diff --git a/1-compare-ringdown-pyring-snr.ipynb b/1-compare-ringdown-pyring-snr.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..922a9f561987d2627a5bf5b849706b15877df29d --- /dev/null +++ b/1-compare-ringdown-pyring-snr.ipynb @@ -0,0 +1,1749 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3314a59e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:cpnest.utils:Setting verbosity to 0\n", + "/work/yifan.wang/virtualenv/ringdown/lib/python3.7/site-packages/pyRing/utils.py:16: UserWarning: surfinBH is not automatically installed due to possible conflicts. If you wish to use its functionalities, it needs to be installed separately.\n", + " warnings.warn(\"surfinBH is not automatically installed due to possible conflicts. If you wish to use its functionalities, it needs to be installed separately.\")\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import arviz as az\n", + "import h5py\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import ringdown as rd\n", + "from pyRing import pyRing\n", + "from pyRing import likelihood\n", + "from pyRing import noise\n", + "from pycbc.inference import io, models\n", + "from pycbc.workflow import WorkflowConfigParser\n", + "from pycbc import detector\n", + "import lal\n", + "from tqdm import tqdm\n", + "fig_width_pt = 3*246.0 # Get this from LaTeX using \\showthe\\columnwidth\n", + "inches_per_pt = 1.0/72.27 # Convert pt to inch\n", + "golden_mean = (np.sqrt(5)-1.0)/2.0 # Aesthetic ratio\n", + "fig_width = fig_width_pt*inches_per_pt # width in inches\n", + "fig_height = fig_width*golden_mean # height in inches\n", + "fig_size = [fig_width,fig_height]\n", + "params = { 'axes.labelsize': 24,\n", + " 'font.family': 'serif',\n", + " 'font.serif': 'Computer Modern Raman',\n", + " 'font.size': 24,\n", + " 'legend.fontsize': 20,\n", + " 'xtick.labelsize': 24,\n", + " 'ytick.labelsize': 24,\n", + " 'axes.grid' : True,\n", + " 'text.usetex': True,\n", + " 'savefig.dpi' : 100,\n", + " 'lines.markersize' : 14,\n", + " 'figure.figsize': fig_size}\n", + "mpl.rcParams.update(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f03dc6c2", + "metadata": {}, + "outputs": [], + "source": [ + "fit = rd.Fit(model='mchi_aligned')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a2301688", + "metadata": {}, + "outputs": [], + "source": [ + "fit.result = az.from_netcdf('/work/yifan.wang/ringdown/GW150914/maxisi-data-release/my_gw150914_fit.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "351b9ed4", + "metadata": {}, + "outputs": [], + "source": [ + "rdoptsnr = fit.compute_posterior_snrs(optimal=True)\n", + "rdmfsnr = fit.compute_posterior_snrs(optimal=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1a409b7c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([12.14595572, 13.85748036, 14.125102 , ..., 13.12592046,\n", + " 14.54137757, 14.6068237 ])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# matched-filtering SNR\n", + "rdoptsnr" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b645c408", + "metadata": {}, + "outputs": [], + "source": [ + "imax = np.argmax(rdoptsnr)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cc99ff78", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(16.98610192445576, 3667)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(rdoptsnr),imax" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "fd06f1d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13.378132794421305" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rdmfsnr[imax]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f74afc35", + "metadata": {}, + "outputs": [], + "source": [ + "# stacking the posterior h_det and parameters\n", + "hs = fit.result.posterior.h_det.stack(samples=('chain', 'draw'))\n", + "A = fit.result.posterior.A.stack(samples=('chain','draw'))\n", + "phi = fit.result.posterior.phi.stack(samples=('chain','draw'))\n", + "M = fit.result.posterior.M.stack(samples=('chain','draw'))\n", + "chi = fit.result.posterior.chi.stack(samples=('chain','draw'))" + ] + }, + { + "cell_type": "markdown", + "id": "2d6ce040", + "metadata": {}, + "source": [ + "# Posterior of A_221" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "4baa9566", + 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+mR2Y2feLC1qy1R+Fq5kIaACo14HmV1dOJC1Wbv1dJVa6ENAAUOChG5yVvdGbu59nF7IMJX3SMjwCGgAKLF+jsepGb7m7Ni7+62X7F+F88yk/t/AbVQBg1y2uenT3y+zxkaSfs57vQ15IepttL270NnnoQpUsnF9lx73TPKiHkj4zs8man0FAA4C7X2Y9Xml+g6u1walPuNFb1sueLO0r9VWCDHEAgO4u036ZbRfdkW+mBu6vQkADgO7GlU+z7aL7OzdyozcCGkDnZWPQs+yGT2eShosJvuz5ezc4a+pGb9wsCQCCogcNAEER0AAQFAENAEER0AAQFAENAEER0AAQFAENAEH9Gy67V0dk7WgWAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(A[1],bins=np.linspace(0,5e-21,100),density=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a0939f65", + "metadata": {}, + "outputs": [], + "source": [ + "# mapping the ringdown parameters to pyring parameters\n", + "prefactor = np.sqrt(16*np.pi/5)\n", + "pyring_par = {'Mf': M[imax].values,\n", + " 'af': chi[imax].values,\n", + " 'A2220': A[0][imax].values/1e-21*prefactor,\n", + " 'A2221': A[1][imax].values/1e-21*prefactor,\n", + " 'phi2220': -phi[0][imax].values,\n", + " 'phi2221': -phi[1][imax].values}\n", + "#model.log_likelihood(pyring_par)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "29565bbb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Mf': array(71.23144804),\n", + " 'af': array(0.70217625),\n", + " 'A2220': 7.455027339179161,\n", + " 'A2221': 7.7018212353194695,\n", + " 'phi2220': -0.8654620165770146,\n", + " 'phi2221': 1.7441770208736807}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pyring_par" + ] + }, + { + "cell_type": "markdown", + "id": "be960bc8", + "metadata": {}, + "source": [ + "# Run Pyring" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b3e51511", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Trigtime in H1: 1126259462.423000\n", + "\n", + "\n", + "Reading data...\n", + "\n", + "Using GWPY to download data.\n", + "Fetched 1 URLs from www.gw-openscience.org for [1126257414 .. 1126261510))\n", + "Reading data... [Done]\n", + "\n", + "Loaded channel GWOSC starting at 1126257414.0 length 4096.0s.\n", + "Bandpassing the raw strain between [20.0, 1014.0] Hz.\n", + "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\n", + "Computing the one-sided PSD with the Welch method and the standard ACF for comparison.\n", + "No ACF was passed. Estimating ACF.\n", + "Plancherel theorem E(f)/E(t) (expected value: 1) = 1.0658423205057252\n", + "\n", + "Reading data...\n", + "\n", + "Using GWPY to download data.\n", + "Fetched 1 URLs from www.gw-openscience.org for [1126257414 .. 1126261510))\n", + "Reading data... [Done]\n", + "\n", + "Loaded channel GWOSC starting at 1126257414.0 length 4096.0s.\n", + "Bandpassing the raw strain between [20.0, 1014.0] Hz.\n", + "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\n", + "Computing the one-sided PSD with the Welch method and the standard ACF for comparison.\n", + "No ACF was passed. Estimating ACF.\n", + "Plancherel theorem E(f)/E(t) (expected value: 1) = 1.063993700819054\n", + "\n", + "Using equatorial sky coordinates.\n", + "\n", + "\n", + "----Prior section - General----\n", + "I'll be running with the following prior bounds:\n", + "\n", + "\n", + "Noise evidence: 39310.688019280686\n", + "Running the Kerr model with modes: [(2, 2, 2, 0), (2, 2, 2, 1)]\n", + "\n", + "----Prior section - Kerr model----\n", + "I'll be running with the following prior bounds:\n", + "\n", + "Mf : [20.0, 200.0]\n", + "af : [0.0, 0.99]\n", + "\n", + "----Prior section - Kerr Model - Testing-GR parameters----\n", + "I'll be running with the following prior bounds:\n", + "\n", + "No TGR parameter was considered.\n", + "\n", + "----Prior section - Kerr Model - Amplitudes and phases----\n", + "I'll be running with the following prior bounds:\n", + "\n", + "A2220 : [0.0, 50.0]\n", + "A2221 : [0.0, 50.0]\n", + "phi2220 : [0.0, 6.283185307179586]\n", + "phi2221 : [0.0, 6.283185307179586]\n", + "\n", + "----Prior section - Kerr Model - Fixed parameters----\n", + "I'll be running with the following fixed parameters:\n", + "\n", + "ra : 1.95\n", + "dec : -1.27\n", + "psi : 0.82\n", + "t : 0.0\n", + "cosiota : -1.0\n", + "phi : 0.0\n" + ] + } + ], + "source": [ + "input_par = {'data-H1': '', \n", + " 'data-L1': '', \n", + " 'data-V1': '', \n", + " 'ignore-data-filename': 0, \n", + " 'download-data': 1, \n", + " 'datalen-download': 4096.0, \n", + " 'gw-data-find': 0, \n", + " 'gw-data-type-H1': '', \n", + " 'gw-data-type-L1': '', \n", + " 'gw-data-type-V1': '', \n", + " 'tag': 'CLN', \n", + " 'channel-H1': 'GWOSC', \n", + " 'channel-L1': 'GWOSC', \n", + " 'channel-V1': 'GWOSC', \n", + " 'config-file': 'config_gw150914_production.ini', \n", + " 'run-type': 'full', \n", + " 'output': 'GW150914_PROD1_Kerr_221_0M', \n", + " 'run-tag': 'PROD1', \n", + " 'screen-output': 0, \n", + " 'pesummary': 1, \n", + " 'trigtime': 1126259462.423, \n", + " 'detectors': ['H1', 'L1'], \n", + " 'ref-det': 'H1', \n", + " 'sky-frame': 'equatorial', \n", + " 'acf-H1': '', \n", + " 'acf-L1': '', \n", + " 'acf-V1': '', \n", + " 'psd-H1': '', \n", + " 'psd-L1': '', \n", + " 'psd-V1': '', \n", + " 'signal-chunksize': 4.0, \n", + " 'noise-chunksize': 4.0, \n", + " 'window-onsource': 0, \n", + " 'window': 1, \n", + " 'alpha-window': 0.1, \n", + " 'sampling-rate': 2048, \n", + " 'f-min-bp': 20.0, \n", + " 'f-max-bp': 1014.0, \n", + " 'bandpassing': 1, \n", + " 'fft-acf': 1, \n", + " 'acf-simple-norm': 1, \n", + " 'no-lognorm': 0, \n", + " 'truncate': 1, \n", + " 'analysis-duration': 0.2, \n", + " 'analysis-duration-n': int(0.2*2048),\n", + " 'zero-noise': 0, \n", + " 'gaussian-noise': '', \n", + " 'gaussian-noise-seed': -1, \n", + " 'gaussian-noise-white-sigma': 1e-21, \n", + " 'chisquare-computation': 0, \n", + " 'non-stationarity-check': 0, \n", + " 'onsource-ACF': 0, \n", + " 'noise-averaging-method': 'mean', \n", + " 'Dirac-comb': 0, \n", + " 'Zeroing-data': 0, \n", + " 'maxent-psd': '', \n", + " 'PSD-investigation': 0, \n", + " 'injection-parameters': None, \n", + " 'injection-approximant': '', \n", + " 'inject-n-ds-modes': {'t': 1}, \n", + " 'inject-area-quantization': 0, \n", + " 'inject-charge': 0, \n", + " 'injection-scaling': 1.0, \n", + " 'injection-T': 64.0, \n", + " 'template': 'Kerr', \n", + " 'single-mode': None, \n", + " 'n-ds-modes': {'t': 1}, \n", + " 'ds-ordering': 'freq', \n", + " 'kerr-modes': [(2, 2, 2, 0), (2, 2, 2, 1)], \n", + " 'reference-amplitude': 1e-21, \n", + " 'spheroidal': 0, \n", + " 'qnm-fit': 1, \n", + " 'coherent-n': 0, \n", + " 'amp-non-prec-sym': 1, \n", + " 'max-Kerr-amp-ratio': 0.0, \n", + " 'TGR-overtones-ordering': 'Unordered', \n", + " 'domega-tgr-modes': None, \n", + " 'dtau-tgr-modes': None, \n", + " 'area-quantization': 0, \n", + " 'tau-AQ': 0, \n", + " 'prior-reweight': 0, \n", + " 'ParSpec': 0, \n", + " 'ParSpec_Dmax_TGR': 2, \n", + " 'ParSpec_Dmax_charge': 0, \n", + " 'EsGB': 0, \n", + " 'charge': 0, \n", + " 'gr-time-prior': 1, \n", + " 'dist-flat-prior': 0, \n", + " 'ds-amp-flat-prior': 0, \n", + " 'mf-time-prior': 67.92493161247017, \n", + " 'nonref-det': 'L1'}\n", + "model = pyRing.KerrModel(modes=input_par['kerr-modes'],**input_par)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a965f6f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "39342.910138847816" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.log_likelihood(pyring_par)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e739a055", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "39310.688019280686" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.logZnoise" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "60da821c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8.027716931622589" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compute the PyRing coherent SNR\n", + "np.sqrt(2 * (model.log_likelihood(pyring_par) - model.logZnoise))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a51508c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "39342.910138847816" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ra = model.fixed_params['ra']\n", + "dec = model.fixed_params['dec']\n", + "psi = model.fixed_params['psi']\n", + "t_start = model.fixed_params['t']\n", + "duration_n = model.duration_n\n", + "\n", + "wf_model = model.get_waveform(pyring_par)\n", + "\n", + "likelihood.loglikelihood(model,pyring_par,wf_model,\n", + " ra,dec,psi,t_start,\n", + " model.time_delay,\n", + " model.ref_det,\n", + " 1,\n", + " int(2048*0.2),\n", + " 0,\n", + " 0,\n", + " 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2c11e49c", + "metadata": {}, + "outputs": [], + "source": [ + "pyRing.plots.plot_strain(model.get_waveform, \n", + " model.detectors, \n", + " model.fixed_params, \n", + " model.tgps, \n", + " params=pyring_par, \n", + " whiten_flag=True, \n", + " filename = 'reconstructed_waveform_whitened', \n", + " strain_only=1,\n", + " **input_par)" + ] + }, + { + "cell_type": "markdown", + "id": "51f8ac69", + "metadata": {}, + "source": [ + "# Rebuild the wheels for pyring" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b664b496", + "metadata": {}, + "outputs": [], + "source": [ + "def damped_sinusoid(A, # Amplitude\n", + " f, # Frequency\n", + " tau, # Damping time\n", + " phi, # Phase\n", + " t0, # Start time\n", + " t # Time array\n", + " ):\n", + " n=t.shape[0]\n", + " h=np.zeros(n,dtype='complex')\n", + " omega = 2.0*np.pi*f\n", + " om_cplx = omega+1j/tau\n", + " t_start_idx = np.ceil((t0-t[0])/(t[1]-t[0]))\n", + " h[t_start_idx:] = A*np.exp(1j*om_cplx*(t[t_start_idx:]-t0)+1j*phi)\n", + " return h\n", + "\n", + "def yifan_prwaveform(time,Mf,af,a,l=2,m=2,n=0):\n", + " \"\"\"\n", + " | We employ the conventions of arXiv:gr-qc/0512160 (Eq. 2.9):\n", + " | h_s = Re(sum_{lmn} S_{lmn} h_{lmn})\n", + " | h_vx + i h_vy = sum_{lmn} S_{lmn} h_{lmn}\n", + " | h_+ + i h_x = sum_{lmn} S_{lmn} h_{lmn}\n", + " | Non-precessing symmetry implies the property: h_{l,-m} = (-1)**l h^*_{l,m}\n", + " | (see: Blanchet, “Gravitational Radiation from Post-Newtonian Sources and Inspiralling Compact Binaries”).\n", + " \"\"\"\n", + " qnm = pyRing.waveform.QNM_fit(l,m,n)\n", + " freq=qnm.f(Mf,af)\n", + " tau=qnm.tau(Mf,af)\n", + "\n", + " h_tmp = damped_sinusoid(1e-21, freq, tau, 0.0, self.t0, times) * swshs[(2,l, m,n)] * a + \\\n", + " damped_sinusoid(1e-21, -freq, tau, 0.0, self.t0, times) * self.swshs[(2,l,-m,n)] * np.conj(a)*(-1)**l\n", + " h_p = np.real(h_tmp)\n", + " h_c = np.imag(h_tmp)\n", + " \n", + " return np.array([h_p, h_c])\n", + "\n", + "from lal import ComputeDetAMResponseExtraModes, GreenwichMeanSiderealTime, LIGOTimeGPS\n", + "def project(hs,\n", + " hvx,\n", + " hvy,\n", + " hp,\n", + " hc,\n", + " detector,\n", + " ra,\n", + " dec,\n", + " psi,\n", + " tgps):\n", + "\n", + " #cdef double gmst, fs, fvx, fvy, fp, fc\n", + " gmst = GreenwichMeanSiderealTime(tgps)\n", + " #The breathing and longitudinal modes act on a L-shaped detector in the same way up to a constant amplitude, \n", + " # thus we just use one. See Isi-Weinstein, arxiv 1710.03794\n", + " fp, fc, fb, fs, fvx, fvy = ComputeDetAMResponseExtraModes(detector.response, ra, dec, psi, gmst)\n", + " waveform = fs*hs + fvx*hvx + fvy*hvy + fp*hp + fc*hc\n", + "\n", + " return waveform\n", + "def inner_product(C,X):\n", + " return np.dot(X,np.dot(C,X))\n", + "def loglikelihood_core(residuals,inverse_covariance,log_normalisation):\n", + " return -0.5*inner_product(inverse_covariance, residuals) + log_normalisation\n", + "def pyring_waveform_hphc(model,\n", + " x, #dict of par\n", + " waveform_model,\n", + " ra,\n", + " dec,\n", + " psi,\n", + " t_start,\n", + " time_delay,\n", + " ref_det,\n", + " truncate,\n", + " duration_n,\n", + " OnsourceACF = 0,\n", + " Dirac_comb = 0,\n", + " Zeroing_data = 0):\n", + "\n", + " wf = {}\n", + " hp={}\n", + " hc={}\n", + " for d in model.detectors.keys():\n", + " dt = time_delay['{0}_'.format(ref_det)+d]\n", + " tref = LIGOTimeGPS(t_start+dt+model.tevent)\n", + " time_array_raw = model.detectors[d].time - (model.tevent+dt)\n", + " time_array = time_array_raw[time_array_raw >= t_start][:duration_n]\n", + " wf_model = waveform_model.waveform(time_array)\n", + " hp[d] = wf_model[3]\n", + " hc[d] = wf_model[4]\n", + " return hp,hc\n", + "\n", + "def pyring_waveform(model,\n", + " x, #dict of par\n", + " waveform_model,\n", + " ra,\n", + " dec,\n", + " psi,\n", + " t_start,\n", + " time_delay,\n", + " ref_det,\n", + " truncate,\n", + " duration_n,\n", + " OnsourceACF = 0,\n", + " Dirac_comb = 0,\n", + " Zeroing_data = 0):\n", + "\n", + " wf = {}\n", + "\n", + " for d in model.detectors.keys():\n", + " dt = time_delay['{0}_'.format(ref_det)+d]\n", + " tref = LIGOTimeGPS(t_start+dt+model.tevent)\n", + " time_array_raw = model.detectors[d].time - (model.tevent+dt)\n", + " time_array = time_array_raw[time_array_raw >= t_start][:duration_n]\n", + " wf_model = waveform_model.waveform(time_array)\n", + " hs, hvx, hvy, hp, hc = wf_model[0], wf_model[1], wf_model[2], wf_model[3], wf_model[4]\n", + " wf[d] = project(hs, hvx, hvy, hp, hc, model.detectors[d].lal_detector, ra, dec, psi, tref)\n", + " return wf" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6c81130c", + "metadata": {}, + "outputs": [], + "source": [ + "def read_strain(file, dname):\n", + " with h5py.File(file, 'r') as f:\n", + " t0 = f['meta/GPSstart'][()]\n", + " T = f['meta/Duration'][()]\n", + " h = f['strain/Strain'][:]\n", + " \n", + " dt = T/len(h)\n", + " \n", + " raw_strain = rd.Data(h, index=t0 + dt*np.arange(len(h)), ifo=dname)\n", + " \n", + " return raw_strain\n", + "\n", + "ifos = ['H1', 'L1']\n", + "input_path = '/work/yifan.wang/ringdown/GW150914/maxisi-data-release/{i}-{i}1_GWOSC_16KHZ_R1-1126257415-4096.hdf5'\n", + "raw_strain = {i: read_strain(input_path.format(i=i[0]), i) for i in ifos}\n", + "\n", + "for s in raw_strain.values():\n", + " fit.add_data(s)\n", + "T = 0.2\n", + "srate = 2048\n", + "fit.set_target(1126259462.4083147, ra=1.95, dec=-1.27, psi=0.82, duration=T)\n", + "\n", + "# condition data\n", + "fit.condition_data(ds=int(round(raw_strain[ifos[0]].fsamp/srate)), flow=20)\n", + "fit.compute_acfs()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "c2a1019b", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.linalg import inv, toeplitz, cholesky, solve_toeplitz\n", + "\n", + "class pyring_wheel():\n", + " def __init__(self,model,waveform_model,ra,dec,psi,t_start,time_delay,ref_det,duration_n):\n", + " self.data = {}\n", + " self.hstrain = {}\n", + " self.cinv = {}\n", + " self.model = model\n", + " for d in model.detectors.keys():\n", + " dt = time_delay['{0}_'.format(ref_det)+d]\n", + " tref = LIGOTimeGPS(t_start+dt+model.tevent)\n", + "\n", + " # crop data\n", + " time_array_raw = model.detectors[d].time - (model.tevent+dt)\n", + " time_array = time_array_raw[time_array_raw >= t_start][:duration_n]\n", + " self.data[d] = model.detectors[d].time_series[time_array_raw >= t_start][:duration_n]\n", + "\n", + " wf_model = waveform_model.waveform(time_array)\n", + " hs, hvx, hvy, hp, hc = wf_model[0], wf_model[1], wf_model[2], wf_model[3], wf_model[4]\n", + " self.hstrain[d] = project(hs, hvx, hvy, hp, hc, model.detectors[d].lal_detector, ra, dec, psi, tref)\n", + " self.cinv[d] = model.detectors[d].inverse_covariance\n", + " def logL(self):\n", + " loglikelihood = 0\n", + " for d in model.detectors.keys():\n", + " residuals = self.data[d] - self.hstrain[d]\n", + " loglikelihood += loglikelihood_core(residuals, self.cinv[d],self.model.detectors[d].log_normalisation)\n", + " return loglikelihood\n", + " \n", + " def optsnr(self):\n", + " '''\n", + " Optimal SNR\n", + " \n", + " Parameters:\n", + " -----------\n", + " ''' \n", + " snr = 0\n", + " for d in model.detectors.keys():\n", + " snr += np.dot(self.hstrain[d],np.dot(self.cinv[d],self.hstrain[d]))\n", + " return np.sqrt(snr)\n", + " \n", + " def mfsnr(self):\n", + " '''\n", + " Matched-filter SNR\n", + " \n", + " Parameters:\n", + " -----------\n", + " ''' \n", + " snr = 0\n", + " for d in model.detectors.keys():\n", + " snr += np.dot(self.data[d],np.dot(self.cinv[d],self.hstrain[d]))**2 \\\n", + " /np.dot(self.hstrain[d],np.dot(self.cinv[d],self.hstrain[d]))\n", + " return np.sqrt(snr)\n", + " \n", + " def optsnr_cholesky(self):\n", + " '''\n", + " Compute the optimal SNR with Cholesky decomposition\n", + " \n", + " Parameters:\n", + " -----------\n", + " '''\n", + " snr = 0 \n", + " for d in model.detectors.keys():\n", + " acf = np.loadtxt('./GW150914_PROD1_Kerr_221_0M/Noise/ACF_TD_cropped_'+str(d)+'_1126257414_4096_4.0_2048_0.2.txt')\n", + " c = toeplitz(acf)\n", + " L = np.linalg.cholesky(c)\n", + " white_h = np.linalg.solve(L, self.hstrain[d])\n", + " snr += np.sum(white_h**2)\n", + " return np.sqrt(snr)\n", + "\n", + " def mfsnr_cholesky(self):\n", + " '''\n", + " Compute the matched-filter SNR with Cholesky decomposition\n", + " \n", + " Parameters:\n", + " -----------\n", + " '''\n", + " snr = 0 \n", + " for d in model.detectors.keys():\n", + " acf = np.loadtxt('./GW150914_PROD1_Kerr_221_0M/Noise/ACF_TD_cropped_'+str(d)+'_1126257414_4096_4.0_2048_0.2.txt')\n", + " c = toeplitz(acf)\n", + " L = np.linalg.cholesky(c)\n", + " white_h = np.linalg.solve(L, self.hstrain[d])\n", + " white_d = np.linalg.solve(L, self.data[d])\n", + " snr += np.sum(white_d*white_h)**2 / np.sum(white_h*white_h)\n", + " return np.sqrt(snr)\n", + " \n", + " def optsnr_solvetoe(self):\n", + " '''\n", + " Compute the optimal SNR with Cholesky decomposition\n", + " \n", + " Parameters:\n", + " -----------\n", + " '''\n", + " snr = 0 \n", + " for d in model.detectors.keys():\n", + " acf = np.loadtxt('./GW150914_PROD1_Kerr_221_0M/Noise/ACF_TD_cropped_'+str(d)+'_1126257414_4096_4.0_2048_0.2.txt')\n", + " snr += np.dot(self.hstrain[d],solve_toeplitz(acf,self.hstrain[d]))\n", + " return np.sqrt(snr)\n", + " \n", + " def mfsnr_solvetoe(self):\n", + " '''\n", + " Compute the optimal SNR with Cholesky decomposition\n", + " \n", + " Parameters:\n", + " -----------\n", + " '''\n", + " snr = 0 \n", + " for d in model.detectors.keys():\n", + " acf = np.loadtxt('./GW150914_PROD1_Kerr_221_0M/Noise/ACF_TD_cropped_'+str(d)+'_1126257414_4096_4.0_2048_0.2.txt')\n", + " snr += np.dot(self.data[d],solve_toeplitz(acf,self.hstrain[d]))**2 \\\n", + " /np.dot(self.hstrain[d],solve_toeplitz(acf,self.hstrain[d]))\n", + " return np.sqrt(snr)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "58170b85", + "metadata": {}, + "outputs": [], + "source": [ + "result = pyring_wheel(model,wf_model,\n", + " ra,dec,psi,t_start,\n", + " model.time_delay,\n", + " model.ref_det,\n", + " int(2048*0.2))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "f136bfd9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "39342.910138847816" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.logL()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "f981aac0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16.936955597277578" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.optsnr()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "26ef62ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12.106750363498769" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.mfsnr()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "e4bba3ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16.93695559729093" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.optsnr_cholesky()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "d1b1a668", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12.106750367909129" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.mfsnr_cholesky()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "7f8cf103", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16.93695559725899" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.optsnr_solvetoe()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "a28fd06b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12.106750367855433" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.mfsnr_solvetoe()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "67b437b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16.98610192445576" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rdoptsnr[imax]" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "c50a00dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13.378132794421305" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rdmfsnr[imax]" + ] + }, + { + "cell_type": "markdown", + "id": "8cb1a9b9", + "metadata": {}, + "source": [ + "# Study the scipy.linalg.inv and scipy.linalg.solve_toeplitz" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "506d693e", + "metadata": {}, + "outputs": [], + "source": [ + "import scipy" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "26f4cbf5", + "metadata": {}, + "outputs": [], + "source": [ + "acf = np.loadtxt('./GW150914_PROD1_Kerr_221_0M/Noise/ACF_TD_cropped_H1_1126257414_4096_4.0_2048_0.2.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "6a5032c0", + "metadata": {}, + "outputs": [], + "source": [ + "c = toeplitz(acf)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "8ba8b547", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.51158266e+43, -1.16232804e+43, 1.38386533e+43, ...,\n", + " -4.14940530e+41, 2.13911609e+41, -1.22767018e+41],\n", + " [-1.16232804e+43, 2.40525245e+43, -2.22627440e+43, ...,\n", + " 5.26181535e+41, -4.67033243e+41, 2.13911609e+41],\n", + " [ 1.38386533e+43, -2.22627440e+43, 3.67188888e+43, ...,\n", + " -7.91382221e+41, 5.26181535e+41, -4.14940530e+41],\n", + " ...,\n", + " [-4.14940530e+41, 5.26181535e+41, -7.91382221e+41, ...,\n", + " 3.67188888e+43, -2.22627440e+43, 1.38386533e+43],\n", + " [ 2.13911609e+41, -4.67033243e+41, 5.26181535e+41, ...,\n", + " -2.22627440e+43, 2.40525245e+43, -1.16232804e+43],\n", + " [-1.22767018e+41, 2.13911609e+41, -4.14940530e+41, ...,\n", + " 1.38386533e+43, -1.16232804e+43, 1.51158266e+43]])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scipy.linalg.inv(c)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "59b07c2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.68763416e-21, 1.45647336e-21, 9.83304489e-22, ...,\n", + " 3.66426097e-41, 2.22768407e-41, 3.22780405e-45])" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.hstrain['H1']" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "1f8ecde6", + "metadata": {}, + "outputs": [], + "source": [ + "white_h_1 = np.dot ( scipy.linalg.inv(c), result.hstrain['H1'])" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "0366c217", + "metadata": {}, + "outputs": [], + "source": [ + "white_h_2 = scipy.linalg.solve_toeplitz(acf,result.hstrain['H1'])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "77dd4d41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(white_h_1 == white_h_2).all()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "05543c9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.1175289533126548e-07" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max( (white_h_1 - white_h_2)/white_h_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6b56d31d", + "metadata": {}, + "outputs": [], + "source": [ + "snr_1 = np.dot( result.hstrain['H1'], np.dot ( scipy.linalg.inv(c), result.hstrain['H1']))" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "ce6ec7ff", + "metadata": {}, + "outputs": [], + "source": [ + "snr_2 = np.dot( result.hstrain['H1'], scipy.linalg.solve_toeplitz(acf,result.hstrain['H1']) )" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "d7b107a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.913029006424491, 13.913029006422871)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(snr_1),np.sqrt(snr_2)" + ] + }, + { + "cell_type": "markdown", + "id": "f228662b", + "metadata": {}, + "source": [ + "# Plot the SNR series" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "952e7cb5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4000/4000 [01:58<00:00, 33.82it/s]\n" + ] + } + ], + "source": [ + "optsnr = []\n", + "mfsnr = []\n", + "\n", + "optsnr_solvetoe = []\n", + "mfsnr_solvetoe = []\n", + "\n", + "\n", + "for i in tqdm(range(4000)):\n", + " prefactor = np.sqrt(16*np.pi/5)\n", + " pyring_par = {'Mf': M[i].values,\n", + " 'af': chi[i].values,\n", + " 'A2220': A[0][i].values/1e-21*prefactor,\n", + " 'A2221': A[1][i].values/1e-21*prefactor,\n", + " 'phi2220': -phi[0][i].values,\n", + " 'phi2221': -phi[1][i].values}\n", + " ra = model.fixed_params['ra']\n", + " dec = model.fixed_params['dec']\n", + " psi = model.fixed_params['psi']\n", + " t_start = model.fixed_params['t']\n", + " duration_n = model.duration_n\n", + " \n", + " wf_model = model.get_waveform(pyring_par)\n", + " result = pyring_wheel(model,wf_model,\n", + " ra,dec,psi,t_start,\n", + " model.time_delay,\n", + " model.ref_det,\n", + " int(2048*0.2))\n", + " optsnr.append(result.optsnr())\n", + " mfsnr.append(result.mfsnr())\n", + " optsnr_solvetoe.append(result.optsnr_solvetoe())\n", + " mfsnr_solvetoe.append(result.mfsnr_solvetoe())" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "760c5f69", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "f27adde1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of samples')" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Lb8jkcDgcDmcqcumZFXEhN4WkQp1WvQOr34l1Ql1dnWGHlcPhcBKBm+RyOBwOh5O9XIrRELjjKQ7HLaIIiJFMl4LDYTIyEca/vnEcY5PhlOdFL8VRk8PhcDicKcalqK7MhVwOxy17fw5s+69Ml4LDYfLLbU347e5W/HpnS/oy5Vu5HA5nuiBGeJ+WDCid8u/xN7tasOg7b2F0IvWLxqlnatdFPHAhl5Meuo4Bk6OZLkVSCI8FEApPhw6PzfELg9jX3J/pYnDiJCc0jL/ybAQmhtOWJ70EB08OhzNN2boGOPlGpksx9dn5NLDrx5kuRUL8amczAODi8ESGS8KJBy7kclJPcAg49SZw/JVMlyQp/HJ7E3665Vymi5EyPvHjHfj8M7szXQxOnMwZ86OSBFAxcjoNuV166k8cDucSoOdUpksw9QmNT/nNDU/UJCcsTqOF3Eto2OZCLif10Kj96sRIZsuRJCbCYqaLwOGYIsh2sulUE5viKmkcDucSouMQcG5jpkvBmQJ4BGk8FafBGDcNHsE1XMjlpA/upIZziUEphb9rKK15kuh3RilfjOFwOBwDE6NA2/5Ml4IzBZCF3HDkEpQQpwFcyOVwOJlloAUYm542wPUH27Hyqe3Y7O9JW57yUlI6tavopbhEzOFwOJxpjawZNR12ci/FfSYu5HJSzzToHLKBXed6p4mHPx2H/wDsfSbTpUgJW05fBAA0Xkyfqj4hUreeDsFTHjMvqU98ckyyNeNwOJxLhZGLkpp3PEzhAcLrkUa5yDSwyZ3C1RA3WSvkEkLqCCEbdMdqCSGrCCGrMlUuTny09o8iGOKxZePlQmAcX3xuL/5P/ZFMFyXp9I5MYDQNMV0zwVvHOtOeZ8wkNw0j2iW4MoydTwM7nnJ92/v+boQjXIWcw+FMQfY/B5xeH9+9gdbkliWNCNPR8dQlRNYKuZRSlleAhyml9QCqCSHV6S4TJz4ujkzgtUMX8EpDe6aL4py+RuD8Hvvrdv0Y8L+V8uKMBCUh8Gx3fDuCokjxzRcP4mBr9qkFv7i3Fb+OuunnJE7MJjd9gzIFF96s2Hy6B1994QB+/P709crO4UwVRNBpoX46ZYiEMl2CuPFOI8dTlyJZK+TqIYQ8BOAgIaSaUrqGUtqU6TJxnDEZ9UZ8cWQywyVxwdG1QONm++smRoDOo6kvTySEr3vewjyxI67be0cm8M7xLnzjxYYkFyw5TNdV0ruFI/iEkN5wTIIgdevpGZRl1Wjnd3QExvHKQdWC11g/0Pj+tNalujgkxVi8EOBqzhxOptnX3I/6g1No0f1SJRIC9v0SGMxcXQnc8dSUZsoIuQCWRP/rJ4Q8QwjxZbg8WUUwFMGT75zCWBaqfdJpKsCkE8/kIIrJOJaH47OJ4TWQGWqFs7hcuJDWPBXnEul0POXi2gee3Y3/te5IzHzh+CvA+b3AWF9KypYNyAsOnkvR8weHk4V0DFovOPWPTuJs93CaSpMgje8Dm5/MdCmSz0g3MNoLnNuUsSLwndypjTfTBXBJI6U0QAg5COAhAGvkE4SQ7wF4HABWrlwJv9+fmRI6pLe3N6llPNjaj9bGXqwV+3HrkplJSzcZDA4NwldVA+TkZ3W9aOokWCn9yyivr6omespveV0y6R8YgK+qBkJuYVzvcGQijL9Z0IdQTpnt/SvnS8JHuupK8z4ZJPtbSSfys+WOdcPvT5ImgxgBBI/p6Yjoga+qBnm5eSl7b3KdzJi9CDQ8gfa2NgwFBh3de23RKK4upDh39jS8ggAMFQKhSqDxPJDbm5LyJpU4vnnP0CBWzo9goWcgpW15Kn8r0xVeJ9lHfkkFfFU15vUSrMSe833Y07IZj9QtS2/h4qG5CUBlSuchNFgBkQIeN3nIfeX5HqDX3ieL4VsJDklp0PyUz7Fk9PORa4tHUDo/guHuVvjDU2B8sqC3v1+aR+YVOe6Tpnr/NZWE3P0AyqN/+wAE1Ccppd8D8D0AeOKJJ2hNTU36ShYHfr8fySzjhgtnsb59AJcvrUBNzRVJSzcZtLW3YXeHH6SgPKnPnGw0ddL5mvQvo7zrX1wdPfWY5XXJ5GxzE/Z1+OEprozrHXb39aG8czMmcmeipuZTlteuf6ERAPCLNNWV5n0ySPa3kk7kZyu+9n7U1CTBjcBwN3DgV8BVnwJmX8W8pLXpJAIdfpSVxNdWnCDXybvrfgE6MYh58/4a86rmObp3wwun4cMwli67AnleDzC4TdrFXbIQKKpISXmTShzf/P5AK9a396J8Xmr7wKn8rUxXnNRJW/8Y7lqzGa/+3e2oXTgjTSW7dNnz/hsIdPhNx5zes39EoKMV68PXpG0cTIg0zEPefPenOHdxBI987EHH95w5/FsQAiy96QNAxVLb6w3fymA7MLAJKM1J+RxLRj8fOb17CFvaJ/D5uvmoqZmdljKkitPnzuFAhx9CyRzH48RUH1OyVl056kF5hexJOepwykcIqYv+fjaT5cs2ZI1gIQu14WQtD67sET8xle/4KphEby9A0PZaASIE7kgoOxnpkv7tt3BJoDieSn1xlCxcZPYXwi78lXeTtCN9iUC5ujLHgm1npVBj6w60ZbgkHEByhhg3lAKTo8krjNu8U8S5OMLgvX28E28d60T/6BTyx6LDOw1tcsklNBvPWiGXUlpPKZ0RFW7lY2sopRsppWus7r0UiUQ7N5KVkyi5bBkuRgroHgpiKJg+z4HxvkM3IvKXPe/if3hftb2uIzCO7dHJ2SXBcBcw0JLpUtgiRGtZzFJb+IVCD4Dkzsf8XUN4/VB6bZ/dIIoUJRiDcAlNLjjOIUjfwhSHAaXJe/mdR4Cd/y1p3XAAAP7OoUwXIQGi32aGS8GJj6wVcjnuUHYKsnErdxrzh/3n8aspEP6Gyl20g+ZRRpytQq98ahu+9Py+BEo1xTjwa+DwHzJahKHxEH6zuwWdg+Y78rI3SErTtxsf3/wwedOGlU9txyMvH05aelZMhCOYdBnvNn+8G1/zvo2De7fgg/+1JTUFuxQ5txE4816mS8EmEgJ6nNmyTccF4KyF1VltXS3FgdUxA3EIZ/JC6NjUtt/MBiilONIewGgWOFSdTp8onVZPYw0XcqcJsue3VMi4E+EIPvuznTjYOhDX/XwFjMHWNcCxevvrkoTcqSVTTWUomOKBZ7QPGA+kNo8pxp7mfgyMTWL9iS7Ta0ga1ZWVvBJQb6egiGTprjOLn29txM+3Nrq6J29C8hw9l/SjuTdDqozTkbb9wIWDmS4Fm7MbgBOvSc5zbFAcok+dz2DqwnrJlEpefHV82ZulCyg6dpzrxVObzmS6GEnnTPcINp/uwboDPNwTJz64kDtNkOeIqVBXPts9gobzAfzL68cTTOnSWT2yRYwAvWcdX24Yl0d7gTPvOp8VkeQLuSln37PAnp9nuhRTjpiQm766TiSr7Wd78ePNZzE4PnXstty+W3lXXeR94KVDMOptnNrbnhNQXEa6HF3LSQw6Dd/xgdZ+6Y9ptkoyEZb6zWzYyeVMTbiQO02I7eROz0kUpRT/782TONIWyHRRsoPjrwAXGoBxt7vr06R9TIwAx18FwhOZLknWkRF15QTuPRz9pvumsHMSW6J1EeFDbnqZGAZC1vFQs4GS0RZ8xrMDC0cTXUieIkRCQDgz33uEYWpwtmcY5/vHUp85pcDRddaOA7OdOATp6SB6T4dnmC5P4QY+4k4TZCcz09UkdzIi4vkdzbj/F7szXZQsIVrRTgecaPtQ7+RuONmNRd95C4GxKShctOwALp4GuqfGpDAvFEhbXoRI3XpaFvWVZhjHxCeVKsrhSWDHj7JmMimK0sRaAOWey9PJrp9IToAygvP2nRORBPGCyFR20OOCHU8B238Q9+3neobx3PY4vu3RPoSHOg2H3zrWiVcPpUElVowAfeeAY6+kJHk6TYWYdNmQTmUv0G6YpnthTLiQO02Q54updDwVt2ffJMy2HSXR3wxsfjJtXg3T6b1WHryUzl6pDGdlkHf61ULuM1G7wjPd7kMDcNxRNpZASAo1DqpbbhrpnPBk3dRq9CIQCgLN2zJdEglRUre7TmjCw543M1yYS4w0ajRMBSIiRUcgw7vbYmLqp5/+6S78+1unrMfg8QDQp7Od3/cshMMvJZR3ckhRj5mWuHHu88haM6nwBHDwBcUeu/b/bTC9dHrIhVlaDymEC7nTBDGFIYQS7jeVBFLcTfRGHS8MpsdJQURM3+RJHiQM9euwcuTL1HcrtRJntXgRRjHSoOLFYGQijI2nuhWbHY4aqUKLw/3pyzKOBR+jEB5//7CcnMZfe8wnKBlH9Z3mkeTuFhxrH8T45PSzM3TC7sZe7DjHvdi6Yc16P27//vvoHrKPmZ6tjEVtNC17nb3PAEfXGg6LKRYEIxToGMzMIkK2muRmabGkRZChTqBlu/GcKGbvC+U4hgu50wT5W0ylunLWqziwJLkUEomkb2Jp6GuV7TpnQh7boaS8uxsfn/Vsx9e9b8d5d2K8dqgdxzsGsf1Yo6QCxlGQd/vLJ008MI9cTMHgnSZtDRPu8hxDBRlMuAypIlXObvpGJvAXP9mB/1N/JCXpZzt7W/pjTneyFvseVjExSIM4sPWMFNu8b2TqqmbKi71WAuupzgDePNphOJ5queW9E11Ye6ANR9sDJuUawlCKnOylRyRLp+CX4rxoBH2jExBZotDW1cCW74NMK0dl2T6JTz5cyJ0mRBSb3OxrxOlbDEvTjnGURHZyT3UN4UJCKmMW6sqRkBSQXvXiZSdEarWh2E5ufO+rivTFdZ9T2gbG0GWy21A1JsWfrBw4BJzblNJyJBVKJVu0jsMJJWNVY4pqO+u7G+6S4kG27koo/xiJ2P9eQqvkJjvdk2ERDzyzW3G+5ZbB8RAA4PiF7BXwOc5tDAjfOXKEbcilnlN490QXzl1MvymOvIvby1hEmAiH8e5JSQhODalvP+n02p9qznQG8Ls9rdjgN9cGWTxxOo0lSjU2dddzSjL5m5g+JmxcyJ0m2MXJPX5hED/f4i62Y7KhiQjglOJ24TgqEDC9pG9kAmsPtGEomPjK2+hEGL0j1p57ExFy3z3RhXUHrQe6Vxva8fL+8+yTVu+yaSvgf1tjj6SEmFILuUrYKUdFTjuvNLTjj2bPr2agOfWFSRZiWHKKdDaVqrVy7FoGcszOYaPzlUSIZwdKP1fK1naYFEx2A872DKOj5RT+uT6+WK+hiPQSczx8KJ8OpFt8+OzPduLVBhfmPZEwMGTcHU03cl9hupN74vW0lcUNcnHHJpzbJEdEijDDIzSLsz3DeHqj89CE8ZBeGTe1mV3ol4S51gHjYjoFRUvfKDxwYT8+OeYoLnbWcqFB+nds+piA8JFxCkHDE9jy+/9EoNsoHMlCjGAi5X7ixzuwer0/vnwT7miS0FHRCG4W/LhfeN/0kvXHO9ExOI6tZxP/QH+1sxkv7rV2FiSq1JV7hoIYHAslnK+af1x7BI+9cszkrIV35cnoKlwkJqSLDLVmR/veYkTyhNl90qa005+e4SDakhRm4kzPCLoGU2MTJzeJdKy4E4tmyIkhmiyI5UwG8DnPdtwS2hdXuqHo5JcLuelHHDiPyeN/ctD4nagrR/9IZ2xrUDScD+Af1zpXdQ8cewd71v0QdDS1Wjx2EHkhb4r1O7GFPOcF//wzu3H5P73j6NoHntmDH208g1EXQrRbppMH58mQ9J683hzDue1nevH64QtobW3GfcI+ZzGsdz4N7P5psouZNCh1uJJMKdC0BZgcTWl50gEfGacQh0+cwOGTJ/HaKy8azsXsK1PoXTnutJPXKVp56VNUcpNgmBxxMHqqd3Jv/o9NuO37aVSbdeRdOfYeNObKk2OS51knzspC49J/57LLqU8mNv1+v+88XklCmAlKKd443IHPP5OicFjR74DZMlK0XUrjCIsTW2SZPpMmU0z6Ew+VJlmlYiCuZBUh15vmoXyoQ1Jtm0qIohR6LJScxaXNa/8bP/vja5icnEQwxJgAu5DAslaLgVJNLPJ1W/ZjT3MfTrX1ZLBQiK3xxqVBkrn+Rs7bTQkOtg44vjYYFdpSGWUjve9Peo6KyEWgN/k71KGwtDGR4/UCAK4hsbBUDW3Se18mtONK4TzygtNhd9Nh3Q20AK27gdPOFleyGS7kTiFklRW5I0sXyerTUj2OU0VlOzM2uWMp9HBq9Knl1vGULNBCWm3c9WNnO7lZO/uaotDYtKx9wHpX+MU9rdgZh+fYiJAjZ8VkbDKc9IlKXMnpbkr23OlszzCC2eJ9m/Wd7nwaRe2SV894n11WV871pPk7PfgbRSX07WOd2Hw6w0KPCcFwBJMRUbJBP/oy0LwdOLcxKWkfbZfsoFe/60fNv6xXPP7GhzwVy7IFn8ZNwPYfSiYWACbCUvnSGVmAhdza0xjFz5ZQRMTepj5nMV1TJChG0vBC0ivkqvI6Vp/01PU7uXWeBtNrvaHhpOefbhxP5+TxahqEX+NC7hTCaifVLjamF2GUIjHVg0TlHSed/7f/eAhfen5vnBnIgly0WY/2STZEKYJmYKCXazckUuw41+vCtif6buQBSgy7sskdnQhh5VPbkqaumyxEkU45RxhtNsKtzD+/fhx/9dxenOmODa5Odi5EeAAAgx6f4Vxr3yie3d6E7XqVfkrj+lYS0bJMZb019Y7irWOdeOVgesKJ2SGy6m1yDLlDsklEfO8iG9SV/+6lBnzl1/szlr8Vv9jaiF/taJb8FAy0SAcjyfVse6hhH77meRsj49Y+HJyQdV2ZbKaie2eZLqeHiMjDpOs+pGNwHK0pGsN+9+qf8M1n38P5Pot5Vhw7udlGpus+mUR0O7nTHVbdDQdDjBB006eSuZA7hbCe4FpLKp8UduGr3syoHrgZiN443GGcgDvOJ6quTCCtPO97FvD/Oa60nJCOVdMY2rx2NUqhM/64j+WYyVguloMOuT05UUM/2TEEf9cwnt+RXU6etp69qI2T2XnEWq1prF9SW9QTCWvU8lLFZETEa4cuIIeEUQRr79oFCCIHYXzkR9uUY05Ue+UrWHUuC9j+Lp1zjMb3gW3/6VrQlReusk3l+Au/lBbKBsayI0yKWReo7N/FOXMMR/ugVKonOuEq0iJ9W1lIMBzBO8c7sf5EF369sxntCXm1N3I3bUAJGYMQ1qpBU1BlEcIO4sj8JBNoyxOPTWkqqCMH8E3vnyC6HIPXHmjDuydMQqslSHn7RvyN9z0Mj5v75kiXgJjKfOIxTclWFIetwqUrCl37vfdw939uNjk79TX5Lt2anaaYdW4LhcyrkyXoXNnBRXI+AiBGB5oBa+dRiRBxOIFxSs9w0DYUiPwOR6MrbwV0FNjyfSk0jAWUMRlwtpOb/Z3c4fOB2A//2+ZqTcFBYO8zkkBnSORFSS0vxajbzCrPVstrH/a+iS959LbQTlThoja5jG8mtqChO9l5WPpXjFPzQf7ewhPsRQQGVPk3lX4Esk1o0CILN/EKuRnwV8TkI54DwP7nM1sIC053D8PfNYTBYAjvHk+WkEO1/+qa8e7GPvx0yzkMu3EClOmK1DEyEZYWxJRBwsJzO4Nf7WjGn48k3xvzMkiLu9mkxaOoUFv0Z0lz2hQKAm37De0lHaN1JrR2uoaCaO413yEPhiJ4z8nixXBX1i7GZZKLw7oF/uz5rBKGC7kZ4u1jnXjwtwdc3mVeXW4ESEopnt3WiA6HK9qW7V0UgZadis1OotxIzuJWIT5PvvIKIxE8SSmLHRExpuLxd5438ClhR0Lpfei/tuITP2anoR8cgyHpWeeEL0ijzgVzWxJAqy55vn8M3UPBbJtP4asv7HfhoTqO4XwyqqY2yNj9HkpuSB0nlME+Fl0p0Q/szistHYoG+ZAGx+LmdwFRxOimNQg7dlYhaxIkVtC9TZn19OoIm0eM+1ukIj4gHEFJxLlzmpQR7wJJ2qGYDIv49m+241y3Mzu7rsGgYaIeW2Bg+4KQFyyHLHb2Yoll51Rs3YE2rD/Rhb5oOD3i0p36v715Ev/wh0NJL5fd4pBBUyVLSJpQfma9ZFseYIfYS6kHZKqfi0Sw6Dtv4WdbzqUuTwBvHLlgeu6JP5/AQ787iKPtAetEDvxaWuhOEe0DYzjXk/22u9m/dZE8srNnvQQ40z2MDSe7La95reE8/ukVa+FFj5OurX1gHP/xtt+1kM38MHpOAM3bpP9symS3Y9M9FMQHPEeYQq6jTlvtXCkNqMOC5JIQFguJ7RCMMFb8KzCoE8Ckhysal1bH8xw6nFHv5L56qB1/2H/e8TA4OB5SVLNf2tuKNw6bDzaJ8L6/By/tS2zn/X1/D/a1mKzUZoETLXU7TlVpqH6HiX2RhuMXhvCzrecQdmlnngNpAu+dCCAUDuGX25vw3vtsL+PtA2OWq/Hx8sCze5KeZrIx678SVf/MGe/GjcJZ3BCMLwTRpcqRsy1YfPZX+N3Lf7C99mTHEG59chNe3GPdN+m/ZzeCRuZ7JjYjQWnx2mCxl44F0pad9ou3Jv3V+hSpJFuR1nBqsmq8ycJSKsugN4MZDkpl+JWFKZNlBAc3BM4DR9cZtIXOR+2sB50sKCXA8y+/gj+8ud70fH1DO948lv4F82QzHorgxT2taBtIrmlHJuBCbhazo/6nqDz0Y0fXxuZK9r2bLLDohaob/u09fOLH2w3Xy6uPwZCIRd95C/UqZy4Tk5PY5O/GyJi5Mwd5ILLr5j79052m55x02rJ9jgCCUETEz7eew/GO1K3osmLPJpu/9m4ADr6g/L4QCAKhcYeTYyq5gB/tY74/6mBRYHQyjF/vasaWqPfUUITi23887OYRXJHo4Hz0QgC7Gm1surNtCzvZRB+Pra7MZuOpbkyGRYyF3LVpIZoZpUA46un3dBd7h/rO1Zvxwf/aEivmNK8GLcaH3d/Sj/boJIJlP+0EISTdH0aGHKdM0UqUPaXOjthPSJt6pfa820RjQH4D5hP57IyT68QXQ8yrv2x7Lx9PQzmbtwFn3mWfi74wR9oqVmVNkgYaIDm7i2ZoUZTUvrcVwmk84q1PqVfceJ4hac99/FWg7xwQ1gpfBTSIW4WTTLOsZEFAMHzsTXTveTlleWQLp7sG0Ts6gTePJd/UIN1wITeLWWBmR8uavLpYKDNbcQyMhXD8grlQ2D0srR7+96aYY58tp3tw7MIgXm2w8GLqsN/pHLSIX2jWSVIKDHdrriGCgP+97ggmwiI2nbLeLU8EMck2uXpmImafq358eXVdOmEsw7ELg3hq0xl0d7YBHYclB1zRQYHVTqwmO+PR+I/5ZBKPeOsxG9lhz6J+Dgo49PqcfOculKbJu/PEMDCi6g+svncH5UlpiV0u2rtZ5R8cD7l2NpOt7GzsxXsnoztO8T6SrOaaqVAPVMQnhV0AJLu5eHjynVPY3dgHSinOOlQfTgyasCz5/Xf8MceDSYxRn4iaKaUUa/e3OQ5lZJvX+b3IgzTWkDhtclONIydIbebRGiZCqXc2qCaeseIq0oK7hKOOrr1FkGJXUzG54QzVWofZUvdqbhzfg1uFk8gdSZ03/ZSqgGcJYZGiY3Bc6R+FaSAiTv0nuERoujiCR+uPmJ4XaBgfEI5AEK3VNSilymAc7+6BJj3dv2Z5Ji8f3UTi/B7gwK+AwfaYt2BBwHvRTjkupzaDztRxUx0r8EtevdMhGQqrhf99LZJ93rmLsR21sua3jak4cDxFdBlcKbQi24a5vtFJ3LVmszPHE0nmwd8ewOLvGt+tOfG9u8HNT6Nr009d5cCq1ri0xrqOAz1+2zzNJgGDgQG8/vJzEPQTUlHeBXb2TgbHQrj+ifew5t3Tjq7PKmwfMb6+RL6L0NTF6GYRDEcwHAwBVES1IK32/3E/2z7Qjme2NuELv9yDX+1swb0/2oaDrQ7tix320wZUdWH5OURCgP8teMNGlb1ntjUar09ExlUWK9zfOhkW8b0/ncD641149JWjeOJPznxa7G60sWVv3WmMz55OlVwLlPHPyYLXkHk7GQ0m3458Nszfazyv7SOeA1gunHF1T7Kr5/d7Y6r6ZqETM9kmciDV43Ty/BwXk6OSU7I4eetoJ9YeaEOrHAYrW+0oXMCF3CnCv715EmGLXmT+6EncKJxFxYC9kwd5ots+MM5UT44Hqw6OWk67E2O47wK2nb2I0FhAKUTC0TQsBkUNVrsnrbuT6200olq8oBSWu5JKuWIvQpg07tAriwIu3tcNQiP+xvOeNp1Mz3ii2Kmmh0UR757oQo/ek2ACdPj34V7BuW2701el93b46x2NjoUIywUnVmVTityobS2zKZz6M3DiNcs8RUoV5zR6Xq//DVqO7cQSkpjqkxwO6G2dzVMl4nS6NNYvqStSKk0OMki8nxBRhJD0foO/3dWK53c2A0ncMZKdxjiNxR1uMTdvsULdX8l/vXH4AgL6cFPdJ4DOo5jZs8uQRilG4SGyF3OT8c1FlTjpg9ceaMN+hr+Bt4914oVdLfjn148DkLz0W1EkjuBO4Rj+/S0bYVhVqHhtKpeRNiwgcWhT9TEWEVRQxfFUPKVSpZOCsStf3v1mNIBk5SdSiv7R9IVHU9d/doz2OuTyudTyyZa5S9LY+d/Arv+O+/YLg9KC3utRvytJs6XOIFkr5BJC6gghG3THBgghBwkhqzNVrnShV8mz+xY98gqW/sKxfs0x/Wm1evLdwhFUwWjPqM9a2+4ZH8HgBY3Xv2T0I9REoHzlYDsazg9g97leZWfa8GGOByR1T4cEww4nblYP1rRFq17qgMtIl6ln6Zln1yl/E1BTG67ntjehoTXgqKh6eysWrD6unGjfZSL1qx9k4hl0CCgWkU7bgpztHsWpriGsO5A8laaPeA7gaqHF+Q2MCTaLH37/u3GXSdkhdXh5+PxeTMapei83j+1nLuJDP2CHRAqbfE/xqn/p2+RfeY2OriqIA1v8vc9gw9qf4utPPiNNDkbji8+dDOKdbMViXad3B2MsFN0Bi0NNeiIcYcaPFWgYV5JWxx3KW0eT4+ClrX8M3/7jYfz97+0XiGU+79mi/G1XWifzRNPQXioerT+K+3+xG7vO9WIoGFv0lGMly+OfXXnuDu3ACuE0KjGIR7z1uEc4zLyutW9MGQtV4i6znIu+8xa+8buDhjQ+5tmLz3mMC+kDY5PoG7VYbDy6FuuPd2L72YvM00q4ngTV9FMh4qRjwem9k9347Z4WNPexF+eSIryFxqWFel3InWwWDLO5bOkgQilEl7HuWSjGCVzITR2U0o2Mw/dTSpdTSh9Le4FSyVg/sOsnQDA2MdN/qrYDaSxIbOzgcJfkLr0t5nmTUsoedClFrXAWn/duYZ67UziGEsrqUBm7gQ2/BQ69ZFPi+NAXXR7gw6LFfvGen0vv1yHvnnAmnCZ7MPuMZ4ez8EmqbPXC/693tih/azooRucvH7Ha+XbUxZ1+x3RHZygYQueguYc+vbqZ0zHqiCpUgI+M4NOenZg1Yq1Sm8mgovIk1knOA6OTmE3i3J2EtfDIqs93D7hThWPRqbLHTJ3XaOfc63G2u37i5FEUjkQX5MZdvvO2fVKsSgfYTb7ibZFK+JpU2eRGwo7jHpvx4p5WrF4f+zav+Of1+DBjQWTp6CHc59mPolFnHta7hxLXyCCQQqDMxCC6A/YhvWSKoG7vsnCZQL9C7IVcmS8+txffesnoddjphFRvNnCDwA798uqh2GKgziSX0YdSvHvCuabGb3a34Hc23qr93cM4eJ79TSpCboJtM5UjAdNUKkn+BFqiTq7MtJKSMsRdPC0t1J/frUs8CWknGSFJO/tWmG4GhCelsSALBOwfv3/W9rsCnJvxJawVmQVkrZBrgo8QUp3pQiSdCwelncaL5rZmM0LdzBVRGXmgFamqVY4HpH+HtDtXhBBcTVpQAGe6+56xi1ghnMa92B3Ny4ilunISbXL1yAM7QcwBECEJTrQdThZStmpoE6ycEJOFCsQ8ZwP2fW6BOIo7hGOJC+udh03b7sofbcNtT75vemsy32BexPkkNd00Ru2j7drMnxpa8NV//5npeUdNTnXR2e5hbD3D3g2RGRiN34ZHTWyyr22csmrhB4VDuJq0mN6fO9gMbF1ja1OkTt3VN9hxyEYNUkp5f0s/Fn3nLZzrsWlP5zZJsSpNWH+8E9c+/i6CIQeaIW77ksF2PPP6Rmw5LdVtynZyt/0ncLze/LwD4fqfXz+On2/RvvfzDJXkPFE65hVT7QxI+67J5Ai+5N2AWyPGnUjNdYz9TMC+6pxNKN0Zu/q7Yto0sTi9rpJQ7BjNiU0PDd6VdVfeIxzGt72vOsvYAR0Bm9AlZnFyKQUazccbAykZw2XtCtbCcuYFIceYeCg106rLKEp7SF3ZDpksuKBpizQWmM3fB1qBduu+JZkM6M0uGNjN+RaRqH+TabCTm6G4A3FTDqCfEPIMpfRh9QlCyPcAPA4AK1euhN9vs6uTYS4vpVg5PyKVs28SCFYCHUPAqFRukVL4qmoAAH6/HzfldyEc/e0tnGF4voLcPJCqGoSpJ3ZutFdKt48oaZ0+dRyjwUncv2AEw7iAE+Ii6XpdfmoGenvhq6pBoacQK0MR+AqDyjXhyQh8VTXILyhRjo0NzwAoUBj93dt7Eb6qGpC8Yst6WTk/Ap/ALsPE5KRUPiJozhUWz4Cnqgbj40EUlVQglxCMj4ziw/MFKS1PDvzBUkQTtayT3t5eKW3R/F0AUM71Xryo/C2jXB+stMyTlb5ybOurwOI7Y7+DMzFMQ/BVFSIH+WhsasVkySL4qiYwSorhD+YCvRHA78edlROoKquCjxRjdJLAH5bKMYQQfFUFyPMKEMLSQPCp3FZ4Cwl6G48iPFDBLNv4+LjhGeVzSpuaKAdp6wMGjM96Xckorithv0dAWomX01kpRlA60QO/P6Iph1IvjPenxuPJtay33v5++KpqIOQVGc/b1Jc6T2ad2dRz61gYx06chBie1JRdf9/ImQZ8asEEgNg1K8XYdxGaDEe/t1LTPMMh6ZqcgmL8YN1mAMBscZmU/vCIdK54pnJ/Tl6RUqbmpibk5uZqE2S8G7lO6Ixq+HzSRP5eEVI5iUdTtqLiGfBW1cAH4H6MKM/W3NyMgvx8lFUuhFhWiYtt5zDqKQcO7wFK5hiea2BsUuojVP3P0eZO5vuUj3nyY/0SmqMTjcWSqmdodCZ8VTWoBfDHcwKuLOpEXm8Y+/3dWDk/goNHjiO8wGcoh/q71LwXMQKAAoI0rG7e24w7KkM4fOwEclXvWC6n+neY5Lobs5p3IK+jD8N0AaqqapBbIPWtrG8lLmTV7WAlcGEIyPVj6GI7imbMgser+s72vGfZngGpX1efM/tdWOSDp6oGwfEJ+2cQI5hdlIMBh9+fmtySCgQGBuCrqoG30IeLF1rhq6pBeW6BNp3hABCsxFAkF19f0I2inFgd+ebVKAKW5MqRoqW5Bfn5+crtxb7ZyMvNx0RwXLpvPCAtChSWG8o0NjoqfZclM02fRX5PBBQFubFnFoYGsXJ+BEV5IYz6IrisYNjy/ZVVzIdYMgMPoQvyt+hv2AXkFEj/RZkxd4niC6K5uRn5+Xko8c1Bfm4+BgcCmjzumZ8DoMa0n3Z6XGZPZ5HlNSWzl6IgEkHH+VaM9qs0rygFWpq0bbJfUL5R+Xh+SQV8VTU439qKPtU4ru8/rMqoR76HQgCByGzH6vHUbbrq64vLZiHf68Xw4JChLwGA5sZzyM/T9eNuGR6Qvv9eEQs9A7ExorkFBQUxO+vRsTF8dv4YSA41reexkVFHz6vvvwb6+rV1MeYDIsXA2UbAE3u+wtJKeImA0ZER63x0Y5nXmyfNTYmX+R7VnOkdxDJ9XYhhRDr70N9fiorWbnbdNu+Q/h0psnv8uJgIR9AzNIEF5YW2bau3ry86B4rOxcUwPjY/DBEEfr8fJb7ZiOTmwRe9Pr+4PHljSoaYUkIupfRZACCEBAghqyil9apz3wPwPQB44oknaE2NeWPNBp7aeAbr2z34RU0NcLYNmLwIVF0PLJDKHY6IeO8lqWHV1DyG9997FZM9UuievIpq6J9v7/7dCHT4MWvh5bFzF08DQ9uBch/Wd0hpXRGpxsUFd2Dn634M0iKsjyyRyiBGsF6Vn5pJ6sfhDj+Gcyqwfrwai2bm4/vRPFrbWhDo8MOXX4Kamhr0DAWx/kXJZf8jn/oGAEA8JeJghx+kZK6h3GrWv9CIGi+7DIPDI9i81g8QryaNXdvfw1CHHwuuXI6hwV5MdJ/GlSvuxqb2ISzx+oGcItQsm4dootoMxwekQTE66fD7/aipqUFjyzkEou/r8qX/B16PVuFh/YuSSfjMuk/jYIf241fK3fkaO09dGurnVI5duQyoqdH87pwYx86ONnTTGViy+Iu4uLsVgY4AlswqRE3+CFBRBdTUYO8rTfjc+D4EACxdtgw1nouIUIqO8SB2dbShND9Hsecaz5+NgmA3Zq/8NBZXX8EsW19/H7a+YuzgamoeU65bfPkS5C+4A5htfNb1L0g7OL8weQ+hcBjv/V5Kf334Glx15SzU1CzVlKPiQ58ytBv5nJqiygVKvenbDwCgsREHO/zIKZllbIe6+gqGIvj73zfgnz5+FRZXFGnyLKz8ByycWag5xsxPdf5IJBf/c8lSIDSGzeukMhLGfXt2bVSeQUkjfI3yXcxden30eysy/ZYaW5oQ6PCjcMZcrL+4CADwC18I6G9GoGQ2Ah1+FMxepty/b+9WJc/qJX+P4iLdYMxoy/K3Ij9fhArYEFmGpV4/IORqyrZz2zsY7jC2oUWLHsYMnw8bX38e4ZFeLKy+AhV5FBi5CFz/P4BcbTmaLo5gfXubpv/53YbdqOyOpS2/T7lcOb4qNIfK0D0UxN/mX9Q8x1O6NrTwurtwfU0NXvSHsL59BHcsn4OamkWaa3Y39invauaCywAAlfKz7nhKsmP7oGRPvfONDrQPiPi/l12Os8d2a+pV/f0AwLhgXp9MOl/D+o4z2BOZidkeP4pnSG1arpeE2fwkACCcK0IgBH0zyrD+xdVYUH0lPvfVR5WyX3FlBOs7YiHlWN+Bvg8w+31zbgBDHX4svOom+2e4eBpnAk0IRGPY2n1/aoqralA2YzkCHX7kzVyEWXPuw94OP4TiSm2+HUFg5CJoXweKO5tR4L0eNTX3AgDefek/lV0jkQoQiIjLFn0DM3xlyu1b3/kjxvtasfCqW6V0o+8UtUZ7+94BqV0Vzr1SKUP3UBCr1/vxH5+5Fvk5Hqx/oRE5CONb3tdxMvc61NR8HABwdLgN69t7MbvYi6VjR9GYd6vl+9vwxguIDHdrjtUMipKH53sekwRbwYt3Xv4xSEjaXV+0+GH4ynzY+u7LGL/Ygqtu+4gmD7N+0O1x/Xmza95f+xQmJycwZ/7XcNmc2AItKAW6Xsf6jpgJRs3dlyvfvJyur6oGgQ4/Fiz8GmZVVBjKw8w/EgK2/RdwxUeBqhtMyyzCAwERXHa1sR33D/Qr46nZs5ulW1O5Cpi5BACw5b1XEOw5hytv+bCmH5ZZVP0t+EqK2QkOdwMnXgWWfwXIyWdfAwCdExju60BxxWy88FYIj0THoMsWPYTyGTOka0JBvP3zR7GwZxjNZCFqaj7BLPvlN97pqF/S91+TkRAOqfvN6/KkPnbpEs34sGPT6xjpPI3qG++2zkc3lh0+sh+BDj9K5yxivkc1+yI+zPLo6u7gC9jeeBQHzw/g1nnXsOcfNnPBRPnr5/Zix7leHP7Xe63nPwD8Z8/gQIcfntK5Sp80u/MCfh35KH5RU4PN69dhordJuX5GTg4qKiqSM6ZkiCmjrkwIeYgQsir608b3/TRE47DGqGqgaJZoVKOMqgY0NAoSrXb12URtW051DiEcEXGqy+jgKZUKOmqnemYufXqGg0wVjuD2n2J8B0M1lMQ+i19stVBvTNGDNV3Uqkme7dG9U6p1PHW+fwyRaPu4U1TbIhIEQxH8+P2z2M8IyzE8Hn0nxLwbcBKi4RfbGtESdYCx4WQ3TnU6cPpjkn5GbGoY7DzXi42nevCT1zZLk9NgLGbx3f+5GaMT8Tl3UD9vIo9q9SysdDe99jye+v1rzGt0NWC4d3A8pHF0w87TwnmZ6T0WRMxVrtS2h8U59m/xmy814Ht/PqmN48pqaA6ah9q29KW9rXhJFVoDIa2KpZMQXTLhCMW/v+ks9IsaRe0syd/NeCiC8VAEP9l8Dn860oHBMenddfRonXOlOIqaJW0DJl6Ye89Zq7yrwugVirG+ljFaRv+RHtKrCdOUesvzf3vzJF5tuKCJUSp7Qa+hTao7pHsWkm6sEE7jhqB5XFjrrEVgYkQS5Nr2MfsYxbeAWXtLk11ibPhjqCu7QH95T9tZ8xizsvNKvY0qpD7SWX7xv5/QsdfsL3JCy3ZJqyBg7a3/VNcQnt/RjJ26UFMaleBwEGei85PZYhxetO1w+LpimtXWNwxPhDDuxHyEWRTGNz/UqcwFRuKcEySKv0uab4Ui8bWtMjKKeTAxabKYG04VsvYJogLtCpVguxZAgBBSBwDqXdzpiL65zg6bO3Vo6R3FxpOd0fvsB18iyEJuLBe1kHuwtR+9mnAgOhsmxqytb3QSP93MFghlD4h2jjEqETA/afr9Gm1zNPZSoPj9vvP4ze4Ww52/2NbIjHcoqMr5X++dwc+2sB1zpGo8/9NRbV2/pQqZMpsMaAaZU51DePVQO96NxogthtY52Nik1PGe7zPaF8oOSKhFN+DUhkj28vjgbw/go087D0ulTz8xmyXre4mZcxdGDFjZodmScLTuB2LCzNWkJe6BMlnCiNV7Yp05dkES0sPR7zyHTsaEMlV7In3nDMLar3c141c7my3L4yURlIHt6dO5OGB9JaUi7hP2oVyM2awX5+guGu0Duo5pDnkQQQ7CDkLT6GyJGVd44vbEYTcZp3huh/U7tqJYHAL2Phv3/XqeUfWNLX2jpmHgIknsBB2nFJ6Av6WN6aEZE8PAsXXAydct85Gfp5COWk6Mzb5z9R1CNJSQp/uoXcklGD4XiDKZNC/L/Z4tuEU4ZbhOLr4nWjWCTcxk1jj81KYz2Hy6B5iILlD2nNRUNaVA12AQo5Ny2hm0LW18H15I5UjUj5PehvP3z/wH3t/wJ+1F4ehcyMRGFQD+13+rHW2yfRMYuOjO4Z8+dBoAFA+cBC4YnZBZfpYWq29vHL6AZf/0DibCEZzvk8aBxm5dNAWTZAWXDg+TiVOna8/vaDaJcR1HCXXjJDOJdufhBeNFEMOoRCAh89n7vezICFkrILoga5+BUlpPKZ0hC7OU0gCldGP0vzWZLl+6MV21BvClX+1VOYRQtXRWp6wZFVRCruqa7b/8X/jPHz/luoyt/ewJg9N50F95zZ24mEFiW9g4rewiGycAbhB0vcWa9eYOwfR0DVrsICSJnac7Fe/CQ9Hd2J6op9F8GluceOd4F8ZD5lstsUUOi24gxSvz+uTzJ/qlndOhxGKqWmeq/bn1tWfx1KYzGkEuHNE6c1Fzr+cAEHIWy9OYtY0gnozpgMX2WmBM2nEoD1+U1Gt1l3tPvwkcc75+eHllTCVOCaXk1HFbNOMS6iy8lzAxiCuF8/hgOBYfNU/QTuh7Nv03Dr/3oubY33rW41ve123T90akOi2ZvIhHvPXInRw0XONx4eBJ7Qgv2V9RR9RjucaByFj6FZwiSfIWq0bdfMYnI8ZdsoO/gbdJ61xo/2+iKsByPHELT9nqd2bVUs/2jOCZbY04yYi/zbrP27pNd8Tk3TAEcPU4Znb7PNKL64ToDi4jFJk89sdbI9KYwtYEu+377+PWJzfhQtQhVEZDtZzfa76TC4phG60TzdWM5zh/vk17oOG30ZSBrWcuonfEOMZfM2wUEmwdOh5/xbRMLG2o5l7jImJx4Axw5l1WIub5yoI9Y5fuybf9mIyI6BuZNI8IYJJ0Pklf3F7988llVc9j9bHmk8porzJ+Wtby2Q1WZ5PCPXQv/sq7EUIk+c/LQwhxUoZVH6XvPIMhETcKkl0UtVEvkCbZUsMtIeO4mjTjWPugQV157mhsd0tfFrNm7yHsbp0oO4bWaNId7tKVmz25jKkri1iILkM++njDTpB3uu1gpSzvlF0cnoC/awihcASP1R9VJgeAA8+RNnn96+vHGGeiE2rVlWe7R7DuoG7AViGvvIpW6soOyxd/V6jNYcZ4i/THwd/EDoYnkiJsm/XXh9qkCbE29mR0d0ZuC/qb44rny5hUTWqFZac72SI1n2iyjsoLNz/YoN09ECMiBpv2aS92EUpnrHCe42uZ9DWC6EwxJszi6jI0c4nuHfx+33lsOaMNAVZCGN8b491VtkuLbHPHpb60dMyozndt6AizbMzyymUkxFBO4yTNHWsPaL9rJbXRi5KnTxXNvaN44/AFlzlocWK2YMXXPG8Dp950fV/dD7fi+ife0x5kCPM7z3YZjjnF7JuTzUbOR7VU1AvI7F06vVZKFJvKnQhHLM1i2P2WcSFXGbYS7Cs7BsdxxsazuGkO6VJXVtbvtfMCSime12mdTIbNF6ZYcXYNTxB1wtY+EMShtgH8YZ/5mGqHk9fzh31t+OjT27HNxiu+ZT5xnlXibhOAmkwLkuohWoxIi9qtuxJLR7ef89aOA3hp9TdwrFHqw4OhCH64IfFQeTLdXe14atMZJWoCoNbGSC9zabSdmKnZy/T44XG5EMqFXE7W4WTqpFZPvddzEBtOdjkOqn6bcAI3j25hntPvgCr5OewTNR/UgV9rwn2YpxG7xxNVG1O/BKdzM0rVIYicfdjMEAHRQy/ta8X6E1040NKPlw+04R9fPqxcc/v3HYQ4sHhpuSTs6Dq7ZJV4iRbP63RyK19VJxzE1cS52qW6PLPRj7HJMNYf79SGXWnbL4UpShizABjGAoUjFFXoRQ5xvnMXF01b4rptd2MfHnvFRD3SRZs405SY6taYp0ydMfMay+RGYxO5wfEQnt50Fj/f2ohBZhgEWc3OcfFMYU/UrBM+dH4Aw93u27aT4haTcRQ6DOnGziz6b89pTVx0ALjvR9vw7T8ejj9tFca1Hu17NFugKCFjGGhyH0bjgpsFwWhZ2gbGMBEWFRMOpxTAbCdEDp9D9YdcMRGO4KlNZ3C0Xash8PL+NrQNGE0HLE0SKPDeiS5cHJ4ABUUxxgy7wZNhUWd25Iy1B9rw653NUD+kEh6MpmjSO9JjayOqRd650x5lLfy9esh8gYc5vpnMheT3axumxnJ4sR9P5F1c2c9FPFjutFvs5Mb6LJVOkT6tZGpvyJoXDDtn5uWURk2w9GXQju3dfim9rhZps+ZXO5vx35vOIlmc7ZK+4ZMu/I+kitgmks23eeI1lLasd5c2F3I5qUIzwNlMWstU6n7OVph1ojAh1jueqvxvEU5hTihmn6j+Bsw2QJ3OuQ1lDwaMF+kuYTociCNW2id/shNPRztBwaHdHWsgyWvfFeu4AZTmSy/FqWMKVeKmpz6riZcsTz6kX+qJmN1rF3T3shBdCtHXCM241+NiMqtKfy7px/rjXfB3D+OgKibdkfYAOlqdDFCxenv8jeMGVUpT9SsGOWPd+Lx3C6om2UJNvOp6+rsazmvt81jqyvcJ+wzHAGDtgXbmcSUvRhHl9tE5NB4VILQXne0Zidupllv0xfvTkZjNmcGJx1AHhInkTSisq0/+mLR18czWJvuJhCYV1a6IWR4qvuZ5m53Q+b3A/ucd56tnkmW7miKu+Of1ON/HVuWX/SJcSVqxiBjtC1ncJ+zH33ocTswoxcWRSbzS0I5XG9rx8O9M+iFD3E/pX7WphwbmRI9xzLA7r/0tmwpsO6vdoQtHrPtsVp8QiYh46HcH8dfP7UX+eA++7n0bV4hyXyXV9z+uPYwV/74xrr6K9cSLSCfmkuhOULJ3bPc/Dxx6yf46PbqxnmVvORw078/YQqfNYp28W3i0E7vO9TKvNc/QySXJeLcO5nMWAgwh5k7GqOZvd4vgibLhZDee3d6k+BpR0C9A6DYsghZmW/GgbIgkNdX4EKi5puTF4Qks+s5b2HK6h3EW2Ndi9A+gSXsaSIjT4BGmP3pVYn2n8zGRbTTeOTiOpzadUew3ZbwXj2t+E8JW29HDmuCpy0JMjM+sOrgLgXE8Vn8UoYiICDy6s0Syzdz8JMiw2WqsEC2Htut1krca2TEPAAi6FU4BomT3MmGtwgUAv1/7Eo7tik1W86Lhh+QJjlNEO9WTKAY1SFti19vaDCGBAbdtn+TBUUfXYBD//PoxxWmMOn0RhLn7NR6K4J0TTjw3xtL6ze5WHNW1e6aBrSGJaBqhkegtyR3G9BNOQxkZXCm42eGwrjO5zifDItYdbEP5Ke3EcuOpbqw9aC08T4QjzInzDYKZyqXZOzRffDMkf/A3KD0t2QpPhCh6ZE/J8daPE+/KurR9hTnuhFzVroiT/D1E1GowyDS+L+10WeXluFQWTAyb2sKbdTP6w5eRLpy7aG1jfZ9nPz7t2Wl6Xv2OrxRa4SP2/a5Uxojy/qzs8ajyv+hvkwVeq3fqpBVY3S+KFOuPd6kmy+ZaQey0pZPNfaPIm5QWBGfLHlKj9715tFOTzndfPeZKbV2/i/Npz054SUSTP6tk6UAxUxIpXtlzBj1D0sLK64fc+XIYsRCANWx+Enl9KqdfYgT/9Put+OJzRk/W1uNqet6P9Rqeaie3dXcstJXqPgIoL7lqohEliC1cqfv+zsEU2r1qSiQh+10Zn9T2k3r3M8pzxO0o0KZUImMB02QsmghHtE7yevxM53PytYu+8xae33Aw5s3bBnknl7UhcTw6r31hVwvCoojR6OKAXNRdjdaLNEnxEZJhuJCbIcrJMC4n5pNJ9cAbtlmJ9yD2wYuqKj3TLU0ODrZo9fDzdA4yBEIsNz+ddMsEFB5C4JlkfJiKkG78YB6rP4qXD7Rhd2OfpuxhUZS+xP5mUFB4+tkTaKa/DosCv3eiC4u+8xa6h8xVA/W2FdWkQ/JgeE7rRMAsm6Ot6o5Devawqj4LHKglhiNxurl3MYYWR20VrdXi4hyUz22SvJzq+KfXjuHFPeexPbqboU7fUoBIgrBpqn6lQTonazYkW8hN1g6I5bti7OrL6D1gsoozaLEg0z0UxBX/vF5RuXS0yWVSVKe2/oDkJVwOkTA8EcbN/7HJ4mp7WLXQaaMaSykgWqhrRkSq2HKr8yDEJEMGml3XsX6NVgiLWB0noV3t/YXWFl6FmXdlPZ/x7IhNjMb6DR5IU4lT/wva74I4340iRLLPHOlxtdjBuvKlfefxjRcPYp1BG8NYFqsuSOo/tXXD3NEZHEPFwafwi5ffsCxr76gktMzEoGXYsEz6nVLTGxhC25tP4qfP/RIAu8+zqqkv/tKoJmv2aLldh6TzlAJn38Pfet91NJY7SVtNfmQMnxG2J+RIyJGmCgguNLyDTf5u5Qam41AAX/O+rfqtXox0tkNqWgcWHqud0nB+QBF6KaVA51GUhPqj+bJz3v7+W4qtdTzEntu+H/j51kb8ckcs5BdOvAbs+yXz2rGJCHIRQmjnz4FdP3FUFiLv5Fos3IoUeOdYF/50xN0ikCA5EnF1T7bBhdwMsYy04xOePdFf1irGImNHzAms/oP1IRAAEcuAhxY7Q9E85pOLECAid8K4QuX0E1E7QPrJ5nM42zOCMxfH8PSmszjbFTApQDQP7UOa5vH7fdKuGMtjppKkalYxF32YRQIm6TrRPTJOQh/22jtgiegXNkyz0p7Qqiszdt5tc9Zd7+YGfRsKT2AO+nAlaTVMQOVL2fvvRpysKJYFrXcgHeWksskFpE4+7nBBmhzZql9uKyQ2PYlv4LlNOBHXfTLno2F4TndbrDKHJ7DjWEy93LruiMnfWp7d3oQ/7DfuaLvxZj4RFmMaBIyGbae6BVgvLrywqxk/2cwON2asaHb9aRZi9j4DHH8VF0cmbGNP9wxP4GdbzfLWZ00x1HbS2Bgj5rtaSntzs+iz9xlg/3POr3cB6+2ptV+svg/1Y7cHVKrVelMYVhL7fmmqOm6lP6GnO9puu4eC2vucDWMglOJK0opCOqZcKI9b+menAGhoDB4i4k7hmGXC3VEv/ZJ/i1i5Vwr7tRcmad7bP+rSI2+PtJsql0yMhvcpH21KWrGOtgU0v4eCoaiGgGosj4aUy4NxIYAwG070TgcFvGzkCC4TujFjOHmOkvSFCEVEgAhYd7BN0mKL7izK5ROp+aJwz+A4TE6ZZ8k4JoqULZg5SU9132d/tgsnOoZjx/1voTgSFXJN+quD79cDB1+IK28pHzksJsDqGp98R2qnA1HfEgbnZxaLA9c48GkSiogI6P1WMN6lvEhPKUVj74jt9Xpo90l0n9iMcDgzMYCTARdys4CzPcN4atMZtA2wHQ0I+53HP1Svsv12z/noMf01WgioY8dTZpSRUSwaZTvCserI1B2DfgJ5umcUxzukD/PoefYElMAoyVsJTvJHbxb64i+f3a1xDPKAdzNuFoxxVHVZao+r/tarmjslpJtwbj/L9rSoOARxmrDdhTo1aVfC1OnYau8vtzfhVNcI/tK7Gfd59ivxNAkhyMeEsqhCNTtfse5Ib0flZGpdMmGi0imKQOC8w/m5VE7PhNQGTncP45ltjTjbo/s2XX4v8n5RUj1TqomEgY7DALWeOJQTZzEPzRBYi0oMfvWHP7pMWWffP3wBGGSrVso5hyOirRdY9QMeaO1Xxcu2mIhaJCdatMRhnR2xtcIA+6Sn4yDQezbWvgZa8NLeVrx7ku1ESV0azUSq4zA7FFTHIZx57Un86pn/xNEG5x5NTZ+Fcfz9U904LAsKNiYecjvKwySqJposr5XpGBzH4fMBw3G1kOumXTtVxdaEHnLQl1gu7ag1kKiIG8i56G9nO5FeRHCfZz8+K2xRShoLIaQTclUPWESCcQkWlwlac5GEejGVquZvn3zY3b0nXpf+1b8UWehgqX1bJMd6t3rNuV/tbMYvtjVi1znVGGyyoGCHk51PJ2OEXRVa5XOgpQ8/3XIOraq44aHdvwAAzKABfEhogCiKpm38r59X+Yhwqen0wqt/wi9e+DUwMYLq//s2vvDLPfY3qbBzfKcsQyiCp3n5jrTG6tNDQ6YqxDL5qgUNEpEETLWSjjqnZ7ZKfVlsvHGHXQt4tP4obvi3DRpNDpa6smJGzkrQQT/QMTiOxotj8Hj0poRTBy7kZgG7myR14iNtg8zzZh+yycXKn2flCaB6dRhGAU8goqOBz877Z6E4zOygnTsn0NnCEg/y8nIAAKEwW3WKqFaqlHRUf+sHIVnINXOotKepH3866swpihMiE+N40PMmZonuVGMiOi+lnWbq1RZt4w6P1vZaf555cM/PNaecOp5au78NP3zxNeX36GQY76m8m8ptrkwcwDe8f0bJwHFD1hSxTvlUl3bnKhH3/B1HN2LtL7+PUL+D0A/R553XuwNAbBe3XRenOreFbQdvm3Sq1JVbdwKn3wF6TrkSpJk2oJZa4+Yqkab3mJ4xT6Ww6R0lPqUZ8ThUkh1aWU58lTrSllyyv3LeDuV+iFJjfmGTxS9v0yatcBqvuvzpdyRhWcfg4T/jZKukstbc4cTO3Rr9dwoAPfvr8emf7lQ8I39YsHdEd49wWPnbIxp399YeaFM8N6890IYLg0Y1aDoRW4iigLRrycRmF93BcTfqynbMHD6DhUJPNC+Kow278eN//SomRgdM75HHtSIaVHUpDNsd+aeq37H6bpw2N9NxwUn/5iJEmczoRBijE2H8amczntp0RnHkKC9yF9Cg6aJYScT+PTpBNv/Kp0FFICom48DWNczrxycj+OF7pzX2mLavh1IURaKmIIzT//L6cfxIFwqH2d9b5HOiQ0q/pT82p/jplnOAKOKjdBuuE5pAJ4aVxmC5bOByPAs0vIbguW3Arh8DABoYi1WOiOb7yMuHQSAqdvuxdyadtzI32qxyxjR38LCkeWLBUpV54ayeHbr83PUJQ8EQNp409r+G4pqYq7wW9RiuHlsMVdG4Gb6ePdGysdqIs/FT8OZOaS/LXMjNMJPhmICptpF3qH1rwMml+tUlLxWVWIBWeGGttklA2MKyA29+FIDepb0gALleLwAgFGKoS2x+EvPG/NEstOJSDqTr9WEhYnF1TYvCfIddQ0HGPWaTJZWQPdKJIhLECmoUOI3ljmE2CWak4KhM1kmo7tE5O3AaQqjpot2OjfRvuShNDnJHtE5RAGmQqJRVw/Uk0Me+vecYOgbHcazpgpyRLWHdc3t0bga9vafghmROijXpUoofbzqLoeGosBEed9VhvM5wRGOlXiwQ9kQ6LnRpEItz2lPSlaEIjfu9xrvW4Oa2AjqOq0mLNMHQZXjXapswYg5tvjwm8cMBoHdkAud0O92/3tWcUGgSfWl2MLzLyo7ShqM2ndcKzcq5kQHdjmD0teSoxpbZXVsMcdIfrT+KnTaebD0HntOUcIVw2vJ6GaeCjqatOZn06ZKVw42ow7NQCgh0UnPP7p2bEREpOjvszS8IjKHvKiPdhsmxemHbUrNKIyZYGQOz252zXUj3H9/Vj7+Lqx9/12AnHOuOKHC8nvlhF0WGgGH2gg7bpYCZAC+bOsQO3UxOm8Yn/e2eVvz3++fwakOsHoWJ2EaGn7FAhI4GzJgwt5ss2P8T9Gz5hfL7tcMX8Ow2ZxoQMrL2VNGE9hujVEQRlf10xFrpADOcmzXPbmu0NbFIBAqKwbEQ3jjcgTuEE6gg2oUBB1NO12hMwZR1UKL6/nRltGjnf9h3Hl//7QHDccMt2/7LskxU+R9Da/D8Hvi697HTBRAKObP5Fjw5jq7LVriQm2H+v7dOKsLT2GQ4NhipWqV+1dTqu9ULDdL1IvuCKLk0iL/9FTtMicktbEz8jSsdjt39epsoQpCfmwsACJnEX5RRO5KiFPioh/08sYUE84diDe5/3H8e757Q7fA6eDHhaER1L9g2DWZJiE53qeTdImdXs5OI85z2OuupoqyunIfogClOAr3nNC9gKbmAywUT758JBVpXhj7tv32NhsnPUHASrX2jBm0Hry5702ellKn2RCAtucbtyMuEfc39eGXjVvx2Z9QxW8dh1VPGN8ITUODcRoOgIZ2T0wZ+ve0Mjp5tcZJgSrBzyGeJRT3IZ36+pVETTolSrWM/O+6lu3Cv5wAII/RR/yh7gqG0D4ftZKVJPwcAL+5tRd0Pt8KLMIoxZt32zryn/BlivNd4mi1r9f+5H3zH9HpNFoy2Nz5pXd8RVSHtxkh1XiWt77Gvi141obenM03Y+rQ6ykFeZBhf97yFnLC5+YClTW7U7pNoDwKQxsLI6Xc16Wj6M4eVWUrMF0PMnHxRCgx3N+Hsphc0+ajH56Pt7ndyzVBrSwAWVTA5gn3NJv2y07yUf2P3LBDMvZ7fOrET93u2AMFBYPdPgeAQCk6+rJxfr9J08ncN4d4fbkWg5zyORj3iUsb3U0gmMJsMaMrN8hlhOaZHhfXKTq02UiQYa4uiGFbaU4/OU3klGTTE4o6lLeX8H2/78fH/3s68JilQqizQLiSxOjCuwVoPPlZOFp3g7xrCOcYC///wvIofvm4e+zcZfj4A6X2b7uRCenovwkyzuYkgO9SbIY2pu4kLgAu5GedU17DSOH+/9zy+HzVY13iw091j/G3dCu268RxxTOOhWc3epj5880UrdbNY3mYqDdRitwGUogx6VRMJgQjwREPwiCJbSJTzfPNobPWzbziIOSTqSMGQpqyubF4kMy4MaFXknCQRshFyzdS+9Da55kj3H21sR1AfOy4JOBXKmF4tVRUqT7JyonYtxUONwLF1mnZeTpw5A3PCI956kLCFen1wEDi6FjjwK83h+3+xCx/4zy2GnVyvR9tVGhxJyLTtldSedJP0uz1HQaloP790+ZxkpBuf9uzEnLGoaupIDxb0SbaWPnEAtxB3O86ApLHRemQLxve+YDinOLIAxdENvzWd5MXjGEtQOWzpGAyig6GSqkZfR25wqtL9+71aZ1dWNrl6ChDdFRFFx/n9fGsjfrenBUrvkoQJxqeEXfi6923rtnch1se/7zefuOfTcaCLrZXilpbeUcet5GrSbPtp/GKrWQgrPdpcc8ak5w1FKAbcOkKKAwqKWSN+FJNxVIxoVU/Z3oGpFOqFgXonF8rYRvH2gVi6FFRjr+wxGYukJJw1ODObT1EU8eeXfoq3Nm/F4FBAOa6OEz+mC/9yrnvIGPfUIVSUQxrJ5TK5kAj4/DOsd2jyvllXqhaUA+PO2sk80os/v/MW9pxsBrrNnf79aMMZnO0ZwX+ud6Z9YIfVuC0LPHpVXgrVe7SI7vAXnt1o2/dn5rk/7IuZBDntni8ExhF0upCE2PxNiO5YCJr5pXa1w87M6eKIO+/YSi5M+9dYXgIR4Tmo86Dsf0sTromFW4GSqsqy7UQLI0Hg772vY1HI6JRw0qGQm7JV6jTBhdxMo/tY3jluXMG2s4vUqlGYC8dmxzyU4m+97zLOAC8faHPexInAHGQMqiOiqMRQrZk4hq941yMn2AeDDZwgAIKkrixQdqdLdP8CwDMW6jtMx1N9jfiMEFt1TKZqaTj68GZCbksfu6NxqiYsl3Sx0IXfvfZnW+GC2SYsbDOSte8or/zL7guUwdTpSBhHlXgnBjT3xmwtKbD7Z8x7Wnql3Yumi9pdDK+gdbzw9jETu+3BqGpa0GhfT8Z64e2yt090gxCRBmmzwfE2zwk84mU4ILIgLFK8dugC6huM6pJqj+0L4cym00z92Woi9t7JLqw9wLahjqkri3G3TydrNxQMFTQXDVGjP+CioH2jkxgKTuLi8AQmIu534PTICxGOtTIY+cgLlQUIAqfYE1w9dm/q+R3NjhfR7vUchHeS7bMiHjS2dNEiBMYn8ZP/+J9xpBBP/nrtEokCcQwzwr3RM9GFwckBoGmLaVpKCqoJfXtgHPPJRXxE2A9QqtF6EBJ0MgmYCzCf+ulONEfHtJCJ4KK/t+5H2/DCrhYAwKsN7Viz3ujoMQdh5hga28lV9e2Gi2CqCUQQU6u3RbVd/Ocjzv12rBBOY09znyYJM7qH07DIQtlCLihV7N6pGLEUuF45xFalb+0fdfxNl2AM+ZjEuoNtio2pUyJUhDcq5OrN6HY19iqehO2ExhxVmKbRFGwSaOhkO2ZlE3uHR9oCRk/K8lUqrZSLW35uOC8//ryQMTLB5ER8Av5Ugwu5GeaK0Cl4BFmt2ERYTVTSsDHwNXV5HwoCFPASZx+/6SqwMjZEzzdtlhwcBYcwMyJNlIXJYUOHJBCi9FKC2W4wM0vz55VW/6h24eD4K7hM6FZiiJpNZCmAD/9gi2naLCLRgd5jMrF49Ee/xPpjrAHD2UREXQJh6LwDxxaOko1d7nBCVIKxaNgJNrIqoazRzlIvsxLQhYQmlcYVa/MrpbPDE9qJj1fnXLDXRN0UANoGxtAzbBxAxg6tRW6H1g6HAtIK/2if4Xo7ZmEAs5peMxxPfGFCSqFXN+EKR0RVSALnqaVK3SkUSWQ5yvwB1Gmq+zTXq+xyG2eu+lu/wKGxSby0rxWvNrib/FmXx1ml5Y0bFy+8I/Kx5FWm/n2e0Yel0vkHEBgOqeKCmu+rl5Ax9WXmMF4DBfCPaw9LarHBIcyIWNgQqx5e4/1YHEZu1KTjMnTiEW89vCFztWH12K0uUi5CWOXZiquE1qi6str5URKWLk3SON09DJaXZ3XZ9JEcZmAYkxERO8/14h/XHsHPthh35L/lfR1/5/kToxix3VWrckFge4cloLj3h9t0x0xQ5eXUIaOed46zhWMzVdN4sdIckReW3/drv/NBlSBFxbB9/qzFMMp+FnkxVs3XvG/jq953AAADQzZe8qMo0SRECk/0G1JrIQrQhoITbHZyC8RYH7PtDDuChT5vgK1FFM845+Rb/NbPXsPfPrOZee73e1st742NX9p8xiYibKeT0xAu5GaYqki7xuEUC/13oL9c83ExV+FjBMaNAqupo5mz74EC+ISw17qASjkE5uTN0OEONEv/hsYhP40kemrLIZjY+Mq09Y8poWYWk9jgcZUQ+/D1pZkXPIdHvK+gYES1sqUavBaRTlxH2GpvE+EIGlU7fE7Gudjkgi0A3u05ioHTxlAeTsdQQfWE8c5d2pvYIZKkRJ2lcSfDk7MmmWg6co0GQxH0jU44FqKTA0Oy1kE0SlsxPHYfqZIAwSsN7fjqC/sVT74yr+xtZGd98k/AfnZweCOxFG4VrFWR++JwGAJAUXvXl3Vvc7+Z2b01ZmtfNv2aHXSo07FzITXrDrQpnn/ZCcdfJmZCccx+yIi0+9quNpGI4wNfQmJCstO7PZPGCWdJ+xbXeZ/vt1aHI1ZlCgeBXT/RlsvEZIVFsjRQzNMy1mlEpHi14QL++vm9wGBMC0Ff/ZoxklJ4I1p/EnI110Aax/KC1pNvxQmUakLvC6nvoRqbvGSEMVMLqltUXmo1daoWBCIqASqizf/LXskmen8rO4TLplPRhXDGIqrsREl6Z8T82Ux3cim6DJEL2GnIaYciosYZ034H8bXlFAx59ZwCLqYgHq5FXyEvOPfpVPPHJ2MLu1SM2GqtsAQ0UaTMBYBZHe9jtD8ZUStiQq6g7OTG2oV+/mnX9ca74KP2zJwIZtlPhCUTFwqKVZ5tqO3Vas9cS5qQjwl8788n2Qmc3WiZUWA8hKc3Gb3vsz2xcXVlToLInYkHIgYGjLakhk5D/9PkQ1E6KdUFa/cb1RZMdxWiA1MembTOSEnIzPGUlVSh2inRnVKvwsnjpfqaVw6142yPtBKnjuM3j5isoHefwLxJScBufT9mi3nuYmw179OenVgssGNS+juHMQsDZk+ioH7cSFRNzOrNeahRXcq5Lax2hd7eFtJ4/vjWddJgy7AXMSuH2gbaNCdV3bb2jeK7rx5Vct929iJ+t6dVU5oyC0cnTmRMsyeXizEvYK8q/DFhHx7xvmKfGYOG8wNKOx0PiRqnRdIxi7pJpkOqaFqmdsM2xDQatOSMdioLYnZtjVj8cnaPA4bi2+X8P/VH8VcO4jNSEIPHe3e2xlS5T3+XXTrnNz+vXKlPzw1/4YnZIeqbWFW/1nnMyERY4yCIhZs6Ot5hrV5MCAGlQClGNSqH6090YXR02Hi9AyGXKIGcXRQ0SVyMam9IfSZhOvCKEdPemhtoUB1nL1JvPGVuGmAwB4KkTSJzrmcEEZWNpVUdOp3Pvn7oAv6wT5pLvHE4NhbcJ+xHCZEWZpp7Y4slHpXztYjLynnpd8+anpOF7bAomrZdSf5lz00+5TEuMFcLzndbAWBno8PwgE1bjcdOvA4cZ483+uzU/bndQkXD+YBh/FHuNfUDEjsu2qgrm6VTMNkPetG48NjSO4qXtx4yT8s6K4XRCakdi5RCdpPh0cyBtNfLO5neyLjGJC12fTIX2d0Lg4bnpiLu9khqzf7OmL8ejRO4kR582NOA+4T95gm379eVyPiG9Ysz7xzrxNlu4wLn1BZxuZCbcbw01hHd7jmBB71vSaobLtSV1Stu2mtltSHVtUx1ZZOEg4MoiKgmG3a2wYLA7qwc9WDUUJChiTDAENTj5uSflE5PbX/x1lFJqLX7mHMRwhe9m5TfZoMFAVXUOnNGpYm4mUa4zFmdqp5TIVf9AbP3ILWYnu+RVgSDOi/WZtdvOW2zu6DjH/5wCH/Y16bYvCrpO65X++v2mayol4a1x4mFKriVt0w9e/buVP4+2DqAz/5sF9ar1NH0i1ORJAwXVT3SQH2N0KyEyQKkmIzvnexKyE5VRhHAdAkJkUmG98r4oRARDEfQr+yKGFO1EtTjlOEBAP0OHQw5ccTz+qEL2nAglGLLwWOYCFnEI7VJc2/Uhk/TJybYB+rbo97PwQu7WvCH/efjchqWCF/1voNFuoXF/c1G9X1BtLed/NNh+8U3AorH18UEfLOnlY+r62rz6R68d7ILrBp8U2Wn39I3iosj5iYN6u9IrfrIKkvnYNB2wUCCPZ37H78/iIjK8VQyJvanu4bw3VePYTgYwvELsbKpveN//TeqRRTVapFjPwxRrhPMfWyon+WP+89bdkyseM0FxFkYFcB63EiUZH9x/3vdEXz7j4eZ5/SRA2LHVc8nRsw1/KKwUlne8wrIiVcNx493DGqcUjnF7L2IlCI3Mo6HPH9GLlHtQBvUHKV/5g6f0GyEKNdH+0T9vIRFsoQ9ybGghGEDS+Us8+LwBFstPtrmi4kDm1pFW9m+7f7CZSiqqQIXcjPMjIhxMI+EJzSTf6tVXEA3D2J0C3FPWkZ6cHd/zGmNukyHzg/gK7/ep+kwTePk6gYHkToz8v/BhrOmHXK8UMKyzZHyWETYO7gyC10IQHKd+Hrl1UvrXa97f6S1C4pPpSz+dzU6Ecauxl6Dh1Kzcjjp8NXXyKvEOTovxU6fMy61IkqB4W4URwajecU4d3GEaTdrmhTjiff8+Tnlb3kXoVOlBqtvu5MR4M9HjJPwpt4RJf6j3XslqsFqFgko1/eOTuBk5xBOsWIvusRsJ5ci5h2awl7mOn5hECuf2mYpqL6nCqPB6qeu+Z7RIZ5cF+mYchaEYpobZvLuIy8fxsqnYrsE/c2Hcfi1H6rsO0ncAqr21UXTcOx5XYeuDPoSybG5WSV12x+tFCQBZ8sZ6z7TXbr21zr1sHwvie1wm3n2Nag+QgoDdNIm/ielUJwvsSFQFqApxS7dTqDczuT88/Xxy4w5AoBqsch4Vq2ubNXH5A04U50tRhB3C0dwsKUPZ3vY9pTFYPev8dqzmiSm+WnVntTxmmXm+Qqc55WCtZ9djb2m6s76elILc044abIwYjalUjsnE6PaCFZQRlgaqx7G6vVZaz0YESlQNtKEQt0ihb5Idt6V5QWXjsFx2+q1Cqkl5WWTQBS1mrjdt6A+fa5nWHLgGZ3DmvqpUZeJkY4ZYkSEl0w/O11vpgvAMX4c3u6jEIorlN92oTTssG/g7AvWH++EX7PDGLvuf758GC19Y/hAaazjXdtwAV0Hx/EpnRwZy1960I0nu3HyXBP++roJZcIqqT9qmUP6VavcyRlh2DvN0tGZZAhGJTmXaUURCEEEMfuUfEwAJ14Drv4MIx1j7xjPPEAU41/QqD/YhoHzxsFWjLDTc2umsSTSiLuFJuQIC7UnHBY37t0Hhn0hpTF160c+vMxh/tbnZSFXHWKGZWXA2t3505EO5HoE/N1HE2/lkpOZxFKRndmwJozKMQdZfP8dP/xdw2gqHUWF/eVMrATkZM6VdSkDAJaRdlxx/o9AbzFQsRSAs+8rMqwV7KRyau/7qGAe39a0VFQECQ5JMTdNuDA4juMn2vHpG6uMJ/udrdQz36uiExsThq2oESRV1sNtAdNrhKi6shlNvdpv11mf46RRaK9hLTwBwOz+/TijutqNzonac+35vlFc8Z3X8E31bCuJdm6eqE1vYDyM2axkKTTqylYvPb/XWXioezyHAQAFI+a7c5/3blH9ihWMFbNTpgjjyIVzYU5tG2xmQ9rUOwKxh227n6f3KGgBNc0hfmTtIyp1L5hpEUbPDdeSZgzgSuY5s+rX2G1T+yYqUspMK3X9sjoTUbHJ1ZRJN/axrtHd4ThLK3MqiTjUlSlw0b8TofFhVN240nBeLQTXRR2kNf/LLQBii9Es3wbrDrQhGI5gMixfY3xO/Vi2NOxHFWE4wJziNrlcyM04xgaUe36HpaMby9Vv1am5kBrs2Z5hzCOMC+QjJsn5GSq0cjKyGp/6Xirt5TLSl47JdkKno+n2jU5qn1636naLcArA7ezCxUH/6AQiYp7xRLSXMFG2ds2JjiHMj/6t8WDX4weuZtzA6ESIQ6EuMDaJEnnXONyDcZtHMKtrM2Hi0PkB5nGNGrsDlovHkSuMIEK04s49/7kFDznphRKoGvnt7mWoQDrFbsV1NSPshf4e0UJxZtLlSjbAVk+fCEVM1bZdp6/T/aJibKWcRhdwPCbdlAcidpyztlWTJlLxq+PGO+V8xFuPnZFrbK+rIIMgpBQY6QEqlmLmRDvmCOzQGVbloqCGinKqFq++jYoUhBGaSk1b/xgCgTGmV2bP8XWO8vz92xtxpcUGyE82G2MuxoPV3GlgdAKHdcKnmIQFHBZmKXrDFovLFoWnlGpsuc9dHMU3vW9pbzfLnRp/FI9ZtzlvWBpXPSYT9vMDYxhUq+dbfGd2ZjXxoxJyLfJ4UPee7OgajO2Yh8IiSB478UH/FpMUXDyw/eZmQvgwjLksISMObvecwGTkIoCPO74nrFFpt+9dmYugKs/lVguCRy8EHJeLhUgl8zg9Ed0Cil1UBreq84lwqmsIV84p1eZPgZdelDTCHtEJuUcuBNAzbFwUP90tCdvyTi7rCS7oN8YcPOZloWbmZVNbxOXqyhlBrSbZHhgzNZZ3ilptQd3x3GHj8dYtdiqjosEgQj4u3ZdnWKElqgkhtZz0JGN18Ld7Wk1sHOTVLpeTbJPLOwbHlZX87TYTffO03T9wV7e1unU8/OA99gp49egR23sDY7H6zqdSp+t16qVYR0L1b9GwnAqEdvkHFfvL2IX6CbnIGC70ybp9O5J9YIzRydSpG+WPdaCgQ3LUoq5bFleqPJzPNHPWRqmmr3NaxZUkgL/zvG7a32iyMEnVSd8oLdrF1snnBhneKJnohNwE2q5aHU8fesUKlvaPVTEiqkJeTow7m6nYnbGqPZY987+9eRJL/u/bCefr9lGI7l9Aq9rJTN9uDI8u6Nr4lAQAlIw7s2WsIOwFEAKKt4+pvWxbCLkupVy9LwkzWvtiu/LJdPbzu92xfoZEJuBlOHEEzBcpKQXmE2cLTqm2VXdkY+mCfBf2xgAQUTueorBtw1SkyOnXqrcfvTCIn21hL4Kpxeb3/Yl5J46IIjwMITdsnExbpqO+2hDCzCV2n/y7J4zzM327VC8sR0SK9kBsEUd2eip/PbkIa/xyWKP95mYR45hsFj87fcsAqYELuRng6/9h7i0wHvJprDOLZzLivPOOXUcMR6RO7JMqb4X/uPYwGi/GBjezQVhdksTLaI2biaIdlt5ldY8SiohYe8C544VkhHlww+kudx08tbF1AbQ2LIr9ju79O6/XOOuNMfIU0tjAobeHM8e6nHnR2JayehAA0AmtumWyld0oiCFMUVLt3QCNkVNpz34UdcRsGa3iIquZQdnfPQVQPBHzN+Bm8ptLwoYQGCwiceyQK+VR/pD+ipAch/dp69kisIm78jjRIYyTVw/a7VDHVOOSiXlzje+NOSlfgWgd2kjmaHsAgCq6gIpg2Lx8lAJH22Jt3tre0MFz2mnn2KegWTQlVg68XPYfz+1wpgL/X+veBwB8+Vf7EhZw1Kh3r3NIBKtC7J1gqw27VZ5t5idVuF0A0KOeCxkxE8LZx8+Z2EGrMfsWzLqQiM4m9/97yzpEHYKDKGgzf3ep6KlkL+wipcwQkxq1fMSe9dVD7P4tvSEMgd/salH+vk04oRmvz3QPW37LdwnHAADeqPpUAZnAt7yvO8uYkbC+fspEk8XoKU7WCrmEkDpCyAaTc6vTXZ5k8iHPIc3v7WeNE22rxp6LSWDS2UANJHEFUtPhUuRhEq+oJkf6XPYfasA/rj2iue2gKhaeNpA9u4w54xc1aYci1DrGpQ16mw112m6xcsrEcnjQMTgO7HjKWdopknHNkjW3fWTfITIdeJkjv3b9oH2TYBGjV10KavbDnnSo29wtSG7/T0Wd0hBQjafEdGFqbxVvg2reyjxs1MpgcwM5B6samDEamyS7nUN+f719jNyRYSdeaXUo70oJmGR5eQGCmE9i3sb1bZwCONUZRzl0SAt0BC199p5AWVhph6jV26xMTowxReNnxoS5YJ3KRb5C0dn70y+izJ1oUf4uJtZjkFqDx7jQQk2DBrC6Obs3QdutQ6MRuNEMcv/enXgdvtcjlXHrmYs4YmGn7ZaVnphtu5UGXLzxUJOJU4/uasyEc2eP427kU++CUkrxQRywvJ5G3DnCcsPL+88zF95lx0jneobxL28YY8Tq7b2L+46xQzfJJFPIdbAAOTAeawO3CKc09fuRH21Di4XDOtnExRvXhMbYYAqh3ek3a1NuNUuzjawVcimlG1nHCSF1AKrTXJyUEtQJGF2D1hOJskgA2Pl00vIvzHVmmq1u6jdGjuKb3j9pJrt36lQAbxXklcDY86kF+rePdcYcS5mox1T0SoOYOgbe535mjG3nlGTu5PaNsAetK8l58/4uxJocsRxPxVlO29EvSYO9y45PcWakG7VvEJx5Q03mJCWelOxUY4thrFd9W0u+2xIjSd/JHdQKInLyOXCmFn2P57DpU//L68c1Nt9uS54P+0mjU2GchQgiNXObd/qXns1Y5YlNpPSbfNvPXMRQME6PyCqoKOLcxRG8fji++MD6MhxtdyF4p0BImDnRbi7MJpid1cJuOuQdj6p/1DusyadBVWx0XT9PqbKI4XRx+pzlDqFES6/9NW7yVHOLw4XKVCNSiuEJM3Vl9j3pFH2t8vLSSdQSo2drOhL/rrdb2UQdZqqg7zhTg0GN3RxF35ZYZhBmPPbKMdz31DY8Vn+MeX7XuV7meKo3IygcbgFaLeaLmV78UDXMpaRdE4LQDJaati2MulIvEAHp1x5MF1kr5LIghFQDmJ7BnFS8ceRCAtuL1jey+r3CHGfNQN1pLRYl75lWceaUTkhVpNJgbIL24p42nIkGn/7Be6eZZZP7AJXlrrSbEGfnNKuE4XgqTv7tTeNKIiC5+k/4w3L4fLEwJcqNltdPuNmxnRjB/SaqXCLc7eTGskl8keFgqxvnHIxWFUfTsRsAysgovux5V6OSX9SkDX/jxCbXjk1+lXov43zIxBt2skmGdsj+lj4ExlWTUpdt4wMee7twt1BK0T4gLVio/QVYoRdi9BPqNe8mRwigIsVwMH6b65f2tmp+y2Gr9LDCSKSiVVHiMe3m4s0vpXaTLoQGtVfXeUSrqTU2Mghfj7RL9vZR7aSWVfpE5+GrPFtx1xhTKS7hzAiAMjgToEOH10bvSf9kOht2cq24emw/qgWjgEMOPJ+2Mqhtci822vetlFK09TvXKFT7aTCjb0QbPnPYpI8CZY+nLE09a5LXLuziCrMQVQsLH/fsQeWIvXZSPDMvJ9+cZiyeRkw178rVlNKNrO1zQsj3ADwOACtXroTfnx2riyx8VTXIL6mAr6oGAHADLYWP1Giu2dlfqJzXI+R54Q+WAdFnLJq9DDnRFawcgUjPHgkp93tRgGJUAgBIbhFoabkmvfHREdO8zBByCyGWzcLVdCZ8JkuGAgpRXDKKsVGqpF862QfvzPkQS2bgbjEHC8g8+EgpLqc5KM9dABKaqUmjN6cIviofcpCPIsyGCAErxQj8fr/rMgNAcWmF6X3qOnHC7TTfUG9KWl4BHoZA6Q/OhK9KKwJ7hBysnB+BT4il1dPdE9fzgXgA6n4ivJgWw0fKtGU9uB2z5i1hXp+bXwRvHOWjBTNA8t110/klFSjBMPxHG4COw9jQGMEcB3n39/Xh+PgQOoUq+KpiIVVyPQK8Lm01B4dGLevDp/t9My1G58iw5p4ieJGD2Zrr8gpL4Yle4/f7kVdQ6rjei+FRbJRkLgLwMaLHxEMEAvyDeUp5OoUS5EDA3y7oRWVpIYoE63KuFKU2TQH4ZhjPf1D0atq8QIwC4koxgr2HjsX3LQAw8/huxtqNe5GTXwJfVQ18APpzi+HvGgcm/cgvKHFUjguBSc11HxK9mE/mwkcK43iCGGebmjE4ZN1Xu+3D5HHS7p6mcBF8VcWO03VCY38EL2/Yw8w7J8c4/t1Ci7CUavtJPfdE2xTx5oGG2QuwQr4XvkLznXWzdxIpyoXPY727tTI6aV1UkA9fqXQ/q06aI4CvajZupCWaMSQIwBd9zXLbHcwvhK9KOy66wQcAun7HjLbIDPiqnNmeA8CX0YdBWokyB237pV3NWDn/SlSQEtNxM1W0oRS+qiLlt1InBTnw5aVncj+cXwBfFTuY2oxCEQO6NhIOU5wWK+GrMo6XhBahjJQbjqsRcvKZ8+CyystAQ7MMx8cG+5V2enoC8FVVWqZ/7Gwb/EMz4Ksydu4rxQgEUMtvVc/7ew6h4cx5tPWPYeV86TsqRT4zjbbhAdw039iOvFTUfGsXUIrhYA6unicw25zoLYAQtn5Op4yOuJ9Ht/gPae7J91LkWKTxJdqPlpMH4pivF0EssW4vZuTmFWW1PGXHlBFyCSF1ZirMAEAp/R6A7wHAE088QWtq0tuJumH9i6vhq6pBoENqOB4AAd01AQvNjgCAVdXLgOgz7lj7A4xEA9rnzL4cNTU1wNF1WB9Nv5POVFzTC8WzIOpUYBZed6dSFqd4iysQHunFSfEKFArs1ad2WomzVbX44OKIkn7xrIUY7G1HZKQbpyNFCJFOLBE6sDcyAxUl7RDGtGWbWTYbDR3duEh9qCQBAEBjpBQ1S+/D+pfcf3jVs4pMn1VdJ07YF5mJKo+7MtRcuQzrO7RqSYWzFmF9ez5qvLG0Kuo+hf0u6wQAcjyC68DqANAizgERtN7/au67WWlDeopK5mI0jvJR3yKQQIure3xVNZghdqBGWADkdSO/84zhe2FRfs8nMBqcMNRpUa4Xo5Pu1EevXuHuG9kX8eHb8zuxveO85XWleUUYiqZbg2uwb3zI9beYKiZpDmpunaO0gTmV81Dg8cDXeR755GrbchbTPgRUtqp6NocXYbHXOo314WswsG8Et8X5TiJUcOwgCwBOzlqJwIUu5ER3HWb65qBm9pXAkhrs3f2+o7qpvPlG7FVdtys8D1/07nXUZq1Y4rsXBPk4bFEGt31YTc1jAKQxyYpDzjUNHXM44sVzbQE8wmgDOaXlhufYG5mBRurT9JN6toYXYpHXDyG/DKJJuKUiXwECFn4damoew9d/cwDX6PKfNasEgR5rB33rw1Joqg/NnET+YExYNqsTAcaxXyYCDzyI4JrCCgQ64vPS75aSinkIdLhTh5+kOQgQZ4Li+vA1qCHDqHA5bibKLl37leukrLwIgf74bNzdcmX+TAQ62FpIM2YWIaCzta9cci2G2k8z7zkvzsJCmzBkOUUzoMyDxQgwehEomYP3Xv0lxDFjVIHLln/EVd9RfM/HTa9/L3wVPKBYZtO/qym55a9wbqgNHXkFWN8uCfbzEEQVI41t4XkoI6Oo1LUjMmuppkxVc+aj0puH4xfyUMxQq4/kl8MTTE7IvYqaW12P3Rd2tSOgMjcoyS/FsEUaM+HHAXuNZgM5xZUIjZiPxVbklsxENstTdkwZIRdAf9Qe1wegmhBSSyltyHCZMsvZDUBoXBdaL/prIhZUXL2TwVLbmdO5CUdTULwyjErxXg1qiFIZZGcUchkjlBrUfFlaRh/37AHdnpx4colwcxy2SEybScZOeLzaVenSyjLWlDPcCrgyp7qGcMPgmMP9iBi53jjVqnXEo2TtxD5WfcXWrZuA3MvjyCl9yP2Hx4FN7nwLATebUX+N+1v6sXS5iJy+RswbP2MWDEmDPnTUF72bklIu75m3MdPED8BUpFroxEw6xDw3YbIINQPs693gxHHhxlPduEY3OzpjI+ACQC5CmESOEkJuqrFZZQ6RCv7B8yo2istTmocbWtMk4MYFpdiTQGx3TQtsfB+vv/kG9lSugpmij1ubTCsV8ERU0p3cKYAy/XnoHU/1jU5idDICglxmOslUnX9xz3nc6vIegz19ypx5JVIfU7Mvk8lam1xCyCoAK6L/glLaEN3JLYdRO/DSpP0A0H1Cc0jpqETnO1WeiHuPmU6afQkZw3WhI44+ryIEFU/Katg2SiRlNstuqIojcPvuJvY9KwWtE4D4O9/0OGhy6105Gbxz1C7MiRGWkBtPE/jn19zHnHaSDVEV5lDbALIr9Lr+CWLTIJY9lFucpFCF3rjU7+Nl7QFtGxsYm8TGU13AOeeCqmuzMIdQiuxqHglSRfpwpcDWdBhq2sc8/mXve47SzpQJpuzojMQZD1yNPAak81nGXGq4uMWNVgUncc50D6N9YAwY6kBL3yi2HDfXLHJrt6x3IqlGAHU9h/FGRuGF6KgcVwstzEXUiE7I3Xy6B+9YOHMqo4nFxk02YiR9Y51TpvqQk7VCLqW0nlI6g1Jarzv+LKV0yaW+i3txeAI7z/VicDykbYQU2HbmIsRwbMXfrrOJxymD7BXZZ+N0YlakmzFIGz+bD3oOM++Xd8M0u9EJiIBhgb2ily6ORGMv6qnRTfbS7SiD1ZFtPm2uDuUkTm6yuRBH6JRcj7GcSfdAbELYgROo0YnsG9RkrAa3dK3uft67BTdMWIdIscJtKb/h+ZPBQcpEyF0dJRCa15JUtNrndzTjmsfftb9wipCsVjkb8akwziV9yMMkvEkQcuVuqmc4/aHI3JDrUFVZJhOOp7IBswVuwOTbttAGcNK6CJHC0ty5erNZDjrcdVxW42g8dUx3/hgrhNPKnbkI4X4vO/xPLtiLMWZx0aeKVhF1sTnlhlITjZlLgawVcjnWvLSvFftb+/HrXc2KPS4gqdf9za/2YX8TW0DpHTE642i86F54kGMIXi7Y2+8Y40a67wDVXmsTmckM58+N/+YkwIpH+/IB4w5luoOUs+i2CGWVCSFXcLkLUDDgByvyjxjPAOz6DvMA9Goincn3EJwsmBOV6CEhCRPVr3jXO7quNBJIOC+n5DPCZohUdBWPQ6+unM38vzdPYmQitbt3U5EveN+P676PefbiM54dzDjp8XK2x5n3Ys6lwwIbe1wg5u23HEPAkLSbadVvu51yWM1RSjBmcIpohxw6KyJSCBCxwsTXC2AuROvVlWX0Hs5TQhJMFGZP2Hugjocsdy6eUriQO83oiwqxg2MxYXY2sbYkGxhLnZ0XATRfWN/5E65kVNaOZiI7uUXB1NocJYt4O6VwEifYbx4zV/OJ1yY3EQSXK82FF48w32M6OvxK9aLMFMVLIvjhK1s0x+RXl97dmMyO0FSkwKjzSVJxz/6UlGN8MhJHiIzpQ61w1vaabNglnEP6kYSN3GkLfzXpgUaFriqVgPd57xarO1ylr48Dr+ZL3g34hGe3q/SUUlDgNuGEpc+TK4Q25vH5I+y4umYMZ9kCXyQLpVFWNJupxFRyPMVxgDzI9wyxd+FkmyE145PuVSadqitSaHdux/svwFNsdF9ver/ZNx9nX1A+Yj9RSjesd/njt/bhijSWwe3kMBk2mW5xK+QCbPvIdKgru13FzlbUu+cTYREXp5jjo2QIPVaTORZCODXqpb/d04Ichvr9pUJadmMABF2qp7PwJMUmd3pyr+dAposwJSgaj8ONrgqzOaAZrrXHbMbReHyWANJOrg/xOQTLiTiP25uNXMqLmKni0h0xpynyBL4jwO7gionRs6TbcCqu0XWGZWLA+a3MoyQuleepxBWD29Oan9sBKRNvPx4VWZYwng510uXCGfuLphjrT3RhV2N6BA0tGf7WXS6KpLJ5xRMe7FJC/tqL45wkA8lZBLszuCXhNDiXDi0MfxOHD+xIWvoHWu1tzH++5ZyrNFMlkEUotdU+NCNd/jZSRcqcFiZy8xRfbeNC7nSDGv7IKATUMEd00xG19Bo7fwqCTgt7USuysQ+sFhJbsU0GOcS40GHZt2XgRQbGJl1P8s0cUbglH+nZwQyMGW3mL3Uy/c263eGYShOt24QTSQnLky0kY+d+0yl7e8d0kA2q15ypi6whRkGw41xscbJ/lD2W9TH8tVimn6J+zhOZQCmJb5Eq3Q47NSRBrbdj0D68GccdXMidZqRrh9OpujKBsUws50tmnB9gq5+80uA+nIxE9k0cpornPzVCGsO6yBBQbD3j7l0l63soJunxcHr8QiAt+Uwt4q9DQpKgriwCkxHRsQbAFJJxcYtwCp/zpFdrJLVQ1f/j4x/+cCg5ReFwMkwtOYMrCNt+VY9bTSm3ZhxO8Z17Ne57+0dTFWfWnltHNmYsb1su4a1cbpM73VBC7mQPxp3czJQDABrOBzKX+TRiVs9OdGQgX7NVaBYU1rH8spFs+m6zhfP9Y6jK4IuhVMTPXKjysVQPsxlPHLbu2Uq2fD8XAnxHhpN57vYcNRwrAXvjwLXmQIqE3DkkvvBdANA3yjWhWCS22J8tvWp88J1cTkqZCEfw4u4WzbFExQ6agFpIyu2PpxFW9dTRnxkVR7fqPMlSHeWqg5kj00Ns2CQshRknO6eW+m8BmT4TQ/k7nQ5hkZKhhcDh6PGYhOJz7Xxyii0gX8pcuiIuF3KnHbeS45iDvqyZlPcMTygxdWUStZvgvlfSQzHSo6LrFNedLc2wjU4cVEyD0EPTjXASvO1y0kO2jHscTqZxalIWL6vf4F6ypwoJTYOmuJTL1ZWnGZRS/KV3c6aLoUP7hYUSXAFMdefNkbhSSE1g8nTichPOlHRNnitJIC35cJwTSlYj4qQcPjJwOPHhdoz7oOdwagrCSTpDwczZKmcavpM7zUjXOnYiO05TbXeNMzUZCoaS5hyD7xBljky/+2R56OZwOJxshS8QcdhM7ZbBhdw0cykKeMmepE4nGzKOc9y2o/UnupL2vU3tbn5qk3Ehl+/kThky3VY4nGxhBhl2dX0xuLM0jhEPpra5Dhdy08ylJuMSuHdNz+Eki5Lew0lJZ4VwOinpcKYeJzu4nfRUITlCLh+vOJceH/AcyXQROFmIl05tVWduk5tmLrXhcxYZwIc8A5kuBmca4CMjru8pGGpMQUk46WQ2yWz/wXfxpw7VQmfCaeRM8Z0LDofD4Ujwndw0cymqK3M4meKd412ZLgKHw0kTy4UzmS4Ch8NJM0W5fL8uVUz1RV4u5KYZLuRyOOkjxJ0GcRJkqdCe6SJwOBwOx4SPXzc300WYvkxxKZcLuWmGy7gcDofD4WQn5RjKdBHSjkeY4jNZziVNWUFOposwbSFTXGbhQm6aoeA7SxwOh8PhZCNf8L6f6SKkHa7uyZnKCIQv0qSMKf5quZCbZvhOLofD4XA4HE720irOznQROA6Z4nIYJ4VwITfdcCmXw+FwOBxOlsA3woy0Ui7kcjiT4antbZ4LuWmGy7gcDofD4XCyBS7jGvny7YsyXQSOQyZu/mamizBtCUWmttCStUIuIaSOELKBcayOELI6U+VKFHrJRcrlcDgcDoeTvXAxVw93xjV1IN7cTBeBk6VkrZBLKd2o/k0IqQVwb/R4LSGkOjMlSwweQojD4XA4HE624EZd+aR4WeoKkkUQLvhzOCBTfGNuyrjUo5Q2AGgghPgANFFKmzJcpLiY2s2Fw+FwOJypy7yyAlwYHM90MbIKN+JcJHv3RjiXKHxBIpVM7Xc7ZYRcFSsABPQHCSHfA/A4AKxcuRJ+vz+9pXLIxGQIvqoa5JdUwFdVk+nicFTwOslOeL1kH7xOspNsqJcIBHiyOFSekO+FryictvyyoU7syMvxwBdy5mDmCuqDj+SluESpxUmdRERkfb1NN+L5ViqK89DU1MTrKkXkFJRmrTzlhCkn5FJKNxJC7ieErKKU1quOfw/A9wDgiSeeoDU12dngh0bHsHmtH76qGgQ6pm7DyVY8AkFEjG+/nNdJdsLrJT4+dcM8vHH4QkrS5nWSnWSyXj50zWV4/3grJqkXuSR9QiSLsvwcDAZDzHOFZQUIpHEnN1V1UpjjwZhDwdQOT1EeAqMTjq49LS5GrtCclHyTwSTNQS5h17UZTuqkctGVvI9LM/F8Kx+7eSEKlyzB5rW8rlJBXkERslWecsKU0TshhKwmhDwU/RkAUJ7B4sQNt8lNLYkqVlygFUkpB4eTaRL5Fkrzc5JWDs6lQUFO9kwnli+akekipBySxLg/U1khkU7p0nOSQTK/Bc70IntGJR2EkFUAVkT/BYBnADQRQuoA+Cilz2audAnAZdyUkmhnJ1L3n0SOR3vPuvAHHN3n4R0zJ0v5bO28TBchq7huXpnpuSDlnj2/cNNCgHgyXQyFS8FGj08lJFL1HvjwzJkuFOVOOaXdpJG1Qi6ltJ5SOkNWSaaUNlFKN0b/ezjT5YsXHkIou5lXXuT6njyv9jNy7JiDD6JZxcKaFZkuQlJJpHldCkKCGVfNLVX+vnGBvCNo/j6G4L7PmI70zb4dgLE/zAQ8+os7prJAxx1hcaZy+002JXlGgXayeH4CKU7tl8t7hzQjxmkvynFGop2d15v4ipeYwGd199LKhPPnxEeocFZC9xfmZNlqqYtv4bI4FnemKzctkixhfAU5KMy1350Up/gkIFmInvxMF0Ghf8Z1mS7ClGIqq3vy7+/ShoCAZJkok46dUz5XdEZ2tYxLgGywyc2GlXYnlBe6VwNMdAfKE8dOuz7HRGo4FMler6RTgevn++K+181E77B4OeP+uLNOCXbfwnXzfMrf82YUGM7fvuTStE+Pfb9E2RG0qttLdSfpmiq2Cnc22EhO5Ce2YDUlSOJUglVjd17O/v5vWzIzeRkngUQWla3IfCvmTFWuriq1vyhB8nPYC7CZlzCyi0tzdM4g2aCuvGjm9N21SXRgEkg8QqY+1/hLEYq4bx+/D3847vymEm2i/cS1vCh++0g3neFBcZnh2FSbFFX5YjtvrLLnZ5EjoVTyeuQOze+hZZIbCAJnCx8fv+7StF/2CgSzSqRQMhdv+PsMl0YLSbG+clGuF4szPo6mdi4RNhmLsm2RPFVCbipYNqvEcGxheWEGSjKNINm3wCy4KNDllcVx5WGWw2iSzWeyYdEyEaZO7zBNyIKN3CneZFOLSJKhrhz/Gy7Jd59/D7SeRF+N3BV3/iyKGTYe2UqgZGn8N5PEukPWuBYsnJtQmolg1wrVApy+7IRkn11uPJod8RApiO5Ukdg7tHoTM8lQqouUNLZFkqjGq3opoic93ridlp8k+C3bUV6Ui9LyzO4WJ3Mqweq7wmamVVkwh1FTUZI9avJ2FDDMH6rKjFo0HJdkmZQrZNApAPPzzK7Xk1a4kJtmKM0CddQMdwi5HmfNLp5iJvpoNI7JkT5PpytfIerFENWuulWW5OErty9GdUX8q3HJtlHKlBfoXNWOwcevnQtC7GdXwfzZ8Wfo4jlnMAUu4/2z7vhy/OVJlASqbXL2Dcrf6RIu7ZhZnJ5y0Nwi/Cb8EUQcGi8UwVl80WxgAskTRqVFkPT2DcfpYmcXprjPGvDMRE/xlSnNw44wUrv4yDJhyEaS4UeDSZrGvVsWpy4aZjzRIqYa2Si/uZFx410zMr/PKGNk4ztKF9P/C8g20rgKOs9khVDd4Ksr4lOVmLYkYQfgd1+/xdF1FIDXY+x+ygpy4KZbevMf7tQdmR5dmvopls4qwdVXXmN/jxB//bmxya2aYVQxGyfG7y2TK7p2WJVsYu4K5fzcsgIsYDxvo1iVknKZkSqfff+zTqt6TikwgFLtgpfFy8rNMvXNdCG9kvRu633ptkWOrrP6lnu8CSyEqUjFk6+P3JyR/PVv6yNXzUHZbIcLChnmpsvSExP5hgT8PciwWmUqnX6FL4Ep/sDVX8o6x2n6sJKWJLsjYaSXyOsREphTZQNTu/RTELP27GaiFLFZnbvz8gp87c7F8DiYYH/iusypU6aCxLu6xFNYMMP5wkGpTj05ntyv0cXwFGl2dfjxov9WLp9jHqtUxomQ+6Er2GqGbgbKH3z+ekYCxkNubHOSTUI5E4LBkuroD3avdY6m1xY1VaYes0u16o5yNmOqRQsr1W0659pUFCv7Ieo/Yz9S6Vzx1mpnztA8Fv1AMopHVf9PJn66MOlpOoHV94VL2ItYWaatjOKc+Eo0SqeOmnO80AxM8T+/YkFa88s2sxpA8lfglFR/T2YOAp1yZRqcaKUSLuSmGbMJQO0C56uRdp/P0lklKMnTqqU1i3OUv/vyYpPTTEzCU/pRJ/o8SdjJFVys4qUi/EHS08yWMcRB3TqxxfOZqt86f1Bpt10La0KRiRXm+5cvwKeutxdA1UVjdUtiqTThzjPx4phuRAfSyZbIDQnnI2ezMedDmPBIZgNWtZjrS++Odrbxhs5xVyrJdxiaw6ofSEQjQG0/STJsepTKnVwpg2wTZ9lEwqG47rtAXXqPT0ZXnubhIBM1WJjjQUVRXlrztBJ0M2FuFSx3bsow6E2tt/J7rkgs1FCem13pLGRql34KYuZd2Y1ao50H4NCsqy3PT3oy7RUydSTancWj7qrP05uAqkpMKIp/eMpWb3hObbHNsX+uhBZtXNzLFF5ZhzKg6jPPV4DFFUW2LcjqaQkI7ri8Eh9YVonbTUKGfOFmdyv2kzQx2zknc+5kqOfJffS4UIje4qgqs8XLKspLzFZ4lkPHOX93jzFsVSaRX8kQLUxJ1AD9Qi3gXMgVPOYLM4nEqpftJ7Opj71ittFjr2v0fiUoBXLszZ3ioZsmV7143BPf83e4FHLTtWP4mRuSpyGzZFb6zdHSLVgTAsuxe9Xy+ekrTJRQufO+mhAS19joVGNGmhMl0nazp6+LBy7kphuThpnUZpRnVE/QDspTpdrT/3EJSdjJZQm5c0rZE9mPp0BdPBW7w0nBRbHyvIxJqoO6cbJz2r/wPrwVuTWue2UKGLubrID06TLJ/dKtlxmONc+82+YulYqp4RSBIBDcuGAGvCaC+tyyAtx39RzmORaJqmI6EaTcCh9XzjGqYs3zSZP7b3xgiZKjVaoF+e6E3Ipi7S7HrdXOHM8kvkiUGkah7dsuInFHOjMKc/G1O402oTkmwqt+oYB6C/CnyO3MaxPZyY31EVnax8aJ/mlGihYiXFHDvDZRIaafJkEoB9BDZ+C34Y9gIC8+TYqyQhvBIgU72b356bVz/syN0z+8GQGxXJ+uLEndrrKZ6VNujnMHf/F4gm8R50AU2HnoW23CPdUU7+qyc9Scxlh1m3//weSs1BOv8aMmqpxTHF0hI+yOWO9eOyael6PrBFi20D6WeisFllQWazpKwvjLLcm2w0lWH+c2nUmohIfqDySpFEAkpwiX1Sw3HHcj5AqCYFDJYn3bqQ5lIlOSb2xfFQttVKbsntdB2VlCYqpIhfYk61styc9By/c/js/Wzgd1YN/u8brzWHzX5RWaXUq53cWr2p7PWhBKA+2l1+OPBX+JIPI0u1xheHBUrLa4M37MNJ6qyrRCLhEImmgV07usE7X3qYD8GMnpn7WpDJVcnvS5rX5xJ1EogH6UIic/zt1Km2agP91aWhtfPiqYn/hM7bzPzpfKvVc6d5xmtkCZKLZemx02Hla8eTt2RIwOKO20klLFdSbOyHJd9MnxLIQLEGHWgIneuzIBhISWpqa2lDsNxZ3shlosIyerQyIeaYVyqHgxBilLNTmzjbbS4WA330UIgxYqdfxunuy2aqMaJomjxxkm2pVpAmKY5FlNYNPgXG/KoX5bnbQcuOx2R3Xr1OfWc19ewcgzUXtu4/13LU3MHsYpkeu/aDh21dxSy/A/Gu/BrIn/7GuAuQwHW3FCEmyZzoST5PZtyu4xI9kbFvikXV8hMTXsRHf7U6Eq7AyCr94lxaVeWG70vp1YymzyHdqHe6Jtm9XmkuEYi4KkxMHW699yY98st83E23zAq919l1JO7re0aKa9fbtbfnD/9bj7A/fGda/b2rvgMy6Mus+TMcervkfzc0ZhLj5ylbmGzNVVZfjkdZn1A9AP6914J3V8WXkRlrv0jD1GGRs4xDzHMPUAC51FuzBjQ8Q4V2DRR2MLvh6P8zGBxKFOLFiFU9SbwFWyNTLUvBK5C/vFK1yVYarAhdw0YzYuJtM2Xt49+vwdNRhd+CEAwDKV3U6mva1X+cyFV/Vu9t3L4hAQXDwbqxzx7LyF9auahODJf/w72/uunJsctS09ybIXu/PyCnwgnjowwY0Qqf5M+uXBw4E0EBbi95jpbifNeC3rvc+zaOt6EtnpIGUM+1hCmCGqFISYwMDsljxeoOZjUlJxlyx5OJEpki52KDKu8Q1cNbcU9y9f4F7IJVpBK53O/1ZebdwFchsHuTBHel5CgE/fOA8t3/84ygpjO9OXVRQlvKBh9koWlhfi1+GVhuP63KzCXqQ6Vv3dCSxs3bDA5/ha2SxFb5P6mRvnua5TQ/vWfWxqjYb443omf1Hgc8vnW9pfW2LToehPJ0XTjjW/KNa1FyL1LVY4fpMLnAt4tQudC5zJmGN8/Lq5qK50Pgc6IF6B30TuM+RNCTEduwdRBLLkQwmVs82h7ba6XG7C7jQXXee6TBepD4DDXf1rPms7gA/SInNHbPr2OcXgQm6W0F16HfDB7yY1zcIcDz59g7Tip43blQ1TVjZqVZ14vOIlJqYkzxtuMUN9VM8dlxs7Fac7FXqC82L2Z8mK23nl3FLc6MLrdzKZQK5xRdKiu/pVeCV+Hv4kIsReUDQVthP2zG28343jqUQWFNhFNx7UtA0Sa2vny25ynaeTnayfhz+p/K2fwDeIS5Oen1vcJPn1O6vxldsZNnWCBx+/1p1tvUgpglQSRGQhN97W5+atXDnX6K/BbbO/KhpSwkxNOkcg+KCJrdodS5w6+2EXihBgEPbqqTnRfpQwdjwIjTgsg9NSxbhhgc+VsOCU+RaLZYM5un7DYYO4Vh16TtcIRooWJX81XFWuL9yktc//Y/iDcSSX+nmMeuLPMglxTRodEd575WzgstuU329E7kB+hdF3g0x/wSLHaSfr3YsWmwpvRO5AgMa+9RFaIM0LDJgLuUBmNnUEwfk8rj9fqhOnauh+cSG2i1LYuqsTDA+kxvQ1FTv3u5GNcCE3zZhN1MI5yfN4nKMSFMO50kdw0atqqJneyrWAJYDMcuA44HO1kge9CQdCjmX+cezkegSCXXHYBBNCgMqYisisknxVaBp3E/qbr4jt5P36Kze7LospZfMwiSQM7gDG3dSNqhlQ5V/zdjuBXNxz9QJHbSUpEONeVSbj9THjghJiEOLUJQyWqCeaNu0tzkdTT0pKdXbpQZqLEep8p9vJ/luyJ75U1VcW53lRkBubvCj1LXhRXsTeOfv6nUbbVAKCCKX4feRDWB+5OendcZGVB2JdZl+7w70jnOvnl+H26pn4mEvBHgA6y25wfvENXzAccvqNlVk5AxMT38mlYI/lduU763G3sCPDDHuWxDUfvZAQ9pqrn7trrrGr1aHI9LGpu+A+jMoQTUxFnuUnQwOleD1yp+bQrXWrEspT3z9ti7jfxcMd/8P2kplFuQYBqI+WYjJs3mioi47IqumNLfyg8z7NYr7VTis15nZXVZXi8b+4ylUfP7M4LwkbF+7vd6NdIC9yOnWI101nQISAeTPctP8ERL0slhecwIXcNCOr7PgKc3THnWO34lMsd96UIpRfjufCH0Nj3lXK+Xia7MyiXNx0WeJeM93yyIeXKQKsGY1iVdK8FMejOkgIwT6qdvKjXVkcp3noy2WVjwCL70FPuWTrM7s0D5hjdKrgBLV6TCQO96Esx10EAGr/Bl1CbIHkgHgFQibu7l+J3OU6X0CvZRCF8Qh2VfPMl1Y4CsUl213rPRIHLSYAzsjcYMBut7Fjn7yuCg/epRW4RnyxNqufsFNPchY2rHDrBdzJTm7Sd3eohXWifFDwus5VpMAQiuGnCxNXV9a9lg/XsHdRWZjtTp0Tzb2yegSCmxfPNNUYoYiNc/E+25BQBsxYZDjuODlBwJdvM9m1SmAnV0nC5fWyDeW1i+OzpWQ1/Sof2zQjGbKvlWqxm/TlReM5pfkozZfGjbIC4/jR8C/u7Wo3ijEb2dI4dlk/7GDnLARtWZdcneACsk6oa6NG7R3bJp5r3BC5bp5Pcx9rClDlK8ANC8x3/pK1SDvpq7YUpp1CAURUIsodl1fgK4xFOUKSI4etcDm//eYHlpiec6OuLAgEgyhyrM5fXVmE5ic/hvJyM80v9+/+ha/cgu/9xVX2F05BuJCbZuSJ2kydZ1Y3HUxhnjsbsBEU6pq9+x7hS7cuYqrXJp0893aqJ2lsMmM3yf2Ayl6KucLH6JzisZVU7whTABPEuOpGovmFBSn99sKrgJpPqM86RlBdH4/30C6Yq9ip3+kO8VpMmOzsynYiZrgfRKXn+OT18sTQgQDrYrTTf4NjIVfTN0eH0gVbxo3tNhfne407fCblfTVyF+BV7bAWpmZxKwKPq+G4JomenGMhZxza5UXfVfja2O6i8voEL8xeptnSw1bVDs7IYqONaSK4nfC57S4iVQ4c8Jik6Wa3yA2d+dodUoEQPPGpa5hhl4iNTe7T4c+anyTqP+1f3DxfAeaU5aO6shifWlGNr96xyPYeFvoJ8G3VM7FEsWdMwju10WBSjwFVZc61L+T+WL1zu2y2Ud3cTBPCCrWGkd1COLtw9pcY1kyjz+MhxOBd3wlU957/9RPJESzmzSjQfviMpvnTL9bihoXmfbmbBUIrp6DlxXkIjE/aphG++ZuwqwRnZUpOn7K4gq1NySrD/csXsMMcRvG42skFXovciebZ9zmKEnLPFbOl7+p6o6aLGXLTMAtDt2BGAaaHy1IjXMhNM0ozMuk8fxL+NEapjfMc21lJLHHWnCJdYU3MsPSafPvf295/Qlyk+d1GYzsXdrs9Ny6cwYxxqsCyq7QrkM2kyWy3JFjzaWPecU4Cb1R5KYzHsUo7a0XZpCxmbzipu2iqpJTdWQfJJzKHHg3Hfy+QHhsxM9h1RZTKEvONixiae1TfTS/VrfbXfhmjQuJO0iaJtl8rXHQTbnTgaGdeWQH+4YNLceNC+2u/fPsiR2Upuv1Bw3NWFOXhq7qdggiJOlmSD5Qwdn+IYN42Gcd7qj+DA5GYExtaMsfsUkdcNlM/OUu8HV4338LWy8H4oVsbACDZYaZCcXCerwARXZnknRTWTrKXWPePliHYXM4DP7CsEovKpfpZ/NFHkGvlCM6qTLp81Wrz8XKh0Nzr6mUzi5iPWlGch7orzTUFDE63GG3FyaLK3UsrDSrNVqRi7YSC4p1v62KNE92/btG9j3tdxBkHgBkFudGyaRktWqiZ+7B2BQvyvLBqfm7eodk38u0PLUVZnnnbXKzuqxx4IFbv5Fp1sWZzFdbRuy5n74COzKpFfeQDhuN6zQMCe4eSboRcj0AwhnwEihyGXZMfKs996CzTjaqprZFsCRdy0wxVqb95GaqVYXghmlRLcXQnxvk4a+bK2XECWuLwUsdyLrPIMClzhz6Y/Jzy2IQs4uDlWD0+FdyvKAPA2odjDh5g4e1PjVjo3g7JjJL8HDzy4WV45MPLHNt2aMpi8VaMuy+x32HqvDM3eyXXOHaekFop9y9uYHgodpGPfMjOM6aaBQ7sanYy4gI6QlXG4UX3MU6rn8Gi0eTkmwu5DuzDZJqKbtD8LivOxyeuN1eLlblxoQ8egTjSBFhQ7myXKb+8Cn+IfAgnq7+qHCvO9xrUHjtLrsFe8cpYzqp3pvxJBDcyLuaUFWi+UccqvSu+Cq8g4HpdbMY5pfl45MOxeJPq5K6bZ/Nt3fIwgsSlR/KCcu2/VqjKYunp2+pG9VGHi5DydayYoyuvqkTtwhlKrOLjolEF0knpXCvM5JXAzeitNkuyXLxNioSnTeNWRng9AJhblm85tvXOr1P+vnJOKW5aFGsjyXLqyCK4xNi/JQqlwBVzjOEBpX/j3ffSvgOmpoHFe/rrT32UeXzRtdrQUyxTAgLiSo3WCjOrILs67lX5hmH6kVDx53+4CzdcZmyHNbOdzx9ZC88mm5kYmnc38/gfHrxN89tJvbt5z7cslp6xZo71QnJhrm7B1QxVX/EXcqip6DGzDR5ChJTEoc8GuJCbbjSrbTGcTDgro051ggWxjkLvsTRMPZpB75bFM3H9Ah8e+2hs1TbuwSaOeGM7RcYE3am9Xz57gmZw3vDoB5W/WRPG9yM36o6wn38IhZad0+wS88ngzYvLtbal6smwyT3JdVQUS6vIYpX/ahMBjDUYyEfUc9PH/+IqVKrew08jn3JXTAbXzHMmFFq1W683sVilAFA1w/3KqBapfNfaCRYqnJgAzCyOb+EFUDntYqz6anocXb9keNNmr55hH6bmeVU8Ykq07dJMdSoRnGqpfOSq2fjRF1bg7z5yreV1dyybjd3i1VioxPhkvAhvvu2X/FI4NvmfN0+rWinm+dAszsFGahOPsWQ2/v6Dl+Oupdo2Y9Wdz6+xSbOw3LWzPrGiBqj9EjDH4t0xhjCpf3TW55k9k9ndBidwFju5OWVzcffSSmWiXlZtVL+OUAEzZpmrwErfiPEhuwttHEu5mElWqpzoGfaeqfI/wzvpq7oH48S5SrGUSLLGolg69109B6TAp/x24x3d7tLfhj+i+R0udbFAGSWxMFcEO3PiiL+qe8+m840i9rjguebT0h+qol9eWYxylY+XghxPTLgBFLVaQqydO6fDv5C8YH713DLkea3NVaori/CVv/ma4fh/fPY6zWJkMj0rs9pdjsNoFdoQQs4X/z9+3Vzs+6cP4xaThSWZwui8zu6R1Lv4Syqlcd/uPUxx31KWcCE3zWg+Is0HZd/KCCHopWUY9MX09tV2ahepD7+MfDxmT5dbjKI8L9741h2a6265JRZuxjEOg1uvDd+DPaKdnYnDweW2vwPmXu/KeUlxnhcfu0br5Oko1ToIkJOz2gFgYWfr+pXbF+HLty3S5CHlY6IeF72InarLAVjOsGIpls0qxqeuZzs4WW7iXKHl+58wHAtF1al9Ktujr9yxWKOKo1ZbOva9+GwLi2xszOVXaaVGWJAvCd5OFnCUa3T238RFAHe5RKlCvWDykatcuvD3LQCWyo5cpDLSHIaQayIQUhCDJ+R4UTt3uUYn/Eu7DU6+7eg1LFVh/ZUOhVxCCD55fRVyPIKlw4/ll5Wj6T8+hnmzjSqaNCe6C+/N0zzGK5G7MElzlHy+ePNCvPD3qp0mVbs7+W/3gXg8eEO8E91xeJgFgGqdLZn6ExCqrtecy3MYosyyZQsEKJvvaGak9mDrFYhzLSLTnSJnF8d2co1XD89aDtz8IAJEGhMfuls7Pnz5tsvw48hn0V79gOHe/oWxxQrWO5JtLiujfhyMQ4b5m9WPc+p79elYTR3CuWUIEfvvl1j8iocrVXOMU+JlwLX3o7f0SsN1ToZzCmrZCPuhXRiNp/Rx7VxFM6IgaPI4VC/V3O9wyn3T1y1PL6ooxLLZJfjK7YsNTjdrF87QmEgV5Eh5joVEy7mU1aK73hFdvAv08l2SCrB1GgQCcgoSN5MBAJHah9CklN0243lWN+rKgNpHhAWKDQi7PHF56o4ixqP+N0XIWiGXEFJHCNmg+u0jhKyK/rc6k2VLhMtmFuAbdy9BeWGudic3+u8jddYrwRQEgz62p+RRmi+F7KhYClz1KWDRncYEAFx+ubktjil3/W9Hl3WgQiPk6ncIc12s5gMAlt2HnDu1drpLZpl3fBTAstnWHSMx/BH7KTBGVrlPsesHCnO9mFGYG00plrjHRMhVrjA11HZD9F5PDkApFleY7Eq6yEIslwbx4ugKYvUN0o652WvItXDEYJV1vtfDVN3X30ksrnnuyzdprnXEzQ9pcxES2w2W20lg8cfiuz/67zxfAb5w80LjCQZfvHkhHtZN0lGxDJgv7eCV5OdgknqRl2N8Nq1JbqxWD//rvSg2LDywCuFuYPyrWxbiUzfEJktMr9pMovnk+2yvTMWCtCAQ4OYHgdv/XvPOhq/4HHDbtwBCMDEvpi64RPftzSrJR/VM7bE3/+FO/N+P1aAw16vstMwpc6Y2rJ50PfLhZUp4mVs//DnMrJwD6omlc3llLN8PLK3EHUucCdJWu1xuVv2vm+/DnZdX4MYFM1zakbIzMbW900ksQlSYMNorR9MuqlCEHH3f86WoV+ZPXFeFQt13E871KX+zhCRlAdXsJVGKv4kuhLqBtQs6lse2LXTqpVV7T+Jfzkeunq1tGxWXa86Hcp1ruLgVQJOlCq12zsfybRGbOxBll8wVBiHXRIPK5nm8goCPXTMXZQU50f7A/IV94IpZKMjxYG5ZobWKsEWeR6lOoI/zdeuzsBz1Heahv+yn4U/jZV3c5WACYRCt5h1qqnz5SuxwO1XsRNCUZlZsLn+CLjKeL5uvOWb2TkMibH3LTFWyVsillG7UHfo8gHJKaT0AEEIeMt6V/XgIQX6OB0KlTpiNNr5H6pahLJ892SZEHoxsRgBCgNlXAS5UJmxx2OOstHGkIBDirlyCx6C2/KFoiIwFMwrx0F3xrKZK/wxVGUPe6EPQqO2HHXstJkSzo2Qm5BqEbPn3iq+gz+ssMLjh5iQaVsiduycqjOT4pN1hvYdIp5ju2FbdwDysTOwsdt4B4K6rFylq+06aqXKNV6sGTLy5+KNucLRIxfSYmJs8L8BWrAt/ALNK8s0dqREBK6+eg4+uWIZFjEUPtbCkbjb5DIE4GRBCMFPlRdUsBI0pNR+3z8PhhMQ13rzoDqzqnQm5QL5U16HK2MLeV+9abGyzuoZ5zbwyZQdxQXkh/vsLN+LJzzpciTd5xFs/+AksvfYWBObdA8DoFf7GhTM0Ozny36lZw4+q0hIpNMcHllVG21t69OJkdcG7l1WaLqbI/bm6zyeE4PJZJWj5/sdx/XwfHrrbZHyh7CfpK1gkpRO7zHBjOSvmLYNgWSxvfbfe47sBg0WLo3nF907Vgi1TyDUxrTKDZTUv/54UCtCy6H700VKczbdv5+naV/p1eCX2iTFBwekYTwD81/3X216np7cwJvhfN8/n+n7HzLoSuPWbACRnTw/fvQQFebmWC7luWtEnHfhSsMzDgZNNw8KFLDjq6kh/WQhehOFMtVdNZUkee+HKRRqiHDotmXNvPWoB+urPGM+rn6H2S9pTKpMhj+rF5XgIt8nNNJTSZymlz0Z/VgPQC8FThJjfSdZOrhX3LKvEdfN9uOeKmOpctunS/+SLN+LEEzHVvBUqr79A1PmIlS2XCeqVOXkiW5jrUYzxY9i/EHkoniw2dtT6MCu3XH+tkqapSofBIMzjSF2ZRD8/wwSjZA5CLu3ktM+dnN5KkQWjnWrYrhdkNEbZduqrdyxW4iQamH+T4dBdKlvV2ISRXbdd5er74/8gSNFMhBG/gJfot9i3iC3EmU1iL8AsTl5sVz//+s/i2o99w0wPS4X1Km4quhnXNrle+28i4R0dn3PbPk1WqoWfcCS2k8i8lsEnr68yxE43xcReL5ZXVPPBJuP435WT+2R7Ufa1LLv1z69Qv3t3ZTP0TNHX7yFEozKtRhZo1LsumlzNPJYreWpz3SteiaFc7SJv/9LP6Qpq3zfLnltH58RisuqFr0lvbNHKKsXtkdhY+w2dxoe6bliPytoR1l92++esHc/JKfTkLwL1FuB3kY9gxDvD8h6ZWx1qHUjl0pbsszdq7alPi8bvenFlEQZRjBEas1+209aSF68pIbZmNiyCubFn/1DNLEeDxu02tpoAACHWxnuGg8BldwAqe2gAABFArmA7rgJYDibNmWcVIcMCN6Znhv5J9Q3Yf6fydebn9A78FlcU4X/ddwWrIOaFvOVhTW6XlUsmLHkmWivzXITfMsP+DVpI6irh+29uW4Sv3rEYq2rno7I4b5oGEJpCQq4MIaQaQD+ltCnTZUmUCLVZSdVRkp+Dv7z5MuRb2FVt+J9sD3GmLPkgblzgbNAx444lsUmX1yNoOv/n/jY2UF927d1SPDuTncBJaj5odKrs1fQTSLfE+iztOy9hDFpjs2uVv32L2CvQBjVDIsS9up441HIi5aZU8oAuTwJDYTGagzaV6+aV4TM3zmOm3o9SjNJ8lObnmHeiuUWaex/58DIsV4dEUsrjZAHDnlTXTbyDhaiKTZu0Es6+KmYDese3NUK8+j3cuVRtc2rMndU/jRRaC4QsrQ51KrlewdEkz837jOu9Rb+Xbu884Ma/tk5fs3jFzjkcEV16EmalZ8Jt3wK9/q9iv3Ur9c4TcucB1G3ydrJcj+8GzQ4aAMwqcbaw96GaWfjEtTGfA4TA0Eis+grFGRtDXTlp3100oYgnH/CpBC4HQu5nbpyHh+9eonkk1l0lUeG9TC/Eqy7uouWYoPY7x3alystht5Wbb7wR+8WYYODWYZiaX4Zji3zjnlJtuBkdr3/rDvz+6zHHT/r6Xlge81p/5+UVuPMO47xI3kmlIPjEtZJdq51zrETbR0pGnvLFwMzYAsapoTygmLEAKniAXHMVa7OyfZLp3yO+J3GzrmZ5qaYftvrWpXMno6q8duj9GwBGT9KasVAXQ/6+q+fgb29bhPycHGyPXIuT4mWO8pVZtcJ8hzwZQqhIYuN/joegND8H82cUsjvRaUJq9NJSyypK6cP6g4SQ7wF4HABWrlwJv9+f7nI5IzQOBCvRS8cxo+oKZT+XRqhS5rLZi0HDxmDa/uBMAPmA3w9flTRBaKNl8FVJHfo1uWWIDFyAf4CdtXyPX3W/f8yH2Quvgi/SZ1lsuWzyfWqK55TDN17BvK6l8azy95WXzUf3QATd3RPMdA6JS7VlU9XhyvkR+ATpeCgkwldVg3BxLvzBEsDvR19vL3xVNcjLL4A/WAhfVWxQ/s2KeWg+UKO8w8JZXghhEQN9vZpy5BcWgxCP5lhP/xByKy6HrySMObOqkCOG0TsyoZy/Yk4JSktKpbIGowPLmbMQKVXSyfUIEIrKQHTP3Ha+BX09+YiEpWvz8gqVZy4qnYlc4sx22u/3A5NBKf/xcqC5HQhWat6BTEvEB1+V0fZP/d5lms6dRW6OFzkFZdK50CT8fj+Ky+cjv9AHAFgpRlC16BqMA/CfOWNIY6Uo1Zs/WASPrwi+HOPg629sRencK5TdCn9wJhDyYsbcpQCNYGx0DH6/HyOjQWa7iYTCynvr7+tjXqNmoL+f2Z79fj/unp+jtDMr/GfOIq9yKXxlEeWYJ78UkcJS9PX2Mb81Fu2Ifb+BgQH4qmrgyfeiJVKs1JO+TcqsFCPwy21O/d10DAGj7P6vZM4yQJQCAg8GArj66htRnOfFaMGC2P1nzwE6tbbiskrkq3Ze80sqQMeHrJ/PN9PwPU9EZsNXJQkzJNwL/0iJbX31eIsRCeZpntGM4eEx22vkssiMDI/AV1WDnOKZtuNGOBJW0u/q7ERwdBQAEIimAQDB0WGUz70cYiSMM5MzkBsRED57Fqx+Tc3IyJBl2eX7RFGMpdU5Eut3/H709vYiEhqHr6oGubke+Fu6YtcGZwLtA8rvGUV58Pv9KKtYAFqq3S3KKZmJXJOyNDU1IS/XKDiNjsTeozcnD76qGgzkFsEfjPU3FDnwVdXAm1OIuVWL4VN1UWcmyuGrktqdJ7+E2bb8fj8evbUE4ebF8FVJquJCQQ7Gyy6HpyqEEowDANpbz6O/pwcIViK3Mge+0th3OjgwAL/fj5lzLoM3MhsdXT1KPgJR1Q+lhn50MPqNegt9yPHmasp3DZ2JCjEAf7ASOTNz4SsOo/9iDzwohn/uZwC/HwhAk2Z5US76R6Wxnsh5T0qmKn0XVeNTQQ58eSElr0hYxKyiPCy/YQV8lXMQGIiVY2RoGKUVCyGWVuB2sQAVwlJ4EMG50Az4qmIC8RXzZ+HkaHSMKpkJr2rx2O/3Y2gk1qYFQYAoipgoyYP/YljTlkuqrkIzlsI/czEmL3TAV1WDJdQHv9+PXEGAr6oGZSVlEAcuYOX8CKpzBuGfeZ/mvfr9ftw1P1fpe0cKZsMfDDPHMADIH+1CPgC/vxcAMDo6oqkLf3Cmcm/x7JmoyicIqcf6kgr4O4bw9MpK+CIeBIN58FWVIUjysTAvjKFgGFQkhv5rfFz6tgTBI72juXdjIelhllFNnldAQa4Hl80O4Yj6e2w8D+Rq5yFnvZcjR5XvcGEhfFWVShkAxL55AIgsAE6fVq4XvYXaPka+9vQZAOw5nHRfMfPcZPFMfHxZGXzjqvc7mMe8VnqmVtM88ktmwlflwXBBIfxnzgLQjm35JRXK79NnzoAQovyOhEXpuQIjKJi1FCQkLbp3XLiAkeFh5bqVYgRFkMZxklsszVmqrkILLscNQiMCeUXwVZUjWJwPX1UwVna/H4H+AUPZ29vajP1QcKZ8k3LOk1+Mc5N5gAB0nW1C5bzLMYOMwKfydO7J98JXFNampaorj5Bj+u7ycj3wlUVi7yGKfH2dSKTvh3gAGtGkXVQ2G15PHnq8s5U+oDE8Azli9Ps624SJsXFN3vNnFGBmUR56e3uzV55ywJQScgkhqyila6J/16ntdun/z955x1lVnXv/t86Z3gszHGaGNgxw6B0biigoRpMYg+Ua0y0x9yY3N7mJ5t73fZWYomgs0cReEiuKCpZIDaIoIoKAhaEXYRhgGGYYmD5nvX+cs8/ss8/u5ex9zjzfz0eZs8taz96r7PWs9azn4fx2ALcDwPz583kwaMK5UiJobQQalqI2fzg+PrQdvkhg+rKhoyHIvPyVvyLUcSru1uCoEUBhJhAMYulzYd9bg6oG4/26/QCAttxBUHtu4Z5g8JaYv3H4dSyt26EqdjB4S0wasXINx7K6nbLXDRv+K/zrpXvC5y49D2g7BvQfht8dBKb7YhvOku6xeED0bEJaALD0md0IpoWvHzhyAprqatG/fz6CAwcAwSB6amuxqa4W+YUlCA7tF/M8M6ffgk/feCD6Dj86thdNbV0onfUNfFon6iwy85GRlYUm0bH+58/CvoZdaGppR//x1Th5ci+a6k8CAEpzM3DWqCFAjh8IBoHDrwsvCz2hEJa/cDcAwJeZh3xfJprrYp938JCfoLSoELt3b0dTXS38+aXR8ntv1RK0HtbXsUTf0+ix4X2mJ+uAxpWyZTpk8BCsqdsnm4a0bGtG/BdyMjOw7dM1aKqrRWZluI6ueevvaGuqBwCs9U/EI2OOhW8YGcTS5++OSeOHP7oeg/YdxgB2DFtONKKpoUE273deuA8s1Ilrz5+Icv8xID0L7xzeCRbqxIiJ5yIYDOLEiWMxZSNQVj0m+t56tm/HJplrxBTP/Fr0evEzB4O34J/PfIlBadrvPTjqN1j8xit4v7kf5vg3AgAyiqvQeeIgis+/LFqv5N6rmKrKQVhbdwAAMGHGXGypq0VuUTaG9O8fLaeiyhrZ517aPbb33YvbzTcuBKrk+4GlLz0AdIc/7ONnXILJobCShtFjsfSFP4fvH/GLONPgNSteR9uR3vpUVBHEhdMmoiw/U/H5gqNGxMoVvAUt+17G6rq9AICcsfMQzNiKpRrlVV46AMOz8mPSEmjghejHmqO/R08/X/Zdxckm6ltOnGxCU10tsvuPUO0/AaCzsxMrXwy/p4qK6zCoKjzzvvvQMXwUybdo1LmYO6gLX+w/gnG5PWBgaB8+HCtf6q0Tchypr8PaxcqyC/eFenqifYvQf0d+oLa2Ft1tTfi0rhbpeZkIDpmHpa9G8h01AqiajhVvbkdPiOOq80ciJxjE8tefROh0b7s8yXMRqGRolXmPUweXYPyoEWDp8RNljU0nwu8xMBKZOXloqqtFSUF/BEU+FXZ05KOprhbpJZXILihH047ePEaMrMHyul0AgPTCCgRlyjv67vxfYekHHwAA8otzsK9wDl480Imf+pcgg3VhSPXNKCksAA6/jk0N+9HU0jsxOX7GJQgGg3jtpUeR092EwVVXY+0bYTl8Pn9vHeAcqF8c04+OO+eScF9YOgS+rOyYuvZ5aBTShkxDMOsYNh8/gKaT7SiadTkyGe9NMzQcWLMgmuaVF4zB6VOteOHjA/AxFr4uUp5dpWdF0y8ozkHTidZoXqWDR2FURSFw+iQ6S31YJZIjOG0WTh7bh+7TjSgcPQkNX/wLmawTw8ZNQVP6UXyyvxEAMH32RHy4OnxfXkUQp8RpBG9B4/Fj+DBSH/1p6ejp7sIgVohg2chomw0Gb8HSZ3YD8OOB8ZNx+Fg9mupqUThkOoLBIEbmtmD3yXUYOroIb7dXYunBo/CXFCI4fjKWvvxgTH7ib3xFYQaCWe1449AeZLBYpSCmHkQ4dvQI3n9dJP+oEdF3HLzm/6L9QCO2iL/1FUEEB4xFcNB0oO5TdG/biJV1u9CAYoweCByoO4HiqpqYOhgM3oLGpiasebUW/vRMBINBrFt2DB/Wt2Ou/+M4GcWU5WXi8jMGA+PHYM3L90RlxLDBQG5pTD0f/L1/R0FeXvTY6Ox+aKpriH1uoc0DwKCZQL/h0eu7sspi+zHh2lFhT9dLn18gK2O/kmLZvjM4agQqLp6Jp/72Vu+xK7+Fpavekb0WwwZj6UL5fizNPwJNdTswJrsfgiNGoHbHtpg8iyqC0d/Bkb8G8/miz1U+bGz4ufafQNMXR/BRXXhhprLqOlRWVGLpc3ehnpdgac9YlKETA9Nq4csPhMvwmd3IA8eQtFoU5ZWjqe4oBvuKkHO6A3XNbdF3297VGfcOqqtvxupXYo8Fr/glcGx7zDcpvbACwaGRlfLRY7D02f0YylrR3997b25RNpqa2mLTEtXlz77Yovj98udmoOl0JwbUjI8p37wvn0dOhh9/XAsMT6sFfBn4/hkV8DGGwsh1H6x4GS1H9sI3aQaaNqwBANTUDOv15zF8GOoaT8Tk/Y1BQ1CSm4Hafv00v4texrPmyoyxeQCmRv4FY2w2gLsYYxsZYxvdlc5+dFtxSE11Y7Zi9sAVZDa/nz2sH749qUrRPOXD0FhsDg2TP6lBjHMoSZxOqZdNeXp3ecbC4/YhFWalS67opYNFBnolkudgsS44lvhjY/r1Xqa850Tg4tEBfPdMZZMXsal41JGSDebKb/acBcZiPQX29MTv29z0f+fEHRNzRnUpBpx1NTBwOpr82mbx6RPjw3ZEnfgoVCbx45o1ZeeRrQPt0LkXmjGsypiFL/hQXDGpKsbDsWUHDlbvz1HewxXTXUjymTOqv+p2AillOs1LxeEbukt7P5bfPXOIrvvVeLHnAizrid/TnRBE/VBIVDdLcjNRnp+JWSPLLZvGS/cWAtomf3qdbyl5AF3Yc77iPTNq+mluG2AQO5hRvu7qyQHJfb0Xf2OifAi0KMOl/Y7EGY363eE7QsKe3JjN1aI/w3//eMZQ2fvlvzWi/dAyckmdLqb5GEoizthCKsMxtS5BrTgun1gZNTXunPh9zNARl1ugJCddxmRY/c36eFgh7WFCbFaGmrI8+JmxltD7He69Sxz7NT5jldRLqqEqN+fRvaLHQgUal8aWxIP/NgnjdMR5t8Opz8DiHPkTUmdSZvfaq9wm9ox+f/c8oGyE8sUqD+sT2ocOEZnidgqOM6pLkCPZtvd091y81hPvTFSNKybrcKAV+R7GiBwYB4ybp3JP+Gqfhq8LU0jeXVVxDkpyY7/FxTkZ8dsYgJi925pF4NaOO5vxrJLLOV/EOS8WvClzzldyzodxzqdE/ktSx1MCLNb1lEarbxGcI0iuE//yI37GUxf9teLaqsP6xW/Wnz6kBANLcjQGebHnlqvsJ/7nz8WdV7ja1mVWA2f/THKl9tdEKcyDXN9cKuo8uOSidpYVDiEy7ALV/Fq4vLMBPe8mI80XI4OUaUPk4t7q+6JeEoknXJYXn/5uXhl9T+UF2ZHr4k0UYzzkKtXh7CKg5kJdMolh0n8jf+wMxQ/8NWWQTTmefXdqe/AVGBLZv1OYnY7sTCF0FGBVS43zY2bUY3CJ/KA8ntgP8JiKwvBASsYDZ0mNeUWyZdz3Mf2S7wMAOgfPih43FlJGnvi9ws5+mWOrV++PrlBvOzh3uEiRGH8VMPYKXXLJKY+DRk6SuU79s83UBpJiZSNywXiJA5bTiO2vZo0sxzcnVIQn26pn6nIApiZdGA4W6pY/BZUBvUKK0r5b/C6VvCv3CI6nRNfK7T3Pz9QffoRLOisjys1nknjuYoVK6nhKLUyQOPQN8/l0dkfy9VNvWCuBUHd3JN/4PmRyxM/C1VO1nbvJiaw3ZM94GadmsvvPRftWfYwhUNYP/3ZN7x53ubLrVb3D76umPC/6HTWFTCNVmkTqX6BQFsVDYn4acSAVky8Y+imMNXSnWDw43uGVOB2bumcGhrRIuxbKqRl56EQ6Vv/3+fj9t8bqyi/NwVA/ZlCTNxpsQuEaoe+SC//W+02I2cysLov66aTBWyXcx2BMyVuvmldD5arnC5lcyR39TXP36SC2Qap/bdXi246u6J0tjUbLATPVa0bvkLxnRaVcMQsWDiEi01GKFZNTHfKTD3Gi2/UFUBtZRbJI9/sw4pu/xpxR/XH1tNhBh9QD4hnV4VX5i0aXQxU75BcG8FnxAxWlTlw8GNTnTCdeTjNxIu+9agKe/P5UFM75DXDOf/YO303quKa93fpN7jpRklNGjnlzL8SPz9GrPMdy2zXn4exzzldKWpOThUFg9Ddkz4UMlJvhkEUyxHqk7VXSszLCilBNWV6kHCPX5fUHymQ8dspQmpeJqiKJcjf2CsMyCsWq6ck00tZmjiiLWSX7+YWx4e0mVBVhaL+88GTb4LN1yXA4Q7uu+HhXzG+zvUebr/ed7eWR1WHRiqmWEuITOQlTCo92IFSOvaHelWcO+eYTHUzGXKlCpIye7Z6D93jEseG0H0fCZfXe24nYCUY1B0nF/XqflzEWdYKmVh0KFDxQ90ZxU75ZvDrc1hneX5wl7NkWrEryA6gsysa+Oy/FeSOUvMKLCMk7OVRCiFSQmebDBcH48HsVRTITzSWx4aGumXsBzh8/TDVHYbKBx0yMaHf44isuHTcAUwfLTU6HUfoOHM8RtSnBeq60Rm4goSmPfMbAvCnyE8himVQngideqxoiMuST1DMHNKmh/XKjXo7NIsQuj0GHBUv8MSecOcn3Uf/61UwA+qfYdb16mW0pyQYpuYlG4eMkrnChULyJQ9TsQbqSK/opHTQkgu+dOVi18cecEry8ZoYVVjsC0FtBnPt/zKpBVZF6g2ahbhSL4nzqDc/R2qk++WB/NyifonhFuZv7wLKLMWZIRdxs5sc8vHend8XbF5kAsHeFUhZ/ZnhgP15ktizIEfljWJn0AyZWcvWsmOkRRJv8rHRcOKp/+EOQlilavVF+0jSDq7JK4U+iTLgGmK4/ZHicx1bmU4xTLIYxhvws/Sta0nAlooRif2coe1AVOJ0/BOg/Rkkyjd+9dEBffFK9iNt4dXk+LhtfgYukHqWFcD46it3vY4qDTCO0RRyyKK1gRhGFGhLCOTHG8Ms5KqaIOmnIrML93fPQlV4QDhE26TpgzOUx13TmD8JJ3lv+fMK/mcqrxVeIi8eG3/vy0FQ81X0JmGgwnacQ6kUIF+P3MfRETOo/VXD291roPCwJzejtE8EV2rm2dZAcPfD13ptXDgwYH+sl2ac2wdib5yU3/xnB6sGiMwzXTh+Ic4b1Q4HKivTlkyoxZ5RKbHaV+vvE96fig1vD1kx1/vCEaTTGb8nQcJgVg2EDm3IGAwPGY10obGV2hBcD5/5SWTyN9tUvPwvXTh+kkauORsrNfTzEdWV4eb4hs3EA+Hv3Ragtnd17QEWRNLtFwuh38ZyRGlsKZOhh4T64d6FB+x6tb6b6JEP43oKsNHAwzBwumWAZHruVrLd924NaOmV5mbIRPcwmWhqxyNM7SuNZReJfcedbh10KTP2xIdG8CCm5HkEccqJHVskVplRji6xlRO9M/2lu36zLWz1nyh6vL5uBrCnXRH9L9wJIielw+48N72OonKx8gw7UzTI0mvjYb/fGkRStpAtyqsUG9HW3YdqQEpwX6Sj1fhQuGi0/eJB+jBIRdkjIYxePrN5O+zEw9Ycx13wUGhMrj1DnhFnsyPHL1PZIyaKz+y0bKVF+oto2ACBLsiInHkhqmXIqyWHLRENEzBDnOLu6NLqf8uvjK3Dt9EG46bxh+On5NcaTVROuZKjsqrceOOfA+bcAKrETYwXRXz+VwpzFpTDG+EqllC7oM3tuhfy2ASPEmnvFPk1NWZ7x2L/mhFA93dYtKLnh65R8H8T0N5Ikre4hvPG8agQKsjDwa78Chs8Oxx8uH9XblDkHS8/GUz29dY9JzC61OEsUP3TWyHLsu/NS5GRm4iRye59ngswe/wghkbmyEForNGCS7vxlV27EMYoRazqslAZjDBwMw8tjLZnE36JvS/cOxnR6vX+OrCyJ3CvIE/bgLL+tpZcMvw9jKsz1I1np/mhs34FDhuH+7nkYPUJkDZBTIltnhf2+h3m4HC8e0/udvHxCfyB4KdojE1OVAyp1mskrtQ2mYimjVNnlvhNcSE2HLL0orZTLIZc2B9Nsk0d4cSQByf3Tbwxvm9CRs5Ez0/7t/+lIMxYetTrS//5GDSiIvYNz2d+xGcUey0jzgYNhRKC3jR3MGQVUTZHNUzOsvE6k41FxGt85YzB+PKNa9vz0ISX4xYWxk43xu9RFFA/utSJRmXwTn+kae6UocR73GnnhwLClYpJDSq5rxFZVsZkll1FyWxBZvSqI/djxjHx8Z/pgZKX5cdm1/26bdPt4QPb4nf/5Y/zkWxf3Hpj0HdnrBGJ9ejCg33CAMfz64pHmFQvV4N8aqZaNwDFfZDZPOlDgSh1EhFA3fIyJTJ/0NZ+HrlVQ6uMew8QbkayOAAAKqoBKuc6bRU02/4Wp4UMZuUC+fFlHX3N0xBZbL3OEPZV6lSyVxxMPyhSvUXI8Jfpbz0quLV5AZIi+JgDTh5ZGYzUOK8tDeX4WstP92iakMqTxdu2LDMoIqK84yzJDeSXFKMLKGTL17bNTYxfX4TwEwDs4R/a40J5HBpS3S0QRlZ9PTaE1ZS5gzyRXR2e4nYb3rDG8G5qEbaH4VaxQYe8xxQGkSUb0z8dH/3Mh+sns94/mH8lrXc8YfNgjWamv0FY2A8IeRdl9jZE/SqqBIvUVPL/Ph8y08A13z5sQe9KXBtRciO+fNRg/Epnrc4UVvZvPD08o1JSH6/UArT2tmQXwM4ZHvjsdz4nivobzCP9bUZiNIRLzS7ECLCdJV3f4fI6B/cRxZBWiX8QPQ0w5Sh0tirh4TAAf3noBZuowSf7mxNh2++h3p/ZmXTE25pzm/n1N03xm2I5TeP9leZlR89X8zPC/4wcW60wsHC9cLma4XsJDE4XnEz33ez1hc/e4a3NLY+LoKmfE0DHhezGHZkdW92Vfb1rYuV5Fob7JwyO8GDzqkCzyP/EETf985Orx0yAxoRV/xq49Q76tP/2D6bhiUkWcsyolcrLtWTCKH4/q61lV16alE/mzfgtMvBZp6ek4xovQPHSunCDhdMVD3vScXutKcEh9dPj81n1meIGkCiGUEmQVAtOuB/YfiTksrrYhzuPaQgMvDM/ISYJPc+ZDWX4mfjJzGFCj7dBBL7pNiYsGqSoNSrOn/z6rBml7y9C2Z6cJ6eJnpQS6IP9R/96Zg6MKUO9su8GhXOQ524uGAzigeySotBfQsEMhOcpHxR/z+YARFwF4MeZwYXZ61PSnR0X4uPca7VQVynnyd4HTx3SJK+VfPZPwC4jqv9yAVeYv+fPK9Q0IDxbrmtvQE4p/Dj31PTIPonJBpF7JpB/F4P7ZkywfgVDityHIkmaDuW/kHXUb+PTIdS9XTKpCU1sn7v8c0NsQOxQ8Zw8uycUNM6qRM0B7YC7Oya9kMih1qARjfc05w/rhg93xobb0Mm1oKQ7lZOCMofKrd93wA+hGSDDVyy4C8BUAJ7ZOKNMZWXFeL9keAUCXCb2crLKrHaO+DiDeT6VgHeX3+ZDmZ+juAXIyJWU689cAgPmRT+umrVsj6cfvyv3WpErkZ4XbyMRBRRhTWYiMgiw0n5a03/z+AMLhbbpHXY6MjmM4q3wo1FFeEZKjvasbOQhvqUB6DtDdaXzihTHUnHEpvpu7AgeaulB/ogWHcoLqnnWhsP/VKDnqK8+GiQzm14dG4QzfNvlrFMYF3zmj1/w7JyMNP7tgOHxiSyONycKa8jxlB0dy/ldkiomHDeRV71OzcNMDZ34UFPfD2IpCfF7XjNyMNIyNrO4r1ZwJVUVo7exBXXOb6j7jr0LleDV0Hn7HDgEAWrIGAP7Ysdr0oSU45i/CoX0K8glSDJgEMB9OrfsHwoGnw4j3CkudNI2rKsS4y8cBH76rKKMYv88XXUlt0XWH/CS8cKQ2NAhB3wHNNNoyzNf79DQ/bv7vP4SjHrwvDRMlM2ZmrPcFydQnvx3jUw9AK7mJxp8W9uonGezGrEbJdFJjKvLDM3Iqe3LtRMuhi9gjpfrKqjJOyN7BMsN7gCSU5GaiKDsjJl8umrkSuoD4jkpcFuG9tTlZ4cFyebFkBfOsnwJTfhBzaGso1hxFjFe7EB63miO8sBAkJ8Jk5sc58VBIWeaI/rfQe2VsOrGOp5RnH4U+u6dbRgnRURnVPuJh+ZQnX3ov8setcpTlZaI8X3nmuK29Q/GcFfQ4TLGdiHO8tAxrCvOgkhyMrywydI8vXXlVMTczzbDjr7i6JqyWdHf2HtNyiSmDEdNGAHFmnIU5Gfj+WUNivLI38EhflVnQ2+YED7ijvoGTFfKr3HbT2945unokipvB939iQHy4kHuunIBgIB85GaLva3qs0iUoAeW54WuYPx1XnTseZ1WXoiBLbwgxqDZ0BhYxXZe5aMoPe69Lz5GfqITE0kLqXTlmi0b8eyvKiqw85mQBE/4NGHFxvLlvbj9cNDqA6n55qvWzNDcz+hQhZuPqztn/AQDYIfGWr7bt6trpg2S9M/e+A4VCyS5Gw7gf4qOQzLtWuEW2f+Q8HA5J9Lp6/DrrTLo+5V9YqZs3uQrfP2tI1A+I1Jw9Xl5rSi6YD4wxnBnZBqArlVm/xcHCsNWYHqVIuKI5T2FlWWYrW5z+5fMBFZOiIbfUJrvMjrLkxr+6UsopAarCFgn9CzIxZVAhxgwowPXnDsVVOryKN+UMwTPdF8ufYxGzbRVBqopzNJxmSd9M73EestYfexVayXWRwSW52N94GkBsiAChk+riaUiPBEKP+WiLMLuP84JgOZpblVeItJSPH88YivZu7Rhgau1kb0MrVFxdaKetdEJrFlglvIOcuXLUajei5JVXDMEll38HQ0ZPj70wqzDGdPf+7m+rSRnFH9k7J96XbSffnlyFVzcd1H39984agmc+3NdrWhvdkxtb3g3Dr4ShXbka5soMsfVZOBb9v4IckwcXRf9W65iFlXy5Pe/i+zp5GjIi7S43Iw2nO8N/Txtagg37G5UfQpCbI7zaIZj1Tf5eWKH45CmgcCAYYq04hJWCLcLrljxCS7czZkOGzZVtoKcnrAD2L9JhGmwCxoAbz63GY+/viTv30k1nY8n9L1hOX8AvNVcWBrE9JiclhFVumXjUqpz5U9nVYzEb+Qhg8iSgsNdENNrW0rPQURTrUXln1lhUQmHFywY45+jssRbXvTMzvp+fOzaAuWP1mYZ+/8xKNDblAb40lJ/zPZSPPaTbWkHJXBmMATN/A3z6HHCyTvma+D8VkZs64zLHxFx3RhUajucgLS0tvFIv5wejYjJGD1iO0QMKgNxy4NgObVki8o4eUIAvD5/UFl6NzHwMnzcf5e29z/FI99cRgg//q3CL0mSgni9nT0YRuAPrOqdyh2BfKIAhvnrli/ID4cmGOJTLsCoSRqs4JwMv3XQWRg1R35YhpGR+AS7yBY7qPfZ9H4SUWjPCCnR7urn93+qpi47IbkvVo4RHR3tx6XNtW66YBZb1/zMbOLwVqN0PBEqBmmtw5K/3ANitePsPzhmK/cdbMbVol7KMFoaJsZNjAAoqgPbmmPi5AmSuTFjm6xMGYMnmOnx1ojWm6fTOreholAxhM+buNkN5a6+CqOedk5GGHB3jATWl43Bzu6KSW6In8Zh8jFwbMTYz2okLyhHzYeTU2erXhi/UlewFZ0xG3lfvYvIs5UDmfh+TNbPVQ4EBr7gAcNvXR+N/Lx3Vu79V0aTFulKuPKUg+kvy3RHn+h+zapBW3Gs65lNxPCUo7T0aobae7bkIRawFi87cj/ystKjCpOVUSKjrHCFg7Ld7TwiKxZTvAzn9gM2fSARLAxjD2IpCNA0sxuRBRegWlfWOrPHoh7WqeZvBDSU3UF6BC86diWG62k8YoyvOShOCQ/tpe3LWQrwfKs5cuWQYUP95JGyKeYubYKAAK7Yd0faOLKArzAOLUXAByb5Oycj4RFo59O10Noh4Mqk7UfUv9tmEap+bxpFbnBM2m0zP1jTDFacUNh5VkN/nVzUDFKNWxsJKVXhsLfUKo55uQQZDQVmebMzrb0+qwvHTHbGVcvA5YSd2q/6vQoqRicZIvheNG4iLRlvfRnHpxNg9lO0KWwr0Y+WbJLlX9hXLGMQzhm18EIZAXskNjbkCKB0q3051miuPHlCo2YlYXsmNmFRrrIkrUp8nb5EQTiuc6uHskXi7ux0352h5uu7FilJn9l6u8Lf5lBiQnoVupj4Wy8tMw91XTgBW/1MxKTMLW3J1I93vD4cqGzhd1jeGX5cTT+9DSq6LpPl8yM+KFIF4hiVm5kgdH2NhM+ZkRMEZxA3nViO9UHs23nznE36vsavnYbp9Msp1dMAiH8ZJD2qyZhZX4dwf3yMbb1fgmmmDsOvoKazfe1x3nj85bxhCnEeV1VEDelfPVEPpMhb1zBo+IL+CahwdJSbK1sdiXSGE/OFBQivLjZ2P58qDdSBs4nbwRBs2nioBsF1+pUxUpi3IQQvPQf+CI/HX6UBxLqIgft37xLDLERgVDq/hb6kLmzLnlaGufCaw7o/ISvPjBzNH4a0tpkRRRypnRo6mkx7L+HwYf/EPNC8bWJyDrHQ/dh5V3xH1yHVTUJCVho+fWRQ+ICn+X1w4Avev0l6hMkNcXes/Ovz+YgYMxnspv4/FedY0Jpje/il2k4wmg87QvkYnDECnjhXrIWdfhYKCAmxd+oRteUcRJrtkVjHMwGR/qZe/X6XP78wZgD2hClTiRFw6XGTnIqvYceHZ4od4A0tyMFAaR9TnAwqrcPawfujo0rHCPv0GoK1J+zqb0KrRvVWeA+VB4GitgdQN7HcW3meh/ikg1m84kCYqhzN/Anz0iGzeihKka8d9FcaL5lUTwSmUjKWbDueS3T5lc2xBNg7gGIpUvBcb7y/lxzI632uEbh47YWkmvKXsHSa2q6ilz62mxcVKri88wSeMSyQvUtWxYhKRGk+RxMhVVyG0jZ7mnoiwM3oZazIEgZTcWb9CxrQf2JKWHNF3JlbaGICcErSUjse7PRMV7uxdybVFDnE6KoMdILxvUxwyQw9Z6X7kZKQhK82Pm84bFo7pqsK10wfhmmlySo78gM3o50joQ+eM6o9xlYWRNKT1V6SwRlduw38MHFKDN3vOQsW0ryvmIbeSWz7uQkweVBz1YN4jGlw3R+J07soyFsdRFhMfn+qKfuH9+eI9+v5MVJSV4rzhZbhm+sCop1a7iSu/c/4TGPMty+meMdT6pFt9eiXqMsJm3Goez+eODeBstZiTNipmUmQVFEveoiX1x3RasekoOb6LuUOisP+/y0bHXzTsApPyyDOjpl+vh2QFLv/aJThrikbIOT2edeUQBu4q+/hVcdgSwudj2MRrwnsdZffkqgygo1ZHxp5t+lmzcO5ZZ8cdj1u1zioEigcbSlsPd1w+Fk//YJpM/lqI3sGYb4U9zirwcPc3sCk0XPG86pAqPTsccm/UN6KHjMa8RXZxOBYyoK8OzfqtjMNCGRNdY1LEo7SSe87PTYepE7j3qgnYd+el8o7hhGMa7bjHH9tX2DX2fbPnLPyjZ07MsXYmVtjD+bQyMw7VYp/Y9Co7bChfg6mYiQThRWgl13VkZs0i6DJXNrgBI+ocILtI90zs8p6p+IX04IRrgLbe/Yk/v2C4ceeNSs+XIT9r+b0zh+Bkexf2GssmzJk3R5VTOUsydvbPgD0H8d3hQ9HefSm6Vm0WyRn5NzorZ1zJlT7psp5puN5vzwqCHrLTwyZ0anP0is6PhD3OkeDh8vtW9JOflY5jp8L7Fn8oCsshRRrCqLIoG+/ccT3S/QwPvCV/j2wIoaHnAUPPg2/HPQBizZWfjsTpXHvzLEU5nuuegzR04xc4pHhNDAZWvGWdRESYPKgYMGhqbggTg/Rrpw/CCx/HeomsKsrBwaZWAMCUwcWGJ2PksO3zOuwCAM/alVoMRrxPmhqQRdqbJXLLsPW2ixSKWrQ1QNKnDSrVXjkyR+/3riQ3Ax/9z4UYcuvb6ncovDrLjtMmfgc4ddSkZQ5HW5pKDMmcEqD5IODPBNBqSrxpQ0pw7fRBuCj7IOJXG+OtkGIFjPRBMiu54cSvlz8e/Jo0IT2i2sZ3z7RfcZbSgQx0yn0JI/XgdEYpgEbl+iUJuVdekIVb5gaxdcXHspert3195spGMG+iy2Jujj5/Rm7vpIkMR/JG4TDfCL+KubIwwdy7sBn7cU/z+VCckwE52ynhnubcWOeW4tVhKULfnKGyr1SQYDevxKRBRTHnusSqUVomlvdMxQlWhqvxjmJ6ssUsWcm1Q2805RBK1jGbZBuH5BZ/iuzJpZVcNykaKPL0G4/dn5drpg3CD8+OKBXTbgDO/ZWu+77kQ+IPlgyNicXqY8z4QM5gYy3JzcCQUpP76rKLegNbR/INhUJhpxtA2ByIhePI/vusmt77RKNDHjK+knv+SPmwJLt5herbuujcs1GWl4mqYhvCMYgQlEA9cQyjlAXD8ZAHTLCUdysTh10I/5MmMYkRd+By9SkjzSdzjXj1N/aeLJESKay8yZkrC04+5GhAIeqhR3EzYXCVKXLAlBaZZMgu1nXrD84eEvN7ec9UvNitf7XNzEKU3ETItyZXYlRANOCf+sNwmJQS5QkMbUz0J4lAHCdXrf/SuSdTKW1LCOkUDQIywmbf8nFGxYpSYt+1lRUNgaKccF3sV6C14q20klsA9KuRP6eUkiip2RdegjU9Cn3i8IuAcfMi4YLM4fMx/HTWCORlpims5Kog9NVKFkJ5Bvp/ADZOO5lC01xZh3xjKgrw77OG4YJgeTSGOYDeUDaR/rcpK+IFV3jJ5UGgMNYDtGVU+gfzbdHiaqFPFMMW0P0h6/LnYGHPLHSlqYzNhl0IAPjGxLBp7DmS1e8JVZGVYrVwlJJJRbW3NLJ/Hs4e1g9XT1f2aCxk9f5vZuH569Utfr7kQ3AK8mOEb04QtiHJarmSc8bK9olu8aST2jq4hOk3xjjBik4IxOi4semcPSKAgaJxkE/DujBZoJVcNxl3FU5+WgegGXIVd0BxLpqbNDx1GhgYBc68GsiNdC4G43U6gb2fTROz8Twc7Pz8keXKF4lC4zCD5sob/nc2CrLl37PWKv2QcedgyKgpwKGNwN73deWnBz9j+OHZQ5E5Z1L8ybRMoFumvjEWs1fTzH4VANiUNRVHenLxbRxU8QQpZ66sDM8qBMp7TSulK1JfGzcg+ndmergs/EYGAbqc+gh5C0Lpu74kJyNWyc0rB8ZdGTYD7NCOznf7N8bE/JadjFLFnmk0P2MoiYS5YGDhlY6pP7IlbTsoy8uMHdTahOpKbkElcGx7XCxI9QQjTnfy+wMtR2C6fDT2gZ1CDvIl35xEDWjMDOCFiat+ebFOiYKjxqHra1dh5KTzbJFND+JB4pCyPNz/k2/i9ce3xF/oTwf6qZjECmiaWvsUrtOoGyPmAsPnqF9jgJM5AwEcwtFshdAvDtEV2Sfa5VN3SKXk7FoMYwy/vjgIAKitFe3Z7T8O6OlWnsTVsYVDbnXt790XYQg7gp/Jta0RlwC7VwG5MpMNesZ0Qpze3F5lsde5kDnOrikDOBc5UNSHriFoxG/MtCElMfFs9TCgMAuf1zWjpkx+Mks2SgaA6UNKYi2hFASN25+uAIudT4+Sma6y4hnVS82VyinkoJv7kcZ6ookZed8CTG4CRPJtyq0cg29f/UPc/8hfw6dJySUsk5aBi6eNxobOwzg7GN/Z6fOubKDx9JfZZxUhBB98COG6MwZj0caDgHpECluQC56t6z4D3fiSnnPiTK3FXnB9jCFDLXRPRg4a/GUADqAnLQfAKd2KT1m+BU+RjIX3/wyZEf5v9Z/MpyWhMDsdkOuYz/65oXSMKrtXTK3Gr/a2oDj3KPjR8DFp/RX/0lM9QtNuAEQxV6XmyuJf35hUhc3d+zFtRO/AYNFPzkJRjoIiMuk6ILsIbw0Noa2rB0AhAGUnRpeMDWBVy1cYV6VixihCdvXY4MqSUcRlFjKzlDvhGmDV72yUSBuxlE08Dwd5Wdgr5Kmjuu4XQjQBwMzhZcjLsuezp2qtPOrrwOCzo2GFdPXTaRnAjP8CTtUDm1+0IJn6torFfCZKe47gRtEgx+i2F7PoUUakZKb58c0JlQgUSvpdxjDu7Eu0E3Byb5noHWfJrpZrJqB+uqAi7P20aiqAVb3HxVtt5J7P54Odhnod6UW4v3sevp+hMiHsALt5BVb3TMTj865zLhOfD6iaon2dQU6gACe4wregYED4+yKDrupaWBW2riroXWE+b2QZsNt8CKGSAeEJfX9EgKFiqzmH2lBcqjJjq9EVBagqzkGhdBtM9Gad3zF/JlBQgZacfAAK3w6ZxxSiKpxV3Q9Qjuwjj7D3unBgJHnrE8vmvCtH/lXLnrFojF+AVnIJm8jN8IdXEmU8mYlj8Sn1MXaZmV378z+h8cQJ9Ms4gh8Xb8bw0qn47PlFtqRtN0Y6ir18QNwxYbUvtsGrvcfw9c2Bs4FAJlBsxQzTw+hc3Tdb4749pQrfnlIFrN4a3e8jXXmNzcf4JE+c4ynR6ez0NJw1rF/M2G/qkPhYm1npPrR3hYCi8IdpbNSR5gwATyrKUlWci++fNQRQCGHTK3P4X7OTPFZgop1mpvzmWDJB1g9jTLaiPdMzN/zHgPHy98ndNPHfgIzwivmkr/8ESJNsAZDGgzYioxL+9Li9e7pIzzIsRxzRgpWX78bZ4/Gnd2pjQmKphd5yAqP7ae0I/2Q2bzEjAvn4JCMNF44Jl614Uu2SsfHfGk203jtjQM2FcYfzFSyEDJPbDzjdoHlZdJUw4X0WwxZeg3Ihrvb4q2RjQttqbm/zM5pObfhFQI7K1hWJJ/wfXTARy3a9hK3p8n2jJoWVQFcb/D6GH50zFDkZfqDU6UlXEdOuBw7GR49gYCjMV9uSoLM9+3zAlO/j5NE3AWzULWNWuh+rfjUTA/L8eOwP8ee7s0oBfCV/c9FA4OyfGXciOOgM4PhuPHDNROx85XUA1hw1m2m3CZr3dBxScj3IVVMH4mRbF9Ye1F5Otas/DpSXI1BeDmAk0oeehwsBnO6Xhz0Np/QlkJYZXnE0hP2tSFd3F3WRb2yww31pQGCscaEQLxcHkKnD62kU5jPk0AhAeNVty0vG7tGB3reWrWLGE++AIh4zdVvq9j5GBp37JFf+cib2HDttPPMo6ukL2ddlBy3kIY8RZSAoCinlRcrzM3EKQFG2RedbxUN6/xZtP+g9PzQ8qKiabi0fr6DhIO+mmcNw08xYs1O/jDXLk91fAwPHL7BbX7aRgdypdOX965Z6fLOKuI1KS26GHzecWw0Uhp9V2Jedl5GGNDOjQhOrJXPHBDAiWB42h961CqxiEoCFxvMGgMnfAzpV+joXYmmLWfFf52H3MdEYpDRx5tKGntxOHVtIzOjqcloGHuy5AqN9+iyJ1CjISg9PuI2/0tT9G/pfja/q6nCF3/hWqwlVRdhysKn3wLQf6wqhFEN+ACgfZWJMKs+wsjzw7k7ZcycGzgawWflmkYKruysadgEw7AJ8E8B9r/mAUA9GBvKxfW8jBltxCmigPSd+QssZSMn1IBWF2agozMZ7h5o0r1VbCbPKNyZU6I8xee4vjWeQAHNl2Wwj/5oy17SJ7XdcAr+ROGQ1s4FdK2IOZal45gXg/KqbSvldO31Q2CxaMwnlNHrHjPrLWxh0MgBXThkYu49PZ7zfquIcVUdUirj8Ufj4fy5EbqZ6ly60ne+eORileebM6dU8QluhojAbdc1t0d+XjhuAgxmVGDxQZTVDjoHToGZWHofPZ3t4HCnGBgwW65GJeN5MJoxOi4KjFSXOnDAWn+7/Aa65UGWywNQyRKTdDjrT+L0e5bzhZTjRKj9o1iIYKAi/x6xC4PxbrCmiaZnh/zzK8P75GN5f/2RcO2Ti3BtE+Ib0KAY8N4bhqBMmvyOC3LaNa2LCTxiT6cmfzMHpjm48e6e6kiuX6qxrfolZzaKV0TwNE3m5x/X5gTGXa4mpzoRrYieAFN6B4DwzS21vrgUEy8WJA4tw4eB0ZJSYCC1n1GFICkFKrofpgXajSebJFrWtsHowvb9B7mOQoBc5o6YfinMyjG/qr5oS/m/lDwEAN503zFAIEydQ+5bmZqSpKkPCKnpnRpHiNUxyrdo1AsI+Ep+PoaJIYpZaWAUc3grkWA9x4zhCfTTguKhcI+ZoPObazw3nDsX2jngzb6t8e3IVdh07hXc+PwwwwF82HIMbtss7Z1GjZjaA522XT6CBF2JTaHh8WDXPYNyuzY6YiH4fw39cPlP1mh6WEfOvLnx+4PxbrYhmH0K80IhTqei+NYOvb/IggxM3cSRosDpwOtDejKNHawCdK/puYDmclIh0v6DkGrScijC+sghbDzXhwX+bhIffTdw7E6qiNR3XeD9QnBNuy2KLm6x0v3GlL+oVfmB0q5Cu6x2AA3GLBEom8aMH5KOtph9GjtDhgVtcNmO/LWt6rwyL2WJC6IOUXLcZOhMI9QCBcXGndCm5CXDt/50zBmlfZIIs1mXqPiZarVOjk8tX7+gWPJ1fAzPOUpTIyUjDMAUvgUZQMwVWxp4H6Z0UNP815QCe6r4E/yc7HGKjC+nIQOzKhlDORoYa0b2FcqIFxof3MekM0WMajffSmtUfio4vBLKKgOqZQP8x6teZxEpNSPP5os5J7MTvkziBC4wD+o3w3ErTcz32ea11hKilgv4ySpQnzeP5I/Fuz0RMze/dN/jqzWdBU1avzOZmFQIzftEb7sstuUpEZrtGZDjzJ0Cngbi9aZnAqMvQc3yv/nuSnLSIVUOXTKg5PVwQLMcFwXJgQgW+Hg0vox+zK7npEQUoX8Ox3tfHh2V6c2udTCJZYa/cO1dA70TKdWcORmaaD/OmGA+zNKAoC3uBqHd+MxjddqaOej9YmJWO6UNjJ3gZgKmDS4BMg9tqykYYupyZmLwU3w2Ena32NUjJdZuMHGDUZQonRTFaldqxw9/YX1w4ApgVr4DbwSDZ0N/azKgpBf+iEFOnKs/2Pdn9tWj4ASmt/kL4AXRrhCWQwm0yXwLgnUGbU2g8HufASeRGX8NiNguBngP4cVrvaqSeN8Qkg3PBS2y0pMRhNBhzWMHVV6Yn8ocD+EwjKRb2zpsk2NIy8gPgx8LuK33CuzSs4Ibvu3nmMLe3E8aQ0OausSdXjoR50mQ+bOY1mMJ6hx5TBscOGneHjCsGCSVdbCHiQj8+67fm780udn6SzwWYjZ6khZVcI0qunbXAbF8xrCwPt319NC4dp+4ATXOSPTAurORKOtA5o/qjv4y1kN/HcM10cwsh04eUYvC0QSgvyIxYSWg7QRM4+4JvYPOyv6MyYD4WdTzqZf7Dc5LT6WjUyaWOj+I/ui9CGWvysKWSMUjJTXKc3JPrOBZmLC8I9gdE+w+lKT3373Pw9meHw7HSJGzLmoRdPekYk1MJCOFI1RwgmZLSowwY74lBTm+c3PDbPYk81PHYmU2hSIzMLQgrudFbMuzzymoXUweXYOcHwLmiUEaJh7nuVCaOSdfhWMdaYOs/LCfl1L5hABhXWYjPDjU7lr5eB2mKmNiT65VwEQ90XwEOhgfdFoToswgrot09HusfdWBECfssNBQdeYMwtXWN5Ix8vzGmotCCZMr0L8gKO/4zElMcwNTpMzB1uj2OpXRhw0yle2sbksl/FV74xaX44tBJZ8VJIKTkJgmKIYS8qoENPisaG0wJJ7y3CSYdEwYWYcLAIvmLfGnYxweE9+RO/i5wdJtqmjzaQdj50XOp4ILGArGrYeV9CCZGamNrQQE2Yo7k8zE81n0ZLvILIQK810D6F2SFLSRKXVDAvfc6evGno8cvmK15V9CXbzoLLR3mtlroQqeDNGWMr+QmylxZC27jilwisOoEkfAeaZGV3O7unoTluS00CKN8BwAkzqvt//7XL1GSm4Fn/ihRcn1p4X3wDjvj8ybO9j9WSra3WlhIRcdQKhgoCDu3SxE8+0VhjM1mjK3QOpaSlI0EGMOAAm/tRTNE9fk63P27M0C4YnI48OnoAQVhZ0TD1ffY2fnNSY0hUbjb0LunWQ5htjzDr7zipmfrb5zjKcbQiix0O9S1zZtcha8pxcO0ugKXCDwsWgwKDWXUgAL84OwhyrcloIFlZ/hRnm/MyZehgSuLtAlucpCdVRT+N19/3FZfgp3YJbqJnD2s12oiUJCtcqU5UqNfV+aKyZU4q7oUP5mp9U13ByEEVkmu9TGT8G3qMmBCZLX8l4USH76suiwPRTkye2F9PmDmb4DKyQmXiVCmo2Rk+A8tb9NqmJ44TV48u5LLOV/JGLtF61hKMvYKAMA3sp/Eez3HVU3jkjmWlWFT6+k3AO3NQHe7pXy/Nm4A9t1p34omYZwZw/vhFyOGY+7YgOI1XGp6rAOhOVwyJgCgxXatRzW0kOB51WOOkmRhANKsh9uwGy3l553/PFf1fIHVmLpeQAjnY9K7K4oGAtOuB3L1m8P7fD4cCJVjCx8W3Yu14X9nh60oDvvCDtuSmOlDSjBtSDHaOnuQU2TUC7ky9lr3eJeinAy8eKN3QzjlZabhmxMr0b/EukntuKpC7M7LxLmTjTtSIgySDBPDNjKusgCfmHNFg47i4cCUS8zdHB1r9433LMazSi4RnlGsLMpWV3KdnEOuPj+80ukQzOjqQW6/8H/HI275M3vj5xXmhAe3g0ssBMpWIPqObeiIm4pGAQNKTStf8yZX4XSnyRWeARPM3ecAWWl+/GJWvHdB8RueNrQEy7ee0lBcYt8jYyw8gfHZIqChJe68owy7ECgeoi/8gUEe674Mo9k+zPB/bkt67RVnAEWDbUnLTqy2sOHl1j2Xu45lc2UAecbCLvkZw2uh82KOleVHJmsKTA6sPAYDQ05GGpwZ6CXvZHOqMLQ0F7BhL35uRjq+c8ZgwIGxBJHC6BjTnVPTD59sMpm8Beu0fVmjUMK3ojXH/rGJ10kZJZcxdjuA2wBg7ty5qK2tdVcgDRoaGrRl7BmEhvRWFFUUITO3KOb6ooogAGD//n04csTk1JAmxUDbaaDe2rs8NuBCdPCMuOctKasCKyyK/tZdZpwDBTOArlJAuKejBedNOwNZeYWmy15cJtMnTUOaj6G2thadpWNRlJGBxtNdptPOzi2EryKIE6wfalENbN9uKh1kDwaygVphMVtLnvbIYHfIOUCbjut1kFc8AJlZuWhqbIx7H0K93NNVjPSQTz4/QSbRuQsGdKGzO4S9u3ZEnQb5ioZi7jkD0XDypGI+23dsl7dmaPSF8zlwDDhuo4mOjOxxHNd4xyebw+kc6wJC+srjvKp0lLIAilhvXD0zdbEoMAwIdeNAZzFOmq2D7WVo6M7pzb+9DC3ZeSiq6IfW3GzDcgllWVtbi9OnTqOoIoj0/FJD6UTT2H8EONoJ5J0VDs3moe+A+DlV6WoP14/uTKC2VvY+pbR0fVdkaO/qwdyqHn3yWWBYRhvmVvVgWnGbbD6OydAuUvr31QNHrFkDCZw81YKiiiAy03yobWRAR7zcsmXSb244RqaZOi5zj+66lar0dIXL2OePvlO1d6LaTk60htOqb5UtTznaWtt782uPxGE3UBYPXlKO418kqAwl3zDddUfPt0+CZtrNp8LpHu0AumtN919G6OkOhdtsVm5cXieOH0dRRRC+rIJ4OTiXfwftke85MrXfzQm/4bZaNGAEwEM4euQIujs7tW+QoTQnHdsHfBPDTjcZzj8RZeIkKaPkcs5vB3A7AMyfP58Hg0FX5dGitrYWmjLykVjd2oOmzS8iPz0r5vqlz90FABg69CcoLHTG651dPP9MeOX1Hsnz/nPxs/Cd6o3VFgxasEQ/eRhoXAnkZwAmyz6mTA6/LgiFnR0F+NmLGfj4ugkol3Ghr4cP31+Ok3W1qApO0S53NQS5BLTSEq4fNcp8nhLefecFtB//CuPPvTTuWYR6OWxYNXIqRsnLJ3q3Av96cT9OdXRjQc0IFGRFVm6PLwM6W1FbMjUunw8X3YuT7V0YOeLX8MkFSO/8DAgdAwbPBPoNN/+wUuqXhFfYrJThwdPA6WNA2UBghL50lj6zG0AhRrMmXOT/BJdPrMQQEzIsXfgXoKsNgcv+DUMGmTRBPfw6atvLesukdQNO1m9HU10DqjPKDNdvoc4Eg7fgWOMxNNXVIqditKF0omkMvhIoqQbgvf5f/JyqdLQADe8AmXlAMCh7n1Jaur4rMrS0d2Hp8/sAAI84+O0MAjhz0nhkZ8ivuC2NfCtslyH/NLBjefjvIYGwxYUNNDcew4eLazEqUIDgFHlTerNlIkWt/uiuW6lKVxtw9K3wVpHIu1Z7J6plsvcY0H4MCIwEhuortyPH6tFUF1YEgqMiFkoGyjwYBO5f8TdFeW2lpjr8b2S7ylerHkFFUZZ2HZX5bmuhWS8PNAGtx4DyoUBN0La2osbuvTvRVFcLf25xXF6dPT34tK4WaUVV8XKEQkD94vDf4nNNXwEn/gUU6hh7dm7FUqGe6CznpS/8GQh1o/8lV2LY0Gpd90j526dtWHqwFZfMqOytpzrzT0SZOEnKKLkpCWMYVVmCLQDOkgSg7r0moRLZSrLsJ/66yaDuYk6lhcP2dKXna1zpfcYMKMDG48CAQmWFv3XaT5FTUmoxJ+X6cdXUgahvbk+4wxyc/TMg5KBnXVUYvuRD8MuKnRjihmdmJcZ+G1uOj8Xj23fjRxU1OE/7Dk2SpGtwBsFcOZQ4767+BLYjJQXXUSqnAEdrgaYDtiZbmJ2O7505GAXFVvs6whJCm8lRGCeZQr9Zux0OrxKGxBfDnNF2xpn1PmdVl+LQx35cOMqCA6ckpY9sfY7By96V5wGYGvlX8ViqE4iEGxldIe/SO1kURVlEsu8NKTsgSgX2Zo/Fi90XoDWn0m1RLDNjeBlunjlMVcm1pVaqOCbLy0xDjer+S6E3t7l9ZOT0OphKIM/9+AzccflYAMBAG/aK2dptZOSgMy0fp5GNbp9Fpz6WP8JJ3B8KWPWubAJfMn9HXKYkNxNpHgjB1KdLMC0TGHclMO4q62mZaAvjqoosZ9vGk0hRtov0iKfzBMazL+k/EDeeNwwVg+N9gpjqBtMi37xsHRMsFrRMK/53+nL37tmVXM75IgCLtI71dZK57oq9Ky8JzcADLsriOIzhCEpSorNhQHTfrPpVCoy7Ut/Vat63y4PhlZk+wozh/TBjeD9cNm4Aij/eaj6h6DfW3oqYn5UW869ZeocA7isNTlAb0mEi7o+Y6weUHcWdW1OG8nz7BsWk5CY3s0aWo6rY/tBISUW/mpifF48JwG+lXid42evFngtQxpqi3s0TSo5LlgiB8eHvfPmYxOVZNDBskZVp0EmhUl3KKwPGX5UUHuj7ijd4MZ5Vcgl9JPPgxOcDBJdA10zre17fUhlVCwPJYAQAfnDOEDz4r13IEivP0TRkOuZR3wCGX6T84REGKEncPuQozrUW9qcnxOEHkJFmrxJ57fRB6AnxsFdSC6SyOdXfur+JLugw1fX5gfN+3RtKSIYpg4ttlCyx5sqE/UyoKkq5vs4qowLy1m/aWHyPZSOAYzsM33YSuTjJXdiGcs7PAZ9LodcYAwLjEp+vUQVXi1Kd8aMHn4Uhpe+b+s5Zad59uWcgJTfJMRyGx1P0yn7nt8dbSyqnNLzXZOhMizI5w6gB+Xj9U6CyyKbZ9uk39q74pAC/umgkfnXRyNiD0VAqMl8En1/DxCmFtSULdIVC8APISrd3X2Sa34cfnjPUtvRScbzeCQPt1Z/YT7PwGZk0qCih+coxocrbjhQ9yfA5ngwJlpREY7ea9Mo/+vKwt2ejtw0owJeHT5rL0woJNBXu8xQNwuU3/zHh2eZmhr8n6X4f5k2uQp5Fi6tkou88aYriaJxcm3jrZzNQIrsCZaPsaRnAub+yLz2buX5GNc6sLsV4G/buAAByXXR0kqgA7n04gLljcAAMyLZZybULDhvDPRG6YYzhrZ/NwKBSd2ODbvq/c5DjhmMqswj78frF7+9LKFVT3c0/pVCxINKDz69qhaHEizeeiUMn2szlSSQPWYm3MLj1kiD6F2ThkrED4D/et+I/k5LrdfIinu9K5cOgJIPjqbGVSjPz3pfdLnw+Zp+CmwS4XrIpaq4cZcg5lm7P9KqSKxSbu2L0SZT76cQhPxlqEyPmAntWAwVV9qWZnhU290zr4/thU4lETeJKKMxOR2F26lhnAWHfAVsPNbkthm68/N3hFsYy+Vnp+PmFNoZSTCJIyfU6eWXAef+dUqapUbzcoxDWsEO5VDNX7svM+q3pW9MQ9tjLrPQn028Adu0zf78KZw8rRWegAGdMNblHP69vhcMgDJBbCoxzIDBDgsw9r59Rja4esnRwHhMrudnhPfKc06BGzJTBxbb7D3ASVUUyVSfMUxxScpMBlQFpMu/JZZGPyDcnejCszvQbE74vjpAgDB5NfVwcCiGU5PzwrCocbemw5mgktx+Q2WCfUCIy/T5cPCYAmF3RyOhbplhE3yEvk75HCSE6uWrgnvwAnu6ei2bk4r8cEcojmDa1TSEqJ7uSLenY5qBeM8lJhj25SgiSn6q+1FU5ZHFzz6udjJsHdJ62OVHtOmdLhzzq6+EwQS2kuNhFaW4mSnMzAb+DZqFWEPayueXtM5lI64NxNQnCadS8+qvQDJs99nqNKT9IeSVXc9gy8zfqoQ0Jz0FKbpKTDHtylfjWpEp8uPEIRgwkE0PH6JfE+zAycoGqKUCtiXi4qb4n1yo+73yo++VlolTYi1k6PLzfuGqau0I5wODSHNx4XrU9iU37MXlF7WvklACtjW5L0Qcwtyd3YEk2vmpMYcdRBQPclsB9TDgUswsayZiDlNwkJ5krfmVRNq6cMhBI86YTHEIL5UGA+xYGZK4sy8i5QP1nbksRw3Xi2Lo+HzD0PPeEcZA1v55lX2J55falRSQH064n/wSJIPrJMPau3/j3GTjc3G67OIQbeLGd0VjGDKTkJjnMQysyxvFiR0LYg8sd8uBzgJOLyBGRlIpJ4f+IpCHN50NWWjL384QtuLiKlJQMnAYwM+/M3EpucW4Gip30Dk4kEO8plGSUZg5ScpOcpK73hQOBpq+AzHy3JSFSjZKhwMxfuy0FQVjmp+cPc1sEgkg+amabu8/knlyCcAQnqmF63wl5RkpukjK8PB87j7Yk9Z5cDDkXCIwL7zUiUoskrpYE4SV8ydzHE0TS4U6cXMJ9mIcnOGz7Cpz5EyAty67UPA8puUnK3DEBnD+yLLmVXJ+PFNxkhNEggCAIgkhBot83iklMeACGiM5t01g/O3niFtsBbfRJUvw+htyMNNCSGUEkGULcawoBQxAE4TG8u5pHEIQxaCWXIJKJaT8GulrdlSGrCMBXqkoa89HkiyL9xwLd7UCFO0HlCYIgCAXIUonwIMlstOkmpOQmO1Tz+xZeCB0y/KJw/N38gNuSJCc+HzBwuttSEARBEHHQSm5fxZOjaaqGliBz5WSlcorbEhB9lbQMoGyk6iWe/FgQBEEQhBq0kttn8XKJMxpVmYJWcpOV4XOAmgtpJZcgCIIgCMIWaCWX8CA01jcFreQmK4xRcHjCw1CHTBAEQSQZtJLbZ/HiqCUUqYd+vxel8z6k5BIEYTtJHdqKIAiC6KPQSm5fhbGwSuT30PhFqIVpHpIpmSBzZYIgCILwKgOn94adIgjCWQSHiv3HuSsHkXCCgTw0Di7BmOAgt0WJwjkAFg4bShjHs0ouY2w2gFs453NEx+YBaAIwmXO+wC3ZCIIgCCIh1FzotgQE0XfILgJm/dZtKQgXYIzhnJp+QI73JhX9ftqeaAbPmitzzleKf0cUXOF4U0QJJgjCg9CcI0EQBEEQhHVoJdccnlVyZZgGYE/k7z0AJrsoC0EQatD+EUIvBQOAwFi3pSAIgiAITzodSyMl1xSeNVeWoUjyu1T8gzF2O4DbAGDu3Lmora1NjFQmaWho8LyMfQ0qE+sUVQQBALt370ZGuj0mP1Qu3sPWMsk9M/yvhfSEetfX6wm1Fe9BZeI9qEwSBB8KdJzS3be7Xi4dLUB7GcCzLX2P7KS0cgQYOHbvOwB/xrGE5+96mVgkmZTcJgAlSic557cDuB0A5s+fz4PBYEKEMkttbS28LmNfg8rEOkufuwsAUFPzM+Rk59iSJpWL9/BamQj1Lhi8xWVJ3MVr5UJQmXgRKpMEUVMNdJ0Gsot1Xe56uZysAxpXAvl+wCP1Q/i2jRp+M3zZBQnP3/UysUgyKbkb0LuaWw1ghXuiEARBEARBEAQhS1pG+D/CMj5yPGUKz+7JjTiamipyOLUIQLXgcErqmIogCO/AyPUUQRAEQRCEdZhn1TVP49mV3IhSu0hyjMIGEURSQEouQRAEQRCEZUjJNQW9NYIgCIIgCIIg+i45/YDMfGDYLLcliYeUXFN4diWXIIjkhSIIEQRBEASRNKRlAGf/h9tSxDBzeBlqj7SQkmsSUnIJgiAIgiAIgiA8xKRBxZg0qBi0BcwcNDVAEARBEARBEAThRcg8zhSk5BIEYT/UIRMEQRAEQViHxlSmICWXIAiCIAiCIAiCSBloTy5BELZDk45EIpkyqBhpfpqzJQiCIAgiDCm5BEEQRFJz7rz/AJjfbTEIgiAIgvAIpOQSBGE7jHZCEImkpNptCQiCIAjCXkZ/Ezi+y20pkhZScgmCsJ2MjHS3RSAIgiAIgkhe+o8O/0eYgpZbCIKwjYO8DCFO3QpBEARBEAThHrSSSxCEbfzbjbfixKlOt8UgCIIgCIIg+jCk5BIEYRtTBpe4LQJBEARBEATRxyG7QoIgCIIgCIIgCCJlICWXIAiCIAiCIAiCSBlIySUIgiAIgiAIgiBSBlJyCYIgCIIgCIIgiJSBlFyCIAiCIAiCIAgiZSAllyAIgiAIgiAIgkgZSMklCIIgCIIgCIIgUgZScgmCIAiCIAiCIIiUgZRcgiAIgiAIgiAIImVIc1sAp5g/f77bIqiyevVqzJo1y20xCBFUJt6EysV7UJl4EyoX70Fl4j2oTLwJlYv3SPYyYZxzt2XokzDGOOecuS0H0QuViTehcvEeVCbehMrFe1CZeA8qE29C5eI9kr1MyFyZIAiCIAiCIAiCSBlIyXUPb9tT902oTLwJlYv3oDLxJlQu3oPKxHtQmXgTKhfvkdRlQubKBEEQBEEQBEEQRMpAK7kEQRAEQRAEQRBEykBKLkEQBEEQBEEQBJEykJKbYBhj8xhjsxljv3Fblr4KY+wEY2wjY+wu0bG4cqGycp7I+10hOaarLKh8nEGhTKjNuAhjrCjybueZKQMqF/tRKRNqKy4Tea+zqa14B4UyobbiAVK5nZCSm0AYY/MAgHO+EkATY2y2yyL1Va7knE/hnN8CyJcLlVViiLzfKHrLgsrHOaRlEoHajLtcBaCEc74IABhjN1JbcZ24Mokcp7biIoyxyQDmRN7tZMZYNbUVd5Erk8gpaisuE3mf1ZG/U66dkJKbWKYB2BP5ew+AyS7K0pcpEnWygHy5UFm5g96yoPJJLNRmXIRz/hjn/LHIz2oAK0FtxVUUygSgtuIqnPNNnPNbGGNFAPZwzveA2oqrKJQJQG3FVSLvfo/oUMq1E1JyE0uR5HepG0IQKAHQyBh7NPK7SHK+VOEY4TxFkt9KZSF3jHAOajMeIDIoaYwMEoskp6mtuICkTABqK15hKoCmyN9FknPUVtxBXCYAtRW3qRb1W0AKthNSchNLE8KNmnCRyAx8E8JmFvMgXy5yxwjnaYK+spA7RjgEtRnPMI9zflPk7yZQW/EC4jKhtuIRIqaURQbLQO4YYROSMqG24iKMsdkyW5OakGLtJM1tAfoYG9A7A1INYIXypYQTRPZNNUb2UR2PHJYrlyKZY4Tz6C0LuWOEA1Cb8QaMsXmc8wWRv2eD2orryJSJsKpLbcUlIk50dkdMyZsQHoxTW3ERuTKh74rrNEb6rCIA1ZF90ynXTmglN4FEGnO1sElbwcEL4SwvQ7RRnnO+SK5cqKwSQ2T2dqpoZldXWVD5OIe0TEBtxnUi7/SuiCfSjQC1FbeRKxNQW/ECjwLYIwzgI6uF1FbcJa5MQG3FVSL7pFciPAlUFDmWcu2Ecc7dloEgCIIgCIIgCIIgbIFWcgmCIAiCIAiCIIiUgZRcgiAIgiAIgiAIImUgJZcgCIIgCIIgCIJIGUjJJQiCIAiCIAiCIFIGUnIJgiAIgiAIgiCIlIGUXIIgCIIgCIIgCCJlICWXIAiCIAiCIAiCSBlIySUIgiAIgiAIgiBSBlJyCYIgCIIgCIIgiJSBlFyCIAiCIAiCIAgiZSAllyAIgiAIgiAIgkgZSMklCIIgCIIgCIIgUgZScgmCIAiCIAiCIIiUgZRcgiAIgiAIgiAIImUgJZcgCIIgCIIgCIJIGUjJJQiCIAiCIAiCIFIGUnIJgiAIgiAIgiCIlIGUXIIgCIIgCIIgCCJlICWXIAiCIAiCIAiCSBlIySUIgiAIgiAIgiBSBlJyCYIgCIIgCIIgiJSBlFyCIAiCIAiCIAgiZSAllyAIgiAIgiAIgkgZJ+y29AAAnL9JREFUSMklCIIgCIIgCIIgUgZScgmCIAiCIAiCIIiUgZRcgiAIgiAIgiAIImUgJZcgCIIgCIIgCIJIGUjJJQiCIAiCIAiCIFIGUnIJgiAIgiAIgiCIlIGUXIIgCIIgCIIgCCJlICWXIAiCIAiCIAiCSBlIySUIgiAIgiAIgiBSBlJyCYIgCIIgCIIgiJSBlFyCIAiCIAiCIAgiZUhzWwAnmD9/PndbBi1KSkrQ2NjothiECCoTb0Ll4j2oTLwJlYv3oDLxHlQm3oTKxXskS5ncdtttTO54Siq5AHDbbbe5LYIqtbW1CAaDbotBiKAy8SZULt6DysSbULl4DyoT70Fl4k2oXLxHMpTJ/PnzFc+RuTJBEARBEARBEASRMpCSSxAEQRAEQRAEQaQMpOQSBEEQBEEQBEEQKQMpuQRBEARBEARBEETKQEouQRAEQRAEQRAEkTKQkksQBEEQBEEQBEGkDKTkEgRBEARBEARBECkDKbkEQRAEQRAEQRBEykBKLkEQBEEQBEEQBJEykJJLEARBuEJPTw/mz5+PdevWuS0KQRAEQRApBCm5BEEQhCt0dXUBANasWeOyJARBEARBpBKk5BIEQRCuwjl3WwSCIAiCIFIIUnIJgiAIV2CMuS0CQRAEQRApCCm5BEEQBEEQBEEQRMpASi5BEARBEARBEASRMpCSSxAEQbgK7cklCIIgCMJOSMklCIIgXIH25BIEQRAE4QSuKbmMsdmMsRUK54oYY/Mi/90lOn6CMbZRfIwgCIJIbmgllyAIgiAIO3FNyeWcr1Q5fRWAEs75IgBgjN0YOX4l53wK5/wWxwUkCIIgCIIgCIIgko40twWQg3P+mOhnNYBHI38XMcaqOed7XBCLIAiCIAiCIAiC8DieVHIFGGPVABpFSm0JgEbG2KOc85sk194O4DYAmDt3LmpraxMqq1EaGho8L2Nfg8rEm1C5eA+7yqSnpweBQAA+n4/K2AaorXgPKhPvQWXiTahcvEeyl4mnlVwA88TKrLDCyxhrYozNE8yZI+duB3A7AMyfP58Hg8EEi2qM2tpaeF3GvgaViTehcvEedpVJV1cXFi1aBL/fT2VsA9RWvAeVifegMvEmVC7eI9nLxLNKbkSJXRD5ezbCZsuNEcX2uKvCEQRBEJYhh1MEQRAEQTiBm96V5wGYGvlXOLYi8u9sAHdFPClvjJx+GUBT5BzEq7gEQRAEQRAEQRAEAbi4khtRUhdJjs2J/LsSwDCZ21ZK/iUIgiAIgiAIgiCIKK6t5BIEQRAEQGbLBEEQBEHYCym5BEEQBEEQBEEQRMpASi5BEARBEARBEASRMpCSSxAEQRAEQRAEQaQMpOQSBEEQrkJ7cgmCIAiCsBNScgmCIAhXIOWWsJOPPvoIu3fvdlsMgiAIwgOQkksQBEEQRNKzbNkyPPfcc26LQRAEQXgAUnIJgiAIgiAIgiCIlIGUXIIgCMJVyGyZIAiCSCYOHjyIO+64A6dOnXJbFEIBUnIJgiAIgiAIgiB08tFHHyEUCmHfvn1ui0IoQEouQRAEQRAEQRCEThhjAMgSycuQkksQBEEQBEEQBKETUnK9Dym5BEEQBEEQBEEQRMpASi5BuERHRwfNABJ9Gqr/BEEQRDJCK7neh5RcgnCBjo4O3HnnnVi5cqXbohAEQRAEQRAGICXX+5CSSxAu0N7eDgD4/PPPXZaEIAiCIAiCIFILUnIJgiAIgiAIgiB0Qiu53oeUXIIgCIIgCIIgCIOQkutdSMkliBTm0KFD2L17t9tiEARBEAThQfbs2YOOjg63xUg6aCXX+5CSSxApzBNPPIHnnnsu+ruurg6NjY0uSkQQBEEQhBdobm7Gs88+i8WLF7stCkHYjmtKLmNsNmNshcr5eZFrfqN2jCCSmUTPAD7++ON48MEHE5onQRAEQRDeo6urCwBw7NgxlyVJPmgl1/u4puRyzhVjpzDG5omuaYootnHHEiMpQRAEQRAEQRBEGEHJJbyLV82VpwHYE/l7D4DJCscIIqmhTpLoy9AMOJFqdHd3uy0CQRiG+mLz0LvzLl5Vcoskv0sVjhEEQRAEQbjO4cOH8Yc//AHbt293WxSC0AVNtJvHiLlyU1MT3nzzTYRCIafFssTx48dTym9LmtsCKNAEoETHsSiMsdsB3AYAc+fORW1trUOi2UNDQ4PnZexrJLJM2tvbEQgEkJmZ6WiegUAAAKJ5SH8nA9RWvIddZdLV1ZWUddKr9PW24nZdqqurQyAQwPbt26MD375eJl6EyqSX1tZWBAIBZGdnu/5Okq1cQqEQAoEAWlpaNOXesmULmpqasH79ehQXFydIQuOsWbMGADBz5kwAyVcmUryq5G5A78ptNYAVkd/SY1E457cDuB0A5s+fz4PBoONCWqG2thZel7GvkcgyaW5uxpIlS1BQUOBongsXLgSAaB7S38kAtRXvYVeZtLW14bXXXgOQXHXSq/T1tuJ2/3b69GnU19ejoqIiKkNfLxMvQmXSy/Hjx/Hmm2+iuLjY9XeSbOWyd+9e1NfXY+LEiZpyr1+/HvX19bjoooswdOjQBEloHGkfmmxlIsVN78rzAEwVHEpFjq0AAM75IgDVgnMpzvlKuWMuiE0QBEEQBKEI7dEjkgUyV7YOtXfv4tpKbkRpXSQ5Nkf09wKZe+KOEQSR/PT09GDjxo2YOnUqfD6vugogCIJQhhQGgug7UHv3Pl41VyYIog+xbt06rFq1CowxTJs2zW1xCIIgDENxM4lkheqseejdeRdaMiGIJKK1tRUvvfQS2tra3BbFVoTn6ejocFkSgiAIa9Cgl0gWaDXSPDSp5X0MK7mMsULGWIETwhAEoc5HH32E7du34+OPP3ZbFIKwDA0OiFSCFIbUoKmpSbNvamxsxL59+3Slt3TpUjzzzDPWBXMQ6ouNQ+3d+xhWcjnnzQBmOyALQRAE4TFOnTpFA6A+TFNTE9rb290WIymglZ3k58iRI3jggQfw0UcfqV734IMP4u9//7uuNNevX4/9+/fbIZ7t9DVFrbGxESdPnrQ1TSPtnfqGxKKq5DLGLmSMhRhjv2KMFTDG7mSMLQNwU4LkIwiCMEVLSwt9UCxy+PBh/PnPf8ann37qtiiESzzwwAN49NFH3RYjKSAlN/lpbGwEABw4cMBlSfoWu3fvxvvvv+/4lqUHH3wQ9913ny1pGWnvfW0ywStoreRO4pz7AOwDcBfC8WsXcM4vdlowgugL6OkcOzs78Yc//AHbt29PgETuYPcH4PDhw7j33nuxadMmW9Ptaxw7dgxAOB4g0XdpampyW4SkgpTc5KWvlp3bz/3uu+8iFArh6NGjrsphBFJcvY+WkrsXADjnrwJYxDl/lXO+ivbkEkTiOH78OLq7u/Huu++6LUrSIChnXjURSxboIx6mpaUFR44ccVsMwuNQeyGSDaqz1nF7goBQRkvJncoYm8gYmwhgqOjvGx2XjCA8wOnTp7FgwQIcPnzYkfTNfmDow6ROKBQCAIq5S9jCvffei0ceecRtMQiPQ+bKhBbd3d14++23PWcOLdTZZcuW4YknnnBdjmSA2rv30YqTOwdANQBhRH1R5F8qUaJPsGfPHrS1tWHdunW44oorbE/faOeY6p2pXc8npEOTAUSqc+rUKXR2dqKkpMRtUYgIqd5P9wWc+nZs3rwZn3zyCT755BP8/Oc/R3FxsSP5mEXL4ZZTJOO3mpRc76Ol5N7AOY/zOMIYm+SQPAThKYROTFgZJJIDobyS8cNJEEb485//DAC47bbbXJbEHFu2bEFFRQXKysrcFsUy1N8QWogVotbWVs8puW7jlMLY09OD3//+946kTXgXLVu+qyJelWP+A7A7EcIRhNs4PVNHgyJnoJVce3Gq/tMMOLF48WL87W9/c1sMXdTW1mLhwoWK52llJ/mhsnMHp7/VnZ2dpu5raGjA0qVLZesFtXfvo6XkFiNsrlwKoATA1Qh7WqY9uR6ju7sbK1euNN2QCXmoE0tOaE+uPdAkQeLhnOPll18mj9YeZOHChaitrdW8jr4XyY9TfZ9X+9RUr7Nmn++FF17A+vXrZT3MmynLVH/PXkNrBHgL53wz53wvgJ8grNxO4Zzf47xohBE+/vhjfPDBB1i3bp3boqQUpORaY/PmzWhubk54vrSSSyQrXV1d2LZtG1588UXD97a0tOD48eMOSEXogfobdQ4fPoy2tja3xSBE0NhGHT3vh+LkehdVJZdz3swYm8QY+wRAA+d8WkThJTyGsIJLe0ftxUtKrhdkMEJHRweWLFmC5557LuF527WSe+LECXz22Wd2iNSn2bFjB7q6utwWI+XZtGkTHnroIbfF6LN46XvhRR577DE89dRTbovhKl5Vdtyus9R2CCdQHQEyxu4EcCeAeeLVW8bYBU4LRhiDzDOdgTpe8wgTL27M3Nu1kvvYY4/htddes0OkpMZK/T98+DBefPFFLF261EaJUhfqa5IX+l5o09DQ4FjaPT09qK+vt5SGXWXX3t6OZcuWobu725b0CHdR25NLeBctjWgygAUAqhljF0T+uxDALc6LRkjp6elR7IBJyXUGLw1axB1qMnSuwspdenp6wvMWystqe2hvb7dDHNu57777sH79elvT5Jw7Us+FSY7Gxkbb005lkqGNE4SXeOedd/Doo4/askXGavtbvXo1PvroI2zZssXWdJ3CC2McwDtyCHi1vAh96NmTu4pz/i/Rf6sQVnyJBPP73/8er776quw5Qcn1+/2JFCnl0aPk7tmzB0ePHnVcFq91/loIM9huKLleDyG0b98+S+V58uRJ21dGn3rqKfzud7+zNU3Au2VAEHbjpUnRvsjBgwcBuGM9JKWnpwcAbSHTi9PfCSfbpJfa+/r163VZS/T09MTVzVR0XKu1JzcuRm7k+CpnxCG0+OKLL2SPCx1qX1/J3bRpE/bv34/6+nrs3m090pWeQcuzzz6Lhx9+2HJeWjIkG4KSm5amFY7bfuxayVWiubk52uaMsn37dvz97383tRL7xz/+0bFwK8IAUUyy1r1kxksDJsIYyajk3nffffjwww/dFqPP4LU+NZnqqpskw3vinGPp0qV4/PHHNa/9/e9/jyeeeCLm2NNPP+2UaK6htSf314yxP0Xi405kjC1njC2kPbnew2vmyqFQyJVO4c0338QzzzyDRx991BaHR04PWox67kuGjlZAMFd2Q8l1ciW3q6sL999/P9544w1T9wumdGa84HZ1deHYsWOm8lWip6dH10eRSCxeGwwT+kmmfvrkyZNYsWKF22LoprGx0fY+kHC+znZ0dGD16tWKK9tenSCyux9OxPPpXZE9fPhwzG+r+9m9iJZGtIdz/lvO+UkArwC4kXN+NYBhzotGGMFrA6I77rgDL7/8sttiWMarHW8yYGQ11akPiROTPoLyvnPnTlP3e62tNjY2oq6uTvUaNyd5koGuri58+OGHZJrYx/Fa205FHnzwQV3WLEeOHMFTTz1l2Ku7031SX60j7777Lt577724PcqJIlW+NYQxtEaAJwCAMTYUQDPnfF/k+B4nhSKMI3ScXhpk1dbW2p7m1q1bsWTJEtvTVcJpJVfPB6+vfhSt4PU9uX2RVB5krF69GitWrMDnn39uOa1Ufk9O4oX3RpOi3mH58uX46quvcODAAVP307fDXoRvcirt+0xUHXHKKWRfQEvJnRIxTX4UwCMAwBgrBFBoNWPG2DzG2GzG2G9kzk1mjO1mjG2M/HdX5PgJ8W+il77ycX399dexefPmhOXnhrmy1It2spapm3I7uZJr13Mla7kapS8MFgUv3HbGAu4L7y3V6Cvf4WTAq2XgtXYtvCenF0iEbUtaIZW8Wm5qyrkema2U++LFi3U5hfTqu3MTLcdTdwMoRtjL8hMRBfcqACVWMmWMzYukvxJAE2NstuSSEs75MM75FAA3IKxkA8CVnPMpnHMKYSRB/HHlnNsam41zjlWrVqGpqcm2NJMFNwYtv//977F48eKE5ec0Rjp3u95zIlZyvTZYcYK+8IyEeXbs2IF3333XbTGSgrq6OrS0tLgtBpFgkqUP7ejokHU+aJaPP/4YGzdujP4WIn8oOWz06nsS5Hrsscdck2Hr1q2u5Z3saC5zcM5fFbwsc86bOeePc86f0LpPg2noNXneg3A8XnGeK0U/qznnwrVFjLFqi3mnJMKKFecc69evxx/+8AfbPqhHjhzB2rVrsWjRIlvSSybcMlcWd2pe7fy9jFBe9O6Sj71792L+/PlobW11WxRXSKbZ+BdffBFr1qxxWwwA3nhvat+Lxx9/HA899FCiRSII3ezbt0/2+PHjx/HCCy8YslR555138NZbb0V/Cyu5pLCp09TUhEOHDhm+b9euXVi3bp0DEiU3iXd7GqZI8rtU7iLG2I2cc/H0SQmARsbYo5zzmyTX3g7gNgCYO3euI/tB7aShocGwjIFAAID8Xteuri4EAgGcOnUKx48fRyAQwJdffonCQsuW5WhpaUEgEEB2drZumdVktYJWusJ5ASP5y5VJc3Oz5rObedb29nYEAgFkZGTE3SdN79SpUwgEAsjNzUVnZycCgQBaW1t15SdNy6lykePEiRMIBALIysrSzK+jowOBQABtbW1x15ppK0J70PuelJB7X0IZpKenm0r75MmTCAQCCIVCpvsAATvK8fTp0zHpitMU+hK/3x9z3EiZNDU1KdYD4V2K8/3ss88QCASwefNmlJRYMhqyDa12wzlHIBDAyZMnLZeJUHfT0tIMt/G8vDwEAgFb27fas9vRn9jVJwllYEdaSmilL9T1zMzM6DVCW0lk32uERMrldH3Jy8sDYwwHDx5EZmYmAoEAjh49GqecqfVfjY2NCAQC8Pl8qnJqPUsoFIr2CeJrhToCAIcOHTK1GME5x4EDB1BRUWE5Dn1bW1tUntbWVtnn+uyzz9DS0oKPP/4YpaWyw/U4pOkIYx5p2gKZmZnw+Xw4cuSIrds+BIQxhoDeOlhQUBB9x9J7hHfX0dGhmV5GRka0PqpZWgqThjNnzowe09NuhPv0tjG56+Tej5nxl5dwS8ltgj6T5zkAokquoPAyxpoYY/M454tE524HcDsAzJ8/nweDQRvFtZ/a2lpIZWxra0NXVxcKCgpk71m4cCEAxN0HhDvL+vp6jBo1Cm1tbaivr8eAAQMwaNAgy7IePnwY//znPxEIBGTzNiqrFbTSFc4L6M1/9+7d6Onpibv+4MGDWLp0Kfx+v2aeRp61ubkZS5YsQX5+ftx90vTq6+vx9ttvo3///ggEAqivr8eYMWN05SdNy6lykWPv3r1Yvnw5srKyYvLbv38/AGDw4MHRY+L6K5VNrq1osWfPHtTX12PixImWnlXufZ06dQqvv/46cnNzTaXd0tKC+vp6VFZWGr7fbP1W49ixYzEz7uI0Q6EQ6uvrUVRUFHPcSJns27cPy5YtQ2ZmZtw9wrsU57tx40bU19fjwgsvRE1NjWrajY2NyM/PtzzQ00Kr3ezYsQP19fWYNm2a5TI5ffo0XnvtNWRnZxtu42vWrEF9fb2t7Vvt2e3oT+zqk3p6eqIe/Z3q37RkFep6RkZG9Bqhreh9zu7ubvj9/oRZoSTym+B0fXn33Xdx5MgRVFZW4ssvv0R9fT3mzJmD6upYA0C1/quzsxP19fUoKytTlVPrWXbt2oX6+npMnjw5GpolGAxG0weAyspKVFZWajxxPDt27MBHH32EcePG4YorrjB8v5jjx49Hw+GNHTs2RlaBTZs2ob6+HrNmzcKIESM003zyySej6Zw6dQpTp07F0aNHZdMW+OSTT3D69GmUl5dH+/0dO3agtLRUt2KtRktLS8w2ML11cOXKldFwf9J7jh07hvr6etTU1Gim98knn+j6rsnVKz3txujYQC0f8XEz4y8vocsrC2PsCsnviZH4uRNN5rsBvau51QDigrQxxookv28U9vICMB5gMgm49957cd9998me0zLFEptJkYmmcZ577jnZ2SoveFdOVpTe2TPPPINnnnkmIXnb5XjKC6aQTqH2bHbWT7vfYSgUwoMPPohXXnnF1nTdJpXrWqpjR3v5wx/+YKtPhi+++MKU+WOiWb9+PebPn2+rPxEvYkcdEfa1Sp0htbW1YfHixa57MBbv7X377bcBIKqoZmZm6k7nxRdfJBN/whJ6R4DDGGMvM8auj/z+Lef8tzAZLzeyAlstOJwS9uAyxsTKbgmARtHvlyFyUiVexU0VrHTuckoueYG1D4oTah43FHkvhxBKVQ+sa9euld1vpVYGVt6BcO/u3btNp2EXTpSlF+suoY5QD6zWBzv3LS5atAhPPGHVjYoz9PT04PTp0wCA999/H0Cvp/JUwYl2vHr1atnj77//PrZs2YINGzbYnqdVhAlnpVVZNyJZ6EFP+RlJ247nO3DgAN56662UG0M4gV5z5d2c87sZY0MiMXMF5dN0vFzO+QKZY3NEf+8BcJPodxMAwSHVSvQxtCqz2NFOqg6i3cQr79IrcngdJ0MIeZXu7m5s3LgR06ZNc/S5N2/eHHUiInDs2DGsWrUKADB+/HjH8vYKO3bsgM/n0zSnNgO1cXN46b15SRYxp06dQltbG8rKytwWBQDw2muv4csvv8Rtt93mtihRnC47sdJkNq9jx47JHieHi32Dp59+GgBw6aWXuiyJ9zGyknsFwkpnEXodRZGnYw9CSq79OBVDzs2PUVtbGzZs2JCQetLa2qoYOsAJnPzYe7Vdvf/++1i6dCm2bNniWB5Hjx7FkiVL4kz7//a3vzmWpxd58cUX8fzzz7stBmETPT09+Pjjj3X383J9QFdXF7766ivF817g3nvv9VRb/fLLLwF4832RomgvXixjIvXRpeRG4uUyhJ1ANQG4hTF2JwD37cT6CHo7CCdXcvtip2+X+ZkXeeONN/DPf/4TdXV1tqd95MiR6F4cALj77rvx2muv2Z6PEk4Htge81x4EMz8n9mMJ9V+IdSiYGHoJIUZ4skOrMYln3bp1eOedd7Bp0ybTaSxZsgT/+te/bJTKfpKhfViR0UttRuk5xDJaldeO8rS7TlhNz2vmynbhpbrZl9Bt0xaJl7uXc74XwHHO+a2c883OiUaI0WuuDNBKrhN4peP98MMPbctbUFSccPTx/PPPo7ExvKtBqI/CrL0cdn8AvPbhFuP0x84pWU+cOIGTJ08CgKkQD073R/fcc4+i475kgvptc1h5b21tbQBgKTaz2NmOWVn6atmLfYkcOHDAZWmSl2SeIPOqzGpy6R1rt7e3Y9euXbbKRehD155cxtgkAFcD4Aiv6E4CcLGDchE20Fc/mE6Qyu/Sqx8XKyRiJVeJnTt3ol+/figuLnZNBjVOnjyJ3Nzc6KqsXv7yl79E/zbyfhNRvzjnlhQUggDCDn0GDx4cE95ML+LtGIlScpuamlBUVGQqLy8hfu5FixZhyJAhyM3NdVGiMKdOnUIoFIqGdTx9+jS6urosvfNU/N7aidWxVnt7O9atW4eZM2d6xifHP//5T0fSpWgq2uitAbMBPIqwufKjAFLOs7HXMdLw9c4uhUIh/PWvf03qQM+JgkIIJRdWy6unpwf79u0zlfYLL7yABx98UDMPp7YTaKV733334eGHH7bFs7FVhJjJVmVwc5b8888/V3QEY4ZkXo3xKkZM2ffu3WsqDzt8DuzYsUP3tfv27cMDDzxgqydmJzHSZ7j5TGI5//znP8dYh9xzzz144IEHHMnLzvTc7DuMWB2KsUvmFStW4L333sO2bdtsSc8OaALWPfQquRsFU+WIuXJcXFvCWZxQctva2tDQ0IA333zTkBzbt293fGWTc45ly5ZFg3AnklAoFLcXV+l5vbr/JFmx630IK41m01u9ejX+/ve/q17jVGgcYbXASY4fP57QPdJKLFmyxJZ0Ojo6bEnHDK+++mpSxCFNddTa3O9+9zssXbrU0fytruTu2rULCxcu1H39kSNHAMSaSScbSmOV5cuXo7m52VLaVr8lTimKXos9LrfVzQkSNdYR2qH0G+pkCCEtMjIyLKdBmEOvknsrY2wDY2whY+xlkJLrOcx0VGYa/aZNm/DSSy9h8+bNhu81QmNjIz766CO8+OKLjuYjxx133IHHHnss5piZd+VkvD83Z2q/+uorrF+/3rX89WD1g9rQ0GCTJMa555578Pjjjzuez+eff677WiccnGzevNmR/eDJDk18OcPHH39sW1pyZWRVyT116pQlmZId6TeN+oZYjh8/rjsmuJdXcp2+X3h2N7csSUlPT3dbhD6LXiX3Ls75NM751ZzzqwBc5aRQRDx6G77YRt+IR2Y9eXd3d+Ott94CgKgDGqdxa8BXX18fJwfnPOqgRHxcjiNHjuCuu+7SnAxI5MfIrhA+Tz31lOOrIlZx0vGU8HdLS4uteRw5ciRq1iSYv+7du1d3SCCzDufUrrejfiqlYXUVV65MvMCHH36I7du3uyrD+++/j/nz58f1V6mMU9Y2epEquatWrSInShqo9VnJaK7/97//Hc8884zqNWaf66GHHsJzzz2nek0i6npnZyfuvvtu7Nmzx9Z07SpvYR+uVMl18xthRsnVI+/KlSs94xTVq+gNIbRKcuiEA7L0KY4ePWoonqUT5spGK7F4UJ8qDUAvnHN8+umnWLBgAY4ePRpzXA7hGq2ZV6fe48GDB7Fy5cqYY1LnB32tDL3Gp59+infeeSf6+5FHHsGjjz4ac80//vEPLF68WFd6yTgotAOvPfeKFSvw0ksvmb7fjn11QigbwaTVTrZs2WJ636qURPRBevJwQo61a9fi6aeftj1dI3ipjxcrHevXr48x8XdSTqPtyIos+/bts+RnIBk4evQoWltbFcNluV3nlJRcs9jhXdlMX67nPa5bt84xi4eNGzc6km6iUVVyGWMLI/8uj5gqk7myTWzbtk334NUodq/kEuF3KSisDz/8cNQpkZLZmtZKp9MfgieffBIffPBBzDGl1SWz5e8lcyAl3NyHoydtqQmlkoXEzp07dafv9iDDCTjnqvtevfLMdtQbrzyLFEGuxYsX4x//+IfL0ngbr5Shlwaq7777bvTvpUuX4oknnnBPGB24sSe3q6vL0l5kMxNkiaqrRqwRreDFlVwxdr8Hp+ppqoQ80lrJvTXy7y0RU+WrAdwA4HpnxSKkGFmVTUSc3ER3GAcPHsSzzz6b0DyBWMdTYnf0q1evBiCv6H3++ee6veklo7mygNoMotsTJ27nbzduODZau3ZtjNWCm2zcuBFPPPGEIe+zycCePXvw6quvui2GLrwySFRCj7nygQMHsHbt2rhrvB6n2yxu+haQIvfeBex4X/v27YvbZpRsvPzyy7j//vvdFsMVnDZXdhOnVnIJbVSV3IgnZXDOPxUdawZQ6rBchAQzsz96FWM3FYLDhw/rmm1esmSJ7XtAjCBVcsXHpRjpXKX3O9mxmVFy3333XXz22Wey5/qqYxC1MnKq/BLdRkOhEFatWhU1SXP7gyso2ydO9O6UsbInt6GhAa+//rrrA6Fnn302zgGYF/plOdx+V0B4P+CiRYsM7YcX142nn34aq1ZJd1/Zu4/dTHp9FTvruJY3fL04XXZqzyxdPTt48CDmz5+v6EFbafzgppdkt+t+Ildypc7i/vnPf9rmlNUL/W0qoGWufCFjLMQY+xVjrIAxdidjbBmAmxIkH2ECrw2O1Hjssceizqy8jBEl16uYUUrXrFkTF2pGeA933323LXIlA4kytbJCIiw43MLuPu3111/H1q1bcfjwYVvTNUsylJnbg662tjY899xz+OKLLxT3AxLJidhhpl3pGbn2008/td3SyQ4EyxW9XpWt4ubY0a7vl5MruZs2bUJjY2P090cffRRzfsOGDbaFxUvUNyEUCiXMkawbaJkrT+Kc+wDsA3AXgA0AFnDOL3ZaMCIWJx1PkSmFNkofYbvc3RvlxIkThj132lVmcsq+V3GinorTlIaJckoRSKaJKyD8XsSrroAzYYispt3S0mKoHSXCqYxX+1ajdfvgwYOa1jdGnvW1117DV199BUC+D5JLq7OzE6dPnwaQ2Dbk1nch2fDCxNzWrVvxxhtvxPmw8AJCm0uFb26iythJJffNN99MSHg/IHET68uXL8d9990X7SdTDa2WI5grvwpgEef8Vc75KsZYgfOiEWL0KqxiZcyuTsWOdP7yl7/EzHDV1dUZ2u/n9kdfz0pue3u74dAh4vvXr1+v2yR748aNcZ47v/rqKyxYsEB32BAvOmXyCnqfURrH2U1zZS8MGAUeffRR/OUvfwHgXH2x4zkXLlxoyAPuM88847iimyrmyk8++aStfhTEJsp6B/2PPfaYK3scxXXTjCMhr5W9GyTqHQjfy0QN8vU8l1B/hNVlv9+vK22nHU+JHSV6tY6Kldy6ujosW7YMnHPbxjvSiW3AmW9uoixnhDFrZ2dnQvJLNFpfiqmMsYmMsYkAhor+vtFxyQjTOBVCyMq9J06ciNmr8Pjjj+Phhx+Ou66np8dTsR2VHE9JzwPAq6++ipdeesm06cfSpUs14+Cp8f7776OtrS262qEXox8rL37c2traEvZREJd5XV2d4jklEvn+Dhw4gE8//VT7QgvIeWFsampyNE8piVTs9Trz6erqclgSbex8L26bK4vRq+QeP35c9Xx3dzcee+wxw32mEZT2U1rFi/2wWeTq6V/+8hdXHWe54V1ZitZKrlL7dkp2PWbTVpVJrft7enqwdu1a2e1XLS0tMV68n376aXz00Ueu+w+xUh4dHR2W8m5tbVXdliO8G70TKcmG1pdiDoDfAvgfABdF/v0fANMclouQ4KR3Za0GmMgVosWLF2PBggWO52MUPUqu8EHWMxi0y+FUomYVxXjNdKqzsxMLFizQDNuUCLzgeOro0aNYvnw5OOd4+umn8cYbb6heLyezkfr5/PPP65bNKnr2YnZ1dVlWMFesWBF1CGV2kGE2RJwXVuLlCIVCppz/vfDCC7bkL34vZvwjyLWhY8eO4fDhw7YronaaK9fX1zuqhHsFufJ56623NCcq7MpXPKHtFYyaK3tJdrNolfeGDRuwatUqrFu3Lu6cWlxwr7+bpqamuKgcR44cwZ133hn93dnZGWeZovVcTz31FB577DHF84K1gNfGdXah9VQ38HDooKvE/wG4U+M+wmacUHK96ExH6mnUK0iVXLl3bGb/jNUZ1/fee09XWuvXr7eUjxgnZomtpCmsnH/55Zdx55ww2TfjXTkUCmHLli2KEyByH2wxRsyVP//8c6xbt86xFSSzaJXF4sWLsXbtWtX4fErKqzjtBQsW4I9//KMh2aTl8uGHH0ZD+5hdwVR7//Pnz8c777wT/S33bry2UhcKhaLxwY2wc+dOdHd3Y/78+bZZFTg5INPTZxj5tprpg8Rl/+ijj+Kpp54ynIYe3B74a41V9u/fj4ceeshwuhs2bEjYs2mZwlrxeWLUXNkp7FgJ1VseQnhGJQSzWi3zWrv6z0T1ww888ECcAitV2uvr6w1vf9CaNFByuOZ232AXWiGEPgUAxtjDcseJxGFGIbVrJdeKPE6RqPyFfWB6VnLlZsS03q2R2WO5D43cAPyll16KO2bnKqee+pJIb32vvPIKANhq5m72w6akEH3yySdYvHixYris5cuXm8pPDT0D4/nz5zu+F0fvu9yyZUtMeJd169aZmlAwMyBTU2TN9jVabUC8v82O/JzGilxC25SuxIvT/Nvf/ob77rtPV/52reTK8cknn+jytNvQ0BC3XcFOGhoaVFdgrGDGOuHIkSOYP38+du7cabs8dtf5zZs3JyzG98aNG/G73/1Od1grM/tl3Z7U2bt3r+7rU7H/spPm5mbMnz8fK1asiOs/xJO4cvI6Mdnhtim30+htOYsi4YQuIKdT3sSpBpyofWVaqyVurWoIqzl6lFynPSE6bbalF62ykFtRdRJhMOOFPYNy7fDdd9+NrtpJzZH0YmQl1yjbtm0zdZ/T7NmzJ7oHTO9kkVnUlBojaUv3PnnJv4BVnG5fx44d0z055uSgv7W1NS40iBx//etfFT2t2mGuvHr1asdCXN15552GHS0JJtO1tbVOiGT7N15vekrX6bU62LJlCwDEeZO3Ay1TUqVtJV6zAhHjhrJ58uRJ1f3dR48eTZiPmmPHjgEIWwsZ9dTsRBhLL4ybnETvl2JD5L8pAFZFlN2JVjJmjM1jjM1mjP1G4fwJxthGxthdeu9JZYx0Xno7OK00t27dij/+8Y/RRil376FDh2zptO644w5DQbQT3VEaUXKNyGbnx8hoWk55V7YyMGttbY0qXUePHjXsrToRGF1d1DJF1oOTgxY9H063ZsG7u7tRX18fY/q7cuVK/P3vf7c1HyUlt6GhwdCzb9iwIea3mUlCrw5U3R4MyW3JMcvp06dVy8bsZJSAnjpz4MABvPDCC7LvlTHm+HYivSuPTuKkv4/09HTb0zSDmWcT7hHqhtEVPLPtQ3zfwoULcerUKcNpeGXFVMxDDz0UtfiScuTIETz88MNYs2aNbfl98skntqUlxslJUy+Wmx3oVXL/BeBxABs559M45//inG9mjF1gJlPG2DwA4JyvBNDEGJstc9mVnPMpnPNbDNyTsmgNfJQq6HvvvWfakZMQiFxpM//OnTvxxBNPKJpgGiURK4B1dXWmlTC5D42ckmsELzq70MLJVbWPP/4YL7/8Mk6dOoWHH35Y1vTaCE6/V6PKIGPM1ADEyZVcrylTUh599FEcOnQo+vuDDz7Avn37YvpEp1Zyd+zYkZC2qbXNZN++fYbjYttNopRcPc7FrJor33PPParhjYw8q9wKkZ4688orr2Dnzp2KioTa/v57770XX3zxhW4ZjaTvBGYcllnF6Gq/2W+x1/tPs9TW1qoqfl557i1btlhaRRcme5Scu5l5zrffftu0PGrYGZKtr6C3F/hTxAFV9OvDGLPifGoaAKHX2wNgssw1RYyxaoP3JCUvvPACHnzwQVvSknbQq1evVpz9sbpi0NjYCACG9r58/vnnmD9/vuw5p2K7iXn88cdN7XPinMvODJtdydUr//79+7Fs2TLL6diJ1uDBjlVAPXvi9ORtFmld1LvX3atm92p42atiot6XeF+SOJ63VQX6xRdfVOzvjPD3v/89Lp7v5s2bE+pcLFFK7vvvv695jdaEox7UPBZrPas4L2msbOl5Oblqa2ujyq1cHVer9+3t7WhpaYlOephtI1KHSU5azSgNzo2s5DY3N+O1116zVa5E4MU+X0wiHXQ5weLFi/HEE0+Yvl8cV9dLOG3J0VdI07ogsgd3hfQ45/xWC/kWSX6XylxTAqCRMfYo5/wmrXsYY7cDuA0A5s6d69i+EbvIy8tDIBBAbW0tWlpakJGRgUAgAEB+z0tbWxsCgQAYY1i/fj2ysrKQmZkZPd/d3Y1AIBB1KBEIBNDU1KSaZmtrKwKBALKzs2XP+3w+BAKBaNp+vz+qfHR2dqKlpQWBQAA9PT1x90vzFX5v2rQp+reU9PT06Ln9+/dHZXvttdeisghs3749ZnC+ceNG9OvXLy5tNbnef/99DBgwADU1NQgEAsjLy0NtbW30mm3btsWkJ7wvANF3Jj4mdx1jLEaGxsZGdHd3Iz8/H4FAAJmZmaitrUUoFJKVXZhJVXpn3d3d0fTF70+L2tpa5ObmIhAIoK6uDqdOnUJzczOysrLQ09OD9PT0mPTEz1BcXIzs7Oy44wKdnZ0xcmRlZcWkI5dme3t7zD179+6N/m5oaFBtz+L7Vq9ejYqKCqSlpSEQCKClpcVUXyCtbzt37owOrE+fPh1zTuk5amtrwTlHSUlJ9Hxrayt6enri7pcrN/HxU6dOyV6n9g6VrpNeIy0vufoo7p8ARNuKXHrSMj558iQCgQByc3NV5ZDj2LFjitft2rULgUAAPp8Pzc3Nmm1fjFD3Bfbt2xe1WKmvr49573v27Im5VpyXUtmJEfp56TEx4v5MeF9CH7N9+3bZNiN4TBefE74rAvX19ZbjLArpffXVV+jo6NBsy3LPKLzDjIyMmGvl+j1peqdOnUJHRwfy8/ORlhYesrS2tsblKZVNKoPP54sbyB48eFA2/66uLtVnEn8bhHISp5Oeno78/HwAYYVc+q7WrFkT/b1hwwZUVFTEfK/T0tLg9/tl+5murq6Y43LfXwHh2y3cL77v0KFDMXV569atigNmznm0LYZCIcN9qlIbEcYUe/bsQVFREbKysmSvq62txRdffIGGhgbFOifNQxgjHTlyJK4NiL8p0nGM0P6k+YvzEL/L7OxsBAIBHD58OOa8ULel/UVjY2P0t/DtlT6D0B8I3yHxPeK8hfGDAOc8mqfeMhKeHwi3Nbm6JT4mPKfSuFFaPwWZT5w4Ef0OfPnllzHjN845/H5/zLhY+r4FhLFwR0dHTDuUvtuOjg6Ul5crKq9CmkK7k75LAem3QnyvcFzoL5TGBeJvvtz3X5yWwJ49e6LvTI1du3ZFxztqMmq1F+l3Li0tDbW1tZrjL6+jquQyxr6NsJkyZ4zdwDm3axqtCWElVhHO+WMRGZoipsqq93DObwdwOwDMnz+fB4NBeyR1iDVr1qC+vh7BYBALFy6MOScn+/Hjx/HGG2/A7/dj6dKlSEtLw//+7/9Gz+/evRv19fWoqalBV1cX6uvrMX36dNTX10fTbG5uRigUQnFxMYBwR//mm2+itLRUNs/PP/8c9fX1GDx4MOrr65GZmRn9WAwdOhR5eXmor6/HoEGD4u4Xnkk4LvwuLS1VdKBUUFAQlXfQoEF48803UVJSEuPZT2DkyJExs/kLFy6UDT0ycuTIuH0mglwLFy5EXV0dLrvsMixcuBCBQCCmPILBIF5++WUAYWX1jDPOiMqXlZWFYDAYfYdiRo8eHb2urKws5t0Iqzo/+9nP8MYbbyA/Px/BYBDd3d1xe0bk6oYU8bvfsmVLNF8tgsEg3n//fdTX16OyshKVlZWYP39+tIxzc3Px3//93zHvYt++fXjrrbeiExzCcSkHDhyIkSMnJyemHkrrBhD+cIrvGTp0aHRFbebMmbL5CIjf0bBhwxAMBrF582bU19dj4sSJqvcqIdR9MUJdOnr0KN56663ocXH6J06ciModDAbx0UcfxaQzZsyYaLsR3y9XzuLjkyZN0uwrpO9Q6Tq5NKTydHV1xdTH3NzcmGuEtqKUnriMDx48iHfeeQeMMVU55Dj//PMVn6mmpgavvfYa0tLSMGHChLjr1MpdqPsCgwcPjk5GiOUaN24chgwZErO6O3XqVNn6rIZYFs553D3i/uzQoUN45513UFJSEpe+VjkK3xWBiy66CEOHDtWUTw0hn1WrVsX0gUpt+dFHH40rj+rqaixevBh5eXkx18r1e9L0hD5T/O0YP358XPk2NzdHYxPL1c309PS4fbhVVVX45z//GZd/RUWFbP0R0nv99dejx4Tvpziv7OzsqAWVtByl19bX1+O2225De3t7zPdF3G8C4T4xMzMTra2tMSuaAwcOVKzr27dvV6yrFRUVGDBgQPQbJ3yL5Hj99dexdetW1XejhFx9FxC+N0OHDsWaNWvQ1NQke10wGMTWrVvj+ikx0jyKiorQ1NSEiy++GEOGDMGmTZvQv39/VFZWora2Nnp/S0sL6uvrUVVVhWAwiA8//FCxL5Erw7S0NNTX16OioiIaxaCmpgbbtm1DfX19TH8xbNgwpKenY8WK8LpRRUUFqqqq4p5hxIgRSEtLi36HzjnnnGgaI0eOjF6XnZ0d8x6EPM844wzdZXT48OFoG5C228rKyrh6M2DAACxduhTp6emyeUjrp/C+Ojo6omnv3r0b/+f//B/4/X7U1dXh8ccfR2ZmJoqLi6PjYun7Fjh69Gh0rCseowWDQezatSvmPR07dkxx772Q5oEDB7Bs2TKkpaXJPo/0WyG+V5BPGIcp9dX79u2LplFVVSVbj6X1t7q6Gnv37tUc09XU1CArKyvu/iFDhsQc12ovQ4cOjYntLvQH4raSjGjZqVVzzks456WQX201ywb0rsxWQ7JSzBi7UdiDC+C4nnv6GlK333pMFu6//3785S9/MXSPnuvciEfmhomGnHxyciRSNrvzEiYx5DxvLlu2DMePHzfssMSN/Vh2s2jRougedSli02ppeSgN2sTY5ZXTyT25ZuuZnfGZpVip+0Y8r9rdxrT6DKv7/JXytOqpt7OzU9c2gvr6+rgtFnZ48NZyPGWmnJTap9H3Lg3DZbXOtLe3x/U3d955p6x5ulJep0+fNuTMUQ1BwVXLzwqcc8fNet98801dZq1qZux6uffee2PemYA0fveRI0d0lZHRd25XVAzOedz3XksWvbIKfcn+/fsBqIe1UgpzY0dd9Kq5sl6U3sFdd90le1wvXjez14uWkrtH7m+rYYQ454sAVAvOoyLOpMAYExTXlyFyLsU5X6R0T19B7/7ZRO6v0JPXmjVrdAevlns2Yd+vWay8D+mHQpxWT08Purq6LE8A2Old0kin1N3drRnj0axMdtfBzs5O3d5OneyYBcVf+nwffPCB4j3SQSljLE7pF088KZFo78p6WLhwIf7617/GHRdPkCxdujQ6iHESuTq3e/duW5zZJULJlYMxZnpvujSvdevW4bHHHktIWcghhNByEjPlpKTQGE1LWk569/AbReyATQutyUi9vhOsDv7Vnt+ufs2OyWaz5ST3fvR6wX3rrbewZMkS3HfffTF70dXGe3rk/Oc//4l9+/bpkkGNTZs24d5775U9Z3RRQk7uzZs3R8PEqfHMM88opmsVLSXXLWUv0Qs5dvhS8SJao5uhjLGJkXBB4r9/azVjzvkCzvlKwSw5cmxO5N+myLmVnPMFavf0FeyaPZO7x8lG/O6772LRokXR33pjvdr1vFYa6p/+9CfFc1999RX++Mc/mk5fGKy41ZFITfTskINzjhUrVuiKMSlFbc/HunXrcPfdd8cdf+KJJ7B69eo4GezAiDMY8Z4qaf7SQSljDJ999pkt8gDhwbUwwE60d2Vhv46Ue+65J+a3lWDzVvqm5557Dq+88go454oe4gU459i9e7fsyp7dbdSIUyOp8tTR0YEPPvjAsEzC8+uxLBA4depU3FYMuzHyHFa/CUbqkhHFzq5VZb152Zm2VloHDhzAHXfcEXPs008/tTXcih455BBbwCQ6NrsYrcliKXLPevLkSV1exZXulzun1xu7loWEUYyU5ZIlS3QpuUqTO1p56VnRVlNyP/zwQ9lFmubmZt0xvaVYXbghjKGl5F6DsEL7PwAuivz7PwD6VPgeLyHuhDjnlkxrrHwsjdxrZZBrlebmZrz33nuODTrMpiv9MCZ61VQ66JdLR89A7957742uVjY0NODDDz80JMfu3bvR2NhoyEO3wKFDh/Dee++pXmNnuTsZ09Esf/7zn3HnnXfqvl5OdulKrl4rDaN5WpmI0zqndt1nn32GRx55RNN5xnPPPSfr5T7RK7niyUepkrtixQqsXLkyIfGj33rrLWzatElWNiXsfFdtbW0xE6Ra2Jm31dVLqfmyF9HzvpS2mrz77ru25GOlT3311Vejf1vZ8uH0Sp0Z02E1D+NOWQn0VZSU3JMnT2LFihWyIb7uv/9+3HfffbrzENcxu7dvUR1QR8u78g2c80+lBxljkxySh1BAriJv3LgRb7/9Nq6++mpTA0m7VnL1muRaTUeM3ud8+eWXceTIEYwaNQplZWWy1+hRwpXyk3MKoHStNASI3Rh5f+Jrlcwi9ZivtLS04L333sO1115rQNJennvuOVP3uYEdgyE7B1SMMVuCw3t5740de8uECR25VWcpcspNIpRczjn27NmDysrKqAxy7VIw20/E/jG5uqX1LuyU68MPP4yJBevESu6nn8YNbwAk7/48I3DO8fnnn0d/G+kHnAg7Znc/5JXBv1oIQCW2bduGCy64wPB9yaQA22U9ZhWh3knbvNGxtN0eiBcvXpxQh09ery9mUVVy5RRcteOEc8gppMKgzQ7HNY2NjVi3bh0uueQSxQ+YWZt9J5RcvQgz6mqy/uEPfzCdvtjrqhZ6zYcSjZwnYUB/+XopzuoHH3wQDW9kN8Jz2rG66ARm24/cSq4Ut5yHiVdr1HDyXSfCXPn06dN49tlnMXz4cJx55pkAwuUiVXKF30bbnHjF7F//+hcCgQBGjx6teo8ZJdfqHmIxiehX2tvbZY87qeSuXGnNnYid9VHsTdVIunJxiq1g9ZmM9H1Hjx6VXWlPlkG+1+VUmsQzIrcQNtJIXmvXro0JgaPXpF5IQ9rmjVgrAOa/kZzLO13bs2ePrd9dpXxSHe+MTglLyHUgWh4txYrzK6+8gk8++UR275pSp6UXMw3LC3tyE5mnHebKZjuwdevWyYZpksqklL7wMfJKByr+OLW3t2PdunW2zvi6kUZrayu2bNliOX+59yAnk15HX2bz9BpKMi5fvtz27RZyeQkr1jt37ozuP5NbyRUGYlaUjPfff182bI8UuedO5EqutF7K5X3w4MFoe/eSubIYqVxqjursxIqTyjvuuEN1gkmIVwyEt6xIfSPozcdKn2q2vB9++GFTfiO8gtHn1lIwjaZnxPmZWT777DNd3zvx5PyqVavw/PPPm86zqakJ8+fPj/otMOqZ3K3vnNe24nkNUnITzIkTJ2T3fcnR2toaHeSYMS3euXOn6nm5SvzJJ59E//aK0pLMbN26FRs2bHBbDFPo9TbopZVcKWvWrMHy5cttmRHVs5LrFKtXr45ZdZHDTk+lRvZCuoXRVXOz70cttIVcjFUttCYaBAc0ckqu8FtOydVyrmUHVldy9SiuAnr6lSeffDK6YmPGXFkJo23cyP48qySi/wmFQjGmzFLE9U/YsmKFRK7k2pGfFazmrdbvyaX9wgsv4Mknn7SUpxghxq+Y/fv3Y+vWreCc27KFRi9ObAHzqsUdYQ5Do1PG2PVOCdJX6Onp0eVdjXOOu+++O2oOq3dlU08HKg0jIf5ASB2NqOUnxMCUKnF6VwClODEI8cJslNpAmDGGbdu2GXIeZAdWVteTSckVMLoaZ8S7stm90FZxchLKaCxkPQj1x+5BkNOTcdI+ROz0ycwElt7VdLl2pWau/MgjjxiWxSiJXMnVY0Zv5LwRjD6HXXFJtXjnnXdss7Kw8r6MWBLoyceJ73Qy76tWU16Nvqtdu3bpXn01+y175pln8Prrr+O5557Dww8/bEg+r7Fu3TrD36gNGzYY8lwvRs0Kwk4S2X96CaOj02GOSNGH0NuJCBVOLdyIoGQaRYg5ZsbsRaCrqyvqQt3o7L3V6wDgvffec8Ts6/7777c9TTmke+TM4sZeRCUl10sr/054n1XyBKo0ANGrzNiF2bTlnscpM/8vv/wSCxYssOQVXisPM6jN3kvT1rKQ0ULv4FsuXIzaSq4ccp5BreCmubIWbim5ehya2YncRPTevXsTqtTZtSdXXMZW6qpcXRHSS2SsersxanIu/n348OGEeGEXo2QxZfc3xU6kctXX16t6t1Zi165dpvI3k5cYr75Xr2BUyfXOKLaPoWWubGUfKGNMtTMVrhPPVluNI6hXNiXWrVuny4GH0fciFxPNaFpudTqptKJoVZFwAi8p8WZ44oknsHXr1rjjiayvwiBIztGZUeyUWy0erN3vR+/khxCaS4zRPbmvv/46Ghoaog6W7DSVlMNJx1NWVyKcipObaKTPuWfPHvzjH/8wPOlrpS7osd4JhUJYt26d7ugFNFhXRhyTVe972r59O1566SXN68y+d6lFIEF4Ea0QQjFwzm91SpC+gl2rLXZgJU0nHE85oUQoyWlGibKy4qqE1WfetGkTGhoa8MMf/tAmiXoRv7vNmzcrvkuzK7nHjx9XPPf2228bSisR2GGW7aaifOjQIV1ma3YPOMUz1Rs3bgRgr4l7V1eXLnlXrlyJnJwcTJpkLAKeW0ougLitLWaUyL/+9a+K53p6evD73/8eF1xwAc4991zNtBJp8qbWVk6dOoXTp087lreg5K5duxY1NTUxXluN4rTyJkRXMGou6bQiv2nTJixfvtw2awK1+pDsE5BSpHVm1apViufU7nMazs177O1LkxpeqJ9krkx4GsH7rdZKrpVOxwhyDWLr1q04fvy46T25iQxT8sILLxi+RzqosoKdJlKCqaWT5b5kyRIcPXpUNh+zCstDDz1kWS67OHDggObqolKZMcawdOnSmIFIsuP0By+RH33xYF7s1MnM/WYR3ueJEycMxVOU7vU04nvBSPp6VwHV8p0/fz7eeustzTR6enqwatUqdHR0GHI8Jb72gw8+wD333KNbNqMcPHgQtbW1WLVqFR599FHb0rUDJRNVscdjM+nYIYsYwWGbmuM2cZ+a7IPsRPVpVvbn2o3b+TuFF5RSvThVBmbNr70GKbkJxuieXAG1AbTVmTQ5c+Uvv/wyuoog5yhLbuD3+uuv429/+5tp+cRKpF0NNxk6YTc6VCt5uu14qr29HfPnzzd0j9bzPv300zGDWSOOp4Dw/vi1a9fG1H/akxvLsWPHon/b/R7U5BWHCzGTr51K7kMPPYRly5Ypnk9WhAmiffv2aV67efNmrF27VjMOpdF+ResdGnUmIw2hs3btWkP3O4XScyZSyRXakZ624ZTjqbq6OixdujRGHqskwrrNqhWcWRmXL19u6j47kJPZK32eV+QgnMHw6JQxVsgYK3BCmL6A1c5YqdOzsidX7vgrr7yCuro6APIrrEofN7njyTQrZgd2dZpWHRJYRe9zJNrxlBlHL3LPsnnzZkOmdEohhLyyB9vr7UzcN9ghq5kVDbeVXKtp2V3XBE+9VgfoRlY7BZNrrb2aXgoLc8cdd3jeUsPtldxly5ZF69Mnn3yC3bt3Oy6PWeebQDjkVnNzs6a/Ezk6OztN52snUgd+au9w3bp1tudvpMyk15oJv0bEY9fkSqoq+4aVXM55M4DZDshCeITXX39d8xoje8PcHHwnc8M1ugc4Ue9ZakKZ6JXcw4cPW06jpaUFS5Ys0eWYQwsj8UndagtGByNOtxu764yT8tqp5Cqh10eA3ebKemO2S/O3gt6tGm6GEJJipQ4kYk83YNzjsZ5n0pqIEKfx0Ucf4e677wbnHG+//XZ0i5Uadm3bMdOvPvLII6ajKQi+BazKoERra6tiGLdE1SenUYvD7DZenzAm9KM60mCMXcgYCzHGfsUYK2CM3ckYWwbgpgTJl3KYNVdWu18caoJzHuOJT08eUnNltbBFAmofSLN7cp3AzCxtIvjkk08A2OuN1Ii3Qz3vw6sruWZmgKVKhDB4M7PPWvpelMLPJNpc2SxumJLZ/R6MhOVxKm01tN6nYHbpNGI59MbOVLrfa3XEq4P/trY2Wa/mZtFyAGg1HTFadV/u/O9+9ztDcgiyuKVsiccITpgcm6G9vR333nuvrrzd3KObCnup+xrz58+Xndz3mu8Bu9DqFSdxzn0A9gG4C8AGAAs45xc7LRghj9ag/KuvvpI1E7K7I5Lm4fWOLpHy6clLMHey0+xJLfyRkyR6JVcLufe/cePGmLYjDM6UZLdjL5SX2oTXVnL7qrmyXenYkZ4ZxyLifM2+l23btsmmZyRvI+fcpqurS9M6as+ePbYrWNKtGFIHUFb20xpZgU2E4mg0nqwYr5uhS5E+i54QTU4imKir4eX26WXZ9GCmfcnFT5Za6KUKWqPTvQDAOX8VwCLO+auc81W0J9c8egdZRk0yhQpsxHTSzj2fag3NzMBy8+bNFqTpRbwXzo7YnKmCEyu5XkfsjVVNyX3++eexZcsWxXT0vhe5EElOxie2M5RDMii5ZmJHmsFLSq7b2PEcesxYAfdXcu20stHi5ZdftpxGXV1djMLx3HPPxZyX1mM76rVdYYicnlhTS1tQ/t3wjqyFXFuRTk4ZUU6EcWVdXZ1s2Tk5kZtMfaBdYa8EnKxbei1yOjs7oxEy+hJao9OpjLGJjLGJAIaK/r7Rccn6MN3d3Xjqqad0X3/s2DF8+eWXqtfIdTBih1JWG6Hax85M2lYcSogRnnvlypUJM8cw0pl3d3fHeJ1NRnbt2mXLIM0u9Lx/YQArp+QqrXA9++yzhjxUWq1vd9xxh6X7xXhtJdeOiRFxH+nkSq4dyo6dyoCbuJm/1kqu2+8mUSg957Zt2/DEE09YTscIVr0r29Uu7FAi/H6/pXdiZ4hBAbl9ue3t7TG/xUqulvyPPfYYPv/8czz++ONRnx9u7If2OmqT3F7jlVde0XXdCy+8gIcffthhabyHlju+OQCqAQi1+KLIv33ja+IAejoEox3/F198YVYc21AzHfRCJyh4iibs5+DBgwCAiy66SONK76BlrqzEunXrMGLECCdEisNoP2DnSq7TJDKEkNV8vbSSa7fjKbP5A9CcWJVDPGj36h7aZObEiRO6r7XDPNhq2xDutyKL1kqm3r22fr9ft+mv3ESoHU4M9WDVXFlYzZWzbDO6T99IuRkN4ZUIuru78dhjj7kthuL+azvpq2NgLSX3Bs75p9KDjLFJDsmT8jih8KkFW08Udpsr24Ugl9smtV7rYPSUyZo1awyl6fQg8+2338aAAQNsScuskmsVtwbiRsyvOOe2rbAo4ZaSC4QdtBnZ1mHHSq4XFTCrZbB69WqbJNEHreSGsXvCRC1drbysymLHpM0bb7yBIUOG6MpHDZ/PhzvvvFNXnnpN7uXYtGmT6Xvl2LVrF0pLSwEYe48dHR1YsGABpk+fHj2mx+moFD39yJYtWwxHi9DCjnbwhz/8wQZJ5OGco7OzE2+88QbS09NVr1XypE1YR0vJvYoxJhfszFgANMIQTjgQknYIej0wm00/URw8eBBVVVWa17mt5D7++OOOpv/hhx/anqZcmASrWNnrIniktgOxkmu0LVip6062E7XBxpNPPql4zo22a3d7NOJd+ZlnnnEkbTXMKsp6FBEr6Vm530sr3Han5WWcUnLN4AVz5bq6Ok0lVw+Jqj87duywdL+0n1+6dCnOOOMMw+kcPXoUnZ2dhiezxXDOdSm5RmMm68Gqwy2xAzwnqK+v98QqcV9Ha6RRjLC5cimAEgBXI+xp2fKeXMbYPMbYbMbYb2TOFUXOz2OM3SU6foIxtlF8LNnQ0yE8//zzjstx3333xfy2OqsvngFdvHixrWmr8eSTT0bNZeVwYyXXjcHWihUrEp6nGYwqGGbQ8/6FwdXBgwexcOFCp0VyBCPtyshMcbJ4VxbjpLnyV199ZfgeKWYHZFJ5vWSu7ORqv1yYMFrJDWPXc3rB8ZQd5sp6FC096autzlpZuU119Lzb2tpa2/ITHDpaVXKd9iNi98o1YQ6tkf8tnPPNnPO9AH6CsHI7hXN+j8Z9qjDG5gEA53wlgCbG2GzJJVcBKOGcL4pcLyjVV3LOp3DOb7GSv9dxKxSMXUj3CDttrqxnJc7tlVyv4USZ6BnwyHkcthsjSi5gXCavruSaxQ3vynbjpLzSGMtmsCvMh/CcZswK7cwfsK7gqJXZhg0bLHl6/fDDD+MmW4lYEmWurNa/GiljK98sPfmobSn6xz/+YTrvRGBkskBYVbU7jFsi+PLLL6Mxp90OnZQMeG2bnBuojvw5582MsUmMsU8ANHDOp0UUXqtMAyC49t0DYLIk38c458I6fzWAlZG/ixhj1Tbk7xpu7U91c9CqttJqB1oz/IA3nF95CbFnbbtIJsVIPEA3OgFiZ2xjO7HL8dQ999zjeFm65XTIzDuqrrb+yTE7IFNSRJzYSqCHRK3kyqHle0Is24oVK5LKQ6oRtKwyVq9eLbvyqKXUmlE49dQBte9/IlZyjey/T1befvtt3Y7ghPfhJYsAvYidZXldyTUTh9xu7A6FlIyo7slljN0JYBKAeZzzfaLjF3DOrazFF0l+lyrkXw2gkXMujMhLADQyxh7lnN8kufZ2ALcBwNy5c201j7CTrq4uBAIB5OXlIRAIoLa2FoFAQPUePdcIKHkS3LFjh2Iaubm58Pl8uvMwQ05OjmNpHz9+XFF2n8+HUCiEnJwcZGRkqKYjlIlVOjs7HX2XXmX//v2OPLdd5QL0mk2J60x6enrUQ6eetnbs2DHT8mzcuNG2ZxHqNhCWu6WlxVTabW1thu+zWiZHjx61ta50d3frSi8nJwd+v99Q2pmZmZZl3bt3L9577z3D6TQ1NcXck56ejry8PMXrtcqlubk5er61tTX6t9/vj/tmFhYWIjMzM+ZYenp6zD1WnHJxzrFr1y5FeaXPrsb27dtx4sQJT/a7etuK3uft6OhQvW7Hjh2y33vpuz558mTM78zMzGgdEI4rtau8vDxLfY6Uw4cPq6ZTW1ur+J3PzMxUfXebNm1CdnZ2zHkz/ZeRcZiTnD59Ok6Ouro61NXVobi4OKEy7ty509Zvmlq51NbWxtV9L5SHF1Cqm1bGKkK6DQ0NntWn9KDleGoygLsAVItWUBmA3wCwouQ2IaywajFPrMwKq7uMsSbG2DzBnDly7nYAtwPA/PnzeTAYtCCec7S1teG1115DIBBAfX09gsGg5p7AgwcPyrp7l0Np4DFixAjFeFo+nw9paWm68/AaZ599tqLsaWlp6O7uRnl5uWYgbKFMrFJeXh6XjiBHKjNw4EC89dZbqteIFTO92FUuACD0Czt27IimmZubG41xqKc9nnvuuZ5rK8FgEC0tLabkCgaDhu+zWiazZs2y9R3qlUdPPyAlOzvbsqxlZWXYvn274fvOOOOMmLyzs7NVQ3FovYcpU6ZEz4uvy8jIgPSbuXz58riQNLm5udH7xJNDZhgwYACGDRuG1157Tfb89OnTdb/3oqIi+Hw+z7VLQH/dHD16tKPyDxs2DK+//nr094QJE+LqllAHhD5w4MCBsjIFAgEEg0HU1dXJ7p82ysUXX4xly5YpnlfrlwsLCzFx4kTVd1dTU4NXX301+ttM/6Xn25AIxo4dqyi7uH0mgpqaGsX2awa1csnNzYXf74/5bnuxvbuBUt20+p0NBoOora2N+zYkE1pK7i0KIYSs5rsBvau51QDivOZElNgFkb9nR65rjCi2zm/scwgz7+6DDz6wnG8qdwZqnawbjqeEPSNi+sKeYL1hGhJt5qiFlb1/XuHPf/4zzjvvPFP3evF5jGLEu7JR7Hg/du/JtRu9+zHFx7xUb5544glceeWVbothCadNC+00Vxawqy9vbGw0fa+X6qHbJPpdJDK/p556Kua3HaHdUh2r5dPV1ZX07UtrT26cghs5vspKphFFtVpwOBVxQAXG2IrIv7MB3BXxpCxsPnoZIidV4lVcohelQZxaCBG1+1IFt5XMVH+/gL4O1Qur2aFQKMazYiooucm298bud+h1JddsGtL7nHT2ZPR+p2VJhXZpBKcH7dIwLtL31draGneP0js1sidXD2+++abqeS2/G3Z4VyaIZKW9vV32+EsvvWQp3T/+8Y/Yt2+fpTTcRmtP7q8RNiv+E8IrqQsAnADwqMU9uRBWaSXH5kT+XQlgmMxtKyX/Jh3SznjBgrjXkHDq6upQWVnpthiO4MZKrhxaTlNSgWQYSLz88su44IILUnIW2OyA041yc0vJNYMdstoln51KqhpdXV1oampSvd9pi4xk6E/sxIrptx6k3qal71fOjF+pDA4fPgwgcU6HNmzYoHq+Lym5Xvp2ufleU6lMreJkOKRDhw45lnYi0Br57+Gc/5ZzfhLAKwBu5JxfDXkFlDCB2v6qRJLsFVkLpz08E2EnB15n27Ztls30vPpx9ZoZuBp2T/oIe6q1cMuiwq4JCKdWT6XvxQuz96nSLvWSaCsXudBYRurXl19+mbB3Ll2FFpMoGbziVV+tjJK9DRihLz2rFk6Ob5P9PWspuScAgDE2FECzyMOy/fFH+gh9wWzVSyR7A00mxE5NvIx0kJAqg2mzM/xuPI8dfgbE7N+/X9d1bpkr26XkOrWSKxxvaWlRnTBIZOgnPfHP9aaVDOgNAWMXcm1GqviqvdNXXnklYRNrapZYp06d0vz22FE3/vSnP1lOww6UTFPdwM0255UFIi/gtBVIMqPleGpKZFBwK4BHAIAxVgig0GG5UhZSchNLsg98CPtxe1+jU5h9Ljf283r1HcrhJSXXKaVCcDBy7733AgCuvfZa2esaGhocyV+O999/39D1yVSnvIq0fm3atMnQ9U5hNYRJKtWN9evXK55LpefUIhksx1KBZK9TWo6n7gZQjLCX5SciCu5V0Bf+hyAIwnOoreQmk8mvFLOyf/qprH/BlMStlVwvmP8C6s8i9nCr9J70moVblcUL6RHa0Dvv21D5E15HayUXnPNXRX83A3jcUYlSHKdXcr3gvZYgvMwTTzwR81v8oRYcqqgh54VUL3bG/JXiJYckWrg1ODJqAguklnMVtfSSeYIHSK76nyokS50hZYwg+iapH7yTIAhCJ3r2tixfvtx0+tnZ2abv1YIG+dq0tLQYvqevKLnJvpVm2bJlbovQ5yAl11ukcpxcgjADKbkJJtkHEgSRaog/1E7vT3VyUJgsA85ko68ouW5gpzxe8X6b7Gzbtk33ta+88oqDkhBex2v9CWE/yV7GppRcxliB3YIQBEG4gdjE/4033nA0Lyc/GMm0kptMH85kklULvc9Ck7F9FydjbrqFU1tEvEai+6pnn302ofkRhFE09+QCAGNsEoCrAXAADMAkABc7KFfKQoMHgvAuTrvid3IQUldX51jahDskciX3xIkTtuZFJB+pOj558cUX3RYhJTl+/LjbIhCEKrqUXACzATwq+U2YIFU/IgRBaENKbhixJ1+v09zc7FredtcXtUFpouNcp9IKeaIZOXIktm/f7rYYhMegNkUQsehVcjdyzvcKPxhjKxyShyAIImWhQUjy0d7e7rYItrF161bFczQBmzzs2LHDbREIgiA8j949ubcyxjYwxhYyxl4GQEquSWggQRB9F1JyCSO4VV8S5cSJ2oM5vv71rzuS7scff+xIugRBEG6gdyX3Ls75KuFHZI8uQRAEYQAa1BNGcKu+fPXVV47nceTIEcfzSFXKysocSXfv3r3aFxGehb4vBBGL3pXceeIfnPNPHZCFIAgipaFBCOFVxHXTTDxho5CSax6yCCO06N+/v9siEITr6FVyVzLGJjLGLoj8RyGECIIgDEKxbAkjJHJSRJzX559/nrB8CeOQkktIGTBgQEwbLiwsdFEagvAGepXcjQCaAEwBcBWAG50SiCAIIlWhlVzCCG4puYnCTc/VyQwpuQRBENro3ZO7CMAGACs453c7KA9BEETKQkou4VXcqJtPPvlkwvNMBUjJJbSgOkIQ+pXcGzjnnzLGhjLGliMcUui3TgpGEASRaqjFKSUIKQ0NDQnLiyZgkgefT68RHtGXoDZMELHoVXIfZ4wdB7AJwG8455udE4kgCCI1oUEIYQS1uLZE34VW6Qg56PtCELHonQ78E8Imy8MAzHZOHIIgCIIgEg0NkJMHUnIJLaiOEIR+JbcEwG4AtwD4lDH231YzZozNY4zNZoz9Ru95rXsIoi+QnZ3ttggEQaQYpOQmD6TA9G2o/AlCH3qV3A2c839xzvdyzlcBsBQnlzE2DwA45ysBNDHGZmud17qHIPoK9IEjCGe44oor3BbBNUjJTR7oG9C30VP+VEcIQr+SOy0SJ3cIY+wCAJMs5jsNwJ7I33sATNZxXusegugT0MeLIAii70KOpwgphw8fpjjsBCFBV0/JOX8cwBwAjwGYwzm/x2K+RZLfpTrOa92TNFRVVbktApHEkJJLEM7Ql9sWreQmD325nhLK5X/kyJEES0IQ3kavd2VE4uPeDQCMsQLO+UkL+TYhvM/XyHnVexhjtwO4DQDmzp2L2tpaC+I5S25uLnp6ehAIBNwWhRCRl5eXFGWSkZGBvLw8t8VIGMlSLn0Jr5dJWloauru7Dd/X2Njo6efSwuvl0hdxokz27dtH5WyBZG8njDHNSam0tLSke8ZkL5dUJC8vz9P6lBaqSq6Kg6k5AC62kO8G9K7MVgNYoeN8kdo9nPPbAdwOAPPnz+fBYNCCeM7y0UcfoaOjA/X19W6LQogIBAKeKROfz6doepSfn4+WlpYES+QeXioXIozXyyQ7OxttbW2G75sxY4ann0sLr5dLX8SJMqmursbixYttTbMvkeztxO/3o6enR/WakpKSpHvGZC+XVCQQCMDL+pQWWubK/QCsAsAi/wpOp1ZayZRzvghAteA8KuJMCoyxFUrnle5JRsjUiNBCbc8V1Z/UpX///m6LkBKYbSPUtohkQFpPq6urXZKEcIrvfe97iufI8VTqUFBQ4LYImiTzXm/VlVzO+a0AwBgr5pxHPSozxo5bzZhzvkDm2ByN83HHkhHqfAgt/H6/orkl1Z/UJTMzE3l5eTh16pTbovRJqG0RyYAVx1P9+/envZtJwNChQ90WgUgAXv/mjB8/Pqkd3emVfApj7IKId+UrAFD4Hgt4vVIT7uP3+xXPUf1JbcgBkHWojaQGFBNcHrP1+7rrrsMPf/hDm6UhCILwJnq9K98NYBiABQCqbfCu3KehAZi3mTBhgu1pGnUUpabkEqkLKbjxJLIteKVvzsjIcFsEwsOo1dPKykrFc8OGDfNMHSfMkwhz5RkzZli6nyC8gC4llzF2Bef8cc75VZzzeyIxc//EGJvosHwpCX1kvI0T+yKNmnuk6p7cwsJCt0XwPKToxjJy5MiE5eWVttWvXz+3RfAEXikPr0HvhXAaqmNEKqB35D2MMbaQMXZ95PdvOee/RXh1lzCIE51HcXGx7Wn2VZxQMoyWudr1yfzxmTNnjvZFRAyXX365LenMmjXLlnQI5xk/frzbIngCu/q66upqTJs2zZa0APcn65QmQefNm6f5zpL5+0Hox2o5p3I9ue222+h7qJNkrwd6ldzdnPOrAaxkjA0F0Bg5vscZsVIbJzZxFxQUOGrWp1XRMzMzNdNwwgw4WTBa5n0pDm5fRro/bvz48XGTLIMHD7Ylr/T0dFvSSTRKfY+aV8pk966cqJXcqqqqhORjFrvK47vf/S7OPPNMW9IC7J0INWM5lJYm7zM0KyvLM3WYcA49ZWx1nFlSUmLpfq+j9A7NjKPJtNu7GFnJvQLATQjHqi2NHCe/9SYYNGiQI+lqxU2zgpYSW1RU5FjeiWbixIlui6AaEJ0GMamDtC+YOHFi3ABaaUBrlFSrN2qKRrIruYmCTOPNYee3Vi38z7Bh8sZy4no6YMAAQ/n1tTqeKpSUlBgaZ1kp576gtCm9n4qKCsNp2WklQtiLEcdTDMBjAJoA3MIYuxPAbudES13OOuss22NjOf3h0poVTCVHSTk5ObanabR8OOeKqyw0SEld5MrWrvJOtXqTygpaqpWVWex8D3amZaeSa1WuefPm2Zoe4R2+853vRCc6ysvLo9Y4iVjJTXXsfD9W2hy1V2fRXcqc81c553s553sBHOec38o53+ycaKkLYyzpQiO0trZaTiOVB6VaGO1QQ6GQYudHnWJqI20nfV3JVZJbrT8x29ck6ztKVbyq5CrFMHcDo5YeVMe9xdixYxXP1dTUYPLkyQDC5Wak7KxsT+Gcp/x4zcm+5bLLLrMtbbdJ9v5Cr3flSYyxOyMele8E8IrDchEGcbsiJir/b37zm4rnxCbVifTIqgejHxzOeVIrueQITZtLL7007piTK7nJihkl1+68UgnxBGuqD2Sdwq2V3OzsbPzyl7+Mu19cjqdOnbJNNsJ5tMxjacLOGewcX0nvGTFihCmZnKIvr+rrffLZAB5F2Fz5UQCLHJOojyDuuPrC/gfAngFVaWlp3DHB06VYkbTLI61dmIl7qdTZer3DuvTSS/GTn/zEbTE8g5LDtaFDh8Ydkw5Y7STVBj2hUMj2NL3yjuySQ21vP5DcSu7o0aMNXW/0napZW9kZZs5If56VlYX8/HzVaxobG1XPG3kPank5NZC3yweBEdx0wKa3/MXl5nScXK/0g06i9N7N9Ilef19el89J9PauGwVT5Yi58gonhepLjBs3zpZ0kqESOzUjKXygxINeLymCmZmZfWolNzs725RSbxcDBw50LW85jJSXnJLb182VlRC/pxtvvNFFSexj4MCB+PGPf2xbenZ61P71r39tW1p68WqdnTRpEn7605/alp4Tsdnt4Lvf/a7iOafKxo0wc9/61rcSnqeAlg8QoZ+zMwyhHpJlAqysrMzUfXrej95thdK0EtVvjRkzRtd1UsuTfv364YwzznBCJM+hVxO4lTG2IRIr92WQkmsbNTU1bosAALj55psxZMgQ0/c72ai1ZjArKysBxM46e0nJLSsrw9lnn23oHrU9uV56Njnc/DhmZmZi0qRJruVvhEQP4L2qMGihx1xZumKZrCZ+wWAQVVVVCZPDyHtywiGfFowxzJs3L9rHW03LCFreu80Oru1Gzwpfbm4u/vd//zd6jd7JdbWVXK9/h5IF6UTUwIED8bWvfS3624ySm56e7npflijs9qQvPv6Nb3zDURn0omRpYHZyzOfz6e7Pk70e6e2l7uKcT+OcX805vwrAVU4K1dewoxJZTaOsrMxW5eS6667Df/zHf8Qcc2rgeeaZZ+Kmm27CkSNHosfs+gDbtSJpdJCWzCu5biq5XjT91yov6Z4sufdnh4Jhd72RS89ur/FqOGGu3Bfwev8hhjGGMWPGyIbdc3ply4srWWbLzu/3R82AGWO44oorXJPFi+Tm5lq63+yEx7e//e24Yz/60Y9iQtLIKbl2miv/v//3/2SP66n/3/ve93Tl4SR2K7ni59bbBzi9kvujH/1IV75GEByapTp6Qwitkhw64YAsfRI7G4Oa+UFWVpZuOYzGCZN7hmHDhsXtn3VKyWWMxa3kyN1jRgFyy1RUTcmlGXRlZsyYYThupBWU9tsaQY8C+1//9V+W80mEkuvEwFcpzZKSkoTllaxoPY8XFTk5Uq1ctBCv5LmJ2ntPlTK56qqrYpxWmkHOv4Ie1DwrCzhtlaJ0nZ6YvEbi9jqF2XrolRBCbqWfl5dne5peRLWUGWMLI/8uj5gqk7lygtHrXEPLvfzFF18c/VtpVdHs3g+995jtrMePHx/9W69XSy/tY9T73P369Yv+PW3aNF1Krh1ejK3OYkvRMvNzGi1nO3ZixGGJlsMYAen745zbEoc6WZVcJcTO5bzU3u3AK3KYwU7ZL7nkEsNp3nzzzTF9qRNyOQ15p08cifzGWyHRe3Krq6uTYt+mWWVVzVLu5ptvVlw91ZNWovoaxhiuuooMa9XQqh23Rv69JWKqfDWAGwBc76xYhIBRpzVK6BkkW1FyneTCCy+M/p3o+IR2mZLrSUcwjb7++usxePBgXebKdu0L+9nPfoaf/exnmte5tYp87rnnupKvFnoGN0J5TZs2TdegQS5NxljUi7gcWpYaSkgnBH7605/qtniQqwtO9B1Tp06VPa60+jJlyhTde6mkGJV/4sSJpvJJFG6s5N5666249dZbtS/UYOTIkRg+fLjh+8rLy3HzzTdbzt9NjJRLovxhWMnXy+3E60queFwmyKrHus2O53LT67RenDBXLi8vN+TA0q0xM2PMc442vYbqiDXiSRmc809Fx5oBxMdxIQwh7I/JyMhIiCJlZKXVzgZ7ww03RP82q6AK8mRlZVmKT+jUCrVTaSTKXJkxhpKSEl3mn3r2KDvxwb/gggtsT9MOjA5Gu7q6ZI8rcf7550c9PCrldf3110dXvPSgtnJfVlame19toiY8jG6fuOyyy3SvmkvR601TwKhsVsjMzLS9HTjRVjMyMiybfwKxshntQ+2YgEkWU123ZDFSd5Ti2//gBz/AtddeazrdRCIXvjARJMK7sl1RPtzAbP23w5mdkgxe6h+skuzPomWufCFjLMQY+xVjrIAxdidjbBmAmxIkX8pSXV2Nr33ta7bGmlOqjHJ7FMX2+ELICmFfidYA0cgAUjxobG9vV7xOzrxMDqdXcqWdvTBYuuyyy0ynaXRWVeujJj5ux4AgUZ3YlClTLN1vdnXOClorENL3P2zYMNXrGxoaon9L37vg3Vyc5syZMzVlNFp+YiWXMRa3r8qssw0zsngNo/t87X5etbZ/3XXXWW5DSmlbZe7cubanaTdGnnvKlCk477zzHJSm16uuXJ9hRFapldb5559vKT0xTk9kDR48WNdqvZNKmN53o2YNl4iVXDF2rOTOnTs36jhq9uzZuvM2IkciuPzyy03Vj379+uG2226Lm/RN9GKIW/f2FbR6sEmccx+AfQDuArABwALO+cWqdxGa+P1+1X2XRlFLp6SkJE4x+tWvfhVVdIV/zz//fPz85z9XNYsEILsHQI9C1tHRoZim3lk1qZL73//937ruE6PmmEjqxVOQ30ocQ71Krt7ZQKWBx8iRIzFv3jzjAtqMERNeI+jdn64HLWUU0Ld6bNTDr9qARXBCorRioPRerZqm/ed//qep+xKl5Lr1IdejUDLG8Itf/AI///nPHZeHc25Y6bDLXFkrXzu8akv7crFsifakfdlll0VXo50yta2srMRtt90muzXFiNIkVb70fktramo0y9VoffvFL35h6Hq9XHrppY6kC1h30AQkzlzZCFrXDxw40LTDLDmmT5+ueY0TprWlpaW2eAsXMFOWpGx6F60eTDBXfhXAIs75q5zzVYyxxMWJ6APYZRZlNR2fz6fL4YXZcCZiB1JS9HYs0j2E4lk4tY4uGAzqegdSc1K1e2677TbN9PQit1fTqJJ7zTXX6A4Oricfs9cqlaXVgYCdH5JgMKh5jZ59wEYUes65ruu///3va14jl75etAauVhQfI7LYaS5mF2L59fRzwl5pI46CzDoRU4ud7TSDBw9WPe/Etg49oTwuuugi0+lbIVH7OPXkY7Y+fec738G3vvUt0/kL58ST4mZ9AySasWPHRi1npM+oNI5wO6qBWlmIt4Xpud4J3Fb03HTAZIe5stJqtNpkq5587LQWTUa0Wu1UxthExthEAENFf9/ouGSEIays5hi9z2zs2HPOOUfxnN6BdXl5eTSovRS1/XR+v1/1I5Weno60tLS41UKxgmIWPWUjt4dNaXXE7o+JGx8nu/KcM2eOLemYRVovtJ5Lz4qUUdf+etu+IKu4HcjdZ8Vc2QhGVlCMrhp7dV8fAF1msErlYsdA2+7tDkKa//mf/2lpJc+MknvWWWfpCsPiRfT0BXYpwk6MDTjnuOmmm3Djjc4PB+3+Rqn5QlFSNoTrr7zyyrgJsEmTJtkqnxi5lVypebHUNwBjTHMLmJl4sGoY7ZtuuOEGTypgeuqaMEFiJ0oWlHJb5YxExLDqIdvtyQuraNXKOQB+C+B/AFwU+fd/AExTu0kPjLF5jLHZjLHfyJwripyfxxi7S3T8BGNso/gY0YtSZVSLuWoUJVNKPebKdiE47TKSl8/ni3bCcis0paWlOOecc+I6GruUXDUmTpwo69FWaZ+MmzPKet6DnpVcu/a9OB1qQ+t5jTqeMrO/SisvpXSlCE7b7Ko/iTJXtkJZWZliO7IDM887Y8aMuJVRpXQqKiowbVr4c5uVlWXL+3Wq/ygqKtLc6mIEM4Nwq6sedt03ZMiQ6J5bAJg8eXLcNU5NxCSyDQYCAUWLBy+v6orfkRlzZbGvhB/+8IeOeiGWqyd6tk8Fg0HceOON+OY3vxmdOJ0wYUK0XtpR//S29+uuuy7uWEVFxf9v79yDo7iu/P+9eo6kQRoJPUYyD0mgB2+QhHkbARJg4SAwQmCFp53wME5I7LVxjCuEv/YXV7Zq/9iqrL1bm/0jtVW2sR07yW4lZjd21l7Hr9ibZGPZ2Bi/YDBYiIeQQKD+/aG57Z6eftzu6Z7uGZ1PFYVmpvve032f595zzo05Bs4MK9cqsWqF4sTCklPzGz2UCx8FBQW2FdlUiKWQKGaj3bejRwd1K/8B+H+JZMoY6wIASZKOA+hnjKlnId0ASiRJOha9ni8VbpYkqVmSpEOJ5O83nDL14uk0NTU5PpHhjUhpDuvkYJqI8sQRVXLLy8uxa9cuTJs2zTRPp8tGi9bW1pgJEX9OO8q8Xfnc4P7774/5rFRI3R4EzHBqgml1QDRS9O0+n6gZNN85cnMn18haQ1nHrSJiXq5FVlaWoUxqrO5yipRZIBDAQw99vZabkZFhepazctd9zZo12LFjB8LhsCM+uXZ2chPpe0UtE+zs5Crv27hxo2GAwETal9W0Ojo6YiyLtEyK3Ypd4CWMMWzatCnm2D+n0nU6PZE0lbEbeNtjjGHOnDmOyWZ2v9YRQqJUVlZi7ty5cnDB5uZmWUF2Kmglt0wxki2Rvp+jtti49957heJJJPv4KquWjnbKQV0n7Cqr3FrQbCEglTE7QugdK99bYD6Ak9G/TwKIWeaUJOkJSZKeiH6sBXA8+neIMVabYN6+w04l//73vx/3He9kCgoKNM1X9PIT6TjXrl2LQ4cOobW11VJHy681uueee+4RmsRYpbu7W+7glEruyMgIJk+eLOTLtHLlShQUFCQceEoEPhk3MzNSTnT9ZJbJz+zlMimjcPf09AgrG1Z2Z72YBConr1bfv9JE0WpAEb28CgoKbCu5iaAlN383WoPmI488Eved6JE4VgOLJKtdiJqKql0p1Kaq6nR4bIDs7GxkZmbKAWL8upPr1GKgEqs7uU6VuVNn7Cqfx6qSKzJuusWiRYuErtOTbebMmcJnbWuR7LZrlN+2bdvkxWa3ykTUWsjOvMvoN6ffs1G/csstt6C+vj5uESqRZyorK4s5GcCpclGmo+dSYJRXUVGR6+3W6UV6LasLJ46B8wPaW0XuE1J91rSBjSq0fZIkcYW4BEAfY+xxSZL2qq79EYAjwKhC1tvb66jATnP+/HlZxsHBQd2Vfb1V/y+++AINDQ24ePEigNEdi6GhIYTDYQwNDaGgoEC+LzMzE+fPn5c/FxQUoLe3FyUlJQgGg/j4449jKvTw8HBcnsr3ef369bjfA4GA/F1paal8/bVr1xAOh8EYQ29vr+azXLlyxXB348MPP0Q4HEZmZqacLr9WKdeFCxdivmeMIRgMyt8NDAwgHA5jeHgYvb29MXkGg8GYMuHfj4yM4I477sDHH3+s+U7MdmSA0c7C6NqPP/5YNkXcsmULPvnkE/k3rXuUcufk5MS9CxGZlGRlZQnfm5WVhRs3biAvLw+Dg4Mxv/EyunjxYlx6N2/exAcffICvvvpK3pHSG0ACgUBMfQwGg+jt7cXIyEicfMp6DYi/g0uXLpleo5fW4sWL8T//8z8AgKtXr8b8riwPzs2bNxEOh3H16lUEg0F5MnDq1CmcPXsWWVlZCIfDmu9NWb9LSkriju+aP38+Pv/8c/T19Zk+z+XLlxEOh2PaKu8LlPlpvefCwkJcunRJ/hwMBhEIBOKUt3PnzsXlwVG3gfz8/Lj3p4VeOZw6dSpGbuXfvHx53RFtE8pred9lRH9/v2md4+1LKZ86bW5yPjAwgN7eXvk95ufnx41lRjIp+ztgtO8Jh8OorKzEmTNnAIwuRPD2FQgEhHYeAoGA4Xs8d+5c3Bnmyj5KZDeX9/NK2fmz37hxIy7vjIwMWaZz585hZGQk5l2p+wXeDs348ssv0dfXh4sXL8rXq+/jbVUvvU8//RTFxcXIy8tDMBjUzFtZtupyGx4eRnNzMyZOnIjLly/L3+fl5cn33Hbbbbh06RJ6e3vlcj579qymvLz81Gj1GyUlJZrtSg0f05X5nThxQlboS0tL5dMQ9NLRajtXrlyJu/aDDz4wLDtRlw3OpUuXkJ2dLdcdZf1St9W1a9fiq6++kt/V+fPnY8rzzJkzGBgYQFNTE06fPi0sA09fbwzj8H775s2bcj35/PPP0dLSgs8//zxOZiB2TAdG61o4HMbp06dj/r569SoAyHNHzrVr19Db2xtXP2bNmoVz584hEonI+fK+7Pr167j11lvx6aefxj3niRMnMG/evJj0ent749q1uh0oef/99w3fk/o9cpTzQq17+TyYo2xjemny9qZMj3/Oz8/HiRMnhMecQCCAQCCgO95otZHs7GwMDw/jypUrpuPP2bNn5d+mTJmCjz76SB73+XyMtwUlmZmZuHnzptzHpCquKbkKE2MlJ7mJMkYVVjO6lMos391ljPUzxrq4OXP0tx8B+BEAHD16VLJr3pYsent7ZRO806dPy50Gp6ioCBcvXkRZWVncb8Co+V55eTn+4R/+AcDo7ld+fj4ikQimTJmC5cuX44knRjfDS0pKYtKpqqpCY2Mjfv3rX+PKlSuoqamJCXL06aefxuWpfJ8DAwN47rnnZEWFMYZAICDfU1xcLF9/6dIl/OIXv0B2djYaGxvx5JNPaj7Ln/70J83nBEaPOnjmmWeQm5srp/vkk0+isLAwRq6PP/4Yv/3tb2PkLSoqwiuvvIKVK1eiv78fkUgEEyZMQGNjI9577z05z3A4jNLS0pj0gdFOgTv5q2XXex41wWDQ8Nqamhpd3xate1paWvDuu+/KafNnUMtuBdF7A4EAhoaGsHv3bvzsZz+L+a2qqgqRSATNzc1x6fHPkiQhEokgJycH169f18yjuLgYFy5ckD+Hw2E0NjZiZGQETz/9dMy1ra2tMfVG9Dmampo061trayteeuklOa3e3l5EIhF0dnbi+eefBzA60D/77LMARiMXKtMZN25cXLoTJkxAJBLBjBkzcOnSJfms3OrqahQXF8t1f/78+brvDQB+9atfYWBgICbt6upqlJSU4OrVq7rthzN9+nREIhEUFBTI12ZlZcXUTZ7fuHHj8Nxzz8n3dnR04F/+5V/kz+FwGNeuXYspJ2B0ZzYSiSA3N1ezD1GWS3Z2ttxnqVEuonCZXnvttZgJVHV1NV544YW4tBsbG/HFF1/gP/7jP5CRkSHcTgFg2rRpeOqppwCMtn2zd7p48WLTOpeXlyfLEAqFNOXhE4qZM2eisbER165dQyQSQXl5eZypttGzhMPhGJn5+21ra8M774waYJWWlsp18LbbbsPvf/97w2cERtu90Xtsa2uLO5aLX1tQUBBXb7Wor6/HsWPykI6cnBz52T/88MO4shg/frz8++LFi+PSU8ra2NiI69evx6Svx9SpUxEIBOQ2VVlZGZf3rbfeavg+Jk2ahFdeeQX9/f0Ih8O45ZZb4tKoqKiQ5S8rK5PHcmC0HnJ3ml/84heaz6ysF+PHj8dvfvMbtLS04LPPPovLi9c7NTdu3Ii7dsaMGfj1r38t56H3jEpZ+DX19fWyaeoLL7wQ04b1xn7l/aWlpTFjGqehoUGz7B588EGcPXsWx44dkxU2PaZPn46//vWvAEYXB99//32cPXsW69evR2VlZUz/odX//uu//isikQhWrFiB6upqWZ6qqip5TnH06FFDGfgz8vbX2NiI999/X3MM41y4cAGRSASTJ0/GlStX5DnM/Pnz5fzU7zc/Pz8mnVdffRWRSARVVVXyvGf16tWyhcjFixfl8Q0YbQONjY0YHh6OkW3v3tHpuDLfjIwMvP7662htbcXg4CDeeOONuGdWyqJ8t0NDQ3jmmWfk39T9F6e7uxvTpk3D008/LS9mqN8TH6vV8HGVj+vqe/k8mKPsd3g/rEY5hvL0+HOVlZWhsbHRtK/Jzc3FtWvXEAqF0N/fHzeXUMuqLN9169ahr68Py5cvlxeV9Nppe3u7nO7ixYvx6quvyuPKzZs3EYlEUFxcHJc339BYsGCBbXchP+BaBBtucqz6x82O38TXu7m1AF5U3x9VYh+L/t3GGNvDfXkBfOWW3H5BJGKk2gRKaSJRWVkZc2aqHT8sPeyYmJiZyFk9P23Hjh341re+ZSpXZWUlHn30UdTV1cWYKwOxJhp6EU/dMMNTR2K0mocysl+iZVlRUYHOzk7Daw4fPmxqQg1YM4PSe2atoxDspGOGnozLly+35D9k9VmV9cyO24D6Ot4HKNP6wQ9+oHmflcBTRsd9acmh/s5qveTBlTgPPfQQfvjDH+LRRx+Vv9M7wzpV2L59O+655x6ha3kwn0TcJJQoy0NZ/q2trbr1xQp+MFe2mr4odvNW5qcVX0GZrl5AR1HKysqwbds2R3wfjU4psIKd962M1Cxy7mp+fj5qampM8+rp6cHmzZtjZOPtwOrzOhVLIZnwUyOUprROmbzW19fj4MGDaGhosJym6LvjCz526rckSZqB30RQW6dwzOS24hJipxxyc3OxevVqXZc7vV1dpXm3Eq3n4VYYdo8o8wuehGmN7sDW8oBTXPlljL0Y/b8NwI/ZaCTlt6O3PQVFkCrlLm6qY8cfVcs8R6/zSoaPi9qMUo1Zo1+4cCFqa8XdrWtqauLy1HtXvJGqldxVq1ahvb0dP/zhD4WCUHGWLVuGnp4e4evNBkWzd2clbavs27fPNDCDXgAsqwqpEj25S0tLDeu8VZQLPaIcOHAA27dvF7rWatuaNWtWnM+x1nM9+OCDmn73QGxb4n+LyMEHOLPAU36BMRYzwFrx8zN6H05GALby/mpra2WzODMT4bq6OuzcuVPYP9KKfNwtYu3atWCM6cqijIiaSOApUfyq5DqRn5mS61a+Tl6bjPScUNJFYIyhu7sb7e3twv2BFZ9cI39Gq+/Ijk+umoULF+IHP/gBCgsLLaUjWkf52OL2XNNoHsmfy8ljiUSO+TKSxa17zN7zwoULNb9X9/XKutXQ0KB5Dym5NpEk6TFJko4rAkxBkqT26P/HJUmaEo2k3Bz93B/9/zjf4U1H+A6u1c5eUhwTpNUpGu26GFFZWSmU/7p161BXVxeTvxIzJZcxphtwiE8Qpk6dapqGyO+848rJycHixYuFgjQoWblypfysIpgpuVY7RCd35ROhqqoqJpiQ25NIO3VYzxdQr0MHRpUg0QUXu7uxSrQGkfz8/LhzkrXS5veq/aOVNDQ04ODBg/IAZyfwkGiEWTfrgJVAGHzSpXfmpVOIPK/WNSL1prq62pX3yU2PzY6dsPK+jeS0G63baSVXFJ4Xby9OHIWTTCU3WSRz0UB0bFditpAUCoVMx387shhhZ9HKicBTysUs9TwoXeBWL+o+30o7q6ioQHt7u/xZ7x153XaNzun93ve+FxP9W5StW7fGpMutify8EC6CV4GnCB06OzuxdOnSmOBDnP379+OnP/2p5n29vb2yf4XWJFZkoqXFrl27YgJfKNNSppmbm4t58+bhxIkTmuloybRnzx58+eWXpjJkZWXhu9/9rumOp6gJiZXO3Y0G7uU5t6LwwAYi16lJ9GiMjo4O/PznPzdNQ4RJkyZhw4YNMX5tgPhuHlc01SZt3G84kYkCf09aJsdaaLU7XpeMJnSlpaUIhUKy31FlZSXee+8923Ir5eF+ReFwOObsSNH73SIYDOLRRx91va2JPIOWDGozOKdNCNUo0920aZPle5zK2wirinIiysmhQ4cgSRIee0x/vXzGjBm4fPkyWlpa8Ic//MFSXur87PaTfsasTPw0OXZiMdIJC6Pm5mZ8+OGHlvNW55NI3dGy/tFLz2r/6UadVvv66xEKhXDkyBEAwDvvvIOTJ0fj1ZoFvVO+13379sX8pje+Nzc346OPPhKSS4+KigrNIF1m8GdUs3HjRgSDwbi5jVGZGC2gfOtb30IkEvFVO7aD/2fbYwBlJczKykJFRYU8KConr+Xl5br3AaMNb+nSpbr+pRyzHVFlujk5OQn5C/FOQs9fVrniZNQYi4uLdc1mOWaNkR+rZMWcRbSBqztHozQS7TSS0enYOXfNykRd7xkkScKUKVNw5MgRzSNn7MhkZ1WTs3z5cnR1dcXVmRUrVgBA3G6rngxGn7mSq+f/o75POfHg96p9WpXw8pgwYQL27NkTY/ZrVJeUlhV6E1qe/7Zt29DY2KhbB1avXq2bj5kcdsnMzJTT3b17t/y9JEkx533rkehiDUdrosj7RZH6o8Utt9widJ2WfKLuEVYmrG6Un9kkXKQM9dCKDK7OizGGRYsWaSqoZs+rtKwCtOuAiN+7HbRkMxs73cBunk6Y55qhlfaiRYsMjzRzwyRfhKamJtTV1VnadRaxThNp39OmTdM1ffWSnTt3Gv6udDcystoyQ29MnjZtmq6yKYqVoxJFmD17tqYFmt2F3uLiYktufH6FlFyfMmfOHKxcuRKtra3C92RmZmLVqlWGuzrl5eXyBF0PJ81Y1Gdz8uh8Wri9sl1aWorDhw+7YsJoNKg0NzcLX+s1iRycvnTpUtTW1toOWmQHt+tMZmYmZsyYESfvzJkzsWXLFlOTT9E8AHMll6M1eRb1s62srBR+93v37kVLSwsA7Z1vxpjQhPTuu+9O2Lc0UdRBq7q6uiydvas23S0pGT0cQPncBw4c0LzX6N3wBUcr/n5HjhyJO2/SDKfaiZ4bjRfmyqIRP3nsAC0ZjcYjJ1Hn/fDDD2PZsmVJydsr7rrrLsfSsmOubJXVq1cblgnvY/WsMJTYXcDQCjSXl5eHnp4e+ZSHRLGi5GZmZmLNmjXCabsxHmulKRIIk5NI3eDz1wULFuDuu++2nY4Rbi/qGJk2J2NByWtIyfUpGRkZWLZsmaFvrp0OZdy4caYVWlTJNdqNU6fFBwirZ7haQaShWl1dTmTltLu7G0eOHInbOZ8wYYIlGYzy8pPJW2FhIbZv357U6Jyiz7969Wqh80BFYYzF7FwmgtWdXCVumuPm5uaio6MDDzzwgGZURlGfXKuR09VR093CrO4Y/c4nWcrn1Zt4iQRLEZXJKsr0J0+ejFWrVgnfqyUL7z/VAd3stAOzuBNO+eRyCx4tGbXGI628tm3bphsITg+eX1FRUVwdyMrKipPnvvvus5S+HhMnTkRjYyMmT57sSHp6mLV/vlOVrGBSVrBTX/lC17Vr13Sv4QsvNTU1htZdWtTV1Vm+xw5uukZY8eNX46aiZbcOcn/84uJi4XHMSryWZJDOCqwIpOT6ACc6G61zAs0QUVITTa+wsBCBQCDGmf/AgQP43ve+51i+Rvknit00s7OzdU09Zs6cadvUzswU3S24GYyXx0tooVy0MFKOFi1apHtUysaNGx2RBdB+rqVLl2LGjBnyrihH7ZMrquQm0++NMabr0+SE2b1WGomY4oog2s8YHTuhl4aoudjevXuxevVqR1fSzUyfd+3aZSlCtRL186p3nOzs5JrtTHkVeEqLKVOmxLxfkfLi10ydOlXo+kSPEeJkZmZiy5YtjqWnh9dlYgX1Aqed9sYVnqGhIdsR6vX6PLssWbJE05zYKA8+LykrK3NMDs7MmTMtW5nowecaTvjjBwIBWwsIzc3N6OzsNHQHUmNlIRHwdjeVdnKJlEE9gVZjZfXOSXPl7OxsHDp0KMa0rLS01NFjPDheKrlWd2T0zitTo+yY29vbsWLFCk86pDVr1uDgwYOOm0wlinInRlQ5UpOobxz3D+ImrGry8vLQ1dUlT5LUz84VdTs+uV6iNFdWfgekxgTYLDZBSUmJrODrWaCoy7K7uzvOPEyrvMLhMBYtWoQlS5agvLzcEd8no2OvrJbHHXfc4VgZqhV/3t7MLCuU74SPSVbM3m+//fYY9wsn/Bntoq4DqTypNBq73HouxhiOHDkinz5hNV8ndrV5XaqurnbEx1lvvLBCW1ubJXNiYNQV7vDhw5YWQfbv348NGzaYXscYi3PPMiKZ44TemeNG42lGRgbmzp1racxNZHw+ePCgYy4UnZ2dpi45qTBOJ4o/ZktjHDvn5AKxnaRWp8v90EQOVReVR1Q2O/hxJ9cuTi0UVFRUyAHHjMxlrJqEWiUjI0NYMRfByk6IEU4p3YlQXV2NXbt26frsmD0H38nlh6+nInbanrK927lfazJh5Uy//Px8bNmyJe57tZ8sAKxfvz7mGr0V8NzcXNk81khOTklJCfbv34/p06cDEHdl0FIQrfipmdHc3GyohJoFU1OycePGGFPcO+64A7t27TLsTx5++OEYqxXeNqwoK7feeis6OzuFrweADRs2yEdnJIpZ4ClRenp6NOupE1hpd3yhh9dVM7yeQPP8tdxK7PQ3EyZMwJEjR+QdUD4u27WI6+7uti2LGWZpWlXSy8vLEwrgaIdk1R+nzOnb29sNFxqB+HFETSgUcsylb+7cucLxZ/w0d3YaOkIohWGMYcWKFfjd736naUYaDAblCHBa4c71OpFEFTSvBzcncWsn12ncPg/UiAcffNCzhRE9enp6khpR1M5OgV1zZSdJJPiNqE+uHom0kc7OzrgowZs2bYpTMO3Q3d2Ny5cvgzGG1atX45e//GWc5QnflRepYyIKTl1dHQ4dOiR8JqtygXPLli26EZNvv/12ZGdnCx/DoaSqqgotLS1466235O9CoRAGBwfjnsnIVDo7Oztm1yg7OxuTJ0/Gq6++qnuP2rePK7lu+3eKTuStLNKpIy1bpa6uDufOnbN9v1OsW7cOL774oqzkebkzrqaxsRFvvPFG0vO1ih9lApyfr3R3dyMrKwv/9m//ZnidXdcbJ9+jlT6FHx2ohYjL4Lx58/DCCy8A+Hrs4H2p1jMdPHhQWDY7pNNcXQ9SclOMJUuWxEwObrvtNsf9NM2UXL2GkWjH48edXLsDuVO7AWayWHlnHR0dKCsrw9WrV/H00087JpedZ3VqJ1cPr4I/1NXV4f333ze8Rv1cVpVc0fN0RTAz2dUjMzMTGzduxD//8z/buj9RuOnghg0bZMVQz5RRjdn7y87OlpXIWbNmaS4gdXR0oKqqyjByJUe0PEQVXDVGUYaLi4uxefNmW+kCo+/0rbfekt9ZT08PTp06JS+qZmVl4f7777flq2+l7+JKrhdH4SiZOnWq0Dmn6mfzwsXA6fFwwoQJ2L17N/785z8L5cn/FqnXy5cvR19fHwBtKwmzZ1mzZg2WLVuGv/u7vzPNSyQ9EUTrb3l5Ob788kvb94vmnZGR4ZgFWaIWUqLuF7m5uVi1ahX+8z//E8Coa0NdXR3++7//W77GrsXP3LlzhfpnK0runj17MDQ0JHy9EW1tbcjPz8eNGzfw2muvaV6jtHZ54IEHXFNK/br44gRkruwDrFTctra2hM7nctInV8+30G6EvUQbsBur/HYa//r163HPPfe4JoPdDmnWrFmorq4WNjdzE60onIC/Vxbr6upMg/toBSsSNVd2cie3s7PT1u6dKPX19Rg/frwcZIObtlrxyXWirOfMmZPQOYh2ycvLw6JFi4TKxC8+1EYYnQ+qJBgMYubMmTFB0JwKRmeEm0qu3tFPWvBdTBHFzY0AcU5PRhOJjWHWfnNycnD77bdj165dpmm1trYKHeml9/wZGRlxAfLsuoFZRSQtq0HL7OR1zz33yAEtrebBF6qXLVuGzs5Oyy5uiaD0s584caLsO5voon5nZ6eQZYaVeWMgEHDMbSsQCGDlypXC40MwGBQ+41wUvffpx4jodqGdXJ/jZcQ1PfRkqq2txapVq0yDYFlNVxQnAjnYRSn7vHnzLF3vNPv378fIyAh+//vf47333rOU57Rp0/Duu++a+gY6KX9hYSGuXr1qeDSDH+jp6TG9xo65rtVzckUG+rlz52JgYEDTTcFJWlpabLd3Py9oJIK6DqSCkqsXQVsP0XpuZOVhpfy5UunkMWAcK77MK1euREVFhWwpcuDAAdy8eRP/+I//GHetcsFHWQe6u7t9UyfsButTs3v3bvzf//1f3PfJVJZE6OzsxEsvveRIWps3b8Zrr71m+czWjRs34uWXX3Y8unFVVRXa2to0y8GM3NxcPPLII5pHWyULvoDF8y8uLsbg4KDri5irVq1yfZwUwU+7qdxfPB0gJXeMYMV/LhFzZbtHVACjZ5n+6U9/AjC6UzI4OGg7Ladw2+9IdAdFDy3TLh4Qo6OjI0bJFaG+vj4hSwFR1O9r69ateOONN2KsAPzU6TtJotGV/awc2vXJFb1v7969GBgYsCwXoG82CAANDQ3YunWrrXTNSIVVcTdcUO69915Ds0cr9fjOO+9Eb2+vo8G17JCVlRWzO1RaWoorV66Y3qeU24lI2n5AWTcmTZokB7pMFJ7OlClT8Ic//CHmt5aWFkNzaS2Ucs6dOxdz585Fb29vwnKWlZWZBhJS5w+MBpN0S4lIZGxwo5/avHlz3POXlZXF+JhnZmZixYoVaGxslE3WgVErgx07dsQsbLkxJ6isrHQ8TTOUliBejufq+SN/16kwZolCSi4Rh5NHCFmhoKAACxYswOuvv44lS5bg+PHjltPYvHkzLl++7IJ0o53hmTNnbN+vdXahmx1cMBjEAw88IPspWR0g7r//fly/ft0N0eJkqa6uFvKf0cKKL9K6detw9epVW/nYxQtz5XQlkciTPT09+Pu///ukTSqmT5+Ov/71r4bn7brF/v37cf78+aTnq8Rsp8pKOQSDQdsWA0qWLVtm2w/dKsr26oco8KnChAkTcPjwYd0TI44cOYKjR4+aplNVVYVPPvkk5hgpK1g5G1ULbqI8a9YsvP766wmlZRW/jBVarlFa59XyuDJKJRew7/rmZ3bs2OH6GdZW4fVl/fr1ePvttx1bsPIDpOT6gGT5joiyaNEinDhxIun5AvEmnFZx0990586dcav2zc3N+PLLL4XKSRkghpur2TFbs1InrJohKnHa/wMYnaQEAgEsW7YMzz//PABrk92HH34Yr732Gl5++WX5uwceeEBYGXdiouwU/Lm5jw/fgdcjFSJ9J9sn1wqJ+nhZzaeiogLr16/3ZKJWXl5uWp+UzJ49G5FIBG+++aaLUsWi9+7N/N4TIVHLGSukguWFkrvuusvSTrmbz2XX97qnpwe//e1vcf78eRQVFdm2SnLCmik/Px+HDx9GZmamrOT6Rfn0Er+Y6ntFTU2N5vd+cE0sKChwPJCt15CSO8YQGZj0GiEnLy8PU6dOxcKFC/Hzn//cKdEAfL2L7MeOMDc3N27CescddwAALl26ZCmtJUuWYGhoCAsWLBC+J9FO0A8DbH5+Pg4dOoSvvvrK9FoteXNzc9Ha2hqj5Obn57sSzdot1M9VWVmJb3/726a7lAsXLsTzzz+PJUuW4L/+67/cFFGTQCDgWGRJwB9Krh3Mdni4qVdWVlbK7ERkZWWho6NDV8lVl1VWVhby8/PR3t5uO0+t8j9w4EDa7Hr6ob8VobCwEIwx1NfXey1KwtTV1WFgYADPP/+8L96/iLLOAy05cQ4t3xxIJKCYX3BjfNi3b58rfv1GcOtEPfywCOaHtuIWpOT6gGRUcqejCX7zm9+UzSudTFvLxzQd4ZEnRTB6F3wHM9V8KNK9fDkTJ04UelaR8125P5kkSQkrueFwGJFIxNI9+/btw09/+lNcu3bNER9OPwzudjBrt4sXL8bIyIjvgu7YwSia7YMPPphQ2lrlL7qTuGLFioTyTiZW6vnu3bvxxRdfJJSGVb7//e8b/n7fffdp+h2PlT7cCYzKz86Os5EVxKZNm1BbW2spPat885vfdCzKsBo36xVfUFDzjW98A++++64rea5Zsybp5uqipOoYbAVScn2AF47vQOIVPCMjA7NmzXLU58zPO7lGJHPAV+bFd4pEIjXSpCSWtWvXxhxf5DSLFy82VHTstj8nynHnzp2WrQ+KiopQV1eHv/zlL7rX8AjZxcXFOH36tGF6ds8/tItRHlbyN7s2KysLra2twumNVWbOnIlPP/3U8n3JCIxnh4KCAhQUFMjBzdT1pLCw0LTNORnAySnGjx/vOx/CVCXRfm7NmjX45S9/qausAeLnhSdCsvzak0VTU5NrsRNSYd6VCjLahZRcHzBnzhzZP1GNnysfY0zobDsrLFq0CB9++CEaGhrwq1/9ytG03cSrcmpvb8elS5cMdwJzcnJw/fp1237ObsDPvQTMlT23TD6tmIrbQc+Uk++6O11nGGPCinMgEBA669Mq1dXVWLFiBRYsWIDm5mZ88sknutdKkuQLPyTCG1paWvDv//7vXovhClp17Lvf/a4HkviPefPm4Z133vFajJRk0qRJls51TkX48YWJBv5KBlbGXD28tF4cC2MhKbk+wCsFyY8KdFlZGe6//36vxUgZcnJyTM+R27NnD65duxZT3jNmzLB1np5TiAa1uuuuu3xxlJQV9u7daxjtefPmzXj77bctBQayAi/nGTNm4KWXXhI6t9kpMjIy5MAVNTU1pv79XgTFIsThCyFu7OSlY3koz/pUP58Ti4zp8M7Wr18/5pTcseKG5QTjxo3zrbWGmnvvvRefffaZ12IkTDrXS1JyxxhjYeXGC9zsJBJNW2uC2tXVha6uroTSTYS8vDzs3r0bP/vZzwzrZH19vSNnGiYTswBSRUVFSYnyGgqFcPjwYdfzsQv1Rf6nrKwM27Ztc8SE9hvf+IarkZP9QHd3t7yA5XV05dmzZ+Ptt98GMBq0zmusHPWWbtiNFk34m9LSUs/P7k6EsTAGe9byGGNdAPoBNEmS9JjG7xcAnARwXJKkQyL3EPpoKUqNjY148803UyYCqJ9Jpk9huqy6pctzpAPNzc1Cwa+chMyVE2Pbtm1JsXKYMmWKI+lo+bwFg0HNoEapilsLWHxxoLm5WfgefqasX/jOd76DCxcueC2GJ2zfvh1/+ctf0iZyuNekSx+uJBljIY8szRXzsWBh4ImSG1VWIUnSccZYLWOsTZKk46rLNiu/E7wnZamurtYM1OJm5Vu7di2WL19OSq7P4T6comfBEmMbOxMAfhSWGYn2R1u3bsXIyAieeuqplD1CyC84pXx6yb59+/CTn/zEazFcwcn6FggEfKWw2iEUCrkWkVeJHxWg8ePHY/ny5V6LkfKkWx8OJLe+FhcXY9u2bZg4cWLS8vQar3Zy5wN4Mvr3SQBNANQKa4gxVitJ0kkL96QsO3fuTHqeGRkZtLLoEG52vtx/VWvHIy8vz7V8tXCyQ+b+fiUlJY6laZf77rsPFy9e9FqMhKisrMTp06ddrYuzZ8/Gn//8Z9tmpw0NDfLu4/Tp0+N+9/Pga+fYpVQjOzsbw8PDScvPL+NPfn4+rl696miay5cvx+nTp4XjDxAEkZ7ce++96Ovr0/wt2bupysVR2sl1j5Dqs1ZUixIAfYyxxyVJ2mt2D2PsRwCOAKM7lH734zt//ryQjJIkyT5+iTxTf38/wuEwAoGAUDpO5JkoyZZBWSZW875x44Zr8tbX1yMzMxOMMfT29mJ4eFjOy84RHImQn5+PcDiMM2fOYGBgwPR6s3fS1taGUChk+M602opb79rv/QZH6/kXLlyIgYEBfPDBB67mvWXLFuH+S49NmzYhMzMTn332GcLhMIaHh7Fu3Trh/skOvN1kZWXJeZw/fz7uOz2WLVuGkZERX9eRYDCIcDhsW8Z169ZhaGgoqc/oh7Gmo6MDkiTZkuH69esIh8PIzs6Ou3/Dhg0JtxUvMCqTvr4+hMNhZGRk2H4u0TLXu87ofj7XMUrfrTLJyspCOBxOyTL3A2bvbd68efjoo4/wySef+P6YSa06qPVsfO545coV2/NPO7IAoxsn4XAYN27cSHpbSRauKbmMsT0aX5+Mmhj3Y1SJ1UWSpCei6fQrfHF175Ek6UcAfgQAR48elRobG+2InTR6e3shKuNTTz0FAMLXa3Hq1Cn85je/QW5urlA6Tz75ZMJ5JkqyZVCWidW8h4aG8Mwzz1i6xwqzZ8+W/x4cHMSzzz6LcePGJb18XnnlFUQiEVRVVcmh/o1wogy12sqpU6cwMDDgaf30Eq/bp5X+y4i+vj5EIhHU1NSgpaXFAcn0uXr1Kp599lkEAgFZ9pGREUQiEYRCobSoSy+//DIikUhKPQv3D0vVAC5XrlzBc889h4KCAs337lRbSSZG/cvw8DAikQhKS0ttP5do/6V3ndH9g4ODiEQiqKio0E3frTL53//9X0QiEdx2220pV+Z+wKxcGhsb0dbWlkSJ7CNax0tKSvBP//RP2Lp1K4qKiizdm6gsfPytrq5OeltJFq4puVxJ1eFNfL0zWwvgReWPUQW5T5KkYwC+ErmHEMOP/irpQDLNPfLy8rBy5UpNc8+xwtq1a70WgUgx0tkkK5VJVeWWIAgiUcrLy319CkKq44m5siRJxxhjDzHG2qKfjwMAY+xFSZLaATwFoEXx+7Ho73H3EGJYneDV1NR4rhDffffdCAaDnsogSrIn0MuWLUtqfgThBvxoDR5cjSAIIhHy8/MBIO2PqyKIROHjL4+6nI54doSQ1hFAUQUXkiT14+ugUseN7iHcYceOHV6L4OsgNHpkZmZ6LQJBpAwtLS0YHBzEkiVLXM+LL0RpBTuiXV6CEIMvSPn1VIb6+np0dXWltIklQSSD5uZmDA4OYvHixV6L4hp0QjVBOADf9SYllyDEyczMRGtra1LyCgQCWL9+PWpra+XvJk2aBABYsGBBUmQgiFSnoaEBq1evtnRmbzJhjGHGjBlei0GMcWpra3Hy5EnzCz0kMzMz7Y+2IiWXIBwgJycHt956K+bMmeO1KARB6DBv3ryYz8FgMOXPHyW8hZv6jZWdQ8YYFi1a5KkMM2fOxKVLlzyVgSCM2L59u9ciECAllyA02bJlC86cOSN8PWMMt99+u4sSEQRBEH4jJycHf/M3f5P0M8vHMps2bfJaBE342e8UY4Ag/AEpuWMMr4NJpQqNjY1jZmWeIAiCsI+Wnzcx9li7di0qKiowZcoUr0UhCAKk5I4ZKLAKQRBEejNt2jRMnjzZazEIYkySm5uLhQsXei0GQRBRSMklCMI1Ojo6UuYYKIJIdcrLy8kChSAIgiBASm7KMGvWLK9FIAjLzJ8/32sRCIIgCIIgiDEGKbkpwCOPPJLw0TT8gPTy8nInRCLGKA0NDfjiiy9QWFjotSgEQRAEQRCEAZMmTcLQ0JDXYngCKbkpgBOR+kpLS7F7925UVVU5IBExVlm6dCmam5vlRROCIAiCIAjCn+zevdtrETyDlNwxxKRJk7wWgUhxGGOk4BIEQaQxmzZtwuXLl70WgyDGJOvWraOI7Q5BSi5BEESK8Z3vfAcZGRlei0EQRBoyc+ZMr0UgiDFLS0uL1yKkDTRLIgiCSDFKSkoQCoW8FoMgCMIyRUVFyMvLM72OAm4SBJEItJNLEARBEARBJIWDBw8KXXfnnXfizjvvdFkagiDSFVJyCYIgCIIgiKTAGPNaBIIgxgBkrkwQBEEQBEEQBEGkDaTkEgRBEARBEARBEGkDKbkEQRAEQRAEQRBE2kBKLkEQBEEQBEEQBJE2kJJLEARBEARBEARBpA2k5BIEQRAEQRAEQRBpAym5BEEQBEEQBEEQRNpASi5BEARBEARBEASRNpCSSxAEQRAEQRAEQaQNWV4L4BZHjx71WgRDfve732HFihVei0EooDLxJ1Qu/oPKxJ9QufgPKhP/QWXiT6hc/EeqlwmTJMlrGcYkjDFJkiTmtRzE11CZ+BMqF/9BZeJPqFz8B5WJ/6Ay8SdULv4j1cuEzJUJgiAIgiAIgiCItIGUXO/wtz312ITKxJ9QufgPKhN/QuXiP6hM/AeViT+hcvEfKV0mZK5MEARBEARBEARBpA20k0sQBEEQBEEQBEGkDaTkJhnGWBdjrI0x9pDXsoxVGGMXGGNvM8Z+rPgurlyorNwn+n5fVH0nVBZUPu6gUybUZjyEMRaKvtsuO2VA5eI8BmVCbcVjou+1jdqKf9ApE2orPiCd2wkpuUmEMdYFAJIkHQfQzxhr81ikscpmSZKaJUk6BGiXC5VVcoi+XxnRsqDycQ91mUShNuMt3QBKJEk6BgCMsT3UVjwnrkyi31Nb8RDGWBOA9ui7bWKM1VJb8RatMon+RG3FY6Lvszb6d9q1E1Jyk8t8ACejf58E0OShLGOZkKKTBbTLhcrKG0TLgsonuVCb8RBJkp6QJOmJ6MdaAMdBbcVTdMoEoLbiKZIk/VGSpEOMsRCAk5IknQS1FU/RKROA2oqnRN/9ScVXaddOSMlNLiHV5/FeCEGgBEAfY+zx6OeQ6vfxOt8R7hNSfdYrC63vCPegNuMDopOSvugkMaT6mdqKB6jKBKC24hdaAPRH/w6pfqO24g3KMgGorXhNraLfAtKwnZCSm1z6MdqoCQ+JrsD3Y9TMogva5aL1HeE+/RArC63vCJegNuMbuiRJ2hv9ux/UVvyAskyorfiEqCllyGIZaH1HOISqTKiteAhjrE3DNakfadZOsrwWYIzxJr5eAakF8KL+pYQbRP2m+qJ+VF9Fv9Yql5DGd4T7iJaF1neEC1Cb8QeMsS5Jkh6L/t0Gaiueo1EmfFeX2opHRIPofBQ1Je/H6GSc2oqHaJUJjSue0xfts0IAaqN+02nXTmgnN4lEG3Mtd9LWCfBCuMtTUDjKS5J0TKtcqKySQ3T1tkWxsitUFlQ+7qEuE1Cb8ZzoO/1xNBLp2wC1Fa/RKhNQW/EDjwM4ySfw0d1CaiveElcmoLbiKVE/6eMYXQQKRb9Lu3bCJEnyWgaCIAiCIAiCIAiCcATaySUIgiAIgiAIgiDSBlJyCYIgCIIgCIIgiLSBlFyCIAiCIAiCIAgibSAllyAIgiAIgiAIgkgbSMklCIIgCIIgCIIg0gZScgmCIAgizWCM1XotA0EQBEF4BSm5BEEQBGEAY6yJMfYiY+zH0c8hxtjj/LPNNNsYY087J2VM2o8DCCnOOnad6PO8mKz8CIIgCMIIUnIJgiAIwgBJkv4I4McAmhhjTZIk9QN4HMDfJpDmcYfE06JEkqQ/SpJ0zMU8Yog+T3+y8iMIgiAII7K8FoAgCIIgUoS9AJ4G0IyoQscYawNwSJKkdsbYQwDGS5J0iH+PqHIM4GT0ns3R6/sB1EavCwHolyTpOGMsBGAPgD8CqI3edwijSnWtJEmPKQVijO0B8BaAFkmSnmCMNfF01Yp09LcS/jmaXxvPR/FZV24ALdHfDinvU+Wjfoa31Pmav2qCIAiCsA/t5BIEQRCEAJIknQTwpNJMWbWDeUz1fUn0/2MAtkT/fhujiiIA9EmSdDy648rT/AGA49Frm6P/10qSdExDwX0IwFvRneaTjLE9/G8dRXKLQraTUb/dWkmSnsCo0moqd/RvLvcTGFW+1cQ8gzpfvfdLEARBEE5BSi5BEARBCBJVNNui/8w4qfF3n+K7fsXffVGlswlASXTXlSuQf9RJv12RxsnoZyP+FkA7Y+wjACFJkk5Gd39DCcjNlWUl6meIyddERoIgCIJIGFJyCYIgCMIam/H1zqsSqxGNQ4q/+6M7xS8Csh+w2a4nNwfmeb9pcn2bJEmHMLq72hYNqPWQRZmBWLlro3IrUT9DTL428iMIgiAIS5BPLkEQBEEYwP1UGWOImumeZIwpg069qfCtbYvujNZiNFBVLUYVO/43331VmgyHEN21lSTpMcbYQ4wxnjfwdcCrmB3dqO8vv7Ypem+T3vUA5vN0MWqK3BSVpTYqSxdGlVIzufkubQtG/ZShyLdW/Qwa+RIEQRCEqzBJkryWgSAIgiCIFIEx9rQkSZu9loMgCIIg9CBzZYIgCIIghIjuWPPdXYIgCILwJbSTSxAEQRAEQRAEQaQNtJNLEARBEARBEARBpA2k5BIEQRAEQRAEQRBpAym5BEEQBEEQBEEQRNpASi5BEARBEARBEASRNpCSSxAEQRAEQRAEQaQNpOQSBEEQBEEQBEEQacP/BxGs7M2pQ1gtAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 1152x720 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[16,10])\n", + "plt.subplot(211)\n", + "plt.plot(rdoptsnr,label='Ringdown Optimal SNR')\n", + "plt.plot(optsnr,alpha=0.5,label='PyRing Optimal SNR')\n", + "plt.legend(loc='best')\n", + "plt.subplot(212)\n", + "plt.plot(rdoptsnr - optsnr,color='grey')\n", + "plt.ylabel('Ringdown SNR - PyRing SNR')\n", + "plt.xlabel('Number of samples')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "2b5fc217", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of samples')" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[16,10])\n", + "plt.subplot(211)\n", + "plt.plot(rdmfsnr,label='Ringdown Matched-Filter SNR')\n", + "plt.plot(mfsnr,alpha=0.5,label='PyRing Matched-Filter SNR')\n", + "plt.legend(loc='best')\n", + "plt.subplot(212)\n", + "plt.plot(rdmfsnr - mfsnr,color='grey')\n", + "plt.ylabel('Ringdown SNR - PyRing SNR')\n", + "plt.xlabel('Number of samples')" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "9eeee131", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of samples')" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[16,10])\n", + "plt.subplot(211)\n", + "plt.plot(mfsnr,label='Matched-Filter SNR')\n", + "plt.plot(mfsnr_solvetoe,alpha=0.5,label='Matched-Filter SNR (Solve Toe)')\n", + "plt.legend(loc='best')\n", + "plt.subplot(212)\n", + "plt.plot(np.array(mfsnr) - np.array(mfsnr_solvetoe),color='grey')\n", + "plt.ylabel('PyRing SNR - PyRing SNR (solve toe)')\n", + "plt.xlabel('Number of samples')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "b629c30e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of samples')" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[16,10])\n", + "plt.subplot(211)\n", + "plt.plot(optsnr,label='Optimal SNR')\n", + "plt.plot(optsnr_solvetoe,alpha=0.5,label='Optimal SNR (Solve Toe)')\n", + "plt.legend(loc='best')\n", + "plt.subplot(212)\n", + "plt.plot(np.array(optsnr) - np.array(optsnr_solvetoe),color='grey')\n", + "plt.ylabel('PyRing SNR - PyRing SNR (solve toe)')\n", + "plt.xlabel('Number of samples')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "4e52f648", + "metadata": {}, + "outputs": [], + "source": [ + "time_array = {}\n", + "dt = {}\n", + "for det in ['H1','L1']:\n", + " dt[det] = model.time_delay['H1_'+det]\n", + " time_array_raw = model.detectors[det].time - (model.tevent+dt[det])\n", + " time_array[det] = time_array_raw[time_array_raw >= t_start][:duration_n] #duration_n means 0.2s data" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "8c3ead04", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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d3fT397Nv3z4ee+wxurq6ilXJ7u5uhoaG6O7uZt++fTz77LNAbvlrZ2cn+/bt4+DBg+zbt49nnnmGrq4uuru7Z1UUn3rqKfbu3UtXVxcPP/wwyWSSrq4u9u7dC+QqtE8//fS817pSf3//ovvMdy9f/OIXi6+9/PLLxaro+1EBXSoF05XMGGy8GYDMxMA1vhkRERERkRtTV1fXvNuuXMZa2P/gwYP09/cXq6sHDhwoue+BAweKQbezs5MwDIvH9fT0MDQ03ei01PHl3E+pa5bar6+vj6GhIfr6+nj00UcXPc+V3s/KqoLpCufVtVIfi2BSw9f6VkREREREJK/w7OYjjzwCwF133VVcWjszbHZ1dRWbB/X39/PJT36SRx99lH379nHs2LH35d7mu5dCiC5USmdaaFnwUvZZLs0xXeF2b93Mbuc0JNLX+lZERERERFaMzX/15aqcp7e3l76+Pvr6+ujq6ip+3N/fz8jISPHjwn4jIyNAbllsS0sLQ0NDfP7zn+exxx4rPvfZ19fHgQMHeOSRR3jyySeLXXH7+vr4wz/8Q/bv3w/A1q1bi0t6Z1535rVmNjtaaB9jTHE/a23JeyncY0F3dzednZ309PTMWc5bOPbZZ5+lv79/VuW3p6eHQ4cO0dPTw759+6ryczDW2qqcqFJPPPGEffzxx6/1baw8F9+Ct78B7Tvgll+71ncjVzh8+DC7du261rchsmLod0Jkmn4fRKbdaL8P+/fv58knn5z3cyntiSee4PHHHzeltqliusKdTSd46ZUz3LkrwZZbrvXdiIiIiIjIww8/XGyA1N/f/76Nh/kgUTBd4bKRek4NJdk5MXqtb0VERERERMg9o1lomLRQ4yQpn5ofrXCxaAQA39ccUxERERERuTEpmK5wiVgUgCBQMBURERERkRuTgukKFy9UTIMAVkijKhERERERkWpSMF3hYhGPltoYcdcomIqIiIiIyA1JzY9WOGMMv/XhrRD6YAP0twQREREREbnRKOVcD5z8jykMru19iIiIiIiIvA8UTK8Df//KeV7oHwQbXutbERERERERqTot5b0OXJrMEsfml/KKiIiIiIjcWFQxvQ44jocfhlrKKyIiIiIiN6SKg6kxptsYc2CB7fvy+zxW6bU+qFzPww+slvKKiIiIiMgNqeJgaq3tnW+bMWbfjH1GjDHdlV7vg8h1PbKhVcVURERERERuSO/3Ut67gP78x/1A1/t8vRvSqsYErbVRVUxFREREROSG9H43P2q64vPWmZ8YY74APA7w4IMPcvjw4ff5dq5PWzZtg/RqDvefgtjwtb4dmWFgYEDvW5EZ9DshMk2/DyLT9Psgi3m/g+kI0DLfRmvtF4AvADzxxBN2165d7/PtXKeSP4PRy7BpNTRtuNZ3IzMcPnwYvW9Fpul3QmSafh9Epun3QRbzfi/lPch01bQTmLdJkszv++8O8LcHT2lcjIiIiIiI3JCq0ZV3H7C30Ogo/9oBAGttD9BZaHq0UKMkmd9kFgYmMmp+JCIiIiIiN6SKl/Lmw2fPFa89MOPjpyq9xged57r4YYi1IeZa34yIiIiIiEiVvd9LeaUKPC/394NMNnuN70RERERERKT6FEyvA4Vgms4omIqIiIiIyI1HwfQ60N6QYHNrrZ4xFRERERGRG9L7PS5GquDW9S3c6q2DuHutb0VERERERKTqVDG9Hjj5QKqKqYiIiIiI3IAUTK8Dhy9O8ifP9XP0wui1vhUREREREZGqUzC9DljjMpnxSWUy1/pWREREREREqk7B9DoQjUQAjYsREREREZEbk4LpdSAaKcwx1TOmIiIiIiJy41EwvQ4Ug6mviqmIiIiIiNx4FEyvAzXxKNs76mmr0XQfERERERG58SjpXAfqE3E+c+saWF13rW9FRERERESk6lQxvR6Y/BxTq2dMRURERETkxqNg+j4JbVi9kxnD0z8+xj++crp65xQREREREVkhFEyrLLQht37pVm7/8u3VO6njEoSWdEbNj0RERERE5MajYFpl45nx6p/UuHiOQ9b3q39uERERERGRa0zBtMpG0iPVP6nj4rmGQONiRERERETkBqRgWmXDqWEAjLXVO6lx8RyD76v5kYiIiIiI3Hg0LqbKhlPD3Ho8ZOt5CH5tHLe+vvKTGocdq+rxm2oqP5eIiIiIiMgKo2BaZTE3xsbLsKf5VoKhoeoEU8fh3s5WaG6p/FwiIiIiIiIrjIJpld3bfAfbd/0eADao0tLb/BzTMPS19lpERERERG44CqZV5l+6RGADgjCAagVTx+Xv+85wgSn+Y1d1TikiIiIiIrJSKJhW2d8899849fq3iLox/vODn67OSY2DMQbCsDrnExERERERWUG0MrTKxs6eACAIg6ou5TUGsOrKKyIiIiIiNx4F0yqy1mIGc+NiAutXL5g6Lo4xECqYioiIiIjIjUfBtIrCyUnCZLL4uZ9NV+fExsEYMFZLeUVERERE5MajZ0yryL90iSl/qvh5Jpuqzokdl63tdbQG8eqcT0REREREZAVRMK2i7IULrKtbR8JLUBupwQltdU5sHHavaYBobXXOJyIiIiIisoIomFZRODbOg5sfxG1uJhgeJmYi1TmxcfHDkCCbJVadM4qIiIiIiKwYesa0imzgAxBEXSayE2QzVXrG1HH5weFL/MVz71XnfCIiIiIiIiuIKqZVdHy4nwNvfYn1wV6Ovv1jPrdjA03VOLHJdeU1qPmRiIiIiIjceFQxraLJ9BhTfpJEvA4A389U58T5rrzYEGyVnlsVERERERFZIRRMq2gyPQFAQ20rANlqjYtxHIxxsKFVMBURERERkRuOgmkVTWUmAWjMB1M/W6WKKYDjEGLBBtU7p4iIiIiIyAqgZ0yrKJmeJOJESSTqAfCrVTEFNrc1UBcxEAbgVqnbr4iIiIiIyAqgYFpFaxIdxJp30NKwig+v/TCrEu1VO3dnRwOdzRFVTEVERERE5IajYFpFt7XeQmDWUVfbwu3tdxCJNlXt3OnQkElnqbfqzCsiIiIiIjcWPWNaTWGuMVHgOQynh0mmxqt26uf7h/iznxzPLeUVERERERG5gSiYVtGX3/gLvnviO0yR5W8P/w9ev/hq1c5tHBeAMFAwFRERERGRG4uCaRUFQRYLRGM1uc+rNceU6WAahH7VzikiIiIiIrISKJhWkQ1CHOMQjReCabZ6Jzf5YOormIqIiIiIyI1FwbSabIiDwYsmcHCqGkyNk/tRhXrGVEREREREbjDqyltFNghxog4mGsF13KoG0y0dDdRl2nGNrdo5RUREREREVgIF0yra3bSTpmgjJhLl/nX309i4qmrn3tBSzwanGRwFUxERERERubEomFaJtZa7V90FgIl47GzZhYlEqnb+qQCmJjPU+z7VO6uIiIiIiMi1p2dMqyUM8UMfa8C4LoOpQYaTg1U7/Sunx/jyiycYmUwv+difHB3gl/7Pn5Dxw6rdj4iIiIiISLUomFZLEPAXb/0Fz194EVyX3pMHeOns81hbnaW3heZHQbD051ZfPzvC62dGCat0LyIiIiIiItWkYFolNgwJbYhxHIwxOG4EPwwgqE4XXePkVl3bYOlVz9GpLFHXIebpxy0iIiIiIiuPkkq1FIKpmwuQxvMIbICtWjDNzzFdRsX0uSMDZIKQE4PJqtyLiIiIiIhINSmYVonvZwGLcXMB0nE9gtCvYsU0d95wGec7M5wLpIMTS38+VURERERE5P2mrrxV4vsZABwv9y11XY+MTWLD6jQc2tzeQGLXKpoTS/+RZYPcs6VT2eqEZBERERERkWpSxbRKHAtdHXtYV78egLvW38u9a+4F36/K+TsaEty6rpH62NJ/ZF/4pd0AJDMKpiIiIiIisvKoYlolHg73rLkHt6kZgA2NmwnC4apVTCd9y/hYisZ0hsQSj71rcwsAKVVMRURERERkBVLFtEoCP0vSTxKY3LLZweww5ybOYqtUMX3vcpK/PXiKU4PjSz72p+8NAKgrr4iIiIiIrEhKKlUyNHmZL731l7w2+AYAP7t4iO+c+C5UqWJaaH601C6/duA9nv/ml/j8vVEevHl1Ve5FRERERESkmhRMq8QPc2NcnPy8UTcSzY2L8auzfNbJd/sNw6WdL3PyRXaaE3QNfw8O/TksY9yMiIiIiIjI+0nBtEr8bD6YuoWuvBGC0McG1VnKWwi8Sw2mqVRuRMxPjw3w2uEjkBysyv2IiIiIiIhUi4JplYR+Ppjmx8V4XhSLxQ8yVTl/sWK6xKCbyuSub61hJJmFJQZbERERERGR95u68lZJtjDHNB8g3Ug093omXZXzr2mu4xduWcOqptiSjptK5wJzhgjZIISwOhVcERERERGRalEwrZKmaAP3rLmX1XVrAbh11e2s77R4mKqcv7EmRuOqekgs7Ue2pj7Cw3s38NevjeArmIqIiIiIyAqkYFolTZEGujq6iNXnOt+21XVQV78RL6xOMJ3yLQPDSRqbUjQs4biYC2saEyTiabJBUkt5RURERERkxdEzplWSzkwxmhnFJzceZiQ7Tv9oP8n0RFXOf3Eiy9/1neHohdElHXdhZJK3zo3S0lhHQyICVsFURERERERWFgXTKjk6dIS/eeevOTF+CoDjEyf57onvMDBxsSrnn+7Ku7SluO9dHOXAOxd56J6tfGxHu5byioiIiIjIiqNgWiVBviuv50UAiHi5JkXZbHW68rr5pko2WOIc00yWiOvgReK5FxRMRURERERkhVEwrZIgmD3H1Ct05fVTVTl/4bw2DJd0XCabJeY5/P3rl/nHV8/qGVMREREREVlx1PyoSvz8uBi3UDHNVyirNS7GcfIV0yUGy1wwdRlOg51IK5iKiIiIiMiKo2BaJWGQWyJbqGwWl/L61QmmTbVxfun2tTSvqlnCTYVksgHRiEsQiTEVWC3lFRERERGRFUfBtEo21W3gvnX305xoBWBt4wZ+Zduv0FG/uSrnj0UjdLbVQdwt/yAb8OAtqwlw+OZolPFQc0xFRERERGTlUTCtko54G3Vtt1ITrwcgHqthde0a4k68KufPWsOpyxM0minayj0oDKiLeeBFiSQjBKElCAKWEG1FRERERETed2p+VCXjqTEGpgYI8nNMM9bn3eF3uTB+rirnTwXwT6+f493zI+UfZANePjnMqZE0a5pr2dRSS+BXp0uwiIiIiIhItSiYVknf+UN87chXmQiSAKTx+cGp73Nk4HBVzu8uo/lRGPg8995ljg+kuH/Han7lznVEHVuV+xEREREREakWBdMqKYyLcb3cmJhovitvtSqU0115yx8XM5HOXTsajYCTX7WtZ0xFRERERGSFUTCtktDPBT4vPy4mGi0E02xVzu+5uR+VteVXPCeSuRmqsWiEQ6fH+bOf9HN+eKIq9yMiIiIiIlItCqZVEuYrkU6+Mul5UQxOcb5ppdx8MA2XUDEdS+ZG1cSiEQIM42mfVEbPmIqIiIiIyMqirrxVUphjWphfiuvhOi5BtjpB0BiHfV3rqWtsKPuYianctePRCNlobolxNlOdCq6IiIiIiEi1KJhWyS3Nu1m1YQov/4ypcR1+dfuvUrt6Y3UuYBzWN9dAtPwf2R3r6th9fyeR5nrei+WDaVbBVEREREREVhYF0ypZneigpWUXxstPCXVcWuOteG5NdS5gHI5cHKe+3rCmzEM8Y/GiHkSiJAoV0yo98yoiIiIiIlItesa0SgaTA1xMXgCT+5Yaz+Xw0GH6h45W6QqG3ncu8ta50bKPePf8CD89NkDSh/qaBNva62iImSrdj4iIiIiISHUomFbJC2d+yj8d+yYm36QIx+HghZ/x9qU3q3MB42CMAVt+86P3Lo5y8MQQ6QBa62v4xdvW0tkSr879iIiIiIiIVImCaZXYIMAxBtzcUl7jeTjGwQZBdS5gHBwDdgnBNMhf23FdyM9B1RxTERERERFZaRRMqyQMfJxCVRMwjlPlYGowxmCXMC7G5jsFO66HNQ5//KNjPPfuhercj4iIiIiISJUomFZJrmLqFCum5CumBFWqUOYrpktZyhvMCKbGjeCHloy68oqIiIiIyAqjrrxVEgYBjnHByTc/chwMDjasUsUUw2fvWEc04pZ9ROHanuuC4xFxDYG68oqIiIiIyAqjYFold6/aQ9rdgClUTF2XT3d+GtfxsNYWl/gumzG01cVyH1sLZZzvs7evxia24UYi4Hh4jkPg6xlTERERERFZWRRMq2RNYjVBfXxWxbQuVg+hhTCcXuK7XMZw+NIEcdew2YZgFj+fS5i7H8cD4+QqpoFfdrAVERERERG5GhRMq+T8+FnCyXFanOnHdt8dfQ/j+7QFQeXBFHipf4jWGo/N1pa1/8H+yySPXOZjGx0whq2rm6j1yHXmdSMV34+IiIiIiEg1KJhWyfOnn8OfGGe3+1+Kr701/DZOxudDQUA16pPWOISWshsgHbkwytCZET6Wr65+ZPsq8NMKpiIiIiIisqKoK2+VFLrymhkVU1yX0IbYoPxOugsxxsFaC5RXMbWBj+OY6Rmmjps7vmoNmURERERERCqnYFolYRjmxsPMCKbGcQmtrdrIGGPMkiqmYRjkHiXNV0z//tWL/NWLJ3MVUxERERERkRVCwbRa8sF0dsXUyVVMw+pUTDEOFlt2MLWhj2umK6bG9cgGqpiKiIiIiMjKomdMqyUIcJzIrCZHxvWwhBBUJwj+8p3rcf2pXFfdMhgb4jqmWDF1PQ8/DFUxFRERERGRFUXBtAqstXx07X25WaUzKqb/avsvEzQNVO0Z08aaGKSzZVdMf+ueDbBxqFgx9bwI2SAEq4qpiIiIiIisHAqm1RCGtNd0gGNy4TQvFonju9Gyg+Ri3jk/Dplxbiqz+VExgOaDqet6+KHFBtmqdAkWERERERGpBj1jWg1BwMmxk1xIXZ718jvD79J38WWo0jOmfafHePX0SNlB90eHL/DTYwPFpbyb2hvp2tBMWKWlxSIiIiIiItWgYFoFNgz56dmf8NrA67NePzpylDcG3sSGZVY4F2Gc/LiYMp8xPXJhlP7LE8WK6a61zXx0RzsuVWrGJCIiIiIiUgUVB1NjzD5jTLcx5rF5tg8bY142xjxZ6bVWrDAktCHGcWe9bDyP0IZV64I7PS6mzDmmYYBjppsfBRgyQUgYZKtyPyIiIiIiItVQUTA1xuwDsNb2AiPGmO4Suz1krd1jrd1fybVWMlsIpu7sYOo4LiFh1ZbyGlOomJZ5vtDPBdN8Q6bnjo3wRz98j9HkVFXuR0REREREpBoqrZjeBfTnP+4Hukrs02SM6azwOitbEBAyN5gax83PMa3OUl6cfMW07OZHIY6hWDF1vFyvKz+riqmIiIiIiKwclXblbbri89YS+7QAQ8aYp621j87cYIz5AvA4wIMPPsjhw4crvJ1rI5yaonnbR4k2dMz6GmLNO2jfHuPohfN4mXTF17l5+07IrOfwsVMQG1p0/8amDmJhLYdPXoSLU6SooWntLk5eHGMwvD6/1yvNwMDAdfu+FXk/6HdCZJp+H0Sm6fdBFlNpMB0hFzznZa19BsAYM2KM2Wet7Zmx7QvAFwCeeOIJu2vXrgpv59rwBwchbCDhNbJlxtewqv8YmRGPpvZ2Ytu3V36hiRdgfBC2rIWGtYvuvmvieRhPQ+cGaFjD8MlXGTl3mNX338P66/R7vdIcPnyY6/V9K/J+0O+EyDT9PohM0++DLKbSpbwHma6adgIHZm40xjxSeA4VGKzwWiuWDQLaE+001czO6K4bwTEOtkrPmL51fpxDJ4fKbn5UbLqUb8rkuBEAAl9LeUVEREREZOWoKJjmq5+dhaZH+SZIGGMKAfWrzGiKNLNaekMJQ94ZfJvzUxdnvfzuyBF+fObH+H6mKpd558IEr5waKbv50ffePMfBE0PFZ0zXtdRxz5ZWGiKmKvcjIiIiIiJSDZUu5cVa+1SJ1x7I/zsC9OZf7r1yvxtFGPj88MwPubXBYfeM189MnuWtwTf5+SqNZ3GMyXXlLbP5Uf+lMdbGM8WuvOtb61nf2QoJd5EjRURERERErp6K55gKxYpooettgePmPg+qNTfUcfJzTMtcGmwDXIdixTRrHSbTPplsdSq4IiIiIiIi1aBgWgV+/pnNQhAtKAZT36/KdYzjElL+HFNjQ4wxxWdMj1ye4k9+0s97F0arcj8iIiIiIiLVoGBaBYWK6ZVzTN0qV0xzS3kpu/mRDQNcY8DJ3UehohsE1QnKIiIiIiIi1VDxM6YyHTwd54pg6kRwjVu1IPjp29bBulTZwbQhZkhE3eJSXk9deUVEREREZAVSMK2CWjfBr+/8DepX7571+n0b7qPrthpqY01VuU7E88g9NFpGMLWWf33X+lyINbnCuOflgqlVxVRERERERFYQLeWtAtcamuPN1MbrZ2/IV1CrNcf07fNj/PDdS9jCfNKFWDsdSvNdeb1I7u8QYbWaMYmIiIiIiFSBgmkVTKTGeO3yq1xMXZ71ev/YCb5/qpehyYGqXOfEYIpXz4wQlhN0bcA3XjvHa2fHiy811Sa4b1sb6xpjVbkfERERERGRalAwrYKRqWGeP/c8ZyfPz3p9KDPMkeEjTGYmqnIdxzUA5QXTMODUUJKhqenqan1NnL2bWlhdpxXcIiIiIiKyciiYVkEQ5OeYztOVN6zSM50m38QoKLNiGlqLcaZ/xAEuw8kMyVS6KvcjIiIiIiJSDQqmVVDocuvkmwsVFOeYhtUJpk4+ZIblPGMa5oIpMzoFJwP40gsnePVkdZYWi4iIiIiIVIOCaRUUxsEUKqQF1a+YGgwQBItXTIMgF16NM31PhXExZQVbERERERGRq0QPG1ZBoWLqurMrplEvTtxNYMLy5o4upnv3Grqbd0Bs8b8nBIFPW22M2ni0+FokUhgXo668IiIiIiKyciiYVsHmuo385u7forlt16zXd7XdxPpb/h3xhs3VuZDJNT/CLh50oybk3967Ceraiq+5Xu7HrTmmIiIiIiKykmgpbxV4ONRF6ohG4rNeLzQeqtYc0yOXJjnw9gXGpjKL72zzy3XN9DOmxongGlO1pcUiIiIiIiLVoGBaBRcnLnDo4kGGM6OzXr+Qusx3jn+bk8PHq3KdC+MZ3jo/xlR68aW4Y8k0f3vwFG+cnzGqxnH5uZ0d7Oioqcr9iIiIiIiIVIOCaRVcGD/LwQsHGc2OzXo9FaQ5PnacsdRIVa7jOvk5pnbxCmw6m+HCWIqJzIxlv47HLesaWVsfKWs5sIiIiIiIyNWgYFoF0115Zzc/KnTBDarVlTc/+iUsY2mw7/v5Y2Y8RmwMl5NZRqeyoM68IiIiIiKyQiiYVkE437iYfLOhao1ncfLNj4Iygmnhnozrznr97/rO89LxwelnUEVERERERK4xBdMqKATPKyumbnFuaHUqphHPI+o5mDKW8vp+7p6cK4IpjkcYWqjSPYmIiIiIiFRK42KqoLBU1ysxx7Q+2kAEt9RhS7Zncyt72AZN8UX3jRrLmoY49Ykr9nVcAhtqKa+IiIiIiKwYCqZVsLeji5tuqaGlpm3W6y01bfzbm/4tkZa1VbpSfo4pizcuWtMQ4eG7NsLqpitO4eYqvFrKKyIiIiIiK4SW8laBi0PMjc15xtTku+hSxtLbcpwYmuJbb5zn3PDk4jsXgqczu1prHJfAWqjSbFUREREREZFKKZhWwbGh93jh3Atk7OznNqfCDP907Bu8efnNqlxnLBVw9NI4Y1OLzzE9dnGMv3rxBEcvJ2e9/nO717B3U7MqpiIiIiIismIomFbB6bFTvHr5FcIrl9g6hjMTZxhNDlXlOo6T+3EFZTwfOpXJMDiZIRuaWa/vWN3I+uaaqlVxRUREREREKqVgWgWF0SyeF531uufmPq/auJh8h11b1riYQlfe2cuLz49luDiWUvMjERERERFZMRRMq2B6XMzsEOh5uS69dgkh0FqLPzyMtXMbHBXmmIZlBNMgyC33vXKO6bffusT3D1/SUl4REREREVkxFEyrIAh8DGZOddJxXMAsqWKaPX2a4a/8NRM/+tGcbdGIR13UwzMlDryCzVdMvTkNmdz8HFMFUxERERERWRk0LqYKbBjgGAdjZidG47q0JdqodRJln2v04mkOD73DeO8hvMbLfPLOh4rbOtvr6Ly/E9bUL3qeuqhhY0sNNfHZy4uN6+W68uoZUxERERERWSEUTKvggY3dfCxyMzhXFKAdh4d2PIRTW1v2ub539FscO/0vAIx+7e1ZwRSTP38ZoXJHew077lwPTXVX3JJLECqYioiIiIjIyqGlvNUQWhzjzAmmxQrqEkLg6mgbO5t3cnv7HTRfSpI+c6a47dJEln989SxHLoyWcU+FOaaz78lxHEKrpbwiIiIiIrJyqGJaBa9fepXR8yf5BfO52Rsch2/2f5M1LRt5kN8p61x3t95JamOUk5kLGCB1op/Y+vUApP2QE4OTrE1mFj3PoRMDvPaz4/yrdT4dM17/2K412OZhNT8SEREREZEVQ8G0Ck6NnuTS0BE+feVSXtdlcGqAmlRD2eeymVw33W2b7mBTdDVOZjpA5poplTd+JpXOMJ7OYs3sH/GG1jrI1qhiKiIiIiIiK4aW8lZBmG9+VGoprzEONih/Ke9fvPonfOPY1zG1tWTCDH46WdzmuoVgOneUTKl7AvDc2fd0bixD/+UJVUxFRERERGTFUDCtAhvkg+kVXXlxHBzjLGmOaTY1CcA7qZP82Rt/ypmhEzNOlzu/LSNUFmadus7sOabP9w/zrTfOq/mRiIiIiIisGAqmVVComJoSXXlzwTTE2sWrnABhOk3EiZBoagUglRwvbot4Hs01URJlDDIN83NMXW/ubNXA2iWFZRERERERkfeTnjGtAheHiBstuZS3vXYVjZF6sHZuRbWEIJvBc+qoacwF03RqorituSbGb39oM7Q1L3qe9roo29rriHqzK6aOm/uRB4GvH76IiIiIiKwIyiZV8IubP02YTE7PGZ3hk1s+ifUDCIK5c05LCNNpIvEItY3tAGTyS3uBJc0xvXVtPbfG10Lkiopp/jnVwA/0wxcRERERkRVBS3mrIR8UjVOiIpoPk+Uu5b2lcSfr6tbR0LIKgOzUdPOjlG/56qHTvHxisOx7urJK6+Yrplk/W9b9iIiIiIiIvN9UNKuCl869hMlk+JTzH+Zs+87J7xINDPvCuduuZMOQD3fcA8ZQ09DKnlV7WRNrw1qLMQaM4dzoFG1Ti88x7X37PMeOHuPRO2b/7eHerW3c7q8nXsZzqiIiIiIiIleDgmkVnB47hZMtvVR3LDtBzAfCxZffhpkMgQ3wogkc1+WeDR/BZrPYbBYTjRabK5XTuCjtB2T8cM7y4tb6GmiuAdSVV0REREREVgYt5a0CG4a5rrylmhu5DqENsGXMHh0au8gzrz/NqyNvAZByfJJ+EpvJVUgLM0nLmWNqwyBfZZ39I744nuWdC2NMZbSUV0REREREVgYF0yqwYYBjTMmKqXFcQmuhjCpncmoUAC+WAOBv+/+eH57+ITadBsApVEzLaH4UhmHudq4IpocvTfLdty4wMjm16DlERERERESuBgXTaghDDM48wdTJBckylvJOTeVmlkbzwdSNx8kE6WLF1BiX1Q1xGmKL/9hsGOCWqJi6xXExWsorIiIiIiIrg54xrZC1lpgTI+7FSy7lXVO/hiCoKasrb2oqN7M0Eq/J/RurIR2MFYMpxvDrd22E+pZFz7WxOUGjXw9c2ZW3MC7GX/QcIiIiIiIiV4OCaaXCkH+19V+BW7qKef/GjxPUDpVVMU0l8xXTeC2QC6iTQYYwv5R3KXNM79zQCC3ZuRVTL/cjD4MlBNMwhLGz0LCurFmsIiIiIiIiS6GUUamwMMO09Ley2Ek3WPwZ07ZoI3d23ElzXTsAsUQtmSCDLTYqMnz10Gl+fOTy4vdVqNDOu5R38fspuvA6vPIVOP1S+ceIiIiIiIiUSRXTCllr+eHpH9JY38YnS2z/7snvMXr2BP/ePrToudZFO2hc8yESDR0A3L52L5vPhzOW8joMTWaonUoveq6el08xNTrAb94zeynvzjWNbLh7Iw1N0UXPUTQ5kPt34F3Y9KHyjxMRERERESmDKqaVCkPOTJzhcmqg5OapIMVkdrK85kfJcdJBGiIRAHasuoWb227BZqaX8jom13F3MblZp3ZOxbQuHqOjPk7cLTHaZj6ZCUJr+aef9HHsXBnVWhERERERkSVQMK1UGBLaEOO4JTc7rkdYZlfefzl+gD9/88/IOLlluCknYGBqgExqMreDMRhjymqkFIZhyTmmo6mA186MMDi+hHEx2SSTaZ9jl8d55+03yz9ORERERESkDAqmFbKhxdpwgWdMXSwhtoxgmk0lAUMskWt+9ProO3ztyFe5OHwmfzKDY8DaMp4PDcP8uJjZldHLSZ9/efcSZ4cnFj8HMJrMcuC1fiYz+WsO95d1nIiIiIiISLkUTCtlQ0Jr5w2mjusSlFkxzaaSRBwPNxYHIFHTAEAqP98UDGubErTXLf58qLVhLpNeUTH1ltiV99J4ikNHzjA2lSXqObijJ8s6TkREREREpFxqflSpMKQ+Wk9NtK7k5jX164g0DJZXMc1MEXEimPwzpnW1zcCMYGocfuGWNRArfa2ZtnfUYnx3bjB1c+cOy+zKOzaVJk6GmOfgRRPYqRFIDkHN4rNURUREREREyqFgWiEbhuzbsQ+3qank9r1r7iaTap8e37IAPzWF50Qw0VxFtLamEYD0VH7Z7RLmmO7Z2Ah+Yk4wjURyz8IGYXnBdHJ8HGMsXryW8UQdU5nTMHJKwVRERERERKpGwbRShcDplO5ya9x8MCyjYnpr402kO5qmg2ltE8Cs5kf/8MpZErV1PPiRhc+V9QMca3HnVExzP3Jb5lLe5OQYANGaen67eye1531Ijy9ylIiIiIiISPn0jGmlwpBvHPsGrw68XnLzD878kD9740/LeqZzZ/1Wbm69ubiUt7G+nZ/b8HNsiq/L7WAcJtM+yXR20XM9+7OTfPO1c3Mqpk21CX77Q5u5bV39oucAmMoH01hNPW1NTSQiLvipso4VEREREREphyqmFbJhyNmJM7RkOktuDwjJhBmCMoLp6MRlXD9LS75iGo3XsKvlJoxbGEVjMCbX2GjR+7IhxnjA7Equ67o010Sh9HSbOT57cxNZuw2vrpHDAxmGjg1wT0ey3MNFREREREQWpYpphcL8s5rT4XE2Jz/f1A8Wr3J+/Z2/48dnflxcyovncSk1wODEZazvg3Fys0kXC6bWYsMQ12HOuJgQh0Mnhzg9WN5yXJOdIuo6OLFa3hnM8rMTQyQntZRXRERERESqR8G0QoGfq4QWAuiVHLe88SzWWmwmQ8Txikt5jTF8+2wvL188hM1k8sGUxRspWUtoAePOCabGcfjJewOcGChvjumP3zrBi/2DEK2loS7XjGlyorxjRUREREREyqGlvBUKwgwAZpFg6mczC57HZrNkwyxuNJ6riuZ5sTjpTCYXTOMx1jcn8Oapzk6fbP7ZqsbxcI3BltmV952TF4gPjnNvpIbGhtyYmqmkKqYiIiIiIlI9CqYVCoOQtkQ7dbGGktvX1q8j1XIT7iLFaZvJ5IJpLD7rdS+WIDM1QZjJ4BqH+7e1L35TNuS29Y3U1dTM3ea4OI4puytvmJ4g5jkQraW5Mfc1TiWTZR0rIiIiIiJSDgXTCiXcGA/teIjo6g0lt+9svYmNG9Ik3HjJ7QXZdJLABnhXBFM3niATDOWX8hry3Y9y/zOlR9RgQ/ZuagEvNnebcXCMwYbhwuconCo9ScxzIVpLS7wBaw3p1GRu/E2JiqyIiIiIiMhSKZhWqjCfdL6QVphvukjDIpvJ8NH1H6O9fees171YnKnQzwVT4BuvnceGAb/8sTD3DGnJk4UkMz6eEyV65TZjwHEJrM3d03znKMgmicUciNTQFI/xew/cTMymwZ+CaO3Cx4qIiIiIiJRBJa8KDU8N87UjX+OtobdLbn/p4kH++2v/nYvjFxY8j+tbbm69mXXNm2e9/pHNH+fnNny8GEzTgSWVDRYOujbkL184wY+ODJbc/Fsf3sL929thsedMrSVqp4hFckt5jTHE47UYDGQ1y1RERERERKpDFdMKZfwUA1OXSQalg5rjuoAlCBZufjQ1Nc7A1GVazJpZr29s28rUuSQ2nc69YAwhLNKZ1xKGlGx+BFAbi4KfBrtIMPVT/IcPb8K6UXBznYJ/cnKSuvQwd3RNLXysiIiIiIhImVQxrdD0uJjSGb8wRiZYpNnQmZGTfO3I1+ifODHr9cvZEY6P9uPng6kxTi6TLlIxtdbO2yn40KkxDl8YW7ximsk1OTIzluy+fjHNuxfGIatgKiIiIiIi1aFgWqEgzAKLzzFdLJim0pMAxKKJWa+/MvQ63znxHdKp/OxQ4xAWng+djw0JrMUxpX+8fafHOHpxYtGK6ejoCN9+8zz9o9PXiiVqSWYCBVMREREREakaBdMKhUEu3Bm39LfS9SL5/RYJpvnqZDQ6e8RLNJ6rVqbSuWC6sbWWLW21wPxLecMgFyTnW8qL4y4eboHRsWHevTjOkD/dQimeqCOZDcDXM6YiIiIiIlIdesa0QhHjsbZ2LfXzzDHtqFnFbW23Uect3MG2EExjc4Jp7vN0Orf97i1tkEksGCqtDfnI1jY62utKbnccJ9eVN1w4mE5O5qu4iel7r6mt43IQkk5OUGIYjYiIiIiIyJIpmFZoVaKDX972WeItO0tuX9e4gcZ19xGPNS94nkLwjF+xlDcey4XCTCoXEotzRxdofuQay12bW6C2dDDFcQlCu+hS3uRUbrluPD59T3V1dURch8nkuIKpiIiIiIhUhYJppQqVy8K80is3G8iGWSKLLOW9qWkHjRt/nrpE46zXY/lgmk7lguvXX7vA6PAAv3Xv/NXOIAwZn8oQj1viJbY7jkvo20WbH02lcst1a+LTZ/n5WzfzgLcNogtXW0VERERERMqlZ0wrdHz4GH9z+G/oHztecvt7o8f40zf+hHcHDy94no54Gzuad85pfrSt/SZ+eesvszrWBkCIwQ8Xfj50NJnmL58/wSunx0pu/80Pd7Jvz4ZFK6ZOmKUm4s4Kpk7h/tT8SEREREREqkQV0wqlslOMpkfIzhPyXLfQ/Ci74HkujZ9nbOIc265oWNRQ18LaunV4YaHrr1l4hCkQ5BsyzdcpOBKJ5Cq8izQ/+vDmRj4c2QoN00uCB9MuB988z45ttXTesfB9iIiIiIiIlEMV0woVuvI6bukQOB1MF65OvnDqJ3zj2DdwvNl/K0ibgCPDRxgcvwCAcQx2kY66QRAQSWdxsqWvefDkCD87Prj4HNP8KBxmzGgN3TiHL44zNFq6GisiIiIiIrJUCqYVKoyBKQTQK7mFOabhws+YZv0MruOCOzuYTpHl+6d6OTF0DABjHEJYsPlR/6V3GRp+lbGXX8aW6Lx7+OIkb50fW7Ri2vvmGb739gWY8bXV19cD4BeaMYmIiIiIiFRIwbRChcDpzrNsttyKaehncI07Zx5qIpEPguncM52b2+vZvaZhwVD5+uEfYQl5Z/QYmRMn52w3rkcYLt786MzAKOdHU+DOmGMaT2CMSzabhkUaOomIiIiIiJRDwbRC9V4tmxo2URMrPZqlMdHEnlV7WJ3oWPA8ge/jGheuWBKciNcBBj+TBuD2Dc3ct61twWCaGjgNwMZYM1OvvTZnu+O4BCGLNj/KZDLEPGfWUl6MwUYSpLMh+GqAJCIiIiIilVPzowptadjMqi2fobZuTcnt9fFG7l59D5FFgmnoZ3EdF3PFM6aOF8F1PXw/gw0CrM09Y+oy/1Le8Ytn2Ow18KGmTrJnzuAPDeG1tBS3u45LuMhzqgCZTJqY585aygtQU1OL56RznXlj9QueQ0REREREZDGqmFao+AynU/pbGRpI+kky2dSC57l/zYf5+PqPYa44jzEGE4nih1lsNsu33rzIH//o2Lyh0vo+D9V+iNvcNljbzvHRfgZffnHWPo7rYll8Ka+fTRP1nFlLeQEe+cTNfHxnh0bGiIiIiIhIVSiYVuiVC3186a0vcWnqcsntE9kJvvTWX9J3oW/B86yJr2J9/Qbw5haxf3X359izai82m8UpduUtXTH1BwcJUx7HBgOea8zwnRPf4ezRV2bts++uTfzex7YtupS3JW5oSkRmL+UFiORnmfoLh20REREREZFyaClvhdL+FEl/MjcXtATXyy2DtYtUJ0+NnMBMDtJUYuxMR8NagmAYm82CcXKZdJ6Kad8bB7g4eZxUTYQtzWt4Exi9fBYbhsVqrCkEzRIde2f6rbvXQWZyzlLe7x0dxZ67wKd2qmIqIiIiIiKVU8W0QoVuu64z37iYaH6/hTvY/suJXl48/8Kc5kcAR8b7OTZyDJv1Z4yLKR0qD77xHd6dPEo6HqMl3kw2EWV0aohwbHru6Gtnx/ne2xfwF+uqG2TyX8Tspbxnxy0nBieXVDH91s/e4ejf/1d499tlHyMiIiIiIh8MCqYVCgvjYtzSxWevMC5mkYpp6Gfz42LmBtMXBw7x2uVXsdksxuSX8s7T/Gj8zHGavEZSNVEirke8pY2R9CjB6GhxnzMjKd4+P0bGnz+YTqay/I+X+jlycRyuCN2xRA1pP8Qu8txsgR+EPPuP/8C3+o6RPv0KpEYXP0hERERERD4wFEwrVKiYOvME00JgLQTY+Vjfz3XlLRFMvWiMbJjFZjNs6ahn76aW6aZLM4yMXyY7OkxjtIlMLIJxHOrb1jKSHiEYGZk+X/6egmx23vuZTKe5ODpF0mdOY6dYvJbQWtLp5IJfU8HrJy9xiznBPZtbiLkGzr2y+EEiIiIiIvKBoWdMK9QWb2Vb03ZikXjJ7a4X4d41H2J1/eYFzxMGQW6OaYnmR140wVToY7NZdq1ugkhbyXOcuvAuAKtaV3Hr1ibaG2p48LZ9BFN9s4Kpk7+Gv0DFND2Vq4a6keicbfFEDQBTk5OU/qpnO/zqC8RMlju2b4QwiX/2FbxN98E8YV5ERERERD5YVDGt0K6mnTyw6QESkdqS243jcGfHnayvXbvgeWzg4xh3zrgYAC8aL46LyYSWVDbAluioOzaW6wzc1tTETWsaqI9H2bThVtoSbbOCaaGKu9AzpulMOrevNzeYNjc20FobIyxnXIy1TPS/xKqGOImbPsnfvpPi7188CpcPL36siIiIiIh8IKhkVal8EyIzT1deHIfRzCixlKFlgdP8woZPEglNyYppNJ4gG2Qhm+VHRwZ46/VjPHpzlsQV+93VcAtbb32EsNZydmSYtlWWTHOUw0Pv0BFJ05jfLxaNEPPcksuBC1LpXDD1InObOn145zo+PLkJYqWfc50lOcgnN3v43gZo28lE6+1MXfgm/oU38VbfsvjxIiIiIiJyw1PFtEI/PPkD/vSNPyE730xQ49BzpIcXz76w4HlWJdppibeUfMb0k9s+w6/v+o3cHFOT+5GVGmMaJpN4jsfpyZCvvXyawckMtr6WH5z+ISfPvY3NL939yLYOfu9jW+moK91JGCBmfFY3xEnkl+3O4uUX8JbTlTc5xObWWrZ1bgPHYf3W3QSh5fLZE/POYhURERERkQ8WBdMKZYMs2TA7b1de4xhc4yzYldday3uDRxiYujyn0RBAQ20z9dF6rO9jTa4yG5Q430/e+z4/u/ASYb7K6TgeDYkmqKtlJDVCUBgZU7jGAve0vS3Or9+1kQ2tDXO2XUwanj14iqPnBuY9vuDgO8e4MJaCRDMAt3RuYMrGuDQ0rO68IiIiIiICKJhWzObDnePMrXQC4Lo4OMX9SvJ9fnDqBxwZO4Yxc5cEn5o6z8sXD5FMjhWvY4O5y3DfOdPHsZFjBBEvf0+5H2+itZ3RGZ15jw+m+NYb5zg/Mjn/PQX5jr3u3KqqG4tzfizFxOTEolXPbx98h+ePDRSD6brmGiZjHVwYTcH4+QWPFRERERGRDwYF0wrZIMDBKbkEF8AYg2McbDB/MA2DgMAGGK/00tpTyTP87MLPmEiOFJ9lDUosHU6Pj5LwEtMV0/w9NbSvz4+MyVUoR9MhRy9NMJ6cfynu80cu8Gc/eJ1zR87l56ZOa6hJ4FuXbCY7HWDnkZ0YpDERKQZTYwz3d93C1vZaBVMREREREQEUTCsWhgHGOCWX4ALgODiLLOX1s2nAzrscOBavAyCdnmRLewMf7mwl7s6trKYnx0h4NQTe7Ippa8dGpvwpxi+fBcDLbw/maX4UhiEvPP+XnD33Gj/80TdJvfnWrO1RzyFwY6T8cMHnTCfSPpHMKA3x6WAK8Kl7u9jWUQ9jCqYiIiIiIqKuvBVbX7uOSOtNJZfgAuA43LX6buKRK3voTstm8jNDS4xmAYjFcqNoMqkku1pXs3lLK0TmBmF/cpyaxCp2b25ho7uWuniucvqJW3+Ze05GiU5mAPDyldRgnmrnH/3po0y+81MA7qzbwsRzP8braCeyatX0lxWJk84G+WA69zlUgLOD49STpL6mEeKNxdfDulWMTGaI+Geotxbm+96JiIiIiMgHgoJphW5uuYkd6eb5K6bGsL15O5BrclQqwGayuWDqlBjNAhBP1Of2SydJBZZMKktNEMz64WWDLPGsoaahhlXtdaxO1xVHzzR1bCD0EoSjueZHXn7JcODPreKeHTnNpZefZ5O7niDWzOpbbsEfDhn552/R9pu/hcmfc01bM/XRkQUrphcvXsAYS11DC8x4BneSOH/04kW6t9Rwb3IQatvmPUfBxNAFvvWdbxEOHuOX9myldu9vQLREx2AREREREbnuKJhWKAwCLHbeYGqMYSQ7BmFIWxCUnFNa48R4aMdD1LWvL3mOeH4pbyad5NDJUQ49f5xf35hi9Yx93IzP7+z+d5hYlMuTWSYHJ9mwOfcDNnV1HLz8Mm2jLbRkMsSiEepjHp6Zu5T3xUP/gBdY2pq2cjyeovGe23nmK39A40nLrxz7CPGdOwH4tx/ZCYPvgZ+e93tz92rDrrs30rRq7azX6+MRwro1XBq/lHvOdJFg+sbJi/zLl/4rYWaSlpoojCfgzR64/TdKNmcSEREREZHri54xrdC3jv0TX37rywsuRz1wupfnzjwH8zzT6VpDW6KduhnLXWfa3LaVf3fzv2dHfSdOvvlRaGefK0wmAXBqajl4fICvv3qWTJjb13FdDk2+w/HRfoLRUTa01vE793Vy8+q6OdfqDnfxq9t/lbbNnWxurcWJxrE3b+fY6DEuH3p+ekcvlvs3OzXv1x33x+iojxOta52zrbFjI5fGUjB+Yd7jC/7uG18nTppf+9he/vXv/m/UNrTA6FnsO/+kWagiIiIiIjeAioOpMWafMabbGPPYcrZf78IwxBiDmW8pL2Acl5BwTnfbgrHkMG8NvMmwX3quZySaIO7FMX4IJned8Iouv2+d6eO7J77LqJvG5gOwM+Oe4q0djKZHcyNj8ufginBrg4DsyZOsqlnNPfdu5bN3rAM3yqd+/hFSruWtd35M9uJFAHpeH+BrL5+et2KaOXmSl//87/ja13v5Uc/XSL75RvG+AFav38JExmf80ql5vms575y6SOLCy+zZ2MSGvZ/Ba99Gevc+/v6NAQ4efAEGji54/Owv0EJqDDLJef9IICIiIiIiV19FwdQYsw/AWtsLjBhjupey/YYQhjgLdeUlN+M0tOG8YejSxAV+fPbHXJi6XHK778JL51/k1NCxYtgMrwi5Zy+9R//oMYjHioHTnfFcZ33bWkYzowSjo4xnLP/wylneOjs86xy9L/4NP+n/ATQ14tXlK6KOR2frduI33cRbg28x+dqrAIz7LoMTmTnPmGaCDP/8jd9n5J/+ibOH+zk3OsSP+n/KV575XznyF/8Nf2gIgM1btgFw+cIpmKdjsbWWbSN97NvZwK7tN2GbNgEQa1zFu4k7+NnxIUbf/A4Efsnji+cJQ37w3HP88f/x/+Cvfv8x/sfv/9859JX/J/bd70ByaMFjRURERETk/VfpM6Z3Ac/mP+4HuoDeJWy/7oVhgINZcCmvcV1Cm8YGpYNpsSvvPM2P3EiMvkt9OK5HG7cXrzvT+Ggu1DY0rSK8nKtCzqyYNnds4LL/YyYGLhDftIqTQ5N0TM4OlQdf+gfqxi7ywPbt/M0LPyM+fIZf3Z27pw93/zbPvfFfOHzwe9z14fuIxmsY8wNsdorCV26t5Q++/B9J/vR5Vm35DJebYty67R5Su3dw8Dt/w9+99Kd8/NIJ9nzuP3Lrpk007N3N2po0TF6G+tXFc2ROnOD5H/wVb731Q9Ljg8SMS93Lr9D+Ly9y922/QO26jfzrD93Dl08c4rnXj/KLW16CzR/JfV/SacKxMS5c7OfixX4yE6O8cuinZIYu0RRN0FbTwkQAFybPka15DufwC9j1d+BsuhfrxiEIsEGQazSVmiCdTjIxNsKJY8fIDF4gTE5S62S5d0cbxoszEq7m9MlXaVu1Fre+DROtB8fBWovFYrNZrJ8kzKZIJSeZSk5BNkVjLAvWMjAVgHGJRCLEozHisTie4+Ebcg2jjJtfrhxCaCG0WOtjCMCGjE2lMcbBGHBNBM9zcY3FccAC2dACBmMMnuPl/oiCxRJgLfjh9B84PMfNbw+xhHO2Rxw3Nxopvz0MIZjxBxLP5I63hGBy2/0ZVXnPePn3pAUT5LbPOr+XW32ABRMShBBccX8LbY8Uxy2FGGPxA8uMzcXtxoTA0rYbA55T2J773csGtriSfOZ2x8l9byvZDpDxZ/7xyeS+fgzG8Ze9HQuOO/f8xhhc42IAU+L6i213jINrXCAkO5pkMnWBbFB6u3HC4tdf4ObfO8bk3hvzbceEmMJ7Kyx/u2fy7y0z4725jO2F+5/z3nMK/+1eeHvh/PMeb4LS790FtxsihfemEzD3vT1ze+69MfO9t9h2g5P/3QPM8reDXeS9s/B2g4VF3nul3lvX+r2XGcswOTWg957ee/rvXgip4SlGJs/PPv6Gf++FeMbDtrdj3OmCUe57A5H8+MfZ/zc7xzHglbG98N4p7l/TBvHSEzNWukqDadMVn1/5MOFi269/YZgLBost5bXhnKWzBdlsbjmsN8+4GC8SxXEjZP0MG1pq+Nj2dpoTs390k2ODRJwIifomwovHgdnBdNWarRwzHiOXTrPB2wtAMKPSmAkyjJ14j90NNxPdsoWJQz/EZgJwc/f0sZs+TfbDh9g43sTUq68ST9RigVQqSWEQztd+8sdMPP8C966+my2f+U1+/LX/L/WtDXzik/+JvR/+df7kjx7hB/3fZd03VtG8+w52btiEM3YMxs8zZj1+8P0/587BOmqmQqLDlwknfeqcGrxaj5EgzflTL7Gn4WYmT57l3Uuv0DZ4miMXx/iLU29iGlpJZD0+seo+AP7pSA+Xpy7N+h4laGHvlk+Acfjbd/6G/893XyaCIQz+AWNgTbyVT274GKHj8ZVjf89UMDu4N6cT7JhqxfEc/uDYD8gSsmrHz/O9I9/PfY8zdewO2ohFI3zHnbvEuGOqjnXJBmprXH6SOD1n++pkPWum6qmtdflJfO72dZMNdKTqqK13+En0zJztGyaaaEvXkGg0PO+dnbN980QzzekEsWZ40Tk3Z3vneAuNmTjRFstLZu6M2e1jrdRlY3itIQeZ+2zwztF2avwIpi2gz16cs333SAexwMO2Z3k1nLs64JbhVURCl2x7hjfDgTnbbxtag2sNqY4U7wRzK913DuaabE10JDkajMza5ljD7UNrABjtmKQ/mL1sPhK63DKcG4c02DHOqWB81vZY4LF7pAOACx2jnA8mZ21P+BF2jbbjGMPJtiEGwtnPXtdlo2wfa8NzHI60XmY0nL0EviETZ+t4CzHP5fWmCyTt7FFOzekEmyeaqYl6/Kz+DFlm/7ekNVXDxskm6uMRflx7cs73pvDeq0t4PFczd/l8Nd97x3bv4h/yvxMF1Xrvua0hh/Tem7Vd772r89+95b73btn4S5x85ZDee3rvzdn+Qfzv3qodP883jnz/A/Xee7d+gF+r28o36+oYvaJAta29jl+8Lfd9/LMfHSN9xbSM3Wsa+OTuXOHmj39wdM5qyTvWN/HxnR0EYcgf/ct77FrdwIM3r4adD8LaO+fc1/XAzPfcY1kHG/MkcMBa25tfpvuAtXb/ErZ/AXgc4MEHH+T3f//3l30v18rJ5w/gp6fY8uFP4cRiJfe58LMfE6bTrL7rfpx4fM72M6fe4tirP2Tn1ntYffPekud47p+foS3azK7b92AmzkHTBmjeVNz+sxf/gXBwiL13/xLpzAD+2AUa199UrET66RTp117HeB7xW3bxs58cYHVrM5tv/ygA50dOc+TH32Bryw7WfaSbl196jkQ4zs13fhgSzQAEE5Ok3n4L47icbWpi8NSb3L6jk8T6W7kwdpa3fvoN2pwGdu26j4nGJo72/ZDO1S107L4/d3wYcO74G7QO+9gw5Njgu4QEZCOG1NQUoQ3Y1LCJVc0b8Do6eOHoUdq8cXbfdAu2aSOZ5ATuVJpgYoKjZ19nbOQifn4Wa8Q41ETr2d66ExOLcSY5THLyMqvrXBwvgl+3CmOitEQasEHAyZHjZDJTpFNTZCYnsaFPxLrU+THA4DRZjGvwQ0s2AC8Wo7GmifbaVeC4HB87hQ18wmgjqZFzhL5PLDAksi5R15BMpDEYktmA0OaeQa514jS4dXgRj2EzBhimMn6xulpDjBobxXNh3JkALBPpLNYajIE64iScOBHPMOZMAobJzPQfF+pIkDBRPM8yZiaxlhnbLfXUEDcRvAiMM4llxnYLDaaGGBHcqGWCJKGF5IzzN5laIni40ZAJpgitJZmZ/o9ss6nNVUUjAZNMEVjL1IztLaYu9xfeqM+kTc3Z3mrqc389jvokbQo/tKSy0/+RbjONub/eRrNM2TTZ0OZm6ea1O025D6IZpmyGbGCL/5E3GNqcXHMxG8uQCjNkgpCMn38e2zi0mtxfF8NYmnSYJR2EZPPbXePSYupnb/dDsvn/I+MZl2ZTjwGysRTZ0Cflh/j57RHj0WTqcAykI1P4Npi1PWoiNJpaXAPJSJLAhqSyQfGvzzETocHU4jmGCW+C0NpZ2+MmSr2pIeIYRt3c/4GfygaE+e01JkatSRBxDaNObnsyExSfe681cWpMnIgLo85Efrtf/OtvnUmQMLHiewtgMj3jvTdze10dTF6ctb3e1BA3UVzPMp5/b858bzWYWmImghsJGSeJtZZkZvpn22hqiZoIbiRgPP/em5qxvdnUFd97EyW2t5j64ntvwqYIrnhvtZqG4ntvssT2me+9pE3jz/PeszPee5l53ntTYYbszPceDq3O9HsvFWbJzPPeC2a89/x53nuZ0J+1vfjeA9LRKbI2mPXeWc57b+Z7q+R7LxMU/x+oq/reK7H9Wr/3Gho3Exsf0XtP7z39dy8IoXYVmdHzH6j3XsqbYk20kYs1tfjFNYb591DUZVVDLhecGJxkRsE89x6KeXTU57JF/0Du/2+bqTHu0VYXI7SW44PJ6f0b1kJNCyvVs88+y+OPP15yqWmlFdODTFdFO4EDS9lurf0C8AWAJ554wu7atavC27n62p9/gdA3tGzdhltXW3KfjoOHCFIZmjdtwmtunrN98PxBLh75Ph/ZdifzfQ/+4ZkXqXc72PCRvaRHz1DXupXYjul9X/jWu7hnL7Fjw/9CdGoEnBHY0Aqrc/tYaxl84UVs1qd1w1oOnDvMpppNxev1/fPXuXjk+/zip+5l3U038S///DfUmCF2dT4MjdNjbH766nc48+7L7Oj6HDZzhi2JNmq3dfLXTzxCy2CG++/7PdZ0d/PCq68xcu4wm3bcw6YZX9PNu28mGB1l8Eff58BPvkcmmKTJTbC+bQc7d9/Htg9/mujmTbx3cYyh3r/lnl1N7Lq1C+raZ30/budBbDbLqWOnaTrSQ00wjrN2B2b3J3npnX5e/ebzrItO0rX7Zurv/s05v6C3X/H9PXX6NEdff4H0yHm8MMXd29bQ1LEeGjdA0ya4oppdOP7w4cOzf2ZhCEH+L3PGzY2zWWCZt8iNZs7vhMgHmH4fRKbp92F+i31XFtu+u1o3co1VFEyttT3GmMcKTY3yTY4wxhyw1j4w3/YbScZPY8Msxpk/fAxmhkknL9J8RSfdgt1Nu+jY9a9pbdww7zmcSJSs7/PehTF++OJJPt06wY4Z2z+77kH86AAmUcOpMxNkLk2wbff0Ul5jDD8cPUTDhOXnxh6krS5GTWT6nmMD46ytW0fTxu0AhH4WL+YUl/IWnNvayLsvHqb9nQM8eHMHES9g8oWf8Rt1H8d0JFj1i7+CcV0+tC5K10e34nZ0zPla3MZGOn7pV/n49rt5+U/28wu3rGbLv/mvmFiiuM9PDx0ibjJ0bt48J5QWv6ZIhE27OmHdbxH2fYWv//QlLn77R6T8gC21MX7pI3dSf/e/KWud/cYNG9i4Yf7vf9kcB5zE4vuJiIiIiEhRpRVTrLVPlXjtgYW230i++d43CFNT/K7ze/Pu89MLLzB05j12Bv+p5Pa4idAUayIanbvMt+B37niUcGCAC/k6f3hFh99wMj/HtLaGl/oHuHzsAtt+bvZzr0eDC7SNTRGMT/Bv7tkEkekA9YnorfhbVxNZl1vrvr0tRpsbgDP7LfJL9/8ux1/7MT958wUuDbbgHvwZH9/0K7TXraLps5/FbciFQJOZIB5xoWb+UHjzllV8q6aDcwF0pgYhNl2ZPfH2IW5uSlC/4dZ5jy+qX03yjn/P4NH/wYbIUdauXsXOO++nZvNd0/NWRURERERkxao4mH7Q2bLHxdh5mx+dHD7O6Uuvcmd4E3XznMOLxcliMPlAOjOYZoIMX3v9K9zediv3JhLYMMh3UptdxW1oX8foqZcJRvMPmdtcBddPp/AHBsAxRPIVzk/taoVMPLcUdYaYF+M//1+/wh//0SMcee1nNKXjhDfFaLz/Y0TWrSvu1/vKe7SODnPntvmDaX08QsvqjRy99A4fGTuHyS8ZTk1Nsrf2EluaG6CjvMUJdY0t/If/8L8wq82piIiIiIhcFyqaYyrkQ6CTD4KlGdfLdeWdZynvewPv8sL558mY0tsBXhl+nRfPv4CTD6R2RsgdGb3EpckLTDkBxnXzYRkws3+87Wu2kvSTDF84zT+9fo4XjuW6tP3T83/OV97+KzJNtZhofulukMn9687tFBx1o/zH//lPqa+/ib033U3Hb/9PxHfsmLXPq++d4vjAJMTq5/2aAHbtupnJtM/wideKr8UHD/OLN7dz8823L/3hbbPw6B4REREREVl5FEwrZMMwN8d0gYqpmw+mNixdMfXzIdCLzL/stH/yNIeHDhcrpjPPNTSSazMer813QLM2F5SvCKY7b8rN+jx97BUuj6UYnciNQzlx9BBBGNC4aVv+i7I8/cN3ebF/EJzZFdMCL+LhNq8hmYhjgvSc7ZnkCPUxb9Fg+vGPfJRHPrGbFn8Axs4zMpnm3Dsv5DauvWPBY0VERERE5MagYFqp/BzThYKpcV1CwlzH1hKCbC6YRhYIprF4LZkgQ1vM44GbVrGucfp51LGxXOUzUdcE5KqpuYrp7MrhTZvuItHYSjA1RSzjE4QhfpDl8pE3WFe/rrgUNwx8pjI+4SJflxdL5Fqb+7ODacYPIT1OXTwCsYUbDyUScaLr78h9cq6Pv//RQb76o5cZ8SPQtmPBY0VERERE5MagZ0wrYK1ld8tNuK634FLePav3sn2yHhvMUzH188HUm7/5UbSmnsAGRPG5eW0j1Ez/6ArBtLY+t+z1kze1E3RMzKmYRr0oj37y/0X6yBEunnyRMLS8euwnxEcm2bxtG9H1uWc80+lcJdUs0jgoGkswlZkAPzXr9YsjkyRsmvp4E0Tne2p22jtmG30v9bCmZZDxCyk2tdTS1NkFjrvosSIiIiIicv1TMK1EGHJT625wFy48r25YS3NDCsLSz5CG2SwGBzdSetksQCLf3XZ4coyp7BT1LZlio6S4b2hPtFPX0AZAa00k17jIzL2vyNq1pI68S2QyQ2AtfQf/Cce4bL35Pkz++ql0rgLqevPfD8C2dR3ExpKQnZr1+ujoEBHXkKhrXLDiWrBq9VpOsZrB06ew1nL7zXfBhnsWPU5ERERERG4MCqaVCEOSfhLXzG0QNNNAaojB0ePcMk/zowc2/DwfmliN8eb/cSRqGok6US4Pj/P86dN8NLGDrttz27oab2bnjodI5IPpexfHsKPjbC9RxT1Tm+Ybb32ZLWErrYl1rJ9qY2TNPTTsuKm4T6Fiulgw/fitW+D8OGTGZ71+S6vDzT+3FVu/ZsHjC1pqo3z+P/0nwpMvkm3ZRqxjuxoYiYiIiIh8gCiYVsBay9ff+0ea61fxm/znefd7degN3jzxbXZkf4tEie1RXGojtZgFqov3b/0Et9+aZdTY/LWnQ26YzFUsnUTu7C/2XyYcGWR7iYrpug03MeKkiHhZPtxRy8ipGJtW3Ul006bp+zEBN69ppLVx4cZFxOoJrcWkxmYPpkmPYTCY+CLHz1TTgnPTp9HUURERERGRDx41P6pEGOaC2SLLVV03l/8DP1ty+xsXXuO1y6+CO//fCUwsF9lM/hw2tMVtPa//Nd858R2ceDx/WxanRFdegJpIDbH1G3gvM8SzP/4RQ1ODRNatKx4L0BI3PLB7FZvbGxf8unqPTfIHPzjK8MjwrNf/+dAR/uXdS4s2PhIREREREQEF08qEIdaGZQdTPygdTN8ZeIs3Lr+B8eZv9jMUTnDg5AHOjZ0BZldMB0bOkswmMfF8PdaGuZWwJYIpwM13dJMMspwcH+bQpVeJ79w5a7sNslgsuAsv5Y3V5YLr5PjIrNePnDrHmeEpiCuYioiIiIjI4rSUtwI2tISEmEW6xzpOvmKan1d6pSCbwXXcBbvQ2miE90aO0ljbCkA4Y/RMNjlBwovj1OSCaW5cTOmKKcBnf+H/RubNSzB6nl/7nf8Nd8uuWdv7jl/iue8f5V99Yh1bF/i6GhpyXYCnJkZmvZ6aGKE+vvgMUxEREREREVDFtDK2vKW8Tr6J0HxLeUM/i2vcBSum9XW5EGiCNJ++ZQ1b22uL2/zkJHEvMb0cN1y4YmqMIWioZ6omjtfSMGfUTTaTC9BeZOGmTo1NuXtKT4zOet1PjlIXUzAVEREREZHyqGJaiTDkrtV30dCyesHdbum4lTVbf5l6r/RMzzDwc8HUnT+Y1tQ2YXAIM2m2d9RhanJh11pLMJUknohj8s2PfvmO1ZhkDJi/s61xXILQlhxhk8kH00h04WDa3NREaB2yqUkIfHA9UtkAkxmnPl6rYCoiIiIiImVRMK2ADUNubr0Zt3HhJkHNNa3E6tbhzVOgtr6fW8q7QDB1XBcnFiMVZDh5aZzGmjTNQCYzRWfNBlpr2jD5INkU98BGFhy54rgRAjtPMM3m5phGFqmYNiQi3LxlLe115EbGJJoZnUiyrtbSUBODaOkgLiIiIiIiMpOCaSWsZTg9TE0YpWWB3YYyI5wePsK21E3Ultj+8LZ9ZMdGF6yYAtTVNmN8h2/2neGOyDruA7xsyC9s+TROTU1xSe6bZ0eI++Nsm2cpL8CqplrqJhMQ+nO2+dlcxTQaW3h4izGGT925DcbOQXoCEs2s8pL8Tx/aBDWtCz4zKyIiIiIiUqBnTCsRhnzt3a/y4oWfLbjbifGT9J7qZTB5ueR2xxoiTmTBcTEAv3Xn73BX6x04YQj55kd2KjfD1CSmx70cPD7A62dH533GFODjN63hM7euKRlMNzVGuGN9E/FYvMSRs2W8GqayAWQmci8kB3L/1iwU1UVERERERKYpmFbA5ueYOotUBl0vtyR2vuZHL515nsNDhxdsfgRgYnEcY3CDkNDmgunBEz/lS299iUvhjAZE4cJdeXMny1/Lzl3Ke9OqBB/f2UEsunDFFOD/99wF/vHVs5AeB6D35Xf4u74zBInWRY8VEREREREBLeWtiA1DbBnjYtz8PNBgnjmmhy+/xepY+6LdfX946XmmLr+NE9RDPpiOjl0i6U8Sq52eGWptmGt7tEAwPXB4kJNv9vM72/05LZIymQxOGOItUsEFiNU2MjUSFIPp+fNnmJpI49a1LXqsiIiIiIgIqGJakSDILYNdtGLqFuaYzl02C2CDANc44C0cBC9mhzg7dREnCLH5pbwTY4MA1NXPqFAW55jO3/woFRom0j5+iSru3x86wZ881w/O4sE0Xts4aynvyMAF2uvjuWdMRUREREREyqBgWoEgzIU64y78bXS9+SumNgwJQx/H9RatmMZq6sgGWT6+tZVb1+UqpMnxIRzjkKhrmnnSBeeYQq7LL0DWnxuWAz+L5zjgRBa8H4BEfRPZICQzOUoynSEzPsDqRgVTEREREREpn5byVsCx8PH1H6e9ZeeC+21u7mTfjn201W6Yu9H3CcIQp4xls9GaOrI2S3vCo6Emt39ycoS4m8DNzzAFeHjvBhzrLxhMi8uLs3PDcpDN4LkG3MWD6er2dgaBCwOXuXz8DC4Bra2t4C3+fKqIiIiIiAgomFbEw+Wm1t1E6tcuuF8iUkt7ooOYMzes2SAALI5XRnWyJjcvtf/yKGvHUnQAm2NrSTdPYOLTwbQ26kDoLlwxzS8b9v3MnG2BnyHiOGUt5b1750YaO1tpdjOMpIbY0FzD6tXrFj1ORERERESkQMG0Alk/w6XkJZqCVpoW2G8iSPLW4FtsXNtAwxXbbBDyO7f+B0xtzaLXa6lfRWushVdODDC4eZifB+5tvpPs2nacmulg2ndykMa4x9YFgunqpjqyHXV4JpyzLQyyuGVWTBvr67h7+xrwM9zWMMFtXeuhZfWix4mIiIiIiBToGdMKjKfH+LujPbw58OaC+41kx/jxmR9xeuTU3I2FBkruwg2UAO7d8lE+t/WXqPHd4hzTYCqZOz6enzlqLX0nhzg2MLlg86PbNrTymVvXUh+d+xboWlfHrWsby3rGFCDj1vHepXGGj/XlXtDzpSIiIiIisgQKphUI86HSLBIqI25ujmkYzm00lM4k+cGp73N8okRovYITyy0FdsOQEAvAf3/h/+CFc89jCs+Y2pDQglkglOZOlr/nEvd057o6blnXWFbFFOBy0218843zfOlHb/DWuVGoVTAVEREREZHyKZhWoOxxMfnnR8MS42Km0kneHX6Xgczwotc7lx3g745/i3EnCWFIJjVJODWF60VxamtzO9kQa+2Cz5cCHDw1xn//0XucGhibs218KkXaD8p6xhRg3e4P8c3gXnzrUl8Th9r2so4TEREREREBBdOKFIPpIh11PS9fMS0RTDPZqdw5FplhCuDGE1yaukyIj7Uh584fBSx1LaumK6TWYi2YRYKpdVzSfkhQYo7pV376Hj9893LZwRRg084u/ip4gNb7/z1Ea8s+TkRERERERM2PKlCYS7pYxdQrzjEtEUwzuWDq5sPrQurrcktkV9VFuGtTE2+fPwJAU/v66Z1sSGgtLDIT1csv0/VLzDEl9HEdr+ylvAD/57/u4szwLmrb6ss+RkREREREBBRMK9Ica+KBTZ9kbXPngvvVxxv59V2/QX3r3DmmfjY3rsWLLD73szbeQGgMjglpihguXzwOQHvHlumdbMjv3LcFZ5GqpReZZ3lxGBIGWSJuzZIqpomoy/ZVCqUiIiIiIrJ0CqYVSLhxtjVtI17TtuB+rhehOdaMa+ZWRUM/S8yNEY3EF72e53oQizKaznLm8gQbvTXQdhtNbTPmhtqQmOeCV+5zr7OX8towSzYIc3NVF2ugJCIiIiIiUgV6xrQCycwEZyfOMOknF9wvNPDa5Vc5M3p6zraNtev497f8Drs7binrmmubN5JKhrx9apCt7io+su4+3KbG6R1syE/eG8iNi1lAS12c3WsaaIjODp/pdBoob2mxiIiIiIhINSiYVuDs2Bm+cewbnBhfeNSL47g8f+55jg8fm7PNBkHugzLmmAI8dPPDrE3XY7I+g5dOEtgAt6FhxglDDp0c4vRwesHzrGmu55O7V7OucXYANdbno9vb2dTROM+RIiIiIiIi1aVgWoHprrwLh0rjeRic6RA6w/HhY3z3xHe5lB4s65pubR0YsFNTfOWlpzl04eCsYBqGufmmi3XlLT4/Gs6+p5ixdG1sZl1LQ4mDREREREREqk/BtAJhPtS5izUJMg6OcbDh3GA6NHGZ/tFjpGymrGuebQx4uf4c5wdOQBhQ39iOiU5XPf18+DXuwj/aCxNZ/uAHR+k7cXnW66l0isHJNOlQz5eKiIiIiMjVoWBagTAsb46pcXPBtNQcUz+bW3LreYt35QVYv+sufBMykhwCoKl9dqffQlhmkYppJBIhtBZ7xT2duDTKX714kvcGF14KLCIiIiIiUi0KphUI8zNAF5tjiuvmKqYllvJm/XwwjZYXTOvb1hKrr2HMyR3X1rFp1vYgH0wXW8pbmK0aXlHFLTQ/ikTU/EhERERERK4OjYupwKb6DXx6y2dY07Buwf2MMTy882Ei0bkjYYL8HNNomRVTjKF1TSvnjiZxjUtj2+xr10Yc/tdPbMfWtS94mmg+eBbCdUE6kwLAiyqYioiIiIjI1aGKaQXq3Vo2NWyiLla/8I6uS22klmiJvwNErEtdpK5kaC3JGOL1LQDsatmF13hF91wbYozBcRb+0UajuYopYRasLb6eyaTz28sMyiIiIiIiIhVSxbQCQ5ODXBg9zlbbRc1COxrD64NvUOvW0BaGmBmh8e5Ve7l1d4S6mpayrzs2XsNamri97bbZo2KA8VSWnx2+SGdnI1sWOIfruty+oYVVDXGwIZjccuRMOlfB1VJeERERERG5WlQxrcCx4ff49olvM5QeWXA/YwxvDLxJ/+gxCMNZ22xhKW2Zc0wB6omzbvV2Vt15L96aNbO2TaWzvHF2lIvj2UXP83M3rWFzay2E08t5d66q4ed3raKxdsGoLSIiIiIiUjUKphUIg1z4c/KNhBbkOoQ2xF4RTF868wLf7P8mLLL0dhbjkG6tp/7jH51VfYXpZkaLLeUF8HHxw3BWMF1X73HrukbiMVVMRURERETk6lAwrUBh/Iu7yLgYAOO6hDaEKzrzXh6/wNmJs5hywm2eNQ6htbkluFcIgvxrZQTTP/iX4/z4yOVZwfTy6AQXxlLYxWazioiIiIiIVImCaQVsvjrplhEqjckH0ysqpr6fwTMuxit/Ka8xJtevaEbTooJCxdQtpwLruAQhMGNkzA/eOstXD53GuKqYioiIiIjI1aGyWAWCwhzTsiqmDmEwdylv4GdwHXdJS3l/+c4NuH6yZMXU2gDPcRafrZq7cQKbnRVM/WyGiGvALb+CKyIiIiIiUgkF0wrc0nwTa7Z+lsZY06L7PnTTw9jxiTlLeYNsFte4GK/8H0VDPAIZD5hbMd3YXMP/5ee2QdviXX6N4xGEmVlLef1shojjgJbyioiIiIjIVaL0UYH6SD2xurV4kcVnfka9OIFJYa9Yftvg1eLEWzBL6Mr75vkJnMw4u0tUTItVVGMWPY9xXMLQzg6mfgbPdVQxFRERERGRq0bPmFbg4vg5jgy/i29KBMQrvDb4Oq9dfnVOxbR7/Sf4xc5fXNK4mFfPjPL6mZGSS3nPDyf59pvnOTWcWvQ8d23tYPuqOrAzl/Jmc0t5HQVTERERERG5OhRMK3B44G2+f+r7hCWW1M7Zd+QoR4aPYIMr5pjmO/supWK6UPOjkWSKdy+OM5YK5h54hY9sX82u1Q2znjH95K4W7tveBmU8NysiIiIiIlINSh8VKDQyKqcrr+O6ZG04p8r53WPfJjqR5pfdf1P+hYvjYuYGU5uvfl4537SUZAAmG5CYsZR3S3MMnFo9YyoiIiIiIleNKqYVKFQ7yxoXM98c04kLjKRHllgxdfKZdG4wDfxc8HXKCKZ/9vwpvv7q2VnPmB6/NMrARFpLeUVERERE5KpRMK1AGAQYDE4Z1UXjegR27rgY6/u5rrxLDabYks+YhvnXjFn8fI7jEYR21lLer/ed4OCJITU/EhERERGRq0brNStgwwBjHIy7eL53HDfXkfeKYBoGAZ7rwhLGxXx2z3rMRLRkMPUM1EQ8PK+MYOoWgul0xTT0s0RcjYsREREREZGrR+mjAnvb97DbrC2ro+6v7XqIbPzk3OZHvo/jLa1imoh44LklnzG9eU09N3+0EzoaFj1PJBIlG4SzKqYEWTw3poqpiIiIiIhcNVrKW4F6r4a2RDumjJmhTiF4zgiB1lo6Yq00x5uXNC7mjXPjvHxyqGTFdHqO6eI/2lg0QjoIZ1VMbeDnK6YKpiIiIiIicnWoYlqBU6MnGR+6wIfLCJWvDbzBpTMv85nwk9MvBgGf2vwpcJ2ywm3B2+fHmbg0yp4SzY/evTDKu6+d497GNB2LnOfOzW1kg9biHNNMNsCxvpbyioiIiIjIVaWKaQXeHXiHF8+/WNZollOTZzg8dHjWM6aFRkhmiTNDF2p+NDyRon9gglSw+GzVW9a3cufG5mLF1DUhv9q1lh2rG6GMr0lERERERKQalD4qYIMAg1NWiHNcj9CG2JnjYnyfZ999llcHX1vSdY2THxezQFdex1m8ijsVGIYmM2SzWQBc67OppZamupol3Y+IiIiIiEglFEwrYMMQx5iyng91XA/L7HExgZ9lKDXIlM0s7cLGyXX4LdH8KCxUYcsIyz87McKXXzzBwFgSgLHkFEcujjOWLX9ZsYiIiIiISKUUTCtgg/wM0jIrpgCBPx1CM9lUbpsXXdJ1c0t5KV0xzTdXcssIy7FYDIB0JndPZwfG+Oc3z3N2LLuk+xEREREREamEOtxUIAx8HOOWtZQ3GokTdWL4/nToS6dzlUp3CTNMAT575zrYlC65Le4aGhOR3GzURSTywTSVD6bpdO6cXmRpQVlERERERKQSCqbLZMOQ+9fdT2DDsiqmP7+5mw8PtRKbMYYlm80HwSVWTD3Xy4XhEhXTuzc3cbezBerii56nJp67biGQpjK5fyMRjYoREREREZGrR0t5lysMqfFqaEg0lrW7yVcwZzY/MmHIhvqNNNa0LOnSr50d48dHLlc8x7QQTDP55kfZ9BQAXjSxpPsRERERERGphILpMtkw5OjwUY6MvFfW/u8Mv8v3TnyXydR48bWmSAO/2PmLbG/dtaRrHx+Y5LWzIyWbH718coiel88wkSkRWq/QXFfDJ3Z2sKk5t6Q3m8otLY7E1JVXRERERESuHi3lXa4g4K3BNwmjHh8uY/eB9CDHRo9xfzY5/aKfmx9qvMWfB53FcecdFzM0nuLMSBJrFu+sWxOPcdv6JqjNvQ32rkuwa+8GmhvLqwKLiIiIiIhUgyqmyxWGhDbEuOVle9fNPbc5s/nRe0NH+PLbX6Z//OSSLm0K42IoMS7Glj8uBsfl0niKofFcWG7wfNY2JojGVTEVEREREZGrR8F0mWwYEtgQxymv2ul4uWAaBNPBdCo1yWR2gtBd2txQ4xhyBdNgzrbCnNRyxsXgePxd3xmeP3oJgOPnB3nr3Cihu3jjJBERERERkWpRMF2uICC0wRIqpvk5pjOCqb/MrryucXGMIQgWmGNaTmB2PKKuSyabGxfz6vHz9B6+hIkqmIqIiIiIyNWjZ0yXyVqbq5iWU5kEEpFaaiO1mHB6+W1xXEwktqRrf+b2tdCxveSfFRpiLu11MZwyl/JGPYOf78obZqeIOAYT0VJeERERERG5ehRMlysI+NXtv4rb2lrW7revuZPO3b9NLLGq+FrWTwFLD6bFUTAlmh/dt7WF++o3QTmVXOMSdZ3ic682M0XEdcBTxVRERERERK4eLeVdJhuExN04iXKri4UwOaNi2uw10Nm4ldpY/ZKu/frZMb771gXSWb/EjZU/xxTHI+JNB1P8KTzXQERzTEVERERE5OpRMF0uG3Lo4iGOjh0ra/dTk6f5Vv83OTt2uvja9oatfGrzp2iuLa/qWnBuNMU7F8bww7kV0x+9e5FnD50uL5hGEty1pY2PdzZA4GOzKSKOKqYiIiIiInJ1aSnvcgUBr156hc3NEe4uY/epMM2p8VPcnBqbfjEfLE2Zz6kWGJPbPwzmduUdmUxzeTxVXjA1hg2rOyA1BukxHtzZRODXqWIqIiIiIiJXlSqmyzQ9LmZpc0yDYHr5bW//9/izN/+MlM3Od1hJjpMbLxOWqJhaG2KMAVPeCJrBbJSTg5OQHKI+6tBUXwtljsARERERERGpBgXTZbL5cTFuueNi8nNMwxnjYtKZJJkgTWSJzY9MPjiWDKZhmMuk5VRMgRfOpPmHV89iJy/x1rlRjg6XeG5VRERERETkfaRgukyFeaSOt7Q5puGMimngZzGYJXfljXoecc8t2ZXXhgEOpuxg6iYaAEiPXuT5Y4O8dj6zpHsRERERERGplJ4xXaasnwtwhSW6i4lHamiKNRM10/sH2QyucZf8jOlHd7Tz0dhWqJl77ba6CF5TvPxgGs91BJ4cPM9kxmdLw9I6BIuIiIiIiFRKwXSZYkT43dseIb5he1n7r2lYz2/s+g28hvbia4GfwXVcWGIwXWiO6Ue3tUJHuuxgGqnJVUwHL58HoKmpcWn3IiIiIiIiUiEF0+WyIZ7xcCPRsnY3+YZFNpzupLupbgONzaOYMpcDF7x9fpz+18/xkfY0zSXuK3/Bss4VrckF0ctjSQDaFExFREREROQq0zOmyzSeGuUnZ5/j5PipsvafCjP843v/yNuX3yy+dmfrbXxk3X1LXso7mMzy3uUJpjJzu/l+581z/P0rZ8oOpjdtWsuv3LEOJ9/Ft625aUn3IiIiIiIiUilVTJdpMj3BGwNv0JDuKmt/z4tyfvIca6eGi6+Ffr4R0lLnmOa78toSXXnHkhmSU37ZwbSlpZWW1lo2ttZw27pGamvrlnQvIiIiIiIilVLFdJl8Pw2U3/wo4kUxOGSz6eJr/+Otr/C1I19bcsW0OMe0xDOm2KWNi0lZj3cH0owms9TGPIjEl3QvIiIiIiIilVIwXSbfzy2jLTeYGtcj4nhkg+lxLKHv4xpn6RVTk59jGpSeY+oYA/mluYuZSPv89atD/NWLJzl2eQK8xJLuRUREREREpFIKpsvkF8bFeOUGUwfPiRSPAwj9LM4yxsUkoi71sQhuiexpixXT8oJpXcxj0iYIrOXyeFoVUxERERERuer0jOkyBUEWBwfPLa8rL47DqpoOGrzpZzjDwMdzlh5M79jYwh33bYGmuSFybWOUMJooeylvzHOYIFclbaqJqGIqIiIiIiJXnYLpMm1r6OTR2/9najpuKWt/4zg8uOUXMN50CLW+j2sSsMRxMQvOMd3eBul42cHUGMMEuYDbmIioYioiIiIiIledguky2SA3j7Tsamd+PzvjudDdTbuoCRyMs7QV1e9dnuT1V85wT3w76+bc2NLmmAJM2kLFNAqegqmIiIiIiFxdesZ0mU6PnuRfTv+AgfRQeQcYw3Nnn+N7J75bHPOyp+0OdrXctOSK6UQ65NRQksl0Zs62f+g7zTdfP7ekYHpr53oA4rEYlNnMSUREREREpFpUMV2mgcnLHB46zG1Bqqz9jTGMh0nGU8Pg+xCNksmmcOwSqq7Fc+VCZ2jtnG1T6SwBwZKC6f/7c/diX34XE9HzpSIiIiIicvWpYrpMQX5cjBcps/kR4EbjZEOfMJPBWstfvfmXPH/ueVjiUl7Hze1fqLzOYgvjYpZwztp2TKIJWrYs6T5ERERERESqQRXTZQqCfDD1yg+mTiyGH2axmQzEYgRhgONFMGWOdimexykE02DOtty4mCUGUy8K9/5e2SNmREREREREqkkV02UqVkyX8EymG8tVTG0mQxgEBDbAWWpHXiAe9WitjRJ1S/z4bIhjWFowBYVSERERERG5ZlQxXSbHQtSNEfFiZR/T1riGqdo1hOk0YTaNxeIuoeJasLW9ga33boa2mtkbrGVTSw2xiKugKSIiIiIi1w0F02W6e9Vebr+lhYaalrKPuWvDh7gtswqyWbKZXNMkdzldcItzTK9ofmRD7tvWBs7SmimJiIiIiIhcS1rKu0zFeaRLWDJrornqqM1kMGHIXavuYm3ThiVf++zoFH978BRHLo5ecVOFe1K1VERERERErh8Kpsv0+sVX+O6J72KX8B18beRt/urtL3Np9BxRH/auvosNbVuXfO1MABfGUkymrphjakP++qWTfPutS0s+p4iIiIiIyLWiYLpMFycu0D/aj3HLXw0deA4T2QmmkmNkpiaYzE4SRJa+7LYwx9SWWMqb9kP8UBVTERERERG5flQcTI0x+4wx3caYx+bZPmyMedkY82Sl11pJwsDHNQ6OW36wjMZrAUinJjg3eJIvv/0l3p44uuRru/lrzpljakOsBbPEuagiIiIiIiLXUkXNj4wx+wCstb3GmE5jTLe1tveK3R4q8dp1Lwx8HOPCEkJgLB9MM6kk3tQEAG68ZqFDSirOMbVzg2mYS6ZLPqeIiIiIiMi1UmmCuQvoz3/cD3SV2KfJGNNZ4XVWnELFdEnBtKYOgMzUJNmpJABePLHka8ciLqsb4tRGrrh2vmKqYCoiIiIiIteTSsfFNF3xeWuJfVqAIWPM09baR2duMMZ8AXgc4MEHH+Tw4cMV3s7Vk+i4hTXxNRw9cwZnaKisYybTMXbdto9stJ3BFKza8fNMOo1L/7rT49xx6x6I1c0+NjvFpm23EE/UXlffy+vZwMCAvtciM+h3QmSafh9Epun3QRazaDA1xjxS4uX+/PLcEXLBc17W2mfy5xkxxuyz1vbM2PYF4AsATzzxhN21a1fZN36tdRw8ROAlaN6yBa+5uaxjsvX1bHn1HSJuLW9NnuTike9z3/2fYslf99h5GOqFegdmHpscYtdAEmris1+X983hw4eX/vMTuYHpd0Jkmn4fRKbp90EWs2gwLQTLeRxkumraCRyYuTEfaofyYXRwmfe4MuWf71xKo6GZc0xXec18aM2HWNW89Dmmoymfb7x4ktt2Rbl97+x7sthi114REREREZHrQUUJJh84O40x3fnPewGMMYWA+lVgZMb2npInug799PRz/OjMj2AJXXl9z+HP3/xzXjj5HG1uA3d03EljfduSr21xGJxMk0zPnWP63/7lPb7z9sUln1NERERERORaqfQZU6y1T5V47YH8vyNAoSPvDdWZ99L4BdLJMYwpf2ZoNFFLNsiQTSUZGrmAzYzRHI8v+dqOm+/KG86dYxqq+ZGIiIiIiFxnlGCWKQyDXFfeJVRMTSSC50QI0yl+dOwA3+r/Fia2jGDq5OeYlhgXY60tbhcREREREbkeVFwx/aCyQYBjnKU9Y+q6OJEI2SBLNj1BjZfAiUWXfG23cE07u2JqwwALqpiKiIiIiMh1RQlmmWwY4Bh3SXNMIdcAyQ+zpPwksVgtJhJZ8rVd12VjSw1NidmV0SAIAHAUTEVERERE5DqiiukyWGup9+qIOt6SlvICbO+4iaaUy6mx06yuqV/W9aOey6/euR5idVfeGF0bmlnVVlf6QBERERERkRVIwXQ5rOWBjd3gmCU1PwL4WOcDpC6e48dnf0y8pmF51y9c84qlvJ5j+eiOdmhpXN55RURERERErgGt+VyO/JLZpTxfWlCYZdq9sZsdq29Z3vWNw5//9Dgv9Q/MetmGIZkgxLfzHCciIiIiIrICKZgugw1Dvnviu7x08dCSj/2bY1/l7470sL15B2taNi3zDgzjaZ9U1p/16vhUhj/64Xv85L2hZZ5XRERERETk6lMwXY4w5FLyIqP++JIPNZEoo+lRzk2cw/eWtgx4+iQODrmAPPu28s2PllHJFRERERERuVaUYJbBBiGBDZc1L9SLxQlswNeP/SMTTnp5N2Cc/GOms4NpoSuvxsWIiIiIiMj1RAlmOcKA0AY47tJ7R3nxmuLHDfXty7u+yTVdsuHsh0mDfAVVFVMREREREbmeKMEsR5ivmC4jmEbiidy/ToT4MsfFYBy2ttfRXjd7BmoYaCmviIiIiIhcf5RglsGGIR2JdhoTTUs+dnvHbgDibhwTjy/zDgwP3ryaW9bOHjdTG3W5Z0sr61s1x1RERERERK4fmmO6HEHAL2/7LF5b65IPvX3dXt6sW0cQBjix2PKuP3OOqbXFz+tjDh/qbIUWBVMREREREbl+KJguQ/HZzmU0P7IRjz2r9uIYg6kgmP7VS6dZ1xjjEx8LweTuww8CUmmfaAjR5Z1ZRERERETkqtNS3mWYykzwt4f/llcHXlvysc9fPsg3jn2dqBurYCkvpIOQTBDmKqZ5p4cm+NOf9PP6mbFln1dERERERORqUzBdhmw2zXB6iJTNLPnYQvOjoanB5S/lBYxxCEMLdnpkTBDku/K6S6/kioiIiIiIXCsKpsvgB1kAXDeyyJ5zpUyuc27/6PHlL+UlH0ytBaYrpoU5po6rH6uIiIiIiFw/lGCWIZtNA+AuY1xMS+NqADqa1mEqqWw6DqHlioppLpi6jh4dFhERERGR64cSzDL8/9u719+4zjs/4N9nZkSK1I2SLNlyLnZoO3EcB5s4ToAskN2mq7bZbRdYFNoWCNqir5L/wHnZuG+K+D+IgaaXxSJtaqCXVwvEbdCkm80mKyNFkl2vL7LjuI5tWRKtO8mZc/piDi+iKZFDxT461ucDCOYcnjnzE4cP6a+e5/ye4XAcTHeyj+mj9/x2dn/5X+e+ux66qRoeOLo/e3pL1wTTqrKPKQAA0D2C6Q4M0s+H9n0oB2YO7uj5D//dEzddwxc+eiRZunxN86M7903lC/cfyV1zMzd9fQAAgPeKYLoDd0wfzj+a/8NMH/5oe0WUZlZ03YzpkT27cuSeg8lewRQAAOgOaz53olkym15prYQ//fGr+S8nf3VNML2ytJxzl5eyVN3giQAAALcYwXQHnj/zXP7kr/8kL134ZWs11ElG1bVdeX/26rn8h794Ob8+P/k2NgAAAG0RTHdgcfFSLi5fSNXiV2+8XUyuucd0tSuv7WIAAIAOkWB2YLh0NUnSn97dWg29XrOP6bpgWo3Ga3j7vZvYhgYAAOA9JpjuwOjKlSRJf3d7TYZK6aWq6mv3MW3ufe0PBFMAAKA7dOXdgdHSeB/TQYszpg/ctT+j2Sub7mM6MGMKAAB0iGC6AwfKTOYP3Je9ew61VsNn7jmUXBxmffOjjx7dk0MPHs2e3VOt1QUAADApwXQH7t19d+6+9x/kwIFjrdUwSkldVRmsmzG9e/907v7AXLLL2woAAHSHe0x3oFoab8dSpqdbq+G///TX+Xd//vI1zY8WLi/mjfNXU6W9/VUBAAAmJZjuwDO/+st86+ffyvn6Sms1lNWuvGszpj968XS+/ZNXMqwFUwAAoDsE0x0YLl7O4uhqdu2eba2GXq+X0YZgOmq2i9mlKy8AANAhgukO1IvjpbxTM3tbq6HX6zWreNeW8tbVKKWUlCKYAgAA3SGYTqgejVIPl1OVksFUe9vFlF7/HfuYVvUovZKkWMoLAAB0h/atE6qXljKqqowGJYN+e1+++4/uzaHFg9c0P6pHVXqlJMW/NwAAAN0hmE6oXlrK0dkj+djUw63W8eCxuWTqjmuC6WfumcvHd98pmAIAAJ0imE6oWlzMRw7M54Ejn2u1jqUqGS4NM1OPVjeH+eCB6ST7BFMAAKBTJJgJ1UvLGdWjlF1Trdbx/efeypM/OJWry8PVY2+8fTmvvX1FMAUAADpFgplQvbSY//b8f81/fOHbrdZReuO3bmWLmCT538+9kT/7+euaHwEAAJ0imE6oXlzMlZb3ME2Sfm+8Jcz6YFpXVdOV19sKAAB0hwQzoXppKVeHVzIzu7/VOkpvPCs6HK0t5R0HU115AQCAbpFgJrR45WKWq+XMzs61Wke/f70ZU8EUAADoFl15J3Th4tkkyZ49B1qt457DezJ93x2ZnVoLoVVdpdeLYAoAAHSKYDqh/rDKp45+Ovfe8UCrdXzo0N586N5Dybpg+rsP3JFc6Wt+BAAAdIpgOqG9mc7nj30++45+vNU6ro7qXL2ylNnhKCsb13xwbjrZPWvGFAAA6BQJZkJXL1/I4mgxZdeuVuv4xWvn8+9/+HJePXtp9dgrZy7m1/YxBQAAOkaCmdAzr/5lvvXzf5sLZbHVOnrNdjFVNVo99r/+5vX8xakzgikAANApEsyErl4+n6Rk355DrdbR643fulG11pU3dZW+rrwAAEDHSDATWrxyKbv70xnMzLZax/W2iymCKQAA0DESzIQWr1zI7sFMelNTW5/8LlqdMR2tLeWt6yp928UAAAAdI8FMoB6NsrR0Jbt3zSQtNz86NjeTL37saI7tn147WFfpmTEFAAA6xnYxE6iXlvLQoY+nmt41XjLbooN7dufgB+eSPWsB+fc/cWem+hFMAQCAThFMJ1AvLuaBgx9Nf/++tkvJ0qjO2xcWM7O4nL1JUtfj2dNSxn8AAAA6wtTaBKrFpZy7ei5Lt0Ccf+3txfzpj3+Zv/5/C+MDdZXn3riQ1y+0u40NAADApATTCZy/eCb/6W+/nWfO/qztUjIYNF15V/Yxrav8z2ffzC9eu9hiVQAAAJMTTCdw/tKZJMnM7P6WK0n6TVfeamUf07pKVdcpPW8pAADQLVLMBM6//WaSZHbfoZYrSXq9DfuYrgRTjY8AAICOkWImcOHtt5Ike/cdbrmSZNDfbMY0ZkwBAIDOuQXa+HTHpQvjpbz75o60XEmyd/dU/v5Dd+XgnXuSJHU1Sl3XKc1MKgAAQFcIphOYn7470x/4nRycu6vtUjK9a5CHju1P9k+PD9RVvvy5D2dm38F2CwMAAJiQYDqBI/W+zN3xcKb3zbVdSkZ1yRsLVzK9fzGHk5TUObpvdzIz3XZpAAAAE3FD4gSqK1eSJL2ZmZYrSZar5Dsnf5Ufnxrf97q4PMz/fXUhb1xYarkyAACAyQimE6guX06S9GZnW64k6W9ofnR5cTnf+9s389KZy22WBQAAMDHBdJvq4TD14mLSKym7d7ddzju68g6HwyTR/AgAAOgcwXSb1pbxzqaU0nI1SSn9lFJS1aMkybAJqH3bxQAAAB0jxWxTdbkJprPt31+aJCklvbI2Y1oNxwHVjCkAANA1uvJuU3X5UpJb4/7SJEnp5w8ePpaZY3NJkuXReClvTzAFAAA6RjDdprpZyltugY68SZJeP/cd2Zvs35UkuXv/dP7l5+/N9JEDLRcGAAAwGcF0m1Y78s7cIjOmvUF+de5yBuVCjiWZ6idTs1PJLm8pAADQLe4x3abV5ke3ylLe3iB/9vPX88Pn30iSvHXhav7ql2dz5vJyy4UBAABMRjDdpluu+VFvkF4pqUfj5ke/XriU//PCWzl9UTAFAAC6RTDdptWlvLfMjGk/vV6SehxEh8OqOaz5EQAA0C2C6TZVV1buMb1VZkz76ZWSVONtYla2jdGVFwAA6BrBdJvqW27GdLyUt1TjbWKG1cp2Md5SAACgW7Rw3Ya6qlJdXUxKuYW2ixnk9z5+NIPpcVAeNfea9i3lBQAAOkYw3Ybq8pWkrtObnUm5VWYkSz93H5hJmiD66IcP5Le+MJ/pg3taLgwAAGAyguk21M39pbfMbGmyuo9pnZIP13WmesnU1GA1qAIAAHSFYLoNt1xH3iTp9fLDU+fSS5UP11VeePN8Tr/4Vj55qMretmsDAACYgGC6Dbs+8IEc+uf/LHVdt13KtXr98T6m1TAvnb6QX7x8Nvd/uhZMAQCAThFMt6EMBunPzbVdxjvUvUGq4VJSjVJpfgQAAHTULdLJh50opT+exa2GGTX7mQqmAABA1wimHVb3+qmqjIPpqAmmt0rXYAAAgG2ylLfDjn/iA8ml6fFSXjOmAABARwmmHXbH/tmkTCf1KP/w4TtTz96fwZS3FAAA6BYppsNeOnM1S+cu5GPVMINUSb+X9LylAABAt7ghscN+/Mr5/OC500k1zE9/eTrff+500p9quywAAICJCKYdVvqDVHWSapQXXj+Xn766YMYUAADoHMG0y3qDVHWdVKNkuJxeKUl/V9tVAQAATEQw7bCyGkyHqUfL6fWS9ARTAACgWwTTDiu9/mowTbWcvhlTAACgg9yQ2GHHH7471cF7kmqYfmUpLwAA0E2CaYfN7ZlNZqeSapR//Kk7U99XW8oLAAB0jqW8HfbCmat55pVzGY2GyWiYEjOmAABA9wimHfbz1y7k+8+fznC4nL966c388MW3BFMAAKBzBNMO6/XHK7Gr0XJeeXMhL56+aCkvAADQOTcdTEspx0sp373B50805zx2s6/FtUozO1oNhymaHwEAAB1108G0ruunr/e5UsqJdecslFKO3+zrsWZlxnQ4XEqq0TiY9vSzAgAAuuXdXsr72SSnmo9PJXnkXX6920ppgmm9fDVVXafuDZJSWq4KAABgMu/29NrchseH3+XXu638nQeP5QvVR7JnMMygVzLsT7ddEgAAwMS2DKallK9scvjUjZbwrrOQ5NANrv31JP8qSb70pS/l2Wef3cYlWXXpQlLfnZwt+diDn0oG076G77G33nrL1xzWMSZgjfEAa4wHtrJlMK3r+smbuP5PsjZrOp/kmiZJdV1/PcnXk+Txxx+vH3zwwZt4qdvPy89ezeuvPZtP3n9P9uy+mOy5I/E1fE89++yz8X0La4wJWGM8wBrjga38Jrrynkjy6Eqjo+bYd5OkruunksyvND3a5iwr2/TyucX86KUzuXz5Yn7w/Ol8/8VzbZcEAAAwsZu+x7QJn09tOPb31n38xM2+Bpsr/X6ScfOjl89cSrW8nN9puSYAAIBJvdtdeXkXDQbNPqZ1UlVJ3bdVDAAA0D2CaYeV/kowrVPVddLb1XJFAAAAkxNMO2zQzJBWVRNM+4IpAADQPdZ+dtinP3Ikv/W792VXv5eZqUH6MzNtlwQAADAxwbTDdg0GyWDcAOnLn/tw8qGPtFwRAADA5Czl7bDXLw7zg+dP58ylxfEBS3kBAIAOMmPaYWeujHLylXM5dmAmf/7CmexZOpvfM2kKAAB0jGDaYYN1XXlfPnMpc+eHLVcEAAAwOUt5O2ww6Keqe6vbxZT+VNslAQAATEww7bBBr2SYXkZVnSQpA/eYAgAA3SOYdtig38so/QxXgqnmRwAAQAcJph1294Hd+doffCIPHdufQ7NTObDXPqYAAED3aH7UYaWUlP6u9Pq9/IvP35t86t62SwIAAJiYGdMOu7o8yv/42et59vXz4/tMLeUFAAA6yIxph42qOj96+XxeKufyN7++kD/6/CCl7aIAAAAmZMa0wwb9cVfeOsknP3hA8yMAAKCTzJh22K5eL4f3zea3jyb3H9mb2McUAADoIMG0w3q9ksd+/6GUsy81B8yYAgAA3WMpb8eVXvNvC71+0vN2AgAA3SPJdN1qMDX5DQAAdJNg2nUrgdT9pQAAQEcJpl23GkzdXwoAAHSTYNp1vX7zX0t5AQCAbhJMu24lmJoxBQAAOkow7brV5keCKQAA0E2Cade5xxQAAOg4wbTriqW8AABAtwmmXde3XQwAANBtWrl23eH7kzteSu76ZNuVAAAA7Ihg2nW7DySfPNF2FQAAADtmKS8AAACtEkwBAABolWAKAABAqwRTAAAAWiWYAgAA0CrBFAAAgFYJpgAAALRKMAUAAKBVgikAAACtEkwBAABolWAKAABAqwRTAAAAWiWYAgAA0CrBFAAAgFYJpgAAALRKMAUAAKBVgikAAACtEkwBAABolWAKAABAqwRTAAAAWiWYAgAA0CrBFAAAgFYJpgAAALRq0HYB6z3++ONtlwAT+d73vpcvfvGLbZcBtwxjAtYYD7DGeGArpa7rtmuAziql1HVdl7brgFuFMQFrjAdYYzywFUt5AQAAaJVgCjfH+nO4ljEBa4wHWGM8cEOW8gIAANAqM6YAAAC0SjCFGyilnCilHC+lPLbFed9Y9/G5UsrJ9cfg/WKrMbHZ9/92xxF0zQ7Hg98RvC9tYzw80pxzYrvP4fYimMJ1rPzgrOv66SQLpZTj1znveJL5dYf+uK7rz9R1/bX3oEx4z2xzTFzz/b/dcQRds5PxcINj0GnbHA9frev6qSTzpZR5vx/YSDCF6/tsklPNx6eSPLLxhFLK/LpzVsw1x+H9ZssxkXd+/2/nOdBFOxkP1zsGXXfD8VBK+UqSk6WU+bqun6jr+tRWz+H2I5jC9c1teHx4k3Pmmx+u6x1KcraU8s13pSpoz9yGx5uNiY3f/9t5DnTR3IbH2xkP1zsGXTe34fHG8XBf8+dsKeWbpZS5bTyH24xgCte3kPH/QGyqlHK8WX5yjbqun6zreiHjZSkn3vlM6KyF3GBMJJt+/2/5HOiohUw+HvyO4P1qIVv/rH+x+d4/meQr23wOt5FB2wXALewnWfvXvPkk393w+bPN/RBzGd8v8UiSR5Ocbe6hOPMe1QnvlRuOiWap1sbv/63GEXTVxOPhOmME3g+2+ln/k6yF0LmMQ+mpLZ7DbcaMKVzHuhv0jzePn06SUsp3m8fPNMcOZe0H63ey7gb+5hrwvrDVmMgm3//Xew503U7Gw3WOQedt4/+Znsr4/uqVzz/p9wMblbqu264BAACA25gZUwAAAFolmAIAANAqzY8AAAD4jVvXHDRJvtN0Zt6UGVMAAADeDf8048ZvT2e8TdB1CaYAAAA3UEo5vq7r9pafL6XMlVJONH++se74IyvHtzjvXCnl5IZjjzWv89gmr7+T1zhxvevt9GuyyTX/c8bbAT2S5PCNrieYAgAAZBysNju+1XY2m3z+nyQ5tLItVLOPcZJ8dd1WOfM3OO+P67r+TF3XX2uOP5ZkYd1WPI+sq/l4xuEv232Nlb9nc73VbawmsfHvvNk167p+JuM9axcy3s/2ugRTAACA36Bmr9Ynm4fzSZ5uQufJUsp8XddP1HV9arPzmo/nmlC54nCSs+seH0+S5pxTKwcneI3PrnveqYxnNFeu8ciG4PuVUsrcNv7a77hmc53jSea32rtZMAUAAHgXNMHxbF3Xp5Lc1/w5W0r55vqwt+G8JDm0cl7z+JtJPts85751LzG/7jmZ4DXmcq3VZbbNLOd8E1C/kuTpGzUtWucd16zr+pm6rp9aF4yvS1deAADgttUEtpWlrJ8ppRxa+dx2AtUWTtR1/dV1j1+s63qhlHIy42ZAT2x23srrllIWSiknmtnGrzW1vpjkVLNUdrMlxtt5jYWMw++m6rp+qgnFJzcE3xu54TW3IpgCAAC3rSZ4rQTBE1stOd2u5lpPNB8fz/gey5XgNpdxkNvsvJWZzaeSnGmOP5Lk0bqunyylfLau6yeaGc3jzbXmm3O2+xo/ydoM53ySdzQxyniW9tFmWfB2wukNr7kVS3kBAABuoAlqj65vjrShC+81n2/C3zeazronk/EsZMb3jh5vHj+52XkZb6+ysO68p5rltWeb6/+b5vgzzYzpoTSBcLuvsa450sp5qzOvTcBdaK7/ZJLjm91juvHvfKNrbutrXNf1JOcDAAC8L/0mZ0yZjGAKAABAqyzlBQAAoFWCKQAAAK0STAEAAGiVYAoAAECrBFMAAABaJZgCAADQKsEUAACAVv1/S6rVqtGFeJUAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 1152x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(10):\n", + " prefactor = np.sqrt(16*np.pi/5)\n", + " pyring_par = {'Mf': M[i].values,\n", + " 'af': chi[i].values,\n", + " 'A2220': A[0][i].values/1e-21*prefactor,\n", + " 'A2221': A[1][i].values/1e-21*prefactor,\n", + " 'phi2220': -phi[0][i].values,\n", + " 'phi2221': -phi[1][i].values}\n", + " ra = model.fixed_params['ra']\n", + " dec = model.fixed_params['dec']\n", + " psi = model.fixed_params['psi']\n", + " t_start = model.fixed_params['t']\n", + " duration_n = model.duration_n\n", + " \n", + " wf_model = model.get_waveform(pyring_par)\n", + " result = pyring_wheel(model,wf_model,\n", + " ra,dec,psi,t_start,\n", + " model.time_delay,\n", + " model.ref_det,\n", + " int(2048*0.2))\n", + " plt.figure(figsize=[16,10])\n", + " plt.plot(model.tevent+time_array['H1']+dt['H1'],result.hstrain['H1'],ls='--',label='pyring H1')\n", + " plt.plot(fit.analysis_data['H1'].index,hs[0,:,i],alpha=0.5,lw=2,label='ringdown h_det H1')\n", + " \n", + " plt.plot(model.tevent+time_array['L1']+dt['L1'],result.hstrain['L1'],ls='--',label='pyring L1')\n", + " plt.plot(fit.analysis_data['L1'].index,hs[1,:,i],alpha=0.5,lw=2,label='ringdown h_det L1')\n", + " plt.legend(loc='best')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02fbea26", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}