{ "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/more_ringdown/env/morerd/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 h5py\n", "import pandas as pd\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "import arviz as az\n", "import ringdown as rd\n", "\n", "from pyRing import pyRing\n", "from pyRing import likelihood\n", "from pyRing import noise\n", "\n", "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 2, "id": "a2301688", "metadata": {}, "outputs": [], "source": [ "fit = rd.Fit(model='mchi_aligned')\n", "fit.result = az.from_netcdf('/work/yifan.wang/ringdown/GW150914/maxisi-data-release/my_gw150914_fit.nc')" ] }, { "cell_type": "code", "execution_count": 3, "id": "6cc8ce4a", "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": "code", "execution_count": 4, "id": "354bff83", "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": "markdown", "id": "67fc32e0", "metadata": {}, "source": [ "# Run Pyring" ] }, { "cell_type": "code", "execution_count": 50, "id": "f9e9b062", "metadata": {}, "outputs": [], "source": [ "import sys,importlib\n", "sys.path.append(\"/work/yifan.wang/ringdown/GW150914/pyring/gitlab-ringdown-systematics/utils/\")\n", "from pyring_par import *\n", "import data\n", "import wheel" ] }, { "cell_type": "code", "execution_count": 6, "id": "81fc7068", "metadata": { "scrolled": false }, "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, 1024] 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) = 1.0658423561471921\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, 1024] 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) = 1.0639936909720145\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: 39276.43049963363\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": [ "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':1024,\n", " 'sampling-rate': 2048, \n", " 'analysis-duration': 0.2, \n", " 'analysis-duration-n': int(0.2*2048),})\n", "model = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)" ] }, { "cell_type": "markdown", "id": "7b921550", "metadata": {}, "source": [ "# Local load data" ] }, { "cell_type": "code", "execution_count": 68, "id": "9697dd9f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<module 'data' from '/work/yifan.wang/ringdown/GW150914/pyring/gitlab-ringdown-systematics/utils/data.py'>" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "importlib.reload(data)" ] }, { "cell_type": "code", "execution_count": 19, "id": "31389db6", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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, 1024] Hz.\n", "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\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, 1024] Hz.\n", "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\n" ] } ], "source": [ "pr_data = {}\n", "pr_time = {}\n", "for d in model.detectors.keys():\n", " pr_data[d],pr_time[d] = data.local_load_data(d,**test_par)" ] }, { "cell_type": "markdown", "id": "4c332963", "metadata": {}, "source": [ "# Plot data and waveform template in the same figure" ] }, { "cell_type": "code", "execution_count": 20, "id": "1c3f5055", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\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", " 'legend.frameon': True,\n", " 'legend.loc': 'best',\n", " 'lines.markersize' : 14,\n", " 'figure.figsize': fig_size}\n", "mpl.rcParams.update(params)" ] }, { "cell_type": "code", "execution_count": 21, "id": "f2600b8b", "metadata": {}, "outputs": [], "source": [ "rd_data = {}\n", "for d in ['H1','L1']:\n", " rd_data[d] = fit.data[d]\n", " rd_data[d] = rd_data[d][(rd_data[d].index >= model.detectors['H1'].time[0]) \\\n", " & (rd_data[d].index <= model.detectors['H1'].time[-1])]" ] }, { "cell_type": "code", "execution_count": 32, "id": "e8980f8a", "metadata": {}, "outputs": [], "source": [ "rdmfsnr = fit.compute_posterior_snrs(optimal=False)\n", "i = np.argmax(rdmfsnr)\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}" ] }, { "cell_type": "code", "execution_count": 67, "id": "1c2738aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13.426541339972433" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(rdmfsnr)" ] }, { "cell_type": "code", "execution_count": 23, "id": "bb659cb6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Mf': array(72.84400244),\n", " 'af': array(0.72848178),\n", " 'A2220': 5.595449455544791,\n", " 'A2221': 6.457081321435618,\n", " 'phi2220': -0.9737754582321143,\n", " 'phi2221': 1.652119726595113}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pyring_par" ] }, { "cell_type": "code", "execution_count": 98, "id": "2651433a", "metadata": {}, "outputs": [], "source": [ "importlib.reload(wheel)\n", "#This step is for computing waveform, PyRing doesn't output a waveform\n", "result = wheel.wheel(model)" ] }, { "cell_type": "code", "execution_count": 99, "id": "338fd0b0", "metadata": {}, "outputs": [], "source": [ "wf_time, wf = result.get_hstrain(pyring_par,pr_time)" ] }, { "cell_type": "code", "execution_count": 100, "id": "08db59ab", "metadata": {}, "outputs": [], "source": [ "crop_time, crop_data = result.get_data(pr_time,pr_data)" ] }, { "cell_type": "code", "execution_count": 101, "id": "e43ca632", "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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Hc73yT/3NljShzM805O+tkppGBpmOXfa8DEnTqrNYWnX6UeD8ifpt0as0SXNruqL1QbUQgAEAAAD3iJVFsIBw4B5gAAAAwF0qHOEDajNGgAEAAAAArsAIMAAAAADAFQjAAAAAAABXIAADAAAAAFyBAAwAAAAAcAUCMAAAAADAFQjAAAAAAABXIAADAAAAAFyBAAwAAAAAcAUCMAAAAADAFf4ftGs0SyKizTMAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for d in model.detectors.keys():\n", " plt.figure(figsize=[16,10])\n", " \n", " #plot data\n", " plt.plot(crop_time[d],crop_data[d],marker='o',ms=4,label='Pyring '+str(d)+'data')\n", " plt.plot(rd_data[d].index,rd_data[d],ls='--',marker='o',ms=4,label='Ringdown '+str(d)+' data')\n", "\n", " #plot waveform \n", " plt.plot(wf_time[d],wf[d],\n", " ls='--',marker='o',ms=5,label='pyring waveform '+str(d))\n", " if d == 'H1':\n", " hsi=0\n", " else:\n", " hsi=1\n", " #plt.plot(fit.analysis_data[d].index,hs[hsi,:,i],alpha=0.5,lw=2,marker='o',ms=5,label='Ringdown h_det '+str(d))\n", " \n", " middle = model.detectors[d].time[len(model.detectors[d].time)//2]\n", " plt.xlim(middle-0.002,middle+0.01)\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 102, "id": "7cdbd5a8", "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" } ], "source": [ "for d in model.detectors.keys():\n", " plt.figure(figsize=[16,10])\n", " \n", " #plot data\n", " plt.plot(pr_time[d],pr_data[d],marker='o',ms=4,label='Pyring '+str(d)+'data')\n", " plt.plot(rd_data[d].index,rd_data[d],ls='--',marker='o',ms=4,label='Ringdown '+str(d)+' data')\n", "\n", " #plot waveform \n", " plt.plot(wf_time[d],wf[d],\n", " ls='--',marker='o',ms=5,label='pyring waveform '+str(d))\n", " if d == 'H1':\n", " hsi=0\n", " else:\n", " hsi=1\n", " plt.plot(fit.analysis_data[d].index,hs[hsi,:,i],alpha=0.5,lw=2,marker='o',ms=5,label='Ringdown h_det '+str(d))\n", " \n", " middle = model.detectors[d].time[len(model.detectors[d].time)//2]\n", " plt.xlim(middle-0.002,middle+0.01)\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 103, "id": "38cbdfba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1126259462.4229736" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit.analysis_data['H1'].index[0]" ] }, { "cell_type": "code", "execution_count": 104, "id": "065fbaee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1126259462.4233398" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wf_time['H1'][0]" ] }, { "cell_type": "code", "execution_count": 105, "id": "b0936832", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "12.522362315152748" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(2 * (model.log_likelihood(pyring_par) - model.logZnoise))" ] }, { "cell_type": "markdown", "id": "7da29fd8", "metadata": {}, "source": [ "# Matched-filter and Optimal SNR comparison" ] }, { "cell_type": "code", "execution_count": 106, "id": "24d4b24a", "metadata": {}, "outputs": [], "source": [ "prmf = result.mfsnr(pyring_par,pr_time,pr_data,network=True)\n", "propt = result.optsnr(pyring_par,pr_time,network=True)" ] }, { "cell_type": "code", "execution_count": 107, "id": "2c88bc7d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(13.573830690387627, 12.789947764796873)" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prmf,propt" ] }, { "cell_type": "code", "execution_count": 108, "id": "332410ba", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4000/4000 [01:46<00:00, 37.62it/s]\n" ] } ], "source": [ "pr_optsnr_net,pr_mfsnr_net = wheel.compute_multiple_snr(\n", " model,pr_time,pr_data,M,chi,A,phi,network=True,acf_from_psd=False)" ] }, { "cell_type": "code", "execution_count": 109, "id": "184c1414", "metadata": {}, "outputs": [], "source": [ "rd_optsnr = fit.compute_posterior_snrs(optimal=True,network=True)\n", "rd_mfsnr = fit.compute_posterior_snrs(optimal=False,network=True)\n", "rd_optsnr_nonet = fit.compute_posterior_snrs(optimal=True,network=False)\n", "rd_mfsnr_nonet = fit.compute_posterior_snrs(optimal=False,network=False)" ] }, { "cell_type": "code", "execution_count": 110, "id": "8cc9423e", "metadata": {}, "outputs": [ { "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": [ "wheel.plotsnr(rd_optsnr,pr_optsnr_net,snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": 111, "id": "0c28a0bd", "metadata": {}, "outputs": [ { "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": [ "wheel.plotsnr(rd_mfsnr,pr_mfsnr_net,snr='Matched-Filter SNR')" ] }, { "cell_type": "markdown", "id": "53913b7c", "metadata": {}, "source": [ "# Matched-filter and Optimal SNR from ringdown ACF" ] }, { "cell_type": "code", "execution_count": 169, "id": "426d4ea7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<module 'wheel' from '/work/yifan.wang/ringdown/GW150914/pyring/gitlab-ringdown-systematics/utils/wheel.py'>" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "importlib.reload(wheel)" ] }, { "cell_type": "code", "execution_count": 129, "id": "9997941e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4000/4000 [01:39<00:00, 40.17it/s]\n" ] } ], "source": [ "pr_optsnr_netafr,pr_mfsnr_netafr = wheel.compute_multiple_snr(\n", " model,pr_time,pr_data,M,chi,A,phi,fit=fit,network=True,acf_from_psd=False,acf_from_ringdown=True)" ] }, { "cell_type": "code", "execution_count": 130, "id": "edaba9c7", "metadata": {}, "outputs": [ { "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": [ "wheel.plotsnr(rd_optsnr,pr_optsnr_netafr,snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": 131, "id": "769d5e93", "metadata": {}, "outputs": [ { "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": [ "wheel.plotsnr(rd_mfsnr,pr_mfsnr_netafr,snr='Matched-Filter SNR')" ] }, { "cell_type": "markdown", "id": "e8fe5eb9", "metadata": {}, "source": [ "# Impact of duration on SNR" ] }, { "cell_type": "code", "execution_count": 174, "id": "9fc6f8ea", "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, 1024] 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) = 1.0658423561471921\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, 1024] 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) = 1.0639936909720145\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: 19501.417895461705\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", "\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, 1024] Hz.\n", "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\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, 1024] Hz.\n", "Downsampling detector data from 16384.0 to 2048 Hz, decimate factor 8\n" ] } ], "source": [ "test_par0p1 = input_par\n", "test_par0p1.update({'f-min-bp':20,\n", " 'f-max-bp':1024,\n", " 'sampling-rate': 2048, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*2048),})\n", "model0p1 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par0p1)\n", "pr_data0p1 = {}\n", "pr_time0p1 = {}\n", "for d in model0p1.detectors.keys():\n", " pr_data0p1[d],pr_time0p1[d] = data.local_load_data(d,**test_par0p1)" ] }, { "cell_type": "code", "execution_count": 175, "id": "c3756cc5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4000/4000 [01:29<00:00, 44.46it/s]\n" ] } ], "source": [ "pr_optsnr_net0p1,pr_mfsnr_net0p1 = wheel.compute_multiple_snr(\n", " model0p1,pr_time0p1,pr_data0p1,M,chi,A,phi,network=True,acf_from_psd=False)" ] }, { "cell_type": "code", "execution_count": 177, "id": "885c324a", "metadata": {}, "outputs": [ { "data": { "image/png": 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V2n2qQK1HXYTqF4KqiuCmTZuwZcsWRCIRVFdXa2lXVVVpC1RVwNuyZQsGBwe1dHbv3o3Fixe7Posd0WhU8zrshLqQb25u1tQo161bZ8l348aNGBoawqZNm1BZWYnKyko8/PDDVLtHc93cdtttjs9TXV1tEDbWrVuHyspKrd5VtV/1886dO3H//fentXBVF/abN2/G5s2bNWFM/duODRs2oLKyEvfffz9qampc8/HSrjnBEY1G8eKLL2LHjh2GPrxlyxasX78emzdvNrS59evX41vf+hZVNTqIsYm1P7/yyivYt2+f49hk97xB9fdPfvx2fPVrf4BpKeyrv7s9by77+1//9V8DAK6++mo88MADTP39K1/5SsH2d646zuFwOJyCRlC8oREi5bgkhc2SJUuwYcMG7b/y8nKLUKuHpiKpfkdb/OqdIT300EPYuHGj9nnjxo3aAlJNY/PmzZZF5YYNGyz5fvOb38S3vmW0Od2yZQu2bt2qqa1+9atftTgSikQihoVjNBo1lIn1WZxgcVBktlVW8zOfsm3btg2bN2/WnskJr3VjrmfzM+7YscNQF/oTsXTYsmULCCHawn/nzp1Yt26d6/t9/PHHUVtby1QGr+2a4w/VRln9b9euXdiwYQNVwNmwYQOGhoYs9ezk4CpbY9O///u/u45NdgTZ37/9j1tnZH+fmJzAi8//HF/+jS8y9/cf//jHBdvfuaDN4XA4nIJGPYvgJ9rBEYlEtNPF22+/3fP9Xk8OzAvF5uZmJqc1u3btwpIlS6gLzfLycu1kIxKJYP369YaTjgceeAAvvviiIS3aiVU6pyAsCzxW20FVvfLEiRO+y2OXzx133GH4HIlEDALB1q1bLXaUkUiESQhgYcOGDdi2bRuampqwadMm3H///Y7Xq46SvNq2p9uuOfaocaLV//QnpDS+9a1vGdSw7fofLZ9cjk1OBNnfb/3gLQBmZn+/55N345+//U+zor9z1XEOh8PhcHJENr2H+2HDhg2aExuWRbCK2+L0gQcewPHjx7VTnOrqasPCTj3hcEunubnZ8Rr9wveBBx7QbLRVdcqqqirXZ/Pr3bqyspJp4d3U1IRIJMIkAARxOuPnedQTr4cfflgra7qLbruNlG3btmHx4sWIRqOOZd2yZQuqqqqwdetWwwkkC37bdd6RRe/hQbNp0yZce+21mrDtVt9mMjU2VVZWOo5NTvfx/m7PbO3v/ESbw+FwODMEfqSdKdKJgUtDXeyoaqZLly412Gaynjq5LQD16WzatMnitVe1O/S6yGdBjQPrtlDevn07s6Mhp1P+2trawE6czKiO4rZs2aLZqqbzvqLRqK0aKKsQAqRiNPsVRoJu1xx2IpEI7rjjDmzfvj2t/hd0HX7mM58BYD822cH7uz2zub9zQZvD4XA4MwKuOp4ZIpEIk+2hF1RHZ6qaqXkhu379ekQiEerCSL+4vOOOOzA0NGRZcEajUdTW1hpOL9QF3fbt27VF41e/+lW8+OKLGTnpKC8v12zF7Xj44YdRXl7O5K24trYWkUjEtpxup/vpsHXrVou35Wg0qtnZ+lnwv/DCC46/szxLZWUlNmzY4CvcVybaNccbmzdvZtIqsSMTdbhnzx7HscmOoPv7mbPneH83UYj9nQvaHA6HwyloBNkXGneGliZmJz0qGzZsMNgJsjikcVuIDQ4OusaEffzxx/HQQw8ZvtPbWAMp2z3zdQ899BC2bdtmWbw98MAD2LZtm7Z4VU/V1NA5fp7FiW3btqG8vJy6MFS9pe/evZt6r/k9b926FY8//rjhO71qqV39mfH6POr1+jBHtbW1mjaB3wV/NBqlvpetW7daTvyamppsy11VVeX4TEG2a449fvqJqm7t1nazOTbpvVZ7Jcj+/i//bxvv7xQKrr8TQvh/Gfrvu9/9Lsl3Ll68mOsicEzwOslPeL3kH2qdfO/b3yT/9U9/TMbHRnNcIpmqqqpcF8ETW7ZsIZWVlaSyspJs2rSJ1NTUGH4fHh4mlZWVpKqqSnu2pqYmUllZSQCQyspKMjw8TJqamshXvvIV7buamhoyPDxMNm3aRACQDRs2kOrqai3NSCRi+G/9+vVkx44dhryrq6tJVVUVqa6uJjt27CBNTU3atWpa6nXbtm0jO3bsIFVVVZZ09M+yZcsWw3c7duwwpEV7PqdnYaG6upps2bJFe4fbtm1zbCcASFNTk/bcW7ZsoeZXU1NDtmzZQnbs2KHVG61uzp8/z/w8W7Zs0d6xWsYdO3aQTZs2afnU1NSQ6upq7Tva+3JieHiY7NixQ6uPbdu2kW3btmnPomfTpk227UNly5YtZHh42PKd13adTSYnJ7OeZybYsmULWb9+vVb3XvqFer+57vS/BTU2sbb/rq4uprHJiXT7+1/++Sby4vM/t1zH2t+9PG+2+/vf/t3fkm//41byz9/+R+b+bu4r2ezvrNcqMp9FFhQI17XLGA8++CD5zne+k+tiOFJXV4eKiopcF4Ojg9dJfsLrJf9Q6+Q//3kTQiSBb/zDDzB//oJcFwvbt29nUg2ciUxNTaGsrMzxmubmZmzbts2imqjGtb7//vtn7ftTYY3VzQpLvXCyC68TmXwaL5ubm/Gv//qveOKJJyzfZ3JsMvf33s4WAMDKK64NPK9cMzk1ibGhXgjhEqxYdQXTPbnsK6zt88EHH8R3vvMdwfw9Vx3nzC66TgLTk7kuBYfDyQh847gQqKqqooZzKS8vx7Zt21BTU5ODUnE4nGwTjUbTCp8XNFVVVfid3/kdy/d8bOL4hQvanNnDxCBw6W3gwmu5LkkwDF8GhltzXQoOJ2/gGlqFwcaNG7Fjxw7qby+88IJrTNWZTqY8CXM4+cD999+P7du3A2CPnZ0tNm7ciJdffpn6W6bGJt7fZzY8jjZn9iAl5X8TE7ktR1Ccek7+t4DjaHI4QcIF7cJgw4YNWLJkieaBV6W5uRkPPPAA1q9fn8PS5Zba2lrNsdv999+vOVfizEKmJ4BwCRAuznVJAmXz5s1auKd86+sbNmzA3LlzszY2zcr+PsumaS5oc2YhFhMKDoczA+ByduGwfv36vFtk5wPr16+3Pe3nzDJio/K/C1fnthwBk/UT7IkBQAgBc5e4Xwvgtttuw1133ZXhQsnw/j7z4arjHA6HwwmekQ5gz0OyyUa24II2h8PhcPSICSAZz3UpOCqz7KyLC9qcWQRfhXMc6K+Xd745wdB7Qf53uCXjWQnaxM37OIfD4XA4ecssm6a5oM3hcDgAcO4l4NjjuS7FzEGVfrOoz01m2wzO4XAKF0mUT1s5HM6MhQvaHE6BMhpLYDTGJ2kOA7FRYCqa5UzVY+bMC79EyWtW2WhLIiBJuS4Fh8PxS3KKa1F5JTYCjHbnuhScdOCq4xzOzKWhbwxTyQJanE4OAdF26k8/O9iCnx3MvFouZwZw+MfAkZ9kN09Nzs7miXYaJGKFFS5vvA+Y6M11KTgcDid7TE/mugScdJlNG+KYpYK2IAgRQRCqBEGoZLh2kyAI23T/bclGGTnB0zY4gV+f7caOEx25Lgo7R6uAk8/kuhQcjme6R2J44kAzhians5ZnWuG9LrwKnHq+sBZys2zBwuFwOL6ZVSpPnHxhVoX3EgShCsASAMcBbAJQ7XL9DgDHCSFb9d8JgrCJELI9o4XlBM5UQo6jHc3iwj9r7Pt3YOXNQMUXc10SDgcAUH2hF2PxJA439eNLFZnNSz08F9JZSE30y/9KybTLs2DBAmzfnuEpIjYi/ztnUWbz8UgikUBx8cyK+zsT4PWSfySmxlEsiLZ9eHp8GOGwgHBZJLsFy2d8jHskNiLPESXzgVDY9fp86CujUTlax8LI0pyWIxNMJxKITYxCCIWxYGGE6Z5c1smCBQvSun9WCdqEkM3q34IgbHO6Vvl9iBDysOmnDQBeyEDxONlCmIEGIlIS6D6dHUF7oBGIXAUUlXi/NzkN7P8eUPElYPWtwZeNkzcIQvbtpvPlvOJrX/ta5jPZ85D872c2ZT4vD9TV1aGiIsM7KxzP8HrJPw6//ChuLOnDkt/439TfH/n215EE8Df/8mR2C5bP+Bj3Hvn211ESDuEv/ub/AIuvdr0+H/rKI9/+OgBg05aZV/enzp7B3hf+CyVLrsKmTWxKwvlQJ36ZlarjbgiCUA5gCwCLME4IWUwI2Zn9UnGCYwYK2tlivB84uwOof9vf/fEx+d+2w8GVKSAONg6gZWAi18UoDCaH5AXPaJf9NZqgnU1naPkianM4HI4zl3rG8PMjl3NdjIIinhQRnfKulTgtpumbp/8S9xAfMGSWrMW5oE1nM4BmQkhzrgvCCQ6+Bg8AMS7/OzXs7/4chHxi5fjlIbx2ujPXxSgMBpvkf3vP214iZHESTfk399CuxnqBy/m34cPKqfYoLvWO5boYnJmEJAGdNbJHew7HK30XgTM7MprFC8fb8dSh1ozmYWGkAzj3MtC4O7v5znCEvNFByyyzSnXcAxsA1AKy4zT1Mxe8ORyFtNXvGQbYgUZZJX5FjtWFJoeAUGEPlfW9Y0iIEm7OYp5CNr2Oaxs4Hu458TP536s/DgBISgTjk9OIBFqwzLG3vg8AcKPXG6PtwKK1M9OEhpMePaeB+neBZBy4+q5cl4ZTaJx/NeNZZNO5pkZSOWBQ7cM5HA/wE2066wEMKV7JNwDYBSCiOEIrz23ROH5R1/t8eamjowYY9qa6VtcziljC54mHlxPtszuA86/4yydIjlbJ4bEKmDfPdaP6YpZDQWmq41kMp5eGUP/m2W48dbgVI7H0naHlLQMNchSDztpcl4STj6gCRWIqt+XgpI8kAkP8bEhP92gs10Xg6JgtquOFfUyTWZYAiBJCdimfawVB2AqgRhCEawkhUdpNgiB8F8B3AOC+++5DXV1dNsrqm4GBgbwvY1AMDAwgsqYCoTkL8vqZDXUSWy7/SylvZE2F8lMdhocXYU5RGGVen6vlpPzvtXczXT44OICG4QjO1Cdw6yIf7zAxJT9TspT6TAYcnj0T6N8nrRyF3Fdsn80vI6Pye+mbBkR6miXFZYisqQAh4Yy9N7VOFq++DpCSaGtvx+AQo1mDqX0Nh1cgsiaChqYWzJ/Xl5HyBomvOh3plJ/7ci8wntk64eQXTPUyMq706ziQ5HWYUQjBnAXLEFlTkaqX/ktAcZnsbBRpjtuDzbIPjdUDwJyFQZXamSzM2X7eiXZPazdGptw3Yy19ZXJIfrbhotytRwgBiMTkNT3fGR4aRmRNBcJli5jrsZDnFS5om1BUxQFgvU7IBgAQQpoFQWgG8C0AW833Ktd8F8B3AeDBBx8k+e4lr5A9+XmFXLqImq46hBetyetn1tfJscNPoG80ht/4wjcs1739jOyrr6JiKx5R/v6b39xsuc6RbuXEmPF9nDl/FtGuOowvvlIuY2JKnsyXrmPLbyoKDLwtT/xueXosW7ro3yetHHXL7ra2GzEB9JwF1tyWPVXckU5AnAaWXMt8i/ZsV/wxsGBl+mVoH0NyvBdFK64GrqfXT+2p44h21SGy5tqM9Te1r7z1/PchiDGsXftHWLlyFdvNpvb1zo5HQeJjuPLKP8HKFcv9FUhMyP+VzPV3vwds26sTbVFgsh9YfhWw7jogHPwSYDbNKRrDrYAQ0gSkfISpXtpG5Pax4hrgullWh9lGknBkz+uIdtWl+nD3K0ASwMc+B8BnH1c5cwaY7gfWLgGWXRdQoV3Iwpzt552o93zo7vuYxiZzXyEDjTh59lVU3PwhzM3VeqTpPaDtKHDP3wPhwg7TNzU9jdNddShZchXzXFHI8wpXHTehO6m2061rBlCZndJwMkPhqKscahpAY/94rothQXuD514CzrzIrGoYSxI8tq8Jl3pGXa9NShKSEoPacTIuC/C5oHkvUP+OrJKbLWp/Dpz+pb97x3sCKUJ93xh+tKcRp9rtT481tbAsqo57cYY2Hk+isW88WBvy2p8DB78fXHpBo9ZFZw1w+Ie5LctM4tTzwMlnc10KOmJC3gjg5Bkexp3++uCzbzvq36mpDaOxBJrzcL2SLifbh/F+Qz92nOjITAaEAF0nAdHBbKn3gvxvYjIzZcgiKZcqhbMWTwcuaNOJAhiy+W0IALfTLmhmR+fOCpOD8r+MXmq7R6YQS4rYfdFdNffx/S340Z5G90RrngaO/IQp/8BRJz0xBw5acsilHtnb9blO+w2TlCfwLODDmf0vj7XhjbMO4cn8ME5p18Ot+ePFWb/pkeD2irOChnfljYDpwl+gzyjcNiD1g9m5l4LNe3pCPiE9/UKgyT53tA2vnwl4TM0DpkW5Lnz7pnGjvw649DZw+YD9NeoptpMwXiDkYdCZjMIFbTrNkG207YhmqRycACHSLOvdWcGjOCWwXx9PMk5qqrDPyRqp2nPYtFLqWsimMzQvJ9rTWViwjPXIQk7Te5nPi4Ws1gVHIzEFJHO0GTfRL/8rsbX3ntHY7FkIj/XSN8eCJBmne6vO5UtW81bDdQZEjHXOzhF5267VTbCkQ31ogvbs2tSfCXBBm84LkD2P0ygHcCKLZeEETaYPtCUR6DmXx6N6GpgfyWNc7NSrn4HvZlZiX4+C0jZWRzPv4VpVQcu7VqVqPEwM5LYcCkSS0Do4ATITx6Z85sAjwLHtuS0Dgw+JI61D+OXxNrzfkB/tNeOc+Blw/InM5lHzFHD4UcvXmY7GMBlP4njrkCdzGk6OIMoGheDg6CykCNpSIvPl4QQKF7TpbAdQbhPKawOAbVkuDycAsjbdtLwPXPwVMNiUrRyzj7poE9QhxKugXTiIEoFkK5hk/4kSosR+2p8hWJ46pIX3ymxZAF15WGz6zZgKOJMXpsdbBvDqqU6cbI/muigzCok4jREK8bHsFCYNeqKyr43uKFczD4RTz8keq82M9UIcsapYV1/oxYnL1utHY96Fqx21HTjYNICayxQ7bI8b5DMGv89L1H8yNN+rpkUhZT11+VDqt7YjwFALEFIcVzJqpuQ38gsVCnJF6J3ZLmhT1cMVh2hbAVTpvxcEoQrAdrM3cg7HQFyxW03mvw1k6+AEhibZVZGsQojPCdvPhNd1Cohn39HKD/c04Lmjbc4XSYmsLVq272/GT/b528Q506FTYZwYkB0l+YBJddyJySFgz0OBb0b5qYKZLFibGRyXx6SxmRwrPAf8ZF8TfnqgJdfFoOOjU+R9n4iPAe3H8l9QHL5M//7EzyBQHFqe7x7BgUarNsHPDnpvW7FpWXhLiLTNx9kh4BQM5hPt5n2p35r2+Hd+yskLZpWgLQjCFkEQdgiCoK7utgmCUC0IQpUurBcAgBDyMIAdym9VipBdQwjxGD+Jky8EpqrVfozNW2e2wj2lsdh49VQnfn641X/eHmyu5cvVnUyPZZ6KApfeAs6/7O2+gBiYoNtOJbrO4mT7MEjdW3K7yAL0hRMbPaPK5k8iBhx7HKh7I6BSUVC0Hag1Pdop/9t7PqjMAkpnZiMpJ/4h2uuKB+yBfRaRECVMstr8x8eBgz8AxvuDLUT7MXnzyqTVMTKVwOGmATZzgUI56Dz/CtC4O3Cv2dkkPzYz8qEMnNSJtoPqeGKCPb0zO2SzCE5eMKsEbULIw4SQ+wkh6wghAiFkMSFkIyFksy6sl/767cpv6n85NrLiBEMai/LpCXmCd/LWqQn02RK0c+fg6FLPOH5xpBVJRuFPVRXyvJBTnzHPPOceaBzAvvp+NPVPAH0Xcl0cdlQ7r2h7xrLIjejr4/Qug2vNpEiw62KvJ62RTEKUBV1N2zDePNed+mFqGDj0Q6DtcI5KNrNpHZxA35iyyTXYIM8jHceDSbzpPVnAVk/BiNGs5IUT7TjaOoT+cfc2WDCqnKrTqHzx5u+DXPpmnRYlPLK73qjhxMkZg+NTeGR3PRoH7MOkkrE+tnCnADDYKDv6K1R6zsljWnwMOLszd+FbA2JWCdqcgJBEoKFaXiwUEIHMayzeOtVrCuBE2y/qk712uguDE9OIMgoSqZPs4Mr87oUePLI7A3FGGVDDfTBPgPmGzzYqaG3cKWnVsC3z7VNrVX6yCrB8BxsH8LROQ+RkexTnukbw4vHMbWh4QdJtiNX36myGY4q5y1Bzlks0O3j1VCeeO6aanwQc+K7tqCk9Y6dMKKGJZq4XjcLEVcMg3XFJ9ZFB+Sk6Jc/X++oz7HE9k+S92gU7p9vkyCnVF+2dEB5qHsSP9jQilpg5z21LuzKmdRwHBhqA5j25LU+acEGb452BBqDjhCxse2WoRT4RzikMi4n4WGrx6YOphMiWTxDoT7TP7pSdZ2QqKxuv44R2stBXJ+9KUt6jZ9XxVAks31zo9l9Ps5YsLFJCxMsCPz003z5+TrQDLMfxy0MYpmw65YeaKEAIpZ/q++4MWrxyVGZAnSanM3JC1zI4gctDaRwYTA65mr+cao/i1VOdlu9d5ex0680hA01zIVNNI0/HkXTfaaZWdKLi3LSoyF51vK5b3hgdnsoP7ajsUtgbgFzQ5vhAPanycYp3+pdZs2U140m4O/Qj4PCPfeVztHkQVe83oaFPsXls2AVMZDLWs+65Bhpk5xkZRvW+KWiepSnvtueM/K8+Tqn+us7aGeOZPT+XFZmDMJyEq5fEEk7OeIJ9c1rzio/780A+wxFp+qr7HtbZ6hdYS54YAKIujgrzifE+ekzlDKIqljAtVfN1PXv+ZdnmVDTbwafXXl871YlXTlqFYGZO/Ay48LrjJXvr+9A6aBXmXb3U+2UqanBySavS1PBdYP1dTw6E+ZXJTjlcW8AklHG5OGytra6RKYzGEigpkn9j9gXByRu4oM2ZNQQ1Ll/oHnX02nupR15IXR6akm0fO44DZ18MJnMK1NPkbKHM2BKjwZm6oywAQP07wJnMvRdP+GwctuvSPQ8BtT+3z+vy4byzN/eCwPC+posXAAD2d9A9m7cPT0IMeLFEAPn069APgYZ32e7J09OXTCDaPWoa2js55djjwMlnU59Hu2VHf/nK8SdSoXuy1O585ZJvXWJENb3Is4K5RG1oGaCflr95rpt6yh0IR34CnEs5DaW9sdT4neb7lCR6+LI8xbcPAn1fHe22v84nqo+bIsVL5UQ8tb588UQ7fnawBSXhkPJb4fol8Ey2zTAzBBe0ObOOdPrs8OQ03r3QgxccbC7VhbuQpcEht4KCPIRIjNoNmjzuVRsizwfad873oGvEtMAfsVlIjbQDzXuBS29mvFx2SITgjTNdaB9iEPYnh4CEvZMWO9Qam8Acy2+n2qN4qbYD75zr8ZyuI4QAoqJaN3CJ9aZgy5DHSDan/FMJEY/srseFrgJ2jkSIfNp0dkeuS5IbApkH8nScNT3a0EQCBxoZPannkNdO0+eA+t4x9I05+HlBmtXp4mshsLVJy17gaJXV+3ue1ku+mPCYUTWNisKy6vjjB6z1p9aZ6hfGiRdOtOOJfA03yMDQZAL7G/qZD3DyHS5oc9xJxnMSvzh40u+0SaXjTzio75As78KJWVSRtSxslEekDYgSIegfjxveg98Qa1PTspfU0x1RX/e74nNh0D+eWiy9crKDMS/lHSQpC62W/VmJmTk4Po3G/nG8VdsI9Jx1vvholXxy6BGn5j+gvLfeUdM7GOnw5/tBIRTTL/jY+l9gU3kBqKrbLVwGlfp4vz7gkFPZRO3DI4z9cIaQECWMTCUgEuI4L3khXwUStU8/e6wNJy4PoXUwC+uSqWjBOX4F4DgA+/KRcmaHHJZOjxq1IifvJ1/bqHcSmqBtf03XiLzZzTKrdY9MYSzurG2Rz/zyWDtq2obRNjSJ4cnpgq9pLmhz3Dn2uKyKqUAg78gm8mlhOd4vq+vmwyJLWfCFQtnpXqKYBVWiaLshFJSg2Wgrzxgfs+xsv3OuB88evYyGvpR3Y78blGponP155iV1cCLlmCSQTfzWA7LDwAxjWEizCLY+FlK+dqNrfyE7WvTIXMiC4tymDMYFnwG4q+oX+pIm/yEgON81oi2u0+VXZ7rw5KEWvHu+G4/vb6bMy+z5ZEsLyxNTUUAybiCo9s1ZOfA68hOrgBk0mTgBZknTS76DjczzQDY2avJdm8ELScWmp9gpjrYeScpbrYEgUOeploFxPH24Fbsv5te6zytc0Oa4Ex8zfKxti+LNc9147WSX9VpJArpPZ+50Z6yHHjtTVZXqr7O9Nchw005DnGaHnKVFC6vadlqcfEb+z8QyIgvWxQMXZBXjzhrttzZFLXl4eEjeBOk+rU0OAghOd0TRPODtRGLmTi25QQAyFoc9nnTfALJdLPldRPi4Tc0q7bY1mUmHh8FAbCQTbazy+97FhLwhW0iOyXLA5HQS57tGUX2xF79W1YrHetOaL9VxtqFXHkupDu/gUcEqnxbxJ3+R6xLYEp2aRl3PaPrvizIGByVIOlV7xmo5GyEd86mNqhDia1Na1UoMs0pk+7YBJ57wnE/e4TIm9Y3KByx2vg4KBS5oczwzrjgCo8ZO7jgO1L0J9Jym3ru7rtd/zOOJAeDEk7J9azowrDiGJqYxOOFsQ2WH2Ua7MzqFeDJzwrCoi43bMxrDyFSWVIbi49qrpHtQVXZpp6Pyx56zuhMIgj2X+vD6acpmDYWUIKB8kYy7OqLxRjYn7dyfGhmqy+49JuNAzdPG7yYGgOHLTCcWqxfJttkllNVDxvaghBAAgrqeUYzHGdVog1qwHf+pfbGCySFtaP30mSOXNZMM329ivFduG1mIeKBn76U+vHgiTx1lUdi+vxm7LsphqkZjSdmx0omfAW2H7G8iBOi/5CqM28Wtz/+34sL0JBr7x/Hs0cta+yVIc2MoIJ472oa3z/cEIGgH9ByEYCKeRFKSME+SD0jsZ2Y2p5b+ikECnp8peWQ0dXNecm69ozF0Rh38lbQekLUf3JxL9l5IX/tyvIDNfBjR1hlCYYuqhV16Tk5wXCQnlJ0nmv0pgLOdDM52uk7K6mJmppXTz7GAHShR+PmRVvziyGX2GwhJhW3RBO0Q+sfj2FHT7i+ESD+bMye9iu4vj7fhyUMBqx6bhS0VcToVpIl1wlYXSvrLEzHXWKQpSYUAw63A/v+UVfoKmhwuEpUKiCcl+iZJ9xn5HY92oW8slhJajz0OnHqOKQu1yq6IlDEXa2gijtq2YfcLHXIdnkzg7fM9eOGEvcNCPZlUc5w3fCFjaQfFwEQc9b2q1pLPd6GO90VWx3eZ5FRHVLNdxIDPDdx08Ruui0gpbTGnOa33vOxFutPFpMKm6lL2uPmy3WNickjWSHOYQ94+143+8ThiCXkcSs07WSifA9NiHpnPKTx+oBlvnu1BKbH3vp+arzP0AuvfAt7/j8ykrUByYLo4lRCxo0Yxo7v4hrUBDjbI/7qdal94TTaT4swKuKDN8Yzj5KapQJkm9alhtllRTACX3mZezHshlXv6Cw5LCu1HgcOPyvGydSfaqodIi9MnFsbZ7FKkoMN7xUaNC79R66kzEQAQgpTGqf2kp4XUiI2CQL6O6N/gxdflWKQOYULUNOaRSeDU8/KXATpg8eukzY7zXSO4TImdCiAvPKirwmVSkrD3EqWdDTZqfz53zLp54ztMipYA5f6pYTx/vB3vN9js1F94HWjc7ZgsEQQklQXYqDkEX+952YTh3MvAQCPl7vSgCezzo7LwxyQQDDbJ5ctheCrfgot6esVqYxg0hADnX8X5rpHsafSo1P3a123Mr1od5+KjhvlF/i5l1qWJ06aulWth1JWjVcDpF+RwjzaojxDK9tjJvInCsrZx0rAJtpKaB8adHZ4FZi9jQ8+5DCWcIqfN+vTzshNRy9pL2wLylWxe+kjIJXk/eLHBBW1OikRMVv1LR3AjinqifsAY6QCOPAZ0n2JPZ9rBdpd1MOo9L6voqEXT7IMzwLBy+h2LavmE0s2I8TnFoHfVD/9YVtGnYLTxJJrAJUkEF7pHbe0DAQCxEZS1H7R+r2ovOAnrGdYUDCJdfW1VX+zFKw5xUtuGJpEI0oldfFxehPvgUu+Y6zXmemU5BfZsQ9d6EAmlLVM3PnrPA+3HqLeq715CSFeZpv6jelfvv2QIARWg1mZ6qPGVJzLn+MWtiL68EQMpATtXCyNCQAhB9cVex9CLTExPAs372O2mfW/SUd5V7wVbbTCMdALHtssaXyq1P2fOjWU2SU05WajHySGjqYH+ufQ4zIPM2igdNf421w4/ynYdrd2btRRa9nm6PzAbbeeTkbTSHpqYxnt1fc7zfrrERmV1bNNGfF7aaOeS+Jh8SBX0wYsf+i8F4ph4hoTR5oI2R0fzXqDtCNBnVHc81DSAHaoaZiIGAfYLiwvdUfzgvQbU6RfvqpMgc1xhQoDWg0Zna9pOKyUPh4G1fXgSj+yuR2OfTkC/8LqsosNwf5Cop7YhId0s2UaXjDlD27vN+XfdifaxlgG8e6EHb1HjIqeeo3hUVcfXvRi1/Dm0wwls0mZIp753DC+f7MAbp7stv+262IsnD/pQ/T/yqLwIZ0RfzEz1CqdXQT8R91+SSUVzZF/9gEMydv3JfEOuF3AeVxV9dR6ECJdn8/nok9NJbH+/GXXdUX8JpEvfea3ok4k0Q1w1vCNvegwHbILjxni/PF/ZnZCr8+iYbtxwswX1SVrDoZiQtUbcynbmBXm9wVQg8xeCzfc2NLzrO776M0cv453zHs3VxIR1szphb9sb6KargqMTNB8H2j2jMbSYtLR+ebwNZzqjON9tU9dBzKt9F2Wtjq5aY9I5H6cpZPpEAA71Wv+OvFk12JSxvJk597J31fgjj8nq+DrWTKiySGFL2lzQ5qRQQ2iYBLdjrUPoVO3gDvwXVnfKKl60oeSc4lTnfJf+RNpGnWaiH2h5Hzj/qu5LukMXN2rb5HyPtdirH2cU3QCr7cKZnzcRozsI6btoOHm3pOmCYxil5n3AcZ/eKZV2MBZPYO+lPhxvHcKiHv2JdErQVh3ksaptGqqXRdDO8CZJEIL2YmkI2PtvsoMjB0Zj8qJK9aip51zXCEZiPlRf82EX2wLlnSamDCHgbO/0WR2N/ZP+boRO+Cdidh3NDLfKp6h+F47nX2EXIlzlbH9laO4bx2QiiXfPsTk39IxbOJuGd4PLS6TPg0FDiBzGZn9jP8ZiCUBUnIvG/QnP6hiWzlgWyHK2v04+0XJzWkp7v/u/JwvfhAAt+xW1ef1MqpplGT9rxMfk/hQgA+NxXOxxrhOLBo7H8ZheZz7qkXYyTllHqIcBXgbaXx5vw2smLa3U0sOYR6CztdkRqpqHed0jifJaJ+D698LZzhE8srseY6yOOBW89rvTHVFD2NQZwdRwSuvMRKGr1HNBmxMo6oTD1DHUyUnUeS93Gfg7hidBd+DNoMqq/pGRTptKM6XuYjrSPvBfsj2amfOvGk/eKWk64ai2dfkQs623HU8caMGpjigONg2gZLInVTKSUh13snFOSASvnOzEwHicXr1EWZQ4CNpqlU0mkthxoh0T05SJrHG37zA5ge6Oj7iormZTPZOBaQ8e8V8+2YEfvNegfWZpoYanPPa4vHOdIWiLSq+UtrwnexDvpkdOsOOi3amOmT0PAWd3yn9Louxz4MwLHkvpD0uLC8hD9fi0vDk0tzhDC6J924CLv8pM2mlysX0g9cHjIv9YyyBqLg/LDpZsaBoYxyO763F5yHkTKYjRhHhZ8ttufqRhp5qcltXJo22yB+e6N7Gvvs8mqgUl+5qnUz48sohd+fT0jjk5J6OE9/JRDv08FnfS7Mjw1CNJBDGG8I6BMhWV1zoOtv7BY3yRey7JG7Qdw8599VzXCNpd+rMTey714ddnbTb0C0godWuGqfZcOM9EgwvaHHYYJhPNPllvoEzr+NOToE/I9nk09Y9hZ20HXnewfXUpnc/73Lk8NIEnD7ZgPD6tc9xCyS/OvgupqsO6wTLJeyEhSphyyVuuUqItHix2YMk4ViTk063G/glcHprAnro+bUFhuJrp5Ei+Q5QIOkemsKeuD6Pmk9/2Y0C0lSEtSuo5kHlzKWazbiyYveq2DU2ytzfadRYHdrpr+utS38ZGLZsmZzqjOu/YdPQq6eZRJylJ1AWQuZjhMcW2rO5NZZxio1oJ26SnVa9qOdIhe1cGgAFls0Jt+xMDyAZuNtiew/2MdgHRdsSn5eeYk0lfaGpkgoFGWSDTQ2QfEVlnrBfn6nXezj0JeUTbJDXKJMaWq2qJNfU5+C0JiNQGuUs7SEzJmx/tR2mJMOUlEYJYQgQBwYsn2tGoP6FT+4WUwInLVg0YdUPAMo7ZzK+nO6IZjcXL4gH7zbP26ueWE2239IaarX0AMGzyDkxQfjfl59sngwvvXujBY/syq8LsS3MjoIm+5vIwHtldb9Em1A4eXGzWd13sxUsn07dhhiTKBwyJKfdn6zhhUc0OFElkNmVhrob8OItIGy5ocwJFG2Bop5P63tXwTuoaSUqpWhGChr4x+cSyea9BDTeqqCV3U1RuoU28DmVj7bQMi2vzzv+vz/ZgJJbAha4RTZ0q3TXnr844qyCrBO2I5Lmjbah632aS1Gy7BHTqhBaL8EU5feocmaKennYNT2JnTbtjqBSzhkRj/zh+RrNl9jmRUgVPD5siXlAnY0+LHEKsk1jXKe3Pdy/04PH9zQGUTskOQHRyGo/u1dn+0hZ2jml4eL6xHsTjKSdQwtGfAM3vGS55r64Pb55z6ROhkJarOfc3znRjZ20Hes3jh1ObITYbTlPDxsWwWdV8sAlo3msMVVb7C9m7sgE1EH0SYrQDfWOxzJ5ImB/VfKLttfvUPA2cfEbbWA3aez8uvGZcHI73y2ry9W8bLpMItPjUWWXcJs/ElKy50H3G/l6reoFjVhIheL+hn67Nk03q3kw5JXR8Pufn2V3Xh8feb8J4LImukSm8oT+hM/QBa3/wqkq651IfXjvtd4PeHYrCtqf7JbNgvW9balPOzOSQPI5cetP6mz5ai7oUc6gHX7MlxfQnPD1q8NDeoG4KObUBMZHacHSEXteG+SUx5clHSbrsVyJjJMwmAh5dB/hDl3rfRbkvHnjEECnEwlAL0FBtq5odCBd/JTvS9WPGpjoCtaOwD7S5oM3xACGQCNHZ4VKGE2VhGtIJ2hIBTrYNI67ftldslZv7xzE91g/sexgAEEsk8euz3XippgO4fBioeUqXtvyPU58LZIfWgydXfc6AXETaTqu/tTNb9wza++bwlLtAVUKmkdQ5cLF4dLfxOPn2+W7jdQDePtuBjuiU8fTPhOeTNo9YdqD764FDP5InKEYSSQn7G/ox7eLYxsbkzDlcWccJeRLTC3SX3tLsSS90j3pagFvajMlHwHt1fXjqcKvxmv3fY05fzsPDxck4DjaaTnUH2TcOBsgiAMBl4Qpodpyma7oVPxNmbQ3LhoBbuWOjsvq7fiPAJPjhzIvy+OWBAw0DeO5YG1oHdItUu5Nu3SbQVELUwggCkBfbx39Kvc2DgY0nwsrLXpgYoIYD9E3vBePiUFQ2Y0yL/SC1evrHYnjtVKdxvvKKGknBLfa1wopEJ8bjSTyyu97WBOFC9xhq24bxUm3q/e6hheaboPsX0DaHJwZcfRA4vs7u07qFsenCaJtjunoudsnP+YST80eXjaBMayINTzrMhbrxOl2HpNQ53M6plernZZIyNhDbD6b83K5w4MyLlq8Wt77J7qFdpeFd2YTGKYa8QnRqGubSGuZsVqeAWVKrzppHdLuNYDOnf5nZcgCyXwYAIASP7K53NIex0Ez3yH+mU928KWxJmwvaHE8caR7EAfOCWMfKSXmHUtCpjh9oHMS+hn68dkq/ABPQOjSJ1890ofqC/lRAHqCGHZxqsY6Vr57qxOunfSz6aM6aJEnZvXcZQCWC5WKv+mdasO7aOw3qsaRoVbFmxElwi4hDxsWt6ohH+5yaAPRPMW6Obay7t8jhcbMeymNU2ShgWASoDE9No6ZtGNXnnU/WtBNt8yMd+pH1YjEp7xT3KnFJGRyJsWHK3CQcBaNm6V5nq+Mt8q48gITov46HyAIAwHpcsg2PFJhDlYSiyaGG9AOAkrm+khKVRcnpjqh20h66+Lr8Y8cJ2aadtmmlcyBZ9X4THtNroAxfthWkrBuRxs+LpBFfjuDUzQqJwNMGiW9Mdcks6Ox5iCoo6Hn5ZCdaBidQ0+rS1y6+4TuGNmAc00KQtD63u47uU0MdbyXdidFpRa1cT/jCK84ZH3vcdiPGc3gv/bg80AicfBborPGWhhv6urbMM8Y8JEIcNaO88rR5s1FPzdOpYqU52VtOtOVUTR+95aFuTgflDE2D5tDVBketJjVclzgtl8NGXf5k+zCeOtSKw83Gdac55aQk4Yd7GnCxwyHMpW+NN9b0bEwaMoVu3IslRRxvHUp73ZlGYQyfOqP2XvZV9C2zfWgSA+PGuVsd8wrI7JwKF7Q5GlNJCUeaB5HUL3gNgypBx3Cq81gEhcuHkNIcTylOqydIkybBbSohXxzV7RqrE46TYEUgyCFtOlPhHlKnhKke2To4geaBcd196qDko9d2HAPqfo2ivnPUn9VFvHGAlQyfWgYnrGqrDoQYA3E7javPHL5MV7FmgKaKnFrYCcY6ojpzsaogqH8aBk5VCyJkPxyxzI/nu0Z8T29Mgvz0JFNBRMbJ3HqSSlloDNQDPec8CfyMmWces5aDXTHOvwpzgQjga3YVBMG2j6pjw6WeMVzWaU+Yq+tMh+w51vZEkxbcU/BnKKLGDX+/ISXchhPKmDWmbH6op6N6RJtYyy5Y2jmtrdoIYSzpBu0vgsa0KFmeYyLu4fSZMfyNa/NzUsNkaLus2leeTx9t6thSJOqGlNc+pz9VVE6f1M3ADLQFdczU5hHTW3nrXI/R3CWT6FSlaY/qxSs0k3CkbsA5hJCiJkNJPGv71o4Zqb8Jshr8Pno40cuD8pqzZcBo0mc2UxmNJSFKRHNI5pmxHk+bCHIZjM+neThQv46PA/XvuqpTe6kPw7pBd+PeS/042DSAY605iryjlYXhYcwbZgBeOtmBZ45epl/PT7Q5M4VXajtxpGUQBxp1A5V+4LF4qDV1qNZU6KcQdaFhGpRU4VT3tdNCzTConX/F4F3SNqQWDS999tAPZRUx5RRLSNjYb6tzn27sNz/Ka6c68fxxq2pdzeVhnLhMGRwD2MYbD9ier7E/tXGh34V33sGlPYfOS7uyEChy3Fhwr9fqi7042znieh09dV36eht9vTp3Zy3Q42CTyIqnenV77pxtXyvYPwutZCNTCXSPTGXMCY/qpM+Jiz2jeMXgUNF4/QllofLaqS6bk6b0GJlKpFS9dYOEbalp7SWgmPPmfuv45lr2W4Tw1093YWdNh3ZjpgXtvtEYHt3biPcbjKdbr9T6cCzUVwdE7dUbWR6FgFhPbpg32uxuC3pRaVMeR+/M7s9wvmvEpPUk3zMak1Xgm/q9O2976lCr5ZTe8jb0fcZUzFyFPEpt4stMxJP2XqFp99M2WW3Ne+zbx5DOAZqziKsTdGzMvFgQTP9a8nEshHYq42jrrw5/V4yflwVX9XbmUjKQmJLjnqcb2UBQ/a8o9dlYLWt4ONlPp0XqLUwrG8PJADU6fJGBOaCwxWwuaHOmJzUVHjUcw7SDCqfrsp/idTxEMUpNSBJCYasDM8eY0Ap+Ox2rna/h5D0+Lods0TtucyiVfuHK6hhof2M/VR1fYFxMU09j45n1UCsIwLzWaksZVAFqOimiTQlfIbjUmHpv2OEy1rFbs78997LBWZgr+gz0k2LHceN1Y+k7XBJsjbRdypWXOG2MWb978lALXjjRjtVd1cYfhltZzQsdkduaVZOC8tE1q66RKQyOm2w0T78AdJ20psiweRKdnMbAeBxPHmrBk4eMWiaiRDQbcqbxzWFsGJlKONuW6rCqvFLexvSEPO61HrColTcPjKMjOglA1URiytYzu+t60TIwgR5FI8i8oTbuxzzm/CvAyWcsX1Pff/sxoHGX5eumPqOJxeP7m+WXQAiik9POjiotP9HbrbVcLuOp4686pv3PESNTCVRf7MXOE9aNistDcjs+0OD9ZDE6NY09l/owGhPxwz0NaOgbgyXk2N5/wzIiqwebBdy0mZ5gt/fVYV63sGo1qZj74SO76w1aNxp7HgL6L6Y+J6YMTtOMJ4I2mgwwrRlqf+GprImgNh/V9ZGXjefLqcMcS6CTdARMNcSsR/8SrhuxfhyDuaBfVk7Ek9hZ067zm2S/bnzzXHfGPcHLuLT90S6ERONcd6o9mtES5RouaM92OmspsZ3tOkpqMWhHar7QLQsoA+lrJzs1AVyUCJKqyjhDkWlYVMcdJjq3Yf2Xx02LByGkW9jSB9ZUPGm9oJ3eqtPw3hp3yScQex5ic9B16IdGr6XTk8DBHxi8uKdD+/AkwlM6WyhVFUh55Fd19vgGDVtKDatthq4FoSTPbDMIIBGTHXNceovtHpiaS4YNgjT1MjZJ2/nnsWDqk4Uul75vwYuDoMuHDSYkzx1rM5h9sBIKAUX96smPh+ktGcc8Im8MOb7xoWag+zQkYqy9Yy1GjZSRqYS20aTy1OFWbSEcV7zvOzY1h/Fj1EFV+slDLUbbUkI0j/FuYrUlSzEhjxsN7zoUNHVf18gU+sfjsnaTGis8DdqHJ9E1MoWznSMZ9RrtSuNuoP245WuzPfDEdBIgEnpGY3jqcCveOc9m8jGsO4lcJtoJqKmRwxnn38fjSYzHbTSdGDcBVUFyIkbTeLNuoHulvncMokSw/4JRA4yY8gh8Z+fgD2Snkx4h4jTw/r9rXrS9FovmY+BwE93WmHSeRM3lYYzFpoFzL8mbfwmKSVqGNr1+5cHvjfMcZ6pLG+hmeTCoxMeSIp47JreVZBY3p+2ysn5v84xiIq02fLhpAB3RKbx6qhPNDn5VJqaTqO8dy05sc7fnqXkaSy8bPebvraf7pdAocCNtLmhzNLRhz6ajsJzQqmp0NHtbveA5ODGNkKKWHp2axo/2KKeIuh1CkRDjCTHDzLF2/JwxXi0lf8sOuYnhKfNgJICqG264xCpopzvRGQTt9uMpm/Q+o4do2/eiVwmLtsm79bodYTTvdS+Eoyq//XXdBnVK5/ctafXi7XTUltOUWLaDTTonPZT09XkLIXRFp/CjPY2GnWL5t/QHfNVRoHnToYvmPER58MtDE3hkdz0GJ1J2lU8ebIF04XV/hTC9UBYh+kXK6ZVX1XEzzf3jaB4Yx/DktHZaCQCDE3G84cOR4chUArFJWUCfTyaYGg4hhB4PGPRnmEqI+MF7DQYv6Wc6jadgTx9uxcsMcVKpm3E6WcdOIHrmiAd1z6b3ZI/xFPtD85huKY160qOLcU5F5/ywqX8caHmfMXSPMy/VdhjanZCOnw3Inuf9Ooc0kxAli98RGaIJzk6LX/3bHqZ4VVZRxwlPm42G+4389EAzfnqA4rCOECycbKclYaDm8pAWj55aJgcbYhACtB11PTVWy7xQHHEccwNzkslot6/HcOgwNSw7rtTmVG/lYnGGpmq99Y/Hsb+xHy+e6AAmFWFcordD+wxdykcIME4XftqHrHNFbVuUeirpWD80Xxe0yyx/qB9TX1weTG1qBh1h0Alz+1fXbOrrFSVJ6ytU3v8PoGl3GgWQH9ZNg8l36M+pqHM0FB2jsQQudI/C88KXQUNiRfyy3EczYMqVDbigzdFwU60ml952/h1EW8QYzG1tBtLIeavKkt7G74fvNWDPJZqHc5dFVu+F1AKRdrfL7ZKuW+yu68W0RAAhJDsuch3FUzZ7xk0C77CqjjMRLpb/1U/ILOGHHJ3S6bFfAF85ahVw9VelXMY5CdqMb1CA0XFY/buyacSZF+W/GdIfjSXxfn0/kpKE+l6zzZ/7An/toM17HekEDv0Qgkg/XXxRHw5D51ikbWgSJ9uiAGAI/TMSS/iOoW5+nXtMno6DWL6mBAR7khLB66e76AKlh/a/bsV87e+L3WNqAdjihhJi6NfGGraWfkwZ42qUOgGsWjtB2CofbBzATw80o77XutCZSHhYcKjvQJx2PdGOJURZu2gqKqulqrgMmis7rWrVFqJtBj8ekEQ5VJT5XV0+ZBuOxn5tbkqDJsgNX8YLJ9p9O4c089yxNnoEDkKYNuTsBGe3OwUIwMRgymuziajNotucrsU7d+85LBp3X5DvbxzAexTP6H1jU3hkdz16R+XNwFKRstE1NSxv/Bz+MUI+1L5D7fLYqvPw4TkNKi6e6C3s/x5e0G0AEZLeBix1uDB9p/pxUceWeILN/4qvoajtCHD8CTlmOkMCDX1j7qeSJhJJUfa07zLO29t/e38w/3qO3spACAEuvY0jJ05gZ20HznU7+I5xikXvAm2eYT4LGOuha0LoOfITejQUCjtrOvDuhR7Ek6Z2KUnObYhhZ6RUmpLDEjo4zM1nCrPUnIxANEcONp2i97zj/fvqUypvekFb+1PX2QTQBwTzzu5p3S6penspXAYHIUTt2Kzjsl7QPts5gvcbh3CyYwQ/3tuIZhtnK7SwKOnurDKHI2IRtsIl8r8OGxB0HNRXdae9Zhszu5ILiqt6/bpE86rruPnt7TSne2QKY/GEfIp97iXW2wAAh5uHkOa6iU7rfiA+jpIJeSOA5ZHOtEfx8skOhxjjmVGT8/34YlIW7AjJqnn5ojnF9B90sWZZbbTDOgGASKKtnV0gTYTykvYr46i6ydNOOxHxtAmnU9E0O7Q09duphCiflB35iWxSFGQlnnxWPukG5E2vfQ/LC3nzaXnzPk/x6wFYK1Gv/tt+TNbuOfWc4ZLBibi2aaIxFcXKBJu2gO0pkm7gJwS2i1lzkYsn2Pw/EAA4tp1i8iXzkskxnF0VvnbSpDEScxAGbAiThGzO1HYUJ5RwaLXKnL0wOWiIDCIXJvVuisCixmrUPwt3HAPRmW2kG1bLN0mbupeSysadt+Ro85tdEkafJ/bmBE4OJ+ef/pn2d4Jm26yaJHWfpmumjHTKmz0uOL2GX5/twmunO1HXO4a+sZi8kaCu/3rP6zaSdM+ra0/0jX4P9CsRPRhKbK/laV736MradRJDY/Jm5dCE06aI1zacun7uhNWcxrBuPEXR7lM58SRw6ln736OK2QbjQnZM3Sw3v6v9/yGPV5019H5DiwVOW/sWzWEqRz7CBW1OCu20INXI9V5F3U5pTulOeAyCtqtzFzV/4hwPVcm+TJrEyyc78MQBm8WY7QqYbUAzXyUIIZxVVEObbL2ayl3JqDme+lBCvKsrphP31xKaSD3R9ipoO9THm+f09sHup9J69BNSSnVch8WZG+tkJF/3wol2PHWo1f1yMQlMTxoWbGGSxNpReZf5nM7pUtfIVJoxWgXTP+5qddHxIOJZU5JPV0C3Gwta9srxhYeajTk07vbsdIeZiQGsnm7VPvbYhNCjxZNNoXc1lSr5vJM/tdhsUk9VffZV2mvsZggBKPje2TctTykF6BtT8k9M6a4X0D0yhXNddGHMc2vSm3Ek2UMe2kMpgfpsNm3vF0cu4wnz6bbOr8Oqtje0cWjXxV7sqLH3UG7IdrDR2BwO/Bf1OnN4zEWdyiaEqS2laoCtjdk6hTLdbo5Z6wdtXus4ppkhGMoZvUy5S8axzeiSKBV0G7qE4PvvNWhtNEditgVJLfBUVD4N9gjd67hzPS6QxlJqvRNWu36t3dCcoene3JNu8yRtzVD7c1l4csNhzTio1OHkNElphxz4T1nr4cLr8kaSJHoeWgVL3FkKk0PyBrziZTwpSdhxoh2tjqYeVgyCds85LBd71R/kf7QyOTyEV8d5uusXTLQ6Xzzs8ruNeQDTvSY000zz40ii/L7r3wWa96J9aBLjMd3GA9XswYggwOPmcn5RuCXnBMKpjmE8a4ldl+op08kgbCJsdl3NY09ikvHkUkDb0KR8Ykn9md6sLY5UjD/qBkfj7+FQCOGwHCeXakt14BGsTcgqd4YddiJhTru8eCpzO4WnQHMONjgRd7erBNA3FjdJ/crfXm1cmE+STcKyrSquFeqhxKEf+iqGHke16kRMVmGseRI4+H3DS1zT857294juxKttaNLg5M0vbOsGuUDLe/f7y4QQqm3VFT3vBXtKqaf/UkplNzFlzEc9VVQwV82ZDpvTtKY9ssqYEzVPGj4abCeZbLRldXDbUHi693ixZ1R29gXAKJz7w9EvgZo2JXEnx4G2MIRctP5MMDQxjYRE8MKJduy66NHrfs85R5MNr6S28xie/2QAGzsjsnB9rmvEGsbLBqLzm+AnjN2EnaMyWl4MqjeeNtX0U3Ui5mp6kbJw0eWhzb9EbnO6uZV97FF9njhfZes3Rs3T41j3Xl0f3jjjfYw3ClxnqOW6ItZgDB2pg7auoJX8+eNtmmq+Ic/TLziUzfYnAKD7GWAcX9zerrOWmvzMpdO6k3ExYdQg0vmVMCdlXCt6HA/12iCxEQxER9E5MoXXvfoF0Rfh8kGdjz7zSbcDYkLzPbF4rN5VA2/uaMq8g+7iI7eOwxwPyxITeOlkB965oDPvSzJu+BWwPzQuaM9yYglJt3CkoT959JmJ6iDC7DjC3HOmhkEcBEGWBcPJ9mF0jcSop1qOd3fVAnv/jSqchMIhzV5alNRdex2JKe0bfRklApQMpxE/UXdqdbh5EG+f68YvjlzG3kum3WvKaPtSbQcONacmsMnpBHbWdGBw3JvAzxqizEn4d9usSe2EOl3H3viOt1ptFyenk0bHZu1HZKc8ihCnDxPjNJ7HvW487XnIfiJxeiRtYeqSvt1Kpv2Y7EHXxo4zbSdC6kJMfVnDl+WQav2X5M99F3DFkP3Jjj7eK0CPf1tGpuTTIRt7XQ2RLpiY69HJbZtRO0P/i/E9vXO+Ryds6ixFXRemdu/bXauBhif/DawODSlMTCfx8yOteO2Us3d7c3tqG5qUQ3Bd/JWjE0K/MK25Rhy8lDOovfqF3cqFmD7LuDtro9ll0VJyLwEmBuQTd2WDLKmF9iTApV9r2ilo3idv0raYN/5S15vbgPax/h15bpWvwvHWIYzFEkx12Dky5Xyd08tu3iPna7emoJgnnOmMotFH/O/xuIhHdtcrzqAcmKS3O/pjWL/sHY3hPd1mV0KUUhooJhMXy92TQ8CRx2QtjSypAjg7OJV/W9Lya/MPqb+lJNRGfrojatwUMHpj9V/Iw49i3umnHC+xa2bEUla1NMT4u814PTw5jaQkoUyU2828eJ+s0u5AUTw1p9Per2Xvbc9Dxs8jHboQlYx4iLXuGKKX8iJFm80nPYmkVKh+0ABwQZujkohpk7ZxdzXVMfwuzlWB2qzRY5mUCEHISV2F0UvlOxf6camHouJNKEKyiuqQIjZiiAEOACEhnPKi7hYX0aAGk97IoFc3OtoyiDrFZlPvYROwn8w6h1MnMMeaB9ARnUS1bpK2U7HV4xonUiuDPbXtw0xpOM+VbG1vedubONiUOgE93DSA4ckEnjhgil1s8sDMvDnu5yRRVYNXfSBoaRA5bifVA69JQ8ArQ4oXXZrdJUlbcdw6YZrVfwebUt2Vcrvq2IcxMy8l8w4BfLlXMsg7wamOW7KhtLmQh+wudI/hsX1NijNHszDk3L/jSlz61iH3xZCel092YHed/el3LClqIWds3wFlAab56SAxk6do9xdp0NxiUXtVM9THz2ZwrsfuHTyIdk3VC2bPr+ukPPcP1OPymf14Xx/7Wh23Lr4hO6hrOyTHUteRlAge2V2P0+3DKQ0MZa7UctMt6tuHJnGwaQBPHGzx5Qytsc8oBDuas3WckP+1a+OJVPva/r43r+OHm4xaNj2KFk2NMq7Zdk8bgYt2Cmj7aOqpKYC3zvXguWNtsqnYvoedE2g/JqtlD1xiaqESkR1xphdpw0nokp/Zqp2ju4eIhvHvSLNOyEzG6KrP1qNvxrI6YPMODLUmiQZ/RBe6RzU/Dnaq408fbsXb53pcHRHb4eu22l8ALo6NVbRNHA9mX4Y+afbRYD5sE4DktPs6tK53DHvq+6wmkQUCF7Q5Mg3vao3BbkfK9XBNP70wDABHW6y7u6WX9xg+CwKxCLcxOxVP7R6BWgDHIukGQvPAHwqFEFJVx20mbfWW5X06r7pOGSbjrs7l7NRDFyaNk7z9YJv6YW6xXLvTidS7/OVxXYzSwSb6biOjoC0o162dOCfbqQUM64QSMtn7HG0dwvPH2rS4r7bp6/52tuT1v+gYiU1jf0N/6gQfAGqelm2A1ZNgrUCmHXEbxmNJIG7nN4CdtJYiYz3yabZNqktt4wI7k66m2Fg8aTodZEtRMjmzCiaEkJ8x1f5XL4L27os9iCVFg/NCLQe3fqH87pbd8KTLKWzbERBCNHOOx/Y14fH9zXjzXDfOnjJqPgyMx9HcPw4M2msDLZRGHT1Fv3pKOc3Wxb521tyCfHI7bTrNHO8xxs+++IZraKpA/HPpTltpVdQ6OIHLQxPUduAre0LQM6Cfj/UndWrdWjObUuaT/fX9uoLqJEETom4upzrh0qC3uGqT6YKj6jhz3HFgMiG6e2DWcdSkNaVuGqQUkWzytBG0w9FWy3fzk/QN6pQwlzKTSVIaneUblggMOo61DOHlkx1axAs/OKqOK2W2syEnhFhstM90psoy5+yzsmd0E07mGot6j9ALpeRRRmzMQ+weRL8+0p2+AwTvXuhBVBlznRSQ2jxuYroVS/866eEHZVoGxm3DRwLAoaYhPHesDd/f7XzCbqa49snUh/p3jD9StF5sfUqYmFsSRmlR2FNZ8gUuaHNkdA4viI3Y4WW9abg0ZFWrtl140r5uVdTVFO+EIxTVOr2QH7Ib1dTJyGnVSIhl91EIhxBWn4EyKExMJ7XNiZDuPTouuC69JTv80Iei6r0gOxkBgOa9uKqnmnqr3QTsxLwS+Z3E7FSfz7wI9F20fM16oi3pHeG0H/W12AuP99j+lo6wQ1uE+E3f0DRs7tnfQBcsXzjWgZq2YZxTHOsZFgQmQVVdQLo5X3uptsMm/Ib9QpUQCQJNM2OoRTvF8iTk6k/8dOjfztBE3DmeKA1BdlKTTqisN8/atykVpxPInx1scXcWhDQ2BXw+m1nrhgX6gpbO+w39qOsZTW06uJxq0TZNDTTtwa/PduOHe6wejIVh3UnzeD+eOXoZr9vYyVLbLazP0To4IZ8mNe5C29AkW+zs0y9Y/QHQ6sdlY8scXuu8jQM5x0GSZi6hq4NXT3XilZOdVFt1s6DhbCdOr9c54gSSI53o0vs7CNt49oepDwnqfA/rpqvufTqZiRkdDdpeZu+rs+tkSrtMX4d6TSZz3do4rTNmSKhtQgtlqP5kexpNX5vMadtn+c5N0JZjr8s4bVoUJUZltXHtfVCKN9RiMLXoG4vjiNKnad7163vH6NEQPKCaa+kPFNQN8ZdqOvD99xowPe0QplXnwdrgjsaSUeqb0oluYLgVsYSobRL5gRa6cmRiCh1RJb68JQqL8oxDLVZVbq95G57Vef7Y7hA/+7XTXXj+WJvt7x1amFqF4cu2PgYM5UsYNyvG40lMTidt1zLTjKfURQUa2gvggjZHhzZpS4S6u9vswXZJL7hogwzNOZepBNSBQ1nYrGh7y/qblocuv1CImnwqbaU8EwNAwy6AEIhEXSBZBe2iUEgT3ok5FAEheHx/M9Wua1XnuxY1bw315ERvv3vhtdRk5xbj2uVUxUyR0tMdBzXzaQ4AUWScjLRTWvUEzLsAUdaYstV6/rhxAkjnUJFuxmiaCPXtVRBsJ2EWJ1T6lJt07UJdRBhOtG2QpqeAySFDyDwabtod1PI178OCcz+3/nD6l8DJZ+T8Pacqq4z1jMbw472Nlp30nx+5jJ217HZegGwv+qM9jVafBCbiSREDY2l4UHZxXGMvpKWunEP8LTr9biB5kbOJwyeaTwoAqG0bxtvnexBSbEqN2krsZZ5KiNpCncn29fhP7csKYGGXjXNASpmePtwKQFZjV/92o388jhYllN7rZ7ro5jWic1t7zrR4NZ/CqhAQlMRTGxTtNidbXsdS89ULpVH6DwryuGT8cXG8C+9f6sOLJ9oxqPpTcDiWEwwCqK6tjPVAIkRT+dQL16wayc774jYb9g26kzS9NK4TAjwb0Ox5SLb5ppgdqGUciSUgSvSUL3SPYiRmM15Tl0P08unbgzpPPX34MvVaAFjW/b4lFFy/ebw8/cvUJj+A1045+DeAHHHEHEaOivORNgDjWPbo3kb0jk5pQt50Yhp2LYC99kxXEgmPvd+EqvebUqrRPiGEyOvTY4/jV6f0UQmMM6i2phy0mijIuhdeniZ17bEWqwmWl4gUE17WD6eekx3HDumE94lB6ym16bafHmjG9v3NeHRvI46ZNmQFAdRT9QL2e0aFC9ocC6sHDsq7u5JkmAytalvG+wzCruFvK7RhRZRsYu9aPJa6dEObGdyy+33mRaDjOBAbwTvnevDU4VZ0j0xZbg8Bmo22oydrGJ+LANhbL9sQRS1qm0omptiuxsdweE5TyCG3spQMN1i/ZMBN5Zqem/d8zPRaFrjBesIgkBd/IiGYFo1u+k62Dds6tRFC3gSOX53pQveo7IF7VUJevGh9w+n2Y1W2cXL12CVBQBCz21TpPm2f4NSwUkZniiRj/USnpvGD9xrwy+NtSIgS2oYm0zaNSyjlP90RdbzulZOdhtMdAwyFMF/C3uJTi6dlceeFKZWapyAMt7heVjIdlfu7epLaWYvVSQ/5qerfxHqUVVxjVb3UU3pR1bTwt/R5+lArs5DLQlGc3j7d6sxt3FbZb9rYumwbv94Ntve1pO+o9vcRN60AajY0NQXdsw6k1O9p4t/pjhH88L0GNPZZx7s+RRiL6TYdbccUSFr6yyDXUfPAONqGJvHWuR78ZJ8qYLhtttOwf5dFsUFZG4ii6ZAQJcXpovW0HQCO+3nfANXBpDqmS4Tg7fM9tu2x2SZ8FNWplU0aNKHM04bd1DDesnH+mMojGFHHqVjqnsvF7pSGiCgRTOg2NpNJe0EwnhRtzEGI3B7sMte1geeOteGR3fV444zz+7DmoGhtEElWyZ8YMDh9tWhrOGxSydoIcllPtA7jmSP2myYA0NIb1f5mCTf66F5Gh7zj/UYNSztUzceJQXnTqdW4+enUFmnaPWPmzSdJxCKJogWUlq+A3MIFbQ4AoGVwwjq0EsnbYtmmH+h9PzlxoWvEt82iQXU8FKJvEDsUqEmZAIcmEjA/yNyxZoTD8neiOWE7T6tO7HnIedBQVLxYxxXb+UT3w5w+WbiaT8Y9eZx09CBpKIN8XdLygugUwTqBEhBZta+vjpI+U7LO9a7jZFsUP9nXhMffl3da9ZODk5M4estyJpaQgIGUyuzaqGLz6fBQxM3pXupK6rf76wfw2L4mdI1QnkVwfwq3prdy+BQAYO34OSAZw8CYUdA90zGCqen0HJeEBHURYSqNSTWNxalfJtBKNdHvbw0w2o2i+jftf1cqKTJ8VtZgUb3Rdp/yuAxWBG0f9ryqAGDQ5PAwKdgLZrnFYo7A+ExetLpccchT74V/dbTW9nJaOzAIYnHTgvXsTsPHM53y71TnoQpd0SlUvd+EloFxPLbPeiKnoW7o6NrK2c6o4Vn0AohTGKAFA6nNQKe2vqjnoOzfYswkKBHgjTPd+PmRVlthbSLN8cmSoUJT34Stp/OQAKoDr0DcQDAwGkvIhwuu2L/1eUhPZVxFHVuOmxxj6l9FUpRsF0IvnGinhKYFiqA4hlM83bO8XOvGPiMEUN+V0UTNWUvKzLiyuTAWT2BgwlljZnzQOQSZOS8WYRyArE104kn57+Q0rhxJRYugmgmoGpBRk/ahUx6Uupg0h+lteBdh5Oe84RcuaHMAAGdPnbD5xb7bmMc/o71Y6r4QSSrfuIjRBNhnUhPVrL1cBkv94sLORpslVBVtN25R/wkUqSHKPMQYcNrZEyWCATvnPF2nANgPzn4m5dQ9hNnjJODheZUMznWN4GTbMMP1Nt83VAPnX6Ekz/bQrjFoCQFiozin7KyqggCrGqFRZZd1EwKAlKSuF356oBmP7K43qJh7glYEScT5bvn5uqMUz82CYLnPfEriSX+A4tm8a2RK8zZvsPP0QLE6bpifcYqhfSmEib2Nn4rlFXrtYF5CbXlA098xbwyWzGdLIDYKnHpO29QSQOlHLo+qXr4QOkGMSHJItfOvspUjD9lZ482MQeX1M10YcXP8FgC/PpsSHNX5kzZ+uGuLma4YaKBeafWDkJrNDzUOYCoh4kizwwkwSWkFOQoVZtMrG0rH290vgn1XJYDmE0J0dJgWDMRkYmWXcokYozrwoqnPdgzTx02797vnEsUDt46znSP42cEW774y0qDo0H8BHfTwfrZ1p6uvhCjaPq9d2NBiYooo4mFz3JMqtZq2KfQrYO1PjtqJQNqb0l7Yc6kPVW5e9hNGzQuqmUCoSP7XdChwpj1qmyxtHWfRNora240XKlzQns3Y2TfRNa1Yb7ewquNdy3dU9ScAl4cmLN91j8SA7lOaZ1tXe5ZQiKInrp/86OcAqasEyy8hTdB2ztvZk2qKt8524Zmjlw2ORk62D+PRfY1AIoZpUfIQs9n9OnXgtyv9O+d7qHbJrF7Hy3Q2quc6bZz/uDAZF+nhqMCuzrvLxh5So+Fd4PCPUWI+UWfMIFjlJaItsH5lcv7k+wS//xKw72GsSPbYpyOEaHdi76U+dEa9C8WTCcljuC5WdE6V9Lj6ekixauKS4++g5MC8LFMbg5AZT6iCWXRRnzUUZitj+1HZgY2CF/VUa1lMdw23UJ0npovt5iMFdrMWK5bNH8WExDy8C8To6RigO+O04l62QMQ82iaPPmE3VQv1d8r+i7l8ZcVONtqp5mnM0qgJYdi4dT760v5y0opwTELNWu813sHXAIv3518cuUwVOub3GQ8q7DaGlza9RP3+VYpNtL3QR0/bzsRmd10f3jnfo4Xb02zuswABgC5ziCcZWyeXuu8TSZL2pKt3TBZLwwGaHr2pgNrg9QKj2Wmuun6MJUQcbDQ5XIS3zQD3wjm/sNMdUQZHcNY0xuIJJCXJMA8BACb6ZbVzBbNHfj3mfrE8SVmv2fomKFy4oM3RSM25SkOPXoYw5WEBbdCcoXQWvcdR1wRS7D99Ceg4YYzxabkz1Q0FuxMmU5liCRGtig2eQcx2ksPNi3KTQK8fRJ2GzjbFSZp+Ybmvvl/bpX3yYIvjDjWLEw97RSYrF3tG8c55q30O60myfoF6xeRF9xwp7/jFmnbb+8xePDVYvGDqM1PiOoYk42KD9TkNsV+9LPT1jUr5W3NSRGFyWqR6e7Uka35ftFNG0ztqHZzCq6fM6mcEpzqi2FHTrqTLNq0JAN46250h9W1i+lf5pO9zHkKbrUzSVe4IIb5Uv7VbQiHf5mNO7U5zTaGOZwwaOfSEjOl5ulW7xyygeHtgQ/xTio2ryjM6VVCaBpL6vjpHpvDD96wezM20DDBoiiie9h/d26h5DVZpH57Ee3XGcXg8HuxiPR0ItRqM6Q4p40jRpHU+EXQz32HdifXoVFLr0+oV1ww7OeiUIGj1ZdM2ap/GwkspQdPp6ZlblzZEGFPbV9+vCT5Ce8oOPqrz5WBuXS+fdNdyGJyIU9Voiyd1AoNgLzixONN0xWNHnphO4mKPs/PU1sEJwybrHOLXNwE7DHI2Ej5j5SVESRMm9Sm8ea7bVlPACykv8/JY2D8WN6iOW7QolHp//Uy3RVVeTsiDpqTn0vrDHA7yiQMtePtcao3YP5HAI7vrcalryOTEMoUlAgvtOc1aLjZzOi3CQqHABW0OANPEpvbkMy+i9Iy9sy5rGjpB2nAsbkzWDruBd2Fy0BB2xa27hUICyqZoTh3kDBYojhZequ3Aq6c6MTA+rQ2Esr8gaw52ZubmMuvtYQbHHUJTKAnqVQT1OO04tg5OGDzb2s67uh+03WPHSrAOB6wCqPUy5/vsnBNJhDAJmBqXD7Ffq8PiTIn5BFnQ/e1lykvdZ6fypufnh1mdSJmPoihpmzbLXjjR6RruiPXZCIBYMjNTf0rMNtbWRb2jOkZVVAAIBWz3tVzqB048ibbhGM761OIQGBZYgu3o436nHppOi1v//oXimMdoom1vN2mHYWOH4rWZxrGWYU950HjttLM9IwCg8wTs3i1NQ2mCSdDO3KJwbSwV19aimQMYBrMaXQxkmqCdalrG59dvOLDMAYQAxaKyaa17dL19Nka7DaeYQYwaduOU/nRXn2c8kfpbcHqugUbNhEvlUJP1JFIrh365QyT2CcWQp/vGUaZ49VSntsmKiQEsTjiroQeBXbvS11douBlX9u1zS8hyiPOLI5c19Wjzhp0frS3bJRaAwy3DePaYyVbcpAmoqo4nbLQzPDUXVzNKj2MPJdzYyFSCujmjjxzRMiC/x7MOzkprTGaEtJIv7jlo/EKia3IUsC80LmjPanQdVh+OJzqVwCkHOwtdAoZPRYJI/UXTsITLJMs42ridBIQEQXYgZElevm++JE/+qiAc19lXCTZq2Npi3xLKwL4sduq0ZztHPIXnMeMn/uMrJ2XVtIQoyULWUIvlGtpAxh7D2CzwOV9t9wy7LvRYBczEFBZcpscUB0Moi0WwThhmAYcwWiXrFwe2p+zWu9ARjWnaE2q7cLqbWS2WAI/srne+RrWlUvAS/sMOvVOoEpJGaC0HtL0hAqD7jPa9EBs2eFN2TMPwid7piMNvroz14HBL1N+9cG4D2qmJSRi61DOmtSVHzBucFDOQd847m1oklXsM3jd8CBHdelVt0/12caaF/guW7yxhiYLASfU/g16qFiSjTNfVKovVOUo/M+5h228KA0APzRmiCkkJAEz+Sxx/S0UMcZrbDFpWju+W7b0nRZISnJL0DVp9NuHJHt33Dnmc3QFcMoYTPcaoEisA/nYRTI7q7EmvTTq+9uFW4NjjjvfT7Ml9lcP2h9Qvc7qO2l3lmLB+I9mcT+lUgJsIkkQV3L3aaHvxikL3tO4lL3fG3Oq46T0s6ZUPOTwpHVDGmWKTw8bm/vG0w67lG7NS0BYEISIIQpUgCJUe77NZ7RcobanTwO7RGBYn5EXX6Y4o9tb3aYssO1Yl2qkeogEYet+eOraBzVZoNQ9aLhONRXVct0jXMMQz1J1SEuNnQH4UWwHcx0Jsd12v42zH7CXSpQy0bycTIn52sEWOm8mSNqONdlDL0RZa+JOW/SiasjlNYLCPDekG9/F4UlkwmU/22Mq3auycFmPeyzPX99LUodJ/a0wpmN4RzbTC3KfcdsU7FcEpk5vMBttMnfrnosvvygthwLXiJhkWhX6fQb1vLoPAtEi0XvP99xqMp/Mm9Grb07oQMK+znNIaSqikB2t7MfvEYElKkmTHV3YCslfszA5oWkkHHMyHfCOEbAVNv3HOWZgjTeBsh/s7dNpYdfMkb/5Z3XAFgGViL64aO225xxYXuVidv0en7PscaxQL1gF576V+7KhpR+vgJNC0m3rNmE7oKtPC1XnZRHZH33oWkHGU1dK1NgLJMpMuyi/L5gGWZuUzz3hChOQ1RoJBE4/pBszrTpk1TCaM7c+8Ib64x58WnE3W1I1r83ji9ga8vN6kT3V6N8biCYxYwtDa0HYU88bkeNqefGVYrhVgHlj2U2zYU9cWJrNK0FaE6x0ANin/ebm3EsCGjBQsV7QY49/NTVoXfa5diOIh2nzfuHpa7tIh7X7ujMbQYneCk5wGRo3q16WSyYaq/5I1/UmTB1WdUxjz4uXVU524oncvtZD+F2L2AuzJ9mHb32jYlWFR3FtsSNqqzffz+bZZpX5r3w5D3hxRvXaqE4eaBhA1hdAQEmwCByEAmvcof7NviNB2mYNYL5W4eNUmILKzEkNhaAsD3QcPKox+tCu8Yql99ePR7SAuNtp16gYHRT1OS44AZYmo53JJhECUCK4YOel6bZhQwtkRggO2i4oU7Z2deHRvI+p75fE5MreErYCCYDh9IoT4bnP61isSCSfbR1Dt5ngwA2RkiRkKZ0x2cTuzZd7o8IBh08w07tjmx/D8bs9SJCpxt+3UY8He/qYZw8KpQtVoLAFM059Nb2aVqbU66wbCs8cuG/wQ+CFdx1lu2jASIajvM42r/TYHKi5leeJgC/NBi5aiRyEVY90oHbFq6GnpmcsYaBsg1I1rc3uIdO1V1so2mQc4APl6PELwxIEWPHmoRd5scShPrWKOovob6B2NsUdNsayZrK05k5ubuWJWCdqEkM2EkPsJIQ97uU8QhAiABzJTqvxlclpksielQRNC9DvIAqUvlY3SB8uxeAKv6b1y6tO+8BpQ8xTCOudWa6KmcBJDTYCYtHRptTjzTz+JeZI8+dBOfWh2emWIWcIaBEVQ48yCePoqUn4GvamEmMZDeLtPonsDsiWq7NiGTQ1w7jk2XwRarG94K2kQ6lwsTIuSRbVv4pTR061A0+3U1xezCqPsRG8yIOdQrGglnRzEeG8z8312fgEAYNkkezoqPaMx/HBPA6MZCLvWSeo3+dd2xRtyE1UrQke0DWh5X/t4uHkQPz3QrI1f6SzQ9ScdRCKIZ2GDhUYmetG0RDxpBbGgdvdMlNfVkbhuE9dJM0XQ/sdmwuCERAgWjrv0IcJ+imx2QOeGncYZldpfKOUJbkH/5jndpraDMzSA7lm/iyxlzou2dvKCo6A9NYzLZu/rgpBWKL9zHjVfLH3R9ThYcqzKIAQ3uyIQQqjhZM15lk722Wt/ynf4L1wQXPxV6u/mvSgZsJrtqAw0yl789Y79zFFT7DD3/47olOXRbaurcA+0UeR+CQfy6fcLADypmuc7bguvnx1sSV9AsF3AWL8vnqQ5MLMShphyATMqC+AhnVMky8KXEKBxF0DkkyDzz4KUwDwygRHIfd5ZbVZX7ktvgpR/jqnM1mR8ehCmJRXQIC0AlgmVXdUv9WdDn8+Y0E7J27Sjdy96UyVVhY6liR74UnwlAIgon5Cu+jDzbZmSs81v5ZXaDnSbVHHN6mBhF3VTr3iNPeoZy0TsUbVQwe40j4jTaT1/pjdR1PHMVUg5+azhY0Ov8XnnnqjCqkQvvG8pGKtA8uEMTU+tyUGOHSEbpzhB825tI+5bs97mV+s4HUpX0kkTvddrmkYJAeRNl/mrHA2m9XPdmuHjaHW4DnAP2zjpEguYtoltB+uJtoqQiAEhxtRHVO/i9tef6xrBWMxn+/PyoAoTpMxDiMQMtr/YiAffI2x4HSkMflBk77Qu1zuspdLQ4nFCHYslAsxLULSSzIcw2kuwWQ8HWUiPY/Nj+5rwZ58yJSG6+8Lw5eqFYd2bIc34nDKrTrT9IAjCegC7AERzXJTAebnWGrvRDNMAcOC/LM61tPtaXDxGGm9ivE7XWSmDiiAIVrXGWFQb4mzV0AGExDjmwz5klFpEAQAG6pmdaFkT8ndbJrMQBMESG5dViB8PSNjyWuaecXebooEJ66RhbtcefI9p7U+wiQ9Kv4uiOs54N0OJNMxCNgCETX1kOW2LIZ2JPsM7zSynvo70nnf8ee5JemgSA6dfsP2JJWRPQvT/fjVBnhCgvx6rp9lUT80bAATBHOJJEklL0HYK06gnWxqES4dPgyToY/6acWuscEIAtPlw0kRLxwOqSjaTHeXJZ4ELr7p2TS+1OOQlGgSFhr5xZu/8IY/z6pKWNzDa6R7XPanrh04L+l0Xe3G0ZdD+Aqc8JO9b32VCnMmMRCazHcOSukNDTSdEne0pse7v4ckEdtU5m6g4rlGJRFFFD27CKh68iBWj5yzfO2lP0VgoBePvwg80Uw+3aBjNA+NoHXAPrWqGVlenTX4qxuJ241vhHmlzQdudDYQQ1hV1QWGOB+l17aT1mUQMaHnf6KRB/bFHNwi5jD0ljCfatHF1bjy1eKvrHjUMdOq0Z3bspZ8k1Edf0vy6p0k+fOA/ma/Vkwyy62VwRcrqDC24DL2pcIZC/pRy/O6aEgKq92Y3aH3LUxgzu/K4/B4S4wibTrUCcDpuwK95CSsCYFigD01Oa2FGCIvpwIXXnX8nDFP4ULNtvbOojg/aeIq1XSQeexyrptWY5jISkYD6t90zU6CaCASAKJFg4gG7QPNV4VUAYyEkAKEjP/F2U9N7Lhe4DzBM9tntx9nKQ8t6tNPRW/zg+HQq1nAWdjXeOtftwZbTW3kIZMdobrx9XrfGyNAzC4J3QWutwK6Zlcmq6h+PM6sBA8ASkeUU3m7CoT+IpBtnd7sI2fL1BIeabDZFYiMgovEQYIiy8e6G3Suf03mEvm62OPC1/sWUgS/SG5uTkgSnsJnj8SReP92F/Y3eHVPSxhlWPxWFK2ZzQdsRQRA2AWAL+jkLaRmcwN5Lii3VqHFw1rpTYor2rXMMSxf0d57vGsGjexsxf7Jd+858qneu0+rkLTplEnIE2w8Oufvv+u3htb7vNVM2fIn6fbPDoobVc3FQaunpYqfGFwr7E7TNAz5bODv1Zj+CdmaGWjchd9nltyyCIF3VOT/qmQohhkX0e3V9eMPDYhBwD4GWZBmPLh+kfs1ywuj57U4MaPeMKF6T3YSh810j2FnToX02t7ig+nLpsUexqD/ze8+jflV3PSIIgqd3I3hQHU9bgG3c5fkWLUeTiv/5LuM8GEuKTPazrE/g1RbXOc/MjEdamLk9D/nXRmNg98XMxaHO5Jz8fj1FeBKE9NqxfrrpPi2bXSWcws55y6uuZ9ReWDtahXD9rw1f7aU9o56W/cCYsiEzOQScf9X2hFdvfmH43nT97ot9+NWZLsxL0jcm8kjOxo/2NKJtwN4fSJvZht8D6Y2HhStqcxttGwRBKAcwRAiJerzvuwC+AwD33Xcf6uqcHCDklsiaCsxZsAyRNRUAgPGyYkTWMLr3V2iVgLrYUiW91NIuMZ2Un31ysZZ+8bzFKCkq1v4uLTZ6z+0OLURkzXzXPMMhQdsxPj5UjLkrb8BQSRkia5ZRr29OFqN4uAixqbhWln11A1i08lqQZBwtyQjCS+YhMjeJTmEh5q5ciLBJgBksno/ImgjCZQshlsllPDO2CGEsQGSN925UNHce5pdUUH/T1wkLwwP91OslAJEI/Z4hAJE1xu+ISHBmYqkhrZ7uXk9lSZeiuYtQVlpm+K760ig6hxYhsmaR5fo5Ifgr35xiRMpSbb1FBCJrVjrfsmAZhsViXBwOITmxFIIAprrv7erC5MRkIO9xcnzCUzrdoQXongYia1LvtLS0CJGFRiGmpHSBlm5dbCnmzg+jKIv17oQoFKO4uATSwiWG7w8MzsdkeL7r+6iLLTWMTWaakovRlChxrP+62FKgjd7P6qeByJoVjmUQPC5W62JLQSJzEClJbQgSFKNuMgIpUo5IsVUb4vgIgLmLEZkrfy4pLjWUd/9AKabmz0WkND1HZg2JxZiYnrZ9717HLwDaPKm/LyQIFrv0kBC8Dd942VzUx+dQ+/LU/DmIrDH5PIiOoi623LFN9ffJbSVUOg/SgsW+ylVXVwe45GPHxdgSCKEwElKqnpzqZaysDJE1y+mJCaFAfYqwoJ/jWegUFoJEIoiUuK9fjkQXIDKnBAlRytjcNg5o/dAJP30lE31AS7vMOC8CQHwqhh3tJdRyFpcWIbLAeUNMKJ0vt+X4ONB1CsBy4PDbiKxaZzltBoChoaindzI4OGR7/cXYEoiT3ubeurpLGEjOlcvccQJIxBAnIjWNy2IEY6UJRNYY+3howjhXJAEMAlhVXExNp6Q4jMiiYBxMjg4Pex9/TXNk/4D9O02H8Jz5KJtrXcexUFJaltfylBNc0Lan0qt3cgAghHwXwHcB4MEHHyQVFfmxWKXx9jPbEFlTgWiX3HijPtOpuOkGOb2u1KnRyvKbUVFRAdL9Mt7uksMFXbVkLvqV3bCy5eWY6je65Vm0eBWiXe7q44ZJuHgekJjA9cVLEO2i7xZGAWz4wAp0kUXas946bxCXe+OQ4qM4FZUF/ujkNNasWovzfb1yuBAdxaVLEe0axKqFczConJifGl+Ar61fiequRtcym+lashhrhuiDhr5OWLhi9ZU42NXufqELy8tvwXsHDhu/+/zv4KiHsqRL6ZKrEB9qM3wXnrfY9n3MvfrDnt6VSmhuCaIeVbcjayrQ01WHFfNDOHbqNNYsKkN0ZMr1vhuvmsLF5V/0VU4z1912t6d0Vq+8whA7FwCK5pVawpstKJEQVfrvWNkyTMZXYzyL9e5EUSiE2NylSIwbTyJOdAErrvyA6/uouOkGw9hkpry8HO91ObsIq7jpBmDxIrzt850IQhjEQR2Pll99tAvRgZRWyuIVa1AxbwSN0WZEGVRw5y1daXg3UW9KALasW1eOgdg0jnR1UH/3On4BQMV1fwMUleLtZ7Zp3xWFBEvM2LAgeIvbysCt85bjhtJFeJcyjl8diiDaFTV8d8vH7kUF+h3b1PKNv40TXXUoWrgKyVE2kygzFRVbge5XHPOx49rr12FOSQnaxKu0unCqlwplfqPhte0GQXE4RI32YQeZsxQYiSHqEroKAI50AX9z7w1oia8IZExOB7VOrl8xn9mJaCb6gEqU8t1Vt3wUl1rpfi5KF8xBdMzhdBpAaMEqVFRUAG1HgCFlDBf78U5PO0jCOn9G7rrXU70sumuD7fU3VlyPhChhV1cTc3oVN92AuthyuczdrwBhIJacg9OUPBYtW4N9FO2q2xYM4WyXVavh2vBiRLusJjGCj/WIHR+6+wvUsjpxY8X12jodAK6hjHtBsHx+qa0ZlRvFC1cgn+UpJ7jqOAUlZjZ7jBsOBXkiONE6bP7KljMdbKpntJ1ut2lnx4l2i0pSCPLiYXhyWrOXnYgnLUI2AByhOEYZmvA/MHqJweyaVmApuatAZZplolWty0lVrijsbwhLx7HPZUX46WIQslUyZS/rB5pzuEXTKVu4g00DWMXocCs7ECwkVvMPQA5n5sbxVlZvvvZMpunsLx2nQSoSIYhNjFjD79hAQsVp50lNl8Wm3St1b1i+MgvZmWJyWrTVVp2ieNIunmK3TZxLgo+TzcKhxkEMjk8xe8SnzW8quTAq8apierh50NHJKY1FY+zCV6bx4vYj2/VRNhnQDp0FGxttr/b5DtdLxLui/chUQp5XdOkuGKY72rvQTZ+XPJNjy60Tl43Cv9c64DjDBW0TSszsJYQQP1FQZiXv1fVZ7RSVjnrexm5rWdK6y+9FcNGyYVxIxJLWxdQcWAUOg7MUWn76DwI9vAoLH1lo3dX0i1vYFWYo7zJy4flg0mbE6/BenIMRzM8kFJRgUjydHe+kQQiGQZFuSQ42OXvz/ekB96F++/7mAEriFWN+hEh443Q380nfvERwY4yhHEDwkvYk22ZIJmrgxOUh23da32e1VYz00G319ahDRAlJ75Qq5nN+OdMZxUsnOnBFt3cb73wgGz1tXsyfpkEmaBpgD4mZbSFo8fBZ29/6PJ5OioS4b3J7fDwnh62xhMQeolThyUMtcghCc4guCnEbHyleN4qCtLsXfHg7Nc+RHpRJPJFe082fwwqvcNVxK5sA3CkIwu2m78sBQBCEKuXzDkJIYc5iAXOmM4pekwMyzSG5LpxGJqcH9xiU3hze2GJK4mcHW3wlU148DPfgamx0+9igYCUfnKE5heMoysFJsehnFgrIS3M46dERSe6rL6Nkwfm1RjraHV770bsXetA7alrEEuLJU/3iSX9jkxvPHLmMa5fNy0jabmRKyJA3UhghwNOHWpmvTQe/8wsAJAPSRhKQ/WHEq9dur+ys6cB1K9z9wXDsnGfKMAmU2v0C9l3qx5nOKL5xd7lto/IspDpc/9MDzbh+xQJP6aUSdhe0zZF7UmXyllWUJWRfFklmO9oMA4UrZnNB24KdXbaiTr6BELI5y0UqCHrNdjrKSJPIeIdl7X4kKyFM2AmuLEEN0sWiddLI9ivzml1ROAeCtsdFIIHzYsULgkdPuWaVMDuCsg/LCA6vO5u1v7cuDU/CHhs2TSVR8ig4ZUpWiSVFXOwJSGVSZWIAiNt7us03hs1RKzIEi2mEHZIUTP8QIM24/bqO6CTWrcjNZtHsI9UKOxTBNJ4UEZTquNu42EDRSmGCSCAghtjrzLfafD9GMUsMmpIp95BoblzqzcxYnM44whLJM1/hquOcjKAOlvpBSj9+5kbmTWXaGfV3ChyUUJuPC5dVQ8dyXQRqw7hi8oLt5ctH7NXaMoVnQZsEePLqsePY7bib6fDZH7KBSIjDDnv2Zt/mfv+LjyD6e35tFGaAQz/KdQmYYHFElQ91RTJiTD+DyH0VFQRuISSZSMYxMjGlqY3vvtiHkO2Rtrf8MuZH5sAjONMxgh/vbaT67XEuE/3ZGlnjyKfBoo59Gc/DL4M+YpirFPJQNtsF7SXulxivVWy4OS6UJMaAA/9l2J3siOoX/TmY5XRZNvWPe7bdAdSd2NlDtmvJHAPdjbmxzMUrtcOrx9dnjl62X1R4ZnauDu1jVRfG+whko4UQTHhwypZH/vdmFK+fZnAOpSz+03G6mC4SIQW9OM00pzuiuS5CQbC7Lr0T0qXSILD/P9FwNBXPumtkCmHQxzLvztDSKp4jey7J64t9brG3TUxQnChmi5nb5wv3yWaVoC0IwhZBEHYIgqC6m9wmCEK1IAhVdgK0IAiVgiDsAKDGHdmtpEG9vmDI8I774vEGIGEvNAVlg+Wl65l3GbPk1JZKHhx4MPHaqaAsyTNDLl6jn7brZGfuhcQs2+hxI5t9OK2TkwA6vNdT0mMBeFvn+EOtq1x67yVwd+45m8k3u1iOjNdxTsqQeWI6Wim1bZlxRMkpTGaVjbbPuNg7wUN9eSYsxgCU2f7u9eTSjiJBtNkXtWIeNtNdApWQBPyeV3SPBPP8QUITBv16VZ/ZeG85ISGYBXebxxA2nJlDPqgjZwoCEthmVD4wk+uKw/GCrTaPXRfxfKKdGUE7U7HKM87MGUaNFPBzzaoTbY6OQh1ETJR6CZ9ieuZcqoE3ewjnMdtxaqm5WND6yXJ582uB5J2p3XszfsMKzWTSaWvB2GjnnyfYoNh9sS/jnqY5/uC1wkmXV0914nCTfax2PZ61QCR2cxov8PEovyhgOXt2nWhzske2BCBPquN8yeCIOURbvnA2qDjhAbFEGoRXq7XAWl6WhC1WJ2qzihxvTpIZvPA71zWCuqA9meeSIPrpqefTTyMA+Ok8Jz0EtHrQxPK6obiic7fXAjGRSzvrdDjaPFNNhgpX1OYn2rOUTJ+OJCWCQ00DGc0DAHPfW5wcxIrB45ktS4Fzriu/BFoW+sf9e7H0TQ7XnSsnG3KX+Swn1xt1M13gSc6gjYRQLJp+IsOt6afB4eQpdifXS7v3e0onU6PGzw+3ZijlzHJ5aGaalxV70V7NM/iJ9iwl02u2Mx0jnjzkZppiMq3YjXNmEjWMcaJzTVBC2kwXtvKaHL96XveFw6K2XbkuAoeTF9idhdhtrIWT3rSpZtD+HMeRwq1ofqI9S8n06Uy2hOzxeO6EeW7DMzvxVesBNRXe5HJHONc76qQwVRlnI7ybcjgyvWOZPeDgG5CzBa46zikw+OCUPgXrlZKTJt7rPbAo2rzN5YyFYjS3BeB1XzDwfsrh+MPrZnJPnvqW4QSLUMDbl1zQnqXMxoXALHxkTgboG8uBXbgCb8I5JMcvvzQ5ltsCcDgcTp5xqj2a6yJwOI5wQXuWMjuFzln50Jw84NVTnYGk09Q/Mx2dFAK5Hj0WJLLgXJITCEG0Fc9hjjicGcBb57pzXQROPlK4muNc0J6tEMzcmKw0esZiONTMFseRw8lXchn7fbaTay0gLnYVDi/VdqSdxlSBhhfiBMse8cO5LgKHk3OSYuHOgNzr+Cxltm2WTydn18YCh8MJlu4c2wLyE87ZxdnOwgu3yAkeUshHeRxOQCTEwl3D8xPt2QpftHE4HE7BIHGX87OKIy1cA4vDKSSeSn4+10WYwRTu/McF7VkKl7M5HA6ncODhBDmcFANkUa6LwOEYmEZxroswcyng6Y8L2rOWAm61HA6HM8toGeSO8DgclRayKtdF4HA4HFe4oD1LIVzQ5nA4HM4MI05Kcl0EDoczC+Grag4NLmjPUghXQ+RwOBzODENQlrvThKtxzmTyzUWYRDKznN78qXUZSZcTPB+5Zkmui8DJQ7igPUvhYnZ+00mW5boInBzRRZbmuggcTsESAz/R5mQfvqbi/Pv9H8p1EWYshdy/uKA9SyGkcF3lzwYytTvOyX+apDW5LgKHU7AclSpyXQROFrhm6bxcF8FAxsJwCfl2ds+xhVeVI31kcRp3F66ozVfzs5TCbbKzAzGArilyYb0g4XFTOX7o5poQAACJL2tmBTdfsTDXRTDAx22OwNsAhwKfkWYp3EY7v5ECGLB3iJ8KoCQcDqcQCGLMmAnMKw0DAEqKcr+82SN+ONdF4GQJvsHDEbj2QeYghftu+cgwW+Fydl5z3ZKitNMI4lSck328nIxMktIMloSTTdIVyri5iUw+TW1JhHNdBE624ELWrOa55L25LsKMJp/Gda/wmXmWQsBttPOZUACTNuHdOyNkWiX/czezx4d9XbwrgyXhZJN0nXiVCfGASlLg5NWKjAtfmSOvKhpEyMy8wFtQYZBAmJ9oc6jwlfgsheTXHMUxE0r/RNtLFSdJ+icvr4h3p51GIdAD9xAeJ6Qbfae/fOEc5munwHai3SqxC+/5xDnp2lwXIWe8K97h6fpryqYyVJLgqZWuz0i6NdINWLtkbkbS1lMt3s50ndMYnJ5joBRckyE/yJzqOBfeCgUuaKcYJFYfCvNL/a9rC1lk4SP0LCUfGu0QWZDrIuQtQjh9wff7v7ee6boRMi8QFcfLpDCFOa+wLJDHSJnv9IUMnIw0kCsCTzMbHJJuznURcsYFcjXeF29lvn5+SeFM51EyP/A0E6QI+6Vb8eUPrg48bTNNhC0ywKduXGH7WyKAMbdZWoMT5Ia00ylM8kyoydCJNqdwyLMWmVMEipSxYE76B0iFCB8ZODljmAvatoQCmLQXlXH73UzA4nQqndMNL7vitA0zUsBOQ8xIEHBUuinXxcgRAmo9CFFiqHDiR08yamJ44WXxkwCyYyrL6kfhg1dEMlwO+oKWk32EkL+NkwnirME0Ew5Jx0jmtUxyjTwmzIDKylcKuCNwQXu2InEb7Xwmlky/fsI53mHfKd6T0/xzSToeoENpzic0IaCNrEwv0RzCw+awcX6ON1XzmcYY/GuRZIrZoEo6lWGHjEekD2Q0/aAQQv7m21xslFyUrs5qfrNlDM+37n4yQyY6fpmtm4Jc0J6l5Kq510trdWXIs1Epj5iW0n83QpgtjdLiMEozEAonQWammtDyBe421Om0bS/3bv8Dq3BFE/KnUZh1QSC4ntDvFtlMJLLJIdG7yvvW+yoMn3+56WOe7o8LXIMlW7BqrPgVvnLNT5NfzHURNOwX5/m1aA/7lLJysQrKrzc3M/jd29dmxOwrHbrI0pzlvXJBsPNRIccoz69WwckaJA+8oXFB256iAGy0w4xplBWHAjl5eerrdxo+z8S4vi8kP4NFZe4qut+45zrXa14TP4Hnk5+1fO/FbGBNxHqKR+tX99ywnDnNfOLN//EJ10VhJtSQ02UM6atKFisbZb2MTrNqOkbTzjNbfPCKRYGnOY1inPznjYGnS4N59nToy9cuS99O/ZYrFuG3PhS8Tfp4AO03KNxUq/OF0lDS131nSHnAJXGHNkd051Aomwn8/kevyjvNcS9rsOmAD0YClzDy7N16gQvasxTC9zTzGlYh2Ykg7Ly98GmL458CHhlt6MZSXMOwQA4znGTFSTF6KR7MPW160C6lfLfxA5l3EGVHs+Q/7/mlxYFsyL0jpjaBLklXpp1eNigOy23oZfGTTA74iooLx0b7K7cF55zvoHgLfpL8TUyjGIvnZecd/P3nKtwvAoBwcUbLka6ZSb5hdpBaK12P4iVXZSSvoNWnSwV/5l4jZF6g5WCBNqa+J96WwfxmA/nXGb34ivG60XJeuibL/mDy7/2ywgXt2YqU+aHvOCXEkX6Av3VtJONlKFTCAaygQuGinKrV/v3n/Ye4yhdGdYsg1XkfS90UMeyT2AmQgoe6p6tTWb9bNDd3Qthe6UOOvzvFJS8Kh1B5R/oL7TqSXeE6iM2BD16xCA/+5s2Io4RJBfAP73LXopiJEABxlODdv82eT4j772BrT1LJAtuwhyGIgZQl18ppc0vS3xRWMfebLrIUGz6QmWgWYkDL3z6yGBelq3CxyJ/Txojr2JwdAaMfkYylvagssxtO2ea4dCPGTZFFBCH/fDJkUquwiyzD98Xftb+AcD9QKlzQnqXYzc37xA/hkWRlQHnInfycdC3aJEqYk/wak/IKQQhAdVwAmknuTjJvXDmzvMp3kGUAGO0uw/7Vmb3YedHmddr9HyvPpVqgc0fXL3hrJKOX7ZAgBBI2J9tmKkHIPoIg4I/uukZJz738c8sKQ8UWyMzQb17MdyBzDgBDoTDOMsR4FwTBNuxhEI6BiO7/MwFaO59XajcX5scC4jXxLrwjfQSn4Hdj2bn+zGP8EwHYz39sXWGaEplpp60rfXBGYlfff0e8EwelD+IcMfZ/J5/jXWRpTnzWBLWZFAS/Ej+e1v35tonhhfypBU5WsdsFD3JBqqYVRzHOk2sAANcs06tJzbzmt0f8cCDpeDnVVDGfeoXScMTTTyK+71UJB1i9ZgEsV9x93TLXax5JViIUdp9Ui2zq2MuEQhe0rV/6aU9+oKmSuY0ph3Wxss3ChyAAAws+4LgQ+v9+6xaPpSws1l8VYbquuLgwHd6li9q+zHNaEmHUSelrQ+yiaAWFwiHslm53vddpDA4FcOLjt1e7aUjs3/IZz2lOZsD7+N3XLcUn1rmPuUHRQbwLoBOKt/tY0ueGh0eVhCD8P9DmiFvXBu83QWUC2VeP90LCwVmoXbu2znWC4yb8C6L3PuWHQbJQ+/v//tYH2W9c6d2BpxPmVt1E3M2Fdor34JztBiYXtDkFBkHm1ToknUqourMWmZdStyngDSpbhhDMKW4ogBNtIcS+cRIXUuprjdIVeE28y1eee3UbDUEK2vulWzFGch2+R8Az3/iooyCsLtRY1MsfrryVqu6adreglC9b9vq/EK3OqH739rWUK1M4qSwKEICiYrwnpWsCke0T7eDye+pPPoJ1y90XqiUlhXOinQkNA4vfkQCy6CTLtE1iPaz7VkUOg2AooDnYj+q4mz3mlUu8C3MtAWhPmcfWe28yaiUYhZv0TvJpd+8UP+U7PcmnDv/NGXAM6Aat/xUHOWGbeK/oE9rfDZLzfOAFpzf+dPJzgeTxU/FL6CEpXyq2Jl8uC9oBpFfP1SJb+EZ9+cJF7Juv/fO8HWao7/6wTYQNgVI5bj1kmCzwtdmV73BBe5Zif6IdHB+/Xp4kBRA0kTU4Kt2EC/M+krpgJkraARFEWBgvdt5v4FPazu0gFmLKpydnffvx8wQxknlb4iRJbxPDaUJV1aNYTqXnlhbhBop6vTcVKeqRdppp+mcICy3ffeOT6xzvcVufurVjrxEU7rjG6FiMRQXYK3/xaedn9sLCOcUoZ3DAV1zqfSPqpHT9jPE2bG4GJQEJDrSFdYixPy2eZ7/5EcSJtl/77GDj2QaX1pL5pvcVkAG6RPED8UkG7SRW/se91+MLt/izJf/INVaHmGbM/m4GSJrCOaX9fvGD3jZKaJoeduhDD+6TbrU4vdMTlKAVQzBrCQKjrbMAgjWL5iBEcX6XyVm2nfG9GATtAJzqunGU+PNNQMNpA7a/OHdmkOnCBe1ZipPX8TPfDWYncJku3jBBCIelmyGG9INf/grajyQdnDwwkG5IkkAEbSFkqOUomY9maQ312jFhHk5LKWdKQZw4+ZHtHhN/M+183YgjPccsTkKrkwqaNR2b70PpTo7+BYNM4CbkF+nivdM817vFePf8ZKbF+wBZFLj31PlzMuv8h3ZaU1LibXPs+eRnsU/6EF4WP4mfJb8QVNGYMDeJCz48QKtq4bdfvRifvH4ZVpjitlasWmArUPrJT49df7poUlVfVFaMcw9+3iYVZ0Gb2Tu+R2F0gszJyMwbxJxh7uliOBgtJppTqCCHxL/beANTpAk/CAAOSkYV4DfFj6aZqrGsB8Vb8CefuMZTCuc8hCXTv2s3T9h61Wc3nDRGgkRf5j+66xq8+3efwuqFxjWeIAi2c91Vi+fiw1dG0iqDn/7lRdAWBLldsUS4AIA///Q6/OBrTp7q/W2S2Y3ZiVDhaGyZ4YL2LMXuFIhAwMI5xdgnOnsKZkEdc25YQT+NKWTnBjR+JX4c/xKQvagfQfsak7pfUTiE//MbH/CVv99zBMNkENBpxH7Rg50RgLfFjzj+7uU0R+9g6bfVkEQO7ZYAWLGgFPNL/dvLSqHgNwKy1df+nHKS66ZYoVdZnKMTqqvF24GiUvzeR6/C5k/ZL+oIgDfEjznmscQh7JNXhzGjDOF46N7g00sTAN4Xb8UjyUqqxsmckiLEfWiEJFCEUczDa+In3C/OEE1kDcaIN3XlBORF5E2rF+IXf/pRyqJbwJ3X0BeNrBtixMbFEWt3EoSQ/VjgcKKdJGG8JdkLU+8qaqR+uvVz4r3eb8oSxPRAU/OMasZ+hXmqcEd5eeUMJhp69oofxv2KaYxdW3PD6yzZ+m9fQhJpamWZ1heNZE0gc8Qpia7Js2YR+4aJl/dxzdL07dVfFT+Bz99sr41AIBgiYyyfX4L5pUW4+zqrJpDtuC8AT3/deV2iQtO+8ILhRNvjOrKeXInnxHtRK13vem1JURi/+SH6wY1aEj0P/Y77Ou7Zb3zMNvRjIUsLXNCepQg2QtA37pbVKE+S610XbW7OTybmXwMAWHD1h/D9//ZhOd+CEa69l3OYLMDcEnlRle7uvl+bWv1iWYDVxo1GY8iqOvvHdwWhThuMoH2KXIc///Q6LJ7HdmJ3iQRnA0bVzHao27WL5+LYP21gnOBs0gmnq/KWO2doWygh3dxO07+ynl5fDWQtIAClRWF86ws3GWJhm2l0qfPaf07Zjptb5UVytaf+Okzc1bi9DHPTpBg/E51PlJ0O3FsleZFYWhTCTtF/iKupLJhtpDA+UNiHvXKNdAM6yTIMzPfu7TndkYlVQyTkcOJGJPvwXm5heVStHEK8P8sEyrB8QfAaF1dE/J0+nzCoRRuf28UfN1P6p6V1OE05faWtgd77X59mSlPlFLlOc8b4BY+q16xkwp9BOo5SnWi0cXj1k/+echxIEOAzOfRDp0OPTrJM9/dyR/OkxWXFhs1Y27ILTuURsGguW597VPxN/Jqycfzj32dT1dePHUUebLSv0x2Ieamf/20TxtXcu772EXfHlGsWzzGUQ4/RkXJhwQXtWYo6x4zBGgtQ+9thmhsnZdgrfdg5k7lL8EiyEmPFy3GVctr6IZ1nSz9rf0IE7Ei6Oyw5JN5sOCV6y+WU041+EsFjyS87XkOzT/WNzw0JvUMaQRCY1iIXQ8aB8iu3rcHW+yp85f+HH78GgBIuI6ATbQIBW++rwMKylKD9bHKDb1trT5M85RGcNoue/VNlgkxnHRFmXwRTy0I70Q5gYXNMcm8TtPLo+znNtvDjutBjAs2DisJFcjVTPGkvJEgRRIQ9CSssGhFeQrRdIO4LEKfae0/6MB5JVqIoLBjatpvqsbkfRCEvcLyEugkKO0FbvyA2M4Ey7BA/jaSDerFdTUUY4/oum1dC9cBttzA3f+skkF8S5NM/1Wzh2eQGh5TsobVHtzr8yNXudsEqrKqkfk8X9aU3jx/OGwn2v+htmvdItyGZwdBKZWnHEXceT0ICwVIHjRw/mE+07ebEgyJdWDXHkHZimCywaBQtC+x57PvJPTcGY+t9/NsbMbAiFZpKbaJm53cChEDMEZIoomossPjpAIArIql+yBL9ROVbX/Boa608619+5jqnnz0naTe/fjAHTgODggvasxa5MfcS84TL1j0GyULUE+eFnH5xf9tVi/Hu396DP71bd1Lq49T2R+JvoxPuA+gxchOeFFO2ca02sUzt+IROLeiSdCXeFu9EzKSuedJBvWZeGqrDYygLzN5L0HXxkM0AJgH4199OqfUIACAIOC7d6Dn2o36hRKSgBG0ZSfHE/pr4CfQjYti5VU/15Oud2/B827iszqiP5iRor1gk2xEJDEOrXTqkKE37fkqyQRxou9nW2ZNqB7QNL9v3kCFlMVGnNkzgXUBgKhXjC380+VvYJ3k306G9m5KwsYeftlHjVBnEQnzrC6nNkxhK8Uiy0tV++YDN4jsd7Dxwiw5qlOqz+lncrr+aTXhcMKeYelIbDgmo+7/3Wb7/2LXG+dRJM6kJa/FIshKTFDMAAgGfuoHV+ZF1nHXrO8SDI7b9knN9q7mb1b59YUrjmmX+hPdJxUeKukmgavQclW7y5MQrX3jzf37S8Flfv378K5g3Ar96B30td5zQN1efFj+PHX9mjYtsFpIOiTdbTBXucHH+ZvXT4Q/W1kjgrhUyWWwts9X8MrNaY8zdS3ddkQcb7ZKiENYuZt9A0a/vj0pWId3XOYsg2PqPKhxtWCtc0J6l2HUC1sbsZRGsZnXDygWm9L13HNGDbZJbGS86LCh/8Scp+7i3pI9ikBKawaxq+fsfTZ1M0XK2y89sGymSMMK+xhTnHdZl88K4xWZX8Eu3rsb9d6zV7gwJAg5KH0QvvNmdacIoCCQfXnWd1A9VQVsVsIlu+HpVulv7+zFGFSsmBMoHhz4iuF9iwXwyLxaxLy7pJ9Xyd3oP7kFMUn4dhhGdc7cEpf8aymaO0MSQpdcJ/eJcowq6qoXBCotXXFYNgmkUG9qx7XVh+TRDtc3+8e/dZsgNkBdK+jGPNv7ptRJe+st7sPlT6/ARRTgsZ1TNO2Gz+HbK69mks13wwrneN5ec7CrdYNbwEOzb4Jxia1u2LL0dNlySDhuREgT8+PfXY5TMozqwfOBOZy0Ipy7xV5+5ztFTv9d+bnd1P4l4SoeW1s1rjPOV12FM1YDJkuUMnklawxu6wjB+rTQ53vr6XdcAAKZIKUZ9xKg2t8v/9hFGx3sKCRThTgZv6S1ktcUfwr/9zgcdN2W8OO50upLVF4tbzHhBEFBCcchp6euC/TwbzB6UfSJPJL+oK1eqrGGPjlVf+vO7sP0Pbne/0FSewxItxFfqDT2VtHMIaUoTQlCKkHkFF7RnKequkaVNMwvazgyShSgtlpsXbZACgPYyf+rJfqAtOp1CTDAt8E1p/sata7T7aPm9I9FtTGlqWOYDbbfTKZVvf0m3sxgOGwZDOwVZvequDPG9MNHf5zXsEgAc/IfPWr5T36UkFJm+p/PZm9wW4OnNek4Tnh/v3o+LX9L+TpIwykrTU6tTS/CSmDoF8VKf6XrMV2mQ1sp21UVz8Y54J6rF2zEBa1u3c6D34SsjmF+SqvNnv2HvHOqdv2G3TZ7WRT4QIHs997IRUbLubtdr0l3Y10jGmKYd827Gr8WPYcOnP4tD//BZrL/KugG2YE6xpU+YhSZ9uuovT3/9IzjyrXvxcOWtnspop9Y9RBZgkpRihNHBGwDc/8XPYaFHT+2qzd6COQ5aN2mu2gR426QyL+6dxoOkaNyI1PcDQRAwv7QIPxO/gLckqxbIB1Yv0N9ILYkdf//5G32NzXZomgWm798Tb2MaS76kt23O0KmVv41rd267KmL47GZb7w9rml+9UxaM/dai1bQlmHLrU+khS9CPiOWa4qKwc24ObcCyVgqg2AvLnOdbAaBHvsiQQHj+wc/jX3/bqkXiNA6NQacurj/R9mCjDcgbOp+7eRVTqDq3gyz9WBiF/Vp7NjArBW1BECKCIFQJglDpct0WQRC2CYJQrfzneH0hYXuirfz7Q0e3/c40S6vxnHgvHrjzSvzFp9fhr2xsOMZLUgu1asWLKgs//UP2a1W8qqGyLK7Mr9Aw6XrIzlw2AQRhU/79OttWJ/u7b3wy9ZsQChmew0498+8/b9zwIEjjBFSZwAVYbZj8owjautPQY/90r61DF79FfzT5W86l0NKlZ7Bf/KD2C8uJmXpF3BTvc96cYrwsftJ6AwVCscFK1+v4bomuEbBsgbcNgBaySnE0JttXnyfX4uHK2ywn+MYD7VQb/dnXP4KQbtXwieuWab4ejBDcuMr/RB4OCZ7GB6ZrPbzv3/rwGrT+W2qzpU66Cvslk9ArhNBA1mLR3BKsiZQZ0lfLs3BOkaFs+rHAqYhlJWGsWjRHsztmeb6fJH9Tixlvpp6sxXbxy2AdBKdIKRKUoUkkISxfYO8A8ZufXIf/+1s347+5nO5mE7MAG3JQ3UyIxmsNToV0gpDbKEobZl3r0MPY7FqLRL2OMu4w+TPQX0/JzVBWtjZlPgHOVHjDV/4iG576nazU/T2X+X3Q5ge3SA40tnwu1YbtojkILlE1nJ7IanqUfr26NQ1BAMp02iupNmpVHTdvYKSi98j3sPiVScfsEDA+T9hv+DOG/mJ3hXq67mf5Jwj8RLvgUYTrHQA2Kf85XbsNwHZCyFZCyEYAWwE8rtxf8KQWBKbuonSwL39oDUqL7TsbgYAFNgNCArKDodKiMLbcV2E7cOhTP0+uYSw5sOED7p60rTn4573/9SltEfpkMmWXZ57k9KqE6XYsJ5VDu8nVOkAJhoWLnaAdVrb79an6PZGbLokAAHrIYkDyrjpO4+k/kSdXSVGDCkPCigVz7NW0KN8Z46LTR/Jpxvjadou2cZSlfmPRiKCkQyBgXkkR4oTxdK+IdkKsEuzi8p4b/NnO6dvljasX4kfiVwwnrYLNtZlaHJtVjj994wpPmzNsG0hsI8DBf/gs/r3S3UZb05TRhJoUv/XhNbhySRmKwkbV8dtdwg3NNTlxWqEIJ7e72C//5WfWIY4SV5t9p7dkjKsrICESqlAWcfDUW1IUwh98/BpHj8FMBQgQqzqpfT6rIkZh8ENXpjZT0/VP8JGb6ZvbWvpOquMe8x5XtVQcbmMV2vxWy/PJz2JKFwUl5QGcoLQohI+vS2ltqaq1LGH92iVvY57byDBtM66/IX7MEoPdKVV9u/re/d59PIRMKsW0195CVtseuPz1Z+nta5XO9MuuHQnhIsd+EYTjTi+45ScIAv71K+6hqWTV8dTnR5KV6PNhPqEUKg1SN3s90Q4CYvrXCwIQmBPdfGJWCdqEkM2EkPsJIQ87XScIwiYAVYSQqO7eWgD3A6icCSfb6kRrdgxl6N+O7V3AS39xV1pl8LOQPv2dzzFdZ3Zw9M+6eNKqR9I5xWGqEwfzoqB8+Xxsvkc+HRpByvPj52+xD+fhJVYz/f70EQSjjXaI0MPJUE8iBAHL5ntXYZ6aewWeTN6H9R/9tK1TC6+oqu3qxK2+W/1Efvr/pNoFfRIXENXCMrm/3fdFezVax0WCy6m3sUQ0QRuY58FZmyDAEn84Uz5D7JJ9Mnkf3hNvwy9s7BPn6p6HZtdqtNEm9O8dy+Ctnf3Wh1MhaErCguIXgP2lsQh2rHVwRaTM1rSGNf0/+9R12L9FNrn46R+lzFMEWBe783Vq1tetMGoBXBEpw8F/+Cw2f8rZTOV/f57N5Eef9xN/bB+ajUDA79qEeHN6jWye3W0c6zDWt9e+lBSMY6ZTGKW/23ADqv7gdi3OtuF5aJtwNrbTxLSB2ihdgYGyay3XiQjhkaS8dJE89Jm/ttFIA4CL0lVoAt2+93/ce532GCNknoPtt/5I29/g1YsleEbcgPfFW/F8MmV+tPEDK3HpX76A5fNlITxSVoxbb78LNdINaJrvbovqFAWBxo4/s18TPZKsxB5qpBYJjWQtxTGtO2UlRfjd29ca/HGwMLTA6MiVNtYSCPiyTZzk/6WcXDdKqbH0onQVYvNSbUGt7xLTqaogCOgV7P1ceHIR4NBepJC9Nsw1S1NmLYLgPhrQNGtoLUNNp4niVyFdzI/KUudhD87QDDA0e32b+X+UjQind2p3si+EQoGtG/OJWSVoe2AdIaTZ/CUhZBeAKIDNWS9R4MiN+cNXRnzdff3KBbhhJV1dc+GcYlT/rbvN5Jdu9R53chFjWJbX/vJu7Pq7VBm+cps1vuNnb1qJw9LNOC9dY/ieFpN3y30VBvVOAFg8136gow0y3/ykdfEDAP9+v1GoW76g1HGoYQ13IgvaqS4u2TjfUQdM868nvr2R2UGSSkiQNyMkh/y8oo3nyrP89aevVT6mnk0fozIIObONWLUmtOnYQdBS36WX9eK239VPUgLWLp7r6VQpbjqJV+/95PX2oZGc8OpkagTzcYasszgM/ONPlOPgP3wWC+cU45ebPoZ//GKFjbO71LMalUTpiz8zk/Ov8VReY3reYTuBDnZqVR2WfXDtIsfrlsxPnZLSFs9v/U/ncfmKSJlBXd8JfV1MU6IT/M97U4v5Egcj2eJwCGUl3kKsAYzmEC6JNkjO8dfd+KnOCREA1M29A/vFVH9WvY6/RDEFmVMcsu1ravt56Hc+iB95NOPqIkst7e/nyc8Z7PPNESH00SXMr7V8ub1zxnayIrUBarrvlisWYW6Jx6gVnq42MoEy1JIb0Isltm3j0zcux61XLcV+6VYkQ6XUejE7J/WCW/mdxnU7+27aAZ/ZF8wb0seofdA2ryLjvO7XVEyNm90krcE70kdMJi3A/7j3ehz4h88Y7gkJAk4W2Y+hTiX5qMmfjN21jyQrPYXJ9IRZvUj9WlmPbE/+Bt6UPmq4NJBsLSaGsrlaJ1mGJ79O38gs8hDey0eBNH7vo87mO/X/YvSMTwtfpiY588RsLmjbscVBRfwEAO9GwnmGrXaGbmRwHCMcRpDrV87H9TZCuJ57dOFLzEKsH55Opk41F80tNsQdNMeNBIBFZWnawujStJ6MW1/wP33pA5bvAGBNxLyQcRtqjO9ejRd+uega61W6S/diPT1ts72WS+6OJVPSkog/Z2g0UpoP8r8rNPs7G9U0mwdw0zK4lSbEUF+XXO/nJOPGyZ/dU66/yDEvuTwyeg/C4ZCshWCOb+/Ea+IndLZgqQn5m/ewOdAzow9tZ8DjqmH+gkWaYP2x8qXYdM86FFEELr2ZREfZTbrv2aYnEkp/MeHl0VYtcnfw5Gfh6tQ+P3/zKtT+80Z8TFlo6sPHGRQCSvSxVq1lKC1iOeGw3qeehBqu0l32qPjb2t9fv+tavP5Xn2B/Bz43JYJYxHaTJXgx+Wnb3902vMZhHLsToRLUkJSdqrpp0U5WugpCBltl5cPXPnIV7lHCHRnK4uCpH7BqiyURMgpyprHZcWPX4UcB9oK48b5U3j9I/o5DbrRMMqSiA7lezLQQ7wcAKk4mXwD9PafMQbzbzavZdZAVOCC5qzerWDbT0nzFqmdx/WkkgYC/3XA9ViwwjpeCkIogQsPpfPkPPmaM3OLUP51ORiXdmONWZ14QBAGTmKNFx/nR76n+TuQ8ThJnkw4nNAfGuiP/GnIjdoifxmd0IdH076+oKIx3xDtdQzZaYHgldvX0D2o8bt0AYNbaisI+JrjAVcdnDbscflsCYChbBckcqrqZWchiVamzbzqCjS2wG07htlgYg70Krf65zE/o2x5Oue2MVG4Jb5DO0E0bZ/QO5T57o/GkcgJz8MPkV3ApfKPh+6KwYFhwnRbpJ+qBvQ+kvHOWhEPMgrZTrNxnk/dqpdFsmiVZBd5ufrRb4Ncqcc+nKHFrAeD1v3LxJi0Y0zefQCyep/dmzTRTUb4TlDKyef4uCoUwhrk4SVKnh5maprzazk3Ms6qUFodDeOKP7Pcpx4sXp/KjVDCtaoOYl4OO2Z3ugbYheoDCknl0DRr9hoReVVn//s5K19p6CffDE390h21/WTS3GLeujbALSDbXuanos2gN2DYNg5waTN13E+sGlVF13O159BOWrh6V++jPQv92TonzhkrTXHvTGNWXh9pe9ON4m8lm+Y8/cQ1uWRNRSmJfH6uZ4/MGUxeCYiZFlLllqljeRI0XL8IcJRoKy2n7dcutGl2vi/5N5mhtbap0Bc4/+Hn8wcdtTgUdpHO/bdfctwRK3W25z3tUGL2ixDXL5lPn4mIXB13Ew+A5XORvTNM7Vg3KJlyAsfU+9t+tTkWPhz5kOBByw+DLxNQOaJvWZsIhARfJ1VqYuyCxG94/e5O6eWU/MR+hhgPzr1mR72TfUr4AUJyf2bEewHa7HwVB+C6A7wDAfffdh7q6umALFxBDo+MYX/1JJEQgsiY1oCaTSa3Mi1ZfB2JyaJVAGMUQEZ6/FHV1dYZ7VebMizg+t3qP/v66ujoIa9YjEnKekNV0afl+TgIioQrqdc1NDdrfHw4tR0QSICCM+9aKKBdWIiKkhK/7JNFSNpW/Wl+GyID8fZiEEFlTgRvJYpQQ+Z7R6AgiayoQKiqGlExYyq6meV66BjeHWgEAA329hucpmTMPQlGRsV4SSe3zvNJSSLrfwijDRglYtXDKkEdzQz0SydR99wjTmDd/GUoE47trbmpEcVERQiE5z3C4WHvmBYtXQSxlE/rq6urwgbkE/+fuRbj9GqBvBCCr78RiYczxvhPSDbgjVG95R81kNW4nC3HpUh0EQcCChUshogLjE/JzLllVDkGMW+6jtcvHPrQKey+FUDd5LdaXtKEkabUR0993j1SMSKgCQvEckEQMADAxPi6/F1FCZE0FKkgEEZ1N5tRkTHtv0eFhahvVMzTQjzplwaReS4QiNDfU4761otaWnRjsbMF9a+VFZSRUgSmUYm5xCCSxAoP9fY7vxI7J8QnqteFQmPr9fVLK9l+fT3i0G3V1E5brrxCA9itSm0JDAwPaPSUYwlzl78b6esuCcOHi1RDnpDbU5ixYhuRQB+rqRhyfr66uDq2rvoS5Qhx1dXWYXP0JrBEGASGEuro6LF59vbY4t6OHLMEI5lHf5XHpRqwQorha6AUATIyO2ZZnCiUow7RWLpXYVByRNRX41KKVuG35tOMYGotPa+l3trdhdGgQABCdnEbJmg9hLuIYGhjA4ituhACCMulGjCGE1pZm6rimZ1hXHyr3SaJhbL1CAKaHEtp1+t8HBgZQV1eHpK6MA339hjT1bUwMz5Hf6cprQZJx7ZpLuBo3zx3FnGLrBsMJ6UY01F+iCuPxmJxv6bxFgCSiiFIPpSVzEVlTgQ+RxbgOJYgI9LoKz41Q61t9d49+aSX6zsq/SWQhUBQ19N3W5iaUFMnzzNLQ9QjrNqH7+/pAkiIiK8tBxGn09fRo+QyFl2t5qGM4gaCdeqrvr3jBMpSUzjGU73ZhMT69iuCc7ru/vWIpFhUDm+9ZLY+dJRIW6n4XEdKVTUBdXR3GV9+NBhB8cGRUSz9BFiEipGyJ54WBeFIeF8rK5gO6NIcHB5RnS+DvP7QSzaflPv95STKMbcVFpakxoywCcU5qvqmrq8OQfiwVBE3ILC5KPfczH1mLZ45cTlWQMkYXzZmPuro6iEUL0bnqPiwqXowb54zh/35qMT58FdB12TjO1tXVGepvdME6JIpXIgwJS5R57AZppWWdoT3ziP049NxHr0R/j4DhyyPad3MWLEMykUR7SyOKEaLem0gkLfPb+Lg8vpBwqVbmlcIi23ZsZqE4iFFdXt2dHZgYjRryv0MZg2hlUp/77msXIZKswHVkEe4jIuZOptqwMHeJ4f20rfoiSoQkLjc34FOrRETm0MtaUlJm+w5HdG3htLQOqyIRRMig5br7JBHtzY32c8LcpYDiG6Ghvh7FxcY+NGfBMss4qX6OT8nzfLjIeE9nexuigwPafHxN0Qi6e4fkNVWZPI5sXJNEibK2sKOurg4TY+OWPt/R3mZ8nlAR7kuK2j20PtTW3MDcNvR1ZX4fNNT3oKKfjyJrKiAUlYAkjfPcoqVrIc2P4C5hHiJEvv6cdC1uCbUAAFpbWjAdT1DzVueVQoQL2h5QnKQBwDa7awgh3wXwXQB48MEHSUWF913BbNDQO4afvtyL79+8BNGuVONddcNtUMtc/dz3IEpJw31TpBRlQhzFq4tQUVGBt5+RX8UvkhvxB0XVAIAlwvVwem71noqKrca/n2pCRZFzR6qo2GpIQ8+7yQrcoNxvvu76G/4Ou3/5PQDA8g9fj+FT+zHnylvxdoeEe0O9KFE6OgDE133G8GxqWvLfFXjk278AACy66iZEu+pwSSrHe9IVeKyiAuNTk4h21SFcMg/itFHI0D/vjuQtKA13Y5kwguWfr8RxXR0Uz4sgVFpmqJeV131Q+7xwjmD4rZMsw9viOty6di6+qyv3TTdtxcRUDO+9IF/7pngLbl07gMlu4zu+7rq/RdmcEpw/fwrRrjrMXX6FVn973n4B8YFWal2YUd/TzYqG/P6Gfny/vQ9/U7TT9p4JMgdviLegKBTFNaEewzv6eVKOJfnYTfLp3t697yDWVYfrPngHKioq8NaOxyDERyzvVv+3yh//xVb826E9aB2UcMW8DiyI91LLr973RvJGxEPj6FxYjk+PvwkAuGH9p1BRUYGGliZEu+pQL11raDdX33yH9t5iEsHpLue2vHTDb6PiBnnxqeYrhebgpptuwp/PX409Va843q+W+dxrXegYnsI7kF/83yzcBzI5iGWfr8SJrlR/oPUZGtevv8fQvlTmrSqnfh+6aQPePNsDAHhM1/4WfPT3UVFBt4F9+5mHoe54L733t3FSSbf0A5WInpD/vuHG/205/dj95vNIDLVpnyNrKrB2zbWouH6Z4/NVVGzFq081ASjD/6uowC+fOo0/KToIhIpRUVGBN597BCEpbns/ALwl3o3LZBEe0j2jyq+Tt+BDwggWhZX3/dEN1HcFAINkIZYKo1q5VLp7uxDtqsOColLH8RMARsYnsHeHnP6VV/8pVi2TT3baBifx6ktPY5UwhKWf+TJOdF5CWJBQnbwBcYTxcHk59rxoHCPNiJfqUWsq+9vJW7SxWb1vYnJKG1v0vy/77G+hoqIC7d3d2jtYtvF3tLYIAOvWf1L7bbpkMSoqKvDOjp+AxOX3kiBF2IkP4qrlDYgPWNyl4I3kLXjkxhtRRDkd6+zuQLSrDguLyxAV5iOk5BMjJXhO/CyKIeJvF8UQ7arDabEEw1iANWF6XZUuKzfMBSrqO6ioAB5558cAgCZpLbD4o3i7Y1J7F9dd/3eYW1qMt59qQnm4ASVCavN1+ed+Fzdedx3eefHHINPjWPmFB7R5YGfZh/F36lgSi2H3L+uQJGG8JX0ECRTh/62fJ4/VqytAFiw2tLVbPno9rrv+Ohx4+fvad/f/1u9jbGxca1fbz8RwuG01HijaI9cBKUKJIM/1ccjt762nmgAAf/SxhVr6jdJVKA6l+t/aG29DLCbPecK8iKEcCz/3e4ju3QEyPYFlGytR23UJAMHbyQ/gRt08X7pktXZf8dJrkRhMjakVFVvR2NyMY8rvRCiCQJLKfSu1++6+Yyv++84OAMCNKxegBO1yX4pcjYqKCrzb2YAdHVH81fXL8YGbbsQHFIWRlncHUDFYZ8hPvw5pW3UNXu64ErcKTfhs2NrWzX2opb0dR39Fb0t33b4V1fuG0KJ7R5E1FZizYDUqKq5CQ9Ml7XkGyCIsE+S5bdV1t1rWIz293Tjwah1I6SL5t6eacKswgsU27djMH/7ZFvzgvZ9on9es/WOsXb3S0M6vv+HvUFpcbPhup/gpDJP5OK+0o7t6unBmVzUapKvwJ9+4H3eWL8XBnf8JABCWGdeBLyvt6d9uugmLV1+NF/7jOWrZiiKrbcfOyCe/qP32SvIWfGbeQtS2h/Hx8HnDdW8nb8F/VFRg/47vUdMRl30A4QF1nvl7nDlzzJBnZE2F9tm8lrzq5o+goqICp04dNdyz9qo/xcplS/H20/J49VhFBWLxGE531aF46TWoqKhA9TMtmJucwNUO69yKiq0YGo0i2lUHkYQQFuQNsLVX/gn2v1IHCSFZ66RoDt6OVWh5qeUrWXINpodatWd7+xctuFWIurYNfVs+efKIbR2MkzLMF6Zw1S0fNdTvHz51AlMoRfX9V+PgK3UIl86HGB83pF39+tMQR3twsngtViTk9F9P3ogV4UaUCElcW/6X6OvrpOatziuFCFcdZ0QQhAhkAft+mqO0QkML7uVoqmOv+mG+Tx8qIwznk6EgGCYLDM5dAODYPzkpIqQK3D33JrwqfgKD867Dj39vvUX96rE/cPdGCripuXiwt/Lo2dRsy6V69Vxlih0qp2292/2aFOmo5dr5QhvQxQRXeU26y912T1HDlER54vGqZGQT0I7K85s/jl9LH8OAkFK50hydhdRY4U79g8VG23qNqh7vxRP1U1+/E5vuKQdBSFHfFGzTZ8HuLrvvH/19ub/caPLLwBp2SQDwpvhR/Dz5OWzS2bkXUe5vKbLandvalDPgpU14wofuuJe+ZmheOnvH0uKQ5mgmRFKbpF/64BrcvGah97SdrtPVz+nvfA47xU8ZYms72T4aik95V4JyluMES9SKhtJb8WzyXjybvBc/Fz+HUczHIBZpKf/+R6/E/R82qkP/KPnbrunaseXzN+Lj5UvRQWSNGb3quFXNV65wLeyiXu2f8k6mUIImcgXVUaMZt3d36xWL0A16v+mRIg7pGrGzg30kWQmpeJ42Rsrjofz3F2/x5pFZKrG359Sz6+/uwX9+9UN452/vwZRigjJe7OzJ+x2K09bnvvFR7e8iyH1IfQ6zXw4zbi2SVq/aG1QGgDgpwes2MepTlxpVx+d7jL1sttGmdSWaOvkAWYgJG/8h5pbg1D8jc+09gnuxyRcEAUeJ1czmxLc3OL4TfWhC32O/2RkaBMu8bw61+a0vWAXFVmmVxQFfykGtc+m+8+UP4O7rjOrzeq/txaEQnv/mx/A7twXnBV1zZGZqy31YjDHM1XymdAr2ofFuXJVaKxCT0r15HjwlXYdfJj+TXqFzDBe02dkBYCshxP54roBgcYZGExZbyCq0SStwqcxqf6ISNp2CZ4Knxc9jv2S0MyujhA5SMfiOEYBWshpCSMCXbl2NT5oGKjaHQcYBumKVu/M3+3RMgylxFuLUMF11StzNlYvK8IOv3Yb/+KrVk6d+spRtKu2doaVj6qqPYarCEm+4QfFaShByjcurLlIkn/G5I4rHehb5b56T/Z7yvu65wTTBEf0l6Qm5ZqHVietWLMA/ftG62FCLEESokV6y2PH3N/76bryw+WOG75yiChi9iwP15EoMYaFBOKe9w9bi6yyOudKx61Lb3AHBfjxjRW8H51SiGLyHzTNjFFRTn+aXFmlOt0JiQluofefLN+PX/+OTjBtA3pcFi8qK0UGWo4mkojuwbvR0htYo13vccGRJXhDQj8Xox2JMGvweyDcXhQR8+rqI4RY7j7gsXL10Hp7f9DG8Jn4CP09+Tiuj0yaHKmgLug0TgyAULsYucT12iJ/Sld55nrZ+Z/z8R3ddY/isbtb+SpQ3GA13ktR4a6kjYu7Jxp+0TYRwkWaX+Z8PuHvt1yMVzcEJ6UbL90NzjD5drluxAL+jhInrKrsev0huxNR8o90zS5u5S7ce0G9WAe6xt936F+3361bIGwnqez5Prjb6m6HNo8p3ajv48e+vT8tnHM3xJNUfhkOfvu2qCICUbb/TPOvo59LJ/48pzS/csop63bL5DoK8JbvgxaDVNg4zv/6Ja/HyXxiF6j5E0ELoz+HG1z9xLZ7RbQyZCYUEfHzdUqyJ0MtjRyJkH2lAxXZDvmgOnkzeh334iOU3tf38949dQ/1ePnQytvfD0gfQY7MpWChwQZsBQRC2AdhBCLG1zS401J1op7GZ9ts0ivCydA9iRUZBQD8A1xdbJ0UWTnx7g6/7AOAt0dqp9dBPTQT1R195qhPJp29cjrf/xrQz7iJkXrdifuqdWa61n1gBYDopma4S8JsfWoOFc6zhLPSPdssV9NBAzloNbDwp3mf5jsUZ2j6JfdEV0gRtusaEW1zJ7X94Bx78zZuxuMxd0HESErSdeovn3tTnUMh9sU4VLJS0WUMs6dn+B7fjxc0fh75Z/zj523jDtHB2Lxg975CDpsotVyxCxBTuzs3pjZYde8nS4tM3puzy/3aDPEapQlU90nPEeGDrZ/C1e1NjUMhhsfimaL8w8oUur7klYUwr4d4EfX15aU+US3+TEk/XTSA3etEGDoq36O5N/XiqiBaDleDzNovoVJruz8SiJTC18BrTRmEq3boSutMePerc8wGdMJ1AEYawUBsrXvmLT2AE9FCJqjCq955vcGonAOdIOcYF+smuU/in1DWm0zebd9dFlmL+PPuQjvTNEPXU2vjtVUvnpuy+Q8U4Sm7CI8lKFyd2bO30qHQTRkvt20csSTCIRZpzzvVXyRuFt19tv2HYIlnTW6SMaUE5zKM9+53XyKfuag4EgsFTN01rQAudqbz0T92wHJv1US8coG2a+n06NYb7R65doh1QqJsi5hPtUp2WltNpN6vge+lf7sP9d8gON3+WvI/Zs3YfWYxinSMxQftfChbBNx42h0iT/636g9vx8l/IDvPYtZTo74PW7tw2MNVfx0lK88Aczs+Nzvk34x2RHjLMDUGQQ36KVM/yyvpGf/AFnWbZDPQ4DnBB2xVBELYAaJpJQjZgPwAYv7deFFYFAdNAqT9Rawj7CyvkZRfSzCVylaO87Pc3J6jCkJKY2QO6mV1/9yks1yZT9lArADAWk21J48rJ2ETYuOnxqvgJ7BbXG8rjBT9D3TSsQr7jqbCWVwjP/Km94PG1j+g8V6uCtrqbb3q2Z8UNeJkSF1Vl5cI5+KO7rqE+n3lSWazE5VZPSIyogrb5W93Wh89Glc6C7nM3r1LiLafSSKBI8wYcJyVolOQTx0mTBsJh0V2giM5NTxjVYzyRDSxZRx7/wztw/sHPAwA23iQL3UkPU+BXb19rG6907eK5WKr3Cu4g2C5b4qzOyoJgCE+jF8oE7JNuxVnpWkwvWmeJcey3Xf6AEsvZNSmTUHGcVKBZsmo50DdBge/d/yHYjUYX/z/rxh4Ncyi2Z7/xUfzo927TlZ1gEmWoEr+sXfOHH0+1874id20Q9R3TzD3U+bKkKPT/s3fmcVIUZx//1ey9y7LLct/Lcp9yyaUg9yHegsbExLxGRRNNNN5JDEFNEDVGEy/UaLxF8AJvAQ80KKcSRAQ5PDjkvs+dqfePmZ7t6emjurv6mNnn+/msMjPd1U9XdVXXU89Tz4MPcvXzM0cURTViroiovT14yjJreh1FcvOxXzXRFp1nc7A0pVz9aUAbzbOrOlZ93MY7xqNRaSFyEt5XTLXwqL21A3k1FuSYpPzzR4/Hr1uY8HI7uX0DfP7nURjaMd2d9b7qc7A81h5zY+lbxvoNOAX/vKAXLhtcmfxOb4uWgloJ+jB6Ar6OpWZeqC4ytswpVcnBcOi41fY788V4I9bHmmFGNN0NV+8Z0hsrmpUX4+KT2uicn05EU+bHNw7H/GvjXhmmijZjuh4MWtSeh/tQJzkfMmNtrAWei45I9tX/RrvqjmO7uYlHWeKEzSVdMCc6MO1dOqZrEzQtMw7qa2cMdqp2Plk9Gs9EawxXtlOtsgi+4vrv+9TtIMboB8tPP/en/Vvh1ehJ+CrWCiyvKO0xlp0RJAhI0TaBMTYBwB6tks0Yc256DQnJ3I1aayZLP0ZNSWLfi3ag7K96AR897sy1V4+Hqs+wcbSAFRLAxD4twBhwavfEqqXTPK4mvx1BPv5VfbZgAdYWbfU3yh7lLbwCs6ODsKIgdfK/kTfF/3h8dVtkTE9apjT5qkXPN6Jfmwrco+POrqZhaQFObt8Al5zcBg1LU19YL10xEFPPqdkekNzzqaRuSXyvWCL2o1ho/6J+/abeaGlRPlbfNhbXjGyfdqzyLKVNSFUfIwKr8oyn9xOZSqd26/9D0TOSHgRaF8g1KpdfI47mlcsSLY3bzuyK2VfqKyJqerZ0LkNeTiQ5fikBlaoT8UBF6r1vZUVKvlIzzMrLF7T0i5KjGb8OoxDzYn1SctXaeayc5pW9/6e98JfTuyQ/p1gtIvGFq//GumEHL8PhkpoFLL0Fy7wc4zgFn8faosgifZXCTeM64b6f9MQtp3XBzMsH4qR2DXBaD5XyzIHDx1KVmj+f1gWyUD8HRoqAktkjklOzWBnReQ8zxjCobX2cptmSoWfxZCyCf0fHYyevmygj/Rj1O/ttDMT6WNOUbQ3n9G6eKkDiajD4ZGZpYzl5qnzRqewsrrHELi0clKZkNVQtwItOuo8kFe2aZ0jrcVNTZgQfxk5I2Xt8b/UE3Fs9Acd53FtMUQxK8nPw6R9GGF5X3d7LeXu8FUtdRI7ml+E/1WMM5KjxVHvqYnOvFyU91SGLLC1qXouehLdi/XS3aOnVqp4iNevXg/FnVR/X1fcNzm9YWoCqhnGvDFO3chbB8phBvmkdmT7/s1lsHn3ZFOv6ARTp3qfIU8ZZBOt485rFTN3r6bzjNZ8Ht2tgsrXE2Vi8G3VxRJXGVNmWsF7CNjIFbX//0/jOePpX/Wo8M/Q0bSXOjarObxzbGXvyGuKdWL/E76l1dl6/1njpCvOYBWGHFG0DFGXawJIt3rNDSllxHs7p3RylOu7GCnrqcs2KVOr36o5zNCpP0T6qYykFgPHdm+K2M62tcApqcds1KsWGqePRun5J2m+yiPH0PMtGUqVNgqwWH7nyQmZYz5shFjG2HIvst1Sabmtpd6yIVWFzqXGOVTswxnQtwo1L0z0X/nRaFyz+Y+r6VZ/WqdYTRXmNacwz2hzmTtCr8sK8nJTnOrkMkfwu9TlPUbSFFm9030QC51mQfJnpWLoSMlvth9eDy1wF0PDzgZXx3MsW3DiuE974rUW+cwFYTFG04xPWM3taLzRYdczy4pqxylTpsKhGkVpWH5Obk9r/+yUUqEPHnAWl1MquKGvpB6Yed1qPZvilytqlLidaGHdX3YEyPBMdBZ5To/QofeV71lR1rnFdfxBLt64bUZiXgzN7NsevTm6TdNFVy87BcTihlL0RHYBXoyel9vnEP2dWn4Lnq4cLX/f2s7qhXnGe7vihRfHQycvLxdvRftjFS9GxaU2dK0X0aF6G5y4dgPt/2ltVt1znsVRbvpXFyfR38oxJNZPXzWiI2bGTADCclNijfM95PbHxjvFIuYBD185Ui3ZqTag/Hsspwsex1K0E9esUYGTn+AKX+swJut5GcYZ0iHuspLS5A44cTw282U9r0bcJYwx7UKpvQEjU7fjuTVPHQp06jxaU4Z3oifggp2YsPJ5rHjRuA2+K4waJhpjubC+Ve6snIJIj4qWmeD0aPytm1lCzhb5YJH0+qF1A+dxISVfJpqx11izciL/bDEU3C2qrOimWX4pdvDS5l71eSX7S1VxLajBFg5UqAQEVRXs3xAILCqG5zCWDqzC4fUMTA5L63JqTIyyCXGVux3na4/77UR3T5oKZRm1XtHVbjzHWG8CkxL8nqP4uS7iSl/sooyc0Ly/CPef1RGOtG1TKSnp6R1H2ASsrk8nT1Iq2pduTex74WW/8fGCl8PGmk1uH+gM3Vaa45eq70crfvojOXmq1i15i0BzaKW69FXGLN9u/pLRdLJKH+bHeiEbsB2t6R7tH3Qss9mi7QdtW5s+LskBicoiQnm2uaFsFIHNS/OHEKveyWLql/oXqYXi2eiSqC9Kfvxb1ipIu6LKx49aWlxNB12b6sQb0+D7WSDdScLS4Ib6NNcYnkbg3yF/OcL9Yc7rKUiry/MgikpNaXknC2nv4eE0gp2TEfIHBTjsJ3sf1t8FYLhgkfleC8V2cooTX0KZBfMHzE9YnGbXc65166usr1s+1vEU8SKbqt7aJ99wmNDTcY11TZs2ZFw5ojeV/Hp3y+4UDtWNw/C6jiec/PycHq3krPBUdgzsn1HgCFeTmYNblA/HvX+pvWzDeNV2Dleu4sij80hUDcffEVC8kdf9MC3DJeXKg0Xsc9iWsxOo0bE66RqEm0Ok5vVqgfeNSLIx2xXZennb8iM6Nsfav4wzjkugxuH2DtO+UZ0PW86jokHreDTX1HH+SvoiZb8H7irfGUVazaL23pDK5Ncguentj9ZrCKHaI7lzHYaUx3b29wKzoEETzrdvTaLwCat6pa0v6Ym2sBXYVp78b4lgLP7qLgPecXvyEnFw8FR2Db2M15xsF4HUT6DNlq4lqW4IQJofVSyxsGL1LSgviOsJ5fVvq/Kq8h1RbXyIs2e+5zrqh1mMrE8n8O7ABY+wGxthMxti6xFfTGGPvMcamJ9J3KcwDMAHxSOPqv+mIp/hahyxFr/Mc5zWrmJ2bluLpX/XDb4drVg1ZfF/Ic9UjMK6bcbRhJxKJ8Ogv+pqnkzEdsIy7gamCajIYxwfO9Gu+Ge2PlxL7iJVBTz2ReaD6LOyINMC+fONgHIwriqaycmx+3w9Wn4n3dPafqY8xQlQH6mgj6rq6yD+NT4+WbcTB/LiV4lBuIniMRuzW9a0jZcYFSL+p349KVzzTSFqKlefF2Aqg5zr+YvVQfBztlkz9o2dleitSs2AxM3oKHq4+Pe0YSzET/1dWwCtUe4ePIQ/3Vk/AFzx91X8r6mM7ynG8oAKPVJ+W9vv3uw7blsUJs6Kn4IlqsT24VrwUG6K79xKRXLwSG4wjBfHJtVgqMvNjIikR043HlJt0UrzYRf3sa2UvTrjHHzwardmbbaNsLhDIL16mxUJiwsKjeE/8+fQuGNEp3fX+roRiF2M52MO1FhdvvCiS3hk8rpS1rKhxwVXX7Z9OqxmfjCapjeuKxRa5yGBhWFGC81ST7WKNYtm3sgJlRTreXRzpsSJYjUL8v8QiUyzPfJFAoU2DOmlKbSxHtRivGbNSLq3zHpkRHYZZ0SEozMtJBiJTH/Zk9WgM7dAw7TxRPuOd8WxUfyefaDDGR37eB+0a1cHfdbY5HdYYDawXqizGCJN37bGc+DN4LLc4dQufzrHKdyldnzF8x623tijeAVyVByqWm67464maPk6mL7IM7aDI4MyzMRJhaKrTp34wubePrh+W9MQwo6LjyVh16xgciZTgjdgAXDuum+U5RvStrMDGO8ajpEAk8Kn+v42Pjx+V6oHAE/+1fq5nXj4QH90wLPlZydRSkBvBw9Wn66ZYVZMSb8QmRfk5+Pr2sbh+TEfMj/bCG9GaYKw1C76pqLeHaOfVLMebd4Cf1CpFm3N+J+d8Iue8Leeccc7rcc5Hcc4ncc73qI6rl/jd6O/OAG/Dd7QD/eD2DVNWqIG4i/Ju1MU21MNVWiXcBVa5X9+N9sVnsc4Y1aWxkLVGDyNF897qCXg35izyYoM6BZiuk497DW+J77liiVYt4yWIB68Cdha1wnSVsnO4oGYyouzpa90wrtxq3bMf+Xmf5D5DxhiOIU81OKe25pJYx0BDTYi57MbZWVyFJ6rHYrcmKJdyR6/++iS8fpUzt+K8HO3LMr1Wkk5mAhZtvQnVZjTAEt4pOcHRusBHeQR7IuXJz9XITdlnJU6irWMcL04aiLd/ZxwgTuHnA1LrNDUVUpz9Dl2RLdFM3n/gDbFXpoubDsoE2mqv7xZeH8e48fYaI8zW9UT3eZuXbxw464YxHdG/TUUiynq6BcEKXliOt6L9LKPOWqYySlpRaiaOikusOkiZOt9tzeJj/POSQm/25inycHA0qFOABTfUuIWr70sk1eOvTlasYlYLD6mflXt88fgQfBbrjDzVnnRXTg+co7QgF2f1bIYveDwdXizXfC/v7Wd1Q/PyItQtTHcNPlzcHCti8X3U2tgOnCPpvqO3ELGruhA/8EYozMvBE/93IuZceXJK/e5GXfSvqgkQpky4F8U6YWmsg+ZC3jC6axPM/f0pKZG+FVrUS128NcobLoqZK/v2kk54IzoAW0usvWuMAoJa8dvh7fDYRfF+/Wh0PJ6qHo3Hq8chmiO2SJ2rUbT1mmVMd2epqpKweO5n3Z8MTmlVvxjFAnEbcnMiKM7PhUjWHSOqNS76dj29zJpMa9jZy2rmv3a6wImVFWherurziZOHdWqMIygw3JKpcPFJbXDnueZbCM3uoyA3vu1uBW+LtbyF6TkRFsEzl/TH1HO6xxcTNTdKFm0iK9BzvVIjMpCoO5Cd1ETpFoxU5lxprjit4pWu9+g6ndRYueHoWW90yzHYon1YpewcKmxck64hoZg0rluEjXeMx4Q+qYr26K5NcHFi8md1a/9V1V1pYpJVqjPZei16Eh6rPtWiNDnMiQ7E7Gj6nqXcCMNe1ElTUO/9SU8A8b1OIq6CJjE6DD+rOVTaOp5Lvjg197LaM8HMoqm4acZ4jeL6ZPVo/Dt6qpxFjxpjHfq1qUCjxPaQt343GK/+Jh5wrJkmGvNZvdL3Oz5cfTpei9YEKJMZ5FDdd4LI6KEEwCopMN9zeIAXJfNj602y50d7YbmOG77DeGKO0E5+W9cvwYxJA1FamIfPEZeNJfY2igVHZPiat7LM921dVE0sidyEVeLK4e3w5m8Hp/ZT1X5ppYaV/x+MpFtiW1UIeq74RY3HrwX6B2xCQyyMdUVeDkOnhGeQsALF1AKovmYM9/6kF9oncjRbuY6f2r0ZPrlpeNoCulL6+7GeWBTrhC+KtApQDFtLu2JFrAo/1EmfmEcTFy7Mi6BuYR66tzAfn28/uzumndsd/411w4KYzkTf51XhUSLuwQbMujzdDb+sOA9LjdKYMoa1vEXClVa1NKYzQBoFszXj05tH4OqRNYsXh1CIXaiLfShJtlOqOKmFv3fNkDRvh+SxKf9O99SzA2PaeOUqXA6sEY29waif/bSfntszcJgX4Eix/YBi6ssYGYQeqD4r3fNQ51Brn4r0IxRvieOiCyo5EZx3on4d1OwVt98Wevv3WYShWXkRLujXKnFMKiKBZcOOdWQDIuuZGT0F5+Z8hMZst+7Aww3+nYqzAfDJ6GgwAFcblaoq9qtYK9OyagzEdmVxN3gb1YmlO2pygpmqwDSoU4D9Otc4gnzUwWF8x5qhPvYiWlhuKZtSJyM7KxMGHUtt4qufD2gNBuBnKuvmvpxyFALYz4txwCJlmShWngfrDCJgK/Wp7GlUBu0Kg2iyRhxBIdKmCyKrpkpF5eTj5dgQnB6pi9RpWM2TYOYiqMituHMBccsOANQ1OO+zWGesirUGA8cvc9+xlhVIm6B1bloX3+08BADxIIgHUw9/++rByMuJYOOO+A9HUJCSuuTyU6rw8VqxS1uhtrDqKbBugw4pjOzcGC3qpVvzujari/P7tsQVQ52lIlwea4+tvB6+5q0MBgDz7RxuMXMdV7MI3fBxdRdMEnQH15bt6kBVP1UUvpwIS8k3DdTU1H/+rx+mvvQJsNV8kj7HodeKiYgAgKnndBeyimk5nnDL3p9jrkRajXt5kQieu3QAvt6qHf1N4Mn/qC7E0v7p1hLLEcF/Y90wmqUu0HFeE9ujMhHbQ+/9WyjgGQDEvRvOP7EVbnzpfwZHpJY9/ed9sPTb3UJl2+GFywagkTpop/J+ELSu7eMl6FtZgb6VFbj3ldTf6tcpwMY7xuPiPyxDN1UaqWSg2cTnE1qUAZtrzlMCqF2N+DapAVUVuH6MdRosBW2qu67N6uLLzfsA6Oy916F94/TtYcfy49sB9uTVeNyJeHyZEWHM8Nz6xcYeXptKuuAw/xy9+uoHFgPUnizKZ6T9a2WsDQblpb8z7q8+C1FE8E+jwnVXs9K/K8xP9QBR3oV6gerU7wqeE7/3r9AaXfCNkRS6PX17nbi3xPA6XXHZEIbdn3xgeL6aJbGOaMp2YnZ0EK7InZ2QN3ENR6+x9JO0c6UYS60HD2Ow+gYp2gSOIQ+7eSkaM/0XlnX07HhnuO8nPbF9/1HLY9+M9sd2XoarEX+Bm43H6oHmHYdu3JYY3N51ozuYRju0XFlUyf5etE/aYoKyas1VA/QLlw1AncM/Ys53xuV+ydrjy+r2uC8RyddKhk9uGm6454ar5MzNiaREDQaAFQV98G11GXZAPKiMlk28AZqzHY7PV1A8JZTVd5Z8RdkbiRcWDMThaD2MylmS/E47CTaPGq2/Yn+osEbtNluFzc2NALFURVvhwQtrrORv/nYwvtl+AL993rAoXZLutzo9q2VFEa4Z2QHn9G6Ol+55ouaH/CJ0ahJXgBRFW0uvVvXwsaAMG2Pi7oPaelx929g0K62Wg7wQJeyI6TFzogMx76K+ur/l5kQwbYJ1dH21ZGqJlDRposyODsIZOf+1dY4ophF80z4LjOWaz0bu9Zau44naO6Flue6xh3kBiljN+6Jz07r4w/iuePvf5vLp7lW2C0ud5AJIWlSMaNeoDrArvsVDzeHi5nixeij6FFl4VuWYyx2JMFSU5GNgW+Ncywrq2txY3AN1sUT3uIhK6TFrLbOmLFJZMdN1CTFtSuvltp8XoZSJx3xQrrId5WiEbTiQH9+PO6ZrE4zp6tJVWYcBValtsKu0I5bH2qNNnV7SrjE/1hv5Kq8mrZW6fp0C7Ir/AiA1gFpeTgQvXJa6reLU7k0xa7b49V/9zUkYcuf72LL3iK5FW4TDRU3wRPVYjCissZTX9HVnZcYXrtLPXfTHESjJMS7zaG4Z/hMdiz81MtnznxDtD6d2Rk6EYXyP9HhCn8U641KdU6sNI7Ybc6wo7tX4dX7N2NCotBBPXtwP3y3fh53/W2lyNtC4tBB8V+JDbgHurz4LxbnQVbR381LUY/t1+3KUx4M9johEcPO4TvjXqmJE95heGgDSMgDY5dLBbVICLicX/lTPm1bcXaUdsTDaFQNzvgQgGj8l3GS+TZ7wnNy0/avpsEgEZ/ZsjksGV1keu4a3TFrwtDxZPRqzoqcYXcVcBjBsjDXB7Jjxiqb+efrd4Mrh7U0nPXZeI1/yuAJ7/ZiOKneyhGVTVVL/NhXIzYmYRrSsjsVwFPmmVlM1zcuLDF2+rIixHGyC82A1ADAzOtTV+QoT+rRAfm4kLY+s3RXPY6wAX/JK8zJMCk2m81Y9APdWn4ujBTXPip5i8eZvB+OuCT3QsiJuAdMq2nULc9G7Vc3iSZdmdXHGCeluav+2cOE3sygwxvC7ke3RUuV+uyzWHjxXPxjUef3iz+1RFAh77d1ffRZes+iDKa7jmt8K83J0XVjVGAVAUmPkGeEH2uZfz+XlL3Uihx13P6XulXZpU18/kJZVSVb7SJ+PDsO70b6m247+NN5+TuujSSub8dYdu1O3r28fi6d+GXfrPKbZ38g5x2Y0sMhCAZXfaiq9W5XblCa1zxzKLcOz1fq5nZX9483KrfItG9fISe3qJ9NlmXka6DXzS1cMwrWjOqR9/1R0DB6qPgP/ON/egtW3aIp/V5+K3cWVts5zC4/k4sPYCaiOmMfMcGN9a9Mw3s/aNnQWn6JBnQJcfkr6/EtJI6UlLyeCq0fGt5akZZ9R8UZ0AJ6t1h9vORCPp5HiRaHzgrTBwTqVad99FWsd30Nvs4LXxFK3RCneTQ1LC3D3xBMczYuM5l16dxvLLcK91ROwPS91/D+lQ0Nd75kLFJf1xCXUeeCBhLJvUAXzYz0NZVb6rd5r9aXo4GSAXhFqvAGs2+KP47todIL0uYm2OmOI4DNeE4RSdJ4bZsiiTaCHykVJd1Ik4C7ltCtcP6Yjtu6tsUztRl3s5sDXsZboGPne8vwTWpThix/2JoRgeDWW6la4nZdjZazS0DU9cZpv/GaYKlBccuFXvbc3/mWf1vGIlvf+aRYAoG/rCnyNVIturqNojKmvgxcuFQs2NL57U2zYcRAvbhmKdpFN6B2R5ENsg7YN62DN7ePSvhdOWaEcr6uAaoL76XWDxP8HtW2AesV5mHRKFeZ/pfpVVa6eRbtLs7ro0qwu/vVJBFGkBkP75KbhybRMRozo1AhHq2P4+Bv33gFqtAGOBrdviJ/1b4WrhrfHj3sP48+LeyKvoCt+L9hRjFb+DXEwIdML1uYFHRqX4sfde4Fq/YlUgzoF2HHA2osHiLvUruLxbRnPVo/AUeSnjEvVefEJ9oFc594jWorzc3Hk+DFbVVxZvxh/Gt8ZjavrYt28TwyPs3oclIUko3gF+1AHqzQxOpTAN4r7cbfmZZgrKniCI0WN8Xj1OIwotM4kILqPtCA3B0fyi7GLl+LjWHfcrHOM0y0BT/+qP3YdPGbrnOMF5QCA7fnNE22rf+2JfVtiYiLNzhaT8ky9IhjDRQNb46M12/XTe6WdUPPPPq3rJaONp8ifGCPO1okNAcS9B45Vp3v8cDDsl7SFyQmKcvFFrK1+NHAXHvrjuzdF818XoWfLcueF6PBq9GQU44juHOj8E1vh/BPNPTnUway0KPFcGpSqo0YrfdhZZeREWDKFKRB3w1e8Ge12sTdjA/BmDLg6Nz6PunaUtau93m4MNWO6iu/bN00Bqumza24fV+PJpXNeSX68rgdVNdDNe2RWNU3K4gsM2uB+AJLBec146uJ+WPbUrNTrORjvkkYApM95jcgCgzYp2gTw3KUD8OADnwC7DAYygQ7ldJKRoniqeCvWH2/F+psqyADwyq9Pqllh05FBxPLlFOVq6hyUxna6dGKJncIi76Muzeqicd1CxPbXKGgyVvp660yC9PjZgFYY1LYBKm/ah82xBq4V7fWxZviR17NsX1MSt2+3GvRcqsXKiB9UUZKfzJE7X/Vranqn1DPVuZyP5pQgF0C1ai9ScwuLU6cmpck8upU3vSEirONZX15OBH89O+4y9uO+I/iCt0MP5o9iGzbKivJQFCnB4R/1f//w+qG6CoEe90XPTf57O9L73aHi5phZfQpOLBJx1xN76F+cNABvr9yaDPomFAyNMVwyuAoLF293lceSW1i01ddLIinwzT6UmN+sziKnJZEcPBUd41gmI3FKCnItg/JpOV5QgYerT8dJeS3QSiC9kLVs5m3UvlF8f+6oLk2wTfVQHM6vSAa2O6FFOdYvci0KAGDu7zVebUFETDTh/Zh7F/L2jeogP7dmPz5jDL1aqceFVOvfghuGWVaDnlfFceR6lsVhdJfGuPPcHjizV43F1q1ipN2jnZJz2aUTbn6u/vnqx/84cpGXy/BJtBvaRTalHWvsbWUWwci6Uoxke7x6HHIQxdXFefjguqEozjmO5/5uWVwK5/Zujvp18m2n0vv3RX2xYcdBDOnQEMvsXVIfgXFX+4uMmCZBQ67jBOoU5KJeaXylSy/CeIyJ5AkU7wwN6hTgmpHp7mSAeUTZ+demu5RHIixtD4fdfmkWIdpLFhUMxJJYRxwtsefi2qFx/KWpDW7iBKtB7PazumNk50a6Vgk3zI4NSnEPUrPq1jFYdavzCa0Vfzi1c7piq6kHu6nirhjaFmf2VE82NKvVKqvAV8V98G60Lw4V60f11PL21YMxY5J4mqMad2FxihxuLZCCR5NoozHGLmbSlRTkop5O/AOGuAu9wsY7xgtdaxMaWrsgA0AkB7OiQyzzrLdrVIorhwvkiHeA1dihWKXsTJRyEkHb1F4qW3mFofurU7aU9sBXsdbYWtfGHkSD2xjasRG6NquL342Ql9ZSRJQjKAAYw3WjO0pJGWdGq/rFWHXrmBrXVgCPV4/FgeIWGNqxERbePByjujjfK/2f6jF42dR9NVhF+8yezTG4fQNDw4CC8qiXFVvHEXjv96fg10ONy0s+bonxsWVFMVrVD1fEfcYYzjuxZUoavGhefF6yh+lvD7QiwrTJCNXWT+Pz6teJj8N1XcRw+DJWiYd/eRKK83OxmHfC89HULRl63gZvR4ZgRawKsbz0YHGOgxCqbnQfSpJbLSsblKDAwWIkYwzDOjZKjsWiQ/KIzo1NtoM6sGgnM64Y10tHnaB7mQ4p2gQA4OuSE7Eo1gkHStOj8ApZTm08SUv+NBK/G6k/+Xvn6iH4/M+j0F0nTVOV4N6lJib7jfTI4dW2jtfCdesndSB56Yp0ReloTgk+jnU3ON+YSadUYc6VJyeDV9kiLUCt+bXbNaqDxy46Mfki1aaF8oLi/FwU54tbeOwulAxq2wCf3DQ85TshZcDkkBvHdkKeeqXbrLxIHlbxSkQF38GdmtRNCQBlrbQlXPd0gq2p+STaDUC8v1jv4bSHXqRvI5zo2VcbjB9qjMYYW7AIVhT2w4ZYExxRLYj99exueNFi8cO2C71NfuCNHOZZ9wdu4To+oCo90KTiFaJ+JF6IDpcW50EhGinAO7ETLffc6qFdlCorysMbvx2Mdo3MJ4he2WVKCnJx8cmVrsoQCThUnJ+bMk7uQ51k321a5m782INSfGfiwvp9nR74NtYY9ariwQ1Pbid34cWKsqI8PP2r/taL205WOUNO12Z1hcZbhVhRA8yKnoLlBc6C18YfxVQvwYcv7GN0eJLLhlThjnO6Y0LvmkVtIytxOvF228ProGMT/X686A8jdPN7746UY36st+47X3mvigQ4TIWr/ivG3yfGg3vaNRLYRjzch86pipeG8Z0NatcAH10/zIlkoYVcxwkA8QBR/411w3k6kyKR/iSraxfl56AoPwczLx+Io4IumQo5EYZ7z++JE22mBmp0eJ3p/jUtL1QPQyk7DMVexgQ0Bb3o5ba9FxMjW06EoYtFPlJR7LbbK785Cau27MMXT8+yPjjBsltG4ampquMlvwdkeBalRR13Waj2fHUTRzRpyqRjU3S7/UWNXiqfedeeggYl4gqMk1X/q0d2wL0f2D7NEQdz6uLD2Mk4K1Kz2PGz/q0tzkqvl27N62J0wur31u8Gp0XPHtqxIdo0KLG0mvlHwvoBe+OwQjIGgYGi/e+LTsSWvamR4yM2LS5OsSr/CM/HFzx10VmJjdGywplSWceme3gmwLmYtVHL61edLBzbAACORYrxSmww/lDVBP/8xaDAIxG/8duT9RWakLm4A8A9552AZz791vH5b/xWPFAWEB81fuAN0dShHa9941LwSE009vKiPIztlvCWMHnI8nIi+Ikmc8CCG4Zhx4GjeO9B8fmKEY0sDDh677G2DetgwQ3DLLeGmTFpSBW27lONk1aeRDYnAMtuGeVELFdjtNU7P2yeG27JvpGfcETNPuf036xS7Rie6ILCvBxHESHP6pXqht28vAgXDrCYFNsUfSvqY6uE92lN6hWOGI8gwsQmtNxhKg497DZb47qFaFy3EF/YOKdC41pr90VgjJxJ+VZekea+rxuqwIbcWi8Q9T3nJH5zmlJFFLe5c4GaIDeD2opbkOxGza3Olxf8SwaPV49F78ha9Iysk7om9PpVNRPWzk3TvVHKi/Px/nVDJV5RDxt3lIghEA/dZx/FddzI07GkIDeeMkt9yWTEc38UKSO96OHoGWnfVZTk4/azumGUSUYIM2TuNTwh4cL6y5MqE2VLK9oWqdUnLkQ3jcfaghuG4Yfdxum+lH2xOZFI4Eo2AHRtZjFmSRTR7Sh+Tu8WOKe3cUAzNQ9Vn5HMl+yUpFeKQ8H7tK6H73cdwrPVIzEh5yMsifTClYnfnM5X3rNxjnKNnAgTekdbzQtammyHNCtV+e/Np+pvsUvHWYVr52dWsMTMwsl++aTrusDDEeUR5AjOicMOKdoEAKBz01LM+SI1DcgL1cNQwo7grMgay6mW5+4qDtG6COvhVnKzIePZ6hE4jAL9oF+JC8c48HR0JJqxXebR0Z0KaFamzzO05bH2OJgXT+kitIBjCtP83xkvRIdjVK7mZePWoh1JHVrPUqXpumFsR+w8eDSZMkc2K/J6opLvwPFCc3e103o0xe4vzfN4Ni8vwoIbhkl3LVd4rnoEBursbQuSfaiDH3kFgHXgjCX3/tndx37RwNbAYg8EhD+KFU/sl87h3li09UhatA1+F8nPPq5bU8z7ahtuHNvJ8JikN5HNyanloq1PNCwtEN737yWylN6WFcWmCsmVw9vhaHUUP+tvHiE7cCS6jitbLuwU5bY11Lm6ndI60Y6n66SmtMN2lOOh6BlopgrE6cc8U9km99ENw7Blj3iudy+wMz7ZW9iQ8YA6OSexR1tgAeM/0bGog8PuAuaGBFK0CQDA5UPaYlDbBinBHraifrw/sjWW52dyZEAvrSd60YUV2jYswaINu1BamJtIa+YseIgtAm6mD2MnoFOkFO9f1yeZGsQtVi/f49z6OsoE//tYI7SMbDOIvm9Dptx8PFE9FuNyFqEJ24UhqmBFVQ3rYObl9nK922FbbhO8Fz0N43LM3bdLC/OwW6A80xV5l8/TETgPXOMXt57ZDX1bV6C/DRd7xhimnNkN93qkaOfnRPDLQZVpHjzWcokfy11atA/lxxd69hWIB8nSC4Z25bB2yMuJ4IG5Z6IaObjXooyi/Bw88LPepsc0TSwc2Y3nQdRwycltcP6JYgEd3VKnIBeTT+/qy7VkoA3n5YoQuqOb0ahuIdbcPg55jtKPppOqk3k7genarC4qSvKxDfFFZjsu32FppjBPxWsWOK3Zj+JAU/nJhBRtAkDc3ccwf2NKqgV9vOzbx3guFsc6ebaytXLzfuuDdDiWF1eMD+WWOzp/8uldMbpLkzQ3OmMk1HJIXgZtGpS4LoMhsQ5kUi0vVA/DXpTgepNyqhqWoG9lfEFkdmwQ6sQO4XcG17Mj217USeao9tPjI8TvWV1C8kgaUqcgFz8NmSWNMYa/nOGt4sFz4kpvhDtTtPcXNcMj1afhnKI2wufoRcW9bkw89+0/5lov+IrykxNbokGdAozs7G207mzmT6d1Sfkc5gk+4S/iQciAd6N98SOvh5/n1jh4Ny8vwvBOjTB/9baUCNVeP2M9HMS+6dy0FFv3HUGBjXsWR+eGM7ifJQ1yYVmV8AmKOk7Ywqh/MEn5T/V4MHoWFnNjN0BRDvECfB5LDzR0XDT8s4YDxS3xQvUwfFdkPOGtU5CLc3rrW50K83IwrJP9iZ6MMer9aE/MiYqnjAozZu+d3SjFYZhbreZfOxSlhXHL6nHEvQvcemho92j76fHh5bvs8epxWBqTkzZLQZaca2ItsJvH3dCj3Pl4dFqPpnItUiHCzoJPXl7cjTRWfdzRtWIxjkMoTMYkECEn8R7ZA2+3EzDGMKpLY989sdbHmvp6PSIY/IoxkA2s4pXYiVQFNxJhuHtifItZc1UGizB6Tv7zgl544bIBqF/HWQYIvTcNM/1V/zd7byzn9fgNiy86V1tsTdND6Rcxh9uRMhWyaBOGDOnQEAvX7YBIFw7f8JfOI1GDnLM2B+/3rxuKHQeOYs2P++Pu9Sbnr5wilg/6N8Pa4oH315kfJLGS96MY67m7PVROKRfIMSqEBw/d9WM64q53vnZ9waJ8zX5ePxXtxP/NUmg4ZR9KsJ+r3bnc35eMoG0A8GYsnnqlLg7gOHJxrcNy7v9pb7w7bydWvb8Ebu9vBy8Ll9Ju4znMK6qLQ7wA3+T2xkUOLqWsX9qZHEdy8zA7Ogg7cxrgVp3fZW03sWJUl8Y4tbvzvNBGzI6dhJ+yeWjERDZtZBZ20yxmM1L6fCZMqjykoiQfD/2sN/qptuyEUdEuLczDgCr7SqdsWOKR8/pts4ZVYU51e/wn3/5i6Iri/mCxw+hZx9pDbGBVfSxcv9OJiKGDFG3CkKcu7gcAuGzaFnTBx6bHhnEAFMee7G0alKBNgxJ8vdWZy7ke14/phOvHmFvtF+YPRGlsCYYXexNEyw+mnNEVp3aXbNWR+Oj9Zli7tPRKSkR4O494fm4EG6aeiun3LsKRnfL17C28Pupjn+5vXZrVxbLv9shb0NCwglehKHYU/SNfuS6rVf0S9G5lHMfACftgL+q5Oe4a7ploPHXKbTJE8ZnC/Hw8Ej0dnbgz6/JpPZrisQXr8YuB4gHEIhGG9bwZCnSc7WZcNgCt67vfciLCo7/o68t1vGBHqWiUYuDh6tMRAc+KgEPZi7jq5HYeNv3nffDV8+5TYYnwePW4pIWzXnEecAw4xlPfWeNkzxUMiCXiUcSY/Uw3YUHWgrXYtSKO3oyHI3XwYaw/zmPWqudTv+qH49HssHzTEiRhydqctng/2tP0GK/3oJ7cTjy9kG0yZI1gf6Qc78ROBHfRbffkxFdeC+uUS5LKHhcNqkTDUmcuVlqSKek8fr/EHD4gjLGkX7TshagZ0WF4MHqm7m+3nNYFsy4fiHaNvHG/jSGCz2Lik3kzHvpZH0dp/DxH8QbIkLFBlJptBdY3VpgXH2eOVjub7DSuW4iFN49AlY10b2Z5tPtX1UeTsiwKXuaBx8kOXoZYRDxy9BEU4JDF1hpCnJqg4/IGDi88k4wY07UJ3ov2xfcx72MX7EMJ9qMYL1w2AG9fPQTPVw/Hk9HRpud4NRxvKu2OhdGu+LHUv4B7BwrjaQL35cv1nBGZa7jxuFAyL3RtZj94byTZP6yvn5cTQXF+dtiCs+MuCE8RGug9zG256A8jULfIu+jETvIBAkgGjzulg4eLAJJZU9gDX1QX429nD8EIB/vDw4nx88nBML6Hu1Vxp4p2/Ppx/AyGVpCbg76V4hGyg8QrR5j2jeRYtZ2Ll/kaekFiAeTocWfB0JxQk7Av8+uvtpHRTm2SiOXVxdJYB+zK6aQbUNMWTAmk6YxVsdboEvnW9nlf8kp8ySvxd4fXtYvidv0jrN9ZXj1jnOXiM94Zg320aO8vbIaHqs/AxUUmbtTiW7RxvCDuGbY5z9vAnSe1r4+Nw3s5OrdxIstDKBfXPYQUbcKS809shbffWWF6jJcv2UaSUrD8aXxndG2mE1VSJfwT1WOF3ei6NS/DqlvH+LbqJqOOOYtgO8rBEHfTzGSUqONm60CL/zgSZaUulS6TvYf/jXbFoJwvjU9NWkYzu64VJg2pwntf/YiN2+Vtm5DFX07vgrXbDuDWM7tJUNPkuKy9dMUghCqueuJ5FLG4Na1biIsGtsZP+vkXcT25MJUd3SWN+deegsfunefpNXq0KBc+9saxnfDjviPeCVPbYAwLYj3QnImnhTIpzNXZ78ZOxLuxE7NqW4BXWxSDGm8M85Y7kKc6vwz3V5+FQXnyY0uocbMI+ufTu6B363oYWFUfiyTKFHZI0SYsufyUKjQ/3B7rP/kcUYMVv0ywQFwyuEr/B9Uou9fm/k6tkl1dUA4A+D5XfF+iKPf9pBemf7jORjow7/kk2g27USeYl7mIi5TJIc9XD0cMEUvZ4y7g0H35LeKdsai6s0kZcdVBG4XcLWf3ao5vdx6UWqYIN5/aGWf0bIbT//mR79e24pcniaeREsZls/VpLXf/uVsYi2BdrBm+4G3xe4tjI5F4LnA/Kc7LwcCq+rjsFIOxOsOpalgHTcsKEd3nTVaAukX5KcGjrLhiaFtp167JkRv+uYBXSB3mkxWaHftUCRs4GBs4gGrkCj2Eq/K6oT2+t38RlxTn5+K8vi19v27QkKJNWMIYw56yTlgY7YrOdXobHpOpyBQ9ml+Kf1WfjRPz5LuTt2lQgjvO7eGqDNlWbNG0a9/FGqGYHZV6bbeIuKoBcS+AuOnc/jWUKRKTXO//OL+n1PLs0LVZGVbfOhYP3voynGqiYR8tapQgp/vzpYkiF8YwJzYoaCkMiUQYnr9sQNBiZBzVRQ3xeawdDhafEJwQLB674Rve3HIRJ1tRFlSV+AZuUBYs/M5a8MtBlfjPfzd6fp3lt4xKm48o2/H8pkPjeDyTdpK2HAVBnYK4OtdYIAbOltzmOBBrj+OoXS7cQUGKNiEGi+Az3hkdIvp7pTNa0Zb8KosiJ7Qz7b+e1Q1NywoxtKO/kctfjg0BANwutVS/6pip/msTXrNLm6ihxkEgrPUSIndviTCTYGNEBsMYPoj1RKeIt/nHzUVgWBjrWqufraZlhbh+TEeccYKM1JnxirQTDO1wIsAWAHRvXob/bdpr+6p/OaMr/nKG90HB6pWkuk0vu2UUirVpMX3ijBOaoX2jUnRxEODLKRf2b43l3+3GJSfreGKZdaKEV+kWpM7h+rauh79PPAFju4m5jn8Yc7Yol8lz/aAgRZuQQib3Pa4Sft61pwQoifc0qluIW312B/UaswiWZi+FOgW5qFdiHWSPRSIJ03T6dd6+ejAWrjPO9ZhcwsnkDqKLHEU066ol5CiTdtlbGQhxfshtiabYglhe5lrPCH0YY2npIZ0SicSt4nYU7SMFDbA01gEd2A944bIB2HP4uBRZ/KCiRCxa/kFeiCWxjlK3qzHGfFWyAaCsOA+PXXSi7fNYbh6eqR6FaE4Zpqm/Zwzn9mkhT0BCGqRoE1JwGrk7HNRMOtvaSEWjR2Uiz+v4HjJWtMPPPeedgBb1igO5dnILm0Od74vJo4XsqSwZDC39Qp2a1EWnJsYvaEW2DI87l4ZSE7uYs8lJDuOIcQAR56+gf1efiuGxHPzScQkmJJva2bgWLSyXJYkndPN5UknU8GVuV7xa3QQj8knRJkxIvDNiNvdoL4j1wAL0wC0FuSgpyL4p/qPR04IWIXB2oAylLtS35vWKsey7PY7OzYR4TGEj+3oh4Ql9W8f3s47s0lj390w2kDAmz3W8WXkRvr59LPJzMnnhQZxzege3girSZmYW7RxB7fcbVolOWAHuYD/Tzkg9lGILkJtluWojOZgVHYK9kXLc5qIYbrAVRYT9KMZReJN6al9JaxznufihWCwGgRaeIydXvGxycyKYdflAtJeUY31utDe28XpZFdnYcxgzjjbskObl8SjXP+3vX4R4Iwpya8e7z2siygKvj3m0idrB1HO6Y84Xm9GhMS32+QEp2oQQXZrVxcY7xhsfkMmatuQVuoJcefuMOGf4gfu7n9oLnrq4Hw77mI9XJp/ndMf86jY4yYH1dVHuidhe3RgjEtHos4kfeCPkuew7LMe5ou0lx3Pr4IHoWfhJXn1H5+eHWNmQmWN9Jc/O6OBeckKLcqzctA/lxfKe/fLifPP3s0Qeqj4DEcTSFldyIgzXj+mIkZ31F+NrK4d5AfbDgddXQtGOxcQV7YyehhFCKAtZZ/Vq7riMOgW5jscLesbsQ4o2IYVM7nxK9qY50YGhs8zcFz0XAPD3gOVwy5AO3i0WmO3RlkFOTgTHkAcb850kUeRgK+pndP/QQ3EfKytypizUBPV2XjGP/qIvju7wNkWJU/HMthMQtZvJp3fFBf1aoWVFMFtu3GJmjZe1PzmbmB49HQDwN5vnseQebXHX8U5NgguGR8ij5rWTPukoyM3Bir+MRkk+qW+ZArUUIYVM3qOtuBfv45k58amtMFXmVutjnFNamGt1GUOSMcezTNHOz43gtjO7YnB7ZwsoK6KV6B7ZgEIXlt9RXRpj9erdjs83w+vFG6L2kp8bQbfmZUGLQYSc5LYnG4p2r1b18NbvBqM6mr3jV9/W9fCzAcFvkQiSuoVBeoJl2WTGB0jRJqSQyYpEhHGPdnoSfuD1FrbHLuqLl5dtQt2iatvnntajKb7asg+N62bZHm0APx9Y6fjcebE+mBfrg8tDGqynMLH9o5isBpbUk+gCTRBEHEXRthN1HAA6N81ub5pZVwwKWoTaTSZP9gOCZhGEFDI5t54iuR+5I+3y0hUDUV4sN3BO1iDwyMl4LFvUK8ZvR7TH6tWrbZ/766Ft8ctBlVkZ/VUGYQ2cdGbPZti85zAu1stxSiR59TcnoVl59i0iEcY88X8n4sAR+4uOhD2UYGgxCoZGEBkNzf4IKWSyor04ry+a8wUY0SJ87kh9WssLXCST96J9UIIjge5p51BW/AMUwgLGWGiV7L3FLQEAuwpbByZDWMeN3JwIrhrRPmgxQk/PluVBi0D4zLCOjYIWIaN447cnOwqQGklatO2l9yKyiBDObWS9spfH2uMH3iB0cZG8IJwzQCLjCOd0WYwfWSO8Hx2Fn+RQdxDlSx4eS59ZcjbK+WjMofwGuLd6Aq4o8D9K8FMX98Nyh3k8CYIgMoWuzZztx6/Zoy1RGIIICR/GTghaBN8gzYKQQkgNU0LQeyyLyeQHM4sZ0qGhp5HoCYIgMppI3Aoei5FFmwgTNKeySzg3yBEZR1hdQEUoT6QoCnPuWyKdjTlxl+doHqU0IQiCILKHSMR+1HEiO8jg6TShA1m0iVrPPy/ohddXbEb7RnWCFiVjePaS/th7+HigMnyV2wWzq5tiVF6R4TH0wjKmdf14Ors29UsCloQgCIJQw2iPdq0l3HFn5JTzxC9PTM5Bsh1StIlaT8PSAvzfSeHZc5wJnNSuQdAigDGGauSG+qUUZsZ3b4rGlxeib+t6QYtCEARBqIhEKOo4kb0M61R7giqSryzhimerR2BBtHvQYhC1kL6VcQWxXolZ+jMyaRvBGMOJlRUZve2DIAgiG3GaR5vIfML8Sqb5gn3Iok24YjvqYTsnixjhP7ec1gU/698azcuNXccJgiAIItM4Whi3+O3Mbx6wJIT/JBZZQhmqlxRtu5BFmyCIjCQvJ4KOTSgQGkEQBJFdHCtsgAeqz8LmfNrWRhCZTK20aDPGygFMA/Ae53yWyXGXASgHsCfx//Vmx9dG/nH+CXjm0++CFoMgdCEvJ4IgCCLTiEQYjiMXUYqF5pp3o31RybYGLYZtWAitx+GTKPzUKkWbMTYdQAWAxQAuA/CeybHTAOzknN+p/o4xVqX+rrZzdq8WOLtXi6DFIAiCcM12Xh60CKHl81g7HOSFuDpoQQiiFtCvsgIAcGbPZgFLkvms4pVYxSuDFsM24XQdJ+xSqxRtzvkk5d8JRVoXxlgVgMs4T918zDm/kTG2mzH2COd8j3eSEgQhA8Zodwwhxr+qzwYHw1+DFiSkfBDrGbQIBFFrqGxQgo13jA9aDCIQmOq/4YJFwihVuKFZqD6TAMw1+G094tZwgiAIIkuIIgcxeiUSBEEQhD60H882NKvQZyTiCrUe6wGM8lEWgiAcQu8EgpBHhWkqPYIgiPBxYmVmZsYJpeM4ywlagoyjVrmO26A3gBkGv5FFmyAIIssY3qkRujUvC1qM0LLq1jGI0MoVQRAZxjOX9MeR45kXVS6co204pQozpGg7ozxoAQiCIAh5PP7LE4MWIdQU59N0gSCIzKMgNwcFuZlnieUhNGlHcsgR2i705tSQSP0FxFN6OTn/LwAmA8DYsWOxevVqKXJ5xY4dO0IvY22D2sQ95c06AQDWrlmDSETOi4HaJXyErU2U5y5MMvlN2NqEiEPtEj6oTcJJ0O2yd/8hlDfrhOo6zULzfCjvtk3ffotdW/N8v37QbeIGUrQlwzn/C4C/AMCUKVN4p06dApXHitWrVyPsMtY2qE3c8/Yz8aQCHTpch1xJK9nULuEjbG2iPHedOt0YsCTBEbY2IeJQu4QPapNwEnS77MjZgYfe2oB2VVW4JCTPh/Juq2p3NcpKCny/ftBt4gbyAdCgSttVHqAYBEFIgNGeUoIgCIIgMgTGgB9RAR7CwGM55DpuG6ox+5TDoVs5QRAEQRAEQRBEppFLirZtqMb0mQugrcFvFQCW+CgLQRAEQRAEQRBZTrtGdQAA5/ZuEbAk6eREyEvQLrRHW59liKf40qMKwHQfZSEIwiHkOk4QBEEQRKbQuG4hNt4xPmgxdMmhOZVtSNHWZzqApdovExHJewN40W+BCIIgCIIgCIIggiBCFm3b1HbX8Qq9Lznn6wE8whibpvlpGoAbVQHTCIIIMbT4ShAEQRAEQQRBrbJoM8ZuAHAiatzCpzHGJgJYD40CzTm/kTF2WeKcPYjv2X6Pcz7LX6kJgiAIgiAIgiCITKJWKdqc8zttHv+IV7IQBOE9tEeb8JNqnoM9qBO0GARBEAQhjR28DA3Y3qDFyEhqlaJNEARBEF5xf/RsAMDtActBEARBELKYER2GPFTj6qAFyUBI0SYIgiAIgiAIgiDSOI5cHCeV0RFUawRBZB1vRfuhEMdo9ZXwlYsGtkajuoVBi0EQBEEQ0qhqUIL1Ow4GLUZGQoo2QRBZx9e8VdAiELWQKWd2C1oEgiAIgpDK7KtOxoEj1UGLkZGQok0QBEEQBEEQBEGkUacgF3UKSGV0Qm3Po00QBEEQBEEQBEEQUqHlCYIgso47J/TAjgNHgxaDIAiCIAiCqKWQok0QRNZxXt+WQYtAEARBEARB1GLIdZwgCIIgCIIgCIIgJEKKNkEQBEEQBEEQBEFIhBRtgiAIgiAIgiAIgpAIKdoEQRAEQRAEQRAEIRFStAmCIAiCIAiCIAhCIqRoEwRBEARBEARBEIRESNEmCIIgCIIgCIIgCImQok0QBEEQBEEQBEEQEiFFmyAIgiAIgiAIgiAkkhu0ANnOlClTghbBlPfffx/Dhg0LWgxCBbVJOKF2CR/UJuGD2iScULuED2qTcELtEj4yuU0Y5zxoGYgAYYxxzjkLWg6iBmqTcELtEj6oTcIHtUk4oXYJH9Qm4YTaJXxkcpuQ6zhBEARBEARBEARBSIQUbSLcvu21E2qTcELtEj6oTcIHtUk4oXYJH9Qm4YTaJXxkbJuQ6zhBEARBEARBEARBSIQs2gRBEARBEARBEAQhEVK0CYIgCIIgCIIgCEIipGgTBEEQBEEQBEEQhEQoj3YthDF2GYByAHsS/1/POZ8VoEhZCWNsJoD1AKZzztczxqoAjATQh3M+Sed44XahNrSGMVYOYBqA98zqxqt6pzZKR6RNqN8EA2PsBgD1AfROfDXd735A7ZOKaJtQn/GPxBh2GYC2iNdJFeJ1P5VzvkfneOorHmOnTaivBAdj7D3O+SiD37K3n3DO6a8W/SE+yb3B6jv6k1LXSwFwzd97btuF2tCy3qcDmAnghkSdTzA51pN6pzZy1SbUb/xvn2kAylWfewPYDWCmX3VO7eOqTajP+NMm5QCm6Xw/E8A6dXt5WdfULq7ahPpKMO00AQD3s57D0iaBVz79+djY8VW+3Qa/7dYOSPTnur6nIb5Selnir7fbdqE2tN0GhkqdV/VObeS8TRK/U7/xtz0uA1Cl8/1IbVtRnwlfmyS+pz7jT7vcgLiiVq75vneiXS7zuq6pXZy3SeJ76iv+t1E54gsf3K96DlOb0B7t2sUkAHMNfluP+KBDyGMn53wu5/yRxN8yg+PstAu1oTy8qndqI3dQv/GXtpzz9dovOedzEXe3U7tTUp/xBzttAlCf8Yv1iE/gRaC+4g922gSgvhIElwGYYfBb1vcTUrRrFyMRf8D0WA9Ad+8E4Tl22oXaUB5e1Tu1kT9Qm8jhhsS+RT2WAOir+kx9xh/stIkdqE1cwDmfxTmvx9P3YivtoZ7YU1/xAZttYgdqEwkwxnoj3gZ7DA7J+n5CinbtojeAnQa/rYfzlzdhAmOsnDE2MhF0Qw877UJtKA+v6p3aSALUb3zDbCJaAWCX6jP1GX+w0yZJqM8Exo0AHtF4IVBfCRa9NklCfcU3Rpp4DQC1oJ+Qok2oKQ9agCyjfiLiYV/ErRDljLH3EhEy7WDneLtlE8aUh+DY2gj1Gx/hnI/inE80+FmxRohSHoJjMx4HbUJ9JgAYY1UJz4NZXCditQXlITg26xBoE+orPpGo50dcFlMegmNdQem9agmqQWRPgGLURl5UuTQtY4xNQzxwR1vAXrtQG8rDq3qnNpIG9ZuASUySgHjwIOozIUDbJhqoz/iEKp1UfQCLoXFRpb7iP1ZtooH6isckPAV26bj0q48pT/zT8Bivj/UDsmgThEdwzm/UDjKJYDYVqgkTQRAqqN8Ejyrf+UQj10vCX8zahPqMv3DO93DO70zU+50ARjHG3gtartqMaJtQX/GNCZxyiAMgRbvWoBpYygMUg4izHsBEwF67UBvKw6t6pzbyFOo3/jETwI3qiRL1mcBJaxMBqM/4w40ARiYso9RXwkFKmwhAfUUSjLEJACzHqdrST0jRJhTKERI3i1qAnXQU5RBvFzvHEuaUw5t6t3MskQr1Gx9ITExncs7t7q0rB/UZT3DRJtRnfCAxsV8G8ZRB5aC+4ikO2oT6igQSnjcVkjyhypEF/YQU7drFXCT2oOhQgXhgCEICjLGlNlZS7bQLtaE8vKp3aiOHUL8JFsbYDQDWmSh01Gd8xqpNqM/4B2NsnUld70I8sFZ54jP1FR+w0ybUV3zhMsTd9qer/xD3MIDqu5GJ47O+n5CiXbtYBuMVuyrEXdMIOZQDWGfwWxXibaFgp12oDeXhVb1TGzmnHNRvAiHh7rdHq9CpJkQA9RlfEWyTclCf8ZyEsmZm8axCvK32JD5TX/EYB21SDuornpLYJz+Rcz5J/QdgeuJ35Tslc0L29xPOOf3Vkr/Ew7Vb5/tyABxAedAyZssfgBtM2oAjnlvQdrtQG9puB454UA6jtpBe79RGrtqE+k0wbTLSpE2meV3n1D6u2oT6jH9tMt3ge6VOpqu+o74SvjahvhJcO00AwA3qXno9h6lNWOLCRC1BFazjRtV30xF3TbszMMGyjMRK683qek58/x6AZTrfC7cLtaE4jDEOYBI3drv0pN6pjYwxaxPqN/7DGOsN4GYAMzQ/VSA+KWnLVfloqc94j502oT7jH4mURTdyTX7mRN7mKs55H8331Fc8xk6bUF8JjkRE9+kA6nFN1Pds7yekaNdCEg98OeLBANoCWMwpDL90lEE98bEc8UnSdF7jMqM9XrhdqA2NSexpPBFAbyRcxxDfj7Me8RfyHs3xntQ7tVENdtqE+o2/MMZ2wzw66406ExjqMx5it02oz/iHpq6B+Hi22GjiTn3Fe+y0CfUVf0lsfzkfcQ+dcsRdutcDuFTz3s/afkKKNkEQBEEQBEEQBEFIhIKhEQRBEARBEARBEIRESNEmCIIgCIIgCIIgCIlIV7QZY5WyyyQIgiAIgiAIgiCITEH6Hm3GWBnim9455/xlqYUTBEEQBEEQBEEQRMiRbtHmnO/lnL8ku1yCRxhovwAAnqpJREFUIAiCIAiCIAiCyASEFG3G2DmMsesYYz0Fj6+LeDh3giAIgiAIgiAIgqhV5Jr9mNhv/R7iOekYAM4Ym8Y5/4PmmJEA+iSOU/5qfYJ2giAIgiAIgiAIovZhukebMfYN4onF30v8vx+ASwH8inP+CmPsOugr1I9wzi/3QF6CIAiCIAiCIAiCCDWGijZj7FIAfbQKM2OsHMAMADcCmI+44r0MwC4gvkfbQ3kJgiAIgiAIgiAIItSYuY6P5Jyn7bPmnO9hjL0EYBqANqRYEwRBEARBEARBEEQNZsHQdpv8NgPABlKyCYIgCIIgCIIgCCIVM0W7ntEPCQV7qXxxCIIgCIIgCIIgCCKzcWrRtoQxdo6b8wmCIAiCIAiCIAgiE3Fk0U5gGK6cMVYGYJQjiQiCIAiCIAiCIAgigzELhjYxoTAb7cOuYowZKdNVAJa4kowgCIIgCIIgCIIgMhAzRRuI583eZfJ7H4PvSdEmCIIgCIIgCIIgaiVmivYyznlfJ4UyxqoAXO9MJIIgCIIgCIIgCILIXMz2aM91WijnfD2A9U7PJwiCIAiCIAiCIIhMhXFuGNOMIAiCIAiCIAiCIAibmFm0CYIgCIIgCIIgCIKwiaGizRjr6aMcBEEQBEEQBEEQBJEVmFm0H/VNCoIgCIIgCIIgCILIEgz3aDPGYgBmAnhPtCwA6sJ2cc5fdiceQRAEQRAEQRAEQWQWZum99gCYAWCeYFkVAKYDGAlgN4BLXUlGEARBEARBEARBEBmImaI9V9QizRi7DsA0xK3ad3LOb5IhHEEQBEEQBEEQBEFkGq7SezHGhiNuxW4LYBaASznneyXJlvFMmTIl9LnTKioqsGvXrqDFIFRQm4QTapfwQW0SPqhNwgm1S/igNgkn1C7hI1PaZPLkyUz7nZlF2xDGWCVq3MQ3ABjFORd1Ma9VTJ48OWgRTFm9ejU6deoUtBiECmqTcELtEj6oTcIHtUk4oXYJH9Qm4YTaJXxkQptMmTJF93vbebQZY1MBrANwIoDLOeftSMkmCIIgCIIgCIIgiDjCFm3G2DmIp/yqB+ARADeSmzhBEARBEARBEARBpGKpaDPGeiKuYPcBsAzASM75co/lIgiCIAiCIAiCIIiMxNB1nDFWlzH2EOLKdVsAEznnfUWV7IQFnCAIgiAIgiAIgiBqFWZ7tDcCuAzANM55Bef8JZtl3+xYKoIgCIIgCIIgCILIUMxcx8sRT9m1K5EnG4jnybZKWdUA8WjkvVxLRxAEQRAEQRAEQRAZhpmiPZdzfp6TQhlj5QDWO5KIIAiCIAiCIAiCIDIYM9fxZU4L5ZzvQTwyOUEQBEEQBEEQBEHUKgwVbc75TW4Kdnu+WxhjlzHGblD9f4KLssoZY9PdlEEQBEFkN1u2bMHTTz+NaDQatCgEQRAEQQSMcB7tTIIxNg3ATs75nervGGNV6u8EypkOoALAYsQDw70nXViCIAgiK5gzZw62bNmCH3/8Ec2aNQtaHIIgCIIgAsRQ0WaMnQugjebrZZzz+apjegKYhnjwMyC+L3sW5zywiOOMsSoAl3HO66m/55zfyBjbzRh7JOHabgnnfJKq3GlyJSUIImysXbsWS5cuxU9+8pOgRSEIgiAIgiAyGLM92nMBtAPwh8TneRolewSApYjn2D4Pccvv6PhPbLE34goxCXHZ9ViPuGWaIAgijeeeew5ff/110GIQGQ7nVsk5CIIgCILIdgwt2pzzvYyxCgBtOOd7dQ6ZCWAPgN6c832J7/YCuIkxNpIxNjUgy/ZImCvaowAIu48TBEEQhAhbtmwJWgSCIAiCIEKCoUU7kTv7Rj0lO2HNLk/8vk/7O+d8LoB62u99ojeAnQa/rQfQ10dZCILIANauXYtXXnkl+ZkskgRBEES2smnTJqxatSpoMQgi6zFzHa/POd9g8NsoABzGlmMkfg8j5UELQGQ3X375Jb744ougxSBs8Nxzz2HFihVBi0EQBJERHDt2DO+++y6qq6uDFoVwwGOPPYaZM2cGLQZBZD1mUcfLTX6bAGA953yjVGlcwhgrT/xzT4Ay/AXAZAAYO3YsVq9eHZQoQuzYsSP0MmYaH3/8MQCgoKDA0fnUJv7TpEmTlM+rV68GYyzlO2qX8BG2NlGeo02bNmH//v0BSxMMYWsTIo7sdlm/fj2+//57vP/++2jZsqW0cmsTQfYVZayivpoOjWHGxGIx7N+/H2VlZb5eN5PbxEzRZrpfMtYGQBXi0cb1T2SszOj8bIdz/hcAfwGAKVOm8E6dOgUqjxWrV69G2GXMNGbMmAEAjuuV2sR/lDZT6NSpU5qiTe0SPsLWJspz1KxZM7Ro0SJgaYIhbG1CxJHdLt999x22bt2Kbt26pZS7Y8cO5OTkoF49ebsHjxw5gnnz5mH06NHIy8uTVm7QaNvk8OHDmDlzJs4++2zUqVMHS5cuxQknnODJPbudp2QzNIYZ8+6772LhwoWYNGlSmoHCSzK5Tcxcx9cxxs7R+X4a4m7hM3R+U7gJJoq4V6jSdpX7fW2CILIH2qNNEN6zcOFCTJkyhfpbFvHAAw/gn//8p9QyFyxYgCVLlmDJkiVSyw0by5Ytw4YNG7Bw4UKsXr0ab7zxBubPn299IkH4xI8//ggAOHjwYMCSZA6Gijbn/C4AlzPGHmKMDWeMnZNI2zUB8SBon+udxxh7CMBOk/3dujDGljLGuIO/CTYuU44A3cqJzGX37t04fPhw0GIQBEFkDYoSQft8azfRaBRHjx41/D0WiwHIrAVQzrltedVeVEeOHAEAmncQRIZj5joOzvloxtiliFuoq5BIj8U5n6c+LhGFfBLiEb8rAHDG2B7O+WOignDO+9gV3oC5iOf21qMCQHYviRKe8M9//hPFxcW4/vrrgxaFIAgiK8jJyUF1dTWqq6uzyiWYsMeTTz6J77//HpMnTw5aFGnceuutaNKkCSZNmuSqHO0WJoIgMgtTRRsAOOePAnjU4ph5AOaZHeMjyxBX+PWoAjDdR1mILOLQoUNBi0BIJhaLYdOmTUGLQWQZYbO87du3D0eOHEGjRo2CFiWFnJwcAMCnn36KYcOGBSxN7ebAgQM4duwYKioqpJR35MgRFBYWCh37/fffS7lm2Ni6dauj88I2fhDE/v37ceDAgaDFyEjM9mhnKtOhkys7EZG8N4AXdX6r8l4sIkjINZHQY/78+Xj88cfTvqeJDpFN/OMf/8BDDz0UtBhp5ObG1/o/+ugj0+MOHz6M+fPnJ12ICfncc889+Ne//iWtvG3btkkrqzZC7yAiTPzrX//CI488ErQYGUnWKdqc8/UAHmGMaYOxTUN8b/ke9ZeMsaWIB34zsoKrkbPUm2EcOHAAS5cu9e16H330EZ566ilp5a1cuRJ//etfsX37dsNj9uzZkxHK+Jo1a7Bhg63wB4QJSmAPgiD8R7FoW/Hmm29iwYIF+OabbzyWqPZCil24UNoj213H9+/fjylTpmDVqlVBi0KYcPz48aBFyFiyTtEGAM75jYgrzzcwxi5LKN3vcc7v1Dl8LuJ7z/dof0icP5Mxti7x1TTG2HuMsemqnN1Zz4svvojXX38de/bswa5du7B3715Pr/f+++9LVSaV3HtGblycc9x3332YOXOmtGt6QTQaxfPPPy91EYIgCMINR44ccTxRFlW0lUletlm0q6ur8fXXXwctRijhnJsujgfB3XffjcWLFwctRlahLHb7acwh3EMLc+JkpaINAJzzRzjndyb+fyPnfJbBcTdyztsmLOHa3+7knE9M/M445/U456M455O0lvFsRgnjH41G8a9//Qv33nuvL9d95ZVXpJZntTK8Zs0aqdeTCecct99+e9BihAonUV21ZKK1IBqNYvny5fSiCzG1qW127twJAPjkk09snyuqaGcTsVgMu3btAhDPSfvCCy/ghx9+CFiqGvbs2ROK1D2fffYZHnzwwZT920GP1wcPHsSbb77pWfl69xf0PXtNtt+fEz799NO0eXY0GsW9996bNBwRmUPWKtqEPxw+fBibN2/2pOwVK1Z4Uq6WsLhoTZkyBbNm6a4H1aqJuyiLFi3Crbfe6kmQujDX90cffYTZs2fjyy+/dFXODz/8kFSSnPDpp5+6Op/IDtz0ldqoaM+dOxf/+te/sHfvXuzevRtAuFI43Xfffbj77ruDFiMZpFKpIy/Ytm2bb/MMO8hYRM40atv9mvHOO++keY4eOHAAe/fuxVtvvRWQVKkEPV/OJEjRJlzxxBNP4NFHTYPSh54wDfBulafahOLC58b6kokvCyXyp5Jn1Sn//ve/cf/996d9v3PnTss+EY1G8c477+D++++naPwEAGd9KRP7n1s2btwIwN24VZvw8hl56KGHpHvOySbb+0gm39+WLVswZ84cX+eQYZqvEmKQok24Imx7qPSwGpgyYeDKBBn9RgleR/l35bFlyxbcf//9WLhwoelx6udx/vz5XouVcdSm/lqb7lUGVF+EEWqlMxOeE845vvzyS0Sj0aBFCYRnnnkGy5Yt82WxOWwLEl4+n7t27cqqoL+2FW3GWBvG2Awbx5/DGBtu9zpE+MiEgd8Mq4EqbAMZYY4SIKm2tpsX9624aa5duxa33XYb1q9PC12RRqaPC4Qcams/lAH1oWAJc/0H1a/27t2LPXv2mB6zdu1azJo1Cx988IHpcevWraMMH1mCH8/jv/71r6wK+uvEot0bwB1WBzHGyhhjOwGcD+A8xtg7Dq5FhAC7Hevw4cM4duyYR9LIJ8wvWbccOXIko9rCDoqi7ab9jJ7tMD8Tfsi2ZcsWxGIxLFiwwPNrOWXjxo2WE0E/mDNnDh5++OGgxSAC4K677sL06dODFiPr8XrMEynfb/fgoN9B9957L+677z7TYxRL7v79+02Pe+aZZ7J6jAy6rYhw40TRXgaAAwBjbLiJtfoOADM55+dzzi8HcCdj7ByHchIZxJ133okHH3wwaDGECUswNDOcDuTTpk3zLUq8X2zatAkvvPCCFEWb0CfMfUHhySefxBdffBG0GFi2bFmtsNYsXLgQn3/+edr3mTB+esWhQ4cM00ZaURvryw5+juthcX2uzfEuwvweX79+Pfbt25f2fZB9eOfOnbZT7UajUUcpEtXBGoNop7D0T6fYVrQ55xsAjGKMfYN4Duq5jLGdjLETNIeOBPCw6rx5AKrcCEtkDl7n2pZJmAd4GYQpoq0MZs2alZJ7NtvbT4sfL3c71/Cr/lesWIEpU6ZkxPOcjc/ku+++i9deey1oMVyzYMECTJkyJRSTN1K2xbBbT9FoFM8++yy2bNkifHzQHD9+PMWDqLYsYGXC/T399NN46KGHghYjhfvvvz/FiFJdXY3nn3/eNBPI7bff7sgIdueddyb/7fe7bdeuXbj99tsdL2iGAafB0E4EcCOAtgDqIe4efqfmmCoA2g1+maN9EbbI5ImljBeaV/e/fPlyrFu3LqPrVzaRSOqw5YXreJjx81mwu/p96NChZFoe2Xz66acAvE33Q9gn0yLuKvm+s21LDecc69evz8p3hd17+vHHH/HNN99gzpw5QseLKNpe16v6eVy0aFFyQTET31HZiJMsH99//30yS4gsjJ7DDRs2YM2aNZbpv9ym5PR7fNm2bRsAYMeOHb5eVyaOgqEBmME5f4lzvoFzvpdzPhfATVo3cs651tci+94AWcK3336Ld94JZht9LBbDSy+9JLz6bBevB4adO3fi1ltvxapVq6SXPXv2bDzzzDPSyw0Ty5cvt7XXVjvxqG2Ktp989913to5//PHH8dhjj3kii6L0U5uFk0xrlwULFmSVUrp48WI8/fTT+OqrryyPjcViQoEOw4CXz5WSx92JO63XWO17zja0fXH37t2BeBrEYjFp48Ljjz/uWwwHt/3k2LFjQkq4rLpZuHAhbr31VsvjMu29oocTi3Y5gHU6369D3LpNZCD/+c9/khYjJ7jpfLt378bKlSsxa9Ysx2WIYBX4ymmH3rx5MwAITXCckk0TQjXV1dWYPXs2nnjiCeFzZA28sVgsmSJMSybWdzQalTYxsapjo/pxu1ouck2tR4OTcvxyQzt27Jih5XTdunUZ7Q4XBDInXQsXLgxNLmsZ482uXbsAiG3b+vjjj/H00097qmwHOUEWrU9lLAmD67iWTHoHufEO0XtODh8+jH/+859488033YjliNtuuw1Lly61dY5ZW8m2aBuh1KPT5+a5557D/fffb3mcrEWpd999N6OecTc42aO9HMDNjLFSzU/TALwHJK3eeqNsud3rEf5i1omytVOY3RfnHO+++67Q+dmw8hYUdl5GsizaL7/8MtauXWt53PLly0Ozp1PN66+/jo8++ij52en+Ky84ePCg7iR+1apV2Lhxo+F5R44cwYcffqjrpifLov3JJ59g+vTpnrm4q5k6dSqmTp2q+9szzzyTYu04dOgQ7rvvvowLrObn+Jet7yAtixcv9jSPrLIg5qXVNAxtZfVMhknR1taXl/1qzZo1UsuTbWQ4evQogPhipFfMnz8fU6ZM0f1NdAHO6zHv/vvvx86dO7F161bh9LRO+923334rdJxSfhj6d6bg1DQwE8BexthaxthixlgUQAWAvoyxcxO/P6KOMp5wK6c92iHH6QtHRqcLquOavdC2bNmChQsX+i1SGtq6ue222wKSRC5OXg6yFO0vv/xS6DglR6gS5VwPs9+85P3330/5vGvXLnz++ed4+eWXA5FH4T//+Q+efvrptO9nzpyJJ5980vC8b775Bh988AE+/PDDtN9kWbQVBdvLgI1OnslvvvkGe/bsSe4hJmovb775pi95ZA8cOIDVq1d7fh0n+DEfCGPQR6/Zv38/nn/+ecPfOedYtmxZynd+WGXV9etWadRj165dKUFUw5y6UmHnzp24//77bbmfhyEVXjZdVwaOZiyc81kA+gJ4CcA8AKM55+cDUJZgJyZSevVjjD3EGJsK4EbO+aMyhCbkowxsRq60tZWwdm637jsHDx4UXsH0A1mK9ooVK3RTELlBUaKNFLxVq1bhb3/7m+duwAcOHMD+/fst6+q1117D//73P1fXcuo6ruA0cInyXOtZFJRrus2dHYQHiuiiTibi5xgpo83CNKb79QwePHhQdzFw7ty5mDFjhid7lGXdW23wFNu5c2famOfVOGU1x/v2229TgsitXLkSf//73z2bL+jdnxeK9r/+9S+88MIL0sqzwu+0qn4tGumlOfOSbOj/jk0DnPNlnPObEn/zEt9tUIKkJT7fhHgKsPWc8zFyRCZksXnz5uTLVwkKomfRFnnQZQyIXnUoK9ncvtDMzpcVWEP25PDxxx/Hf/7zH6llekE0GsX//ve/lPs3izr+yiuvSElBpC5T6SNGz4fifq7s1feKv//977jnnns8vYZs7D63yjikNxlUlIFnn31Wikx+vsCV+BPbtm3DBx98YFkvU6ZMCWR/ohv8qM9FixZJHQv9fAa2b9+ON954IxBF/+6778Z///tf368bFF7X8fTp0/Hoo/LsRvfffz8efvjhlO/c3sOGDRscbQ3Q7rf+/vvvAcCzYLUKevfrtA4++OAD4SCybupZeU/pleGVx5TofNZsQcVNqjIZ203MPCqyEXc+eCYobuMJxZss2SHk0UcfxRdffAHAXNEWIWhlUmRQswqG5lQms2Nuu+22UEYNVwLnBI1V/f73v//Fyy+/nBLRXWbUcRHC5uXhh3IgK0jUokWLDH9bvXq1Yb/Vq3NZ7RxUTIXNmzfjoYceMtyDrmXx4sWurnfkyBFfnl2lPs323rtFaasNGzZ4tm9TUUy82rv//PPPY8mSJaFMT+fFGPrpp596rpxZYcczJxqN4ssvvxSqi61bt3q+sKrgZJyKxWJ46qmnTLfpiKIsbHsVmd3Mou2UDz/80NP93UB8q49oyq8pU6bg1Vdf9VQedZ2tXr0af/3rXw297LZv3y71ekC8L82ePTuZjssMdYyAMHkYeYVnijaASR6WTUhCmVCbWZLCztq1a3HvvfcmA3JwzrFixQrhezGaeG/dutWWwmH0crAb2XXnzp345ptvbJ0TNNFo1JO8tMqLTD059VvRNrvOxo0bpbuqO5HD77JFj3v77bcNf5sxYwYeeeSRlO+UyZwfirbbvd4i11CjtoA5yclql2nTpuHxxx+3lMtLtm/fLv2aMstTyvrmm2/w1FNP4Z577tFNT7djxw5pAbO8WuixU54fY+iqVavS+ndY4Zzjww8/xKxZswwDhfndd9xcT5m36Fkf7ZbrtaKtoOQNB8xdxw8ePIi//e1v+OGHHzyVxwq1Ii9Sp4pRyyvUdaY8w14G/NTe886dO7F8+XLMmDHDs2tmKo5mGoyxOxKB0HYa/EUBjJQsK+EhItE3zaLhBrkqpayaKyvMa9aswSuvvJIWKAqwZ+WZPn26r3t6FFauXJnmHhv2Vb/HHnvMMLqyGwoKCgCkKiZBKdp6yLAYZDqirmxqlHHm0KFDusfqTepkTfTCkCXAL6um1qLoZ1/55ptv8OCDD0qfYObn50stDzDfd7hv3z488MADpotGYcBN2wY5hmqVwUOHDuHQoUO+34/yDGjHJLccOHAAU6dOtW3ddzNOKUprUVGR7XO1+KVo79ixIznHNFO0N27ciOPHj0sLUmvVLkbPkro+9uzZg3/84x+WnoJuAg/aiTouc4+7qKt4Nuyl9grbijZj7GEAVQDuBHCZwd8VALxL0EhIR6RjaiNRyuDtt9/GzJkzk5+duB+qOzjnPOlyqazqqu9p2rRpaRaLTAyuFBT/+9//0qxkADwLBKZMqtWBfLT17DTwlhlhXtjw24IOxJUmp+5menVptJ3CrC957Tp+7NgxvP7668nUMgrRaFR6qiUZrnta1q1bZ7mFxovn2qhM5R63bNnieoxVk5eX5+p8vejGZiiK15IlS/Dvf//b1bWN8CvXrixker5p407cdddduOuuu5Kf3bxXg3onqw0Wa9euxbFjx0y30YQZu4p2LBbD66+/LryYqG4jrduxjPFq69atWLlypeHvTvfaq2Vbvnw59u3bZ7moOGPGDKljoZVcbs8/fvy4cFwYt8r92rVr8dBDD6UZ+7JhXu3Eor2Hc34e5/zRxP5rvb9HACyXLSzhPWadxMza7bRzffbZZymWcq2F0G65q1evTrr0aDuo8llrmVcUfT/cOZ0SFsXv5ZdfTgZH8QO9wVvr8uv13iciHoBMnaPbzvNoZJXQwyxXtteK9tSpU7F06dK09Fpz587FU089JdUNz4v9g88880xaQCUtn376qfTrWrFo0SLcd999jiaYa9euTbM223H537x5s2tLnPq5k+2uqjyDr7/+uuMy3n//fUyZMiWZG9sJdvqWdv/n5s2bPX0/yY5yvHfvXkcLBUb3uG3btjTr6u233+5INr3rBa1o2FW0f/jhByxdulRaislVq1a5ing+ffp0vPTSS47PF7FoK4txxcXFluV55Vqtfk5kWLRXrVrlKKCb2TVXr15tmLt8zpw52LZtm7T4MGHCiaItNEPgnJ/noGwihOh12m+//Rbfffed6Xky9rTZndCr9/mIorVg2SUsSrBTOOee3sORI0fw/vvv676onVxXb+Lh9SqxE44ePYoDBw5g8eLFjuv3sccecx1l22vcphJTYza5FJ3oPfbYY6ZuvlYTWG1bKR4TWpfSWCxm6F1g1d5KpHrZWC0Wzp07V3pfEX22nVhtn3vuOd090yJs2bIFjz76qG5OdtlUV1d77lprxEcffQQAlu9jM+wo6cqzqyw8rVq1Slr6urfeeiv5b0WRf+edd2yXY6Yc3XvvvaZKoF3F9oknnsC7774rbQ+/gl/zCivXYKeu47JS8c2cOVM3Q0qQsVm03yvjrrLVzQy3800jZLuLz5w509aigEh763nFZvr8WQQvo45XelU2IR/lYRd96P/zn//giSeeSDtfjRfBsexg1vEPHTqUDJ4W1ATJDl4NRocPH8att97qqaXrnXfewUcffeRof5LShuoIzHrtet999zkXUIelS5diypQpjp+N6upq3HHHHfj73/+ON9980zS+gRmbNm0KfWC8aDRqunXg2LFjmDJlSpqlWA8ZFu1Nmzbhs88+M/zdrqJtdN0PP/xQSio52Rw7dsy0ruw806tWrXJsYZBlidMqAqLPgWIJdbutReR6f/3rXwN/FtzUt9ugZU6372gXX9Tu1Xqux3bvUXu88uxrA57JeL/KVqDcWLTt3I/Vu9+poi0qg9lYr1eGcvy+ffukzYu2b9+O6upqW2Oduj7stJXTBRnR7UtO6mT69OkpnxWPDy+25TklkxVyJ4r2i4yxSxhjdS2Om27xO5FhBPGgc87x448/CqUM+PTTT1NW1s1W+J5//nm8+OKLOHz4sLQ9LUG7eDlBcQ2yu+/3zTffFM6FqOyvdrvib6aEyWbu3LkAUveG20F7nhNPC9ksX74c//jHP6T0Y20ZZvWk3LvIYo4TBdFuGzl9jrTHK5bEsDF16lQp+0EPHTpk26rhJ1YLCrIQvcaKFSuEAl7JlFn97GfSRJRzjkceeQR///vfhY5X3k/ae1y5cqUtt3sv3tWKFVP2GO9Xe1op0G6DoVndh9O4B5s2bZJmIHjwwQfxxhtv4O677075nnNueN969yXSZk7jGyheGNFoVNf92uiZ/vjjjy2NHOrFSKfPnYhFXZYHY6bhRNG+A0AfAEsZY4sZYzN0/t4BRR2vVeh1oCNHjrhObs85x8MPP4yHHnoo7bd9+/bhscceS7p0RqPRlFRaRnu0gZo80rFYTJpFe9OmTZg2bVqK7KJY5eQUKevAgQN4/vnnfdlrvnjxYqxZswaffPJJ0jPAisOHD+O1115zrLwq+DnwyrqWW+8OJ1a56upqzJw5M2kZmj17tuv9jtFoFHv37rVlvVH6p8gz7CQY2t/+9jdhWdTlRKNR/Pvf/07bd6v8vmrVqpT6yiRFxux5EX2mlX4qK8CazD32hw8fxtSpU7FgwQJH53t1vJ/prPbs2WP72VdwM67p9VG7dXrw4EFbUbjV482+fftwzz33YNeuXXjppZewdOlS4XKUfiF6/3v27EkuEBvdo6JoHzt2DB9//DG+/vprYXlE8Pp957WivWTJEkfnAel1/uyzz6bUr5PguYC+squ3D3zWrFmGfUwtm53nX7sF6cMPPxQyJCkYzZ+Moo7PmzfP9mKpk2fOK0U7G8h1cM75AJYAmGdyDAOwx4lARLA47SR6vz3wwAOIRqOYPHmyJ/J8+umn2LRpk2VKBbNyZb7EtIOlXnoxI/773/86vu6xY8ewePFi7Nu3D2vWrMHy5csxcOBAoXON6veDDz5AaWkp+vTpY3q+YvkV4f3338eRI0fQrFkznHjiicLnKezYsQONGjXyNP+xFQcOHMD+/fvRtGlT0+PsWHxF0Lp2ibBu3TqsWrUK1dXVuOCCC1xdX+GNN97A8uXpcS7N+qkdi4WetXnfvn3Izc1Nmei98cYbwmVqUWRdvnw5fvjhB7zxxhuYNGlSyu/K3sCysjI0bNjQ8TX8IBaL4YMPPvCkXCCcFgXF5XjFihUYMmSI43LsLP54jfLcPfXUU0LH++XWefz4cRw5cgSlpaW+XM8MxhhWrFiB/fv3myrYem22Zs2apBfW8ePH05Qt7Tn/+9//8PLLL+OEE07AWWedZSqTcv68eWbT4jhHjhxBXl4ecnJyTI/z67lbtGgRxo0bZ/i7VtHmnOPxxx/H4MGDdY/XjhduYkKoF6hfeOEFaduo/vrXv6Z9p1ffq1atMizDTcyZaDSKnJwcHD9+HB988AE+/fRT3HjjjQDcpQBTsJtKzgmyns+pU6fiyiuvTH4WNdxkEk4U7fWc89FWBzHG3nVQNhEQXkw4/A6GpsVsgihT0TaS0Y61xWq12Kwe3n//fXz66afJiJcy7kkJIGSlaDvBzkqw+l4eeugh4UUb5UXmFm1dPvDAAzhy5IiuHB999BF69+4NIP2+9u3bhw0bNqBNmza611m4cCHq16+PDh06uJbZKQ8//LDlXnI3QbycWrT/8Y9/pB0naiUxs74pKV+2bt2KWbNm6Z6/d+9eNGjQIOW7HTt2eBI13IhoNIqjR48aRrRdvXq1I8uuFUo9WS1s+W2lUFts/LqeFzDGUu7jjTfesGWd9YunnnoKP/zwg+nYyznH/v37hcdcv9pPfR1tSj2rxSnFVdeqr1tZ8rTfT5s2DW3btsWFF15oWq7VHGXlypWYO3cufvvb36b1UZlWRa2iffToUfzwww94+eWXMXbsWMvz7VjCzerSzFMgGo3iyy+/RPfu3R0/W156umiJxWLIyclJ8a46dOgQCgoKLK3PRtdV7nvnzp3JBQr1sepAg15i99mrrq5OUa7NAplmKk5MQxMFj5tkfQgRBjZv3qybc9oOYXQJ8UvRloGb+lMGVSfBWPxsNz/r2mhV+LXXXrMVhVi7KGDmlq92sdXW63vvvWdqqXr33XeF97yLIjrxUxAJ2CbD5VTkGFnPym233ZaW8kpPDnVsB8WyqEXpZ48++qjlZMBJ3m2j+nnttddw1113Gf6ut6Apo18rE2S7HiS7du3Cv//9b0+DTKqta14j6xpWz7RdJdtu/wbs5W9XyhFNaXbPPfek5L82Q0b/dluG2oX3wQcfxIoVK1yVZ+c5EVmosypv9uzZjlOV2UHp/077gZfjgNKGH3/8MV555RVTC7QVMoK92a0j9TXvuusuVynRlP5gtE1NNG6H3XvYtm0bPv30U1f90cwoF5Y5uhtsK9qcc9EZhPOkjoTnqDvTo48+avscv/Daoq3FSXRoGfXipgy3e6hEcVu+0h7vvvsunnnmGdflmGFUn59//rknbrai1/eijex4BbjFa0Vbtrsy5zxtS4eVHJ9++mly4VEtx6xZs3DkyBGh/fZutoJoUdKn2RkjZFi0RNtCW97q1avxww8/eBoAUFEu3I69sVgslIvEIhjJbZZGzY7ng6znTQ+/FuwUZs6cKXzvotkItMf7/RzJHCvNZHczv4hGo1ICMxqhLAIpsYDcjDlu4gkp9bdv3z7cdtttwq7b2jZ0s1CglOH31rpHH300JQWfk3ePmaLtVSpMP/GyRWZ6WDbhEXodQWQgv/vuuz3JZezm5bVt2zbDqOJG5WqtX37h1HV8wYIF+P7771OOUdpLxHVfOWfbtm3JlCdG17rnnnssy1Oua9Zu0WjUc9fbl156KZny68CBA3j88ccd5fGVjZ4btBone7mNol+L9p177rlHeF9oplm0ncqhTMq1coQp3YkZMhRtI9fxJ598Uug8bd1t2rRJyt5BzrktRXvNmjWYObNmOqI+5x//+Afefdd8l5tbBSoajaZYHWUpZEblLFy40PAcO9tpMnUBQo1agXGTfmvGjBm44447TK9hVF9z5sxxdE2rsVD5XYZldc6cOfjiiy90f3OjaFsFUtSS6R6Va9euRSwWS0lHaoYXC++ifdwsMKqd968ytrm5F7O5qlmqzkzBVNFOpPG6RPPdQwaRxrVRx/t6KjnhO1aDmTrit5q5c+c6fsnpXXPJkiVJ5RIwHhQ2btyYkutbb59m0NZot2XMnz/f0Aqvdm81GlTV11VWJY1kEckxyTnH7bffjjfffDPtNye5kd0oXMrCz6JFi/D999872v9oJN+ePXscKTNWyr6TfVRGEyQFqzrcv3+/I1dnNU6sTGoWL16MzZs3J1/WX331lWceGnYs61q8WABwmqdaFO292LVoA6mTHatIv0r5WgviO++8kxKVe+HChdi0aZOQLFqUyZ1oe5hZiqxSBLkd36dPn64bfMktTuRyY+0y649hUXTsICrzgQMHhAJUOdnja2ZFtVK0ZW6fWL58OV599VXd37zOoy37XL8wG3tEvYCceCXI8jSxs41EBL3o/CtXrkwxqphZtK3uKxOeCSOsRt2bANyo+e58AG0B7Db5s7eMRYSG6upqLFu2TOpD/cknn9iKwG3FG2+8gccff1zoWKPBJGyd1olF28qVTR085B//+IdwxE51uUYvX6tz1cGqZNe1XWXHCyvpfffdp+sSpyi9TpVEJ65ju3fvxuzZsw1/N0pf5TdmLtdvvvkmHn300RTZwqBo23lmnAZxefbZZx2dZ4ZMi/a2bdtM701d3v79+4XLt7Ikq1ErJJzz5KTODzdJt/1FxoR23759UrwB3Fi0lS03eovUYdtH6dcYt2zZMseu44sXL8ayZcsMDRTq8p5//nnMnz9funJkB6+3pgHGz5Ho8xX0c+h0j7ZM939RGYy277ndi68+/6WXXkpeZ9myZYbPr4zAyWHG6i3VB+mW6fWc876c88tN/s6DefovIqR89NFHmDNnTkpwIAU3Ly+9gB0iORBFrqnNS6hFz4oo80Xsh0VbvQfGCsUqqlVs9Cb0r7/+umlZVtZSLWYTYCcvEzt1a2Udk/0S1su7qSxM+O0CZ5ZyS6bLvF1XQLto79+Nu6eRFdEri7ZTFzcn6QmtMLtH0QmzyHGrV69O2e4gur3ELjt3ehvyxWyiF4ZF2XvvvTctR7cTuezkeK6urk5ZpFNiHThRtNevX4/XXnvNjqiO0FrGvFa85syZk3zv2G0PpT6t+j9jDGvWrMGCBQvw4IMPpv3u9fOptb6K4mdskCD6qBsPSTcWbdGy7cjjBpGtitFoFHPmzDH03sp2Rds0vRfnPG1WxTk3dQlnjFVyzjci3RJOhAgr11a96MqyO602yufu3bs9uaaeJcDPqLUiWMmhl1vQ6hyR/b5qt3MZ7vRmkYpFg5jt2bMH9erVsy2L0YQlCBe2MOw1c7o3MEi09//AAw/YOl+t7BpF4/XKoh1WtPcr+oxZTX42bdqEGTNmoKioyFH5dvB68qi31SUM7Nu3D1999ZWUfbhKeYDYc/3222/rLrTqKVxW5T399NMAgDPPPBOAnDbUu+btt9+OLl26oG/fmmmqXU8Ar9JDff755xg0aFDy89KlS9GkSRNDBdau0ubkXL3zjLZS6MkZtgWqoMdru95zMr0E9FJ6+UEkEkE0GjWdU1sFIsx2RdsLv6vdjLFzAfTyoGzCY9y42cZisWRALaNyrb5zcoxb6tatm/adnrXSS7y4zyBeOsqA6TSH9UcffYR//vOfyaBTdurFTtouGciwGgJIcelXL3ZMmTLFuXDQXyzzCjfPr5FHitUeRj1EngGRtjFStEWD3HiByD42BbPAlOoyvvnmG8P4DVb1pHgbaCP9+jmuy3CRt3uNY8eOpcQIcYPVGP3cc88Zuu3rySUTIwVVeS6cBG70g1WrVqW0j94itReIPG9eWKTNztd6IH333XemXg2xWMwwXoeeImXlEeeUefPsOcQa1YHMRQg3chgdJ1PRVuIR2bk/vXHMbv2IWLSt4pAYXdOuR2VYka5oc873cs5fkl0uEQyc8zSXMSMWLVpkmAt42bJljq+vZuvWrY7KAYwnNS1atEj77j//+Y9wuTIGbicDrtV1ne5fdHM/dlzH9VLrKC95RcHS/r5u3TrDdjRyL9VbPPruu+8M70EUWZP8GTNmpJ0nezLgxiLo9WKXWpFwa7kUeebdWLRF4xx4wd/+9jd8/PHHQseabaNQ3/+zzz6L6dOnpx2zefNmy0j0bhbyRMY7u/0rGo1aKn8vv/yybeuJ9lqvvPIKHn/8ccPJo9U+WjvPuFm6SZHn+MCBA9LSrCljpl7b+WlFE7mWzJgwosj2YhI1etgxCjzxxBN47733DH/X8wJS5NAq4G76/5YtW/D4448bLg5pvR2dKqR6dSsj1gEgx5DhxJJr9ZzZeQ5FYx3pcejQIUyZMiX5zKiDoR07dkzKuGM3RlBYEZqJM8bOYYxdxxjrKXh8XcSDphEZhrqTrlq1CrfeeqvwuV7v3wSgOyl0A+fclyAfInLIJgiLttp1fOXKlbp7/RU+/PDDtBeNcr5iEdfWyzPPPGN7367ehMUqRZH2XFGcBMZRP3/KebKtRW6eL6P0YbKQ2f9kK9rHjh1ztU/cLdp9rXp78a2wijqu51Fg1m8V3IwvVhPMaDSaYtVSy/z999/rnv/kk0/ib3/7m2m5Sk5yK9QKgLa+FIXT6DnSs1qq8cOarzyzf//733H33XdLuZ4ycZbh5umXYu7kGd22bZujuBZO78mt6/iLL77o6Lp6WLmCHzt2zFIukTqfO3cuvv/++7QF7507d0p9H+jJ+uijj0orX3sd0cURmRbtqVOnGrr72wk4qUakDbULFmqPh4ceegh33nmn8PXCsoXTK0z3aDPGKgG8B6AKAAPAGWPTOOd/0BwzEvHAaVWqP/FaJnxH5MHWugVZnSPiunb48GEsWrQIQ4YMsTzWL7x03fKyDKcWbat85zIs2gcPHsRLL8UdW7p06QIgPcXYRx99lHYt7R5vPVmM9t7aQUZ965VhJrdCLBbDli1b0Lx58+RnbZmy91e7eaF7rWirCZtFG0iP2u41avk+//zzlN+cKA5aC5ZbazIQXwDo3r27bVkUrJS1FStW4JNPPkl+Vt/33Llzdbf7KG6Q8+fPx0knnZT2u9U+QTXvvPMOTj/9dADpiw7K+OM24rmXWzs2b96MNm3aAJAfLToMC9Ne8sknn+hmlLDCK4v2/PnzU74/evQoCgoKdM+ZP38+Onfu7FgWq3fr0aNHpXiDFRcXA0hf5Pvggw9cLWxqx0cvFLjly5ejUaNGKddSFqHsXk9GXzp27JitYLkiOKk39ZhuNcesbZgq2gDmAlgP4JHE//sBuJwxtphz/gpj7DroK9SPcM5vlisq4QfqDqadDMkYtN58802sXLkyqWTYkccrnFzjxRdfREVFBUaOHClFBi8mL0YTQSe5mkWxa+3QLs6IpO1x+kzMnTvXdhlmXhp6VmfFEm/WngsWLMAHH3yAgQMHomHDhim/KXK52SKhh5vnKzc313IRzYt+6qRM0YB7To/xw0tk5cqVUsvTurvL2EP9+eefo6KiwrFMIhZtM3mURTs9ORcsWIAjR46gqqoq5XutwmKGWgHQurG6XehTZLazPcmsHL9x4zrOOZfWh7SLcjL3czrxKPLLon3HHXegVatWuuUsWLAAn3zyCS6++GJpsqjHj+PHj2PWrFmOylajLBToLTY5UeSN6krUg0UUddyUHj16JP+tzBPsWrSNPgfJd999h//+97+Wx2kXo8yCoQUdpC5oDBVtxtilAOZyzi9Xff0SY2wqgBmMsQ0A/gBgIoBlAHYB8T3aHspL+IgXirYyYXfifuZ2lUyvs3POHd2XEmBl5MiRGWXR3rt3r2WAKTf3Y3cSZmTRNnIdN7qGGW7uR71VQbv6rhc0xkxuBWXf5cKFCw2Pkf3i1bOaiyIa2E6GhU4tm5PFAS8s2nbPDRtamZcuXYoDBw6gc+fOrso1sqqJ4HWUWVnKsB5hyFjx8ccfmwaM8nJiG0bX8eeee84wfkLYIxobjTVmAffMlNFYLOY4AJxeu6gXmmQF3FOeT6NAjG7LVZg9e7bU8s2uBcj3aggCo/zaVrjpZ5xzqWlIw4bZrGSkRskGAHDO9wB4CcA0AG045y9xzjfweBA0UrIzHK8t2gpGkVTNcLrfRMFoJTYMg5wTpcLqHD2l495777UdDGT58uXCdeR2UqO1aOtdN6j2ElkdP3z4MN58801TGf2KgqvGTZ2JBjWZNm2ao/L18pEC6S7PIpgp2h9//DE2b94sVBdGz3EYxgq7aCezK1aswMyZM13fS15enuNzw16PIvKZKQnr1q3Da6+95llkbrtRmbU4VcS/+uor3zNyqNm3b59u3zRSSjds2CBknZOBbIu2m+urt13IlMXseeacY9OmTUJbbZTnz6mcaqZOnRqaxRQ7nh16/89kzO7FarzxM0NKEJi5ju82+W0GgN6kWGcuVh3bblodEY4dO5ZM/7Vnzx7bLoxuJy1Ge3/CsEfbi6jjTtGWO3v27DQXZ9Fz7R6vtRbJULT9foktXrzY1f5VwFuLdtgwcpV24gpqpmjPmzcP8+bNQ0lJiWU5flq0vX4+Re/lsccew4EDB3D11VcLySTbavrjjz+icePG4JzjjTfekFq2XTjnOH78OHJzjadIZi60ilWorKxMumwiyHim9NrXaLFR9HqrVq1C165dHctk5gXkBJmBDp3WuSwl0Y95iPp3rXJ0++23p/y+adMmX6yUx44dS75DZKe4M8PMom13bAzz+9kPRNotkxcjzCza9Yx+SCjYS+WLQwSN8jDrDf67d5utvVizbt06V+d7kVqH82CjjldXV2Pu3LmO6tZPuWUEIBPBKkKy0XdmBDFAh+2l4PWzYpUKShTtvku7eLH/U41Rzm83KHmZ/Xad097jpk2bbGWOcJqyccqUKbr3+vDDD2Pv3r3SFA83+zPXrl2Lv/3tb1iyZInhMSKTQ5G87pmEW0VGsWAGtd3KS4K2aBtx8OBB4fe3HUVb5DclIKpfvPXWW9LGDy9TOSoGp2y0aPsZ3yBTMFO0XWlVjLFz3JxPBIPTFTkRwhoQQbSTN2jQwNX5erz99tv45JNPHL0crF6KdutbxqCvd66Zq/TixYtTPqst2rt379bNjW1HvqDyHofBS0JNpqyYG6UpEUVkj7ZIv5AxWXv66aeFj33qqadSgvX5gZ3YCXqY7SG1YuPGjbrf33vvvbpWRitZte6qy5cvx6pVqxzLpxDENg8ZeDVxNVK0M3GiLFvmoBVto+vffffdmDp1qhRZ7N6jE5fgTZs22T5Hjaz6fPbZZ22fI1o/2r3jYXF9d0MmjgF+YeY6bmjRTmBYq4yxMgCjALzsRCiidmDXddwvOYwG+h07dmDHjh1pCrcTGZ944gl89913rgIKKauiYUJWez355JOGe4PtXGPbtm0Z9wLYt2+f9PQYagtiptWHHdymXFKQMVlbv3698LFBLEKaKZFePyNmLruiMQEUVq1aJSUSsh5uFyMyGb128NM1N9MIq6Jt5xpuLNp2ZAqr0cUOMl3Hg2Tz5s1SypFtoMkmzBTtiQmF2ciXrIoxNsroNwDGPldE4Fg92H4MFCKDttdBErZv355WF2ZWteeeew6//e1vU74TuY8ff/wRixcvxvjx4/Hll18mo4a62SPm1vpnRBgGTLPJ9vbt24XLycQgGy+++KL0Mh977DHpZYYRkXFLxEXb7xe/m/HW6bmvvPKK42u6xUxhszOZVzxfgiCoyaHb/Yyi+9/1gr0Zles0CJQb1GU4eY/K9vIJs6ItipUsdt69ZuVlkiJqB6UNPvvsM1vHB8mjjz4qpZww3EtYscqj3Q+JtF0G9DH4nhTtDMXPziKSL1bWIGDE008/jZYtW6Z8Z/ay0dvrJPKifPbZZ7F//34MGTJE2r4ls5ce587SlnHO8fXXX6d979eLUfZ1jhw5EsgLQCTyqhEyA/TosWvXLuHgdpmGrOdn27ZtUsqRjZ7FPhMnOGbKop4bpdk9yvJi8Jpdu8ymUmJ8+OGH+OCDD1yVsWTJEvTu3dvRubL6xfvvv++6DLd9Pdtcx2VgJYvdzC+ZODaJIiO9l92FizAzf/78oEUILWaK9jLOeV8nhTLGqgBc70wkIgyEZcXRj5eQ9hpme/u0k8AVK1aE6kWp4FSmlStXuso96TYFm2yqq6uF80DLxO/9tnaYPn06+vZ1NLRnLOpcsGFEdLz161kOKhI6YH+/YhD9GwhGiRANrrZx40ZUVFQY/h70+/3zzz93XYbb+g+LRVvWcxTGAHN65e3du1fY4ivrmmHk66+/xptvvhm0GNKQnRM9mzBTtB3PFDnn6xlj4hvUiNDg5R6TGTNmSC1PVqoPOwOzdhK4ZcsWWwGY7FzLzT5dp5OIl1/WD6vw+uuvC53vNpCJbJxa9oNkx44dnl8jyFy4XmLkRhykm7QIouNtJBLBzp07sXnzZlRVVQmlKhNBG0Hc6z5jtvBhd+zy0qJtFLQt7Hz88cf4+OOPfbue6POydetWR2n7vCAsirYMOW699VY0atTI9BgR+fyoE68DlAb5vrcbP4aIk2lzNLsYKtqc85vcFMw5v8vN+YS3uN1rlU24UbQjkYjQy8nJat/q1attn6Mgux39UP6A4C0ttYVMcbcV5ZVXXsGoUaN8T5ElC9FYAlu2bMH999+f/Hz99XIcx+bMmSOlHBnYsWhzzgN7liltoDNeffVVKeVki0VbRsRpzjl+/PFH02NE0i754Z2XDc8wIMd1nKgd2H5DMcZ6eiAHQQSGXUVbfXwkEvEsKJkbwujOHgSZaNH2g2xTtFesWIGDBw8GLYbv3HXXXVLSWIUJvRgFRnmA9+7d6yhvKyGXTBxjw6Jo+/WuFnFT9loWzrnnqawyxaJN2COT69bJbMvb6FREoGTyw+wUu1Fu1XXkNFe115CiXUNtfKatyDZFG4hnBKiNyN4GEIvFAu0zdt21ly9f7o0gFmRiRgOvyMQxVnbQySAt2iLs3LnT8hiv5w3z58/H22+/7ek1/HoWv/zyy8CunW1ke705mW31YYy9Q5bt7ERm+o1Mwe7LRX38/v37ZYsjhdrUfmZQPegTVAApL6mtwVhkb7fwa5uIEXbvJxsXjTINs9gca9as8VEScb7//nup5YXdoi2SCcPr96UfcQP8eufrZU6g+YY+Vt5m2e6N5uQNtQzAeQDqM8auZ4xdwhirK1kuwmNoQKjB7otOXXcyoqd6gZOXdxhcMGUrDceOHcPWrVullpkNeJ1CjPCPQ4cOSS2vuro60PeDXQsfKdr2Wbp0qdTyzBTt559/Xuq1wkrYLdq1hSDnZHaegdo0B9ez/quRkfowzFjl0U5DlfJrXuIPjLFLGWNliKcEo2RqGUxttGjb7eRu6sbOuW4mQ04U7aBXFb3Ya+omoFw2c/jw4aBFIEJK0K7jRvuxjaAAirWTsM1RskHRDludOuG9994L7Np26u+jjz7yUBIiTEhZCuacP8o5vxvABsbYdYyxqYyxShllE/5CE3Br/HoZuXHhPHbsmO0Ja9DMnDkzaBFqDV26dAlaBCKkBB3fIUyKB0GIQoo24SaDDZG92LZoG5FQrG8AcD6AcgDljLF1APZwzh+TdR2CyGRku3ka8eCDD/pyHSIzCWOkfCIcBK1or127NtDrE4QTwr5HWwRStN1B9UfoYVvRZoz15Jx/nvh3XcT3a08C0BvAcgA3cs4fVR3fhjF2PYB1nPOXpUhNEAHixh35scdozckMWuUliGAJeuJv16sq2/f3EZlBNli0CXH0xklStAk9nFi0ZzLGbgDwEwATAOwF8AiA8zjnG7QHJ767izFWxhi7hKzb4cBqQKABw5hXX301aBGylrBGcSeI2sLTTz8dtAi2oO1OtZOg0roZkQ2KNs373EH15x2ZnFXEiaLdFsAsAC8BGM05nydyEud8L6OoJRkDuZYSBEEQBBFG9NIrZSJBe5CooUUrd5CiTejhJBjaegAVnPPzRJVsxtgIxtg7AOgpzBDCkOqJIAiCIAgi7DjNyx2moKVvvfVW0CIQRNbhRNGexTnfa/OcXYi7mM91cD2CIAiCIAiCCCVOY7fQdimCyG6c5NG+ycE5yxEPmkaEBHJxIQiCIAiCIAiC8AZLizZjrCdjbAZjbC1j7AXG2DA/BCMIgiAIgiAIgiCITMRU0WaMXQJgGYCJiAdBOw/AXMbYtT7IRhAEQRAEQRAEQRAZh6GizRhrA+BOxHNk1+OcRwDUA3A+gCsYY639EZEgCIIgCIIgCIIgMgezPdp3AJiojiyeCII2izG2HnEl/HyP5SM8gvZoEwRBEARBEARBeIOZ63g9o/RdnPNlAHZ7IxJBEARBhIvi4uKgRchqevTogaqqqqDFIAiCIAhpmCnaeyzOtfqdIHyjbt26QYtAEEQWwxgLWoSspm7dutizZ0/QYhAEQRCENMwU7V0W5+6UKQhBuGH8+PG+X7NHjx6+X5MgiGAgRdtbcnJysHfv3qDFIAiCIAhpmCnarjbxJiKWEyEl2/ZoBzEJbtKkie/XJAiCyEZyc3NRUlIStBgEQRAEIQ0zRbvC4lwrTW2iTVkIIqOIRCzT0BMEkSWQRdtbcnJyUFhYGLQYBEEQBCENs6jjExljZQCMfLl6M8ZGmZw/0rlYBBEcxcXFOHTokOVxNPEmiNoD9Xdvyc01m44QBEEQROZh9WbrB/O92m0NvreyhnsOY+wyAOWIB20rB7Cecz7LQTk3AKgPoHfiq+lOyiG8ReYkuKCgQEjRJos2QRCEHGghgyAIgsg2zBTtZZzzvk4LZoy96/RctzDGpgHYyTm/U/0dY6xK/Z1gOVM553sSn3sDmMcYO59zntGu8dm2RzsISNEmiNoDKYLewjmn9xJBEASRVZhpCnNdlv2ey/MdwRirAnCZVqHmnN8I4GbGWLlgOZchbr3eoypjGeJ7zycwxiZIE5pwjcxJsKgCTRNvIgjGjRsXtAi1kmzv702bNg30+qRkEwRBENmGoUbBOb/JTcGc87vcnO+CSTBeJFgP4DLBctpyztdrv+Scz0XcHX2SI+mI0CM6oSaLtlyaNWsWtAgZQVlZWdAi1EqyXdEO+v5I0SYIgiCyjWzUFEYirlDrsR6AWQA3NTcwxmYa/LYEgGO3eiLcZIuinWkKWdjrMywErRDVVrK93oPuf6RoE4Q7evToEbQIBOGa+vXrBy2CVLJxZtsbwE6D39ZDXEE2c52vgHmQuNCTbZOaICbBYZ94d+3a1XUZrVu3liCJGDk5Ob5dK5MJ+3OXrWR7vZOiTRCZTZ06dTy/RtDjBJH96M0FKysr/RdEErWxx5SLHMQ5H2US8Kw33O9hz1q6d+8etAiuyBaLtgzF4Mwzz7R1fJcuXRxfK+z1SdRusv35DPr+mjdvHuj1ayMFBQUYNGhQ0GL4SjYvmPlxby1btvT8GkTtRk/RrqgIPJmVY7IqcaUq0NkeD6+h7PGeZvD7XwBMBoCxY8di9erVXoniiqNHj6JJkyaoU6cOmjRpIrXsdu3aYfv27ZbHNW/eHJs2bZJyzR9//FHafdSpU0do0rlr1y7pdadcX0a5x48fFy6ntLQU+/fvT/t+48aNtmRp2bIldu1y5uxRVFQktQ0PHDggpSx1mV60t112794dCjnCgJ9tUlJSktVeF7L6n5M2UVIqlpaWZnUdB4leuxQUFODYsWO1ajzJyclBNBoNWgwA8scvO+98pxQUFGT98xKWd31tRa/+9+3bF1p9yoqsUrS9JqHITwMwUS9QGgBwzv8C4C8AMGXKFN6pUye/xLPF/v378eqrr6JJkybYunWr1LLbtWuHV155xfK44cOHY+nSpVKuOXr0aLz7rpyMck2bNhWqk6FDh0qvOwDS2qRz587C5YwePRpPPfVU2vdt2rTB7Nmzha85duxYvPPOO8LHq6lbt660+lS34bhx4/DWW2+5LtOLvuKE9u3bS7mfbMCoTXJzc1FdXS31Wo0bN8aPP/4otcwwUVJSIuX5dtJPGjVqhE6dOmHevHnYsWOHaxmyjSuvvBL333+/qzL02qVXr17Iy8sLxbjmF3l5eTh+/HjQYgCQ/07p2LGj523JGMv65yUs73q3/OQnP8ELL7wQtBi2ycnJSav/3r17I6z6lBVZ5QunSsVV7tElZgK4kXM+y6Pys4Lakh7LiatlSUlJ2nde1UNurvg6mlcyjBkzRvhYryxZvXr18qRc2Yi43U+YMAGxWMwHaTKbCRPkZ18M2rXaa7L9/jKVDh06eBYcaOTIkZ6UK0qDBg18v2a2xAIoLi5O+86PPhwWbwDCmo4dOwYtghBt27ZN+ZzpuoGW0LxZGWNLGWPcwZ+dGVU5HLqVM8amAZjJOX/Eyflhw8uXjWgnkdmZgiiLMYYGDRrgrLPOEi67qKgI/fr1S/muXr16dsQTxo7i6tXAZidll1eThExRIETby62iXVVV5er82kq2vfy1ZEo/IeRRG9s8WxRtvfeF2RilVWZE0Ht/00JvDZMmUZZfGZSWlgYtgqdIGWUZY3XdlsE578M5Zw7+tNbluQCMRpQKxFNz2YIxdgOAddmiZHtNEIq2TOxY5H/zm9/ghBNOMDzm5z//edp32he9V5MdGYq23TbSHm9nUiPToq2WI9smk24nOm3btsUpp5wiSZraQ1jHK1lkWz8JmiDrs25d11MyX/Bb6e3SpQvKy8sBZP7zrve+NLsnJ94DemOe2bN1+umn275GJlNQUBC0CFmJ3nOXye9fWSPNbknlyGAZACOTTRXi7t/CJCzme7RKNmMsWJ+rkHDOOeekfVebLNpOjvFrcnH06FHhY8MwiMme+PziF7/AueeeG4p7k0l+fr7rMrJ9guC2zYcNG5b2XaZPzK0IQz/JFmujETfddFPQIqTAGMv6OlczceLEZD8uKioKWBp32FW0naA3Jpx77rmGx7vJOpKJhGHMzAayvR5l9cow1dJ06OTKTgQy6w3gRZ3fdBVzRZk2sGSPciVlluAmMmOmdy6Rl5obC69b7OTADoNFW/YkoU2bNujWrZvUMsOAjK0Gmd73vEYvB32219m6deukl2knRkMmc+mllwodJ3OBy6stR7WFTF9g0IvBYvYOdXK/emNecXGxobKd7WMk4Q/Z9hzJmtmGZsRKRAN/JLGnWs00xAOZ7VF/yRhbCmAdY6y35vveACYl/j1B9XdZwpW83Kt78IMgXjItWrRI+RzWzuTGot2uXTvTY2KxWFrde1EPkydPRqNGjYSPD4O1Tuber7A+WwDS9ujbQdZ9ySgnDM+MEW7vL9tc10Sw4wEjSqbm3B0yZIit2Bt6C85ePy9nnHGG4W+khBuTLf04KIs2oB+Izez4IOnQoUPQIhC1nPDOlFzAOb8RceX5hoRiPA3Ae5zzO3UOnwtgPdKDpM0DMAFxV3P133TElXb5y/8ZRvfu3XUHVqNo140bN075rH0puIkObXeAz8vLc12W3ktN+/IL0qJtB6/29Nm537CkXPGaoCcjjDEpMtS2oDhBt5sVYUx9EvY6M6JFixa6GSKMCNt9nn/++bj55ptx4oknWh6r7Fk24vLLL5ckVTpBvg/D8C5u2rSp43PtBkNzgluPtqBQom0XFRV56lUTlvsNGjfGAyC9HrOtXrNS0Qbi7t6c8zsT/zdMyZX4ra02LzbnvJ5FEDY9pZ2Ac4uw0SqpF2gV7R49eiT/7UbR1qKnaPv1grczWHnlOm4HmXmPwzxQh0E2ry3aDRs2dF1+2AizBX/y5Mlo06ZN0GLYolWrVmnfhUH5UfDCK0ImRnWVm5uLoqIi5Ofn49RTT7Usx2qSrF0gz3SUdgnTs+YEvfHIL4u2rPmCVzhNWxe0/IMGDQr0+gDQt2/azltLassWIafI6pV7JZVD1CKcrmJVVlZaluVGFr8V7aAHd0WGUaPkhx2wM5nJlJyPQRIG1/EzzjgDF154oS2Ln5/Ur1+fXMdDAtVZuJHl3eInMrNTZDJ67eZG0b7wwguFruHke79RL6bYkcnusyX7fmUu/vzyl790dJ7ePYksnIc1uHEYkKJoc84rZJRD+IeMDs05d+U+KnP11W7HNLt/N3u0rRYP/FxFz83NFVaGGGNSVlO192vllqjGzJ3frRxhIgyyuZGhoKAAbdu2NS0jqHvs06ePZ7lNw9BuRDjJtoWZPn36WB5TUSE+7TMa2w8dOiRchsJPf/pT2+eoCVO7uJFFb/7kpjy9PNteeLTJfM/Lxkj+2pS2zMkzFHbvn6AJry8ckRG4UbRl7stwu8rdvn375L+bNWsmdE4muI5fd911ad/byafppk1KSkpQUVGB888/3/NrZRJ+3GdVlVGGQ/9ksIMdeYxiQADx7SdeTeTC7DoOhK9NgXDKpGXAgAG637uVXc/zyglGOe+N3iN+1flll10mdNzkyZN1o/gDwJEjR2xft379+rbPAYDS0tKUz2F0HZ88eXLy33qpU9XoBbw7fPiwVHncWLS19a1QWVmJW265Bc2bN3cvoAGy+0BZWZnU8sKM07rzetzJhHeJEeGeORChhjF7OTitXKZlr+7aQb2aO3ToUMPj1FZfp4q2NuiXXwOIHxZIdTnKy0l0730mD6RGuLGuFhcX47TTTnN0rtXCk5u69qKdzPqSdkJpdm+KbF7IOGTIEOllOsGOl0imEYTyIxIwzAkTJkww/V0bgNLomRVd+PUbGanK/IzLojB69GjUrVvX1oKzV1RWVqbEh1GjXvzXQ2/MjMVihluwZKX3EsVsvPRr0dKu63jQyBz//FSYZW9ByaQ2E4EUbQIFBQWOIn7n5uaGxqLtduBWX9usLPXLT33OxIkTdS23egHf1Gl0vHJz1UOZ+Pk1iOkpRH4FzTC7x/Hjx/siAwDUqVMn7Ts7VgKvXpZ2+0uQ1lxtNG0RRdstehMepxaYnj17upQmcwnj9gItXsmRn59v+rtVhgqvUAc/C7oNggjg16ZNG1xzzTWmAVG94oYbbkj5nJeXh7PPPttRWXpt59RjzmhMdeM6buR54Mb7UC+NnpUcdgi6P4TBy8LpPETm4n3Q7SAbUrRrKeoOHYvFMHbsWNtl5OXlhSLFD2NMaoAUJ8HQunTpopteR1vWz372sxRF206uay9R5NS6Kcp25zdTVvwaXGW4Fou6L1q9tAYOHJj8d2FhoeW5olid62YC5cVLV1bAmrC9oCdPnowzzzxTapknnHCC1PJqO0Z91G9XSLvXc5qScdy4cZbHBNGPunfvLnScF7JVVlamjMVeUVRUJHyskzHcbdwcURlEUnGaRcV3SuvWrYWi4CuLXCeddJJQuSLPnpM5shqn3mkKfs0VjZ4rJ+cRcUjRJhCNRnU7idWLJz8/X9diJ4p2wPXToi1j5dCJwlFWVoaTTz455fdt27a5lkUEEevS0KFDpbkq2g3WkkkDtZv8p+r7VE+WtZMwvcm+k0Ugvet7qQg7wU75Vvdmtzw1ilt2mJ/FU045BSNGjEj7Powy68kUpAu+07Q/YeCmm25K/vt3v/udoeuzts6tLOsAcMkll7gTzgYlJSW6e7bPOOMM32TIBmQq2nbHjmg0avsaCnYWugsKChzFOohEIpg8eTIGDx4sdG9GcRDU9O/f39VWB5EFBrN5qXYh3opMsuqH8d0lE1K0CcOBefDgwabn5eXl6QbkEEWmou3Woi16bRkKSocOHVI+h8FdyAv02iRbBlTRfbJ696uXPxgAevfunXauVy9LGc+x8p3eBMDuMx02i3aY+yRjTEh5sotocCsrlEB8Rta7IPN961m4wjImWclRUFCA4uJijBs3ztY+/V/96leWx3gZmErLddddl1xglNXP1HWnFz07G5HpOm43sF6HDh1w7rnnms7/ZFi0hw4dKuzpoMZunxadPzqJkq/AGEPLli2lxDbwEplb2LSIGubCMibLQrqizRirlF0m4T1GD7bZ/kK7e5q0A692wHW6D5QxJnSunXQkIshwp/FzQFGssHrtppZDfV9uFDLl5SVaXqYE02jVqpVjt82LLrpIV0nq169fWpmRSCR5Hy1atEDbtm2lTSJluqWfe+65bsWRrmhn24taS+/evdGtWzehY4cPH45LL70U11xzjeEx5557risvDT2qqqpst4OfCp+C7GflrLPOEnITdeKtcv3116fssRZBxlaZ66+/XjfPslNkT+bNtrb4aa33E736isVivriOM8bQrVs30zYzmh8p45ZIe+uVYXTeDTfcgKuvvhqnn366LevvFVdc4VsMkosvvjjFM0WLjLSzbiHXcfl48XTtZoydyxgzz01ABIpoxzFztXMb/VY7AfDSov2b3/wGw4cPT362ioBuRNhcbu1QXl6OyZMno0uXLmm/eSFnWF3H3VpR8vPzsXnzZqFjtffUokULXVms9onWq1cPF154oaNJs97eLpl1rZfGxcu2DHKP9imnnCItbZMbcnNzhQML5ufno1mzZqb7Q+3U20knnYShQ4fiqquuwlVXXeWqLC3Z4D7co0cPoTzUbvdoi5Yr49ji4mK0bdtW2j5R5bqyImGb3YdRmim3qFNxBYFMi7ZR/VkpoHYU7bp162Ly5MmGHl2i5ZhRVlam6xlmhtEzHUREfLN79cvLystFB9F78NKqHgTSa5Rzvpdz/pLscgnvqFOnjuVE3wtkRV1ljJkqIGeeeSYaNGiQMoB07tzZ0bWAmnQrIi5AmTw4uEUvQqhZfYQtT7GZrE6tREZuc3rXUlu03bhi/9///Z/Q9Zwio6ywuY4bMXToUGHXZ7fBc+zih/dMZWUlRo4ciVNOOQUVFRW6XkJm1kUrvMqBbobsZyZseyNllvvTn/5USjlhqXNZ5weBkaKtXcxV/5aJiBpFZLfh9ddfnxzrg34+/PTK0N5rw4YNPb//oOvXa4Rmtoyxcxhj1zHGegoeXxdAeq4jInQ0atQIl156aSDX1ipWbi3af/7zn3VdevXc37WRK+1YtC+++GL87ne/E1rxLC8v17Ugu8XNhMdqtdCN67gaddA3kfLCpmhfdNFF+M1vfpP2PWPi+eMZY6ZWICtXMUXxcKOA6LnRadvBjtuw3+7Z2udCxDKrls2uBYUwRmT7jdvnQm/cqA2EabIZJllEyDR5tVxzzTVp7xonC2exWAwjRoyQtmDlpl5lKPZ+Ba0NS7lG92tkDHNSlhXq6/zhD3/ApEmTpLmOu7FoZzKmM1vGWCVjbC2AmQDuBLCUMfY3nWMuYYw9xBh7J3H8bgDrPZOakEZFRQXq1q3rylXjrLPOsu1SppfLOBNWpRmLpxIzcpvXyhCJRDBx4kTpchitWovgRqG1s2hg95lyIpeXyjljxkGnRF8YVu7zZq7jkUgEHTt2xIgRI2znH7fqC1q53ARo8dqinZubi0suuSRZByUlJZ7JEsRkwem+ZLv3mpuba8ujwinqZ8tJuSNGjAh1wCA7ed3NkOE6btYXvEC2e7usRV07abPCSN26dQ2jyAP6Kf3WrFmT9h3nHJFIxPZ8zGhMC8Pid1iVMy+8b0Rdx0WMPDIU7by8PKmpc43kzjbFWotVL5oLYAOAmwBMBHA3gMsZY2cDAGPsOsQV6kcATAIwCkBbAI9yzm/2SmjCPTKDG5xwwgm44oorbF2/b9++to43Q89V8aKLLpJWvpowvHgA+fvZRS3aIi+Xiy66SCjSrYhcVlx88cW2z3GLHYu21fMiskf75JNPdqR4nHLKKYb14yaXqR9cffXVKVkPmjdvnlz0YIzh7LPPRt++faVmLgDExsWwTvxE0EbwVZRGOx49brH77pHtEXT++WLOdkb3qvX+MLsfOwE4ndStSI52s3LtXtPo+BtvvFFKOXZRxtdf/OIXGDJkCPLz8y2zpRiRaa7VBw4cSPvO7T3Y3Zds1o6y6tOPdjF7DxthV9F288xrzx03bpzlOUpQPLOAxiLXMvpOQdmaJtJOemkpRWXIZAxngYyxSwHM5ZyP5pzfxTl/iXN+I4AqxJXtngD+gLgC3hZAPQD1OOcRzvnlPshOSMSPB9uqI8qc/OspJkbKpPY3M7JhAPAy7RZjDJWVlYYWd9kWbS+jFMuYRCjKslU5RhZtpzDGMHToULRs2VL3dzfpoUQscW4n8GVlZab336NHD4wfP94wzkMY+qnfMohcz61MopHORRCVRaZFRQ87E/mKigpbE1e9LAGKcizDoh2WZ8yuHB07dgSQnurSrgw9e/bE5MmTUb9+fQwbNgw333yzlK0iepHdI5EIfvnLX7ouWxZ6z+3AgQMBOB9/r7/+et3vneCVgixrcUgEs3vwIsWiaNRxO55XIotxRtcRkUu0v/Xo0SOQGBxhwGwmN1JPYeac7wHwEoBpANokFPANiSBoez2SkwgAv1/iojn2tDiZ6GsjU4pSGyzaQeFX3fq5d8ytsuwV2oWoMKQVscIPRVIEbV3JSG/mBL+sy2rsRlx3KqPoeXpbkLzkqquuSosDYrcOZUbBlrHI5fZ6TmjWrBkmT57sOqWcV/eqt6DEGAss3oPIM/aTn/xEyrOlfr6d1K+yiOKE8vJy/O53v0t+thNF3cstTHrfm7n6q1HmtWVlZa7ksrvNwqrejDyFgnjfy1h0DDNms8DdJr/NALCBFOvsIQwPdr169Xy5TocOHdIUjUyzaMtWtL24jt3ywrKIoWBkjbbjOq5Xhp092l7AGLO9t3PChAmeyKLgdOJg1zNFJO2SXYwmUKJ9JwwuqzL7uZcTXjdccMEFut8b1b/MdmndunWa26Rfk0s/2tbqGkOGDHFcdhDIstzLws8xon79+sl/u/GycCJzaWlpWvwbp96Hevzxj3/U/V55H44ePdr0fCWIbseOHXHOOWIZjJs1a4ZLLrlEaJFGZjtbldW1a1fd7/1evBMlDDI4xWwmZ6j1JBTspfLFIWozubm5GDp0qO5vZukN/FSSw6IMurkX0X3DXpBJiraZPMr+JxGCch03w85ePMYYOnTokEzXFuYXnlJnRjJauao6UfjDMil3YvE3ev6Mgj3alUeGRdvJHuNmzZqlLdwqbW9UB05Rzj/vvPPS3lPKtTp37mwZTV3vXoLI5QvIf6aNFtHDMpYEYVFzk6PayfEy82ub/e5Xm6oXBMyuq/7eaHtibm4uJk+ejF69eples2HDhgDiSqpeNg+j6xttccvNzRXO5ODUddwues+l34vBet6tYRkrnODUom0JY0xsuYcIBLOO06VLFwwePNj3gElmHcnLvbhW11YTNmXQCWEdsMJWt2by6PWfK6+80vY1rIKh+YWT4IgiCwheY6T0GnlteL3fV08WK7yuK/W+OFGZ7Aa3lI1oOxndz6WXXpo2EddSv359nHzyya49EhQ6d+5s+J7Sa+MwuEvavabRmOjn2G1X4TDCyKJnVK7b9tF6VIhaRIGa58dMZjWyniU75Wj7kdfB0OwsdtuhV69ejvYSawNNiqCtX6epQJ0cb/R7GMahAQMGWB6TSTiyaCcwbEXGWBniEciJDKRx48YYPny47fPOO+88TJo0yfF1vd7Pp+DmBWDnWk73nMuWw8/rmB3fqlUr3yzastxX7biOG03sncoSloUHJ66Adl3TRfe7adHKpNSZUd3JULRlujK6wei6derUwc9+9rPkZ3XwLm29GLWpOtCPmxRSTutGNCWiWfknnnhi8t96E+eKigqMGDHC90Uurz0gvFTgjcpyuigf5OTZbBuJ7LF35MiRjgK/aTHb/6xXl25jGNhpHyWav9H7wslirt5zpRzjlaJ9xhlnYNCgQULHqtPKOZkzq+/3nHPOQf/+/W2fZ4SM9F52rieLZs2aWaZFzTTMRpOJjLG3GWMz9P4ATDL5ba5P8hMhonPnzkn3Uie4cTXUK0vkO7vYeQHbzWVpB7f3UlxcbJgGJag9o2FRLBVkuY6b4ZVFW3vuxIkTTVOE2WlzkYl83bp1bVn4hw0bZvu6gHxF26genCwEBDUxaNSoUdLluGnTpkJ5rf2SVR3oyAy167pT2dSKjV76KVn3bDbO23F7D3qCK4KZPEYZDmSUbYTIuFVaWoru3bunpXWzuyWhc+fOtuWThZP0U0DquGU3zRNgvHishxe5zPv27Ys2bdro/ubHFh4l+ry2jyvXzsvLSwaPc3Id9TlNmzY1vQfZruNhtmg7PSasWC1D9gOwy+R3oyXBKgBLHElE+EqYXu6yrJBenmdnz1IYghwZoaTxWLBgga/X9cuibbUfUgS7ruNalHs1m1D7FQytS5cu2LhxIxYvXmz7XKcTYDuTNJF7FalzpRwjhdppnarzkcue4MkaJ0SuZ2TRdjP2lpWVoXv37vj4448tZSovL8fu3a52pZmWb4QMTwYlEJKWiy66yPLcML8L7KCt7/POOw979uwB4J2F0YwVK1bgtNNOMz2GMWbLTVuP3//+9672y+s9py1btsTmzZsdl2k3U0SLFi2Ql5eH48ePm5arPtdqH7L6WKV+nHhAGZGTk2NovPFjntq5c2dMnjzZ9Jo/+9nPsGTJkrRsBKKIKtCiUcfz8/Nx7Ngxy/o3Gs/CqtCGVS4RzGYdyzjnFZzzdnb/ALTz6wYIZ/j94m/WrBkGDx5sOhjZ6Uhq18awuo57OfHQk0OGaxoQz3dodh2vkHWtCy64IC1/badOnWyXY6SUGbmO6x1nhVOL9siRIy3LtkMY92iLlCHbom10T2prjRtFWz1p02I3sruT/qKtF8VaZJbxQTnHyKp/9dVXY8SIERg/fryQ0ikTr6ygWpo0aWIYkFNWwDK3FjGj7+xabu1cr3PnzsnczU7ed27v2UppdLLXv0mTJmlylZaWSo/vYEcxE1kQ8+pd3bJlS6HtI8r2DFFF22nfVc4bO3Zsyl7eID2ITj31VDDGbHt0yjLw6B1rVP9FRUW44YYb0LBhQ9x8882urmUXN6naslXRduz+zTlfD2C90/OJzCcSiaTkXL300ktRUVGBSZMm4bLLLtM9x05H+s1vfmNbJpHyrV4odmT0O3r36aefLqXsk046SUo5egQxUQCQ4jZoJwe2kUwik0o71lO7Fm0Z0bMVfv3rX9sqy6hsdU7coIKhWVm0w/iyVu5BJPqsW7T3P3DgQFxzzTWmrvHKPkmrhYC+ffum5dmW4WHk1ZihPtcq7Vt+fr704KBhfBYVnHhp6PU50eBdXiG6VSGMWHnH+fH8MMZw8cUX47rrrhM6Vv1/rykuLsaYMWMsj/Ozn/3yl7+0dbwXHpjKb0ZzlJycnOTCsV7sCjfbP80wkrl3795Z7zpuOJPjnN/kpmDO+V1uzieCQ8YDfcstt+haN4qLi1Mm5Nrril5bvRpsdM7YsWMxbtw4ofKA+ETSLI2Y2bX08HKPth6yBiKjcq699lpPZfB7ILVyizOzaA9zuKdYi133Pxloy1VSlrjh17/+NX7xi18kP8uIkOqk/pRzzNrOLW5W5QEY5lP24/nX1gtjTNiy5iQSb6Zg5X7sFDtutH71d6/KsuuR4SXdunXDGWecgdLSUk/KV/bu+o2Z8i26OKWHF8+/V4utMl3TZWPX68Fp3xS5jtNo7c2aNXMkkxVG8pSXlws9u1mpaBNEptO/f39bL8SuXbta5o8VtVL2799faLVVjyZNmkizTjulT58+KCwsTBncZERRD9NgaeVObiZr06ZNbVuC9fBrj7aoHE5p2LBhysKFaHmDBw9O2QbiFivXcTtutXbResMYla2NHzBx4kT079/fcM+cKCL34nfAQa/7u7b8iooK/PSnPzU9J+gJutHCSpjGRiPMZDRKk+a0PDece+65ljmRtYjugZ08eXJyAV907HJ7n3rPrCwPi9/+9rc44YQTHJ1r5uLrdz8LQ/9x4/JsZ9GdMWa4Dcmq/kWec+3iu166LbNy7SBaZ2FoX6cYvnUZYz19lIPwGdFOoaycybB66aG2evu18q699wsvvNDwWO2KuKiMLVu2dPwi7NixI3r37m16jFoOq8UBJ5x22mm6kXrdItMN9JprrpEmi95Ew8x13G75AJJWcD2rRFheLGPGjElJi6Qnh0y5hg8frrtPzCmKIik6ARZN46JGdnqviooKjB071nY5Tq4bhsj+Mifg2jo4//zz0b59e0fnmhG0cm6FUWRmwluUoKJ+wRhLLmiGyYNAzbBhw9CuXTtHcVHs4NazKAzY8eLUnmeEsq3MaOFWpN4uv/xy/OlPf0p+7tWrV1rUflGUbCdhbgevMXvrPuqbFESoUHeIgoICXHTRRY47mRWVlZVpQTTsIroSbfSbNnCWmtGjRwuV4QdGq4oXX3yxpRUnU+nWrRtat26t+5vTKJ8K6udmyJAhab9buTBZPQvK74qlR2/i4ZVFW688sxes8luLFi2EVq+tCDpFXF5enu62EW29jBw50jRAmR3Ckl/bDD9lsppEypAljHWsxs79B+E6Hvb600OmzEYGBNFriC6my7Jomy2w67nfOhmH3bigK3L97Gc/M00naYR2kVePbHItdrooaPbcde3aFTfffLOhoi2yCB2JRKS5wStyhH2x0kvMZnJ9WDwv9iWCf5dqPrvLp0CEhsrKSsv9rEZMmjQJEydOFDo2EwbKMO5TLC0tRfv27T2pP9llasvr27ev6bW6devm2qVWBL19S26tf8r9nHHGGZgwYYLtPft2614d0MkoDoKTa1rJofcCNXup/upXv7IvmIAcQGqb6T03Mp5nJ1HHTzrppJT2sZJj+PDhAIB27doJTT5FCYNFWxlDzQJPOm2nsL5DvJ5kii422+HKK6/0fAE36PYaNWpU2ndOZbrpJldhjUxRrJQNGjRwlZIvzMrOxRdfjG7dugUthq843RuvKNqXXnqp7nvOTJkOW2aITNxCYxez5bg9AGYAmCdYVgWA6QBGAtgN4FJXkhG+IPpQO334mzRpIhzFkDGxtEl659lB5BpdunTBqlWrUsq2Y/mycx9XXnklNm7ciNdff134nGzErhVW5vWi0Wja75FIRPd7URSlpqCgwDD6rnbS1L9/f3z22Wcp54uijhytXsAwok+fPvj2228BAFVVVdi8eTPq1KljGSxFxKJv1m5mEa7NMCuzTp06OHDggGWdWY0Vbdu2xZIlSxwvLBqhTcdWXFyMgwcPGh4/ePBgDB48GADwzjvv6B7jZIIShj3aLVq0wOmnn46uXbti5cqV0su3QmRMqV+/fjI/tOg5enTs2BELFy5EVVVV2m8yJpheWsHr16+P+vXre1K+LGTEDQHktIWoBff3v/+97eB4vXr1QteuXVOuISKz14q1zOdPRgBNPfz24rGD05RxiqLdrFkzNGjQAD/++GPyN6t68Sq7hcx0btmmbJsp2nM55y+LFMIYuw7ANAAMwJ1uI5YT3hPGlU3RzqUNJuR0wL3ooouk5UA1uoYI9evXx759+1xf24tJtOx9o2FdvTRStM0svHbvVe97raI9duxYNGrUCHPmzHFc9/369RM6V72aPmzYMPTp0wdlZWXYvXu30H2YYTeauvp4O5b/iooKbN26FUVFRThw4IDjNlEYO3YsTjrpJNNxwU56uKBQrMbaGBNG2zD8hDFmGYPCTllmn+2cq/CHP/wBeXl5KYq2U1q3bi1ta4IoYR1jvcCPe7vgggukluckEjpjLKlkG1m01Z+bN2+OjRs3SluICBPZ5DoOiLn5a+9N7VnpJH+9E8KoM2QKZum9zrM6mTE2nDG2FsCdAF4CUI+U7Mwn7AOWsqdaVOExorKy0vcUXF4S9nazwi/59V4YiqKtDqbldLVZQeR+lP3b6smXIp9dRc3NizASiST3/HnhXi1KRUWFLdfyrl27pliI3Cq3OTk5lsEFM0HRbtiwIc466yycddZZKd83bdoUt9xyi29yeN2nvShfb3uQF5NMEdkzfUy3IkxWfCMUt20R/u///g/jx4/3UBrzuB4Kw4cPx+WXX+56fpPtz18m0rx585T4NGFXgPUMC0a/ZyuOZgKMsUrG2DsA3kPcij2Kc34e53yvVOmIWoVd13Flr4nefhSnbq0KymTL7mR5wIABYIyhsrLS1nkyMJM1LCvbZqvwfg24ylYGdaRexZ1K2Q8r4jLp1noKxJ+X888/H126dEl+p6xQB/UCsntfdvdom5VfUlJiK91XJBJBaWlpss7UfUC7eGJ1baf4aWGxEwDwhBNOQFFRUdr3YdinLYtM3KeabRa5IPE6V7NdWrVqpRv00o+2VV8jEok4jm2SKc9hGF3HZaAXF0F9D6ecckrKZ61FO+jxTQaZ1mZW2M4/xBibCuAGAHsBXM45p+jktYAwPPjDhw9Hq1atkp/1Jp1mctq5hzFjxqCsrAwdO3a0JWOLFi3w5z//2fK4cePG4euvv7ZVthVGE+g//vGPgQYXcjLwt2vXDt98843j881o3rw5rr/+ehQXF6O0tBQbN25ESUkJJk+ejM2bNyf3SAP2g4OdccYZWLduHb788kvhPbPaiZlT66xffdTL65itfossnqnrTNkDXa9ePWzcuNGyDNnIVmhHjx6NgQMHJj/74SLsdoHO73EnDO8pUbKhvxL+I+I6ngmILNiKnHfSSSfhk08+Eb7u1VdfjXvvvVf4eDvYnS/oYRWJ3Gm9EcEhPBNgjJ3DGNsJ4EbEU3+1ISU7cwlT5xSdkA4ePFh3j6EXL5iioiIMGzbMM+tPv3798POf/1xqmUb1kJub69oNWgaMsTQ5jCzaynEyn9PTTjstGflZ2YNbWVmJoUOHOipPz8W0V69eyWfU6bOjuPupF5Vk4tQSbyfarRf7xsyeBT2LdufOnTFgwIC0FH2iGEVnNZIjE9J72eHaa6/FlVdeGbQYQuTn56Nt27aWbv9O8eN9Ket58WrcUKPnKeEE7T1feqm9GLphs2j7CWMsJdBsEDKHoZ7spmhUtmsFycCBA1M86gDnXmDaReYwze1FYIyhf//+yflUpskvgqVFmzHWE3HFug+AZQBGcs6XeywXESB+D54XX3wxvvzyS+Tl5fkSZTobOzIQjpeelQxm+R8ZY7jxxhsBAK+99ppUuYDU9FduUO7RKjK1UxfRyspKXHPNNY7zhMt+vpXytIq23e0ZHTt2RPfu3S2DobmRUa1o5+bmYsyYMSnH2ekjRq6Xogq12UJL+/bt8fnnnwvJEdR4JWO7iV97tFu0aIELL7zQ0blOOPHEE7F48WJH53rRnuoyZewRNqubyy+/PDRbkdziV99ysvAosuB57rnn4oEHHjAtp7y8HL169bJ9/bCivBdFU62GYV6kRb3461Y+5dlq06YN1q1bh3r16jkqp1+/fjhy5IgrWZxSp04dXHTRRXjsscfS+sqll16KSCQiJThlUBjOehljdRGPJD4J8VRfEznnL4kWzBg7RzRqOeE/kUgEJSUlodiv16hRo6wKShYUfu4/dYqVZV1GWiUZkyeRMowWDdwG6QPs7cWVjQyLth7NmzdH165dcfz4cdvXtkJ0X7v697PPPlv4WCeYja2nnXaasKJtRBgnkEFh1l+1aZeMjr3qqquwc+dO3d/69++f8nn06NGOFW0Fr1x/teOS7OfE6d5fPcISDM1ufBi7uEkTaQRjLCWehVG9/O53v3N1jbBx6qmnorKyEi1btgxMhjAZaxRZBg0ahPHjxztWtMeNGydTrCR2g4dyzlOeu2bNmgFAdiraADYCKAMwjXN+s4OybwZAinZIadSoEa677jqsXr06aFFS8GMAC2KQvOiiizJ6oJBFGIKh2cHNnv+wBTOT9dyL3JfdayllOl34E93Xrpa9R48ejq4luhhkVk9ebOUIi+ug+vpe9wGlHo0shj//+c/TAhsqSo9WIa2oqNDNMdu6dWvHz4oeQbePCGEbu4zwKhq87PuXuZXG6J7D+P70gvz8fPTs2VP4eD/rxatrmZWrWPZzcnIcK9l2IuuL0qZNG2zYsMHyOK1hIhPGR7uYKdrlAGYB2MXiebIBgAGwqoUGAEYCyB5flVpCXl4ejh8/LiWgg1O8VAaCfBEFEYU808iUiYKogh3U/Rj1IfUL2QwZFm0ztz6981u1aoVBgwalWQ5F0duj7RVDhw5FaWkp5s6di+rqakeu406wqnelXUWsZwUFBYF6TVhhFBSvsrISY8aMwaOPPopYLGZ5z1VVVWnfKe6RWku3EX7tAw6LdRcAhgwZ4km5tRWvLNpeLGrZKSdT3tmy8PJ+nY4zZ5xxBpYuXeo4NsNNN91kuqVPweniuWgZyvF+5QX3E7PanSuSS1sPxlg5gPWOJCICo1evXli0aFHQYghTW3PyZRNW7SUyuJ9++umYM2eOL/IYobcvMmzP4rBhw5Cfn48TTjjB0flGirZeG51xxhmG5+vBGMOoUaMcyaUu245F2ym5ubno378/5s+fD6BmUaFDhw744osvksf5vS1HuZ7IROWmm27yWhxP0AaAUhTt6upq4TKOHj0KQFzRNpJD/X87+G2xcSKjm7qxgyKbEpwyLGSCRTts7xe3BGHJ9Cp4oh3Gjh2L119/3TSlqJnnX0lJiauFMa/6ul0LdVg8srzAbCawzGmhnPM9AB5xej5Re8lW1/HajLL/fsCAAQCAX/ziF7rHOXUj7927twvpUlEmfHb3f/Xt2zftO6fB0LwiPz8fw4YNc2zR1v5udlxJSYnj8p0gatH24tp5eXm4+uqrcfrpp7u+1lVXXYULLrhA6Fht+XYUbT+Q5YIr4oJvx2KoWH6s0uh4jVd7tEU4/fTTQxkXRaQOjLwdwoxXFu2wb72SjZP2NquXX//6127EkUKbNm1w1VVXCQd3Cxqzd7sau8+jWjHPtmfZ0KLNOXe15O32fCI4gnzI/Yg6HkbCLJsR48aNw1tvvZXynd59FBcXp6TfaNOmDYqLi3Ho0CFH1z355JMd70WyoqysDL/+9a+TezWdbEEI2nVcNkZRx8OEnxZtPfRSxjixaOvtExYdE632K7sljEqNE0W7srISf/zjHy3dJe0qfV4gWr5dF+LevXtLXaDMVDI96rjXhHGsJ4KlVatW+Oqrr9K+N8rGYTc/ehjfM26xdswnag1O8/h5LcMVV1yhe6ySYmTgwIGeyuQHmTi4aPNAysRs0B0xYoRn1wWAhg0bSiknUycpXgV58/IZ92KPttv287v9lXsP03MnWxalvObNm+P7779PKst2LYYiexJFcJJP2khRCiKQUtC4lc2rmC5hdh1XCNIjIshryiRT5M8UOZ2gNUyExSNLJmbpvc4FoJ1JL+Ocz1cd0xPxFGAjE1+tBzDLYZRygkgjEokYurjl5+enWEpFyUSl1oi2bdsGLYIrjF4gStoSL6Izu0U9SR86dGjaJN9tBO2g8cqS0rlzZ1fnmyEqm58TFq/b38h1PBsmZVbuwT/96U+xffv2pCfBKaec4ptsQHxcGj9+vG6wtSDI9DYPs7eMW3JycjB06NCgxQg9fgUd9Jtsmm/aQa/ezYwYRum9sgHTYGiIK9HnAfgbgHmc8+XKj4yxEQDeBbAhccxcABUAJjHGFnPOT/RMaiJrIddxcW644YaUPJphQC89jhPGjBmD8vJydOjQAevWrZNSphP02mXkyJHJfzuZ4If5OTTDzWTYyYKYHVq2bIlvv/02ENdxp1HHr776ahw+fFiaHKLu837i1bNeWFiYjKPg1bNl9S7Si8vgplw3dRWWyfwtt9yClStX4pVXXvHlemFXzoqLi3H99dfbOuecc87Bli1bDH+fOHEiFi5c6ItF2y/39LA8v14g494ycc6g55VotuWvVrqOc873MsYqALThnO/VOWQmgD0AenPO9yW+2wvgJsbYSMbYVLJsZyaZ2Km1ZGNn1WLkthhUkJuioiJpz05hYaHvVioRcnNzhaN0+t2PZF3PKqq4SNRxv7nggguwa9euUFm0ra5VVlamu7fbaXmKy10YvUDckA3vIz28DhQn8zqiRCIRWws9TmTL1udBoXv37ujevbvhuNqlSxd06dLFZ6ncM3jw4KBFyArcPP9nnXWW43OdpveyOk/rOh6G+YRszFzHrwNwo56SnbBmlwO4TKVkJ+Gcz2WMTZApKOE9YXjAtTLIyN1Xm7jpppt8m2jXhrp2olT6+cJo0KABduzY4cv1tBZtp+3vxXNTUFCApk2bSi/XDbLuU7Rd/cwlLoqMOgjqveTV+Ob1Hu2wjssTJkwwTWEUNLJyUsva/x8G1PXQpUsXbN261fB3M66//vrAUriZyehFXxk0aBC++OILHDx4EEC4LNoyMi2ILGZzzm2/h7J5j7ZZTdTnnG8w+G0UAI64u7gRwWtthDSCCobmxSQrDAsKXlFQUJBVL3ognt9dwe8UGGGdtHpJGKLdekWYLNqyy1c++5UDmSD0UL9f1f/u2rVrSg50PYz6jJElzu273Iu5QGFhISZOnOi6fLvjhxfjTceOHZP/njhxIq666ipb55styobRM0oGo0aNwnXXXZf8bPXMZxvaGDWiirNiICooKMjoOYYeZop2uclvEwCs55xvlCoNEQqCfMhr6x7tsNOtWzdPyhVpk2bNmuHaa68FYKxoDxgwwBMFI5NcG72+bjZMhOzUkdWxoi5xflFZWYlTTjklLZ+3W9x4Lsj2esiGMdzvfhTmOhP1/vHaVVp2HVVWVkotLyisvOMaNGhg+numBwaVgZMtcJm4NUBB29aiinZxcTHGjh2Ln//8516IFShmT7/uyMMYawOgCsAswxMZKzM6nyDMyIbJfLbxhz/8AWeffXba9zImJ6Ju7spzYfRiHzNmDFq3bu1aHi1erLqHeeILeB+5O6z3X15e7ui8sNwPYwxDhw4NzEXTD0499dSgRZCGmev4OeecI1SGEo9jwIAB8gQLIeq6sYpIbwfF2titW7ekgpCXl2erT//qV7/CRRdd5EoOpxjVi9My7GLVH8OQCSHo8dnJIoOiaCspbMOA3XzYdvdoA0D//v0dv4fDjJmP6TrG2Dmc85c1309D3C18hsm5NyWOIzKIMCm5BQUFOHr0qCdRtcN0n5mAl+7avXv3xkcffWR5XGlpKc455xzf05kF/ZJ2glfPdza7jl9//fW2t1wEHXjNi/KvvfZaqXvkZMtoFrU2UxDpn61atQJgXX9FRUWeR/S3ixfu0urvZT6f5eXlyfrjnGPIkCHo06ePrTJatGhh+JvXcw2niljPnj3x+eefA3Ano9XcIOzvCi/li0Qijp/Vrl27okuXLjh+/Dj27tWLRe0Mv6LIq/+v1IFMb7JMwyzq+F2MsXcZY6MQjzBeDuBmAH0A3MA5/1zvPMbYQwDWmezvJkKOyH4ar1AG/eHDhwOA1Dyl2dZ5w0JhYSGOHDni6Fw7gdu6d+/u6Bp+k+nPmZEV32hC5nSiVlhY6Og8Nxi1jRdWYNnPgVF5MqP56k3cR40ahdmzZ9uKkK7HLbfc4ur8bMOvYGhhHo+0shlt/1Efl5eXh379+mHRokXSZRk2bBgA4NChQ67L8gPGGOrXr4+dO3faOu/UU0/Fhg0bpCpxenTv3h3Lli3LukwIIvzmN7/B9u3bHZ/PGEN+fn5a7ukw92cAyM/Px7Fjx7I6uJldTJfwOeejGWOXIm6hrgKwHsAozvk89XGJKOSTAPRGPJc2Z4zt4Zw/5o3YRLaidjfp37+/43LIak2ElUx/Nt1GHQeAa665xtKlTtkK4MWWgEzC7Hnxw5rZqVMndOrUSfh4o+jNtXmfpiijR48OPHr+wIEDfb+m8syUlpYCiKe+UyuBWhfpkSNHYtGiRZ6PpZn0zIYpC4TC+PHjMXLkSCFFO9Pfi1oqKipQUVERtBjSsXpeLrzwQnz99df4//buLUiq6uz/+O8BlSgiPQMBREEY1BIBlQFiJSXR4ICnlAdOlrHiKTJgTHKhkRHLhHjzV8h7nwy+l0nVn4O5TXyB17LKqlRFIKaSVGklDKYwKSpRGP+50Jx8/hd7NzQ9fdy9j93fT9UUzN57dq9eT6/u/fRae61//etfkvI3l0kWmo6Vc/dXJb3a5JjDkg43Ogb5l4c3ulbv62j2941EOXecPesornaW9+rkHJ1I6h7qOMt92WWXNT1mYGBAO3bsSOT2kTT0wgVEI0k8/26o00bLe5WT3CyHi65bty62x26mVh3s2LFDJ0+e1E9+8pO6x6WlCCt45HHm9bJJkybp4osvTuz8aev0+rRbTJs2TX//+9/P2/b444/rt7/9rWbNmqXZs2frjTfekCRdccUVOnPmTKEneOtUcb6uQ09od0mAdkT9sH7xxRf18MMPx1ya4uuGi952FWEIXKcXAdVxrU5004x7lkl2XiZ9u+WWW3TllVcW5taJOHTze0tl++ymJCQuF110kRYuXNjSskhJJTzl64+0l5PsRFHbTCvlHhoayuyxK61du1bLly9PbBWWonjmmWcmbJs7d67uuOOOCTPN9/X1aefOnW2t4V3U13I9JNqYoJUX+U033ZToY+fpG8PJkycXaghZ2srJUJRlLIpkwYIFevLJJzs+T55e28187nOfO7vcRjdMhpaEpOtj+vTp+sY3vkFS1mXMTE899dTZ981uaVdxvL9NmjRJd911V939SddV+QvVq6++uqPzFOG9vgivu7x84TF16lTde++9hRjpUEuasc7jtXxWivlqQSIaNYjqBnrvvfcmUoYke7TLaPjxmDp1qiRp5cqVsU7I1Kmk4nvVVVdp9uzZTY/Lauh4ue10+qVQZfm/+tWvnu1ZqpdoVz6f+fPnn703K27li5tOLrqyuNAA6pk2bZrmzZsX6zmzngytnVEoUcs2efJkXXvttfrCF74Q6e+bufjii/X0008XYsm/PHwBeuONN2b22MinNK7li4JEG5Ek9aZebpxJJCNc+MZrypQp+t73vpebes1LOZpJKtG+6aab9OGHH+q2225L5PxLlizRkSNHzia6ter78ccfn7Atrt6IpUuX6qOPPtKXvvSlWM6XtKK8HpGuRvdoVx8TRdavu+uuu07z5s3TyZMnE3sMM9NDDz2U2PklaebMmZH/thyDLFZWaOShhx7Sr371q1h7ZF944YVYbqlq5TUftV1s2bKlELd9tSKr9t1u3UdZR7tbkWgjV3p9SYCifRhE7T3t5jfXLCfuufPOOzs+T73y33XXXVqzZs3ZxPmuu+7SL37xiwnLj1R6+umnYxvyPGnSpLPL7yD/urmNd6L6wjPuL96yrncz080335xoop13U6ZM0V133dXWfalRtdOjPTAwEPvErnkZ1t3I3Llza27Puq0UUat1Vl5BoNla7wsXLoz8GEVBoo2z8jAEKa7hJkUdHn7llVc23L906VL97ne/S6k0SEKRXpuVH5LVM8jOnz9fw8PDDf++k16hrOVlMrSiieP13Qt1V36O5TayZMmSLIuj+++/v+O10tvVzXFOalh7t+nm10AvW7ZsmSZPnqzFixfXPWbevHlduQRaNRJt5Epel/fKiw0bNmjDhg1ZFyOXrrnmGr333nu5T+7Kr79637JnrbIN9foa1p3gArLYyj0y8+fPT/RxSqWSXnzxxZqjmdJ8DWV5n22RP5OzlocOEhRD2nOUZP3lYV4klmib2Xp3/1lS50e60mqgSQ4d54Oouw0ODmrJkiWZ3xfX6uuM1yOQX/39/frWt76lvr6+WM9bKzEq2i1DQKf4/OtN27Zt01tvvdVwZGa3vTaSXLNoa4LnRoKyfJGXe9Bq3beB7hRXj5GZZZ5kV6rXS0MPRHaYdTw95ee/fv16rVixIuPSRDNjxoyuWNrxkUceyboINfV6G2lm9uzZuu+++7IuRioY1ZC8PHyhN3v2bK1atSrrYqQqUo+2mb0iaYOkeoPrS1ELhN42f/58vfDCC4lOsMEber48+uijXTX5XavLe3GRiV6wbNkyLVu2LOti5EYWnz98cV1M27Zta3pM3J8naX0u3XzzzXr//fc1e/Zs/eUvfzlv3ze/+U19+umnZ3+/9tpr9fOf/1yDg4OplC3POolPnIn2vHnzuuq6LUltJ9pm9mMFCfZuSafrHDZD0nMdlAsZuP322/XZZ59p6dKlmZYjqSSbxCafJk2a1BW9Rq3ii57ewPtNdL1Qd73wHJG8G264QW+99VZso7nS+ny67rrrtHPnTv30pz+dsK96JYtSqaSdO3emUq5u1sl7TvXr4oknnui0OD0jSo/2uLs3/ZrNzIYinBsZuvTSS/XAAw/U3Fe0i4JaHxazZs3S8uXLC7MOL7pb0dpUr2HWcSSBL9omok6iW7Nmjb785S8XYpktFF8an2vd9tkZJdE+3spB7r45wrmBjjRqoJMmTdK9996bYmlaN2/ePC1dulS33Xab/va3v2VdnMQ98sgjeueddzR16tSsixI7ho4DaIb2Tx3EwcxiTbKziglftjRG/RRXYuM1zWxBUucGus3kyZO1YcMGzZgxI+uipGLWrFlat25dT15o8YHZG3rxtS3xRVIzrbR/3iPQK3ifaA/1VTxREu19ZvakmV3W5LjRKAUCkJ4bb7wxt738RcXyXpCILxpr5fXBawiI3yWXXJJ1EdrGF5jFFWXo+CvhvyNmNi5prMYxJUncow3k3P333591EXpOf3+wWMP1118f+RzliW/mzp2rwcFBlUqlOIrWtR577DH9+c9/zroYaBEXk6i2evVqzZo1K+tidL1eaHvDw8MTZjrPu15KtLvtOUZJtB+UdETS4QbHmKTxKAUCUFu3vfkUxeLFizVz5szYzjd9+nS98MILuuCCSKsrSpKmTZumLVu2aNasWR2dp1dcddVVuuqqq7IuRk/h/aq2Vi6Yp0yZIilY7rKIrrnmGi1YsEBr1qyJ7ZxxngvS1772NR05ckTTp08/b/s999yj9957L/XypHm7xPTp0yc877zrpH6+/e1v65NPPsns8XtdlCu0MXdf1+wgM/ufCOeOjZkNK+hZHw//HXP3A22eoyRpWNKi8DwDCnrwX3b38bjKWgRFu2jqtjeFVatW6dZbb826GD1p8+ZgXsd33323peNbaStxTF4zd+7cjs+B+qK8533xi1/UL3/5ywRKg15yySWX6Kmnnjo7+qVoLrroIj366KMtH99tn9dFMGvWLN19990Ttk+bNi3VchTt2jJrUeorzvcR4tW+KPdob2rxuK0Rzh0LM9slqeTuu919j7vvlrTKzLa3cY6SpB3hOba6+4i7b1KQbB8N9/cMM9PIyEjWxWiqW98E7r777rO9HADyad26pt9Bo8e1mlT2wmiVRp/XJN/AOQwdL64oifaGVg5y9xMRzt0xMxuQNBwm15XlGZG0o40EeVjSUI3jX1aQbPfc8mWs0wg01w0fEvPmzdM999yTdTFyjUQgPl/5yleyLkLquuF9AkA6einR7jZREu0dZpbnT8Wtkg7V2TemIIFuxZiChBoAesoTTzyhlStXZl0MFFCUC8LrrrvuvN+7+WKyPDJp6tSpGZck37r5NQC0i0S7uKIk2n2SNpvZd8NlvhbEXKZODan2TOgKt69t5STufsDd+2rci12++qyXzHctGjgABHg/TEe3zU1x/fXX69577+265xXFpEnBJejs2bMn7GPECNCdLrssWB160aJFGZckHVFuABpx9x+WfzGz281sk6Qzkg65+/txFS6iQUl76+xrp0e7nhFJe9y9XjIPoIeRgHWHZnEslUr661//SrwT1tfXl3URYmVmWr58edbFyIXJkyfrscceY9ku8MVKE93Uo10qlfTMM8/o0ksvrbm/G55jpbYT7cokO/z9sMKlvsxsjZltlDRD0mgOku5aSlH+KLz3e5ekA+H93gBQFxcO3e3rX/+6Tp48qYsuuijrogB69tln9e9//zvrYrSt3rJ73XaxjdqIc2uyTrTjvp5Je3b7LMU2paWZrVEwQVjlJGE74jp/i2Uohf8dj/mcwwq+PHhb9Yell4//gaSdknTnnXe2vCRQVj788MOWy+jumjNnjqTWlzpK26WXXqo5c+bogw8+0Mcff5x1cSIpx6Rc11K+6jvvr4GktNpWTp8+rTlz5mjq1Kk9V0dpa+f9q6zV128r73dmNmFfr7aPsn/+85+aM2eO/vOf/zStg3p1VV33vV6n7Th16lTN7eXPxqLU4fj4eNfHPcr7VxrSrPcLLrhAc+bMyVVd5KksZdOmTdPkyZN18uRJnT59OvXHL7fHWp95cav12ZvHmLSq7UTbzF529x3h/9dI2qbgvmiXtF/SprCXuyuE92ifncHczEbNbKu717zX291/IOkHkvTSSy959SQvefPuu+9OmIimns8++0z79u2TNHHymrx48803derUKV1xxRWFXWe4HJO9e8/dAZGX+n733XfPXsjlpUxpabWtHD9+XAcPHtTll1/ec3WUtnbev8rK7arZ37l7pPe7Vs/frT744AOdOnVK8+fPb1oHjeqqsu57vU7j8Oabb2rWrFmFqcM//elPev311yV1b9yjvH+lIc329s477+jUqVO69dZbc1MXeYzL4cOH9eGHH2r+/Pn6/Oc/n/rjf/rppzp16pRmz56deN3U+uzNY0xaFaVHe6uZDSpIrscl7ZH0srv/Os6CReHu4+GwilKCDzMi6YyZ7WIIef709fXp1KlTDOdE5hgSByAvVq9eXdgLVXQ/brVqLOuh44guyqzjknRCwRDxVxQMpT7TaUHM7KiZeYSfjW08TEkdDisPe7iPqfNJ1QqnCA38vvvu0+bNmzVz5sysi4IeVW4nXDgAyItJkyadneUbyIsFCxZIkvr7+7MtSM5xPVFcUXq0j7j7tsoNZrah05nH3X1FhLLUckhSvTnj+yUdaeUkZnZc9Sc+Oy1p0MxKNZb/QoamTJmixYsXZ12MWD3//PNZFwHoOUX4YjHPqD8Azdx8881avHixpk+fnnVRCoH31eKJMuv4uhrbXpMkM5suaU84tHzU3f+r8yK27ZiCJb5qGZA02uwE4QRoAw0OGZA0TpKNNEyZMiXrIpy1bNky/eY3v8m6GLnGByF6GT0vQLE98MADuvzyy1N5LDMjyW5B1kPH03xf77ZrqLbHEZnZgqrfLzOzJ83sdQU9vWsVLPeV1T3bo5JWVm8Mk+dBSftq7DsvqQ4T6D21erMrkvAJ5wG63aJF9QaLAACAorvhhhsymXAL9WWdaJel+fi33357ao+VpCg37Ow3s6sqkutxBbNyn5C0zt373X1bVjOPu/uYgl71XVW7dkkaqe6FNrOjko6HvfDnHW9mtXq/X5V0zN23xlVmAN0j6w9CZGvNmjXnLc0HAEAn8pJop2Xnzp265ZZbsi5GLKLco71CwQRoHyuYcfz5PMw4XsndR8xs2My2K/giYJGkg+5+oMbhh1RjkjR3HzOzkaqEfUDS2+6+KZGCAwAKbfXq1Vq9enXWxQAAABmLkmiPSdqa97Wy3X1Pi8eNKFiyq9a+8Xr7AKAWZh0HeqfnBQCS1ms92t0kytDxA3lPspEMGjjQHO0EAADEhUS7uKLMOn7eWkNmdpnOzcL9fkzlAgAAAICelnWizQi96KL0aEuSwsnQPlKwdnZ5QrGPzOwbsZUOAAqGoeMAPS8AEBeuJ4oryj3aMrN9Cnqxn1dwz3bZCklPmdlmd78jhvIBQKGQYKCXcUEIAMnI6vqivJLGwMBAkyNRre1E28yelLTX3V+rsfuwpN1mtsHMnnT3/+64hECP+s53vqN//OMfWRcDbaJHG2jN1VdfrTNnzmRdDADItayHjs+dO1fbt2/XxRdfnMnjF1mUHu2+Zgm0u79mZs9FLBMASX19fVkXAQAS8/DDD2ddBADIvawTbUkk2RFFuUd7vMXj+JoaQM+hRxvgFgp0ZubMmVkXAciN5cuXS5IuvPDCjEuCdkXp0W716nFRhHMDQKGRYABAZ6ZOnZp1EYDcGBoa0m233UaiXUBREm0zszXu/r8NDlgv6XT0YiHPLrgg0hx6QE8g0e4eq1ev1rXXXpt1MXrexo0b9fvf/z7rYgBAJsyMJLugoqyj/aqZ7TOzrZL+r6QTCoaTlyStlLQpPI5Zx7vQ3XffrYULF2ZdDCD3GDpefGvWrMm6CJC0ZMkSLVmyJOtiAADQlkhdk+6+2cy2S3pN54aSl7txdrn7jjgKh/xZtWpV1kVAxp577jl99tlnWRcjt+jRBmgHAABEHgPs7rsVLOW1UNKgpDF3/3VsJQOQS5dccknWRcg1JkNDL+N1DwBAoOObbd39hILh4+dpdh83AHQjevKAzj377LOaNCnKwigAAORDkp9iowmeGwAAdKlLL72U0TMAgEKr26NtZm9HPGdJUn/4LwD0FIaOA4zsAACg0dDxPkkHJB2vsW+TpLE6+1YpSLIPdlo4ACgaEox8u/7667V48eKsiwEAALpco0R7zN2fr95oZrdLGmk08Vl4zEcxlA8ACoke7XzatGlT1kUAAAA9oO492u6+rs6u5c1mF3f3wwrW1AaAnkKPNgAAAKLMOv5xi8edjnBuAAAA9LiVK1fqk08+yboYABBZlER7eovHDUQ4NwAUGpOhoZeVX/eM7ECn7rnnnqyLAAAdibK81wkze7nRAWb23YjlAQAAAACg0Nru0Xb318xsnZn9QedmJT+toAd7kaQhBROp3RFrSQGgAOjRBujRBgAgytBxuftWM9so6RWdP0R8TNIud381jsIBAAAAAFA0kRJtSXL3Awp6tGVmC939RGylAoCCo0cbAACgd7V9j7aZLTSzvZXbGiXZZrbezNZEKRwAFA1DZtHL+vr6JEkDA8yHCgDobVF6tAcVDBlvyMymKxhKfkjSGTMb4b5tAL2CHm30ounTp+v73/8+XzgBAHpelET7mMIlvso91e7+vzWOe0XSfnffFh57u5mtd/efRS0sAOQdCQZ6HW0AAIAIQ8fDYeJrzeyPCnqrD5nZR2Z2Y9WhQ5J+XPF3h8Xa2gAAAACALhdlHW1JWiVpRMFyXn2SHpS0u+qYAQVDxyt9HPHxAKAQWN4LAAAAbQ8dN7OFkva6+2sVm8u92msqh5G7+/+r+nOuPAEAAAAAXS1Kj3ZJ0vEa248r6N0GgJ5HjzYAAEDvinKP9q8l7TCzaVW7dkk6KJ3t9a41G0qp3ccDgCJhIigAAABEvUd7v6SPzewPZva2mf1HUr+klWa2Idy/x8zWl/8gnKGce7QBdLULL7xQkrRgwYJsCwIAAIDMRFneS+5+wMxWStocbnre3Q+HPdl9kja5+wkze8XM1koalzTIOtoAut2UKVP09NNPq1QqZV0UAAAAZCRSoi1J7n5MwZraldtOSDpR8fvzYQ93v7vviFxKACiQmTNnZl0EAAAAZChyot2Mma13959VzU4OAAAAAEBXi3qPdiu2JnhuAAAAAAByKVKPtpm9ImmDggnQailFLRAAAAAAAEXWdqJtZj9WkGDvlnS6zmEzJD3XQbkAAAAAACikKD3a4+6+rdlBZjYU4dwAAAAAABRalHu0j7dykLtvbn4UAAAAAADdJbHJ0MxsQVLnBgAAAAAgr6Ik2vvM7Ekzu6zJcaNRCgQAAAAAQJFFuUf7lfDfETMblzRW45iSJO7RBgAAAAD0nCiJ9oOSjkg63OAYkzQepUDd5qWXXsq6CA298cYb+spXvpJ1MVCBmOQTcckfYpI/xCSfiEv+EJN8Ii75U+SYmLu39wdmR9x9ZQvH/Y+7r4tcMqTCzNzdLety4Bxikk/EJX+ISf4Qk3wiLvlDTPKJuORPkWMS5R7tTS0etzXCuQEAAAAAKLS2E213P9HioR+1e25kIt9j23sTMckn4pI/xCR/iEk+EZf8ISb5RFzyp7AxaXvoeMsnNnvd3e9I5OQAAAAAAORUw8nQzOxJSXL3/67Y9iNJ/U3OW5LU9D5uAAAAAAC6TcMebTP7oyR392sqtp1WsKTXkQbn7Zd0u7vPiKugAAAAAAAUQbPlvVbU2DbW4qzj+6IVCQAAAACA4or9Hm0zW+Du75vZwjYmTkOKzGxYwfD+8fDfMXc/kGGRupKZ7Vcw+mPU3cfMbEDSkKQV7j5hVv524kIMmzOzkqRdkg42qpuk6p0YTdRKTGg32TCz7ZJmSBoMN42m3Q6Iz/lajQltJj3he9iwpEUK6mRAQd2/7O7jNY6nrSSsnZjQVrJjZgfdfW2dfd3bTtw91h9J0yVtkLQ+7nPzE0t8dkna3mwbP7HU9VFJXvVzsNO4EMOm9T4qab+k7WGdb2xwbCL1Tow6igntJv347JJUqvh9UNIZSfvTqnPi01FMaDPpxKQkaVeN7fslHa+MV5J1TVw6igltJZs4bVRwK3Jq9ZyXmCRZqSTaOftR8C3fmTr7zlS/IfHTcX3vUvBN6XD4M9hpXIhh2zGom9QlVe/EKHpMwv20m3TjMSxpoMb2oepY0WbyF5NwO20mnbhsV5Colaq2D4ZxGU66rolL9JiE22kr6ceopOCLD0+rnvMUk5bW0Taz9Wb2XTO7qcXjL5P0YCvHIlVbJR2qs29MwZsO4vORux9y9z3hz7E6x7UTF2IYn6TqnRh1hnaTrkXuPla90d0PKRhuVzmckjaTjnZiItFm0jKm4AK+FbSVdLQTE4m2koVhSXvr7Ov6dtIw0TazBWb2BwXfROyWdNTM/k+NY540sx+Z2evh8WcUPBHky5Dqx2VMUs17J5C4duJCDOOTVL0To3QQk3hsD+9brOWIzl+qkzaTjnZi0g5i0gF3P+DufT7xXuxyPCov7GkrKWgzJu0gJjEws0EFMRivc0jXt5NmPdqHJJ2Q9LykTZL+S9I2M3tAkszsuwoKvEfBtwdrFUxG8Kq770iq0IhsUNJHdfaNibXPE2FmJTMbCifdqKWduBDD+CRV78QoBrSb1DS6EO2XdLrid9pMOtqJyVm0mcyMSNpTNQqBtpKtWjE5i7aSmqEGowakHmgndRNtM9si6ZC7r3P3H7r7a+4+omCIxrZwGPkLChLwRZL6JPW5+yR335ZC2RG/UtYF6DIzwhkPVyrohSiZ2cFwhsx2tHN8u+dGfaUcHNuLaDcpcve17r6pzu5yb0SrSjk4tvAixIQ2kwEzGwhHHhzwGjNWN1HKwbFdp4WY0FZSEtbzng5PU8rBsR1ptI72kLtPuM/a3cfN7DUFEwosdPePEysdYlPxJjKeYTF60b6KIU3HzGyXgok7FkntxYUYxiepeidGsaHdZCy8SJKCz3raTA5Ux6QKbSYlFctJzZD0tqqGqNJW0tcsJlVoKwkLRwqcrjGkv/KYUvjfusckfWwaGg0dP9Ng315JJ0iygfrcfaT6TSaczKa/4oIJQAXaTfYq1jvfVG/oJdLVKCa0mXS5+7i77w7rfbektWZ2MOty9bJWY0JbSc1GZw1xSY0T7b56O8IE+2j8xUFSKt5YShkWA4ExBbdctBUXYhifpOqdGCWKdpOe/ZJGKi+UaDOZmxCTFtBm0jEiaSjsGaWt5MN5MWkBbSUmZrZRUtP3qV5pJ1F7tJsys/Wd/D1SV1JOhln0gHaWoyip9bi0cywaKymZem/nWJyPdpOC8MJ0v7u3e29dSbSZRHQQE9pMCsIL+2NqfcmgkmgriYoQE9pKDMKRN/0xjYQqqQvaSaQe7ZDX22Fm09XD09nn2CGF96DU0K9gYgjEwMyOtvFNajtxIYbxSareiVFEtJtsmdl2SccbJHS0mZQ1iwltJj1mdrxBXZ9WMLFWKfydtpKCdmJCW0nFsIJh+6OVPwpGGKhi21B4fNe3k0aToW0KE+Z692EPmFm9ZHpAvfXCKopjCmYsrWVA0miKZel2JUnH6+wbUBCLsnbiQgzjk1S9E6PoSqLdZCIc7jdendCZ2VB4D6NEm0lVizEpiTaTuDBZa9TjOaAgVuPh77SVhEWISUm0lUSF98dPEL6XDdWYCb7724m71/yR9JmCb4P+GOHnM0k/qndufrL5CV9cZ2psLykYoVDKuozd8iNpe4MYuII3nLbjQgzbjoMrmJSjXixir3di1FFMaDfZxGSoQUx2JV3nxKejmNBm0ovJaJ3t5ToZrdhGW8lfTGgr2cVpoySvU/ex13OeYmLhA09gZkfcPdKC3uG07s+5+1NR/h7JqZisY6Ri26iCoWk1v4lC+8JvWndU1nO4/aCkYzW2txwXYtg6M3NJW73+sMtE6p0Y1dcoJrSb9JnZoKQdClYTqdSv4KJkkVf0QtBmktdOTGgz6QmvbUe8qlcuXLd5wN1XVG2nrSSsnZjQVrITzug+KqnPq2Z97/Z20ijRfsXdn498YrPn3P2HkUuGxIQv+JKCyQAWSXrbmYY/duU39fDXkoKLpFE/N+Sv+viW40IM6wvvaVylYNjQgII6OqJgspMJS3skVe/E6Jx2YkK7SZeZnVHj2VlHalzA0GYS1G5MaDPpqaprKXg/e7vehTttJXntxIS2kq5wyPiDCkbolBQM6R6TtKXqc79r20ndRBsAAAAAALSv0azjAAAAAACgTSTaAAAAAADEiEQbAAAAAIAYkWgDAAAAABAjEm0AAAAAAGJEog0AAAAAQIxItAEAAAAAiNEFWRcAAAB0PzPbJem4pEXuPpJ1eQAASBI92gCArmVmu8zsoJm5mZ0xs1Kd4/aH+93MjprZYMpFrS7PQFiOM2GCWmhmdlDSQXffI2nYzIazLlPSqmI4mnV5AADpItEGAHQtdx9x97WSDkgqSaqZtLr7JklbJB1w9xXufiy9UtYsz5i7r5A0pqDchRV+aTHg7ofCTXskHWrwJ12hIoZHJPVnXR4AQLoYOg4A6AVvK0hat5vZaJ1E+pDylxCNZV2AGAxJOlvfPThsfEz5e10BABJGjzYAoCeECd64pFczLkqvWSTpdNaFAAAgTSTaAIBeskXSoJltzLogAACge5FoAwB6hrsfUDCMmV5tAACQGO7RBgD0mi2SjprZrmb3C5vZgKT9kgYkHQonTSvvOxhul7svqnH8PkkjkjaHf7IiPHZreGx55u2SpFWStrj7eINyDFVsqrtEVsUyWuXHPHtPelX5XlYwSdxGBcO7j7v77kb1UfU4lTOHlySNh7OKl/cPSdpULnfFzNv17pGvPHf5+Z7W+fc3j1VMqqZwFvlhBbcElMLnMVJZj3HFpOo8eySNKqg7SZoRnqet+88bxaqdegAA5A+JNgCgp7j7MTPbo3MTo9WdcCzctyJMqqv3rQ0TpeEGx2+uSj73VyRX+yqSuO2SDitM/KqslDRYncSa2dFwVmtVbD+qIDksJ9YlBV8qbHL3YxXlO6ogORxy991hmbZKainRNrP9CpLCyqR3o5ntL38ZEe47FCbY/eVktoVzlxQky1urtu+XtLfq8OHKLwfC5P6EmS0s121cMamqu0EFMal87O1mdlzSinpfmFQ9n4axarMeAAA5w9BxAEAvKk+M1ur6xvWS8bcbHD+koAe10kEFiflYVTJ2QMG946VaJwuHvFf+fkjSWOUa2+H/xyp7RMPHGNXEofJjCnpj94XHjah2kj9BmIDKq3pUwzIOxLBG9pCC2FR7uaocQ5LWVtZZWKbTOtdjXSmumIwp+OKgOiblpHtHjcc+T4uxaqkeAAD5RKINAOg5YVIzImkoTNiSMF6jZ/O0pFKDYb+1loGql+QflLS94vft4bZqhxT0wDYsXyu9sKFdqt+jOqo6a5W3YUzScLj+9llhUlpZF6cV9PZX19mYgiHktSQdk1GdH5N6WolVq/UAAMghho4DAHqSu+8xsxEFyVG9xKwT9ZKh8RrbGi1/VW/fmCRVJWKLasyo3h8eN1A1TL7tZC28Z7jR345JKplZqY3E/TzhsOlDCoZRjynoWT7o7oeqeoCPSeqrKtuAgudbalC+WmqVNUpMysPAB+vdh14Rr2axaqkeAAD5RKINAOhlWyUdDIdD72l2cM6Uk8aBim176yRhtZ5blLWty0nieJPjBhQmnVG4+6aKydSGFdxPf0jSphoTnZUnIDuooEc4y97eypjUe/7leDWNVav1AADIH4aOAwB6Vjhc+ICC4c61hgjnWSn8d0wdJLVtKieSpUYHqXkiXle51zzsud3q7n0KRhz0q2JYetgzfFxBL+9Wdz+Qg+SzWY+/1GKsWq0HAEA+kWgDAHrdlvDfRhOjjdfZPlBne5zqfQFQTsSOVQwJT+p+c5UfK/zvyjqHDCq4D7qTXuWhGvclj6liqbDQq5IOVE9KpoovARK8/75eTAal8+ppgjZi1Wo9AAByiEQbANALZtTbEfaC7lbz5KVUY9uq6EVqWb1kvno5rhFJD9Y6sDxTeEx2K0j2anlQ54Zyd2LC8wiTzPGKTYOqPet7+T7t8v+T0GpM6mk1Vq3UAwAgh0i0AQBdLVyeqWESHS5vNd7gkL2qSq7C3sYx1U7A603IVW97+dy19u2t7pkNl9DqD8st6ezyUqerk+qKclaq9TgtKT9m9URe4e+nK9eoDkUZkj9cMfFa+fxDOn/UwTFVfdERlmFUycek1vPfpaA3v/qLhgnnbyNWrdQDACCHzN2zLgMAAIkIk59hBYnOMUkv1xhqXD52ozRxzeqK/cMK7pE9Hm4qJ0QHw/+PhI8xqmBodUnB5Fxb3X3MzPYr6IUdCLePuvuBMNl6MNx3TMEkWbvDx9zu7rvDBKw8XLsUlrNmz2l4vhlhOU8rSP4OhfsGKsqnsBx76z3nRqoepxQ+zp6K/dWPdUTS/hqJePV5Nyqoz3KCeTZRrzp/SefuVT5afoxwtu794Tn26tx66XHFZL+Ceh3Vud7zRZI+qoxJ+Px36dyXPEfKj1unDqtj1VI9AADyiUQbAACgReVE2923Zl0WAEB+MXQcAAAAAIAYkWgDAAAAABCjC7IuAAAAQIGU1MFkcgCA3kCPNgAAQBNmNmBmBxVMqrbSzA5WzwgOAEAZk6EBAAAAABAjerQBAAAAAIgRiTYAAAAAADEi0QYAAAAAIEYk2gAAAAAAxIhEGwAAAACAGP1/huUrrhuXGnsAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wheel.plotsnr(np.array(pr_optsnr_net0p1),np.array(pr_optsnr_net),snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": 178, "id": "f8ebe452", "metadata": {}, "outputs": [ { "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": [ "wheel.plotsnr(np.array(pr_mfsnr_net0p1),np.array(pr_mfsnr_net),snr='Optimal SNR')" ] }, { "cell_type": "markdown", "id": "3d6eeb8f", "metadata": {}, "source": [ "# Rank the posteriors according to log posterior" ] }, { "cell_type": "code", "execution_count": 137, "id": "ec65a2bb", "metadata": {}, "outputs": [], "source": [ "lp = fit.result.sample_stats.lp.stack(samples=('chain','draw'))\n", "lparg = np.argsort(lp.values)" ] }, { "cell_type": "code", "execution_count": 141, "id": "1934659b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7fc05ce93a90>]" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(rd_mfsnr[lparg])" ] }, { "cell_type": "code", "execution_count": 146, "id": "4f0828b3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4000/4000 [00:45<00:00, 88.84it/s]\n" ] } ], "source": [ "pyringloglr = []\n", "for i in tqdm(lparg):\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", " pyringloglr.append(model.log_likelihood(pyring_par))" ] }, { "cell_type": "code", "execution_count": 147, "id": "63da92e2", "metadata": {}, "outputs": [], "source": [ "snr = np.sqrt( 2 * (np.array(pyringloglr) - model.logZnoise))" ] }, { "cell_type": "code", "execution_count": 148, "id": "40a25fa7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7fc17bf10048>]" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(pyringloglr)" ] }, { "cell_type": "code", "execution_count": 149, "id": "0650bc96", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7fc17bec87f0>]" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(snr)" ] }, { "cell_type": "code", "execution_count": 152, "id": "4e24fb24", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3040, 1789, 1708, ..., 1564, 439, 1465])" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lparg" ] }, { "cell_type": "code", "execution_count": 153, "id": "3baf8e6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1465,\n", " Data variables:\n", " log_drift_unit (log_drift_unit_dim_0) float64 0.3642 -0.07093\n", " M float64 73.17\n", " chi float64 0.7367\n", " cosi float64 -0.9939\n", " iota_unit (iota_unit_dim_0) float64 -0.3248 0.9458\n", " Ax_unit (Ax_unit_dim_0) float64 0.2065 0.006218\n", " Ay_unit (Ay_unit_dim_0) float64 0.2841 -0.3736\n", " dts (dts_dim_0) float64 -5.079e-07\n", " df (df_dim_0) float64 0.2558 0.0445\n", " dtau (dtau_dim_0) float64 -0.1428 0.1151\n", " drift (drift_dim_0) float64 1.0 1.0\n", " gamma (gamma_dim_0) float64 219.8 664.0\n", " f (f_dim_0) float64 242.9 238.4\n", " h_det_mode (h_det_mode_dim_0, h_det_mode_dim_1, h_det_mode_dim_2) float64 ...\n", " h_det (h_det_dim_0, h_det_dim_1) float64 1.635e-21 ... 5.686e-41\n", " A (A_dim_0) float64 1.756e-21 1.868e-21\n", " phi (phi_dim_0) float64 0.9423 -1.554\n", " tau (tau_dim_0) float64 0.004549 0.001506\n", " Q (Q_dim_0) float64 3.472 1.128\n", " Ap (Ap_dim_0) float64 3.491e-21 3.714e-21\n", " Ac (Ac_dim_0) float64 -3.491e-21 -3.714e-21\n", " ellip float64 -1.0)" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit.draw_sample(map=True)" ] }, { "cell_type": "code", "execution_count": 159, "id": "6dcc3ce0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7fc17bd12128>]" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lp[lparg])\n", "plt.plot(np.array(pyringloglr)+(np.median(lp)-np.median(pyringloglr)),zorder=-1)\n", "#plt.plot(np.array(pyringloglr) - model.logZnoise)" ] }, { "cell_type": "code", "execution_count": 164, "id": "4fc6ec0d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7fc17bc012b0>]" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(np.array(pr_mfsnr_net)[lparg])" ] }, { "cell_type": "code", "execution_count": 179, "id": "43d80c54", "metadata": {}, "outputs": [], "source": [ "mfsnrarg = np.argsort(rd_mfsnr)" ] }, { "cell_type": "code", "execution_count": 192, "id": "24f213ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x7fc05cffacf8>" ] }, "execution_count": 192, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 735.243x454.405 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(rd_mfsnr[mfsnrarg],label='Ringdown',alpha=0.5,zorder=9)\n", "plt.plot(rd_mfsnr_0p1[mfsnrarg],label='Ringdown 0.1s',ls='--',zorder=9)\n", "plt.plot(np.array(pr_mfsnr_net)[mfsnrarg],alpha=0.8,label='0.2s')\n", "plt.plot(np.array(pr_mfsnr_net0p1)[mfsnrarg],alpha=0.8,label='0.1s')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 187, "id": "ad5c0662", "metadata": {}, "outputs": [], "source": [ "fit0p1 = rd.Fit(model='mchi_aligned')\n", "#fit.result = az.from_netcdf('/work/yifan.wang/ringdown/GW150914/maxisi-data-release/my_gw150914_fit.nc')\n", "for s in raw_strain.values():\n", " fit0p1.add_data(s)\n", "T = 0.1\n", "srate = 2048\n", "fit0p1.set_target(1126259462.4083147, ra=1.95, dec=-1.27, psi=0.82, duration=T)\n", "\n", "# condition data\n", "fit0p1.condition_data(ds=int(round(raw_strain[ifos[0]].fsamp/srate)), flow=20)\n", "fit0p1.compute_acfs()" ] }, { "cell_type": "code", "execution_count": 188, "id": "6ba8e1ef", "metadata": {}, "outputs": [], "source": [ "fit0p1.result = az.from_netcdf('/work/yifan.wang/ringdown/GW150914/maxisi-data-release/my_gw150914_fit.nc')\n", "rd_mfsnr_0p1 = fit0p1.compute_posterior_snrs(optimal=False,network=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "d45a3029", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "94247621", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "425918d3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "bc4daedb", "metadata": {}, "outputs": [], "source": [ "pr_optsnr_netafp,pr_mfsnr_netafp = wheel.compute_pyring_snr(\n", " model,M,chi,A,phi,network=True,acf_from_psd=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "782c69b6", "metadata": { "scrolled": true }, "outputs": [], "source": [ "pr_optsnr_nonet, pr_mfsnr_nonet = pyring_wheel.compute_pyring_snr(\n", " model,M,chi,A,phi,network=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "2947a985", "metadata": {}, "outputs": [], "source": [ "pyring_wheel.plotsnr(rd_optsnr,pr_optsnr_netafp,snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": null, "id": "c56eabbe", "metadata": {}, "outputs": [], "source": [ "pyring_wheel.plotsnr(rd_mfsnr,pr_mfsnr_netafp,snr='Matched-Filter SNR')" ] }, { "cell_type": "markdown", "id": "e2e1020c", "metadata": {}, "source": [ "# Plot H1 SNR" ] }, { "cell_type": "code", "execution_count": null, "id": "e6de66e0", "metadata": {}, "outputs": [], "source": [ "plotsnr(rd_optsnr_nonet[0],pr_optsnr_nonet['H1'],snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": null, "id": "0321a246", "metadata": {}, "outputs": [], "source": [ "plotsnr(rd_mfsnr_nonet[0],pr_mfsnr_nonet['H1'],snr='Matched-Filter SNR')" ] }, { "cell_type": "markdown", "id": "ccedb079", "metadata": {}, "source": [ "# Plot L1 SNR" ] }, { "cell_type": "code", "execution_count": null, "id": "ccdaf2d4", "metadata": {}, "outputs": [], "source": [ "plotsnr(rd_optsnr_nonet[1],pr_optsnr_nonet['L1'],snr='Optimal SNR')" ] }, { "cell_type": "code", "execution_count": null, "id": "974ad32a", "metadata": {}, "outputs": [], "source": [ "plotsnr(rd_mfsnr_nonet[1],pr_mfsnr_nonet['L1'],snr='Matched-Filter SNR')" ] }, { "cell_type": "code", "execution_count": null, "id": "6689abf8", "metadata": {}, "outputs": [], "source": [ "model.time_delay" ] }, { "cell_type": "markdown", "id": "a2435962", "metadata": {}, "source": [ "# Compute MF SNR for a single sample but with different srate and duration and data conditioning" ] }, { "cell_type": "code", "execution_count": null, "id": "28b0ceac", "metadata": { "scrolled": true }, "outputs": [], "source": [ "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':2038,\n", " 'sampling-rate': 4096, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*4096)})\n", "model1 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)\n", "\n", "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':1024,\n", " 'sampling-rate': 4096, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*4096)})\n", "model2 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)\n", "\n", "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':512,\n", " 'sampling-rate': 4096, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*4096)})\n", "model3 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)\n", "\n", "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':2038,\n", " 'sampling-rate': 16384, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*16384)})\n", "model4 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "ca018493", "metadata": {}, "outputs": [], "source": [ "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':2038,\n", " 'sampling-rate': 4096, \n", " 'analysis-duration': 0.2, \n", " 'analysis-duration-n': int(0.2*4096)})\n", "model5 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)\n", "\n", "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':2038,\n", " 'sampling-rate': 4096, \n", " 'analysis-duration': 0.4, \n", " 'analysis-duration-n': int(0.4*4096)})\n", "model6 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "9e471d18", "metadata": {}, "outputs": [], "source": [ "pr1 = pyring_wheel(model1)\n", "pr1.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "8335d4c5", "metadata": {}, "outputs": [], "source": [ "pr2 = pyring_wheel(model2)\n", "pr2.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "270747c5", "metadata": {}, "outputs": [], "source": [ "pr3 = pyring_wheel(model3)\n", "pr3.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "bf4f3ff3", "metadata": {}, "outputs": [], "source": [ "pr4 = pyring_wheel(model4)\n", "pr4.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "18eb0a9e", "metadata": {}, "outputs": [], "source": [ "pr5 = pyring_wheel(model5)\n", "pr5.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "2f7cdc9d", "metadata": {}, "outputs": [], "source": [ "pr6 = pyring_wheel(model6)\n", "pr6.mfsnr(pyring_par)" ] }, { "cell_type": "markdown", "id": "68aaf70d", "metadata": {}, "source": [ "# How about 8192 Hz" ] }, { "cell_type": "code", "execution_count": null, "id": "08836994", "metadata": {}, "outputs": [], "source": [ "test_par = input_par\n", "test_par.update({'f-min-bp':20,\n", " 'f-max-bp':1024,\n", " 'sampling-rate': 8192, \n", " 'analysis-duration': 0.1, \n", " 'analysis-duration-n': int(0.1*8192)})\n", "model11 = pyRing.KerrModel(modes=input_par['kerr-modes'],**test_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "2a3021e4", "metadata": {}, "outputs": [], "source": [ "pr11 = pyring_wheel(model11)\n", "pr11.mfsnr(pyring_par)" ] }, { "cell_type": "code", "execution_count": null, "id": "b6edcf93", "metadata": {}, "outputs": [], "source": [ "pyring_par" ] }, { "cell_type": "markdown", "id": "16da3744", "metadata": {}, "source": [ "# Plot the waveforms" ] }, { "cell_type": "code", "execution_count": null, "id": "610c96be", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "0d771dd8", "metadata": { "scrolled": false }, "outputs": [], "source": [ "for i in range(1):\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", " \n", " result = pyring_wheel(model,pyring_par)\n", " plt.figure(figsize=[16,10])\n", " \n", " plt.plot(model.tevent+time_array['H1']+dt['H1'],result.hstrain['H1'],ls='--',marker='o',ms=5,label='pyring H1')\n", " plt.plot(fit.analysis_data['H1'].index,hs[0,:,i],alpha=0.5,lw=2,marker='o',ms=5,label='ringdown h_det H1')\n", " \n", " plt.plot(model.tevent+time_array['L1']+dt['L1'],result.hstrain['L1'],ls='--',marker='o',ms=5,label='pyring L1')\n", " plt.plot(fit.analysis_data['L1'].index,hs[1,:,i],alpha=0.5,lw=2,marker='o',ms=5,label='ringdown h_det L1')\n", " \n", " plt.xlim(fit.analysis_data['H1'].index[0]-0.02,fit.analysis_data['H1'].index[0]+0.05)\n", " plt.legend(loc='best')" ] }, { "cell_type": "code", "execution_count": null, "id": "b189b3fc", "metadata": {}, "outputs": [], "source": [ "fit.analysis_data['H1'].index[0]" ] }, { "cell_type": "markdown", "id": "b6c4184c", "metadata": {}, "source": [ "# Evidence that maybe the data conditioning make the difference here\n", "\n", "PyRing data conditioning: \n", "\n", "Band pass: [20,1014] Hz\n", "\n", "sampling rate: 2048 Hz" ] }, { "cell_type": "code", "execution_count": null, "id": "defde210", "metadata": {}, "outputs": [], "source": [ "fit.analysis_data" ] }, { "cell_type": "code", "execution_count": null, "id": "f5c16706", "metadata": {}, "outputs": [], "source": [ "plt.hist(A[1][:].values*prefactor/1e-21,bins=np.linspace(0,50,100),density=True)\n", "plt.axhline(0.02,ls='--')" ] } ], "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 }