGJlvrYTyhK\nfv01agi8vFcY39zgfUSSkplYLx7gVPFNYzqhGGGxsHHzooE0oqenSLVd+vSH37LP9Ob9oGr3kfOW\nQTFnIdys8WqtnLUbzlJlMTy3e2/KcPIvLLRqvUIbj+8CbtndbqOkCWbBLfXWleJhPkTtWWL3HFcL\n4islNLjQoHfOyV9+E2lbGu9pQ6DReVRfCiSFfrJncf6nrjvoGlof2Rx7Lv72+7TXe+Tlc+p0pGwX\niAtI26Cv3wW1g9g0AfYz1gd3DDA2CxF9G3BNNKEqQjo9pbYN3smrCeosPtYpodNgWg4HtRZq6HAL\nj55uyGcXuBgJyw6Rm9WTWYPdkxEXWnwSXKjmeGhM+zPpOGuqArUWRDzOzwwZH36jioHPNQS/rOvm\nwIdXQSj/qcs549NXtUP30KOHI6mq5cb3idRMxMVM52rmkZRWgvOEOZcdaaALr349Z3SzQoaEc5W6\nbHHeUU83yNU1KgdqCLgpIe3KuogYXv0cbh5FT+YeyFnRYcQNI6FWGlnzgvdwwSJ5fdiwD9mcB5cV\nyYAoMgpET86Ck3mF0Myd6I17Yg4sEu+RGqmpUPJo0KIJ3NSDn4go8XBAhpFJlbpoKOcngCdPhcY7\n/KfPiT/5AKmF9PA+9Z03EN8SB0dJCdctcI9ObF/a94R3PyL+4F0TLO4qMiW0gHt+xfAn3wSpdniu\nOmg3NgIWC3kRccYC0DwLiircOzMrY87GYM+Kq8H2mqulkd6mbN+1gNsPyOUVOvS4oSKu0HQdPgbc\nukE+e2ydnQeuDuj5Fv/jnxG//5O5O7IDPP0XfzQjaueucrVEm2Bo7DIXNdU6JsPXGomPJsx70Txb\n84DQojVTVExslwuh8SaenGOI9e5d5PKFWfZONzgvlCHjk1I3Huk6C4UpluJJP9rfbTJwVPugcvyp\n+fj9FtqLRD4eqeNkmhPxJKc0F+d4tS6X5ztzwCwW831jz5nM34XWTEOhFEtJ9PO6S6PD14xX00bI\naoGrirvqKVPBY6JW2obUNbbCKcUO2Kts95t3dnR3DeWPvoXfPUb7HyOzTtKJt3ugVgMupWkubhsr\nrpyHi3PqZsP05mvWlbq5y74peDtzGIkyT5z8/+edcjWP+Yc3f59xdcbJ88dw8SXEt7jrPXW5QGOD\ndNHU9X4OI/IeVyolzYLePHe2N1O3acJV5t8bkYd3SOtz++zECl1XZuHcjfX5OOI/fYIMAyVE9M4J\n+e6WOgoxBiNHXvX4Mb/6nnJGv/gmKSd8t0ZSxeEp9+8Qnr5ERSlvvWHWyPUKPRzw6xX0R3Rh7IGh\nZFzXoLUyJqW9eV8VEzanNIEo2UdkN1rOiWuoF28gooTjCJuV9Qq5WPNUK+wtSwYwzcgEpQmzo1sQ\nb64L1FgFsx/qn931eUHwq74mw7BynNXPLpDHg9msgoFMapzXBrm8ernfCP2KYmN3sReIzquH2FC6\nxvj802Qpd+Kop1s79NIpen1JaVskLK1jF7H/zrxX07ZFciWVTEoFcULNlUUT2C4e8TUvvH/4S7zr\nqAUe+nswZR40p3yUn5GHzDoFtkmQ/po6HAluTmmb7ZV2MB9urYZm6cOwqChIpeaZb5CS0el8RIOg\nGetwyPgm4IaJ+O9/hJvtXPH9j5nuXaCbFc4HmwroLBCcJwrx//khkpOBRg56W+n7p5em5g+B2jpc\n6w0E08ys+hlGA2IH1DTZd+C8oYgbZ4VCFGqwNYmWSli05EcPiD9+H6mVcu8Elh0yZXywB3LqR2Sz\nxG+WhHFjRQeC1NlPftnP1DjLEpDrA0zY4V50JtiZI4RQ7KC6iYROCSi2vsnV3ms3O9GqsD+Y8FPE\n7o31CRwHiireO8J7H1F3B0oTGb7wFs1mQ7xhGVi7b8FYx8lQv53tfuXGJ+7NFrr6KsTzTHkx0d2b\n7LbGLJBaK0sfkK6D/ogfrAPUs7VZ0iaj7ZX7d+c1UISaza2DIyyiqeXTZB7x7Tk6zn9Gt2EQgeNI\njMHS7IYjuWmpTSBGQx2TsnXUbUMKzsBNpZKTQ6pnu33ExI6+/wwfVpzd/dYsrHUmmp0ppHUczN44\nuxpKaFGv+Ohm18mNFqgaETKEWwjbL+6iqyo1Ffww4J2jnL8D4cKKrlxh4WDR2aBhGJCqVM3UEFEN\n+CYaqAqlJoMiyQz7oW2R3UtcYxHgdbWmymzDXFiEMTNZVpO9f+Rqb9hjF9BcCc9eUk5OTURZrfDX\ni3vU7ie4ZC6ftLIxv+uW+CFboJRaGuHwjS/iXID9kZrs83OLpWmL7pzae7EWXBvt71OKkToR06Wk\nhDYN1GCH9uHI8ZhpFh2kiRIDfrHAe6GmbFOf5VyUOYGTAL1a4VqVctHhu9a+R4E0ZpJWGwbWShtX\n/zlOg1/59XlB8Cu/xKJVZ/JfTdegB6otvHCN4F9e4/ZHG2PP4TZm8ZNXqwTUhGnexIp57KE4NI3U\nZGK82jTIbrQ9Z6q4OVWNnKghWufYtlY4DMYLUN8wqZgMoiiu8SSFRoQHy7f4b9b3+fH1z1j7c96Q\nB6RaWZaOr63fJIlFCfsnL+D6Obp05NMV7nBENieoWAHgnl4hekl+63XruudVCcNkAqbG305HqjOV\ne1Nh8hNFt8RFS8yAc5TiGNUjtRK02gMeg4FYqBA7s5rVXzgMxwFqwblg+oJS0NXGRuVzh0UT5k7L\niiUOwytV85iMYOYcerS8Bpsc2D/fOz7l/3z+LtXD75084l/93m9TTzbIOFHeedO+vkUH00Qrntg2\ncN4iQdFVNxce2NhXK+W1O8Tvz9Ob6Cn37pnrIyW4Fkp/sBCrRbQXvxNT1Lt5IhPXJip0FXTOMVgu\n4PISyXaooyCx2Iv208+QPuOeP6NOE9UHXMr4Dx5T3jF1uzorOMSbTkIUy7tw3rrVm8jomXGP9zTN\nS+SiQK6UPlHbjqqCU6NyCmpR02Vnh163pHxxFqKuVq80FMM8bfGOWhzFBeR0CWk0cqXzEBW6lkmF\nXAQWkbpPlLikwzGtl9SzLW1w9t9KAyw7+77bJfXYM9DCaonUwOAcF4svI+uvm38drAh0Hu2PFrSj\n1dwhTql46iFZx+0dOQlR52d4PpxlntDVUkz/8QvJnW5K+P3OBLalIrVYjHNv1MS67AxIEb+MAAAg\nAElEQVTdjViypwh0HtcPsOioakJTYkTWdgjqaEmWrmmpqxNkHNDQQLt6NeHsh3lPHpieXTG1HXXR\n0c6CYUHNvVRApkQRR62Cz4JrVhy+83uE998lrTzlt75MmzO+WyHH3S2HgXHAf/YSAXLscKdbqInS\ndriVTeRYGnMkpdl6WMHfiI5vP6fZHh2XcEy0C09DsHdj8Kbh6Stu1cw6qbnLF4FG0dMGtgtw4LoM\nlzvLY2gbqA6vNg0U35BLMXjWP7Pr84Lg1+Hy3kapU0LLgMSIXy3JCO7pjqY5gyEj7z0mvfa6qW7X\nHlcmGyU77GXv/SsaHKA1o/2IijIlE7mFG/vgYCIcaT2sl7YP1wp9T/XRHh7sQZOMrRPKRBlGgjqL\nHlVHV+Cr3VcIeFSUgdEe4uMe74Tp+hn01+jwnAUrdNFQuoDfrNHJ8tT9py9slP7zJ6Tv/BYyjeRx\nABfxmmbhj0mAc4zU4w7xDWG5JRRwOBATZo2np4TPPkPGwnR+gouRutvBwgR2mvZod4FUDLv7tXeI\n3/sRNML46AI/JLSNDP/q26/G6WCFw/5gL5Eb6t7NNGYcbcwoYuPefuCH6X0c8CVe5y+fvkuNggB/\nffUx3+nus/rKO2aV60fURdzTZ8g4Wb776u6s7m/hdEvd93b4bZ2BnO6cM/zpd/Dvf0I52aJvvgFD\nD1OmHyfIA2WxwNdC2zpqWODSZGyGm+Q2mcWB8/6dXyQ+qsN5R9r1uN0AuxHRjKRk9tFtB8OIK5ky\nDIgzeJOJrATSaN2nNwcGq47bEcB8KGkpaC1AMkJfhtIU/JRJQAvsL694UXu2oeXOejFPRQTu37F0\nz8MA02SF0nZtf76bu+yhRz5+bDZUgXL/ArqWWt2ta6KcbnGqpMUp7mSNSxPm/52/48trK1w2a66b\nJcUHJEYa76hzciViorJaCtJFci4QGqZhT4jz8+i8FYrHZFOexUwgnYqtKhATFebK3lXGyYiIy6ah\nq3WOR09sqzJopgbPsloWR9p0hJTt+eh7Y3D4BucUVW+anxjRcZynKR5RE+5q29j9GjzqG3Tdze6C\njEQDn+EcjJn2f/k/KE+uWXSB6U++w/jaHbqccU+e4bpAPT1Dh5E6ZmK3MPfHMBHXS/K3v4m2niDg\ny5x14udyYhxwT1+aJqeCO4ykVTMzTHS28FlhLSK0YvhlyZmo2HM3F+aiFSdzQeU9Pni0z7a6HBLx\nkw+oKVPfft2mT92czsrsaOoUpaC54Eazs2qeI8i94GeoFFooaST43+zcgv/Q9XlB8Ku+gp95+9UQ\nptKgMiHO47zDJbOLse/JxyuSAO2CkFa49WydCsFect7ZnmtKqIoFfDSRXJRG5xFg3yMvr2dkbIV8\nRV0tmTO+ZmFTsVClgHWtOMZacW1D7CLeNxSHCe7GZOuOdoHmREqZekxQC9WD76/wVNRDygc4RvL2\nnKATTYy4x08NdCQO//Ka3I/k1Bsi1THTGU3gWDWTpitcGygecqN0dT7fXl4j/Uj50lvU++dmo9ss\naYceKSP4BbQGetEwk9NKIX/1bfI7r5s4q23py0haNPZCyZnYzgFUw81ERsxutBtf2epm1b4BpZT/\n4dP/ib86fp9UlT9e/zY07xiFsVY7ODcLVEw7od0a2V3jfEC7GX50eYW+dte6+CLWvVe1l9YsgNKH\n98nnZ5b2FyMuKXnoqTjUx3k/bONf55w5IkqhDkf7WcUGBGS9ZRqgswui2pSkefMB5fqAjx7nPfXu\nBfL4mVk1VUmnW2I0dHZxDg1QRQk1zOK91gqBeb97o2qnFEoxl4SoReOGroUmorFlUZXh8iV/c/0B\nzgVyTnzt7CFvnl68wj4fx7mAMR69pmx752KjePfiElHluRYGp8TdjvPTE4IIabIcR40eOdkCFZ0S\nLoj9HYutO26fzWli0bZkIi7aiFycQrIdu47moc+Tos4EhaFZkutE4xvLJOgnC3KaxZ4mJJxXVDMJ\ntDQN0zDZjroq/TjSpQR4ahXoJ7rGOuY6TgxS0JqRw8BieWIMj2am9Incah40Z5zOB2fKyLFHqpqg\neMYSaxNw4+xkigE3zOjlrsP/9D38p89QafGp4P/hpwxvvEa5f4FuV4z9QJlM4Ogaj0sDDo+4Sh56\nNHm862yCVyu1FtzS3CklRqp3+GLrJAF0LBSpxA5bhd2sRwHvnAkiizDvFucmCIiBcGOP9Y705AN4\n+SnEwPKHV8SPPwNgeu9jLv/sX+NdoFHFB2vIap4L/Fypw4Bb3kRDQxgnsrd3qit1dorX32iL4X/o\n+rwg+FVf3lsU7szl9t0FXD5DLy+J6xP8YoWMmVISpenwbYvmTC6J6BaGHBbbdefHT3Hf/wfEB9Lv\nfoOgcyXtjdfunEfbJeKvEecsXKVpcf3MNM8VFi2uJMvMcQ1VKuqgDTZ6M8fDXCmLo+0i6TpRm8ik\nSvNyjwSHxkidBhN2qcOdnFpB8OAC3yyRKZOnnqZbILOQjKrU2ZKlZebGtx55+tIOC6dGFxwrHki7\nI2wvkOtrZChIDPihkM/PYegJdY6KrsWcG2L2PNoWWjElc0roTZ4AppcQMR5DBuI0i7pquVV7m0hq\n/nfBmXtBTfNwlMJfDz9EFKIXvn/4Mf/ta3/MX+0/pYrw+2ePWK42r0adZd73z+p9lQrZtAikAnUA\n380rpZsiyfQedU49tAPxSC6V2pjYLi86wmlr9D8RKxCOu5n0VyyiWxXXdHZALReAQzcrA/kBTAW/\n3VhU8fWO8PQled1R796luEITW8K7H+FqIW9X6Ftv4E5XZAU/jgxP/o6iL/HtHbo737RCyjn7b0dB\nNgv0MKBM1K7DOetIa858MD4j10Sh4FT5eP+c17s1oWmoz6/gcg/HA7Ja4VyB1T2bDhwGOBzR3Y4X\nuyO7hXHop65Sd0e2yxXRCUwTIY84r4iFSpgroLf1EW0zI2ltn+2lsnSZXMBNI23j0BCoWqn7AY0R\n7QvECXzEHXpCnmBZYbshVSGLjbrDNBCXJ0hfjfjpEqmppFCYqtJMWDRwyiYPUrViPgToWkoTmdLB\nPvf3PyH/4KckCYTX79B8/etIcMQQ8auWWgWXEhKiZVNcHS0kCkXzrDNpWmSxsALCR9PUOEctE+x2\nSCeoq3RSGNWTQmChGY2RMWfKQfH9iHdCHo7mFlitcCi+bcge+1k6I44K9vOUDpxf4sYzeHmNBGcT\nnE1rWgEcVc1tciu+VLXnwpseRg+9rT8AMHeUUwWntMMTy1Jw3BYDAOGz50b1DIGklfDiCtkdqKfb\nmeyabgtXCuaCOd3ipqPZd4vil+tf3hnxS7w+Lwh+Xa7lCjAhVEhCOX0NyQUNRmAravtvnZXG0tjO\nLM9jfa579H/+X1E10ZB7/gL57p/QuoZaCnUcUV+QPFHbJTKONuqMwXLqvZtbRsGeICA6NLazIrnY\ntMw5RISQJotFzZll0zImJaqAFIMglYKvCicbauMsiXH1ELdY4XZ7G/GlTPrq24T3fo5OifTwrq3d\nU8Z1HTVG5L1PYJzw3lkO+cUS3SysIyzzoX6cu3eESMZPFVYNUua9ojuBqGbrXKxNKa8zctnbBEBz\nNgV628L1YAI1wfbCN/nmk+1TtRZkvbBOe5pMu+EcdRyIAkvX8LKM+Orwbcd3zh7x7dM30Bhpb8JR\nakVFyFKQBdQ9uDJr7k62sMuzdW5+RHMx8dTQI1c7E3+ebOawJZtuSBpx00DxFX85IP2C6b5HQkNz\nm5VhAjnX93CyNZhRqfD8ck5yq1TfzuCVgibBX2xo//r7+BeXNKqkLx9J3/wqXO/xeZr5EIr/7BmF\ncyQGxuufMg3vIlopuyeIetr73zBhaAy3Y2CagG/C7Nc3PYw0sF2syf2VpQ5WpQ2BqsVG77naymBK\noEd0vZhf3gU3HKjHCdZrytDbamLRUbZbDuPEBuuUvRbizLknYBMgwQ72oZjdN86RzX6O6PVCwKx5\nbsrQtNRSKAScc2YnHBLuuLdVg7cCZVouyVpMcd94yqKh7QJaG+poVtribRffxsA49LRjYdlZaBRT\noU6T3b8x4nJBDgnyhP7kQ9yUKQHSR48JX/wCYXtOzpk4ZTtYq6JXB1LRW0GmC4JX0JLQGmw0Xmy8\nrrXgiLP9tKV+6S2mp8+JH740++e3v2aFdc7WnXcLGBK1TDjxNF6QNOBDtIa7aylqKxbvBGkX5mhw\njuID9eFddLPAVyFt1+ZocA5R90rLf2OH7odZR2HTLg3OwFJFrLidjP0heWaoNN5+/k6Qmf6oTbR3\nSQX5+FPC80srih4/I33tHSNFmtXjdoIjORNCZ5+Tn1eDvyE2w/8/1+cFwa/BNTz9R3Yf/QXOLzm/\n+11TxKdE+fHPkc9eUM7O8N/6IjjDadZFR7NYWGVcEuId/meP5/GpQ1SY9nuCE8KP3kWOPfl0w/Ta\nPSbF0gRxxtFvIwwQvSJB7YAJ3iA9M7GstgsIgh6PJjqLDmKDPx5BhNQt8McBjzCenFGvL4kK0rX4\n83vWFeREaBtSf7B1hirBd6iD8ZtfgeN+3gcq0nTWTV0eiVeGsy2qhMsDi5RJq4Fy95zF+sQoazdx\n0yFQ04huN+ZKqCa2lFypIZraXhoqgqvGRAg//BkK5C+/g1sucMdKXTm0KF6cde/R1Py67MjHaysk\nDjuCi/NnMXeWTgjq+O9O/g1/fvXvEPH82fmf2jjUCW7IwHjbgaoUnGTqYkG572csr4B2swWwWody\nkzGfEn53sBdRmuDFJSUbNIXgYTgQMjSdJ1eQdLDP5uyEsl7h4x60WCfYRqSq2dDGCdYL8gLq1QGp\ngmsWkEBzxf3sY/yLK7tZRQgffUr6xldN7Ni0yKLFaSGPR0pzB8FTy8HWMoB4R639DMOx7ziIM4Kn\nOFOXz5MDQclSuH9+wTu18GT3jNV2y1fuvW3izSnbZKsU6JbUJuLb1lYfpaIp4aJZLNdnWw6l4JpA\n7UdWbcc4ZrxWS32M88qtViaXmPKRzp3YyH4RqFVxobHvAvButgGOkxWIwf69aDYNkPd4H4khzxke\nc4H9/KW5LeYoalqLwq7O2TooCKWOeBEWubAQR9dGalFK65k6s+42OBTjYbRNw1QLWZUoQkTIMRq9\n74Z/MutCZBwpagJAKpamGtRWPHFGmg9HqB53TNSa0NBBpzZhK4X0+98i/8kaqebtl1INbpUm9HCw\nNUAJZi2OzYwj71HviXm0onG1mvfxdg9obBCnhi1vHDUs7Y6JnXX5pdi0wt9MBhIlm5tHSzFgqFZk\nMk6HdDblqv1oE4/FHWR4DloZ/ugbND/6FKbC/qtv3VJe28vjrXbGBY/bHajrO/hZs8TcgFELMk2z\nnTO8mhb+M7s+Lwh+xVc+POPJ3/33aNqhpVKuPuP+a/81+Ucf077/cxAI48BxFXHf+SphtTQLYTF6\n3P74nEP/FM4H7nk7eLVmfNfhf/QT/M+fgSjN80uSOuT+BSCU7RK/aJAeJBqAzqcMw85G922LP9ka\nQbDY4enHaRaNTdbleevAZTIxmU4FFyv5YoMTT+dvaF4KwSYLTVwimqk5U6RCaCEIsljAWPC+2uG/\nn4xgKGFWxIO0De7OBa0TtAYyFRXFrzpkTNThaFAisrkous4sgX4OxgE7eJwDUdo//78IHz4GlPTZ\nC8Y/+y7Nek2t9vK58dzbjlIp49HU1MXEbaVkfFzYBCV4OIyIU74d3uF33/4m0i6QcUSHwbQfOePc\nihDiHJxjh4Ybk6XfaYTlGje5GRgjcyedTLyWprkIVCbsRe+7JYwT4S//ju7JM0psyPfOmb70FqFp\nbA0yTjRta9Ci/RGaBbJcoVMxzLDzDOMlfXqJbz0lj2ybd5BxshfndjPvcMVsoIvO4pofPcT97AMk\nFSKZ+vABQbx9v+uHTP1jvHjUO8LZF8DPJUIqyO7KOrf1ElbRnAlzgqQXmFR5++wur6/PEfWEtsX7\nCLVHCuh2i15dG6uhiehmaYFJXYde94hmumHktc2acdmyHgpFhJIm8lgRqXBi65JeDlweP4DYcD1+\nyp3mi0TBJhEBUmwQFRPkqr7aW6O4lKmxg1rQMRPubCje4S6v54iKSAyBkgu5VgRoTxo72G8mK4DU\nEYLZh32zMEHgODDFijSRsuoYc6VzAUbFO09LJHz5C4w//QCtSvjSm8j5GUOa0JSZxLHI4HFwDMhH\nARLU1yt5e8RLxZWCjDOATBzoaPTBUKk5IjqZ8HE/oOUSWa7xPlK7gIzZ3CbLGXF+yKarOdnYKmLZ\noNd7BG/O2VJR7438WSqaFZVkh6yLODKhemoIlGrRx6JhjsuOlGmyPzcl6lQQTciqxflArQl2Rzha\neBwhoCeP0NOHljdQYfyKwdDiOBGy5cr4ABwNQqQAd85sMgSg0xxcZEJFrbZi9eKsSG9+GSfEL/f6\nvCD4FV/D8x9RpysEj6hnGp7ByQkpf0z2nuAcQYB+QinkkokakVoZ057rlz+hCKiHJ39wzoN3FW0i\n0+99C//9n4ITvPO4kgmPd+TTM3R1k08QEW5iixV5eQ27F0hwZusLDtd2+DzhXl7aS6Odx8m7va0c\nkhKve5ILZAeMI23sDAyUBppDRYOzij31lkngTLVLNFa7akVCwGZ6BarH60AmUO6c4p89xzlPuX9+\nu0fM40AKntKPBJS4Whqc6fklLjXGOnARzjobbd7u0k2QJlOP/+SzWTQk+I8/tQ520ZnavAKoRQyL\nrSYIgTrO6XA32RF9wT+dbB976tDDYAfGOCFNR73eM4lagA+OHCYcEy4EpB9Qyab2zubzh2pWMJkz\nE1qHybMNVKPvfch+PKDbDfn8lEUbaI49/mqPBk8IjvD0GeWLjyii0C3RJhI8hH/82H7OtmH8l7+D\n3DtHr3fmtb/6jOCCEQ6jJ6cdjfPINKBdy/S1t4iPn1ObyPgH37C8DefI/+JLyDiSoiLLBdInSImw\nfMjyrVN093PC6iF+fWFujHTz+ScLhHLO9sA6W8iGhERH07QE8Sxa0KrIoDgvcHaCLHrTU2wXiPPo\nqoX12vgLTYSVUgHpOrqupdPKceHoXSGXRA0QnSeNEzFG+nSNW6/Jo1Jc4DrtOC9bHMpxOJryfL2i\nEaFRBW9rDMTEbHHd2WEyJtRDWTZUlmgR2tUCtzvQjb1NxkK039s1iM5gqGNPE7ZUV9CSyPsePxWz\nT8YOVJCnz40xEBf41YLrY0+pGbl/wfLLbxPXG4jm1ddU8MHWeccpsW4j4acNxTtKOiKPPXKGwaiO\nkwGDckHdgOZEqUI9JESThRPlCXc8AErVCdYX+ONcRIzGImDRor4z62kMUAtlGEgOO6CnRAzOmBF+\nXsP4QE2G9WbWCBJMQ2JaPaGmgeri7I7KRgENFR+dCXOzUheOOoyGZK/gmg4dxpkI20GYT+6CTU+q\nxX2TJ+obr8HVDpkSdbs1aurN5T20mHA3T6brqZniAj78x2l/v8nX5wXBr/jq7v0WrjlFhyNkpdm+\nwTgU+jfv0zx/SSrZQnweXhhYxJlaXZwnpT0OPyvxgTtb9NFXQZVJI/raHZaXB4p6FtcNTdjg/v4l\n/RsD8QsX+JKoXnA5EWpF9nvwjopHNXN48vc4/5Ctv2+j7FJgGI2A1zVU1yBpQLwQvEdrQYN5yYOf\nFfkIgmFJBW/CpjYgvrVfTwkpYjs7D/gW5xvq9ZEw9NTgcA8uqK/dQZ5fI9OIes/ULcnjiETPlBNu\nKLb+iLNv+abhKTdhJ9VSGQdzQKhz6HJhccaArhbW/e331lG0MnvcjWNAE5Hi0GVLvd5RndBk8E96\nUyerIpcjvL21/SdK3e0sW+DqaKNur7jjRG0DzQcf4j96gjohvfOQ+uDC9pu1GrHOz9a3obcM2a7F\nf/QJ5dOnBAdc7tE2MhWl8baP1aY1F0Wzojy4h28CdbXCe4f75CnxR+/NltQDzV9/n+mPf8fCmLxH\nYmsC0qWtP3zTIEUNKRuU9Hu/w7jqUFU0WTcvw4TmYrbDKRvfou1wXYcsN4SxxTUnt58/c9qeOLEp\nzU3ehxcr3vp+Dr4SKt6KoXYOjhGxEX+aDJKUZxujl9s0QMA++0UzI2nDKxhS2xhNfI4pJnhkNLiN\nU0/Nk2lIHDRHKHlE69GKljkiPC06ongUsZWAyEyDdLhi329Rk7bIYoGUQp4mGnFWaHmPtqbJqdli\nkUUECcEOuDJSx0IoSkoTQSBdHnApEbTi1BE1cdwFsgc5O0GDZ2g8sYlwHMx1kIo9T12HVsxLLxAu\nL5EyosWTBqE0gvNq43HnCQpSsuWTYVOvNCViHVFx9jg7RznucMvtzOgIMGsvdenAG8fEzwGOiCen\njK+VPHliG6nTiHYexQSuMuc9uNiQVakeC/3yniCC5pHadMiyM3umWKZLwFFF2A8jWkd8hEUNtNEs\nwHQzcltnrUivyO6Ado4cM4URCRAe3rX3qCi3YW4ir8Lk+tEGdXOYk+kK/vkxCODzLINf+eXCgsXZ\nV9AhsTj9Khdv/pcMBdyDM/KD1yhdR/rS63RfeGBkLnF4H5BxwtfAy8PPKbUwTkc2csKiD/gpc0wT\n+eyE/nTLdF3xcUloW5xWwlTwry3wAt5VMxw6QaaeehhQUT59/Bc83v0N+yd/i+8nFtu3AJDgrfJu\nGkops5gKo9FVSL7a/x4Twc37YT93QiJzFoLYmD1lNGW8d0gTDF3sg3UMh4Haj5TjhIrDTxk9WaPn\np9BGxsYhY7bfH4LlI9xY59oOWcx5DsFbtz4OSDFE7Y0gqJ5tkGGibpaM3/qaCTsrrw6Y6/0MXbE9\npwaHE4frOtx6jR8rvJyoqSLBo4eeuvRIDGgMpMZRneCSos7+XOlawjDR/PTD2WaluF1PvnduMJq2\n+X/Ze7NYW9Ozzu/3vMM3rLX2dIaqU1WuwVS1cWG7aWMc2kmTdEeoUSQkcoMsISsIWSIXTEZCSFxw\nwQVXgISEkCIQKBJCcpMb5CuSVm6StBQ3nZjCxuCyXR5qPuM+ew3f8A5PLp5v72N35wKULmN3/N2c\nOnX2WWet9b3f+z7P//kPqLN/Q27fI7z+FrI18lT42uswzSTNhMn8GVzTEJLZVMfdHu06ygffi3v8\nBnW9AjJxnPBv3zVERJYNzXvKresmQxMh0pDynlIK/dzQjhYc4wCJgboUj1Uz0jTWwU0zikeaFvHR\niGJti+usy7LURLiywW4aKwiDR5I+ctnsm2WsM1tWRFbcYUfJ5vfgGlO4ZFXe2E1c3NsyKKxFbcxV\nqqlIwjf4RjgrAuhaWPVI11JFKWJ8WT/O1JqY04DzHaVOzK6lGVv6cIo/7PClMO9HRCuaKzVUnHPM\n82w8n6a1+5XSMs6xaO+K8SYUscyRUgBnSp5q3XL1Ju2TNJsnxphJKRmEv2RwuApxsTN3pdCExiKo\nLw4kUXSYSMsh2ZSKy8Xe8zAvaIWj7XrCNCBv34EHSxT5WUKOR3S9MhsF73GNxXSLD5QxWQedzJBI\nU8blwe6V89T1Bh8s24IQwAv1aBnNtQ3ZQa2V3IaliRE0JZr1Bs1iaufpYAW6qHGNnMH0Rp5uLMV1\ntBGlxJaMUtuGkgq+YiZBzrOXSqkFF4JJN/d7+qLo0cYsihf0k4cJ/8YByQKHRF4DG8zgaZ5wGHpz\nJSVsFkRxTlY0azUeSAi4vrdC+Tv0+m6Wwbf51Z6+m5vvfeKKpOKHgeQc/rFj6mPHRMECYlQIYUlI\nHAb0MHAjvsBFeot1PaKvJ3gXcLFjReHiYqJu1oSnHeUrO2YpNE7M5hQW979wZbBTb5yiU+aQ7vBQ\n38AHj7TC+fkXOT35z+DkBILDRcwsZ86Wa379iLwbEVeJcUXxQqhKHhPptEe8I4jJv0QEFxt0ntBp\nxDfLQzjP0K+ML3C+Q7xwaNf4YUtWT5FIm03pwJToSmY8HGC9poTGaApNizuNzLla3HH0xIs94ZKE\nphiJa4mTLrduUN71BNw/R5oGGUfrQFjc77Q8IhSpAtGKoVqRUil9JOSEqxW9fwHrpeNVZQ4CXcf2\nK/8r5a03WN/4x8RbL+JTQaKYUsH7xRtekeMjC3Mqij/qIWX8199A0ozOFZkytetp7j1ES6Ik89rv\nVhuomfr8c4zvf4/dy8ageF+WrAPvyc8+SfjS15dwICE/dtMc4l67C05xLhCefgp/cTB9euuQiwOc\nHBkK0AU77FVRTZZ3sLLNFRGkZFzobRasBd3tKbuRsmoJztwHc/QgHi0Qjo5wsngrzGZQdLV5awGE\n6JSy26GyxnUNdxZf/Bg9WirbKXGKderiPLrdwemxFXVtfESu854AtD7gG6Wq2RYPw0RYUISmv0UX\nTsEl6jRS+xZ3/4LGNcxgZMzdxINkah9y5XojJuftGpOdjomgBY2BkhQni3ywYpLLnM2mm4C7e4EM\nBwu1wuOuHeO9JzkhlGqcgJTxXYMXh+z2kLf23a0iIbQcqMiYafqWlBMuV9yYOfKOWaxQj2qR5zxW\nEX8XVzzaZDS3qAvESyQsLG6c+xkab3wjH6wQOT2mzoFaZ7hxndD0Sz5FXtCXztZxtUIArTjv8MGT\npOLjMrYbJjQVqgOkWCLnKlAvdvj1xu5XWBINtyNzSjjXMFPxCjLsjBB6scMNiXrtBOnNcVAdNq44\nPUGblZmQXRxsxOA97rU7lmLpHLpe4bZCDUvhJZaoyKUl/GU2gvfLezI0SlNFfLTi4z/R6z/dT/ad\ncF1GIgP0waJZtdJ3ZjFbnCNqpbsk3SwVK4fBdMnO4Uvl+OhJZGWHWFkOr3ZWOqkcNLE/raye7ND7\nI9VDefeRLXofoApSk0GrFerpGu1b6gNoRnP3k/6IutlYhkDOeArSBFwTKKlQpx2+jVTfIGmmKYEa\nAllMilWdR2ND1IpTRUpeEuoGpkkRqnmJbKx7ld0d3F99AT975HQD/WMkFdpxMogxZWLbIEdH7HOl\nhhbfOQ4JVtFRNg0itmnl7Y4Q/AJLY5vfujWHvnGCvDj4LUlz4hfXuMtNoSxwIxfYT6EAACAASURB\nVCyOelY8uSZShz3lqQ5ePYde0Wst4Wuv4ceR+XvexXb8t9z/4r9CS2V68GluHv8yfvUYdSqUdz2O\nf+MOaCE9/5xBu+LtvgKy3Rt8OyYoir/Ykt7zbigZP074GAgn14yY5xfjpMNodrCdwHFEpRg3YzY9\n4/iRf0J48y41NujZGv/6XeTufTheM7Ue97U3DCLPnlQbuhAM4vYZxTZ5rRWdlVomXL/COaGmhVsS\nIhId7PbMYzYjl8NAcQ7feDOU6RrEVeo0m/QxJ1OX9C2sAjrPBlcvIV0CBuW2DVIFFKbdHl+SGSTV\nZJ03i859vkT+LCuDg7n8IRBig6jF4oaXX0Uv7qBnp5Rnn6Q6TycVjYp6Rz1MlH5NFCVkhU3HOYJ3\nwUx9Gs+IsI7OkA3vIdZHypZGcUMi1MhluI9lSjQmmT2/j5aKrCx/gFJomoi6QKqF4Cu5WeSMrTev\nDPFAxceWo66xMd8mIlQqSiozYZ7w3tMcr+2QL2b5rccbZDci+z0udJRbj9P0K6QsB6E3RU1++x7u\n5S8ScdSbjxOeewppAr47Ba3MwZN3D3FjoqkBOThwmTA48rEHVVzJhvKpEkNjHfZmw/xwR1BD++o8\n4BTcpPb5xcPxMWHO5HlCXaB3Ys/hufFcQk7I+QW67qANuO2OfnWduvLk4JCLHet2ZYX/YUE0Rozs\nGwFZTKsuLqhnx0aIzhlpoyEiLAjTZRS92NizYgjo5XiqLsjoN6kMLn/+ck//DjUs+m5B8E5fc3oE\nQ12maXlvFXNRLn3C8Q5iWcxIKn2p5JxQlJIy4g2qlVqpOVF1RtTbhug6ShVab4x8EcGvI2MulP0B\nkcqdxwJPvfcZ8jQbxBqCdQQh2EMzJogOF9a0mrnx+A8zvvnXiO84e+yHbUYYl39vzgQRii8os8mD\nJBK7NaUocjigTvBNY9700VvIUgjmra82b56cjRlMAVhot3t83xJfehn34AGOFXKxJZ+c4HNCnzpb\nHPuAqVosbmjxNUOyOW0pio7Z5rxv30Me7qwOOFnDtVNDCK5iUxdodVh8B1xEB4V750CFS6hfBfoI\n24PB1+It3GiY7NA+jehFIn7uZVavfM0OsVe+yt0XvoDDU12lpLsMb/4FzTM/ClOiXj+hPn4dK4ec\nzc6x4BW3XplV9OEAWZCUKKfHoJX8rnfhuoDOGUmjwatnpwZDHx+bv0ReDG2KIK2jrjpkt8fFSHn+\naWP5v/m2ed9Xhf3eitGTIytMthb+VJsGnU3WCs6KJ+fwTW+yMFU4ObbwGkwKVseMjpkUDPIuRU3r\nLi3+Ym9r7zJtMS9JeKL2jPTtIsMzFYbmxZIX0P2ea+J4JSVybAhFOTuL6DCbDLRpLKCq7q/kgMzF\nXjMlwJF1j9w7p/nC12m/8gZ4pcTb5K4hPPM08zSR53PEQwiVsFnDdqLMM6FWXBuwlaVoLvi1e3QI\nLO6Os47G5UBtRq8Lyz/Y4VFTwr91h+alv4V5pt66QX7PC2iIpq3XQttGm1HnRBkSIdgIir41/4l5\nRkIgRsfceHTO1MOWZp+oaqOKIO7RIdW0MGXqpoUnb0LbEJO5UpZcKQ1WZF/sqV/9Ci4Vqq+4229S\nbxxbwmcpzK6iBCRnahrIqSMWmLvOiIxTIMZCrhltWtyc8STGDGD7QZFCzDa2VFdxISKhXwrvihwm\nYsnkMZPFEYMQVUneU3LCp2zyz2gukm7VsxY7qF1/bB4d291iFOZgb00EvVBPIwwJDZHmZEOuGeeL\nGUldZh5c9miL7LGoGjlXBJ8LdX/gMurcxQVB2O3s12E0hOEyLOwSSfgOKg6+WxC8k1dabFtVDbZz\n3uaaOcPsYLJFR5thtUBVYnp0HSZSnW1TE5N7Uc0rYJILGBKSRtprT5Jnj28CNA45bkEdxYG7s2MV\nA9UvEPWcrPNaAlboWiMJpmxdWS2wXuMOB24+/iG4/kHUOWqzMnM8FNe3uFSpu4FSRtj05hOQBkRa\ns39tW0L0BrU2gbo/0A4zulkj687IZyi1Cbi5oCmZXMw5M1WaZ6RtWeXChCDHK9qjxhQC6x6dlqCi\nUvFJ0VShCHJ6TKjVHPtKQeYJv0jdZJyMYFgr+GYJvlkOnE1vrGTnbePeHRY/5AVCvHXDRghpsnvm\nC+SR5tU30NG89DVA3D7ksmdoh0Q7towJWu+pvqFZP4Oqw/WddcaKsZqL8SmulBBjQuaZ/PRTcPfC\nDKGON1ZUOW+f9+Y145Qs1sE8OF9Y0Yvfa/S42OE86DAgoYU8UVOCKeOmGV2vbCOeJhpNzEcralXE\nt3TrFXWzgnlCm7gYWy/SQ8uEtWJWF/bmPFOxQklLxlUxgt044NqI7HbUIqbrH0aCLId4ScvGWa3w\nKhVdGVtdLwmBxTZkB9ySirQOKUrdTxCiycHmyUiHYrbNnO8fIQ9g8+rdHrcf8fsBtLKqnjEp9Y17\n8K7nmPMD6nyBjy10wpwnmpNjpGa0bVnlxKEYN6EJjk6M4FsFI+blbIXVZdphBe4/MI7N8caUEKkl\nfvlruJrBKfL2Hco/epbiheqF4NQIlws6It4S9vDm3EeusF6jmzUuJ5p5JJeKHwuiBWkWV0vUCoF5\nMa5qWjhdCJjzo/wEkYKLEXl9NIO+XCyt0y1yUTC/iXnGrSNpb4Y/ZS7ovXtoOCLPBVk1pKHSeo93\nDs3WNEyTUn2wWb2L9rnLjI+OOi/lVZ0RDbjdDnwgq6CzZXlMTU9TlSYERDo4PjJeSgzU4w04Z916\nKdC2Jj91zg7niy2SCpwZd4HOo71DN2uYi42LwsIzURYHUBayq1CHwbw/homiSnZiPMr1xpb8dmdF\ndS7E3YisjMSoRxt7JvrOXus7yLPguwXBO3ldprHlbLpVZwY15ApToOaJXAt+AK/pEYw/Z5KHIh5N\nk5HugsBcKG5CVhs0720NjxPd0XWqU6RbmZYbweeEd27R/9o8Uu49MLlY24Bb4FVVCz9xix+4gvTd\nEoYyAZZwqL3ggknAiAGuHeGLGfawGAKCQ0Jj8+ZaaUqhzhNhmhFxlIuHEJQsEakTIp4y7UxipxWX\nzUe/3DjFv3WXSMKfrEjXbKZedzuYE7NEat/hhpk+BAt82T6gHS/QTUezOTGNcRUrNIqRl+gWvfQ0\nXuUP1OJQicbCXvgC5BkZJ6Rp0WlC9xZiog/PUecJ3pv1qTfZpAwjtSh6fAx3zhceAdx88r/FzU9Q\n0z3aJz9If/37zbbVO5MpxmAuh7vR0JqFn2CcDrWxyvVj6pStW/YrxC3EzIXxXSswHoxncHhodrqr\nlVlSixpitGjAK7IgSBltA3V7gMfOQIW6bll5Z3PdGNG+tTAnXbqmeTHjweB7vF/IofrIo0DVvgcc\nLiVbuyHAfiCOBWka2vtvLVkKjvLs9QWxWRAIMNOfnGGzMkQpFxj3SLVuXIYDogsZM3rr/ldru7/T\ncGUQZMoQb5u8dzBlZEwoQjndEO49RLIx1UtR6muvUm401oUCtenwX3kTybfhPc9D7AkIp91CgHRQ\n5oGiBa2VnDLN7PGuJ2k2n4Pzc3zskFSR3Z7at3a/Y2McjFpMZbDZICcbvCh1GJjzjGolViOX2jhr\nKZguuRG5gHg8HnwlZUX8ytAzf0naTfZzl7a/YiMXI9wYWbBIRf5ngZfFnt93PUfQz5Nii5yuKCtg\n+8Dsxi8Swgx3Mt0X7hDwHJ7xuGsB3Scbo507tDHiaNO2SNvixTIsVMUcILsOppE6LdJNVXQYbCR6\n7cxyN9Y9rFpc25rZUs5m0f7up0yxcYXM1G/+77DkZVQ1JPKyIDzamCJkMZeqw2AZFF2D0yXVNLbL\nurYC13hEFYbBXBf7zuyo55nsBE2TJS+mmVwLYRhNcjlMtq7nZI1g2y7ky29/IuJ3C4J38vLOiDey\nPKDKMp8q5P3EWGYEYa5KlzxhtYFpps4zPnoCQu4DJStNBQkOxFPraElguVi3uh9xJyuuIn29wcxn\neA7ThJtmNq1lf8swmW2nX9QCKdvrOG9SN1XLRW9a6BeN8NKFVjXrU5ky9fY9aIVyEpEkhGaDaxdb\nXqwT8Qghb42lPllhU8eENqAiNGRy11BTpZ0TMg9QTduu10xSVa+fmRTvYouuV8ylLv72lSpKrjPt\nNNiB0LRmY7Db406OTHY1zZatsFm+n0stvHPk7YE5Wyfk12tcnszlbk4Ww7yoHg67Pf/Dgwvu7Cfe\n7ZSf2kT6ssSilmpw/aanPn3LvM5FqE/eon7g+zir30uZEyk6RiDMM03FxhfBuAuuN1c6UFy/HLol\no00wEmbXG5HPY8XAxtjTFUt4yymbHW3jmSho6xFfiKXQ5PyoyAgOLu2cNxvqlVz11DbUOSOr3iR5\n42BoUozw4KFtkjlDtyBZlyOwXB6Fz2Q1RUdRYtvjhhHtPD4XtCb8Ww+vOjnagNtPzJs1aQn86Q4H\nK7Icdo+qGpmzVBhGZJzpamVeZGW9j3a4Nks4UFJoQKrium6RDBrRTVuFZoWkmfzELWSs1O0ePTsl\nna3wuwP5NCAFKoXw2c9yfNt8CcL9c6b/+ocJbVxQHAfzSDVGmmVJHGaqb/ChRTRScYR2baFhXu2Q\nSAXXN8wvvkj76c9YkfvULcq1YyRnJgqJhAuO6HuLXq484rOw7COw6PxsP/A1oU0PhxFWDSEE+15q\nRcbRCpjDwRCh2CxwuM3JZVtxL7eAUPUIf6ej/DcdLgr5tMM/PEAuZAZ8iUgG91cP6AeLtS5yYHr2\n2PaMKVFXAdWMTjNEwYkjukzOhqy03jg5EiJu1VOpiA8Wd52qje/6Dr3M99AB2WyMHzLNME1o8PzN\ny/8jDx/+LV1znRdf/Bm61Y1HnXjwVgxGK9yuzKS6domYN8dMp1Yg6PlDK76XZMjcmEuhxxogjRGZ\nMz4PIKai0uTIZULyiE57wpAJ7drQqso3yxfr5V793YLg/9+XvxwRFNKqox4mXEpEJ6RQzJgEoIeU\nM2HxEpcjW1ihVCRFNNgc0qKAVxQy1Y/4ZkWUlSW3NUtoTymm594dCKocNxHuPTSyWgRNpmknVAut\nGUfbyFedvddgG72RFpf5o4ATMTJVrsR/93nCa6+BCOV7niJ/77sJ0VlFvFqMPcSKDs09Ml9wFRDU\nt4gsSEmtVpf4FmaF/RbnIkyJ8sRj6PERNQZ0e4EcHzPnRHlwjiuVvO4JJyuqeAtH6hwaFcnzIiFy\n6JM3jXMxT2ZKMs82JvQOLYkkjtmblDJtL3CrFU0b4dopup+gCeQm8q/Od3x2PyMKb2XhiVT4sWtn\nhIu97dF9R75+TPEt+pEPwfEKL0LIGamVIQ2obxEgrdf4MVno02WhGBtc68g5Gyl0zoRovvXqvc0o\nJ7HZfsqAWleszjY+wJWCSqCUShAQEVIpNAtZlJIRhCrFzICmgxWB0dv30jno/BIx7MySOHiD4oMV\nR8Z9qYtuz1NLJXzpFbRr0eefQ4aDefz3nTlTNg2z96RxjzaeeBThYUIbQZoGXXUMCuHigB62HLTQ\nnRzhXGsJlUt0MN4tro2OJgaiU+uC64JWpEKhwLVjI1Z2DZli975xxIRZejcNPBFxRZhuXsN/6WuA\nwxUlxQ5fIu3JTWotdAdvyBwFOb+g3L9NfeJxfK2mgjhMIEv4hGDQ9zShGaRtCb6FdYXtHrQalH28\ntnHUyRHTv/gh42/0HTLMZHEUtfWixytyKjQijw6WGK0gBJiHhaDYoXgTaJSKCwtv4HJ8MVtEMimb\nLNM52yNqXVAEwfURwogRCRzaeNyNaxQyMhgKqeIgw+Q8hJamXJBbJQ4Hut1gxmhtg9dKlmrzdR9J\nIqy8s/rbO5wIpekIwwgFWwPjCIq5/4lgMcOQj1ZQKtH7xdVTbB07xxtf+V94663/HRFhHO7xlVf+\nJ1588b9fxm1m8c0wo02zrBtBu/aRlFCL/cylJTJcFc1pHJD+xJ79gxBhGSUqxI4q5uzpfECPGri7\nhzQbUtB4G12u3SPkzC9H7GUh921+fbcgeKevpqHoRNKK6yJZBB1GXCdkn808J3ic6wCh5opINgti\nB2HVWWaAqnWsqdCuTtHjtUX85mILUVlY8ZcLT2326pxlxTvrDMWJdQrzZMlwTTR2d1VsjusWG1MM\nYr+cfYnlmLvzLfK119BgaoHw1a9T3/f8I2buPFvYySWM10Zq10Mu1C4uWucIzkYkTgsuu2UuX6Am\n+/tDhuveZIZNRxkT+bCjzoXRO1rx6GHCXTtGbxxTtwdkP9p8/SgYtN7EK4tnnPDGsOWV7dvUufBs\nd8w12it/fecD6s3QiLNTdJ3IOUMTGLfD1YYkKDscbNaMT5xZoqw6mr/5Mu72fTNzeeom9fp1CAGp\nIypCfPlrqFbqC88ZHF0NEdBS0cWqtVbwiz99FXM29H0H02xx1XExAPLhETxaFUszEKTMSMpGsvtG\nMuB4gNggteBqRIP52kvXUL2jkHHF/BNcXODoVWe/hmi7RHSPvN2BOia6/+3TuDv3ACV97U34px+k\nrjpDYaSlnmzwpSJJqWVgPj2iyxVyRdeOdPMG4fYd6ygbb6FCpaLTDtmcLKhDukr9IyxF6hJuc4Vy\nNQu/pBQIFsXsQkCckeVyLYRUFyMdT9lsGIYRefIm+fYD2thTnrhpRbJOOBeRbkXdWudYmsDUdbgy\n4rFDXZMipVLnC+RsQ+h7wogR8Jy3cVvfUdvF0yJ4GGaqmorB7RPSd/actpGqSnDOCpv9gBZBijeD\nrEuVTFggf+fsMEehJmS7NXKszOhUUMm45gZXRldVkVVnf/diuyCDFfVCDQn9UMV/UfDFww8kkAYX\nVpTzB+TGwr9C9siqRVdH6K1z3JsDsjmlfs/GFA1aqeuGVCYLQ835ym3TN4HqjHeS+xU6zwQtOBFi\n16HDgGqhhMa8HYIjjosz4MOLKzUQsTPb4vN7hBJQZxyONI+POvGSbe9wHrKiZ5tHJL+F3O26nhK8\nfc/VTKJC4w2dKjYicHfOke0O5xz1+rGNHuaMqFh+WxqJrUdOz/AuolrReITHozE+KjguOWRNfEeP\nmf9Y13cLgnf6co5yGcnZNBa3GyMtUBFKEKILtLGx6hRgu8dFT2iXOf9htE7dyfKSDfnIuhdXhOqc\nHRjTvBAQxdzncrFuIjo0WPev3mJ+a5pxQSzOGINZdSqW815HI960PCoIcoaSKd4RYsSlkeqFEoKl\nCgaB/YjMmTplynqDVsWnhGsDdGfGRq8LT0IWIpnMFrIyZogrO8zUUuEc1ulWVcqm5/BgR0KRZsU0\nFm4cWeFS1y2+miJAThoIjVmZtp3N9FB0nPnSw7dxpeCD56uHB1xrb0AAwfzivatXxjGsV8v82fPD\nN6/xtxd7HqbE48Hxz6+fkjtPKTaXdrfv07z6FnOMaEmE129Tj48t64DK6tMvUQ4zjkq9d5/4X/2z\nq5G54u3gLgptR95dWFezQLsHxHToudJS7T2NFqTkNmtqVny/ovoJHk50JZMutsjxEfFyzVxGNcdo\nRDUCHOWlZqxmp+urwbaCHR7O2X3oWptbs3wvnTnRudv3cHfuX3EM3Otvop/f4PqO+tQtCFBWK/Ps\n7zvqVhGgvPCspdGpx+dEStk632Sze6JJG8nFirpcjUfgARfQrBAXMqVbpHxpBg0mWuiOzEMhOPRg\nEkNxgnYRaTvwkSxKaCLjjRsM3QmzQh+EWAq+RjQ69MP/GP2//4Yqlf2T15GIOWROE3FeCjbvkPYI\nycEeTU0wZsomUNIEeY9vVpY34RylHJBhgnFgmgZ88IR1R0kJ6SLZVVz1aC5E1xgHZFp4AG0At/hc\nlGojpn1Gp4kwHNBswTuWdF3JZY/EFXmecdnCtGLfoud7k84dDkhOuPUK3uPg+XExiLLDbNLE7aBk\nnelCwxPrI+rm2NDO//JJ5LU9uunQWyt7BklUr/gqpmRykZArmkYj7olH+qVAX/Wox7gDuaB9RHMy\nkmxOuLiGfIBxR9ptKV5odhO+DKDC46sPcXf7Jbbja7TNMU9d/88tgEmgDBNSlWYx+SJVOGrRccR9\n5vMW/f3i8/jjDfkokIuNL6aqtIcRcYq8vcXfe2hmRDHidiP1aG3P3UIEdr5F82wSVe8RzC9CKwvH\n47JAlUfuqZdqs2/j61teEHzxi1/kt3/7t/nMZz7D4XDghRde4Gd/9mf5kR/5EX73d3+X3/u93yPG\nb66mPv7xj/OJT3zi//X17t+/z2/8xm/wF3/xFwzDwIsvvsiv/Mqv8P73v/9b8XH+Tpd3nlytItZa\nDR5zjr7vr8hhJWdkMcwxN+KMq0u3FgLxcy/jLvbo8Yb5X/wQLgbkaEO92KFzgursYAuOOk1QE3rY\nohKh6wgKVEHXLXm8QDzkPOKmjGvWZia0dPUVjw4J2hW4BYpcmNNu0zN+3wvEL38FaVvq88+Za9hu\nmf+KUA4jXOyRzcZCSrpgsj7/SN8vF1suI2vTAuVpF0xRLQ2xddQyENzGHqgi6OljOLlA9wMuOsrJ\nCT56Y5w3xkJWH5G6bAZNsGRDVZTZUv6W2ao2gX59TPGOmgpelSALOU6cdaXB5ubv6Tt+9YVneWOY\neWHTsYmO6eJtuNjjdwco1rHHeWbuo3Xpw0RwHq2ZcPec0HaoKPF8JF36KqMG4V5c4PcjWivFC06q\nBQTtEr5pjKVfhHTYExvrDtlujTty44zaRsJuhxNFukgjfvE1kEcddJpxb93B3T1HNyvK07dsc8sJ\ndgdcsvharp0Zh+C1t8yfwXvqqjVo/tICVjDXQSc2ihHFbwfcm3fBC+V8S/4vPkgolXkcoGnR41Pi\nbmubflrc+Eqm61rmaTJW+KYnqeLanjDNy3pxiCja9QvEW42gWxaJbqlU36A+EtYtOieCb0j7gxXF\nCj52+HX3SAqWZ9ztt+lfe5umQnr2WcQ1SNsT82zFWd+T/8mLHHykzCOSC0EctVbqujUIXmzchDcv\nAoKzPIHpYAqDWsjTZLLDaGoI2e+Zvacer6jVMXnQrkPTTBNbvPNmXtU0C8wvj8Y6KARPVU/VQNYd\nw36Lmyb6caBddWTJ5PkuOkxUGQibmxBnSzAfF5VRrgYC+oAMCdm0yMVgBd/1E2gi5xxwTaTJQvaF\nizpz5By5A8Th32M21vhgqqFabHzvHDoVXOwRzShmECYFi8tuDam6TFvV6ChDQlY9WtX8KZZCfJwH\nVCw4bQ6VOFqQUlPgA8/8d+zy26yOn6FpN5SHW/KmN+vuaWQWT7vqzN8F8P/mM/j750agvXdO+Zf/\njIJa3HkMyMWOLEpU0MEURy5XSinoOKFHK9x6ZRHhTWtkUNdSo4ej1rwqLq2NLxVKIT6yTv7OEBl8\nawuCYRj42Mc+xo//+I/zW7/1WzRNwx/+4R/yC7/wC3zqU58C4MMf/jB//Md//Hd+zU984hN47/nT\nP/1Tjo6O+IM/+AM+/vGP8+d//uecnZ29Ux/l73V552iBMk9GuGqi5REs82PAZoeX88K2MXixXVLx\nvvAK8upbqPdmSvOZv6F86HvJ1VFzvfL89jhUy5KyFihND5gPe0YJTcPBFUquBO9ojk7I44j0EVFI\n80xkOXAW7sCVsmzhAOxkYH5uTX33B1jLis73polngeaXDsawfuwwmEc7XAQ7oHJeZtVCDRYUpEdr\nVMRCgJxQu8b8C5YY0pisw+T4hOb4GC0zLtoGLOOE6IIo+AZtnY07Lq+mwa2UZ8dTvnK4AAfPhGOD\n5Jt4FcZi7fMCPaZM+7W30O2OEhquv/tZrp9uoFbS/mB2tEVxy4bIZoM7DDQI9YmbFOeo0ZCQ1LVo\nTnQhUlb9QmpcWPp1NpTBOyRlQq7kVSS+fk4WoRvN3S3dvIa0RpTkYmcGO24mbUE3p+SaiSIWT63F\n+FhL+EtoPO58T/jy16wAmSYAyovP43cWWoMP5gb3YA8322X/qhAa5DCiqx50Nsi5iRBa0oe+H/nb\nl8kosU14ySABt9+b3W5KdEDN1cxq5gplpIqDkzXsD0iItCGQ9wNpp7i+p0YhOwjeQS0oy/y4XbTi\n8g2SXTVpjMzTgoAocvsuzX6/eDQcGyqmS3rkPBPGEf7miyQ8rSrrr7/K8MJzNCrfIBETcmxwWSjZ\nZsIpFdq+RTJUEWrjyXMivP0A31vRVLvWUKalsKhOKMNgAWNty9xEzhH+zX5g1sTjB+GHTk/AeVJO\nxNAjTWvrMSwFzDTZey9qj1XoqJJI29mcEDdHDE1AnUJfIPRmn10rWpMVx2oIB4h5UnQt1TmLF95P\nS6BXhdsP0LMjNLDwDAK0HtescE2lwRBImuYRaQ4sAXSyFEJKQYKZE82uxblKmGbjl2B+E6Imr6wV\nW1vLpQBTNjRo1aCjGBqz3VOPevxUbHqa4KR7BpFm8W9Q5OHOZLzHvXGApgN0xzAn3MV22Z8Etx/I\nczIr4pJNWoviqMZtWK9w00PK0tHXa6cLQXky1Gq7hdgiUvFdZ392ZEqIut3BXA0IuCTbsuyJ3+bo\nAPwDFAS//Mu/zI/92I9Zdwx87GMf43d+53d4+eWX/96v9/LLL/PpT3+aP/uzP+PWrVsA/NzP/Ryf\n/OQn+dSnPsVP/dRP/Ud9//9fLj8lI9Ng5iSs14/0xrXiaqVWQRcffb8JkAp5v8VNo3XuWm1DmBOq\njjxnvAv4ClU8XtSkjd42g1oz1TlUE0Edk6sUrZQyk6VFXIW+I3TtleSwzNmq5r5/JCcDezAozDXj\n2hUueKbDnraIjSKaHr/d2xSgKjUE028Xwa07YwmnS7b0QipceA6CmHueOKpmfOuunNNEssnYcuJU\nZ7aTQ6TSrTwhj7CzTdE1wUhxgjnkUZFSTC2w+A88d3STp/waxBP7jrS8F0kTTpfxSVysit+4jexH\n4zuowO27lGeeXDp7cL6l9Jk6J1x18MxTlGuWllb3g8XiVsgU8g/+APGVL7EPkfDC87hpJjvrGn0y\nTwWtivegueL3B8L5lhAtGVKGEbfpCeve2OIkkGCBjClBmpD1hvzwgqaaaVdUFwAAIABJREFUoQvr\n1TKKSJRS8YfRNqQ026E9jEYxSRmZs3UzOEOWZLk3uCvuCmlxfouLzt8V6pM3GK6bMsZ/9mVUHCEr\n2jgzO3ICc8bNRpbj9BjA5H/Om9f8flgCpjzRO+r5Q7h+jdIo/v5dWwerDlhyKljWUNcBgyEI2wHN\n1XTo84wrs+U47A9w9wE8dt2UEm2kOMU92BLGQmwDVSJ6mPDB4WtFRcxatzX1i/ErW7NdroLPFpIl\nXWTaD8TDaPScaTSr7zQjbYdWMxm6ZPOXeca3LaHv+Hd37rMHNERe2e14ynueWrcgaut4MbTRGNH9\n3urUYHNwexoVzdlseJuIVHDtsY0k8zk8vI+UrZ3nT52iDpwUXGwpODvMs3Xbbp6R+eHSyQJiqpmz\nfsPt+UD1Qt+0HPWbRyz5S37QpTV0rUgCHSyQyMceCYE5BnuGD3YAt2A8poMytWLhR84QzVaC1aVu\nKbB3O7xEDjLj+ob89DXCIYBfpNJNsNHWZF4trvHMteJTIrzyVcIw4566hc4J7RtqE/DJCsh6fIz0\nHY1zzDVRxeG8x18mMjlHefdT1P2AnhzZnnAw+WDOB/blHm430R5dpxGhlJlKT50mc0UVITtn5lDL\nHn+5h367X9/SguDatWv8xE/8xNXvHzx4wO///u9z69YtPvKRj/DlL3+Zt956i5/+6Z/m85//POv1\nmh/90R/lF3/xF+m+seNbrpdeeokYI+9973uv/l8Igfe973289NJL35LP9He+UlrIPAnJxXT+ffeI\njNc0BtkPk7HgG+sMamyYn7pBe3+PTDM1OPILT1/BwSLegncAaQNIRHWABGmzaICDZx4mfBJkqoQJ\nCnvSIdFfv3m16WvfIT1mr7o4rwlqaghRcB4JzlQNMaAzy5854yKuLY7Wo6T9QCqAVkp1NDlbB29P\nvUX+psV7Yd0RgpBdpPFrGPe4Uq0jVowtXQpx03EWZ/MrWG1giku320A0kl4FfN+b1CwnnI/Mh5Gh\nCs4Jm36NNNHUXDHCw3MQbwfFAmMDSBMXHbLiaqXUamxrV4nHR5RdQlKEsxPQQDk7Q47NElrEIdOM\nlIRIg/Qr5sd+EEEJRZiGPV4EKZWkEO7cJ7zyVRBHfuIxpOtAoo1zFqmhLJD9tF7DvpiyIgSDMOfF\nNMkF9OT4apM2/4uE3H9ghMn9YIVZnSltC9sL5P45cv+h3f+TtUkpY0M9PTFDmuDRLsLuIQxLgFDb\nmvyq6amtx02Rw/uep/ny15EQbX3udo/uXYgLYbQuFr6X5ECBtqHsD+QYqVoJS1cb0rT4HhQosrh8\nLodFjKZ+WNAcqQOuWhyu6ISQLZmyAB7c/oAjwxjQLlDWPS5G3DgQfEO5fs0SI7uOMpsHgDqWOGIj\n4oo0xGKFuAIiala6kgFb//Z5Opp1T6lCSQd8lCuFjc4z4fgIvfcAP4zofkCbwGG/RZnpT07tO4cF\n1cj2TM+zpZKGgKrifCWKJ7cNeRyJqwbvOxoHettsoamFZlSke2Dr8vh4GbmAnh4bfwCFzuzIZTTU\nyO6Ro1N4Zn3Lip9+2XsvvQyW8eGi6YRxwhWl4JGMcTAyFsgVAi44lIhOycjSeTaAkAJds7iGG4Jo\nREkjJsfdjtb6drrmBH//Ae7t++aY+vh1K9S7njyPaMk03uH/r7+kHSp+t6O+9jbpn/9TwFE+8kHq\nq28j40T9vucXvxaTcwML4pFtbR+bz4Zs1mgpqBPcqkfmmT1bs5vOyjRvEdfDIeMePKBOI3lzDEdH\nMIy44yPcavXOnSnvwPUPRip8//vfT0qJD3zgA/zRH/0RZ2dnPPbYYzzzzDN84hOf4L3vfS9/+Zd/\nyS/90i9xOBz49V//9f/gNe7fv8/JyYnBad9wnZ6ecvfu3W/VR/m7XfLv/WaJ0RR4JFFRmxFK06BL\nGEoTGoY+8uD7n7P0uaefpr12DWSJGF4siIOTy+bV5phYJHFenPqCVvxqQ75/jnMe2p7ukIjjRC6V\nNM+2R5+emVdIycaGrsU01FpxfUfnOoZ8QKdMHzfAMgKYB2iOFmnaTD3ZEGKg5EpSZckRMY20CHXt\n0dktrHjQUoniFmfG7hvg+woUqsJLXw/cvfAcF+UH3jPTtIsUrhYjD5WCdi2SkrmXAXl/4OGsZtAk\ncB4DZ95foQaAoSpVyfNA7QISG+LNa8hhQKYEDuTpxwiNM2gUcP0R9JtHXZILV8Wdc0Lte1xuYLtH\nSsJT8LVSmtbG4B5IMx7Bf+UruFxBM+H1tygvfi/liRu47R7NSn3XDVsvomi3xMDuLtBpxomHhzso\nC2N7u8efHZMRalHk9j1Wn/0Csj1Qzo6pj52hqzW6aamv36Fktffa9cyNp1w/YRUdoVmhegK1MJUJ\n8S2uSbhUcPMMoTP6i5hEUR+7znR0ZMDPXKBf3BP1G2RfwwTHG3TdUe+dG4G1WzE5h2sd5MocA71T\nvI9AgT2QRujXVC+2kWezPpa0mO9MivhivvxNAPUGT7eOerQyY6Zq8kDZDagT5hfeRdiOSIjUm9fN\nSGma4dW3cMGRn7mJNEJMUKYZ5zxu0z56TsWhfYS+QXdmAa19b4qenPE+Un0w5ODB1v7OtTNYr3hx\nnPg/SqLkzHVR3re+gVPFFQUP/vNfxH/pVega5h98vxVqaQn2EoFUcXliHQLd6THVOULfmkeIekJ7\nwyJ7154igiwjE0SMqOgx8uClw996Zfr/cXpkXJZtji9N880d7rRwGdyCHpUCF3vCl7+Ky5l6dER+\n5nHqekMMDpmMzKppNLmxethEmA9maz1lszNf9SZ1VrUCchwRFRo81AYuBuLbt/EFmCfqm4Xy/d8H\nfYvemY2jVJX48CGuWvEsAPcfwuka/8abdEv89xw8+QPfayhWaGw0gkLTWUEAhnqImLHWZTjapbpn\ntuCzqoI6Iex30HX4EKh37tO8cRtwuHAHfe5d6PHRI/7KtzlK8A9WEHzuc5/j/v37/Mmf/Ak/+ZM/\nySc/+Uk++tGP8tGPfvTqZz784Q/zMz/zM/zmb/4mv/Zrv2aHyd/x+veLhH/wa9VbPO6l29jyMIpz\ni7f7wiAfTAYnRSkxwspz1HpSEPzRMShUlOgDV0vrMiNhmVdJKrTbA9M8WlGwanHi8BUatcMrFAfe\nsgbqm7eJwaNeSPNMeOoJSyY8DMjbdxev+EA92tB1LW1uGcQzTImDJI66QHSdddVlkaphhC/NxRLd\nkrk1hiBUwTrW0XLWKRaza6ZKi7tcxTYlJ7ggvHLR8Oo9K1Duacdfv5b54LOTFQ5a4DBD3+GGkTrL\nMqO0bANrE8XQ5uiXQ9tTSzaJEAopWaqfa6Fm8jzD048bxyNGK9TqpY204EKkYjNdwSGlMM4zZZ5o\nxBHbDs1Kq4U0zuZO6D2ub8ymdtlw2A0mJXTeyGwl28zeC/XslLrqjZ/hMPjSL+6Q127Abk/Y7pBD\nslTEJqLiKLP5WfiS6D7zOeSNO+Yceec+462b6MkGLrbUhwfU24Fx3hYmcbSlMIwjN0uLNDBO5uFQ\nquKaI9qQqaHBNXHpJJXhsIMYWJVlLToF8RaoMy7KFy/oY2c2198fjKiqyjSPyMkaiwoG13f4nAyN\nOEyUVJHNBiethXBpsHs1VwRnCIRjQSD2cHJGPTvhSh+5H5aCVmC7wx8m6unKPP/Xa1uHxRQX/q++\nQBwn8AF37z7pQy8iRy2h99TgTDIb41XB2fYtZRiQrsO3rSkwlqs6wTUO3r4wYmt2cPeCmgvPOuVm\nE9lW5UTUnom5UFMiPNzR/J8v2X7gHW2tjP/yI4ujY7AxyLgkJ9aCl2jS1IVkWY+Pkdt3bAxHNWSg\nqP1dXRCwssz+F64RabZOHeAS6YiLG2W9bFQMsbxCBi4VTTHgX33DFE0Kfruj1FtI8ETnyMUksLFb\neBGLOZh3kTQldJwILqJ+sgKkbYxEPNhY0bct1UWYB/xsSCqt7Wflkui67uwe10JZdch2Qj1o66wQ\nBbrPvox7uAOB9t++RH7q1jI6GR5xIjQvz/qj4v5KNoiRYbu6YtIL5s7jJZBrsmwJD0Ei7mAOpOYw\nWXF3H1CundqiuERWvo2vf1DZ4bVr1/j5n/95/vW//td88pOf5Fd/9Vf/g5959tlnmeeZBw8ecPPm\nzW/6s+vXr/Pw4cNHhKHlOj8/58aNG+/4+/97Xd7DZgU5m/ua6qMAjsX29ZJox26wCW7bwVFDTsHQ\ngIWYEsTZAXoJwR4OhK++DsNIPdqYb3psiN6jhz0yGFu9jhPt0RqdM2VYDtNcKBd7Yxo3DTovhi4p\n4e/dx43TkmMvyPkF9cYpKVfmagY4GiJTdrQem69HY+ZHInMtlGnEHSC7RSbWBmPKp8U0Bbmas1qn\nDciy+WDzuP2cOR8deZiJ0UJ3puAhVOM07S3SV4eEdA1eBBWPwyFabBNcHsQuL2QtUZN11gJzJTOj\n69buAXXhVNj7rAIFRcXhteIXVYS7mq8nDlqYX32d5q+/zKRKc+0MXvxH9l04T6kV13lqUZq+I6UZ\nwdGceuq1Ezjf2dz5sRvUGycwZbRvkJOVFQOLTXJIibRsxrFk3H5Cb9+l1hl9eI/0zHMwTWQpVK34\neTajIsyk0O0HqveoVqajFrc/oKmwn4Rw/YiaElIdM44mOGODa0XF5tZVwHtn91Irec7EaJ3Pnhlq\nRppIdI4Y1mh1i5vgMsaYs8m5lmfAA5ME/MY4Rbaujb+QpEFXLdqvcGkgSLeE/kS7R3OiaEI7ISQP\n1dYXdTEMcuHqoJOLCyvcbpwZXL8gErob0CqwbvDbvY1MBPz5npwLJSqqGXwHopSaadrWInBLIVxy\nGnIxWVrfL4jZCKXickHVIcyIBLTtqQhr71iFyNC1zGo8CaegF1u06tV4gGG0YilcqjyqfUllQcVC\ngIuLRUmiuHZFefxJZNzDeoVrGwtOckAtlobphZxnO89T4qp48m6xVZ+vuDIm71z+uy770zQvCIF1\nyyIG69dlKwNs/Jmz2YG37RIw1MPaGgE3ZiMKd+3/w967xOiWXfd9v7Uf55zvWVX30ff27Se72aSa\noqRuW7JE2VYk2VYEhB5kEiAjQYASZGJAECAgIw0EaSBAmgg2PIgBIc7EQBDEM+YBQUYGdvyiFFKk\nSErd7O7b7Ne9tx5ffY/z2HuvDNauKjJIAmVguun0ARrk7Vtd9X1fnbP32mv9/7+/dZiSrWWSjCXB\namGHqJyR3QGnYmLDYYLjNbquDi1xhD6Teysops98Fn34Dhoj+TMvQOxo5ssbPotijI5xRKP/ru4s\ndk9PE/5b38adbdA2Mr34DNK1lPr7bbpjmm7NVCy0zjUNuhrxjy9xLeCDaXKGi2uXjv3cK7Hqx/v6\nvhYEf/iHf8hv//Zv86UvfYm2vammx3HEe88//If/kFdffZWf/dmfvf67N954g/l8/n+7wb/++utM\n08TXvva1a5vhOI589atf5dd+7df+nb+f/8+Xcxj8h6o0tz8C9pCVYjdlybYhBk/ZZ9wsoiUxTTsk\nC7QTblHBLYcD/ptvwdk5AvjNJTndgVu3zOaYCswiOp/hxxGdz5A2Mc0M8sHZhpzVwlFKTzkyNK0c\neqvWN9tK8bL5o0ulOiRqu9FFU97GcD1/xwmxFPzFJfPdlv1UcMXhnrqNpiraEsPS6jThsNmrIcrM\nrVCq0nuYCunigmcefcj7+jzjztFo5lNdj3vvCQA6m1ubcxwsuXEWkHbGMA1sdCI5IWZhvlwxjzUq\nuImGlHXexJoxkiXXGWbChzr7855cux6SMzlnowxeMc/rgjKNA/HNh3UOCunRE8LtW+jd2wz7rWEX\nfAdjxoeGEFp8YyCU/NdeY3h0bvP++aymUBqvH/2ue6IoPuUbyuFsBvsPSFFx2VuI1eU57tZt5HKD\ny8p4a4Z/coEET79aMj73gOA8LkbClBjXK9NzeIjZitUMhGAaDydCaQPiOhPsXeGCe9OzTDmZeLMz\n4V3bmY0riRBjC10Niqo2woLAh2fI2JOO17Do6JYzsrfdpNnskL63E3nb2Ex9M5KjFXrskrlGnHLY\nf5t+903rfjRPMTt+lRy8OQ66mQm8sjfluQLNVRKkoP1EGiakbXHBm/5iuUCmZHS+1dKAWjrCvENJ\nhGZhryHbKdcKnAnZ7mEarZiowCkkoCRy16DnF6AOnUHpIvLC8zb3jhEfIsoAopTiyc88TTle4zZb\nEMfhmXuk0Bi1EOpJva4VV9pP70n9YDAjIMzn1lGYNyZc3u/RfqBoxlG4LDs2usP7SNsuuJU7S4q8\ncgiJjVeunTDXozvsB6pxIq5QwNPdI1y/w+Mo8xa5tbS6YJhq96WKiF19blRJvmHT95RpovWBk1g3\n5nEyW2l0dmDy3sZE8zn51ZfwHz6mLOfkV16yZ/KtdwlPznHLDvodWRP5+WcsHKvtYDlH8UyvvEDz\n1W8hRUmffh5dzux9Fq0Fjr1XefgR7uF7BgrrIvIQ0isvmt5BQfMIscVpsUJxnGzk0AQrvF5+gLzx\nbVw/QtuRT9bW1YnxOrnz43x9X1/h66+/zuFw4Dd/8zf59V//dWazGf/kn/wT3nnnHX7hF36BL33p\nS/zGb/wG/+Af/ANeffVV/viP/5h/9I/+Eb/8y7983QH4pV/6JX7+53+eX/qlX+Lll1/mZ37mZ/id\n3/kdfvd3f5fFYsHv//7v07YtX/ziF7+fb+0vf/mI9nv7/xmghq9cJ96JPUTBWpmSoHhF00hw1TZU\nlDIcjJMuNoe/bkdNyRa9jx7hTy8oDvLJEf3YMx8KzCCrmvo+BFM2L1cw7Ek0xNUSzYpvWwsFWs7R\nfW+L4qIDJ3QqDNsDWTxuPNAe1QyDGpREmqwQGQ/IlX6g5RqlKlpZ8+NYT/HYhqdyDfWQemgpOeOe\nXNKmni8s3uByiNyOhaNDZ/Cg3R7/519HFx3ph16xxUrNXnY27pBgdq+JiRnFkLOTwZOkixQRshcD\ni6QRaRp8nqzgUSuEFJCcr9unOow2HrmyXiFEhOIE1URqhNZBmXfktqEwg2jxrziPj9EgPCXboqQK\nJ0tbcHqzmGltqYuvi5ZzN7qKqxObKtoFJNX27mAjEMFTBJxmxnsnlHaG04b9Sy/QLuZkgdw2BIEO\nR5k3PN027A8H1AWWqoSlCQGjwCQFhkRMCfEBNw5m9RrqqKeJ1qXDRH5lHC22QwWXLCtjxDFcHuj+\n4m3mbz2k5IJ76oT9z/4UrXM0PsDl3qy4OSOHgdJ4O0HmAl3AzVo7hccAXcuQPrR7d5wYDh/g/GeJ\niLkNBDtdZtvoNHqkN0tvzpm063FtRM9OyeOEDydMr72Kf+uhbbCf+RSFRFChpIx4oZSEF2+6kquW\n8sGSE80BIOg4QmsjFekHyszm0poKfdeZ4ycK7ewWosqQdlYkqYJX2xN/4afJ3/4Ol10kfeo5yIlU\nCnPEVPvjZPCmNkKeSAebcTu8GUXGCXe0hu3GMOCOCjOyNWKXz4iuQaOn7y/J2dskqp9s1OMryExM\nyEjK6Mbw4xo8brCvgwRtRO/dJq+X5GmCZVfJku5GNyVSxxI1yKptOAw7a+I0kaE/0BdPOyY0BvuZ\nfbbcjCuBrCrEQH7+GcrCCI/+z96g+Zf/B4JSupbx08/hQzDdRGc2ULdcoUUYX/9hpldetCLl9pE9\nuyHC5sLWwv0BnQqyG6rhSpHdgbJcUNIIOBsBjQoUmM8oe0H2l7idaWwkevJHjym37yKNs4J6d0CP\n11UDJB/7TsH33WXwj//xP+Z3fud3+Lmf+zmcc7z00kv8/b//93nttdf43Oc+R9d1/Oqv/iofffQR\nd+/e5Vd+5Ve+xz748OFDTk9Pr//8e7/3e/zWb/0WX/ziF5mmiddff50/+IM/YLlcfj/f2l/6ciI2\nB56mm8r56uEeB2QE9gfcekEJEckJjyN5qal9Qq6tQ1dPu3k1x5+dm582RjS0hA8+RMXx7mHD//Bv\n/yf2nfD07Qf85+ufRPoRGQbzqQN+FmgWJ7DqYHalihWLGu4as6F17U1bdMocNbWFh0POL9E7J+gw\nsOn37KRwz3e2aOSJ4K27qW1DaCN+bjNPuepSjLWzkIupsV3Fv44jcZzo22j74DTxTDQBEt6DONzX\n3kDOdkjjac52jH/7C1zxDlQG26T6wWyYTPhJGRkt1z73ZO9pupmFkrQNPkZEG2v5ThlKxnlHOZj1\n08Vg69w03SxUKTH3kf2nX6R8/WsssuLuP8X49MpC6uIM13W2r4/TzUyyLnI00Xz1U1Wsg7VMSzGY\nEtgppP5Mef8R8Vtvos4z/cTn0XetWCm3OzzG/Q9JcSHil3PSbEU+ukN0vhaBIOtjJNvnIiESyBx5\nE6jqlOH8ElZzk6fkYiK1qvuwoKOMerXwznFkagq0cEgHHND1GejRXMhdx+igFEf7zncoIkgMNI/O\nGS4ume6cEJyNJqz6Mg1NdJ40M0BPW8ScCzFQXICxGMc/SFX4W5Jlnkb6kpj6xKqJtKGeSr2jnNg8\nPUdvAJsnG2QxN2reOJKWa8bXfgjJBWkjbtiRRXEF8v5AHHskVQfKYo5VcNX1MAy1zW6dLcYRyRlP\noPhMnjW4/Z74tfdwLpCfukN47mnr4uWbbpPMApSO8YdeYjrsccNgLX5RmAw8RtsgjRrI52JLiRF3\n2MNsiXqLNGfY2WFg2qOiBNciKZHbgIQGDQHnPWUcTcfUZ5gy6qFsdhaVfrSiTBm52BiAqRRks0WP\nj5FKLoVgBWgA6eY2DqKuadtd7TZUoWDtDiBCnrXIODF7+D5lmJB7JzWuOV1vnCVZ8Ssna/zjc7vn\nusY6PkUJb3/HupO54PYH3MWO8tx9YtNQFEqzRHtHvtwSdLCO08pYIsRAGQ6mvamMCJKiMSO7D3FD\nQpcnpNt1fJfN5jl5j4stITb4lVlwXTSGSZkKOiosPO7JOW4ccFqQUsgvPXdtJ/04X6J6RU74/9f1\n6NHlv58fXAryzTctMnc+s422i0ZvuxLvTJZRwLIqfptIyZlp3KFii4dv5ngtVq2nBI+f2CmgbXFF\niA8fUtTx3/YPecdvmRrz2f6dB6/yk81dym5vaW05Gz1MPcw93L9/veCbVTJUVny+EdjkjHx0SlGp\nQjulrBZ8c7zgn51/hyzCUwT+01sv4vYH6+6s1rj1qs5BbxwVFjU61dnkdB2uU5wz5XDfU5pIevg+\n/nyDLBe45+7jP3qC7kfcv/oKRZOdeHJh+uLP2MzSOc5D4rDfsXzjPWaHxKxpmZ5/hv0iYg15YQzQ\nRQtBKQXa4qyAT3UOHcVOwNuDdS6u2PRdawvbeIBHF8QnPfnOkul2Y8psVUpOhGbJlLO14YsQs9qI\npKkWOqkb3eW+jnLV7Kg5f5cyWW5mubs93T/9X+2Uqko5OmL6mz/OtG4oIeBdwE0Z3e3JaYSkeO8p\nqxV9aHFOrHsehBCr22J3MIRxySa8CzVuNjZoTWKUoQrzUsapLcy5Btlc9mf4kxPKsCONB9Z06JCI\nzQqtOoOhC2SZcfLP/w1ub0wDDY7zX/gCzfqEWdvC5baGBtVnZVZV/UNfO2iZ0lYLZikM5ZL9oz+F\nMtCsX6Lt7nE6DgxnO4NNBcc9CTRtU4O7bJ6tux3l9ALd90jO1uqfd7Bemdd87E0bIEKWZIf380tC\nOzdXxXaH3j6p97Gpz2UaTaB6JXQbhvoMZdL+wNQ4mjcf2sYjzor/H/0ciYJmQ5NrEGKzRrY7dDew\n0WTY76ZBm4b1mCva2/RGOSUEKOIomw2jCu54TZsmNAQmP8BhQsuEK0rMntxGUufZtBMgrFLL3HWw\nHczmDMYDiRG3miNNRM4v7Z4eE/Q7yq2TSi8t9hw4MXuemPbDeV+jf8cqlJ5gPbf7Gii7HVN/YPr2\nO/ip4DLM2kj61PN8lEZ8G7gda9haZV+4UA9RV7ZHoPnnf0J45z2YEpoy40+/Rr59Yrqo1ZJJWtxm\ng5SC94IPeg1BKiIIGRmzdTRr+FX4839O2fWUnClzz/i5v0ETZrDZGza9bdD5HLwjxoA7u8D92V8Y\nZOneXRNAHi3xb30HhyJBEOdIzz9t99f/hcL77+O6e3f1//h3H/+S5T+wyz18D/f43JT1ZxvS0/ds\n3hcNqcowUJqGrNZ+daVUnV0k6NKii52DEO3UGhqjZt0BymRJdhn4oKHse6T0+FDILpA0ERIw7Agx\nXG/ORQTm9eE735h1StxNS/xqflgV9uRcR5jlWjVcmsBXDmc4HG5MnDrlz9OBz63W5hVXZ6OHtj4Q\nV63wKz/5ZN0BYj35Y6JLcR6fC/7+Xbh/5yb6dz7j8PiCuFrgppGSM42P+A8fmXDraMHxasXi4gnN\nLhGbCOOIf/gB8lnjOEgbcCXjE6gWgreHl2TKaFDzwF9s7WTm6msWsbbycEA+OKX7F2/iDgPRB/Qn\nniO/eBdVJYsjpUwRI8Kl2rqO4kw/4L2dovYHI1Uqdh9MyTbFq4W1qf+uFOSDx+YZ19rW3O/QJ09w\nHCFHC0gTxTe4WyeEi0uY9uiTM9x2S3v7Nnm5InSNnfxFSCLkGJCiSBJiEVvIvbM0vgKUhCKIF1Mm\nNr7ug4EyGUOfKVHyZJ2WnGC7Ix+1BHGEokxTATlw+fnPsvz6NxFVDp95Fpk1BGf2QX18SomNsRLa\nxtTzcKPePxzM0lg3hOiOWd/+AioTFHBeDA7jbOymQ6LH0cYT2PcG/WpbA2+tVvaedgdCNyM5X8V6\nyYrstkGGHimCmzV4FyjYiMcFD4e9tcAbKwx1vbTXta8pkojlJhTrNjTjxDgNiGa0benGRDqMBKcU\nH9CsOBrE2YhFhp5FUfqxR2dz5tHU97obuYqQ1uXMBHcF+m5J0QnwjF3AlRH2ZsfT5MlSCPMVwUfi\nckZLFXCG+gw6DDBWIO97ZL+39ePubUKwVELJivqmgtJaSjTUOOLxIdh46HtGKWLjlK4iyxXKk8fI\n9pymFGZnO5jP8M5RxsSXzt7nX6YdFOWvrW/zi0f3iN/8Nm6zh+NFi27gAAAgAElEQVQF+a98ztwE\n2fDB44//sLFM9j35zi3y7ROkmDsrF0EtIBxxjqLgEXuOZtXWPBVLiZ0mdKxBb1Jwi8byH/odfjNA\nyBZ5XAzMxn4Dx0eEQ0/46jfxdb2Ymob82U/bGjKf23rs7eDBYv6xdxjAJwXB9/2S7f5GSe8VNxwo\nHNnDLnYKzMEh846SEykPBLW8cgkWcKLJqn5Ssc0CyOLMSZBMfzD86GeR9x7zNz+c+KfyEZSR5xe3\nee3+i0ZtG5M9rCFct2mt0PCV1vVds66rZL1U23nOw/GCstkiRdB5h2qhGS3DHu8pwEIi9JNtpmOP\njM444as6S6Sq9HOpBD1nBLpkQiRpG+gvkfc/RHKxA/TtEzuJ9SP0e9KPvYp7611SGin37+EbE/zI\nYURPPI1vidQTG4q0QmhbBiZyGWh2A7kIfr60YqokmyniQIq9/pTANab2R8wt4pxlEzw8xVXHhqDM\n/vwR+5efoaSMn5TcCAX479/acrHPPHPU8Hefn7Mo/lr5LD7aKbM3hCre10VLahu6ep9TMsTzbGbY\nXxHKYoGEQNluTalfCrq/gKPbtnnt9rA92NenbMmZzz4NOApq2QHOIcWKPG1jfb/Bis+2wWugiOkG\nXBu+J4pXdhnfGOlSUiaEiGLgp2YoaDJAy0yFqWT8/Vvkp3+CkhI+BvyYYH9B/NM3KP0Aw0h68VnK\n/bv19OnqfecoePI0obsB7xzKhLTW7i0H0+U0GugxrLSWQhtrwJM44xfUe8t1EReObCxWwTMZkJIt\n0KYoGhtkGnExmONj31NIyGzGGOzUGpyjZLEI8UOPK1pHO/mm06GgMRDvPEV49BgtA3rvFuKUUhJO\na5GcRrNDHibckAjBsdJgXcHqZqGtXIAh45In4ykpWQu+tXZ4Cp756Y4yTFZABUGambEdalfIzec3\n/JAQYOngIOhuqvuWh+iQ3ZaynhsksrF2uQjmVGm8df9UKcUcI0xTjVTPN8Vz8EZ+TAMMB/vzPqHL\ngJtM9DyJ8OW8J6h9/Zd3F/zi45H4jbeQ4JFHp2iIlM+9XNcs6yQOP/9TtsnvD0jKlEOyDb0UUi4k\nKiV23oArsJqjPlgBno1ySMrIbGGdyXaNSzuzanYn4K7InEpuqoarixYEdrHBTcZroGtxhwEXAyU2\nlE89bV3MnKxr8d1ujY/x9UlB8H2+dDE3VGtNwyp3TuyGaoL5aQH2BwoFGQfbky83MFuY9qDfoWXH\n1F/QLh9AnqoCvlCcte/t6S3Ipx5w/96a/3K7J5dMt17jC3D3Nnp2jowFXXbQD3bq9A5tqy8frk9i\n1zqHqxmgE0vIm83Qepr1bcNPj/f5o/377DXz2bjkgTqSz8g4EUrdYLvOCpmIFRZpsoWz60yTME32\nMFbQiJxfWot93+OHgTJOCI5SLVVSetIrz5K7Frc9GMhHFel72F6i67mp5A82+84PniJ2Ec0eeXyK\nS5nsBNf3cLRGpRhzP1DFnuEmR92Jtflry1pCIM8t4tV+uZAaj2azKErnEef4X97Z8dUnPQ3w4Vi4\nO/X87Tkgzmai0VuU9VW0cawnqlJ/l9eCRiB4hp/5ccLX/8JGRC88Y0CmVS2kcrFiM2dkvzchugPE\n4/qR1E24MVFcsQWyYPoKDVaorpboNFpn5GhphZoPuHktYOoowwVv6/3KMXMrUjngxgUxNEh/IJzc\nQ2IDT55UHYanVZu/6yikNCGbS2TW0pxukX1vn6kP+PcfUe7dQXd7RsFEdwhuEpwPSFDybk8AtLcC\nys86xHlurQOnl5CmxNzN6Lq2Fp3Z9DHiDfVcinEtZy0SIuKcjRlSRtyEXu4hmNe8pITM55Smwanw\nzsGx3yRwE3d84RbJ9DDbHv36n+H7gXKygh99tXrdL2BS9Om7pNu3KCEj6yPY7czmqYmQW7Rp0IPp\nXrQ3EqX3WAphJQLiPWU/oRrwJEIzI5e9WYB769T5fsCjuNnKcgAOexNkQp3RY5kU42TgoIC1wW/d\nwjV79Lxqm3IyAePuUM8GYgl/sXYTB+skXcN8tgd77uoGreJMwHfF+ojB5v+Xl+Ad+dYx2q6skXDn\nhPjBG4w14K1xDrff4a4iyQF3saFc2QTLd3n6p8SQNlwc3qI4YTk+YDG/R6OQ1CPdzDbxeXvjDCoF\ncRF8DVZy9f4e1sjZDnWR/PLnrKNZJT9hZpqtMk3wyAKvNGXEB4NGHS1xi86SZ0NDfuHBje3wB+T6\npCD4Pl/lhWcMcrM7UI5Xhr6t9L6rE7kD0uU5Ih5XbT9p3MF8zrB5g8OTP8GHjsPp11i/9B/T/dG/\nwP35t1E/0b/2I8inX7i+8WNoab78bwlvv2tWvJ/7AvnZe+id22idAcrFJfQHUzCfbtBbKxMBSeUC\nQBXixBsxZEp241+1uZ3n7nzN3/WN+W+nPaMbaJ1FAhc84jsrekL9prn6iqmio3lVlLc3dr6rroRQ\nT3lX7oiUaYJnOvQc5gIhs5OBBTVQ5GhhzoCUyS8+g+53thgtZ7ZZ5oyLJrBjyDVS1xvBravK5gpx\nmQYTFIkIvuvMBqUQ4oz8Yy8xnV4Sn+wos8j0Y88j1V8/TRNOHIfDhEfI3uGBeLFHuhl5GimbA/n2\nmlDALU1TUsQD5hdnLEawa8N1zns5XtP/9b8CWXFnZ2g3xzXOSHshoN0ciZHSxprKZl2l0jY3epBh\nQESJjWcKDarFNnMtIE2lsuWqGMcKkitscP33LlrHKgZP1ICeHKFDDzraRlNGXGzAWVAW84iKIP3E\nbCgkaXF7zBqnmK5jmsBb8TKJIbKd91aLDBl3BZPxEVf26LaHRYccCjRHyKzldtNaoRkC2vfoYTTO\nP8WYFagR7tJEGQ8wHfDNzDb1GCnbZDG4my06b3C+pcwizgWGfmSfIDQRDgdOs+dEMugevvZ1mq9/\ni9At0Lce0h8fEV59Bb3skG1PDpn8VESXpkVIecTpiGvmZCpoSaCo4n2dxeeh2vcKRWCaMpoErxkV\no+R5Cl57Uiq4eUMbAowJmVl6Is3cCs+r51icFUWbg3UCfYMcejRYoZdb2/hkyMiqs8TBGO2RlIJ4\nRxp7Uhq5KIWyWBFS4e5uj7s4oP5mrMZU7YmquAxlPqNosXFUN4fliuI9Pmd+8e6z/LMPH4LCf3Ry\nD5kHynunlgtCsZP2kzNr7S/n9r9Tgq7hbPvQHBZSuDh8m9nsjuWDrKv9tErlrvJjAHM8AaQR2ff1\ngFDQ289APyK7g8GrollXw37HpIpkxWfFNR35lRfQJ2foekX+oZf5nuyCH8Drk4Lg+32JUJ59+v/1\nS1zX4YcOYcA5j44TJRgjfzy8w1Ugkuae8mdfpvnGX1CcowyF9s++xeGVFwgemBLxW2/RfvNtQKDf\nEr/8p+RXXriukhmHG9V709Y5qoJOsFza4v/dBYv3TNtL26RzIYRIkWRFjjhbWKdMdo7Jm1DQBYcj\nILWlTTur8JOqeu8naMTm5dFzzWlA0dsn6ONT66CkDMcrU8GLw48jyUO7XjLlxHS8YEtkKZ2NV4YR\nVct5MH6+N4W4eJwXWxwEg8cURVLBuWAbsTiIHXkq1iZOxnDIsSVcEdcAHzrS3/pJUj/WUJxoCXLT\nRDMmREf++kng29uWSxxHonx+OVqIjgqSE257sJZvNnZ+loJ3HrnYGV41FUoTLdDFQW69FTHZPksf\nI1Dfz7xDvSelhBytKUlxkik6x50c4RYzm+8OewgBtyu0yw7aueF+9z0yDJaWl7KhbL23zySNUGyj\nZbeHMMGtYwPoqFK8UrYH0IRDLF9gVkOWgrdT2GRdoKxiY+UgaLMk372NbC4pUphefAoJtoBLPd07\nHCl6G43s9pZnEUBae+9WrA6waG+ARMNkE4Kmg+AJmz2+nrZ1GEhpa7G8wJQTzXJlBe92g3/7feu2\nnQbS/TuE5dI6I4rZPXNBmsZsjVoQvG3ctYCXboY7u0DPMz42iO5pv/EO+kZm/ImXyIvGRLPxyF5A\nmSgIE4KkQmlag33N5sbrAAsAIyENlOyRMVGGEdGBZntBs2jg/GAJj8dLZLB2ts4XtdjOgNpzVtTG\nUN5Dqtqe5Ry04I/XNp4aRhRBR8jTCIsZElv6ywu8Cn1WxjLRpYx88Ij+K9/i5DBSVgum116tc/P6\nXLe2STrfoScz62rG+D1C5dfaBa89/6p1pZoGbVv62RfwD99H13PkzpHpGEq6wQCLjQ7UX2l8Mlkn\nttOIY4GMQpoyXWsaBgmhrgfhZhTqJ+iiWRXTBDhz+cSA3lrbZ7S5xEmgU4VcEDFugd65TXrqDtw6\n/ljbCf+y1ycFwcf08vMFJYtl1PsG1wniFNd2JA3oqGQpKA1JwJWMK8BhwL/7AfLgHizCDaEL5Xt8\n7FeZ3V1nc/Gxt69p2goQqQ/ykAxacrQAIJViEKGc0aVjTCO+a21O6jKSzaebVUxk5oRcCim2NMGb\ngHIYTBwUY9UOVHeFr6/r0N+AfxYzyvq5OkPPtljW2FI3jqT+AiHTFNtg41XV78S0FsEhzpsIczVD\nGlMZexE7vfQD0rYW4DOOtlC2jY1ivDdSn3cQTfeg0wRpsKLJO8pUbOFbzHCq5P5Q0dNYu9M5Xl45\n/t6nPd8ehZfXgZNTE0JxyLh338fHBqWgn37aNpPoScOeYf+ElBO+JJa7DtWW5B3uvEFiZyKtcbS5\n9cwCh8gFLRib4jBQ+h3EDtFMloyfxmohm1sIVm+CQT+CbA7o/kDKmWk1R6KnHQYTSI21PSwgH56Z\nDV0cqufo/bs2dhgvrSuzmKF9b5vBkZExTZFuglFmES5H+/tZRL0jvf45dLuhbPcgnsKES4mUjMev\nTmkaj+/tv4l4dLNBFwsDJU3JOkBXHZBpqlS+Oucephr/a6dXVQus8hnLvRiTQbg8yHaweq8UaOXG\nyVMKbddwB+VsN8FuzzPrSN5ZSqLev0fz3vsAlOgpzz9rn7VXwtf/wqifPtH+m68w/PwXUGcbvRZF\nXGudAc3ovIOhJ0/ZEOPDiH90Dr6QHjwNIZB9NpFcUnR3MOfHIVtBVDLcPbkRqV4V/6HqEGrXRxtv\naOkmWss752tceJkSmtQ6Jc6hrsFLREKH5gvLhOh7E0UWR/fWBzbiE4c/35CfnBqUR3MtOqprxjvE\nX43EvkusXBQuNnZ/LObgvHUwTxbkW68gF5f27DsBsVEczl3Dfpr2PueXb6E50zYneL9GKLjoKZmb\nNSalqsW60kyFayFvSRn3/vvQj7jDgMxn+EenpE89S1kt7b4J0UZW/Yg7vzAU9tN3rqYaP/DXJwXB\nx/UaC24oNsudNQQgTSOz+z8OH36ZIgei3kLu/BDDy1v02+8wFyG//DxhSMjjC8p6Tfrhl5nefJvw\n3kfofMb0Vz/P5rAhpYTzjnW7NC79rRPbiJXrh8e9d45c7AFB7x1Tnr9TA1Zsti2qVrCoxZD220vG\nkpjLHLfuaHtlSop0CwYRs39dCY2ch/MtUmyhNnV5rBHE4aZwEbEZZZ1T5pzNO+0jKXiaKOyHC9QJ\n3re0cUFOg1mKbh2h/aH6/VtbEAFiIP7vX8E/fI/iPdOPfJY0ZUo/Ik5okrXHh8aTlzNyVmLsrCNy\n5b/WAsWZkjrXRU8EH1ujml0vEebkuBWEWzJBtnkpZxtkfw7zhdkFdUTPLsh3buPahsPlHhWPhRwb\nQKZbdrbx9ltYKFIiOe9RArJL+NXCFmVAx4zb7GwD98UWwlFRp0gpNn3pTThWVBhP30f6PbpXJtfA\nrKXMO9I4sGhMUHm1uYgUEoqfEnKZ0JO1nZavTur7wX7Pi85eT8nghOH8lFHANQ1x7qwbM+tM6b3f\no2myTUMLEhpcbGi8t3uuAmrcNOC6aGmci6UVmFM2IM5iVkVsNZAmOivckgF0mKbqALBfm3MOIaG5\n2H2n9llrCFZEomjwCIFcM0AEuNNm7kQP87nZ9MLCyJL3PsPheE14/ITywjO4u7dgv0M3A7IfQTL4\nHulNFBdcS3nyAVIEuXWbEh0MBQkevXUEmy2aEvGD0zo2U7r8PvvnnwVX8I2NbGRwaKlaiSJAuLkn\nrwKIrp6lYJ+5FQYFXa9tbJCKjYkUc0oQatFnzAgpgoQWdj2+KHJ5yUoLgwp+f0YZB5bDVEeIldPQ\nVu3NVHVCpYDW4iDKNZPArK9705wg6OFgHcEMV5HXKrDXTD8ktGuZCczqGqHjxMLdI3Ydk4NGlkyl\n0LSVuirUrp9YB2CoyY5XxNEYbe272JPv3MV99Bi2vRWS+x7/3ofkz9bo7iaSvCMMI/HdD+2Z32yZ\nus6e6x/w65OC4ON4Kcjlnuv23u6Ae+4ODVbNdi/8bdLllrQzUM30k6/BS8+z3/cEtNrFzBNMmRj+\nk59jABA4RMc09ZVSWthOB9ZhZjNC58gp4WYzXD8iZ/s6MvDw0QXcW+NEyCUj3pFV8YsFTBPvXrzD\nn+y/gSIct7f4G+OPs1usLC1Rxf674PFXBUEbkU2mdB1FFBn2lGhKX+ddtb4J1ymC1b97HQpUipEE\nfMNqfseY+cPI490ZqQ24Aic+EK4Qpa4++C7g33xIePs7oGpjh298C370c0hokM2G3EakOFyfYN7g\nVNEy0SD1dC322apasqGqcSOCxwWBhJ1+Jyypz9VZavDovjcz1GJBWO7xZ8lOpQUmV4uhlPAhUkJE\nt4MF5cyXlHHETz1lVOgiJe0tjyG2lNphcaU2gIJDu4iM043YXdUMLt6bOAtro+a0oew3uJxIIZOH\njEwL1AnDyW0iHpcGQrVe7fJon4EI8SCED0eYC7JsUOkhejQGEoqOA9E35Gkg5WzFpxbG6JkdHVPK\nhOx39hlmtbnwbg/7AVk5tHMGddodLLZ61iJ1DFUW1dt+xWqoV0nJ8u2dok0wpkUTcCWYziJGiI4w\nQBk2iBNcu7TNIQRYz43zsNsiTct058ishqpG4LzSwLQOMvaesjkb5PmnKc/eMwvfZmeC2LVS7ip+\n30NKlLt3rKtx9iHxYoOg6Olj4osvMcYWdMJFjz9eIh+e32ycIvjzHd393jZxR21bn+B2ozlxlh2y\nWpLLhHqQlCwCPaUbQV212hHk+nvQtSYqVs8fPvnfuNCBnzv6aY7DChzm6qjFRRM6ZLYEzdx/7xFD\ndPijJf7RGcV58p3b5OcfGIr7co/mbFbS2yc1K0QNfe21jqJqQebUOmcFyztoItnZCK6IY994fBOQ\nxYxDScy0Cj73e0oqRBb4KVHmgSYGlICqcJEzH50lgkvcnylBa4E0DKZdUjX91OVl5YNEKBY0J1pQ\n78g6mFh3mgijw79tHZGrw4t7fEr+pCD45Pp3cpVyregO730Iuz3lcEl+8UFt2wp+18P7Hxn04uiI\ncvcW7uEjdLIwlHJ0bJaYNMFyZd9zt2fc7kxhHiOuaSlpgnaJ7naMyTzTWZUwDviDWduYMHjL5ZYw\n60yZHzzNcm4e38ePePPwLnEyy9C27PlO/pB73StWNKTafhyMM1AU8m6Ly9lSFUO4nstp9VhfBTlZ\nm6+6EsBeTy5wdo6mZPapGJGS2DqlBG9CKi9cppHbzZJSEoTWUM+qsD9Ud4NpBbTkqkswu6UK1pKk\n2JgiBBh71EW0xhszZQPmzOe4q7l6NpIbw4TeWqMy2fedRqQU9ltj8sc80E6J+K//FPf4DIJn+vyn\n0RefNfhOzoTYcWhHuGNJaW0Pohlx4Bfeirf6exSMSZCvRJ7F4dsG/BFyeUm52FD6AbdeIeLsdLyY\nW3HlHGV3YZtECfg0cugawv07FAJpgqlkdDuw+OabuPc/omk86f5dynxOambE/gAl4doTmEMZz0hS\neDRtyH1PM5tzLK19Rm1nG48DqRG1ImKdjOCRSWE/Id4h2y25zNEm4rwjF4XVMWWWKEFwbWMbG9i8\nF8jjhCCkosZ1aoxmiHcwYpuAKowWrOPXaxPgtY11G+qpszzTAPdMBDkasInZzL6Po24aauFZabK2\ne7nSPQiUjOx2aPFIKkyfeZF8voF5JL/6aWOMXF7YLLqMCBl3GGjXFRojpnq3oLJgm0/J6CwgJVGG\nghRg2SE0sG5RlN6N5GIWzFaiBVJptpjsYYB+JLz9HXvOYiS/8Ix1T6qL5r9597/jnz36Q0KBPz77\nMv/1i7/GPLYWaAVmHwQktqR+T1YhtS1FM9tXXkCffY7YzSA7ZHtJcWK22qLodm+BYE2kiKLDAVks\nUCYKGV+dQMws8Ih+h2+LjXP8jcXx6p9SSkW1Z5phYMDSKENRZm2AQ8+2z+z2ivOOMU181MODpcOQ\n8XWcstvjPvjI4FIXG7LN+/DTiLYd060V/vQcvXVso05njjB5fGrj1uDRxRXh9Qf7+qQg+Dhe3kH0\nuEdPbJa26JCUcU82lAcdpIFwfoGbtUxjwl1c4O5/iqmbXeNt1QfariGr4Y+dWuzwou0Ypz3kRM6e\npZ/Dk1NSb0mBqCJTpux7ykxwFwcIDeXYGyb06pR51Srve9zlQFTHofr9S/S0cU4ENATSbsDFum2N\niUEHgnPoasa0P5gGoT5Qkq1wYbu3hWE025tZ/jy+FMqTM1tQk+IOA3mxqIsGJu4K9o9gnQEXq21r\nb06K/PRdyptHuLNzmyt/5iXK0QInwpQ9DRkvDamJaPAwJoKPsN0jOVPmc1PYK7bI5hq488ETJFfL\n1TgwLqqVKQQOl3sOfokrcMieu//qy7hHp5bZIA7Z7GDKuPmC9OQMt4d5chBaYhthrigZzcEihA8H\nXLsyseGUbLAwqxuaj5QiuLYgmw1xGAz1++a7pM98qgrxFDc3q5wvDbmLaAjkHFg1t5lcIalnNpno\ny2clfnBKaSOqBf/4lPzSLeLjU/z+YJuLgD5Yol3H8I0/Q6YBnr9P2e7Zp57Z0RIdB4oI7frouiAg\nxDqGqYLMWWf3lxajLhZFfcAlh0jVALhoM99gzAvx3gqcyrWQNFm+wpWVt+9NMFmxuq4YtobYIm39\n3Gpgj2tbyjiaXVIV3WwpKqaLOFpSQmcbWylIEHv9/Uh4+z36owV67xb+yTlxmOByY/a74MkP7sGs\nbkICGlrjAIg3619bgTlNAy5aZsadFVPzCvLk3H7/Tx3baXY64CYlFSH5Sgzcbthsz/n2+ITlcs2n\n1oXmoMa2iC00EXd2YR1IH8zNcXZpp3Qc5WjBV9M3Sb6QBb6Z3uLr5Q3+2uKnqhbJSKjaNqS25XB+\nTkxWgJWcUZdx0SMk0uShqS4XBDcMyPkGaRry5Z6yaHCzSH845c+/8z+Thszzix/j7vFn7fnVYgeX\nPOLEItBnKhyyCXoXTRXhHg7ofoefCou2QduGEoS82yNTYtwn/KFab5tAArNvKtBVXcF2b7CqLleX\nSyT96DPksw3u+Bhi5YDECPsD/vQSbQL5madMtnP3FuXp703i/UG9PikIPqaX3lmjZ+eWqBU72yCn\nyTC3FSbkQqCdB1OsN5E+Yylco1KcclYGSjEe/5wODpGssJ4vKV5xvqHdGRbWTyNpGM2W5yzARU5W\n6Hxmfu2nTuCKv+/cNT+gTAPOKz/SvMy/6b/ClCdebO5zf34PQiQ6JbY2X895tBYr1r7MCtq1Fvoz\nZRMBlWSWn80O3Q7Wst/30HZodOjJ2tC6lYtQSjaAThfo+sIhZXKaoG1ZLY9v+OG5Ikr7AwDDT/8Y\n0o/ookNDpMmZcbgkHHWUNjIWIS5vw+6AMsKlBTWBQ8aJsjuQNmeURSFqh+8WhvedRju9PHoCszuI\ns8X/0LR1LBMRHRhzYSl2kqTvcYcRd3ZJudzh2o7wtW/gHp8zPfs0fP6zZjuUBvKMyamFqahWWqQS\nu5m5DBCmyVqhMQTCZmu+9sqYl93eZvsVdCN5JM7WuNGTnZ2kQjMnti3DUJgG+9xKmiBPxNGjTWB0\nHhfVYFTd3IqGRx+Q7rxA86//hOHtd2maQnz3fdLLL+CkYbUdGR7cswX+UMcObXPd/VHv2ItCGnH9\nSBcaaAPiA9I2lH6q8+faRqZQcIj3xk5wFVgzjjcP0hVx8ippr2oDJDpr58dYC4WqVh8HaFsrInOC\nx2fVOKDGv9gfamyu3DhvzjZ0f/QvKP2BzgX6z70Md24xdZHwZIOUjN69Y0mKAcK/+irh4QdoE5k+\nfc9Ol7OlndSHhCZHFjXYkwvIyRp3siSnCdcfUC04cWjjyX1vWN8Cp+dn/NHwFxQnjBePuRz2/Pjq\nRUQiuba/3dUAqWTKCOXyDOka3Czg93teKHd5U96kcY7V/IgX2+dqGqCNFTRUpoAPJOeYVh3udIuU\nEd8uLZuhqXqddmHPT842rlrMzbVTMmUopJnjT9/8H9nuP8Bl4euHD/mp1XO0MidPe+sUqpLJeNcx\n84FZqR3EGNHNtjoYZqjW33maKJqNnllgrsqZSZ7QIXMnX6IuQWOaExknuwfywcYasrLDye3b1vEp\nIJcTqXWUyz3te6fEx+cQPSlG0uufh8b/B+EwgE8Kgo/v5RzlpWeRt7+DnF+gTaQcrax9Lhk9WiKX\nO2NoH5ngxUumtGZnSv0O+oLr7OG5+E5mWRwFx0Bg8ZTDjXU0oXZicoIlogVPnHfodroRALaNib/G\n6VqhW3JGVNBSOJIZf8t/3mx9fo0OtY2e9mYrLCAh1hiDiTQoqgJjYjqKSBBcTvizDe2//AoyTOi8\nZfyRz1qR4sXsV5fbuulS7Ub+OuhIhsSd2dq6HID6YFjmYcCNoy3m497a0+OAWx+R551hbbHTnsw6\nCBEdBvP9i0XK6q43F8VshmwL5YMniE749wfS8RP88gG62ZmVDIEYEOocPxfiomPqVjZO2Gf8Ky9Y\ngtzWrJbpxQfg1E7bb7xN8803jUP04WNyEPIPv4Kuj1HnCSLkYSSPW7wW1EdUFBkTo0IuCe8CY6kn\n+yoWVQSdzewU3Q+4D0/t5NQ6ZH5sHuyIpQQ+3hDbxpgYAs4p5cFT+EdnROeRV16mnCyRx5sKzqh+\n8xAIH12wLsoOyNs9ZUi07QKZRoIq03hgUk/A/PbM59DAkK7r5LYAACAASURBVI08aMRooReha+vG\nPNbftxohjmQFpMxbWC1rGqrWaHtno/ErxlYTK33To9Nkor0m1g1AoBZVXLWgixooa6z20jFxTe50\njjSM+KbF12cnvPmObfbOI8ET33vEsFia0NALAWcFvWZkEOIff/1GJe89w9/5Qu1w1dZ6ttGQaRXE\n9CmtxzfzGkoUoKnhWsMAJBhGPtg+JpNQVbwqj9IF0jmYefCFKVvmSLvdQRGSa6ErRuYcCm4W+K9O\n/jPauOKQ9vz87K/yVJqbyLBtTPfg7D2nlCipkCRQjtccdZFGHZJM+DuSCeJwJ2t7HrZGyiz7hBsT\nKo50ume73TMVj0fQoWdXNjSL2zWpUm2k56xDJIKh2hXyeDBLsVd8AbdeGkAp1/yAMVHGRCzKC63j\nUjyxvyCOO7Sd2ffeHgy+1a0sAfbQw6yhrNdWQz54mnKxxUmHU8GPgr88kI5W+OpyyiVZYXtFLPwB\nvz4pCD7OVwzk5+7D3WN0SNaCRUAd5e5tuHML7QebZZ+eE4IneTuRhjExBrFFfphQ6WDW4So33Jaa\nwSr57QgihKqU136wLAUfkXlEuu5aRc+ss4VsHIzUlQsya8wb3HhkvQIt5N2BnHvGfsQruC7gxkTs\nFqTSkfSARE9oWvqPTmm/8wGSE3qxNRKYA3cYCA/fJ/3oD9n7HkcIlRt/NUqo/mqVQplGXIi2mIgj\n52Tq6JIr9G+yVimKegMFoQrrJaKFksRmrfveGOlxxFwCBVksEIwKqZcH0szj9gmvoCWirVBuHVVr\nmUPWa8RF8lTACcezJfs0UXKytTU4Dl94HdnvrOhYLWxj3GyZvfkOTIqg7GLkg30gXTqO/MRiaf7n\nEhwyFFQd4qwo884jRXFDoYw7CI7x2Xu4dxX6Hr17C1kvYJhsEysZDgPp2acN0+urtzor4jyC0qxn\nNP1AcXPGWy/Qf+ZF3GpJ0GIb7PEKNhtEhHS8QlMiLVqkdzwgsPFC2BbCw7dJCsPzTzGUAzIJQyws\nUsRXFbxUeEyatzXFLlMeneNTRrsWd++WzY373l7vlce9lBvRXVsFfqWYSj36m0CZeQfFRiPXttYr\nuuOVENdLFYRWxfxygZ7vKOkAyxV911BKxpVMAJqs6MkRFNPKJFXUO6Z5QztMlCYwLlqiC+jpBreb\nkFTsVOmckf2GAXERPfRkJ0bQkzqz91cwLttspKlR1+yQi0vcYaIEB13D/faYr11+BNjvb+FmRnSM\njgkT45YmMHzqWSQ05EPBn57hHj8xT8wEy6P7/L0X/ouqxh9rwVEV/0NvnZmLS/KTC8K8Jd6/U8Fk\ngveBnA4ohTgMlG1C5zOaoxUcr9HH5zCORhIFZEzc6Z7lvf23KCrMm9scrR4g3iP/J3vvEmtbdpVp\nfmM+1lp77/O8r7gRN8JhhyMIvyuxLVymUCVUomqUKNFAKFWWS0KiiYSQoIPkBqoWDZCgQQfJqCTS\niBZWIiGVqBKllFKZCSWetjG203bYjrjxunHPPY+912M+RjXG3OeaKiE6aTvS8rLciIhzz92PteYc\nc4z///6lCYpV7Z+hwbGwrqcqGsS4HGWBnVkMEavdNAa0CnQO5wMrAecjyJokSlcSbCvaR6qfkcM1\n7mhj2ipoxaCaVujyAtn0cHxogCfvrbMXjQ3y7YFL/7VfPygI3s7XNMOyWOsqLZRqQBScwz06Rw43\n6DyZTx5gHInNnhdVmKuYRQ9Y98YKMMLgjGhLD9stjbwn1Lyg55fUGGzOPAzU1dpukml6jNWNtqBa\nCzQ0NK4z8VDzBWcVI/tJIOtCzAqhQ5zDq6GPWW/IpeBfetnWv5wp4w7aJlcF6sHafOxa7WE8ObYF\nfDVQ0kLRQk6VlE2wqGkhiqf6llq43RpPIHjoo6nrnYW4+NXKCpl5hj7i4wbZXaFzwsWGAo7ROh03\nDtC6UKaZerCBBdKccD6ghw7pNoBSjw6uMyZG7ynirN0tsKnNJ77ubNOpgvZ320lvQZZMeOMhdD1u\na9aoN1Yn5MM1ILw5wSosyMpOSaSCCw6dRmSnsAaZF0rokODQq5GyWRtBbZ6tbVsL7uGZnahjZ+Oh\n3YTeuYOguCWhoUNLobpKzs1psl7jupV9LzUb6wChPnmbcnJgBcnVRHnzjOW972b4qic7oQwHdF/4\nBwMA9T381V8jH3zBdAK1kqYFTwKyuQRrRqn47Ug8u8RNE251ANsd5YEgN2+YwSFgMdnjaJTN2JtO\nJSUDKO2LAWlsixgfFwb72GrV686Gbnf2nXShdQcWs6KN1hFzcaBuVqgYphsnpFLoYqA8cYf09F3c\n6w9whxvKh16k26xhXdAW0KQFODqgOiHfvUl49S20C+R3PImokERJZZ8VAsGbjVMQnNfHTgPg3599\ngz979R/oSuVf9+/gXWmNqnCXnh85fJaXdg8YuhUfWT1LXRbq5SWuVmoMuM3KvquqlOKp6wGOD60A\nvrmxzytbDLe1lfb9djWuw+WW7usvo1rRMyt2y50b1pMJguaM5IykZKOMUizJc93DqsNvBuqS0GXG\naeH52/+Sg92TTOWSd979UbzvqUumut5IlyEiRR67SNosX8tiOHIx50+NAcXjphmvhuSWfkC6jhq8\niT/lANJFC+DC1pDOIymhebE8mKJcxzWnBX/+yOy4V1fkujC/8xbhtUe4bkW5fetx4Ra/P7bS7493\n8f147U85ewxmQ366lI3WhcDllYmwxNDBNTfUaM781aPEW1VwXceHb3qOjgvLeUW80h01EEsxlgB9\nhwaPPjhD+46iEJYEh5bYRTKbId5bcaKYxe3hBeH+m5R3PIneOoTVGm0bjY6jVdcseJyFljhD4jqv\nUM22KLHDB2fwEx/Ynh4S1eF3M+XkgPKuZ6w4Cb6d3BrBEGGpC6qORStzWYjDih2O1bAiNsKjC3s4\nU0X7lfn7tOCKmPe5VoMSqRCnAmyaIyNBsKAoU+AvTegkcG9NeKNDfKDohS3+VW0zOTBxZKqwaMEV\nO+EszjFUhd2O+Ln/jJRMeu9zRgJEUe+RV16zhffODXNj5ML8/PPI6Sla7LUUMq4GfOMTIIJb1G4T\nUcJUqN1MdR2+C48DZ0pFSkKzp6JW+PQ9hEg5XLegGofuHS5fu0/4+y9A6Jg/8j7qzSPDIZdCdg6K\nJWeWaYJs7dZ5NxKdoquO3Q+/3xT6L92H1QqtzkYEqRqxMBfUWUoey9JYEUKUgNvucKHHyZUJQxez\nbsq0UFCjyKVkLd59hoVPxvy/GG22rBXeca+RBPWxDx/YY2wt1bL93Zu1nYq/vRv26Mr+XQxNt1BM\n6LpnIqg2lXsif+CH4IffZ502lNSCw3QlpkdQhTOFUlk++AL52XtwekQ93CDBulmuFCoBDnrwWDy1\n8JidkDPnaeTfvPyXjE2r8r+XzP928sOAwsEBz8mGZ8sa1KMpE9XyIbQu+FSNftl3uFAI6qhgHTJX\nLYa9VNsQqdShMwbBfhw0j7jLKyiVvhZ0WaivP8CvB8JmDfNioUKp8f3nxWzJuVjOQRehJELJFpW8\nHkhd5Nbhh4nrAZ8yZW7ZGThUOusmpNnEwdV4Gq5U6jRSNdvnQsDHYPevRooKjoR3Sh1HJEZ05U00\nffMUNy6IKDVGAzMlu3fca28QX32T8sw96t3byCPLXNBhMNfIkuHoiHrnlmloqrteC+m67+h28N26\nflAQvN2vls6Gc9D1SN4Z1CNnXFWKD/agTDPaDbiUeOWq8LBK807Dl3ae/+4ksuoapGWem2+6UMqM\nlkxNvZ0YKzgvlJxM7Bc6JHybh1nN/+y/9i26//g3yDijX/gK00/8CPrcM9cQFH+woTx8hLoIrjPY\nS99Rq+ka3NAbIc459N3PwFe/haTMwb2nuXjmNqKVGCN+SuiyEOK68QhaB8KBDx1lyaSrC1xs+oY2\nx/PiwBvWh7rgncGPRIBcqNOO5ApOhJDVFr1sOOCsiswLvrY577o3oIoIyARe0XeskNoTuGnrZ27k\nx+CoRe1nsoJUU7s3Alv/Z3+Bu7gEQK52zP/Tv7yGo9QnbqHrbyIXF9SjA+Y7d+jeeY9dAsRxsOzo\nKLZwB28gp3luccl2Epa1JxTzn9MPxvEvzXVRQEOG00NqSeRpgaMjeOc92+B8MAvqowv6v/k7qi4W\n8/tXn2d+/3NU58i1NLqfp5RihUyuSMo431HLZL56500k+sQd5i9+FSmJdS70B3dt7lwU71bEjFEh\nnaOqR5cFScUcn7UjXuyom4D2SjpekeuCrAekROLQ484ucLvZ9ChpolxNjRVR0a++BC8+Z3PnPZwH\n7HuamwjNOet+pWy2w/Yz8vpbyNUWkj1XeseyDjpRizQWiDQLIvKYYZANqxtrpYSIrBxO2rjraG1J\no6s19eAADg9g3V+jn7XvkZypFzvk5Ojxa255HopyUWe2ebbfqcqVpuuWPeNkoxxVy4DoPG43Qy4E\nFynYfR58NMdByrh1b+9fm50XK3LqZkCCiRZxghfFrVZUf2HftxbWXSR3geo8bl4gdriuw+dMqYXg\nvcUIi5q9koB03uilxcHiiV2g62PLCoGqauRNLWRNxvYQpV68RewPzWUyTYSlkkuy5NN5tO9gaKRK\n75HsrpHXOs30/ZqSFVSseKmZOiaWPCPzQv/yffq/+BtCcYSvfIPl4x+h3LlpI6TqkCi4VbTxzJ6s\nWPWxNfr75Pr+eSffb9c+0asaOpQuWv58MJW7qxYy4g43aJphtcL5Nk/vHKmPBFHrAOw384b/ZU4Q\nHXkekTdfxsVIngvy7PM4NfKXP9ygrjH/8XbS2sNNEPwrbyLjjJSCpET8h5dY3vHk9ekqihBOjqm5\noHNB9v59HDVlXIttRhW5ewsO19Sl4kJgHR2azBa21IoER15mhs3B9ew31MIswvCt1/FvPqDiye+8\nR71xTBRD7O5zCvbUNlkyutshSyGlCXd8BLWSpZhF7NGWqSbbBIInSKR7dAmPtujNY1j1RHGkFmHt\nxNl7co2IJ6Da7FwhMMwLS85IrgxrD2WxpMtWtMh2tCJn6K+7QcuPfAj/zVeYu4g+cZubVTlMFV8q\ngzcktDy6sD+zD5A5bKcwrcjBGlf2PIJq4852IpbWBUaEeusG9WBlWOyGkFVV+z5bc2qLUqXiSyGK\nx/mAWxZrLzfrnPRtpjpOaCq44nEJnIsgMB8P8PGP4F+6z6yKPHGb1WyLt0p8LOaribKIuWpU0IsR\nJ2vqkwNFQE7X1I2a7VQM+cuczIHSEvzKdqRsR8Lh2r7zxTUtQTFr314XoMpeG2JMinZfL+nxh3R5\nZTHTQJonU/2L0vlIFBONMi82nnDOhK7N7kpv340vxTaoacLmANHslA6oGd3TLJdEn5Upm/4kBkdY\nMnQ8djIYS5mn+iM+cPAEX7h8HeccHz140k6w02y1iQoxKzXaGJDVCsadRQHfPGVYGYCofRC2JjjX\nEjwtI6SmhCwLtVhRrV4ozuG3W3zfI3dPkTcfUTc9PHHH8lbaGKZur2A14CvWBWh45f37RDw5C3ky\nAmKZB+JGrAjoOkTq9Z+p6vC12mfrnAl/i7aDi5qdOims1uQQTEzpHC44U8JKBy1oSRIE1L4f78mL\nomvB7Yp9Dy9/y1JOUWRJ+DcfUF58FyV63OUOdUp94tgspKUgk40lwDqsHGy+L5wGPygI3o7Xfsbp\nvSmE2/zQlYJbr9qJUNAuICnbiaqzVrCKcG+AV7TjzbHSifLiYRNfTdPjbINxQaYtrnl3wzpQlh31\n7lPWApaEK8kqae9wYT+DtdNMjeH6BKOArjrTPBxsuKb2iliFrcVa9ykhu9kEVSXawum9mYQ3B7gh\n2+naeXwHaVlMbNc2+OwgtIdOVekuEu5iJPYHCJXy5kPq8TF+nq3123VAc0qEgFxdIXOlasbnZOz0\nzRoudkhVcm+tcGLElcz04Btm8QuB9bmQOQQvdMtsRLUY0VVvQUOrSEZsER46uNgyaKH3nuA8+ugR\nHJ9Qbx7j33horcjTo2v+Ai00heAp73rGHBwts75jIQ5ibq8lU8WKRee8iTz3p5VqM123j6Mt5bqN\na4ExAR5dQK3UmyeUccFv9il42Jx1WeB4zdW730X86tepAtPzP4SrzUteqqGEczEIjEAaOurxITEn\nqIfUALIykaJuZ+TGDep6A1dbYm0L/twwxb0z5PB2Zwp7b0wC9dEcMoPlSqjzoMkwG6XgYw9dRjsb\nOZQYDF88jZR5xg+DWf28eywS9K0F307c+y7Z9aabLLNANmtUHJVMWXWU3uMPDkAhzwtRCyTjICAe\nRK1DtR9P7Sl4c4LLLeGrLwEmRCv3nrDnSFu3KwQrtucdw5xss9us7TnbbzCl2DPvHC4v/PLTH+PP\nt69x7Ho+sL5tn+fS/mzJ0Bv6UvOEuo7t6Q22qgRRtgI3YzBehnOGC/YOvnnfuBxLRk8O4OYN9OaR\njQ+cQ3JGt4YB19UGfbozboL3FpC2sQ5eiZ1FeXcOdzkjXWdCX203mfdMtfJo+jJyVTm59V50t4Ej\nQTXgQqBOEy5ngiYTFnob6Yl44zaQTbgbzKGiweOcR0JgJ7a+DZuBsKv2eQy9ZbJEubYrq8fszfNs\nwWWbQ9A322jSUY8O7XO5fZN651ZjV1TK2ZlFdS+ZcnyI7/s2kiuPOwXfpvf4r+36QUHwdrz2dqJ9\nIMie0LW/4daDCdfGsVkA7b+7cWvVePB8fFXJRxGZRmRMVOeMXLjeGBa4Bf7gvdn5aqYLAXUe9eUx\nA963n8sZudrR/eXnLRP87m3y3Vu4iyvqyRHl5olR9i4uIJigbPHmEY+DR7MSckVRUwMvJki0+Wi1\nosBHnBRbKLuu2bKadsE5W3TbHBE1jkHA44PHqRJUyb6FJLUTMnsnwb7NVxJOsgmkWNAt5iwQ8GMi\nHUToB+a37lPrFT5uUK/s8lu4ar5lXZJZ50WsyHKxbWQgxcGiVOnxdWcbxDjbz/Uzy8c+RPj7rxqd\n8IfeSV5GJERC+x5VPLXqYxV815EEypxwKRGKPhYlxhbCtH9/e2tYLZSU7feI2qybgrsY8fNCdY75\nlTdIT95Bp5mVc/Sj2fFwip5doh9+D+NzT6NHh8itI4oKoSrBWQqinebs1BtR05s0tK0LJt4UEdYb\nYRotGElzwc+TCWUPD6wQKDbuonWQnHfQe6oorkpTmQfwhXo1U6W14GumxgF365SKoLmJPTdr8vkV\ncnKEu3P8mOe/J1xm6yagiopDu94Q2GL6FFn1UJXy5E148xHVKXpwiHpBlgW2M6wH87qrUkNCl605\nD3Rjr9k5E4l2Eff6m2iqpkMpCXnwiPrMk5SlMj6wwm19Y293dSjWqXBBYOWo2Uh8LkbcPFkB4SMf\nX9014l+tfGu65Bv1AX5ceNGtuR0csllTxwmtC7Pb4McJcYLgmFBWJ8dwaU4U5gV3fomIwy0JeeMR\nJUbwoKfHxjzIGTcn+5ycp44VTofH61OMVNTa+1gBmpfRYsYPWk7EyRG6LLz22n+g7gypPb/2lzz7\nwo8is8N5gZJM2Bc7uhLI8xZixOOQySzD2vcGlQrebKcNG73NRjqUlNlq4SgeoPsiQIolVQ4Wf+4R\na6qRKPMOfeYOM0K/S5S7T5A/9OK1cHePqpZ5wc/Z3Dhk6sUl3OragaUVmBdXNn6MAd0TIKs+/pze\n5lqDHxQEb7drr3wGu4mm2RaT3tLtKNmsV7UijQRGrabkrQXpBxNs5YxLVgETLKWvVmeLitqfcbfu\nkpYC4wWyOkBPbiK1IDpTpwVPU9xOI+Do/vxvcQ8fUcuCOztj/vhHbSRRKnq8MZFPqkgcSFjL0HlP\n8p5+ScguI/7b3t8eD9x19jtUYdUbKliVfjWw7HaQCl7EeOcAjcHvVgP1aI0/M2dEfeaJx2rfuldI\nt9ZoLjYjzgukSlj1lBjxYzLqIAlJGR82ZO/It9ZoOGbe2SacXKZf93Ce8FoJIjanb5Q5BEgKsbUo\n8SjeZvD2Zi1N72BFfvFd0EeSJsq4oL6QgF4CWbzx03MxHYIW27hWPdkLeZ4ZtBiNMCdcZ1762tqq\n1kbwlFxMqFkdSwfdcIS8/BolL2QJtlBfXiCHR5RU7aTUNk2H0jlYglBdRf7+K6yB8uzTJq7b5yDs\nbX/B2cLp3XWugKtY2zxG1s5T5gWfE8ULpe8Ivn1o15n2PUGVUhR1gXCygqnY96zm+a6z4vcoYq0t\n90aQWzfIdTby45Jx6xW+GpPAEgt7+zvmuRW5zsK0qlqXp6rpM4fO3BN7G+OTtwgxsFxcoOOMLplu\nnNr9J9TDAU2zjaJqAbbQH9oopWvZG3icBLMaSkdG0JS4fO3gulNweek4emeyonh/IvaBOk5NowB1\nnnDLYp0p75AhgoMler52/pC+H6Dv+XIp3IpH9gz1dlp3OZPyZB2iqrixiSiHwU7327F1+1oxsyy4\nJRHHhXLTkNBOBLfqzeW0ZMrLf4r7ykvI0VPw33wSac+dL5WyGy0uOVdSBK8F8R1LTkxpy1Rep+uO\nqL6jcJ+azvD+JtR8Pd7TuSCilvao1eKwvUVoFy9mv3TNTTRfIqqk3ZYYe+TNh8hSqPEhenrTupZr\ne2+uiZOdc4RcSWmg7xUJnvShG1Tf4U5P7NAU23pc5Tpj5Hr9GTp0tmRIVoPdL9vJQEeIfabbnRW9\ne7dSF+1gMAz/pXaL/+LXDwqCt+MltFbc0gRDrdUpjlIFfKC4wrQt1FRwpbIJDr/b2Y3oI3J80FqN\nC4SVNRlodpp2c9equNt3oX8WzRk04VpcqQw9mk1ZL0VMXZ0WVAv7Ab2UQu0DcriCk1PIC+IdWhUn\n1dr/sc2mXbBT5NYEXKWL1+/TlULyzhwKIvha8S3EqFfhOr1uNz2Gycxmyay3b1Nv3TC1uW/FUWrw\npOib8KcJAn2EeAPOzgx3GzySm2tCAnpjQ7x5QvCesu3Ydudo55lE6Q/umabi5gnlrfO2iXTkzsN6\nRVB7vTpndJ6smFr1VlBdXiHtJG9BLz3qA2Up1JyQtafUylkaTUCJZx07nFbqENqJuKIxNstha0em\nprJun5X/wpcIL79GHtaUD3/AvkMvNut0zmx6IsjeRtabCFWIzVutZrVzSogdroL81Rfpzx8hIeDf\nOGP52AdtQZMm0sCKU4JBr6j2fTnfuhyNCRFUmdeDbSgCs1Q2Th53QubFOspd6wKNk72e1WCFVip4\nzZRtMfvpMBDWAyTD0IbqIFdkWNtJMFus87XtEB6n/OViiYxgp33nKGVEvIVVda88JL7xgBIC5e4N\nojhcVNxuZ/fSdrQie8ws0UZ3LlVisQTRqs5Y/mWGWye4yy0sibpeUe/dtWySVHDY2KQSSGqOmOsu\nWErgKrV3UBN5u8NnRUJEF/tMJZoF1A4K9j1ocHB8io5X9iwOG9Z55kqMxxG6QLf/O1aDrQlHG8rp\nEf71h7g3v4asNzAfU5cZUuIbtePPX3b0aeAnb85svvV/4b/1f5iX8o3P2339Q/8anxeqgPYR32bx\nmotlbPTCUjI+rgjxkFmvCG5HCGuW8U3EKUO8ZUGqc8Zp21hXw2ONx6qjjrNxMhRz4lxdEbKiaSKk\nhfLoHEkO7x1OHPnyEu3a6Vy8FdCtmJXgrJYXx9J1JBIh9jhX6ZxHU0Uoxus43MB6hZxfmuUSQZ64\nYeyQvZi0jZxw3jb+hj1nsedU9mOxg7UJSt+GIKMfFARvt6vR0EiJWhVlQWtBUsH3G2uzK5TsyQGC\nZiTPTA+3rEcL1pEhGhvg+ADtO+RqNMtQXNkJpO9aldoW4tTaYMsMvgdxSF5w3ep6UUehPH0P/8Uv\n2ellM1janHdICy6RwzWq2VqTVXEuUlMmhA4vNsrQwxV1yRYAo9Z90PXGCHJaQb1x5AWzWCKPnRb7\nuapWnDOrnpaMzIs9tH0TTO1tXrvRHtbW0kQVhhXpxCFptlbuQcRhJ0VaPLPOE6HA4cmL5OkMpCdq\nR73cmZZjvUaGjsXF61FhViWUfTu6YFZQsVl7rcaSd5gFKrTOTvD251VJ5+fgHd5HqIU5zayKJ+aF\nBCaUcmKbd7AEyKpQ5ivKPNO9/AbD//mfEM0EQEtm+fCHkL7DlYRqpd67CW96QlUmLTCNePUMg0Df\noxeXBvwpmTpnxDnCoyuDYrkK80P04Q690+M2rVWLQq42nkAhijVmGuHRLHoZHBTvDK2tUDYbctcR\nQjD7pzgKlbS9xA0DUQIi1UBVnSelbLkC0ROC4ELT/zXboqgiawNMsSzEv/ki/t/9Bbrqmf77H0Gf\nvPP4Pjjf2mvzDs7OqZ1lJIgDnRP19dcIBVwqyDdeRZ+5C11o4wrz2zsnlMMTJF8hnUOcUuLKEhWT\nQ/pIdR3EQnrPChlH+2wvLgwXzULZTtTVAW4ViV1HTUodZ4IoJEUPG6I7K1IzM0KdE+AZfIGlEFzg\njjvkjd0ZeOGF7tTuvYNT5PKKcH6JMnF8tEGWiblWzkQJCodiz2muijx1B3nrczh5SNheUl97SLrz\nr7i43PFH9x1j9QQVzl+H//Xi5XaPt5v/7D6SZ6u5AVfNZaLDCnHOslFCQnq7b5+5/WM8uPgSLr3F\n6dEL1m1JF0i4YX+uU+rliOuGxobobERU2hoSHGUY8KJmwR5HRDOHCaaUkSys40DJFcQ0RBo8VToD\nqdUKixXRcnqEpkS6OLfiYCUsuwmSs4gHnNmi9yPbJ24h+9+xlwnkfWdD0CUjadsC2TZWqC0LjNvH\nDpZmsWY9vO2Kgh8UBG+nqxQ4OzfgT4xoB/gBzZW6JGCyjdsHA+0MA+IXdEyWPTAbw1+XjEwT7nBD\nPTiC6SFuc4w4qNsdOnQtv14tOAaBqy1uM5h4a05WgU+LtbnWZtPJ73uO8uQt2I6U2zdbTK9rPAOa\nICeiOdG5llxHNeWwcC1svhZ3LeaPr5cP7PQvDqmJdNThxBYVnx0xdK3l38Ry+7lqLUC+Do8x/OK3\ndRSybcg2krC5Xq0gXU8Rh/pCVaWXvcbA5tluSbicxsFlQgAAIABJREFUbDHzaxBHXCwwija6UB+u\nw5KkFGrXmWhJTCWPJkgeQocOdqK71jYMVngMAiOCPHqEn6amr4xoHHBOCdFWnEGV4hzBOULorJMC\nKBPMCS+eev8+qjM0Wn1//w30w2rF5HCIOjHb6lMr6sUVm/NL/Nrm5fv/yYMzvBPy7RvWhJAIqw7d\nXZGyIw+B9PASoieU0rQghpHWfrBFU9XYDgjisXm8FmospE3AlYhrHSzf99euFU2ZJY+QK3leKC6z\nUqEGITnbyJWMP9hYIdWKreu0w64zauKDM/zLrxO+dR+GHpkmuv/n75j/xx973LHIyTZs2j0YI67z\n1nHZXll8eBtbSTWaHavB4Era1PvB47TiuwM0AN3arHepItFOpOKbcyE0V9+0ReYLXIHDJwK7M0fd\nJFb3InUpFuQkznbV3iGuokXRlMiuY1m2qPSoZEQ8IU1QO97THfN8d4goFoRVClTBnV1S8mQR3Gkh\nbzacVyUCuWR0mjgSU+sjDn/5gLqK+J3gdjvqxRk7WbEdlaALGoTzoui9D8PZ5yBdWVV2+31cj5Aq\nhOApyYpDGRe8U1wfmBcT/FU8T5y8jzy92tazFkTWB3bzjlwUOk+33bIaR2Q9oEeH1N2MeEfwkboY\nlyP6jixbanMyDLfvIucXyFyR6Kk3biI+otlZR3S7w3UO19l4zVWBfk2MIxKCTQh2I3W9MWQJGXGD\nYar5toOJNifPNDWXUXOzrDp0FZuw+ttFxsaNMC1KakLE7h/zMd4G1w8KgrfLVSucX+Im80dLmSgS\nqMFmhbhotEwHqVjuALkwTwnXd6zWPeTmIhCB9QGSM672iBhjvVTzsNcuIjHgGnYYxWb7Wu10kduJ\n2TcG/DiZyjgE9KknbBY3z8ijcwxK4KyNiTHEdV7a3HZpYre+YUc9+M6U4OOuJTB65NEFPgYqSr3/\nAFfXyOkpkit18NaG7qPNqR+d2yLUdai297pqIsT4bXG40LoFwd5DTsCAFKUqZgHD8hGKJjsNLMm8\n5zHSOceynfAnR3R9YxzsRUEija/fgE3B48YRFmm6j4UcV9TFhFNxvUaz4Zg5XLeTqrfFrc5kV+gP\nViSp6G5CQ88gVviRZrzz+KrNrlZtPgwsqRjMJhfkxhEqEd8WrHqyboI8m3/KnvTWdbh1C3VRbSMp\nR/zK13GvvG4jnNceMH30gxA8yw9/kPjXX2CeM3LzELceKBkTT3XmvdeiZB3t5EzETaZDQCKVQl12\niDpW3jN1DuKK9cUVfnwIq4EqkMcdlIX+6/epXWR59zMoHu0jshrQjQULXY82nLOxTBtB7GfgenKI\nvt6ba2I32zRI1QA000I5MUeKpIxbDRAM2V2qdXL05BT/aAfzgi6Feuv0Wgim0SPR7uU8T1xNj5jJ\nrPwhnRusc+bFOlY5o6u1sRi0UDyUacTFDnWFWhOruxv0IKC1Bew4zPrXd/asbDFtR1JmmVA/kJdC\nGXpiBZ8yS1WSBMNR7+ObvelVam0bvQvUObM78sRuheRKSZmpKkfNZSTnW2r1uJJNgV873OEJx2vh\nibjw1lapRXimX3D+aaYX/xfk0RfhiRcJ7/4fcOcX9hkdDHB6TLwc4dEl0sadcjUzxEgewvVIz+kh\ndbnCr3q6wydYxKEl4Gqh5IUSlOw9oVZkN1q3cB9oJkKIHdXP9pzUiqwGqg/4d72TmjMigpsXdDdS\nsyO6asVBEStkRSgCzBOhCLn3KBAk4IbBeAy5sKSRoB7vAy4l+/vk8e8Ax1tpy7JkTl1g6CKs1uZs\ncIDrqNNEHc/M2jiscP2NNnV7+xQDAP7Xfu3Xfu17/SK+F9dut/zzP/TdvFSRrW287V+grqFFS7GF\nAU/J2vz8dpDoUAYv4CqO1l5cR2RjkI6Kmj1oHMEJte9tLtcCjWRvJdxubeEsahv5uqnGLy6tdaog\nu52FwmhTTV+fgAIWPoSpq692tqCp2sPTd03d7ahU8jKjNZPrAhlcyUipDC+9Qnx0gW4tJ74MHqTg\npW+LgaFR1WPpfQ0+pMCyGyl5QYKzeX3NZqnKBZknZLcg82RVuvOoKnkcoSTqPBOKInvhWa2GWPYe\nP3TWAk+P46ENyp9w44KSIS/47Y46FUMaL7aoS6PaKeBWXdv8vP2+8yvy9iF53iJporrKUDu61Yr+\n9LYtSA3qQkrXdig75VqMNNVGAZRM7jp0BWUI5HtPoU/dIbz2AP/qGybYvHlqBVVK1GWhKNRSTTk/\n9IRv3keKMeJlnqi3b1GPD401sVlRDjd2WzqHrleEeboO6Km7XdOomCo+CFYQKPY6BSsqx8k4AWOh\ne+MhvhRku0VTRtYDw3/4O7pX3yA+vMCfXaHPPGEAnRgoOVuKXoXYWdCNLuW6C2FzdMwt8srrhNff\ntJM+kJ++S711Si3J7sW+M8RutIAjKYqvglTBe089OUG9p969hdy+0U5/inPBNiMnPJpeBRSnlVl3\nbOKRFfPRoVVsxj94XN8KtNzWm3XTX3QeWa1bl64Y66N9xfaZCpoE8QGXM7KohUx1HUqhmxIhV2q1\nIkmjR71YhyC01Mc33rLnvuvhYIPrB+aUSNNo9bkzXoifE4iih3cI2wt0vSG996NIv8EX4YV+R1R4\n0Y/8pLwBWqknT8GzH0FuvRP1EDZH1M2aul5dd8MkZ1PcBytua3CIV/IyGunS9YR4SH94G3Vr0pSZ\nxmR2znki+EDcu0AaityoAdXyO7B1kbHgVmZh9oPN9EXN3eNb8JkT0yrJZI4XK9LEwsrE2vhRAtEH\nI176gCgUzcTYmRNL1dIcU0I12/gBeHW+4sF2S9LKo/uvcPz1l/HjAk8+Yd95CNS6tQV7bfHRdl/v\nO2Tf3Wuz6f/J//Zd7xB85Stf4Td/8zf567/+a3a7Hc8//zy/8Au/wE/+5E/+o59bloWf+ZmfYbvd\n8md/9mf/5O978cUXibHNZL/t+su//Eu6t7nF4x9dIui6R3a7pmytuNMjQpZ20komABI12I+ABMsc\nkJLh4LB5mBdrWZZCTgnWR5AK5fjAnAqGIrS5f+A63EVaPgFg1hxnYqb4ha/gL7fULpLf+25j8vbt\nZzebxwKzi6umUhYTjqVGUGPv83bgPLq9Al1MHZwFfKYeHeFffpUyTuRNT+2U+tZryN33EOjRPFHj\nClVBy4yrDYSC4jZHzDmDF2rJlEdb+n6FO1gb7zwXS1ucGzjGZTwzKc3EXM3O2EXKNBPaZkG1f89B\nT73YUUWQVUeOTR0/LeBA3YK/vES8a9Q+Z21H+0KR2bz/6k0XUovNgpkm2C0Ul5BlQpaCjJniCt3d\np9jbTGsVSAK0k0lsXRK1PTYsYiOGEMgdzM89T37OCq+Dl8/t+84Z/+ob1KefgnmylDnX3CODpy4Q\nc0FjsJZ/NeQuB4PxawaPyIrQBZbehKChJuoq2uji4gqSbUoimWvXSLNbORHKsiCXI3P77vxyaS4I\ncXgvlp8wLsSLK2uZI/QPzhinxTbMUugODw1ZuwdapWyhXqs2Z9ZqWoXdjKSFut/IValdtA6TlvZ/\nR+2iuVb2wsYl2TMQI6SE3rpprV5tMJxpNr6CA7RSVM0eiFDySNURlx24gvMVt4lIp1DNeSHrDbVk\no3P2ERFvHfbtDj8v9u9WAxo91YVGW1TDTasjXs2UTUBipFsKvo+UkvfWfnNe9J4siksJvx3hximc\nnVG8oIcrDv7933Fw9oitd0z/4r10t29TeiXWYhvn0Q2W9/wYxXWm8F9GQt9xYxj4iYPLdlgYKEEs\n1dO5Zl0OrQtY8MHGMurEaIvBm1OqGCNllkIKjqDOdEWlUrIJY8O8EOdMqonaD3RVcdIySXwwe6ma\ns0ekUrczPmdYBzuNH/SoONwyc81CyRXfBeTiHDm7NKjbqqPeOrIRZK2tO2OHC0KwkUqeQCp+yUjY\nzzuxLmmoSKroMlJXB+yuRnwX4K2HxG/eZ5LI5tGWJQZ48QVbz/vhMRo6NDfO25Bw+F19ReM48slP\nfpKf/umf5jd+4zfouo5Pf/rT/OIv/iJ//Md/zPPPP3/9s7/zO7/Dq6++ytHR0T/7ez/96U/zsY99\n7Dv50r/zlwhs1lTv4eqqncA9LieKOltc84j2A9UpXoV5ycTOowg+CEIHLqCi1+x7Lq+ume+ooMFR\nxaG+2YucmLJ7WVo7rnK+vaTWhZNXH+DfeIDUir8EvvpNlifv2Ml1mhvZrI0EQkB3O1OEH+/b4vs0\nMOzBe3SF1moah8OBMnhcDcQY0Xt3WS4vCdHjFJbo6Fantvi2NEMwTj7ffJ3QwoxwHbpX749XED1l\nNBW4U+Bysg28qCnK80LK9tpr8ISSbWbooWrAHbYkxaZu1qGztmcpyMVlU+Y3RbGHsuqQL72Kf9na\no+UdB8i9m+RFCW6FViX2vWXAL5PNllPGzTsYBObmZz/c4MPGdA9LsmJgl5Ba0HGmOpsxS65G0Ave\nrIlLQp2J3Nzh2qY+Q0S/9cg6PblYsbzM1+AiTS2AJmfjsydlvnFs6vOLC8q73mHdlXEy8FIu+APP\naujIQ8/S3CBBK+7hI+giopfmNtnbsxqtD/HE3FPGESlbwFMXJWRvwUEU9OaJ0QcPNrhpsve/WVnb\nf0xI6FpuR0Hw1pb34XpsRt/B+ZVlXjih3L6Jf+1NtFRqH8nPvQPpOsoqWtdg3/Ld+8eXZF2GfXcu\ntHt2D4sSrnUpNSdEPPEysaQdtYuEEHEZ6Ezk6uKwT5qwQrAWpCb8xjoCaCT4Hj2/sNO/isUjr23s\ngPfQKVICFKUmiJuOGqRN9XpK1xFzZry6oEwTbrMxl4QP9p2aVxDpB0JR3NdeNWR2tA3Pf+0bpDs3\nyDkxewi54n00IuMqoqqUocdHB9W6en5ccF7wIZCXmXK8QUomFKBMoPlamCsxoNFbUTVOEAOzVtKj\nc7JmVB1hGAiHR/az4wLiWDnH4M0x5I6s2JPYUefFxvchmqZqXEyzISDLCNsJvfS4u3fsu+yjrXlL\ngmnGTzskNruiOAuNSsZMEO9tw96L/pbFHB2XOxxKmRZK9NTOUjg79fjBOgjqhX7oScuC2+4oIbDJ\nUGPk/z7fsnv9AT9y44ib6yPq/Mg4CdXj3D99Sv9eXt/1guBXfuVX+Kmf+ilWDQv6yU9+kt/6rd/i\ny1/+8nVB8PnPf54/+IM/4Od+7uf4oz/6o+/mS/zeX30HdW2LUC6kKaFaTA+gFfKC4lCEPhWQwRLs\nXFvEKDBn5GBAS8Et5pUVJ7iU0GFjTHMAhSqCdw4Nhid+ePaQ0joIu7Mz1sHbzK21Su3kWo05L86o\neHtWQuqgk2vUKN7ZiW+ekSLUxYJ+1PdoBecivo+IdLiTnvKOp9A33kJjR3n2tn0etVrwTreyxL77\n9621P/RoVuTlh4R+YNEZtxZqTpZiuFjinQRnr/3BOWw68skBLna4LpBypu4urNV6ckTVGZXOkMYN\nNGLQpgrTZCMAKnWccAjVK1yOxK8/ouZCoeBfWqh3T+hXUOctMRxaDjzWoZCqlFio3tFnIYlAiFQX\nmHPGDZk+K5Q9TU6QPppwNBVTmTuhbBM4hc4hu4REqItaezQFlttHxPuvgzjyk3etYJuTFWhNZ+J2\nE2OBean4KeGffJLDW7eMjtmcHUUr2yHjthOuP6Ss13B+aS6CaSStdtQ0stG7SFLk1ql1DlTt70oJ\nXIGoBI3klMkCevOU9W5L3RygmzXZFa7+xXvZfOMVmGfSc09bF8M7yMna0M6Z2DMDm2BY3p2NwqQW\nC6SaE+nogOnHf5T+4pL6zD2zKToIKRmvoVY7ne4dPcts7pu93iQEaujaU+Ka1qTyt/f/iDd2X+bW\n5Q1eOP1xjroD9HKmu/cMLlcD6HkL7XJwnXmgdUak2iYUOpx6VAQt2cYe7STMvMBmjcSG6V1l1Bd8\n72AX6LuejKN2AZcXdFro+w2Lq7hlQvfjCBG0OJu7q1Dnhbq17pCKwzuhxkhOha6zeHOtJrPxgy0h\nipilOAaW3SV6vCE5T8iFOAx06w5dr2wUpNXEtON8LZLTabZuiPdwcmRJpldnOEn0/Ypld4XIitiv\nLY3QJZwGsmScU3zvcX33WCAcLGTJzYlaGsrYecpuxj16BLnQDWvqmw/h5MA6a90+86Ozz3a7Mwtu\nsTXSMSNqNsRSZ2bvkVys4zzb+/LeMiGyCn61os4zc/CsBfu9CE8dnfL6tCPdfYI7r5+zEuHfDD2f\nC6aP+sLlFb/47D02X3mIbHfoekV5Vw+bYvfw2+j6rhYEN27c4Gd/9mev//ns7Izf/d3f5e7du3z8\n4x8HbFTwq7/6q/zSL/3SddHwz12///u/z6c+9SnOzs544YUX+OVf/mU++tGPfkfew3fl8g62Iyln\nUs5WpeLonIBmgtjcX6M2v+9iSmLX1PYHK6jZWOolQYi4VG2B9h5xrZ+2z/IWQbpIqZklgJOK7raM\nt25QXn+Izxld95R33aOWYhCXlpsgX/jPhPNL6skx5YV3YCW7gEAZJ2RKljkeelvMuxVdtyFrQjqH\nQwyt6wLcu0u6exuthdD11uXoVjgXzF64JMT1OBZ0rLYBXRW628fILlG90N3cmJK3ip3wzy7sZFkX\nWALubIceVqg9kdE6K0c2bjEKG63VbIpolxKleNSBOrEOx7oz5j8F6daoBHx0NjfGIZoQ1vjSCq+s\n4BXnnEU6S4876dCq+KM1pVT8MtuRUgvpciImMfRt19n4IkZqNmywTDNZJpyPuOzIeaHbnJLSRBoM\nqVuPDtDNxrzmTvC5mvc5Jzo/ULyDh1eky5Fwbp2VpVaSV8JcgIQ4GC/PkBioQ2SXr1jnniqwiLJ9\n+Dek3VdxQRi3B9x47n+2QiDt0cDt3lSzJgaEzddeg91IebenvuMpqotMqZC94O/cZr55ykbUNpk2\ndsrOApRCaN2oabaiaBwpc0JCxFdFxoUlL8gwUPqO6em7dKvB+BC1IqnYvdbcJPacNNeAb3N3sY1E\n0372baFLn3vrc/zd1Zv4eshhvuCbF5/jxdMfRzVQUrIODcHyOKRASEjJ7V5U+yy8sxTQ/gDNi1lI\ne+tMVIkmWHTOZuZBDFGNolOlblbIkvECPgiLi3Bgz3HMUwv62pFzhgm63sPFQo099fgAOdqQpoX4\n4CF+WJGee45uXxzWZGmnovjWWdACmgpTjJR+Q/A2Ly8VonPWto/N0bDMULIFJi/JxnD7rmCzSe9x\n7L5bUxFCf0AfDN7kakZXHXo10tXJiqNuMFNSslGp7mbTMWnFjRkJgeKMjOiiOXyKgisV9RZuxZJN\nhd116OkxAHVrZFCbswj9v/tPyNkF+XBD+diHyH0gV0vdjKUaHMxH5K0L+r/4PLKbmU6PefXpB0xX\nrzH0t7j73E/w5PEx3LoFYc308qt8s+uQwe6vi1K4/6Wv856Lq2ucOJsV5e6tb2N6vD2u79kQ4wMf\n+AApJT74wQ/ye7/3e5yengI2Kjg9PeUTn/gEn/3sZ//Z3/P+97+f97///fz6r/86KSV++7d/m5//\n+Z/nT/7kT3j66ae/02/jO3PNyXzmOZuJrJi9T7sOnw1XXBsEQ0s1tnaupiHogynYt1vc1mxxdTWg\nx0dweAgFwnameKXGDh+9LZjeo2Uhho6yGDxIg2P5+EfwZ4+ox0fkGydGR8ym5Pdf+Sbx7/8Brw7u\nv87iHeXZp6xy3u2QORv58HyidBNKRLZXcHKMeoefbePI00Q4PqJDGnipw/twjRllNxmhcbfgh4Gy\nm2Dc4rOJpVgW+vWaFDwpdkj0yLLgSrY58eWIrteA4EXY5QSrSF86JBQDnSyzdRzWvX2GubWRjw6t\n9auQNbeuQwdrC0uqTwH3TtGXH+B9RzkW0jShB4e40NGpItnsm+pBSsY7gfWaKoLTbD7+waHBIedX\neNfhgpLpuKwO1weOgqduZ4iO2sR8zAZpUUCnmbruKTkjmlnSTO16BhRx0RbG6K/Jd64Cp6fwYId2\na+MMXOxwN9amR6nZMgWmimiGPiA5k5ZE9FacXtXXDfuMY9ELFj/RX5iAtBxvkHGycJp5xg0b+v/4\nt4TXHpoz4+KLXB2dojcjJWAFjxhBbomBngKrgRRbYNd2S9olggdWPbodKSJWxOVE9g6nmbkTJILP\nmXywptNqgBmnsNvZ6MjJdciNOTl2zUbWLGVLppaCzldoVbY58sbOM7qOSs+ZDxxLoTpBVz2ujxTA\nrQZ0O5LP/gGZjvDrp5HtFcPffhE3J8rRmuWj7we/WBctCviV/Z1dy23YRx3Xwheu7iMqvLC6SRRn\nn1tVUjXgjwkrZ2LNFA14OrQkGzUAGjtqLdDCsut/+8PkUnHHh8huJGixvJBxgj7QVYxJ0q+t8PSC\n945cM5qsWya7Nn4cgjltwNry2grAqMjOWvl0ERpOGFWGw0PyvMWlTOcarGxOwIKsBtM+nR7bs5er\nIdSds4JeClrbLH+ccUOlOmci59VgKPQ5WbR3rSaKBvZR1boaKJ03iuvrD4m7LeEb38I9PLdQpKst\n8fNf5PJ9TyIlWmjXsMK7juI94aVvUXYLvoK8/FXS9IDptjBevoS7/+fcff5fwThSjw6QD76P26++\nyfk4IiJsnHAvW2fqOvOgjfL2Uoe3y/U9Kwg+//nP8/DhQz7zmc/wiU98gj/8wz/k6uqKz3zmM3z2\ns5/9/4kE/6nr/ztS+NSnPsWf/umf8m//7f/L3pvFWpZedZ6/9Q17OOfcIW5EZEaEM9N2Gg94gDYG\nuylwd2N1l6CLkgWtVj3wYPkFITHID/CCxIslHiwLXmyBLCGQUAuZbsmo+wUEQtWNyo0QQxWFByA9\nZtrpyIyMiHvvGfbwDasf1r6RoOpqySVjksb78d4czt377O9b31r//+//v/OTP/mT/xAf/R/2urLN\nqVq2eMk2Y8MWv+oC83DAl0KYEyqrBa25uAWcibkkK0wLMe1iQo+rvVzbLeKc+W+n9CjRTdROs9fW\nPTsqpMxx0+PGkbTqmENAdnvUOXx0+BCQuy/axrJgS91uRzneWGtuyYlnYZ+7OcFxZ2CloJTzC5wX\n2j/9FPLgAm6cUr7/nfjYvHyiuLofKRmCdc5kSdSzNXWOpOrpXsIsXiKU6x1hs6ZOEwwJ9Q5ddbaY\nBYM9lQIx9og0VKeELqCXW2gcrj8yqMq0UOxq5VEYVNegsbN7vXiufTCKYP7epwnPHqPPfZUkFXf3\nHKSHm2fklIgx4MSjsQfJVDGrWc0FxeG9MqFoSTipBK2o89zTgq4jtevIAteaznQIzqOpUFcdLlts\nsRNjAjipSN8iMbKdDwy5MuseJy2rcMxxWKHTvMBZMuuTFTsCaGGF4tY9cnlJ/JsvodERX3uTTEVK\npW0ivm2NxFg9UR2FxmyN2uDaE6hCrYJsd9Z2rooLHtdvcOINyqKCqxlXR+qtJ3D7RPHe3BBpRgRS\nGyBEimKCt82GOkwwDcjl3r5HfUsNnnLxANVKWEd8aCF4qnNIjJRSEVdsbIV1rmwcp0t7G9MSXAlq\na0VLRV1BB5vFH2rhiWvfzoPh85y7F7l/vOFdx29Hmg69drww6829Mj3zv5F3z5ob4s53c7x7yiK8\nEcLFAM/eI7/mDiyNCUvjc7gmUKIjZ7NP/i9f+WP+9OJZRIR/cfIa/s3td9BuD6SSFvCPol1HTBXW\nvWkTxgH1DUolDQeym1EH4j3N8TVqjPg+PLKbuqy0PlL8hGvNzcQwGpgqVbTbGH8Iu0/iPM3RetE4\nLJbkWmCzsXdlGa3ZYnDFXFYrdNqWdhzx0hrZMwPtUvAjtl7UajoE563YqM5+vjwbJ5WSC7SO0lpS\npjglH6+Ri0t811PPTm2UmctSiBTDAaitaXm7pX3mC+h+QO6fwzyZRqFUpnmgqHX6ZrfoBLoTsirr\nK4urKiENuGJdSBFH3p/Dbm8nf3Ew7Pk3J2v+AOXgHP/1yZpmzNSLL1tWhwr11nVbe19B3QH4R+YQ\nnJ2d8dM//dP8wR/8AR//+Mf55Cc/yQc+8AGefPLJ/+L/ZgiBO3fu8MILL3wDP+k38bqauwVP1BaS\nUL3D972dUlNGakBz5mFy7OYLrovjODnDa8ZoJ8ExW5jKlE1gU52J/paStGa12Xp92eokTU/4v/5v\nbnzlBWhb8hveABHKnEj9YBt/2xn45ktfxRfBDcmy6GM0ZXetFCeL7Wi2l77O+N7sQ2We+Np0zmcu\nv8bZs3d555fvMxOJF1vmzQbe8R1EZ6z9q0VGDuOiBrd5KNeOYC/oMJDXAameetbDxpMutzCNVM2U\norRdj3QrKDOalJIScrQ2suJ4YDjP5Fxoz05pMW46qdh9rArz+Igc6Y/WlNYWVJ8KiKMMe/scLhEc\nSLdgord79Ilbpj9oTJ4uIpQ5IzXZhtw2BoKqib4oIND11MNEScukQZwlLzpvJ6i2BypNf42aR6SC\ndwV8IFLIZQKEySlelTLPXIYZNx+YRdGmclSWdu9RS7MdOfMOJ4G6aaFA98f/wdwZwPGU2L31NWgb\naVyPRE/JguwOHB99N4ftX4ET+rM3EQhoABkmcMZ7qCghREQt6c+9dG7fg+un1Nc/hYZA01fmqSLz\nSHA2diFBcYl7F5+GtCPGDWfDbRslFMN1UzfkMoA3Fn2RTCiB2XukjUQHomZpVVVqtFQ8UMucqLpY\nOwM6z6QuElSQYJoBFwFxXFO4GAJve/WPcKgTt53n1FeGywNuHHGdx3ct8+V90uFLiI9GLjz/LPgn\nzcVztUGOI+xHa6l7b/bH4FAi81RwTcNeE3+x/arN4IG/uHiW/2n9RlqxsZVMM24YyUcZ5y1USGLD\nnBJZAkULUz3Qdx0xNqiDSSsBpajiS8VFv3A8HLCo7YNHz06YQktRoWTBFTXLnu8JDQjFdBuXlzxK\nZIXlpK82+nMOdZFSTV0fROyQMGeCC9RZmZsI00RsW9sT49JNOFjBS9capyQEg2stqZDKEuk+mybH\nS4MEpR5vqN5bjLJfFjl9+fxdcyHPI+75e/b4OVvrAAAgAElEQVS8Y8t884z2/kNjkYTI9PrX4zYN\n0XmqCnOCTCbXwvRtr6U//wwyZcqNV3Fx+tf2/8JxfPPNC2clmFDWO5pS+NfzjOKhz+imY37Lt+Gl\noJs1tW2QJvDKKge+yQXBH/7hH/KLv/iL/O7v/i5t+7LKcp5nPvOZz/DMM8/wkY98hI985COPfj6O\nI+9617v4lV/5Fd7xjnf8vf/epz/9aX7nd36Hn//5n3/08szzzHPPPccP/dAPffP+sG/k5T2EAtXa\n1mG9RqjkVJjmjObElDPTlPjr/QOiOu5OE9929hg3r2hhXWekrWER3zQtsGza4pb8eLXoWK1Glg2O\n8IWv0H7pRZt9HibqM89QnrxDLTOSAzVGSuNpnr9vorrTY3KpMCfK009QblyjPHiwZL4LHB8ZF+HG\nNWPHe2E7T/wf208x5RHvztldU37gQpi9LcplGCnREZ3HpwX8IwqzZSwMKHk44Kc9Xcq49REJxfeL\neHCelmTAGQkN8zTS3rltbcHPfo52v4f790nrjiFVqio4z36ckFVP45dY5rZFd3vKocCqwXfeGCNX\nSOKaydOE7kdkmEil4GoiZM8UA6UJCJXYLFa2bIwDVyvZmRI/jSPS97RTtvS8xqx8rl/CfQ7L2MIZ\nGZCoSHQ2slBFmiMTs5URvCcUoQuQG08zK7XrucwjvnhUC24YmTXgmiMLkup69FUR2ZmtlD7ivvK8\nQYsWcZgME83RqW2cS5iLdw21hW6+Rjz77wibNbpuESmmyK5qI4jGI6GhquKLI3/Xm9Hr15Dtgfy2\n1yExECbzhcfO7JW1CDUY32J3/jlcubDidNoz8iJtPltU/45YK9VVE7bWSr7covNAs94gxRF6K7YQ\nfTl6IVxZa1v7TqFkzTyb9+RZcU3kCX+CL96+B7nS+sjTwXGujidiyyYdmF7a4qKnTAM+dfjOU6VH\nvAkYtSjiVuSnn8Bt98gwUo/X5Ne9eslpyEYXXfUQ7IQqS+hNo47eRw5lRlJmpZHu+Xu49doCd8YB\n2W8JviBNsAyPo2uIKxbe04I0SsqzhZxRiDUizpsbJ0YQv4T3VGR21HFCVis0ROsCLjqgnKtpBrSS\n1FssyLwERBUrDqRrl7wNhdigKmQNFm3dRFKtxKrmAqkWQiTBgRfmWmljWLoDxWyMxdYnasU1LRBJ\n00R58SHlckuoGb1xzZLNL16y7mP0lKO12Q7XKyoZ1y/BQrudhXaJnYfSlIx+6j3DW1+Pu3OLsjnG\nl0yZHzDOM1k8104fxzlLH51u3SD/y+/FX2YCylPyNIfyVfr4GJvVbdMXqSJeKVXZvngXcmblG1b3\nEvlVj1uXUQqTM8siUoixw7tXDr74m1oQvP3tb2cYBj74wQ/ycz/3c/R9z8c//nGeffZZPvjBD/LU\nU0/9vX/+937v9/iN3/gNfvu3f5uzszMA3ve+9/Ge97yH973vfVy/fp1PfOIThBD4qZ/6KUop/NIv\n/RIAP/IjP/LN/NO+cdcVDQ9I42wpa6UaPz8NpGzq/hcWi5+0AWkd9+aRm7dvPZrXcfMIjQF9uLWq\nXmeSW8G6p8pIcCaeymUGhJg9fj8gNRv6o0xQE0WTzeQpOBch2lxRD6N19vuGevsGutngL/aILsrq\nprGFfdVCcMiR5ZV/bnyRssQqu6M1X7vcUi+gtJ759k1ru50fiH1PXq+IYmpi2bQccob10UIX9NSu\nQ/reZt1AroW0WOwlK8iE+g4OI7I9ILsDodgG4A/nuLMTajKBUu1aRlVi10PToqWQJgFp0CQolSjz\ny8+oqDktRvPg+9MT8jQT50JcrXC3bxIUZC5ornC8AVUSlVQmZgohQQgz2XlCXvi2EnHRNAI3usD2\nkOBw4GgVmC8HqlSaow20jaVexgY5CobjzdC0PY1zJNdxPlyi88R+HjhrNqQKx9UbGrnMli2/P1j7\nd91CTdTTE2tlTiYGrNdPrS0M0C6wqdaTdwOqA1KUlCtN6CixReaEr5CHjBePWzWAQ/MA4njhyRt8\n5sEL3Jj3vO1P/xJ/7yXYbJj+23dRQ2PflasToKhRrueJGj11nIw94IUaPXqyxmPdMsaRZhZcPEZm\nAZkpPlpGgbexFV5NxBWCuULmAVLhftqBU7xEKIEHMXF7fbpApwoOT3COHqglkw8J3y9tbB9sRNUf\n4Zoj4tP/I+WrfwptQ/9t/wN6co3pB975srVRq7XQdwXazk6/mBjuCq0cq/I/n72NP7z/1zid+Vf9\na/FtT9lvCScbChVZWTokV9bTlBZePxZ1HnvUV4QZ3RXi3S/jnKc8fsMgVSI2iru8xIkYpndMcGRa\njgpIKeiUkL6lhkgNwlSVpm/tvdEJqAsnwEFoXhYkth7BOP56RU8UQYt1JeUKW61qOqDD8IhdURB0\nThiLzOyA9XxLGEZEIFclXgy4dYukZKOguVgc8c0zJJi9tM6Z/YsjqgEJhbUfKE/coowJP07I5pT6\n2ichOnKxgnA3Oeawsrb+7iE32w1dKVAqse9wZ4GSBjo9pZVTkEqqE5q3JnzuGu4nh68mNL3PbOPC\nQyWPBWLFN+booiqppH++BcHZ2Rm/+Zu/yYc+9CF+4Ad+AOccTz/9NB/96Ed55zvf+Z/888fHx3jv\nuXXr1qOfPffcczx48ACAW7du8eu//uv88i//Mu95z3tIKfGOd7yD3/qt33pUQPyTvETIKS94XRAR\nclVq2xBKZS6FTddxXzK1CdRppu86e7muwkCm2Sr0x47QJpoFyoZpuFVPnmfAFhPnPSUn3NNPUL70\nFfSrX2VebUhP3bEs+iiE2NuLMyf0zg3KvS08vIDYULuOuqTaiVa0j5YjHz3SBmpjPnQ/jTzpj/iz\nJPaS+IbjN7+e8pobjKsGd7xBtZgNcpxsIRoPOGPJUFqbw7takdigyRaN4DxDjDApSMNcLa/BN43B\nqebZWrUKhECoFaUSYiAlm9nm6FmFiAL7aSKPE0Kga82JUbN5+BGBBxdQi2W/L5Agpolwdo185xYu\nJeJhemSZkgW1WnKipgnnvP27UdB5IHlHkGrMIWd0wiYrHdB1Qhaxjk2eqSEwbC9xuSNM1VgBJ6fo\n8doCkMQt4JzKptuwrp4TjYxN5KhtWQcTW9WUCRfbxWtfqKXCuoM2MLzr7YQvfQVddeQ3vcYyI2p6\ndP8YRmoEweyjpYl8YX6J7TBzZxBuN8f4ZB0VvEerkl3gwXDgf/3yX3EpE2//9H/k9XcH1qFFh5Hw\n559h/v53UIaE94IEz0nzJPcvH5IOl4Rmxeb+ihImXBNNQOsgNCeUMpmLYdWi2U6wGhedDFjxJGL7\nTQg45yhMNrahIjjKNNn9y4rsBWFCrmBQZTZwEeA2K9xmRbk/GhUTj8YAUqkFmse/B26907Kt1BIc\njdcB5vPFBHBds4CKvKUKrjf4nMjO4bXyPcdP8vb2Ju7Lz+NCbxyO4zXp+inaeML2cgFaJVgLZTgQ\nr52AOMZSaEWI2hEk4r78BROg5ow8vMS94y2QLe9ElucPzjJU5oIPC6ffYULNEdwKvDT4EEgx4Gs2\nl4RzVI/FO2tCvUdWjWltxgkwqzHBL/kYamOb/QirzvDXIktnNKBiyYYW39wtz83GhWhBnBCDt6RL\nFEKLSjUmwVyRIaFuhKZlmDyqC+FwhrFtadoW/8bXmYg6BKhKrSNpqcemkgmdrTHDxY4UMsF7uuMV\nOg6ULlKcULQSfECnQik7XLeysZA4xrylOVnTbg8E52yKENa4msmDUnym2djfLbIURa8QLYGo/p1B\nyz+j69697T/2R/j/vPLugJZlhr0f0a5FBaZcCc6hWnhue86uETYE3hgaZLOBvmOuZhGSw4Hg7aUt\nqAXyhMWSUwt1tzf9sdqyGJxHfGC8+yK1E1wIiwp5RlHadW+ttuMT8J780n1EguF+pwl/dIzzDvVC\nqhXazpgGJyt0Hm0eOSa+ON7nmfk+q1n5vptPE2NLGUdKyswKTWGxnWXa/YRQUOcY7jzGvotILqhm\nNrElaKXGjlIMeJRysZbtYUQFVk0krky85L/wHHJ+aZ/9ydtwtGbMmVmUbjvSrVcM98/JOVPWa0aN\nrI83xDlDzTQ3eup2B/vZTvEhUktCdyNBgL43p4APyDDaRrFZG0DIK6kUqlY0BoauRfJMO1WDxTgl\nO8X1R0swU6ZpzLaUxom6H0wcJUL14HYD/cM9AFIq+emncEedPVsRxquYX+/sBJ2VGALiveFXL7aW\nzuhs4da2QW/dRMfJLJ3BAYqGgJv3tpEJ1tJtIuP+whbqEPn08ALPM+FSoewPvGv1Km7Q2yJ+uqZM\nFcmZP77/PP/u4qvMJfO9L1zw7rsjp01nFtUnn2D+7u/kCmbk5hFpIvlyT9EDq3//t/iXzpkEdm94\nLemp2xwfHRHmJWWuaWFM1JSQ3QjHZgd1jTOXDcui2wYDSM2Dtb4LlMPM3bJnikpDw22/ou0imqxb\n5u89oPnLz4JzpO98E/UNTzONA2Wcya7Q9SuiRBS3UCzFwrmohtOugm9b6nZv7IgKOlec2Huoa3NT\n+EWkp1VRcUg0IS/bHd5DvnlmI8BpxpeMvHCfsFrByQklJ3TVWss+JyS0Jg68PBA+/Tk7qc/FrIFv\nfT16zSyoMlpRTXGoj7Bq7HtLJg8TpST0wZbsHPHx64Sb1yklERdSKCLU7YAvL28j2nVIrZRxtrHn\nVRT5tRPkYgfjRJmM9ulu3VwohxUOA1qrwdm8p3q3dG6EaZoJX72HpIzXity6adDVhxeWO5ES+Wht\nkeNLHsRYjyj70Q4100zMB/rjiK46attByUhVxiU3RnPi7vAQ169ohgzTzOOhp6kFrl+jLGTM6oSq\nEzKMiGso+RwycLRCS+G8KNsQiaOBwW6snyTU5eydE0kT8QRktaL1jdWK30SE8c2bR//Z373y2Inf\nugAIfUu62Br3frWiicYPCFWp+4m5Fl59dt026kfxup55uweFtCjVc0o0gG8CKU1QbD4bXaAIZrXz\nHqkWB0pV9MZ1pMwkD7lUjreXhEMiX3e4xza2wQSPazuK90jr0dzhWgscks98kTYVE4697il0mBFR\n+13OvI4Nr+9PwReUaHS3rkWd0A+F0hkvIbz4AH3xRer+EkRo91v8d/9XJF+IpRLa1gRVZVEUNxZx\nrCh6dgr7idS3KJUGpZydwK2b1kFpAppm2r4jVMUx2kx0mCxjxkG3uyA1jma9IjphvveQUkzU5O89\noL/7EjJO5vU/O4X9gXK0geMjNDYGkdJqC/XDe3i1To8rkcZ7arJEtkZMfAdi1jhv9iiwkCjftUzj\nRJ1nXAyEOeG3B9vMU0JwuN2O6tQW2RCJOZOW1qsrFe8tuKUkw+f6GNDdnho9uQg+tqbDEQ9ByHlG\nxwm/6o3iduUpXxaupj9mnnaQZg5SCWVB+TrP/WHLY+uFVvlwZ0FIqfBY8GStBBx/9viG7zoIp2Oh\nxkh6zROYKM26J7TRRmVe8F96CXe5t05JKcS793h4FJH755w+9jgudtYpuX4NVyu134ML5oBRYFaz\nyYkaYOryQFClTDPamXPiiekUaRaLY53I04gm6yq1//aTxMvRns/9c7Z3Hkf7nhoqjURKmqg50Uhv\npM42oF6ZdxeW71Eh17Qw8Y3jUQ8TummZ1SE5kYYR5wIuBuRyhwYHBLSL5Du3zXMf7RlKiDYCkebl\njWQuVknXCRkm3EmL4kg1U1aBcNji2t6god46IRRBVyvTXixq4+liRLqWpibyNBK2B1wMxjS5/wBd\n9bhVD2JCP51n3DjhL7b2/dqs0E0DRQmy0I5isI7BMMBhwD3/In5OaFVK36HdkhPStcZsUF2YH4mQ\n7HDTUtE7j1ug6VWkOUrd9LDdWdZIygskyaGtWX73ZWXBVcNMd81a83Kxxd3wy5gjkA4DU5nxznF2\n8hhbzYRhx1FsaXMhTYly/yF13RLGA67vKHPB+97Cq/wZqZ4vOPXAzdU12jqR1x0n3RqvDdNFQZw9\npva4JwQlVmfskX+EPIP/3PV1FQSqysc+9jHGceQDH/jAo5//zM/8DG9+85v5iZ/4iW/4B/xne3lP\n3Kxetr2pUdv8xRbNmeCw2eFmzVwSjSiSRjSrueVU8Y29NKVpcN4Rc1lagaa0Dq5Bvb2YUgHErG84\natfjnIFk2q+dG9v8/ILSNujNU+h7vFhkrNaIP2mga3Cfesa83t7hzy9pXnpIfuw6UqFME1Uzrqid\nGI4bo/CBncSKQzbVUMreOg/5b84NNJIL7B/CYSC2rf1dOdtMNgR8StRpJk4zeZip7gDHa/KcUe9o\nVEzApQrB2SkkriipmClflFryo/Y+WNt6swn4WJGsVO9sHX64Qz77RVxOOB/gck8+OQKUen5JiRGN\nkUaX2fX23IRgAl2FWoVm5WC1scjiYcbVjEzL6XDd0fRrWyicw4nQ3TglPTD0ae5b2jHDw0tQQbVS\nHQuPYGZixmnFxcaEd1fpijHCNOOiR2LPYc7wuS8SDiP1aIPqq3FBlkJiRtLEfoZYG1pRm3OrmgK8\nbej8ETjHzSFzef8ruBAoJG6tr9vfrYL74nPEh+ektucN4vnvX/UEn58u6dqOzdO3GPajcQ+axgqk\ncaS2ETcPoGJgo6roaF0q5wKpZPz5lklMCc+t69Yda41/4a4sr94KP5lmaklI59FhsgJYxCA2Geg9\nGjNKMp3ELqG5mjh2HpDtHl1ipcvFnqvI6JIyQRSdq30/49p0HSkt9lRnzH+RJflytg6LVlx05Dkv\nUckelzMlKm5akgDFU5yQU6G2EBDKWPDOvpfqHO70CL08YFxBDwejmjp1sLtEmxbXOMprnqT6BocS\nbt+y5yjAqmfIhbo5og4DqWQa56jjSIpCcRVXZ9xUkabFqVtQy2q01Gk2cf2DC7vfzuMfnFNungLF\nXB1lARMtWGY5N9sz3lNqYr5/ST12yKQ0reByJgAqnto5m7UvVj3XRtMeXN3jZQRKjIYRrliqaFm6\nbuvA6lgpuRIOA7JL5qryguYj6AKzFpxvaJ0yO0/TdzwVPNQGv70g6UxFbCzqIkOZYDvgnCdONt6y\nHIrHzH6aTRB50qxtwhijOaVOA9N+ousL3ilooIwj3q/+6RYEH/vYx/jVX/1VfvZnf/bv/fztb387\nH/3oR3HO8eM//uPf0A/4z/q6svRkU0NfWRJdtJOWlEItyfYzbyLdkjIaI0yZcjgQO0vWMjVONmDH\nEkajLEjQq5CXZNz44BwaAjULzZCNSZ6SiY+GyboRC4FOcsI1AVadbWbJgBtXKcw6Z3zXolmsiGkq\nxNkWi6uXpS5EO2ezRsRahvPRGu0bZE7UrqE00TDN04h3nqqKW06t0jQ0hxlRIQflkBWXlYLiRak5\nWzRwUWC2tLSmp9QKePR0A5db5LizeXRKhMevmdp6dyCLZ2pW+GkiTBkvlnevV3jaeaZ2kfnoyDaB\nkpn6QETBFWMHzDOiBdcf2+xQBHG9aQkzdC5YINOQ0NXVDr9Yu6bZnmVsiApy5xYSl3vTRHSzhpTI\nQE0JN2fqupDE4cVRq+CKo6aJnM+R0JIfXtKJmLq8FPRLz5KfvMk0D3gXyOv1MuYolOJYx4UrX0xY\nKB6kZt64eox2N7OVxC0JXB+hNglJFXe5N0HWYQdHx/yL1Rnf++RrFy3CBN3GYmYPM75dCkHnqLHH\nj3s7LR6fUm+/Cnlwzm7leXDnFIKjr5DSgXDZo8dHsJuQ/USVBk2T3e+uxaURnxWtDqdq2RQ5L5S9\ntAQWgVzrmWulxEj1iqREnDx50+C21m4vx0u3JBfyVPAp22feTUzyABc8niVszTl77qrolEiA28+4\no97eyfNL6qL5iZuOOheDAc0Kqw6PoKkSmsh+v+VQEzGbfiiueopzlNM1IalpH3ZbK3Jab5kYMVvW\nQAzw9OPoUMyR0S9OCBeprpgWpw3UGWpVpFGGeiD0kXFQwuVIG1sjVoaAn2fbgHPGebcAdsyaq96T\nRgNx+at3/NGl1lYfR1LJlBhJ6mGYid6Rvranbarhm4PAmG2NYhErzpWCpbo6vzzDKxG2gHOCbq1j\nRhXYjYhUohcrWOYZ2e5xeOqN648+U2ijKUm8sxh0H3BtgIcLbrrz5FzJQcjS0EUHpTJvGroKpBl3\nvLbAq3ZZa2u178U8Q6n4qsQ6w5SQSWxNPVrb+53zKybo6Ov6FJ/4xCf40Ic+xA/+4A/+vZ+///3v\n54knnuDDH/7wtwqCb+TlrxLFXkYM4x3eOXxRZlWqViSY6hcfiCuPzoks2WZnXgjjBCxhRBcJ/+ID\ni3d9zVOWknaFIF2+xD5lchrwFdyqJVxc2sLWBOqtGzYbHiw0yC8ncB0T7uSIcucWzfbzSEmU1RHy\nuicQx7LxLi+MW9TquvxsmRkaHdDZvLq1U/b8pjfivvRF1Hvy7cfpum7RECwBTn4R5+S8tCYLjoZ+\nnklLEeOd2ceu2pc6JFh15NE6Kho8BcFfOyaGaF2CXAmNRR8TIyULjVTy1lqB7Z3b8PzzZC2WUnmy\nphwdoY9dR03GYAjaGFA6SjQFsk4Trl+Z6nxB/Er0yGEBR4X4CC5Fby1sim1AqsD+YBCZrqXevgmI\naThSotaZeR4QHLVfUWvCtY3lWIiiKTHuvoKgj6JoLUve7uVE5lAHsmRWiqFz29bIiaokIKZqGqg5\n2+MLHgFec3Yb7j/EbS+h9bii6PYAfTS0bRNQyhKfjX2nm7rw772tRG1rz3DJQijjjNvvIRfq65+i\n+leTdCLs93SXl0jXIS4al+vLX7MTonOkmzdNeDoXyuWlQXjaaJvMUlxdKfqltc1GRNC5oF2DaxS0\nUNNEVWV+9/fhPv0Mlcr0xjehhwHmQquKx5N3B6KznAt1LWUYiVnMvquJVCqhCG7VUUnIkGEa8KIU\nBZ1GStfZptsGtOuoRdEyUxuPppkDhbibkDJyfzxw3Z3hxRtJsHjqOBOKcSsEIXtPqZ7qBKfFwr6u\nraE1YifeoSlTSkLaSKkzKhHnHWMewDeIBOT24+RrM113RnVCvv8SuYmmJXIefGu5Fs4KzillC2oS\nR92s0KYxpoV3llh4eoTsBwuw0oXaJ874A9U6DzIMsOpx/cogYUXR4ilLkVZSoWLIA9u8F2HeYTar\nIcCU0c7jDqNZi5uW8KXniS/dt27Hdsf87u/Gx0AudXlHhKaJdmBPM1KUgGPISu1MdzKJ5ao0zlNy\nMc1QtzGnUS0UQGvFjTPSKDqMBufyjjAM1j3MBaqBzV5p19f1ie7evctb3vKW/9ffveUtb+Hu3bvf\nkA/1revvXFeFwNXVmrrel0wbW1JcA5nJe5rgkKw4SYiLyMrjZRE4L4Kq+Jd/8wj6Uy+25Le8AXY7\ng/9UQa88vJrJKTPfOaJpIE6CPnEDXYJKeHCBf+GBtf/aSL1+al3SdUd6x5uRXKmbDc7Z6ch5T03J\ndASrFod72fpUFqjH7gC1IH2PTgHpIvH2ber168xpwoeGnDMuBHytNKEhaaGkSqdim840oXiki0bw\nw+GnEdd4dLVeNtpmQdYaRlgnpWwTPgIbz5gOaIhImSx5TU2CHHCE66fISxeEp1/FofGUTSA/eQff\nt0QRW6WG0QiETmykohE5MppbaTdMaSZ4T8DjqWgyJoRUI8gRorW/p4mrkKXgvQVQ+eV3MdrJ7vwS\nKRk3T6Q64EOg5ETa75A24L25FtBKHQ74kiE0uBApZ4qOoBd70ML4+Bl+1eNyJmkhhoCXiOtb6pRx\nyUh4tokaBU4Riw1erKRsjl4+9YhQbl3H+4CWRH3iNrremB3tKkMgJet6rVvqMqbR3WjBjKuVCWol\nUilIiGxqhzzWINOEI9CenRIu9xBNsV72B3jhJeq6ZRbbfGMIBNfiXA8xklc9bukqyTDAFb/DWUSv\nK9ZN8kXxfY84T3rbm6g5E1cdZSyUtMWvV+CFGFqcD5SVw6G4aUZ8Q6Sh5oqU2fgYabb3sW0W7kRL\noybnVx9sNu6DjTDmEWpPcMKkSvjaJWGeqTXR1QrHxxTJSG3Yj5lQCrMqLUp0ntJEZEx411OlEoI5\nBIxBYGtKrZV23TGXQjg5ok0GLIpuwzAZ0lfHCSmOOk+M+QBzxbUBPVzSrU8oKVGun+IOMzzcon2D\nmxIyJ7RtLHp81VvxsNhk9eZ18o0zcwZMjtpZ0ej7xrpp2OiLxbVEMDS0eLckUtrIz4lphyrOvivD\nuBBSsxXcvsX7CCVRoidud1TnjHw5WrfAn53QB0+pFT/O5roQQWa1FE/viLsDMg6mmahLtZ8M9ORY\n6IqYVdw7b5wX76ipULNlYpTJIqnjGnNT1GVdV6xYeoVcX1dB8OpXv5o/+qM/4sd+7Mf+k9/9k84O\n+Kd0iXsk7qqpWMtYPXUcyV1HzImKg75BykxZICOiUC4PuN0eqYp3DjdfwsMLZJqQrqU2DTUlSmet\n9ewLaCDfuknZdDRVrAW2H3APLizToG3hMKH9HpwnjwPaOJxrcLsB3e/AGXHMH69Q5xa9wiJS894I\nZSkZJKVtYBiQXGg2a3IQSlVavPEFvKPkQhBhyJlRzI40aeVEIrLZIDWTy4xeDOiwN3zzqkXPjhee\n/3Ki2O1hLMhqhV+vKPstw8UletSjQKyOrIlWIo5Cbc2yJ092lGlmPltbFl6plFppNmtiUcp6ja9G\nhLO2dAUJsOqZUdz2gGJjH59NhMb1U/Qqgjdn9AtfQVYBrl+3RY5lHpnzkoGgy9dB0OooxXQDqTqK\n69GgtGqtVM0VkYj3HewyTAUtlXjthObtr4WcGdOESyM1TzaTdUc0dU1aOgjtKqJqAsSwLKiUjAvy\nKHdD+g6Gi0cjLr12Ah7yagVdR5mhTHZac1MhdBH8yUK5E1wf0cOE6yKyHZAx2yhqypYD4SruqGfj\nBX/DshyILbA3NkEpSGgQL4ylkkToes8s3siDTkjRSJM5F1wTifNsJ8glsjemRIoN1Ew8WuPGidq1\naBuRAuIDQYUZjMUfMIeDr7gmGuDHB3vw+xUAACAASURBVGr2iBOkVmqaLfSqZGqa8b2JB3XB9tbG\nE2qF5eSMUzQK0q+QonTB4WLgQKZmoa+RkooFEh0mQql2DwVS7HBNMIFksr/LtKaeijeNgpZF5yME\nEULwqPf4ztr7ermnnk9o2lOcIy5BZnVa8MLbiZJHom/xR0dG9tz06P6Aq8UcMW1r7+tC+eQwIs40\nTeRM9BGev0t77yH6+GOUJ27ZWtBFdLvFbQ8L3TBRb9/A+ZaUZ9BKrgG/tgRCx/IuqFqhXCoWAT9b\n8eMESZgbaWMjP13GUmW9wilIrYRpXFoOJrpGFN10sJ9wzmKTPY6Vq9RU8H1H45wVko+MeksxkA2i\nVqmP3oXqlNw6XJrxbYdb9XY/rrrAr5Dr6yoI3v/+9/MLv/AL/Mmf/AlvfetbWa/XXF5e8ud//ud8\n8pOf5IMf/OA/1Of81nV1CdZaFkGrUKdigrzQEJ79CnG3RR3U174KXfVIE1DnqZc7xsYTtaKixnrP\n5pF3Y6bMGT21sI0cOkQcqSQ07/DxlGaawDXIlMi1osFRuo5Qi8W1bk7IbbWAE6lUmXG7hb+bMq4L\ndgrumpdHBKVYgXG1QYvA+ZaaMqMfqZc7wrUT2k3PXI1cplXwLuDXK6bdbklcgzJlUusIqos7AmTe\nWyG0wJTwwTDCU4aLh7TbA8NhJF3siNdPCUcn5DxQGlvMzOccoAjOuq72s9gYP36/W8KKbHO3sDxP\n01iuAIMFmjhValE7MQSPNA06z4utzdTkFIVU0JLJ//aP8Q/OUe8I3/Zq6re/wayBVSnr3rgUqrhF\nWV3nRC2RUgZqbFCUsOoQGqR1uE7tb1Zo/TWKHqA5ouGM8ymRRWiy0jjP3G9wzuEmi9XudjtqrZRN\nRI/WVC/UKdMOo5EIEfI4GB2TDJvOwm2ONzwazgdHKY7qTP+CZ4nUXrjZXfNoYXXRP2LqowJtg6hQ\nrq+R1iO7waKOr5IJa6bcuIY/TLZpHXdICLgx0z18QHypkJ68RVmtrdgEqgglz9TgyEcrojMPfkUJ\nDnxKS3SumlBWbAAktcD5AQI29ilieHAHzWZDFYe2Pc7tkN2BKh6aQKgNRcCP2cYcm9WC4YXatAQf\ncOd7U5wvlmDnPOVyi7YtbhZWztH3R0w5mTUvNgR1EJSpTLhNb+32tsE1lSIgqw6d08vjtKvTaFVz\nCaRCmkZoGlzT4LENyo0jDQHRFexG5n42USqOGfuYKi11Unyf7VAwLboBrFsk2wt8qKg3IqR0DUUE\n7TtqqnTPf5X2Lz5tJ/Ivf5WpvJnpbW80Z0mtdv/nmVkz5cVn8driDgFdH9k9rBnZROq87OOLkFCd\nA5ctcjk2C4zKXFT5e96GfO7LVlS/9ikbyR1Ge09Lph41Vtyo4PoGSQVWBn/zKVOlUrJ1gEKMuEYe\nbeazqmkqnDNUtxcTCbf2rud8sHFg3xjF1F9pt145xQB8nQXBj/7oj+K959d+7df4/d//fQCcc7zx\njW/kwx/+MD/8wz/8D/Ihv3X9nSsEat5R82gnniIWEbzfEnYHWxRywX/5efKbX2dq5KYhbzq8KtO3\nv474tXvWOVivwQVqF9DtgIwzul4Rq2OfCvsSIBwRKITamrd4nm0c0Pb4fKB0He76dbi2oe7OHwkY\npWbqlHBL6iHb5eXxbsmcX0RBi7CQaaLUikwj++1AMGkQ88Mt8dtfgw/R7EPiib0hXiUa6pdom7y/\nO1ortlM4MrhJ9YJzlj9PE23RGGfk4Y7ZFeqqIRwKY5qIUyU0apuXRItTxoAq8ujz2oxbFXxyFLHZ\ndCfgQsOjUKawII7nCl4ML6sFV2c0eAykWO3vb8xRITmT7r5AfPGeOSsuB+Tf/Xv6//gM5c5jDN/x\nZlvcvbfCKllbVl98gCfDao1WiP0aH003odU6EFWB6nBHNwl9hBDZlkIphc2n/gObT/2xdRie/nam\n7/+XVlBdXoJ3ZrFydlp3zjDI0lqiZM2KsuQb+AbWnnAsVgwsmRaodRkYi50Wu9aEYDouWhJ9pJPR\nYYc8fw+5f0Fdr+GxG9A4QmdMfm1t/ksIFuecMjjIr71p//52D5d7wsUl/dfuG1d+dyB913fgSmFO\niRot/la9R+pMqtXInVcx3NiYhqZhjmIFtzpCETjtycmKNzftDWstCrsD0i2FZGtFGaXg+pYpzzYy\nCUIIwcBKGCRJm842s35elPoCeByBPM92n30kn3TIfMB1nYVahUjIBZkmU6wfZmgbc1euVkSF4hSk\nIaw6VIWymyzpWapRGIMnYgr+R5HB3iMPLwi7HapQo8PRIwjNasM0jHB6Qr+zNEyGxZlRC5xuYJhY\n/dUfEj//KbQNzG94J+nN32+BWl1DHmfoG/Ry+6g9jwD3L6hdT54mpAO3P7CbHjLPD2EqBDo2eh0/\nenTVWY6AYgW3X57XAiqDRYPjxciUOVFLhtOO6bvegksV2R3w9x4YPOn4yJwiFzv8w8YAZ+uAvq4H\n6Zbxwg7m2TbMEKglwVSAlkk8RQQI5ujpPNF7vAh5mqnnD9D9Hul6izDvCv76ekmsLK+oLsHXrWp4\n73vfy3vf+16maeLy8pJr164RXoHiiP9fXmqn5BwVJ8G0WX7E7TJumijjTOwCPhp/m8lIaBIqvuns\nJHdybF7iGC2YqDXQTO1XyKYz9e5zX2N975Jw4xrj2SlOHCqYiK9t0J15bvOtG3B2QuiNkii1Z5hH\nDlqoKXPaROJLMzYe6Ew9f7S00fKiIfC2gZZiZEa9dg09H+yb6T14Qe5f4F71OH5pXV6Jzjbi2C1Y\n3fXoCMFEWnWY0DxyaAJut6d3K+JjJzbLHEY7bXubN0sb0FUDTaKuWqKPdN6SD73azNIsz8k2iynB\nNFOLw4HFNKvgwtI2vFpYr1TGZTBNQIzgKn1sSOMI00zjxO7FYQ9TIkuhDAeUTFDwh9nEidNM+Pyz\ntCEyv+tt1ikZR7Nx7Q/WYHF2iun6DfnykvLZP4J5It9+LfKd30dVh+hMSRVcwTmHLiK7zV//GT7b\nc2ie+RTz695KDSe4UqAYu91Ow1cdILGkzO3WLK5Hx7Yh+GU26v0jmyzYyEKnC8pgwVwuOmTdgrOi\nxrycS+v1xQe4wYK03OUFtXHorZsWEOQjNAKrlblZUjbSXMEsmNOMX3VILbTbrY0+UkLGjPvic+S3\nvYFQKzMJ+o7oHCl4AhimN/+dTSQGZleMrleVkkeEQPEWQ+w9VFnRthGGAwRBEOqYbMa8zMzzOFOP\n1sbuEIvQDqWQvac6g2zNpdKItb/rkpiXilD7Fh+aR+4iXZ+YsyQZUKeihGmm+/TfUKfRCuDveCOs\nLDAoBBNrVhx5O+Pm2e6VrzgKMJkxflUNgtSaLVWKmjZEKxIC/ugIiYIjsPEtMmR842B21o0bBvzQ\n0mwFqTPx85991IHgi39F+o7/BjeriQvbCF1DvvM49W+/jKvVOh5HK+ThBRXDg2vnOeQD/qgnDJVU\nCjnZd1GqCVtdyXjnDAp0VYg7sSjpJSuCYYJ1YweCw8FcIPcukSbC+RaGGc2F0vbwkkUqu95ARvLC\njN7pLNdkmtBVh6TJBJOPUMzVIFLeOqFavMkJvLcm1mx5BTTZujbe4boO7r5o3JaTjR1UFlz9P/b1\nX7ST73Y7/vZv/5Z79+7x7ne/mxACpRQTa3zr+ge7tFqbUZ1YFvw84UVxXbBMg8dm/BI9XG+eWusz\nePAz3ntijHY6co4gDn0sovsDdUyUUpCqtHfv0f7ZZ6gI/Zee5+Jtb2J68nFCE+yEOY2k3jDGpELY\n7W2W2QRCv+GyJpxv8F7ZSma1ahZhEDDsYbQ5vOaKRLHT4zBDArxZHP2mZz4M+M5Uz24J/UHE2oDL\nhhSccJoVmmY5bRR8bNBkHPxWIcaVhThddSKKnYzY9IiDTKFeO6a2SlfUDrRgdsPoF7JcZZozZdzj\npkRLY587WlGGWvehYqwOKQXmQiqOuDnC5QWBG7DZdC7WaciFglIS5thwlXi8Id+5ze7ePY7QJX+m\nkKtSdpfMJRFxZumTSt3t7dm1kdC2JF+Y//r/JAw7PI787GeQo8cIN19lXP4ughRjWfiOQ8HsomrD\nC0WREIkrb5kAuy3hpCN1vb3jtdKURajYmBK9DgkNAR+ipXLW6WVxF0qpmbIdYBxRUVzM+OZoKZrc\noiPJkCtumMxlokDX2cn1iq55GJeFX/l/2HuXWMuyq1zzG/Ox1trPc06ceGRmRL5w+kXmtXlewBeu\nilugEo1SNdwAUQgh97CRkDsIQQcBFh2DEMYt3KABLapBq6SLBFWFdItbYMoYMDbOa5NO5yMy4sSJ\n89iPtdZ8jGqMdSJBgFxWmbIRuXoZJ2PHOnvvNeeYY/z/97NaoNt+mtE6+/MxUcZE7lqk7YhnF7bR\nAbUNyK4nHCzx3pOx71PwwT7rEHEMVsR5G2Fpnfz6OcM4GvgpY5CsT30Wf/8MaQLjc3fgicesI3B1\n4is21iioxeR2nXVNxIoO9cE2yJRxIpTgTHx6dERJCU4e4M4qZdVTj68Ro70H7u49mpNTyqxD7jyO\nnp5SGw9xYWvD3ftIO/E2mkmAqnXKo5jGeVXwtSCNp7YCFQMPxbmNulZzZGb4czfZUnFCo8Y1q1hx\nKMtISj1sHBo9qY40e4e2AUmJpArSEb74MvnokE1bcCXTXSb01nX23/cdtH/7RXIMDM89Y7qU/YWN\nVJZzXHNMLb0laF5eEJIDHF4UWbc4V6wTcBXYxFRYjgk562E5dabON7hZnKBT1Yq1frSiIY9QO3To\nEb9AnKPmZJCuNIkTxxFfdcI/J8RXE2g6eWR3LI/QTpUggZoqFNDNFr8zkqMGe9/Ca6f4knFth55v\nqE8//qbY8+t8fVUFQSmFj370o/zO7/wOKSVEhD/4gz/g/PycD3zgA/z2b/82t27d+pe613/z19VY\n2/uWUvbGYh8KvuzQ6pBrK/LtmybGyZmyu0TTHtd3uKYlxgCL+T8gztUmUoI3etflBvm7LwNYehlK\nd36BvvNJmhCg+qnN2NvinAr0A3W7RWpnG2kx+47znuIr6sDtDV6krUM3W3JsJkFNg6+K2+2t8v/i\nl8nzGc03P0f3yl20T8TFDD1c2ULVNNC4iT9uJ3WqWpt26Qmf/DvD0T73GPXKInj60BbT+cIWjsmm\nyGJG9+XXacfE9toa5zrzMYthY+s4TuQ+IVFQZyMMcY4xm0hMzy/gcEVYragl2ykwBoZ94uKk2glr\nt+OwGwn9gFvMKMMWPbswtXW7pgwFrYWqHlXBSyG965so3/IOdp/9EvGvXjS9yOECjq/h2hbpB1xr\nRVJZzZGTh5aCudlyL7Qs8mAdHFFiBbaX0JxbOzg0EIXsAi3K0Tiwf/47Wf3l/2lK+OOnqAV0qPh9\nbwjsVIkzIZRsC+EkfDRSTzHqZWxApw1vyoe4io0mj2hNuCgoQn9xSeMFyRUXZ8gwGnBmtNO0P3lo\noi4nFnXtJxfAhPa1mW+B+Qrd7g3vPbkWtGYkC+MTt83aNeyR4wML9CmFUpVcR1wIBGkm4JAt5ZYK\nOj1ozuHUU9Jop3EVmjGRCLhXX8efnkMTcVTil98g3XkMkmGLCQEGC3OKwSKvi1ZKrrTruUVYl/JI\nN6NgjAwAAXlwij/dWDjR0KOLGe5wjrzyOuGvPo8ERyiVXJUc/FQM22lUXr+P95Hy5BNWgNRqJ+o6\nosXATwwZuoqjw3WNdc5ieNSJqDHgxmwEzuX8TStoyvg24LsApZLOH+JSRsYKD6xrKN2a4YX/SPOF\nP6Omlto8SXjtHp+5979z/3Fw6zVPd+/iTvde4tmlFWL7Ef/Jz5CevkPNPTQFV2csljfo91sImWV7\nnVBWSOORlRWdNXY24UlM/BKxta9UkGpW7GpFs6tT4mtK6GwBJxtkyNSDpX3ebaQet7iXM5oqMnOU\nGwH38MzcP7s9zZDQPCJjxt28Dk/ctPFsTYjad9t7jxYmVkXCj6ONGnJBU8HdWuGGS2Nh7HZI09jY\nopm6iF/n66sqCD7+8Y/ze7/3e3zwgx/ku7/7u/nABz4AwGq14saNG/z6r/86v/Irv/IvcqNvXUxt\n1YpzEdcGnHSwP52gPjb7pipuMadsz9Dd5En3BbKBN+h7WK1gv0f7vdmbxOMv95Q0UFYzeO0exIhT\naIMQv3zXrDNPXH8TYasOmGbqlztDwi4WtCEw9BYEMysZt1yY93zMxibILRKrJaPlStkNyNkl3V98\nDtFKLIXSduQX3o68/Dr+wSl6dmELXNOYcAyFNEx5MQXNA82ffZbmrz9vVqW7L5K+97vg3imKkovD\nffHL1Ns3wHnEQfy/P0t46VWkaQivnLD/T9+DCtTgCSs74dV+mE7NaXJ3ROgztSqH//l/I9x7AMDw\nnneSnn/7tLEofXeE1ELYbJC+Z+hNjV/vbmhKpfoG2WZSTRQczgkuO9NItIGxDFQfGN/zDs6uH9Fe\nbAmLBem5p0x133VWFO2nAKXljJoM9lRLIj/zduRvP21AoINbxMeegmLBLTLuid0KN/EDgnfo21+g\n5AZJydwHX3id8fZt1EdGF5gFB9stenBonmpx9ln0w+QMEcIUbOMmBbd7eIa6gC5NoCoATihpwPkZ\nMm3Obhhs8caIjNy8RhGsqDhamd4gTCfukuCyR6KnDjvqsIPVGldstIR3SJhTB5BZy/jOt+POzogz\nK377rmUYRwJKLJV9v0ebaOTIJtJOqXPFCQVgVPzlgNRCUyqyWNCkjO6TKejFLIPoxGa4sp22U6CW\nAOIIdQDnzJa621E7G1fkKRnQCxZy1HrYD5YdkgcTSk6FaVkv4MFDcEpQw427iw3y3NOUzQa32yN3\n30BmHV/88mcZd6/w9Lu+gybOkVJMR7EbqWVq98fGumVYlDbz2Zsiz8XM4rDD9Dk7b8VOGSwlyJvt\nNbZz+llCtucgJvaVNJCf+XfkF74TvvAl3Cv36N3A3e6UxWZJWTte6z/P0/U9uNMzc8FQaC4uKWVH\naBvIEe0cy+YaSzk04W3OsB2hm7QpEnC5oPuMVoOkua61n8XGfrX9zrphCFU8rlhAVxpGuH6Mu+wJ\nnYOh4NqG6pXypFmyx5hNMDr0yHzB0Dbw4JS6XtP4gB8GqnPQCF4xp9blBeG//iVxLKSjQ9K3fbMJ\nCecCJdN0LSV6XGxw4wA4dNjDrHuz0/F17rJ/VQXB7//+7/MLv/AL/0g8uFwu+fCHP8xP/uRPfk1v\n7q3rH15OxL6EyTZcxtEAPhiqWGMEN83jU8I1jXnic4/OJ397MAW8DntqTfawnJ2SsuCo1MeO6XPB\n9QPSzdGDDmq2OfnDc+rxkal45xFG89E6sDTAfs9hLmSFupjTZUX6nc3pxgHWa/s3quUaKELdFuJr\nJ+h+IAeHeE99+S71+hHt579gcKXegkTyu5+zRL5JpWu+ZjsF+dfvPRLnuIst4e4pwU02JDViogwT\nprgU/N37yBQUI5s9/u599OY1qjjjIbjJqtC1RIE+GMCIeUPzygnx3okt+Cq0f/MF8tufRNV0A2G7\nY18i6pTgHeJMuS1DtiyDzkRtotNrpoyWSogNLoLvGtscRUhPPoZzQp1O3zKO+NZGNt47KgWGBm0i\nXhxRt4zf9Bzp+mOE7Y6jJ96FjAP7nFBtwJtdsyazwXUxELt2OiW1k2ZBbcY6WqJbQSkEXPDT4gpu\nvYTOiJi4YCOHmpEE/qVXjCehivYruHPTEMPDaCCZ9QIto/1eweOdvR/sdsiDc7OerRcUJxaa5WZw\neoHb7k182gilcaANaKYuWnJ2FAchOlztUSdI1+Bu3KB2QjYTGFILNWfG8zNKiMQJWpQFglO8E8rE\nQ7gSvToaar/HXVwibYs8+TicPIC9bQr5bbep40i5uKTxEfTIioIr+2UVs6CmjKZEqQ9wx8eGet73\nphtYLfBdQ20jcrDEv/EGbr/D5UzdbkgPHsCswxelbC9oUqVcP0RmHe69z6Mvv0Y8u+S/dufcd3tk\nGHhp/7f8p4PvJGy2SNMQVeGyp4YZedKSaBD8cv4m+W9vzxoAlz06m8Phyoqxq/UjZ9MEeU+3H6nD\nDndtbrqmMtp3KRX8ao3PrxFzwrlEkoQrmH0zm21ScgZxlFlDaSPSBEOXY5HeNY2GL25aNBRzp+x7\nEy7/1ReRfoM0kXTnCfTODbwCpaLRo9Ihmk2nsN3hYiR3C5Mre6HePKaMPa4x4qLDCrTSX+DvWphY\nTSOlacFZJ9JtN2SwEcKUhqnTQSB+9gvI5Y7qQE5OkJdegWuH4B1OJoGzVnQ1p24cuIoeHNh7/Q0w\nLoCvsiB48OAB733ve//Jn924cYPNZvM1uam3rn/mEsFtdpaAVtUoXl1rs62ib44DirGMXzwZePWi\nYdk4vu1p/8hWRM5oHlHncRSKCwxsabJS6gZuH+JdxA0jTbKFjGriGe0thY6Dpfmms3mpXRsfBe34\nGCfvu7P7uhKNdREXI2U/ktqG4cEZwbfkds6hGloWMIbCrp9gSWpe4r63DTwX3GxG9clm/KowFnQ5\nM5FQtQ6Kf/IJ9OShBSeNGWbBACI7i73V6fkTILcN+docSkb7hA9WCFCBS7M2zrqOikNmB7jFMKmZ\nzcKWS7EkO8HyA9amOk5F8F44LMXaiE1EthaYI6XiF0LcbXBbOwnKskGu3aSrha30OBxNdMTQEabP\nQSTYQtS2dkpbrihjIYwJIXNtdsymKs3BTdY3lraYzmbU3sSAKrAdEzMS6lr2oWE2b9H1ErncWgLc\nNiH3T5HtJXrzBrLoTIzaJwO4XKFZ9z1umLpEi5mNC3Z7tCQkTvbSmqFUmm7qbPSJ0llUtRtGW/xD\nQB5ewoMTSBU3DAwpoyGgMVAqtDlbW7UU3DBQwwz102muJtLyGBktRS+sV7RXzHuXLC8gVzyQtdqJ\nXqaOBGKdkaZlQh0CCiOQlVwUF4G2IaPEGKguM3zPtyKq1OAppaAP7uHEk7QST8/h8Zu2upaCZEU3\nl0jO6KzDFYGLS8q2J+y2RuF85S4PT08ozrF653Osjo/wZ456xerY7dGDFeXwgFAS5XBhGNzX78Px\nGjlaIyFyIntcVeqiYxtg129ZD5ZXQgyTYLKh5j2u65AmUGrG1Uljs7MMCS4urVU+XkBOaOMgXjlC\nJlX85ZbwpVdMUHy2Jz1+HT1cIWtLUizXnkTunzJ7+TXe6d/JF5an1KHnnTe/D8mF9NxThNdOULch\nP3HDUhZHo4iioClbGBQF+gxdh8tq//b9M1y/swjj0Qr8cnyI5IzDAsh00cJQ0aYBejsIJYe4yU3h\nPdo1jOIpw4ikPU1W5ORsorx6Q3Xv9tR5B9cOcWdGba2xNTyyc7DZcBVxLY2n1GI4eeeo19e4VMzl\ncNUB8AW9dWTuIrkSV/8rdBncvn2bT37ykzz55JP/6Gd/8Rd/wWOPPfY1u7G3rn/iUkV2+0ftV8mZ\nWiMs10gxHra2Zn17I6/51Mlg2QbDnPyw4z88NmWIi6A+Uvc9xSl51YJ0jGcbAuatbgioQNn1eCqD\nbxhuHODGhEdp5kvz8SZ7EIgRzqashAoMPRTgYGUFy6ydrGiBcNiQS6Wdz8ibkdK1bJ++Qzjbmor8\n+bdD3zOwI49b44nffM5kD7POCqNmhpbe+PWqDP/+Paj7ayQr+T3vZHH7mPN2Tr5/gVtC1YH1q/es\nEF92jG9/inj3DKiMt26iobF5nwdcQIZki8KYsB5IjxNrSeqdW6SnbiOvvE5FyM88YWyBWnCqDE2k\ni4p0Qi2e3dAxX81tnLFIaMmUbgXR024voIXaNECh7nu8h0N1lnA3VvyBn1q100JcJ7tWCNbtWM7A\nLcjq8M5zFL0pn6U+0oq4sETTaHPegMViN8G0GCVQ3v4s+tpdWwyXBlYq6xVEyEdrZBhxJaP7HuYz\n0m5nG6RCyCboYzmnDgMuV2rpjZu/WExBNJBxVhSOGeYHhIWig2VY1GGP+IArdirksiBHh/Z+j4YQ\nlolIp5tivP42AkL1rcGsSrZ73G0oWnGtN7tkb2p5dULbzsg42ghVKqlkw1TPQIpQc0HUQEioTGMR\nj85n4D153E3PXm800LGg/UAdMiUK4or50AezAdLv8csZJQ/omPCxIdSKbnvk4tw0ilW5+1d/SSgg\nCCdn53Tf8t5JI5SQENHVykSW64XlgPTTyGyzse/F0ZLxhXcwe/khO18px9eI+4zvInUGbrdDx4we\nra0rNXrjP3TTmgD2nXJiNrt+QJ03quduD7WdumajWfGGEbfZPHoeS+6p44V9TpuEnx2CCPX2LUrb\n8Iw8yzNVqbtM5YZtju2M4Tueh6FHNNPsB8uQ6Jb4AtSMAf3ExL3ioJ0ONWEq5F67T/LCbr2kOTu2\n7tlyjqvGBaCq5RL4GbUMyDhMTAaLNy5HC/I4IHsTbGetxAz0ewgOWR/hDg+QWUsVT5nPaQVoZvYc\n7i3WvaZM+qZnac4u4LynHqypT982XPNygRv2kCYnRL0ax0zjsKusmW8A6+FXVRD84A/+IL/4i7/I\na6+9xvve9z4APv/5z/PHf/zHfOxjH+PHfuzH/kVu8q1rukQmJn82StvVMdeDzxgtzs1ws443+kov\nC0I0e9LFzkRMdfo7Eua4g9bY406RPOIP1zinyGYDoyJaKdeOqCqMMSBqboJiw3srApZLI/7lv3di\nD5YkqM7BZg8yQuOtg9F1dhLb75Bo6YG5FsaDQ8an7kCpdKmiF2fUpiJxTgZyV2lih1fBcDjVBHLO\noCI0gfF932rzw66h9jvy5UCsCcSTz3sTMN238YQcr0jPPUW5c5M6WmZ6dcVU8llhZ/NxhhFJCWZz\nO1kul6g4zv+n76JuLiniaIvHj0LCPoNSLBoWFFnMkKh2r97hZpO4aSIs0jSQ1cRx0Yox2SekicTY\ngtRpvqj2e6q++feDt89gOg0rHnc1b0cnjZ+hXzuElE1/sWjmhlSt2dC52x2aM/lgjlfBnZ3hJeFa\nC/kZwBwCD87xpVLHgV3bIo1nxz6YDQAAIABJREFUcIWl94QQjBSIUG5dw51vKAhcMzeBpmxjm8u9\nFQlhnBgZAQ0WVyuXg2GchxFdrydEc7C27sEMebgxrcFjj+EWLVxegJ0H2e+2BKmUJKy8R3VL2VRc\n40xAOCTk2gEqQtMsrEA4PTfg1qxF720sIKoqfreHzuO8kNpICRVI5Kg0rntUfJPM1osISY1jpE0k\nAzFYwJWoIh44PCCnLWW8MGpnsyIVTGxWByu0vEcIuPMN/cECH24j2z111hBXC4p3uMXc8kNKj5aB\nevMIlSmZcbnkOx7/Vj5T3iCN8GRzGzcovW9plzK5XRoCSvbGVyCNyMycP5QKwbgbj2Bh3cw6gbPZ\nm8+3mkVU1YoZHKTLU86aNWV3QSOO9XyFS466XuEfnE1hVj16sLADA+Z80HzVrQlIVMtPqWLCiv0O\nJ5bHoPOZBYI5e985OsBtNmw1g3riuOPs4oRb80MrTtdLXNOYS2UYYbYEdfi8td/PB5xWRtSe1cUM\ndr2NP2KH25vuSmcGwGp7+74STVehaaSe72k/8yK+H9DFnOHbX2D4H74f99qp5ZsMyVDJqwAp2iJ9\nlWSWKiy8va/fQNdXVRD81E/9FCcnJ3z84x/nN3/zN1FVPvShD+G95/3vfz8f/OAH/6Xu860LzDbT\nevLlBWWXYNHR4MxWAzZvFIHlgmeOhBdfTWxdi4rn+oGSU7UkwqFQ6h4JDmkjMcwoJaHexDoSZyjG\nWpe94poO8mh5BLsRDmdv4jonmIk5AAo6jrbpu6lYSVOwCWoLShupY8I3LfXeXeIwEuoIElESvmtx\ni47+ZG/ApTaiGNxH5h1FTRcubjLJaZ386ACeTUxcnl1YUM2r58xDg7u4JMUI14KljGklO7OXqQhu\nubY/33lqUrNYRg/F2tc2E01oax2DHPJEX5xBLpanIN68/M7T+oZ9yubMu7ej9Q43VyuKusWbYVL7\njF4/Rh4+hFHMTTHrzCXWtbYAqRgHYDG393xv7Vt1hlh1YyJPcbg1Tb5szKJqjgpbxEWVZspvCGPm\nohql0ouj6MDQn6JjxsXAXED30wz1aG2n0M0WN46IcwyXW1NJKzjvGKmEOM2XQ4blkrpaofvBmALe\nw9kF8ZUJuMQp+Zk7yLKDWYd74wHhU59BipK/6Vn08AC3nhmqIga8iwhT6E8bERSXC4TWRmepp2sE\nLSZ0jSmhcQ7DHvUdREFQs9ZdLcBLj5xdIG2DJKXWil5s7HNHTZ8TPUimgGUptC1DUELTEnKB3QiS\nCAplfYC2ATdlalBtI9FakCSksiOvHOosNnkcN7BcoueXdN2MbnlA3lzgpBCWS+avPzCx6M0je35C\ntGyMW9cpXQfzGapG1ZPR6IXilLlv+M7Zc/SD2ntd7HMu20tca8FHNMFEjOLNrlwqlYQbx0fuB501\ncL6Bi0s4Xj8akZGraUeahnrnFvKlVxGEi1XLqAHdCin3xJvKwgHzhvTsHdz5JXrjmn2H+x20c3rf\nMZ4XtOsIZWv8j4WN7sgVZgsoCRUHyVDCZUz4pgFfKNfW6Nw+LymVEhziZdI8KTLrbJ3oslEjReBy\nh4h9d4mBSCCLCUC1a+hUiF9+1YSdTcMYFBmsGCg3DtFuyhjJI+1LLxPunaDi8f2A/+LLjO94G27e\n4bKNvPyQJshVtMJ+6M0V1dhaot5ZQf8Ncn1VBUGMkV/6pV/iQx/6EH/6p3+Kc46DgwNeeOEFjo+P\nv/ILvHX9f7tKpYZAOjxEugF2O9LpQ5r9Hm5YBr1c7lDg2mHDf/88vHg/c9gl3nks6P1zo73GACHg\nvBLPNuSwo12ucaomwHGg3pj3deYQHDHOyM7Bcm4bi1ZAkLMLm+HP24lAF20Bu7JVDXur6qeH+iqV\n0SvExjQFue2opbBdLfEKuST8nWfJm4eIGDSlWV+3hzybAA+npGFvtqo+m3XcZ/Y7wQfQV+9Sz85J\nOifOOubDBuEQjZG0WFIPD9B+QxXz+svO7FiuTPPHWWsK5Vlrc3hxU1dmEimiiDgLyRGHWy1ssd3s\naHMlRo+eJ0KtRB/QTUJvTnPti41tlGM2wEmI+PUBRSzkhtWcnIutwTEyekdQcOLRoMZZyAX1gSGN\n1hWYz82CvduDE6ITaANZs+FrSyWMCcWzRU1E5hz7Woh5h/MeiQres39iRqyBEhrUB3JVfK0QPSoB\n5x25KrJaoCkRFgsDCQVPHZ212XPBXeGHu4Zw/wylUqogIdCeX6LLFtnt6P7z/4GebY1UudtTv++7\nkeDw85ml/ok3F4t4mytHB5cbs5IKxnYIpkQfklJ9sFO5OHPgTJ0G+2LYuCXvEqiHsRDEeAMaW2NI\nOI+QqDWjZFzTkKSiJeNxlP0G5z2+GAnSVaW9uKQ2DelgRikVXyIOsY0bIV/es6JTYKxKUkcXPONj\nx+yCcvTfvY/9X38OSZlrfcL9zYvo9SPK4zepTz4OwZPrQNENMgc/v46cXU5jJJDzC1jM0Gi5DZoz\n/W5AjhaIFGarDq0JKYXcG/+hNkARovfoOExvjYM2IucXU4iV7WNEj5xtkXEg37g2Iadb6juexTnH\n+AWhXGwQCvg5ae+hGcFHmM+p3ttrpwRDT00jQ7vCxYCbtZQxIN6KUMsScJOboZvsnH7KO8GEwLmg\nqzW62+Ao9POGZrlAm9Z0NuvlpNhXW+v6nuIcenSIphHfNtRZCyXT4lH1+LYj7F5DkqGTJY+4V08o\nd25SvEPfuE+4ft3onZsdutlSRVDNJBw592RXgWyOo9zDvMVfUTuDMyF2jHZfgoHO/jUWBH/yJ3/C\nb/3Wb/HJT36SNM0El8sl3/u938v169ffKgj+/7icUIoiSeHUsLK1N18sD84nP3G0wmGzYy09337L\nmfhph5HexkSoA6MX5NwEdt28w1/uzOY1FmRh7X4de0SF3Bdc09G20drQOVNTRjZbE5xJRS42pseK\nk7L/SltQ6zRGmGw1ozdxknemeUiJmEa2WfB9JvvAzjuWUfHPvQc9fYPl6oh8fANSIkxZ9sWB4O0U\n4SLljRN8Tfg22Az6pS8Re+U4P8TdvEn6pieo0aMHd0i54C8vrJ2voGeX+JyRfrTkvsUMudhQ553N\nbxlJVdDDAyQEIkoN0TDJ3hG1oXiDprAw+1YTArKpSGunfKnVhIXicJvdI7W2e/2UfLi2Bc85aLy1\nz+dzmz+WbOr9XKz7M46UNKAugE+mnB9BdEsRsWhsccYhGHsjw/YmWqxZ0KhTy3QSM43VaG6NgPMU\nyUQ3Q1zAizHafROQ5Yq839ONiVjtXuvd+4RrB0ZcRCeMbIAImnaMqkAlXG5wmnHibJ47JGoEjRH3\nd182Aal3uCr48z27UuizQzZ7Gh8mM4eDcY/bD0hj9EttGvCR1gczvCxmzJYLpDfgjz+Y2/vu1EKQ\nJuBQVWei19XCRKX7PeHGAlEHe5CUcL2jLszeN4jAvRNmr57gw5z8zmcJrkUWjc2o75/ifWToN7Rj\nT33yFqX0JtTrzangfUtS41cQnFmGvc3v436Dm3UsXng3zWdfxD/c4s7OSPcfUjY7yuEKOVySyoX9\nPuOIpktic/AIOiQ+WJdOHGUcOHeVvqmkMrLWAeeysUoQNK5M36EG9klpBBQ/VnxwJnD1HtrOrJyl\nIm+cIqdnJCr14QPGtz9L7Drr9A0ji/VjPCynOIWCMHu4hZWYTTCGCQY02RZFqG2wkQHeUjsVyuUF\n/nKLqGHHtWngaI04TxkTEKxw3e5wux1pPiM+/RRn6w5pHEdxBrGlrFeWcaJqwtGUJ1GpUhuP6+ZT\nrkZ4BM+SMhXgM8spIZc3wVS1WqciNlQ3vSaV4fo1/MNL8mgi5OHGMV4zySVb3tqIHq2p+z3+bEPz\nX/6c4pXhO9+LPzq0g0b3ZpH6jXD9vyoIPvGJT/DRj36Ut73tbfz4j/84jz/+ODlnvvSlL/GHf/iH\n/PAP/zA/93M/x4/+6I/+S9/vv/ErEGJDL4NhL8eRMItodHZqrhltOrTfUPreFPnVfNKkjPgOXS6Q\n6nB1wOXE6DI+CURrjTk3ne5ztgXGB9za26IgDvpkIJSp9W4oYQd15BF+dvr7ut1RhgrjDn+0NAjH\nVe8xeOrxEeH1E3TWoaElaKIeHMJuA3jbsLun8KsVvhRqSkgUpCbqqGi1Wa6cXaJNi0pLm3f0d9/A\nxcg8FyyQtlLf9axtuPsed3aOVCucZLcnTqmEZRJthgdnyNkZbr0m33mcsl6hbWcFzJgoOdM60xQQ\nDKfr6gRCAUOTloxGZz7kYUS1MrQerRVfEg2K9okheoTKfrOjLlYEdcTgbCN3YjCTGG3Rv9iiIjZC\ncYqmbIl2MYKaJTV4D40tqLlkwjgaQjbbWMVLIARHKiY4dMHRzQ/J52+g44hbLwmhtdS21OMWC+sa\nzRq08VZ8XmxZv/SabdR3T8jPv8OSDXvTaVBgcJYCKWVk1Iq7cZ16scOPA9oGdDaDyy312qGFXo1m\nlS3XDtjlPBUslZJhFoO1WWVaxCevuQ4DsvI0MRDBPs/Gw2pCIjN9H1VNAKvwKJ3O26lNjw7Rg5Vp\nBsYpBbCkaSNsqM1I2I3MP/2S2eXqBX47wH/4dnut/WAtdie4tjMB3Dgir58g1aHXrzGWwlgV3We8\nq6yX19g7IQUIJTPrjASoi9biH05OyWMCGXFffJn8Pd9KTjvEyj9sViM49JEFj0VjJ+u2YRcC0hR8\n7vEow35kkaFWJYpjGE4RPaCKgkSa6FHn0eCoZfq+hQDRobFB3riP/+wXyCXB4YJ6fAylMPYjrYs4\n55gdzXE7MVrhLhO7BLts6vuDtelvnELF5uttS+egbzt0HGlmgt9h47+hh+qQgwWaWkqMVCl28scQ\nyCVEmIMbHEe05OWKcLA2HctVJ6haB0fAhI8VNFdzQx0uHgn5ZGrvo0J58jbufIt7cIq2gWG5wFOR\n2FKuX8N5R0WIixljdFy+7z2QCuXg0DpXdUpsbbCCJiVkPzD7X/5XajJ7Y/PGCbv/+X+kCc3EUvlX\nVBB8+tOf5td+7df42Z/9WX7iJ37iH/3853/+5/mN3/gNPvKRj/D888//s7bEt66vwVUrdB0+JaoP\nNPdP8Kpm55rPTKejI1KwhaKqtd2SiVhc6CEH6nxO27WUvKGpYpStnKjjDtebzsCJUmQOTUPpe4sP\njQFN2WaZzqNxSjlL2ZTLmz05OAug2W5tAUyWeGh2sCUOjOUCyHppUgSt+H1i7BNZlVijRSRnaGVS\n3oohQtluYbe3mNWuQYeR2idC26JNpJFMc3BM99oZHkEbQW/fsIUawDmaGMkZVDxhaucNXbC5ZT/g\nX3/d9BO7PeHVu+Rv++apb2rCPg1+4vpjnY9U7dQXg9kbd70VRUcz6m6kHnSkIOZDDoG6WjKcnuNL\nQeYzypDZZYefiHAlVVbRLJD0I8Jsso21oCOhRmpKhqCe8Mo6ZjonZO9xaURWK6OmpWyc/lLxGlHn\nWMSGoVFwgRZwd0+IuwixQ+/uSU+MyKxFWo9XE6XivM1um4K7e2JQnjGZX/+NB9T53DYowbQSFwN0\nkTI4NI3smxZ/e4k7OcXHxkYzktHrR+z+4/fgX3wJfCA/9zRVHC4XqjPOwmIWTNzmsfjmdrIIem9K\nbVWk31tXql6JWuMU0ZwmUeaESV4ucAK1CdQxIyL4znzmpEnn0Y+IpEn5nsn9QBjL5NxwyH5PpgIe\nDpbobk/dbicXmsPfO0V2GaegL71KunHMfHsJaUBDJK5bog+UtkWyp+72iAsEhPLcs/A3X6AWRy12\ncq1nF7hb1yh5YyK+/R7JAZzhoOk6E8GuHHhHKDZWExFUhbCYQx3x+0qiWDZJLsi8nbDT3nQ5XbTT\n+mpGXa+pFxtyVZqTM0rbEMZKvX+CLuZWKFylC46Z8uefww+Z5rFbONfjyqRLHBQdJ8Gxb6F4pGlR\nB9F7+0p3Hk0jMibc6Tl1s0XmC3TWUktFY8ZFj6Y9WtzEL4DadSYvnkXTBUzcBxsxOPvMp4yN6gJc\nnJlzYzZDz3foejYtq2ViBZiTIX3Lu62g7I00mHcbWLQ01w5wm4zs9pb0eucJVCslJ8gZnzLg8aMF\nPymD6ZAeniNp6vAJuD6bVniKpn90+PoGuL5iQfC7v/u7/NAP/dA/WQwAeO/58Ic/zKuvvsonPvEJ\nPvaxj32t7/Hf9KWqZllSQ7LWJEgTTUB468iocYMhXcvRnHRmX2JHBN2Bs1OHOzxEG2+VfxBE1fLb\nNyMqCT1cGbmQCLOl4TlVqLsRVwa2KLXfE1XoUjRF/KpDd5OVpomM1ZgEaLGDq6pZm8BEf2N6JJCS\nKQJZg0OGgneKi0I7jgiZ8IXXaQq4g5Z659aUK+Cn6FuFnAmne1ivqQcLyBXRyaJ1+zHGEIhvnCLL\nOeUdT1O2WwoO7wMuRqK3hb/EyHgwZ9jvcFLxFOqDGf4RHS8TnCNZ9jHivWV2JAtVIiVD6S5mJoZ6\ntAhNtEOvSCNTrGq2hWo5p4RopLXLS7LubdY7wYpKn/DVICnSXynKq0UDxxm635qeoA3INuFii6ZC\nmZDQpVaCc0Tn0MWaut0QYgvY3Je2oRWxU3cpJhwTpQ4j1QkMmeos9Md5/yhHQkQs3GrWwGlFvWOs\nldx4XDVhpUOQILgmWtytr9TRE3xrBc5mT42jie/Wc2o6QA7W1O/5dnTqLDmA83PCaMLMmha440Pb\nHFWQB6fUa0fIcmLve0ca7ZQXfZj881OOx9BbwZaxz2dMMJ8RJi7GIwxzsFEHuxGRgLoIdQ+uIusD\nymxmrAcR0tGBiRODnUT3Nw/wl2b3HYIy+28bK55Khb4n7HeWWyABQoM7uyQfLnEb42G4aDkLCOjN\nY/K7n8N99r9RxkR97DplvWRWlTC7Rd6dQxoJvrVuBmLWv0nkCdBFzwgMGihlYN3O8KNA7I2+GBtU\nE046dg5GHwgXG+Z/+pc0+z16sGb4/u8yu6mI+fVnrXUK9nuce5V4dAgvPI/znuH/+jTyd6+C8+RX\n32D2nmfREKfiME76DW/PfpJH/nudEiZFHJxtqWNCSjbVf4iP3CkynxJU+wEkWnE4DPicyYsODg/M\nLaNqOpbdHh0Hy5Bo4vSsGiCM1qK2pQo6JHs+g8dRydlEsjgLqpImIFSCX6LLBT7OYF3hYIX0PTqM\nhOBpYgeuUMsAm0sYi3FZSrA8g3aGOvdobKhRSO3cqIxOpsPGN8b1FQuCT37yk/zyL//yV3yhH/mR\nH+Gnf/qnvyY39db15pVLzzR8ZpSRMBXBMm8mcZ2HzsJpsmDpfUUpLQQ9xMUG3B6NNsvTK0dArbgw\no85s09PzM8Ko0FX78uaKdAFXMhfDxNoGhv2GGBdEBFzzJgNdnJ1SmmCt3SaQdz1R3eSXz0Ylw6O7\nbNG1E/tfY7BNw9xduAenhP2eGBq4d2pWqMdvGEwpG1hGmKxJ1fLKtTF7krQRGRPyxC3q7ScsWS1n\nhmwkPS4fIng0eup6gS6WpLSjby2nweGIyzlxt7ex+PEREgLNxJyXWTexCax96+4+sM7Ny6+h6xV0\ngXR6gVvO8YKNV+Yz4qJlGDNpslHFlKhth8SGsBA8gRhsrtp6KEMhb3qLMfZAN0Nzwudk64cYo0Dm\nLYRInVIWXdPiSkHVRgkyJnzXAfJm1PJVOmk18ZnOW3w/mqAxJ1jOLNMJwQVnlrYQJhdBoD59h6KQ\nLjfUrqXeukGqSrPqTDzWDzSzliEX2CVicRCKWQ8XCzQNqNp/kzOk0TaHYroT7yql31JDZNa1MA4G\nRQoRZkKN0bQKYwLvSeNoNkpxDGmke4TlFRMS7naPxHf0oxVFqlPRZmJBTQmNAZ2DbxyuNtSt2TTd\nrGH89m+hvHbXhHtvfxo3xTXXkg2YtZpZMVPVOj252AhjtcDPu0dUw1itlS3Yeyq1Uk8v8MEjKHq5\nYXjft1rA0LYnv+0ZmnFEgsOdb0EdOltZjsWQ8F3zZrpk30/QIM86JStS28Uk0uso4xm+FXKZFPR9\nIs5mxhb43N+i5/epYYa73BD/8nOkb3vBBJjP3EH+/K/wKeOODgnzJfXL9xje+x4j7z3cmEW1VGo/\nUvsBf/3ACn4/+eujMTOs8GqYymv72XY/4bBbWFnKpjbenrcm4jGtlGYldDY2oOtwTs1ldTVimjZW\no3y66c+qjVeio1RDrkvOeIHSBLwXuzdAdSoiAVVLMByiN1CSd5aWqFDGHZIVF9vJxWMFpU8Fudgj\np+fU9RJ97Lp1UA+W9D/4Ptr/+ilGYPv934OPkVyEBn30b34jXF+xILh//z7PPPPMV3yhJ598kocP\nH34t7umt6+9dqlN4j1Z8gZKTnW7EW2t62kRKn5D1DClCcUoR8OKoUnGP30KKzf3lCj5SAYRQGiiK\nhoh4h6qiZaT6Fmkmvr131qY8uyBIgEWLFKxdGLzNm2uhepkIhRmZL2kkWDs0BGI7fdV2e2SfYDug\nN4+m1p4lZY51mt2OCTf5lFFFdzvqmIxHHgCixfl2rY0cSgZpEOfRVKf0WW+t5Zwp51tThfcDFCW1\nzvz0KniAWgj9joJR0MbbxwQNlkp3fGRdgGAJbo+Ce1ZLODm1e7yKBN5s6c+swKqlUrsW35ojQ2rF\n+WgbgNr7zIMHBIXOO5phS15dR4vFFFdniOBaion4toqobcpOMARztU2HuQnvyphsFNkEK+Cctcht\nZJRAzJ6Fq4++XwKUm8fI6QUpV8blNdx8RtjtiLOJGaFXc+tpfFMy+fo18vEhRZwF4oRoqv6S0Y0R\nD6Obuiz7hA6JMu5hPiccGKxI/fS6XQtTOEzSkRCDpQaKiQA1WGta86TeVrMJenWwH6002xkwSMVT\nDlb41WJKtKvYA4SR5WYteE8ZTWgmRR8xNPRKuDmbTRTQiASbb7lVi37Lu6xAunofdj2y3aFpj3St\nnWIVyo3ruFffMDzu9UNiMGufAZsqddbhh0RpIpoLfrtDVksrfPs9Nezg6SPqfjCtaQb/0qvI9Dp1\nMaMcrqy4r/pmuzlMbXLnJ8vpdJ9qWHER05eEOEedoM60GTnvia5QgyOXgZitkxJyIvtIWc/x3/Ee\n5L8M9j2vpsL30/sqB0u030FQZBmp77iD+ojTyS57JewL3r5xU4Q4JUPbMfY7JCihifjVzNIUY4Cm\ntS5mMeCXzI0TQTLuiPpo2RqlWMdR1SBKV4VHrvZvuAgl2+bvvVkYYzT2SElIxCBMzhgvFaF4ITvP\nKLZJNsPImDNuvMRdDvRazCJ9/BgBxe972GyMuZArcvKQ0gQjqCroYkF57CaEyOKVe/TPPEVVY26I\nxjeL9K/z9RXvIqVkGNCvcHnvbZF76/qaXk48lWlDQYiheRRVHBBQyD6SfDXOQBkJuy0yjubZv33b\nxGNebHNwpiIm5WmQL4BYi25ifLNcIGIqXWKgGQKDh9DOcaUQ+t70BL2Yb7hpqFppCGQiGjxh3yPO\n4w/X5vfvB2Szw7/ykPC5Nyz698410ve90x7ysScIlFJg2cJDsRZcGsmHT+CDQC7U1dKyTVKipoSr\nFiWcsMJEop26HmFBq9j8UR3SD2SxUYlcpaGNI7rb42sixin9btWQazTrUQh2mpk474+Kqb8nuiQn\nUyWXbG3/aQ+tpRC75aTtEDSP5BDAVTs1bnbWJg+RKAFfsoFtdgNMOOgiHoP0B6TBio19RYNpA5xi\nc8q2wTcNdRyhaa2Dk4stwm0D2drvDCNa8iO2AjhccYxHR6gTfC7ItkfHgtud2cl3NjP3SC4GSsoF\n6Vry0FtoU9egeGv3np4ZXvj8wsYf0YK4VCLSGeiI4KjSWC5FzZRcoG0IwcO+wMUIrYdRqWPiYr3i\nDT+H3YYbjFxzAt4xnlwiq7lt/NmhrSDZ5tDEaCe7iVfBkG3RbxuKWoYCJaPibDyUKtUrGhxF7XPw\nGGffRgpTyM9ViuM42ntalVYiOZkqPTYdUKnHh7apjSZY1eNrlGHEndn7woMz2PXoeoEsFo/QtZp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jq6fqUJhwUtRpzTjryvuQhA3o2QJ1g6yv1zHRXtJlX5LHqsWFxV9QhRiZOrlvasJ7ae3DhM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\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pIMlgnNPpEWj3LaKwvbcgcbQp1ubVFNWIfkUGK/jCK1kvqVzVFCX52i5pCFoc786UJ9KF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\nLpHni6hiPxQK9um3UrGru6OaQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32886 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"legacy_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/LegacySurvey.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }