{ "metadata": { "name": "", "signature": "sha256:f734eb92afb29f36a88481815a6dee062ebb97864f0113bf1752c80f88e9ceaf" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will load data, perform a tidal analyis, compare with observations, plot the results, and save the analysis in a spreadsheet. Eight Tidal Constituents: M2, K1, O1, S2, P1, N2, Q1 and K2 are considered." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# imports\n", "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "import numpy as np\n", "import netCDF4 as NC\n", "from scipy.optimize import curve_fit\n", "from salishsea_tools import tidetools\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import bathy_tools\n", "import collections\n", "import pandas as pd\n", "import csv\n", "import math\n", "\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 162 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Run Details" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's define the run that we will be analyzing. We can analyze a different run by changing runname in the cell below. A spreadsheet called tide_runs.ods contains a list of runs that we can look at." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pathname for data - all of the tide runs are stored in this directory\n", "#path = '/data/nsoontie/MEOPAR/SalishSea/results/tides/'\n", "path = '../../myResults/'\n", "\n", "#the run we want to analyze\n", "#runname = 'corr15'\n", "runname = 'topogbottfric'\n", "\n", "#joining the two string together\n", "name = path +runname +'/'\n", "\n", "print name" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "../../myResults/topogbottfric/\n" ] } ], "prompt_number": 240 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also load the bathymetry data in case we want to look at that. The package **tidetools** has a function get_SS_bathy_data() that returns bathymetry and grid data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# grid\n", "grid = NC.Dataset('../../nemo-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 164 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Observations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Next, we can load some observations from a text file: /data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv Note: This file contains a mix of M2/K1 measurements from Foreman et al (1995), US tidal harmonics, Foreman et al (2004) and Foreman et al (2012) (for Northern tides).\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '/data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv'\n", "filename = '../compare_tides/obs_tidal_wlev_const_all.csv'\n", "\n", "harm_obs = pd.read_csv(filename,sep=';',header=0)\n", "harm_obs = harm_obs.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'M2 amp': 'M2_amp', 'M2 phase (deg UT)': 'M2_pha',\n", " 'K1 amp': 'K1_amp', 'K1 phase (deg UT)': 'K1_pha'})\n", "print harm_obs" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon M2_amp M2_pha K1_amp K1_pha\n", "0 Sooke 48.36700 123.7330 43.8 282.7 56.9 266.4\n", "1 Port Angeles 48.12500 123.4400 51.8 307.4 66.9 261.4\n", "2 Pedder Bay 48.33100 123.5490 34.2 308.0 62.7 269.0\n", "3 Esquimalt 48.43300 123.4330 36.7 317.1 64.3 268.1\n", "4 Clover Point 48.40500 123.3470 40.3 320.3 64.2 269.8\n", "5 Victoria 48.41700 123.3670 37.3 316.1 62.7 269.2\n", "6 Finnerty Cove 48.47300 123.2950 44.7 357.7 70.8 277.5\n", "7 Port Townsend 48.14500 122.7550 65.2 350.0 75.0 270.8\n", "8 Sidney 48.65000 123.4000 55.4 5.9 76.7 277.6\n", "9 Patricia Bay 48.65000 123.4500 60.3 14.4 76.0 281.3\n", "10 Maple Bay 48.81700 123.6170 68.5 17.0 79.3 281.2\n", "11 Fulford Harbour 48.76700 123.4500 58.2 12.7 75.3 280.0\n", "12 Ladysmith 48.98300 123.8000 70.8 16.3 79.8 281.8\n", "13 Patos Island 48.78300 122.9670 68.0 25.0 79.0 285.6\n", "14 Tumbo Channel 48.79200 123.1080 72.6 31.0 81.1 286.9\n", "15 Whaler Bay 48.88500 123.3250 83.4 32.9 84.7 287.5\n", "16 Silva Bay 49.15300 123.7000 92.2 32.0 86.5 286.7\n", "17 Ferndale 48.83300 122.7170 72.3 23.8 80.1 283.6\n", "18 Blaine 48.99000 122.7600 77.4 25.1 82.3 284.3\n", "19 Tsawwassen 48.99000 123.1330 81.1 27.8 83.4 284.8\n", "20 Sandheads 49.10000 123.3000 86.9 30.9 83.7 286.5\n", "21 Point Grey 49.25000 123.2670 94.5 33.9 90.6 287.0\n", "22 Point Atkinson 49.33300 123.2500 91.8 31.2 86.2 286.1\n", "23 Squamish 49.70000 123.1500 94.2 31.2 87.4 286.8\n", "24 Gibsons Landing 49.40000 123.5000 94.7 30.1 87.2 285.2\n", "25 Halfmoon Bay 49.51700 123.9170 96.4 31.5 88.0 285.8\n", "26 Irvines Landing 49.63300 124.0500 98.8 31.9 88.0 286.7\n", "27 Winchelsea 49.30000 124.0830 95.2 32.6 87.5 286.7\n", "28 Northwest Bay 49.30000 124.2000 95.6 32.7 87.2 286.7\n", "29 Cherry Point 48.86300 122.7570 73.2 21.8 81.5 281.9\n", ".. ... ... ... ... ... ... ...\n", "47 Sneeoosh Point 48.40000 122.5467 102.6 18.3 78.4 282.0\n", "48 Turner Bay 48.44500 122.5550 94.4 16.7 75.4 281.4\n", "49 Armitage Island 48.53500 122.7967 57.3 0.5 75.6 276.4\n", "50 Friday Harbour 48.54670 123.0100 56.5 9.7 75.8 278.8\n", "51 Richardson 48.44670 122.9000 52.2 340.1 71.3 270.9\n", "52 Cherry Point 48.86330 122.7567 73.4 22.8 81.7 282.8\n", "53 Blaine 48.99167 122.7650 76.3 24.8 78.4 286.3\n", "54 Port Renfrew 48.55000 124.4300 70.8 241.1 45.3 254.1\n", "55 Little River 49.74000 124.9200 99.4 32.9 90.2 287.0\n", "56 Twin Islets 50.03000 124.9300 101.3 35.4 90.4 287.5\n", "57 Campbell River 50.04000 125.2400 82.5 18.4 84.6 284.0\n", "58 Seymour Narrows 50.13000 125.3400 94.6 320.1 69.2 272.1\n", "59 Owen Bay 50.31000 125.2200 85.0 319.9 67.8 272.7\n", "60 Big Bay 50.36000 125.1300 75.5 14.9 83.3 283.5\n", "61 Chatham Point 50.33000 125.4400 90.3 305.1 65.4 270.5\n", "62 Yorke Island 50.44000 125.9700 117.1 271.8 55.8 260.0\n", "63 Powell River 49.86000 124.5500 100.7 34.3 90.4 286.6\n", "64 Lund 49.98000 124.7600 102.2 35.4 88.9 287.9\n", "65 Nymphe Cove 50.13000 125.3600 61.5 350.4 77.0 279.9\n", "66 Brown Bay 50.16000 125.3700 93.5 315.9 67.9 270.1\n", "67 Maude Island E 50.13000 125.3300 55.6 7.4 81.1 283.9\n", "68 Welsford Island 50.22000 125.1300 99.4 35.1 91.1 286.9\n", "69 Redonda Bay 50.26000 124.9900 97.5 36.7 87.1 287.4\n", "70 Channel Islands 50.31000 124.7500 102.6 35.9 89.9 288.0\n", "71 Turnback Point 50.42000 125.1200 102.0 37.0 91.7 287.6\n", "72 Orford Bay 50.59000 124.8600 101.5 37.2 90.3 288.1\n", "73 Waddington Harbour 50.87000 124.8700 103.4 38.0 89.2 288.2\n", "74 Shoal Bay 50.46000 125.3600 89.9 307.5 66.6 269.6\n", "75 Kelsey Bay 50.39000 125.9600 117.0 276.3 57.7 261.4\n", "76 Tacoma 47.26670 122.4133 113.9 11.8 83.8 277.9\n", "\n", "[77 rows x 7 columns]\n" ] } ], "prompt_number": 165 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a list of observations that we can compare with our model output. Now we have a struc object called harm_obs that contains the data printed above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '../Idalia/other_constituents.csv'\n", "\n", "harm_other = pd.read_csv(filename,sep=',',header=0)\n", "harm_other = harm_other.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'O1 amp': 'O1_amp', 'O1 phase (deg UT)': 'O1_pha',\n", " 'P1 amp': 'P1_amp', 'P1 phase (deg UT)': 'P1_pha',\n", " 'Q1 amp': 'Q1_amp', 'Q1 phase (deg UT)': 'Q1_pha',\n", " 'S2 amp': 'S2_amp', 'S2 phase (deg UT)': 'S2_pha',\n", " 'N2 amp': 'N2_amp', 'N2 phase (deg UT)': 'N2_pha',\n", " 'K2 amp': 'K2_amp', 'K2 phase (deg UT)': 'K2_pha'})\n", "print harm_other" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon O1_amp O1_pha P1_amp P1_pha \\\n", "0 Neah Bay 48.385 -124.616 30.90 231.50 15.50 244.60 \n", "1 Port Renfrew 48.537 -124.476 28.30 234.80 14.07 250.60 \n", "2 Port Angeles 48.129 -123.400 39.10 241.60 20.70 259.40 \n", "3 Victoria 48.413 -123.399 37.00 247.80 19.70 264.60 \n", "4 Port Townsend 48.112 -122.758 45.00 249.90 23.90 268.40 \n", "5 Bangor 47.748 -122.727 46.60 251.90 26.00 273.90 \n", "6 Seattle 47.605 -122.338 45.80 255.40 25.20 274.50 \n", "7 Tacoma 47.267 -122.413 45.90 255.10 25.50 277.20 \n", "8 Cherry Point 48.863 -122.758 45.60 260.00 25.60 281.40 \n", "9 Friday Harbor 48.540 -123.010 42.30 256.40 23.60 274.90 \n", "10 Hanbury Point 48.580 -123.172 43.60 253.60 23.40 271.40 \n", "11 Sidney 48.658 -123.383 44.40 255.80 24.20 275.20 \n", "12 Fulford Harbour 48.765 -123.453 43.00 257.80 23.40 277.80 \n", "13 Patos Island 48.783 -122.967 45.50 262.10 24.50 284.60 \n", "14 Tsawwassen 48.991 -123.137 47.20 261.80 25.90 282.60 \n", "15 Point Atkinson 49.334 -123.250 48.30 263.20 26.80 283.10 \n", "16 Winchelsea Islands 49.300 -124.083 47.70 263.50 27.40 286.20 \n", "17 Little River 49.744 -124.918 49.26 263.94 28.62 285.67 \n", "18 Twin Islets 50.029 -124.936 49.29 264.24 28.62 286.97 \n", "19 Campbell River 50.042 -125.247 48.46 263.74 24.60 280.57 \n", "20 Seymour Narrows 50.135 -125.347 41.27 254.54 21.28 271.47 \n", "21 Owen Bay 50.311 -125.223 38.19 251.34 20.97 267.47 \n", "22 Big Bay 50.394 -125.136 46.63 262.44 25.33 282.07 \n", "23 Chatham Point 50.332 -125.441 37.46 249.04 20.39 265.97 \n", "24 Yorke Island 50.444 -125.975 32.16 241.04 17.10 257.67 \n", "25 Alert Bay 50.588 -126.937 30.60 239.84 16.00 251.77 \n", "26 Port Hardy 50.720 -127.476 29.70 233.50 15.40 245.50 \n", "27 Montagu Point 50.639 -126.213 31.10 237.60 16.60 251.30 \n", "28 Siwash Bay 50.680 -125.763 31.30 239.40 17.10 253.20 \n", "29 Winter Harbour 50.490 -128.044 27.26 231.20 13.39 242.90 \n", "30 Bella Bella 52.177 -128.111 27.80 236.20 14.20 247.20 \n", "31 Tofino 49.144 -125.937 24.50 227.20 12.30 237.90 \n", "\n", " Q1_amp Q1_pha S2_amp S2_pha N2_amp N2_pha K2_amp K2_pha \n", "0 5.50 222.10 22.80 272.6 16.60 222.80 6.00 266.40 \n", "1 5.04 225.90 21.04 268.7 15.15 217.30 4.92 263.10 \n", "2 6.60 232.80 14.60 326.4 11.60 280.10 2.70 332.70 \n", "3 6.10 236.00 10.20 332.8 9.10 292.00 2.00 341.90 \n", "4 7.40 243.60 16.80 13.0 14.20 321.80 5.00 18.30 \n", "5 8.00 247.20 25.70 29.5 20.80 333.50 7.30 28.50 \n", "6 7.50 250.60 25.80 37.9 21.20 340.20 7.20 36.50 \n", "7 7.60 250.60 28.20 37.8 22.50 341.20 8.20 39.60 \n", "8 7.60 253.20 17.90 50.3 15.40 354.50 5.00 50.50 \n", "9 6.80 244.00 13.30 34.9 12.20 341.30 3.50 40.60 \n", "10 7.50 247.00 12.70 18.0 11.30 324.90 3.80 37.90 \n", "11 7.50 247.00 13.20 26.8 12.00 334.60 3.80 37.90 \n", "12 7.00 251.60 13.90 37.2 11.90 342.60 3.90 40.00 \n", "13 7.80 253.20 16.70 54.8 14.30 354.20 4.90 58.50 \n", "14 6.90 258.50 20.00 55.0 17.20 0.20 5.60 59.40 \n", "15 7.70 258.80 22.90 59.9 18.40 2.90 6.20 59.90 \n", "16 8.00 257.40 23.60 62.0 20.60 5.60 6.40 64.60 \n", "17 8.38 257.20 25.02 61.6 21.64 5.42 6.80 62.56 \n", "18 7.89 258.59 25.82 64.8 21.82 9.12 6.92 63.66 \n", "19 8.08 252.39 20.27 43.6 19.20 2.82 5.42 49.76 \n", "20 7.25 244.99 30.27 339.6 20.48 290.52 8.29 333.06 \n", "21 6.37 244.89 27.52 339.6 17.89 290.92 6.89 335.26 \n", "22 8.20 224.79 19.29 35.3 15.94 346.02 4.72 35.56 \n", "23 5.82 243.69 29.44 326.8 19.57 276.22 8.05 322.36 \n", "24 5.33 234.89 38.56 301.2 25.73 248.12 10.70 293.76 \n", "25 5.18 231.09 40.63 290.0 26.97 237.72 11.19 279.96 \n", "26 5.00 224.30 42.00 281.4 27.30 227.80 10.90 276.20 \n", "27 5.20 230.40 49.60 292.7 31.60 238.70 12.50 285.50 \n", "28 5.20 232.50 50.60 296.7 32.70 242.50 14.00 290.00 \n", "29 4.89 224.50 29.55 273.1 20.74 219.00 7.87 265.80 \n", "30 4.90 225.60 40.10 280.0 27.10 227.50 10.90 271.10 \n", "31 4.40 219.60 27.90 269.5 20.30 215.60 7.60 261.60 \n" ] } ], "prompt_number": 166 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don't have model output at all of the above locations. The model outputs are listed below. There is a location.nc file in the run directory for each of the stations listed below." ] }, { "cell_type": "code", "collapsed": false, "input": [ " stations = ['PortRenfrew','SheringhamPoint','PedderBay', 'Esquimalt',\n", " 'Victoria','CloverPoint','FinnertyCove', 'FulfordHarbour',\n", " 'TumboChannel','PatosIsland','WhalerBay', 'Tsawwassen',\n", " 'Sandheads', 'PointGrey','PointAtkinson','GibsonsLanding', 'WinchelseaIs',\n", " 'HalfmoonBay','IrvinesLanding','PowellRiver', 'LittleRiver', 'Lund',\n", " 'TwinIslets','CampbellRiver','MaudeIslandE', 'NympheCove',\n", " 'SeymourNarrows','BrownBay','ChathamPoint','KelseyBay','YorkeIsland']\n", "numsta=len(stations)\n", "#again with spaces because the text file likes that\n", "stations_obs = ['Port Renfrew','Sheringham Point','Pedder Bay', 'Esquimalt',\n", " 'Victoria','Clover Point','Finnerty Cove', 'Fulford Harbour',\n", " 'Tumbo Channel','Patos Island','Whaler Bay', 'Tsawwassen',\n", " 'Sandheads', 'Point Grey','Point Atkinson','Gibsons Landing', 'Winchelsea',\n", " 'Halfmoon Bay','Irvines Landing','Powell River', 'Little River', 'Lund',\n", " 'Twin Islets','Campbell River','Maude Island E', 'Nymphe Cove',\n", " 'Seymour Narrows','Brown Bay','Chatham Point','Kelsey Bay','Yorke Island']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 241 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can plot these locations on a map of our domain." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1, 1, figsize=(8, 10))\n", "ax.pcolormesh(X,Y,bathy,cmap='winter_r')\n", "\n", "for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " ax.plot(lon,lat,'.k',label=location)\n", " ax.annotate(stn, xy = (lon,lat), xytext = (5,5),ha = 'right', va = 'bottom',\n", " textcoords = 'offset points')\n", " print stn, location\n", " \n", "ax.axis([-126.1,-122,47,51])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 Port Renfrew\n", "1 Sheringham Point\n", "2 Pedder Bay\n", "3 Esquimalt\n", "4 Victoria\n", "5 Clover Point\n", "6 Finnerty Cove\n", "7 Fulford Harbour\n", "8 Tumbo Channel\n", "9 Patos Island\n", "10 Whaler Bay\n", "11 Tsawwassen\n", "12 Sandheads\n", "13 Point Grey\n", "14 Point Atkinson\n", "15 Gibsons Landing\n", "16 Winchelsea\n", "17 Halfmoon Bay\n", "18 Irvines Landing\n", "19 Powell River\n", "20 Little River\n", "21 Lund\n", "22 Twin Islets\n", "23 Campbell River\n", "24" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Maude Island E\n", "25 Nymphe Cove\n", "26 Seymour Narrows\n", "27 Brown Bay\n", "28 Chatham Point\n", "29 Kelsey Bay\n", "30 Yorke Island\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 168, "text": [ "[-126.1, -122, 47, 51]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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JJUBFUZQegAr3bsJHH33EK6+8wjfffMP4C/8NH/0VktMgWA7GQ3JyMk8//TQ3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L54zOcbfC2bmCon9rP5pqbuO+q6COhOeM8vneR9FRqaLRCRYOuB7Px57Uty3xU8+e9b7Pc+d2PM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"text": [ "" ] } ], "prompt_number": 168 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: Some day it would be worthwhile to place the numbers more carefully so that they don't overlap." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tidal Harmonics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a way of determing the amplitude and phase of M2/K1/O1/S2 from our model output. We will do this by fitting our model water levels to cosine curves with the known frequency of M2/K1/O1/S2." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#constants and fitting\n", "# M2\n", "M2freq = 28.984106 # degrees per hour\n", "M2freq = M2freq*np.pi/180. # radians per hour\n", "#K1\n", "K1freq = 15.041069*np.pi/180.\n", "#O1\n", "O1freq = 13.943036*np.pi/180.\n", "#S2\n", "S2freq = 30.000002*np.pi/180.\n", "#P1\n", "P1freq = 14.958932*np.pi/180.\n", "#N2\n", "N2freq = 28.439730*np.pi/180.\n", "#Q1\n", "Q1freq = 13.398661*np.pi/180.\n", "#K2\n", "K2freq = 30.082138*np.pi/180.\n", "\n", "# initial phase calculation\n", "# our start is currently Oct 26, 2002\n", "# data for phase output from bdytides.F90; found in ocean.output\n", "K1ft = 1.050578\n", "K1uvt = 296.314842\n", "M2ft = 0.987843\n", "M2uvt = 245.888564\n", "O1ft = 1.081364\n", "O1uvt = 312.950020\n", "S2ft = 1.0\n", "S2uvt = 0.0\n", "P1ft = 1.0\n", "P1uvt = 55.79460\n", "N2ft = 0.98784\n", "N2uvt = 353.570277\n", "Q1ft = 1.081364\n", "Q1uvt = 60.631733\n", "K2ft = 1.114095\n", "K2uvt = 52.129248\n", "\n", "# for start of Apr 21, 2003\n", "new = 'true'\n", "if new == 'true':\n", "\n", " K1ft = 1.065505\n", " K1uvt = 111.481741\n", " M2ft = 0.982328\n", " M2uvt = 250.506179\n", " O1ft = 1.105495\n", " O1uvt = 142.040782\n", " S2ft = 1.000000 \n", " S2uvt = 0.000000\n", " P1ft = 1.000000\n", " P1uvt = 241.335269\n", " N2ft = 0.982328\n", " N2uvt = 205.684028\n", " Q1ft = 1.105495 \n", " Q1uvt = 97.218631\n", " K2ft = 1.159036 \n", " K2uvt = 42.361669\n", "\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 242 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fit\n", "def double(x, M2amp, M2pha, K1amp, K1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 170 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 3 frequencies\n", "def triple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 171 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 4 frequencies\n", "def quad(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 172 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 6 frequencies\n", "def sextuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 173 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 8 frequencies\n", "def octuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha, Q1amp, Q1pha, K2amp, K2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.)+\n", " Q1amp*np.cos(Q1freq*x-Q1pha*np.pi/180.)+\n", " K2amp*np.cos(K2freq*x-K2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 174 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply this fit to our model output." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1,1,figsize=(12,5))\n", "for stn in (0,4,14,23):\n", " print stations[stn]\n", " fT1 = NC.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", " ax.plot(time,ssh)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "PortRenfrew\n", "Victoria" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "PointAtkinson" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "CampbellRiver" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XRv6r6JsmrjBNjCxLSCCPwhDLaQoty+AIJrtvWhbaWYZVQYH8QP69F1ZWat3L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esdgOnMbTiHffvfrh0oP04BIG2cqASSp58MBpzi/TDvYastY21EGwIdGYJAdEbcvkMOKnf/py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"text": [ "" ] } ], "prompt_number": 243 }, { "cell_type": "code", "collapsed": false, "input": [ "print ssh.shape\n", "print 25*48*2, 30*24*4" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(3840,)\n", "2400 2880\n" ] } ], "prompt_number": 244 }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=[]; M2_pha=[]; K1_amp=[]; K1_pha=[]\n", "O1_amp=[]; O1_pha=[]; S2_amp=[]; S2_pha=[]\n", "P1_amp=[]; P1_pha=[]; N2_amp=[]; N2_pha=[]\n", "Q1_amp=[]; Q1_pha=[]; K2_amp=[]; K2_pha=[]\n", "\n", "M2_amp_obs=np.zeros(numsta); M2_pha_obs=np.zeros(numsta)\n", "K1_amp_obs=np.zeros(numsta); K1_pha_obs=np.zeros(numsta)\n", "O1_amp_obs=np.zeros(numsta); O1_pha_obs=np.zeros(numsta)\n", "S2_amp_obs=np.zeros(numsta); S2_pha_obs=np.zeros(numsta)\n", "P1_amp_obs=np.zeros(numsta); P1_pha_obs=np.zeros(numsta)\n", "N2_amp_obs=np.zeros(numsta); N2_pha_obs=np.zeros(numsta)\n", "Q1_amp_obs=np.zeros(numsta); Q1_pha_obs=np.zeros(numsta)\n", "K2_amp_obs=np.zeros(numsta); K2_pha_obs=np.zeros(numsta)\n", "\n", "ts = 240\n", "te = ssh.shape[0]\n", "\n", " \n", "for stn in range(numsta):\n", " fT1 = NC.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", "\n", " fitted, cov = curve_fit(octuple,time[ts:te],ssh[ts:te]) \n", " if fitted[0] < 0:\n", " fitted[0] = -fitted[0]\n", " fitted[1] = fitted[1]+180\n", "\n", " M2_amp.append(fitted[0]*M2ft)\n", " pha = fitted[1]+M2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " elif pha < 0:\n", " pha = pha+360\n", " if stn == 6:\n", " print pha\n", " M2_pha.append(pha)\n", "\n", " if fitted[2] < 0:\n", " fitted[2] = - fitted[2]\n", " fitted[3] = fitted[3] + 180\n", " K1_amp.append(fitted[2]*K1ft)\n", " pha = fitted[3] + K1uvt\n", " if pha > 360:\n", " pha = pha-360\n", " K1_pha.append(pha) \n", " \n", " if fitted[4] < 0:\n", " fitted[4] = -fitted[4]\n", " fitted[5] = fitted[5]+180\n", " O1_amp.append(fitted[4]*O1ft)\n", " pha= fitted[5]+O1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " O1_pha.append(pha) \n", " \n", " if fitted[6] < 0:\n", " fitted[6] = -fitted[6]\n", " fitted[7] = fitted[7]+180\n", " S2_amp.append(fitted[6]*S2ft)\n", " pha= fitted[7]+S2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " S2_pha.append(pha) \n", " \n", " if fitted[8] < 0:\n", " fitted[8] = -fitted[8]\n", " fitted[9] = fitted[9]+180\n", " P1_amp.append(fitted[8]*P1ft)\n", " pha= fitted[9]+P1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " P1_pha.append(pha) \n", " \n", " if fitted[10] < 0:\n", " fitted[10] = -fitted[10]\n", " fitted[11] = fitted[11]+180\n", " N2_amp.append(fitted[10]*N2ft)\n", " pha= fitted[11]+N2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " N2_pha.append(pha) \n", " \n", " if fitted[12] < 0:\n", " fitted[12] = -fitted[12]\n", " fitted[13] = fitted[13]+180\n", " Q1_amp.append(fitted[12]*Q1ft)\n", " pha= fitted[13]+Q1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " Q1_pha.append(pha) \n", " \n", " if fitted[14] < 0:\n", " fitted[14] = -fitted[14]\n", " fitted[15] = fitted[15]+180\n", " K2_amp.append(fitted[14]*K2ft)\n", " pha= fitted[15]+K2uvt\n", " if pha > 360:\n", " pha = pha-360\n", " if pha < 0:\n", " pha = pha + 360\n", " K2_pha.append(pha) \n", "\n", " #now the observations\n", " location=stations_obs[stn]\n", " M2_amp_obs[stn]=harm_obs.M2_amp[harm_obs.site==location]/100\n", " M2_pha_obs[stn]=harm_obs.M2_pha[harm_obs.site==location]\n", " K1_amp_obs[stn]=harm_obs.K1_amp[harm_obs.site==location]/100\n", " K1_pha_obs[stn]=harm_obs.K1_pha[harm_obs.site==location]\n", " \n", " #O1/S2/P1/N2/Q1/K2 are in the other file\n", " if (harm_other.site==location).any():\n", " O1_amp_obs[stn]=harm_other.O1_amp[harm_other.site==location]/100\n", " O1_pha_obs[stn]=harm_other.O1_pha[harm_other.site==location]\n", " S2_amp_obs[stn]=harm_other.S2_amp[harm_other.site==location]/100\n", " S2_pha_obs[stn]=harm_other.S2_pha[harm_other.site==location]\n", " P1_amp_obs[stn]=harm_other.P1_amp[harm_other.site==location]/100\n", " P1_pha_obs[stn]=harm_other.P1_pha[harm_other.site==location]\n", " N2_amp_obs[stn]=harm_other.N2_amp[harm_other.site==location]/100\n", " N2_pha_obs[stn]=harm_other.N2_pha[harm_other.site==location]\n", " Q1_amp_obs[stn]=harm_other.Q1_amp[harm_other.site==location]/100\n", " Q1_pha_obs[stn]=harm_other.Q1_pha[harm_other.site==location]\n", " K2_amp_obs[stn]=harm_other.K2_amp[harm_other.site==location]/100\n", " K2_pha_obs[stn]=harm_other.K2_pha[harm_other.site==location]\n", " #Mask the arrays so that we can do statistics without the 0's throwing thigns off.\n", " O1_amp_obs =np.ma.masked_values(O1_amp_obs, 0)\n", " O1_pha_obs =np.ma.masked_values(O1_pha_obs, 0)\n", " S2_amp_obs =np.ma.masked_values(S2_amp_obs, 0)\n", " S2_pha_obs =np.ma.masked_values(S2_pha_obs, 0)\n", " P1_amp_obs =np.ma.masked_values(P1_amp_obs, 0)\n", " P1_pha_obs =np.ma.masked_values(P1_pha_obs, 0)\n", " N2_amp_obs =np.ma.masked_values(N2_amp_obs, 0)\n", " N2_pha_obs =np.ma.masked_values(N2_pha_obs, 0)\n", " Q1_amp_obs =np.ma.masked_values(Q1_amp_obs, 0)\n", " Q1_pha_obs =np.ma.masked_values(Q1_pha_obs, 0)\n", " K2_amp_obs =np.ma.masked_values(K2_amp_obs, 0)\n", " K2_pha_obs =np.ma.masked_values(K2_pha_obs, 0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "351.698240166\n" ] } ], "prompt_number": 266 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model data is saved in lists M2_amp, M2_pha, K1_amp, K1_pha. We have also saved the observations in M2_amp_obs, etc.\n", "\n", "We can compare model and observations by plotting." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting M2\n", "labels=['JdF/Islands','SoG','North']\n", "split1=8; split2=20\n", "fig=tidetools.plot_scatter_pha_amp(M2_amp,M2_amp_obs,M2_pha,M2_pha_obs,'M2',figsize=(14,6),\n", " split1=split1,split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 246, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3s6fN7AUze8XMrgufH25m88zsdTOba2ZDk15zaVinXjWzqmy11d159913Wb9+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\nCzERsVbS54EeYDxwSUSslPTZtPw7EXGDpMMlrQJeAv6iWe0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"text": [ "" ] } ], "prompt_number": 246 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - K1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(K1_amp,K1_amp_obs,K1_pha,K1_pha_obs,'K1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 247, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+QlVVFbW1tWzcuJGSkpL6IgPASy+9RF1dXWS7pqaGNWvWRLbfffddjjvuOKZP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\nbaXZztyrqh7dXq91OvCg5Vax3Lq7dCTm8zTnNy7Yn9unsaW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"text": [ "" ] } ], "prompt_number": 247 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - O1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(O1_amp,O1_amp_obs,O1_pha,O1_pha_obs,'O1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 210, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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bWxvbrq6u5qWXXoptr1mzhgMOOIDJkydzww03MGrUKGbNmtWidpgZ11xzDb//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\n6RZ0/PHHbxpetWoVq1atGmY7F58BRtKQrV27lrV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"text": [ "" ] } ], "prompt_number": 210 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - S2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(S2_amp,S2_amp_obs,S2_pha,S2_pha_obs,'S2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 211, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BBrTnhAsXLuT8889n48aNbNmyhQ8//JCRI0fWFxkA3njjDerq6hLLtbW1vPzy\ny4nlFStWsM8++zBhwgRuvPFGhg8fzrRp09rUDjPj2muv5Ve/+hWffvppYv20adMYOnQoZ599NmVl\nZYwZM4Y999yTRx55JHHc2LFj2WuvvSgrK6Nj+IlwcvvrXXbZZfTs2ZOBAwcyfPhwXn311Ta1UaSk\n6Q5MyTKzMjN7FVgJPOXubxIEmJXhLiuBvuHjnQhqU70lBLUrY5988gmjR49m3bp11NbW8sknnzBy\n5Eg2btyY2Gfu3LnU1tYmljds2NDgbkhNTQ0HHHAAV1xxBTfddBMnnXQSt99+e5vaoTolEnG6A9Oi\nQocYgMYdadt1v3zevHl06NBh28ncWbp0KevXr0+s23HHHRsc07lzZwYNGpRYvvXWW1m9enWigGzY\nsIGLL764zW0ZNmwYJ554IjfeeGOiv/CyZcsaXAtg0KBBLFu2LLE8cODAJudK1d+4X79+iccVFRU5\nG98jEjsKMCXN3es86E42APg3MxveaHv9HZBmT9Ge67/55psN6hTA1q1bWbRoUWJ50KBBDf7ul5eX\ns/vuuyeWp06dyvLly9m0aRMQ1KlLLrmkzW1RnRKJKAWYVhW6ai8Fkv8SDgjXNTFhwoTE4+rqaqqr\nq1OesH///g3usgB06tSJ7t27J5anTJnCscceS1lZGVu3bmXEiBGcdtppie1r1qxhy5YtDc7x+eef\np/WEGrvmmms44IADGD9+PAA77bQTH3zwQYN9PvjgA4477rjEcuNCoAGTIlkU4wAze/ZsZs+eXehm\nFA13X2tm04ADgZVm1s/dV5jZjsDH4W45qVObN29usG7z5s307ds3sTxp0iS+8pWvsGXLFurq6hg2\nbBgXXnhhYvv69evZunVrg3Mk38lpC9UpkYiJcYDJap3KtB9auj+0PCbmeOCx8PFhwAvN7NdSP7oG\n6urq/KyzzvJu3bp5jx49vKKiwh944IEm+y1fvtwfeeQRf/bZZ72urq7BttmzZ3tFRUWiL3J5ebn/\n4Ac/SNmGVAYPHuwzZ85MLP/Xf/2Xb7fddj58+HBftWqVV1ZW+v333++1tbX+wAMPeO/evX3VqlXu\n7l5dXe133nlng/ONGTPGf/SjHzVYZ2b+r3/9K7F83nnnJfo1R1Fzr6FIXsV8DExjaExMqnrSB6gM\nH5cD/wBGADcRjn0hGNR/Y/h4b+BVoDOwC/AvwFKct6XXoIlLL73UKyoqvHv37l5RUeG33HJLk31W\nrVrl06ZopmrXAAAgAElEQVRN86eeesprG/2/+tZbbzWoU127dvVTTjkl5bVSUZ1KTbVKCi7mY2Aa\na0+dynWxmAIsAzYTjH05H/g28O2kfX4NvAe8BhzQzHlaeuJN1NXV+VNPPeWTJ0/2BQsWtPHXGZg6\ndaoPGjTIq6qqfNy4cb558+a0j21cHD766CPv2rWrDx8+3N3dn3nmGT/wwAO9V69eftBBB/mzzz6b\n2DfV4Mjnn3/ehw4d6r179/bvf//77t60OIwdO9avuuqqjJ5rPqgwSMGVWIBxV4hJ9QPsA/wzDCav\nAz8M128HPAm8AzxRH3TCbT8K69RC4NhmztvSa5DSCy+84Pfdd5+/8sorze7TkpkzZ/qQIUO8T58+\nftZZZ3lNTU3ax6pOpaZaJQVVYgHGvX11yoLjo83MPFU7zYxiaL/otZICi3EXspaE/+7UzycPVKfi\nQa+XFEyMu5C1pD11KgoD+0VEcqdEA4yIiBSJEg0w7aUQIyLxpQAjIiJRpgCTMYUYEYknBRgREYky\nBZh2UYgRkfhRgBERkShTgGk3hRgRiRcFGBERiTIFmKxQiBGR+FCAERGRKFOAyRqFGBGJBwUYERGJ\nMgWYrCr6Cm+mr0AQKXkKMBJhqlMiogCTfUVd5fWFVCKiACNRpjolIgowuaHuZCJSvBRgREQkyhRg\nckYhRkSKkwKMiIhEmQJMTinEiEjxUYAREZEoU4DJOYUYESkuCjAiIhJlCjB5oRAjIsVDAUZERKJM\nASZvFGJEpDgowIiISJQpwOSVQoyIRJ8CjIiIRJkCTN4pxIhItCnAiIhIlCnAFIRCjIhElwKMiIhE\nmQJMwSjEiEg0KcCIiEiUKcAUlEKMiESPAoyIiESZAkzBKcSISLQowIiISJQpwESCQoyIRIcCjIiI\nRJkCTGQoxIhINCjAiIhIlCnARIpCjIgUngKMiIhEmQJM5CjEiEhhKcCIiEiUKcBEkkKMiBSOAoyI\niESZAkxkKcSISGEowIiISJQpwESaQoyI5J8CjIiIRFlSgFmz3x587ZvdGPmnk5n+3vRCt0xC5u6F\nbkOrzMyLoZ0ikgYFmLwxM9zdCt2OUqA6JRIjjQLMbqM/4LOyLwAo71jOw2c8zLG7H1vgRsZDe+qU\n7sSISP4owIiISJQ16kJ2zrj+iQADsHHLRiY+P7GADZR6CjEikh8KMCIiEmUpxsBs6tKh0K2SZijE\niEjuKcCIiEiUNTOIf/zh4ynvWJ7YrbxjOeMPH1/Ahko9jYkRkdxSgCkYjYnJH9UpkSLWyixk09+b\nnuhCNv7w8RoPk0XtqVMKMSKSOwowBaUQkz+qUyJFStMoF5QG9otI9CjAiIhIlCnAFDWFGBHJPgUY\nERGJMgWYoqcQIyLZpQAjIiJRpgATCwoxIpI9CjAiIhJlCjCxoRAjItmhACMiIlGmABMrCjEi0n4K\nMCIiEmUKMLGjECMi7aMAIyIiUaYAE0sKMSKSOQUYERGJMgWY2FKIEZHMKMCIiEiUKcDEmkKMiLSd\nAoyIiESZAkzsKcSISNsowIiISJQpwJQEhRgRSZ8CjIiIRJkCTMlQiBGR9CjAiIhIlCnAlJSchhgz\nG2VmC83sXTO7NMX2Pmb2uJm9ambzzWxsLtsjIhlSgJGYMLOBZvaUmb0Z1p2LGm0fb2Z1ZrZd0rrL\nwzq20MxG5r/VItIqBZiSY+6eeoPZr9I4fq27X9nM8R2At4F/B5YCLwFnuvuCpH0mAF3c/XIz6xPu\n39fdtzQ6lzfXThHJMQWYomVmuLsVuh1RYmb9gH7u/qqZdQdeBk529wVmNhC4A9gDONDdPzOzvYH7\ngYOB/sCTwFB3r2t0XtUpkUJRgCla7alTLd2JOQmYR/AHfl6Kn5eBr7dw/CHAe+6+2N1rgQeA0Y32\nWQ70DB/3BFY1DjAiUkAKMBIz7r7C3V8NH9cAC4Cdws23AJc0OmQ0MMXda919MfAeQX0TkShQgClZ\nLb0b+bm7/76lg82sdwub+wMfJS0vAQ5ttM8dwCwzWwb0AE5v6XoikkcKMBJzZjYY2B940cxGA0vc\n/XWzBh8K7gS8kLS8hKC+iUihKcCUtGbfkbj7/7V2cCv7pHNf/UfAq+5ebWa7ATPMbD93X5/GsSKS\nKwowEnNhV7KHgO8DdQT16JjkXVo4XP3GRApNAabktfquxMx2Bb4HDE7a3939pFYOXQoMTFoeSPAJ\nVrIjgOvCE/7LzBYR9EWe1/hkEyZMSDyurq6murq6taaLSCYUYIrW7NmzmT17dqGbEXlm1gn4EzDZ\n3f9iZvsQ1LjXwrswA4CXzexQmtayAeG6JlSnRPJEAaZoZbNONTuwP7GD2evAncB8gk+rIAgxT7dy\nXEeCgfojgGXAXJoO7L+FYHKAa8ysL8E4m33d/bNG59KASZF8UICJFQ3sb8qClPJ7gjGYFzezzyKa\nDuw/hG0D+3dvXJRUp0TyRAEmVtpTp9J5d/KFu/+yrSd29y1mNg6YDnQA7gpnf/l2uP024Hpgkpm9\nRjDJwCWNA4yI5IkCjBQBMxufxm41YY1J5SvAfwCvm9kr4bofufvfk/ZJpBF3f8vM/gi8BWwBLlRa\nESkQBRhJks6dmHOA3QjCyKb69e7+z9w2rUEbVDNEckkBJpbieCfGzJYDv2tpF+Bsdx+SpyYFF1Wd\nEsktBZhYyvWdmGHAOcBwtnUnI1wWkWKnACPFZbK7X9PSDmbWLV+NEZE8UICRFNK5E/MvYC9335yf\nJqVsgz7hEskFBZhYi+OdmKhSnRLJEQWYWMv1nZg3gN7AykwuICIRpQAjRSwcG+NsmwrZgbXAy/Vf\nZikiRU4BRlqQzjuW3sBCM3uJbWNi0pliWUSiSgFGit+BwEHAowRB5gSCD92+Y2YPuftPC9k4EWkn\nBRhpRTrdyapTrG51iuVs0m16kSxSgCkZce5OZmZzgOPcvSZc7g48BowiuBuzV57bozolki0KMCUj\np93J3H12JicWkQhSgJH4qAKSx2rWAn3dfYOZfVGgNolIeynASJrKmttgZn9r7eB09hGRiFCAkXj5\nA/CimV1tZhOA54D7w5nJ3ipoy0QkMwow0gbNdiczs7XAP1o5/kvuvkvWW9W0LbpNL9IeCjAlKc7d\nyQDM7GDgiHDxWXefV8C2qE6JtIcCTEnKVXey0Wkcv6n1XUSkoBRgJL66Auvd/W4zqzKzXdx9UaEb\nJSJtpAAjGWh1YH8U6BMukQwpwJS0ON+JCbuQHQjs4e5Dzaw/8Ed3/0qB2qM6JZIJBZiS1p461eyY\nGBEpcgowEm+nEPQY+BzA3ZcCPQraIhFpGwUYaQeFGJE4UoCR+Nvk7nX1C+GAfhEpFgow0k5phRgz\nqzCzPXLdGBHJAgUYKQ0PmtltQKWZfQuYCdxZ4DaJSDoUYCQL0vmyy5OAnwFd3H2wme0PXOPuJ+Wj\ngWEb1NdYJB0KMJIkzmNiAMxsJDAyXJzu7jMK2BbVKZF0KMBIkvbUqXRCzD+Bo4Gn3H3/cN18d/9S\nJhfMhIqDSBoUYKSRuIeYKFGdEkmDAow0kqspluvVuvsaswbnr2tuZxEpAAUYKRFmVgM0lxbc3Xvm\nsz0ikiYFGMmydN7lvGlmZwMdzWwIcBHBNyOLSBQowEgJcffuAGb2v8AyYHK46Wxgp0K1S0RaoAAj\nOZBOd7JuwBUk9TsGfuLuX+S4bclt0G16kVQUYKQFce5OZmavu/u+ra3LY3tUp0RSUYCRFuR0TEwU\nqDiIpKAAI62IeYh5HvgNMCVcNQb4rrsfUaD2qE6JNKYAI63ISYgxs0eTFh1IvoBrdjKRAlKAkTTE\nPMTsAvwCqA8tzwLfd/fFBWqP6pRIMgUYSUOuQkx1+PAUoB9Bv2MDzgRWuvsPMrlgJlQcRJIowEia\n4hxiokZ1SiSJAoykKddTLL/s7ge2ti6XVBxEQgow0gZxDDFm9i13v729+2Sb6pRISAFG2iDXUyxX\nmNlu7v6v8GK7Avq/USTfFGBEAC4zs09p2MW5Xn3X5x8AeQ0xIoICjORVOu+ALgaeMrNF4fJg4Fs5\na5GINKUAI1LvH8DXWtnniXw0RESSKMBInqU1O5mZdQX2JPiUa6G7b8p1wxpdX7fppXQpwEiG4tid\nLKpUp6SkKcBIhnI9JuY8Gs5O5gDufm8mF8yEioOULAUYaQeFmPxRnZKSpQAj7ZDrMTEHEwYXoCsw\nAvgnkLcQI1KSFGBERCTKFGCkgNr8ZZdmVglMdfdjc9OklNfUJ1xSWhRgJAt0JyZ/VKek5CjASBa0\np06VZXDMBmCXTC4mImlQgBFplZn1M7O7zOzxcHlvM7ug0O0SKQkKMBIBrb4zMrNHkxbLgL2BP+as\nRSKlTAFGJF33AJOAK8Lldwlq012FapBISVCAkYhI593RzWwb1L8F+MDdP8pdk0RKlAKMSFv0cfep\nZnYZgLvXmtmWQjdKJNYUYCRC0ulOdoK7zw5/nnH3j8zspzlvmUgpUYARaasaM9u+fsHMDgPWFrA9\nIvGmACMRk06IOSbFuuOz3RCRkqUAI5KJ8cCjwK5m9hxwH3BRYZskElMKMBJBzc5OZmb/DVwI7Ab8\nK2lTD+BZdz87981LtEWzvkg8KcBIDsV9djIz6wTsES6+7e61BWyL6pTEkwKM5FBOvuzSzHoBvYEb\ngUvZNi5mvbuvyuRimVJxkFhSgJEci3OIMbPTgcfdfZ2ZXQXsD/yvu/+zQO1RnZL4UYCRHMvVFMvu\n7ouB7wLrgXXhj5vZdplcTERCCjAi7XVVGGCOJPgS5ruB3xW4TSLxoQAjEdfSu6YpwAnAy0Cqj5f0\nXTEimVCAEcmGreF/TwTucPe/mdlPCtkgkdhQgJEi0Gx3sijRbXqJDQUYyaOYdyebBiwlmHxmf+AL\n4EV3369A7VGdknhQgJE8ytWYmANaOjCf/Y5VHCQWFGAkz2IeYroBo4DX3f1dM9sR2MfdnyhQe1Sn\npPgpwEie5SrEzCZ1NzIA3H14JhfMhIqDFD0FGCmAOIeYema2A9C1ftndPyxQO1SnpLgpwEgB5CTE\nRImKgxQ1BRgpkDiHGDM7CZgI7AR8DAwCFrj7sAK1R3VKipcCjBRIrmYnqz95uZmNN7OHzezPZnax\nmXVt7TgRQQFGJHf+FzgceMfddyGYoezFwjZJpAgpwEiRajXEAPcCewO/BH4NDCP4ZmQRaYkCjEgu\n1br7p0CZmXVw96eAgwrdKJGiogAjRSydd1TD3H3vpOVZZvZWrhokEgsKMCK5ttrMegBzgD+Y2cdA\nTYHbJFI8FGCkyKVzJ+afZnZ4/YKZHUbw3TEikooCjEg+nAxsAC4GHgfeA75W0BaJFAsFGImBVgf2\nm9lCYCjwEcFsZTsDbwNbAHf3fXPeSA2YlGKhACMREueB/VGjOiVFQwFGIqQ9dSqdd1ejMjmxSMlR\ngBHJGzM7DbgR6AvUF0B3956Fa5VIxCnASIy02p3M3RcDa4GewHb1P+6+ONzWLDMbZWYLzexdM7u0\nmX2qzewVM5sffjeNSPFRgBHJt5uAk9y9p7v3CH/SCjBmdreZrTSzN5LWHWJmc8N69JKZHZy07fKw\nji00s5E5eC4iuacAIzGTTneynwBjgfeBuvr1rX3ZpZl1IOh29u/AUuAl4Ex3X5C0TyXwLHCsuy8x\nsz7hbDONz6Xb9BJdCjASUXHuTmZmz7r7VzI89qsEkwDc6+77hOtmAze4+3QzOw64xN2Hm9newP3A\nwUB/4ElgqLvXNTqn6pRElwKMRFSuu5OdAezm7pvbeO5DgPfq79aY2QPAaGBB0j5nAX9y9yUAqQKM\nSKQpwIjkVdiNDGCemU0F/gLU1yd39z+3dg53n2NmgxutXg70Ch9XEnz4BkHdmuLutcBiM3uPoL69\nkPGTEMknBRiJqXTebb0J9AZWtvHc/QkmA6i3BDi00T5DgE5m9hTQA/iFu+s7aKQ4KMCIFMLXCCaZ\nAdgINO7e1WqIacZlwDNmdjNBV+v6WTl3omFgWUJQ30SiTwFGYiydd1zXA6+Y2XxgU7jO3f2kVo5L\n5756J+AAgm9argCeN7MX3P3dxjtOmDAh8bi6uprq6uo0Ti+SIwowEkGzZ89m9uzZhW5GTrn7WDMz\noI+7f5LFU98FXOTuD5vZN4C7gWOaa0aqlapTEikKMBJB2axT6YyJWQDcCsxn25gYd/enWznuMGCC\nu48Kly8H6tz9p0n7XAqUu/uEcPlO4HF3f6jRudTXWKJDAUaKRBzHxJjZ1wgCxhZgK3CGuz+bwXkG\nA48mjYlZVz8xQBiS1rh7LzO7DMDdbwy3PQ5c7e4vNjqf6pREhwKMFIn21Kl0vuyyxt1/6e6z3H12\n+NNigAnNA4aY2WAz60wwtuaRRvv8FTjSzDqYWQVBd7O32vQMRPJJAUak0K4HvuruOwKnATdk6bzv\nmdlR4eOjgXfCx48AY8yss5ntQtANem6WrimSfQowUiLSefc1x8xuIPhDXt+dDHf/Z0sHufsWMxsH\nTAc6AHe5+wIz+3a4/TZ3Xxh+qvU6wV2eO9xdIUaiSQFGJAq2uPtCAHd/0cx6tPUEZjYFOAroY2Yf\nAT8GvgX8xsy6EIy1+VZ4jbfM7I8EH7BtAS7ULReJLAUYKSHpdCebTYr+v61NsZxNuk0vBacAI0Uo\npt3JlgC3sO0LLi9OWnZ3v6VA7VKdksJSgJEilNMplt29OsUF+2VyMZGipAAjEiV3Esxm2dyySOlR\ngJES1OqdmMSOwRdTfh04E9jL3XfKZcMaXVufcElhKMBIEYvjnZioUp2SglGAkSKWszsx4WD70QTB\n5ctAT+BkYE4mFxMpKgowIiISZQowUsKanZ0sHPg4n2Dw48+BXYDV4exkW/PUPpHCUIAREZEoU4CR\nEtfSFMt7AR8DC4AFCi5SMhRgREQkyhRgRJrvTubuXzazvQi6kj1lZp8APcysn7uvyFsLRfJJAUYk\n0sxsfNKis22WMgco1OxkInmjACMCtG1g/0EEgeYbwBJ3PyKXDWt0bQ2YlNxTgJGYiePAfjObQBBY\n9gAOJvgOMwNOBOa6+38UqF2qU5J7CjASM+2pU2mHmKSLlRF8W/LTmVwwEyoOknMKMBJDcQwx9cxs\nDnC8u68Pl3sAj7n7VwvUHtUpyS0FGImhnH5PTGPuXgfkLcCI5JwCjEgx2gGoTVquDdeJxI8CjEgT\neqcmpU0BRqRY3QvMNbM/E3QnOxn4fWGbJJIDCjAiKbW5O1kh6Da95IQCjMRcnLuTAZjZgcCR4eI/\n3P2VArZFdUqyTwFGYi4n3ck0A4zEmgKMSBxUAOvd/W4zqzKzXdx9UaEbJZIVCjAiLWrpXVsPWpgB\nJvdNE8kRBRiRohfOUnYgQY26G+gMTAa+UsBmiWSHAoxIq1rtThaFGWB0m16yRgFGSkicu5OZ2WvA\n/sDL7r5/uO51d9+3QO1RnZLsUICREtKeOlWWxj6aAUbiQQFGJE42hbNlAmBm3QrZGJGsUIARSVs6\n7+A0A4wUPwUYkbh50MxuAyrN7FvA+cCdBW6TSOYUYETaJK3ZyQo9A4xu00u7KMBIiYpzdzIAMxsJ\njAwXp7v7jAK2RXVKMqcAIyWqPXUq3RDzVWBI/QwwQPd8zgCj4iAZU4CREhb3EBMlqlOSMQUYKWE5\nDTHJM8C4+1Az6w/80d3zNgOMioNkRAFGSlwcQ4yZ1RBO9Z+Cu3vPfLannuqUZEQBRkpcTr4nJskp\nhDPAALj70nCGMpHoUoARiSV3717oNohkhQKMSLuk865uk7vXmQUhSTPASOQpwIjElplt19J2d/8s\nX20RyZgCjEi7pfPOTjPASPFQgBGJu3/SfHcygF3y1RCRjCjAiGRFugP7CzoDjPoaS1oUYEQaiOOY\nmKhSnZK0KMCINJDz2ckKTcVBWqUAI9JEnEOMmZUBZwO7uPu1ZrYz0M/d5xaoPapT0jIFGJEmchJi\nojQDjIqDtEgBRiSlmIeY3wF1wNHuvmc4VuYJdz+oQO1RnZLmKcCIpJST2ck0A4wUBQUYkVJ1qLvv\nb2avQDCg38w6FbpRIk0owIjkRLPv9jQDjESeAoxIKdtsZh3qF8IvYq4rYHtEmlKAEcmZlt7xaQYY\niS4FGJFS9yvgYWAHM7se+DpwZWGbJJJEAUYkpzSwX4qPAoxIWuI8JgbAzPYCRoSLM919QQHbojol\n2yjAiKQlp7OTRWEGGBUHSVCAEUlbHENMiq7O9c/PoXBdnVWnJEEBRiRtuQ4xBZ8BRsVBAAUYkTaK\naYhZTBBYDNgZWB1u6g184O4F6eqsOiWAAoxIG7WnTpWlsc+h7n4hsBESn3JpBhjJLwUYEQHcfXAY\nVGYAJ7r79u6+PXBCuE6kMBRgRPIqnRCjGWCksBRgRKSpw939sfoFd/87cEQB2yOlTAFGJO/SCTGN\nZ4B5Frghp60SqacAIyKpLTOzK81ssJntYmZXAEsL3SgpQQowIgWR1uxkhZ4BRn2NS5QCjEi7xHFM\nTD0z2x64GvhquOofwDUa2C95pQAj0i45GdgfpRlgVBxKkAKMSLvFOcTUM7MeAO6+vsDtUJ0qNQow\nIu3WnjqVzpddppwBBn3ZpeSKAoyItMLM9gHuBbYPlz8BznP3+QVtmJQGBRiRgmt2TIxmgJGCUIAR\nkfTcDvw/d9/Z3XcGxofrRHJLAUYkEtL5npj57v6l1tblkm7TlwgFGJGsinN3MjN7zd33a21dHtuj\nOlUKFGBEsipX3cnqLTOzK4HJBF3LzkIzwEi2KcCISNssMrOrgPsIatPZwPuFbZLEmgKMSKSkM8Xy\nmcAOBNMs/zl8fGYuGyUlRgFGRNrufIJ69GfgT0BVuE4k+xRgRCInrSmWobAzwOg2fYwpwIjkTJy7\nk0WN6lSMKcCI5ExOu5NpBhjJGQUYEWkjM3uUbTNnNubuflKemyRxpgAjElnpvGOsnwHmKQAzqw7X\nHZHDdkncKcCISGYOA5YAU4AXw3UNvsdMJCsUYEQiLZ13jRX1AQbA3WebWbcctkniTgFGRDK3I3AM\nwdjMM4FpwBR3f7OgrZJ4UYARibx0BvYvMrOrzGywme0SzlSmGWAkMwowItIO7r7F3f/u7ucS3JV5\nD3jazMYVuGkSFwowIkUhnRCT8QwwZjbKzBaa2btmdmkL+x1sZlvM7NR0zitFSgFGRLLAzLqa2WkE\nU/9/F/gFwQya6R5/t5mtNLM3ktb9zMwWmNlrZvZnM+uVtO3ysI4tNLOR2XwuEjEKMCJFI+3Zydp8\nYrMOwNvAvxN8r8xLwJnuviDFfjOADcAkd/9TinNp1pdipwAjkndxnJ3MzO4DhgGPAVPd/Y1WDkl1\njq8CNcC97r5PuO4YYKa715nZjQDufpmZ7Q3cDxwM9AeeBIa6e12jc6pOFTsFGJG8y8nsZFmYAeYQ\n4D13Xxye7wFgNLCg0X7fAx4iKBASRwowIpI9ZwOfA98Hvm/WoES5u/ds7QTuPsfMBjdaNyNp8UXg\ntPDxaIIxN7XAYjN7j6C+vZDpE5AIUoARKTotvZNs7www/YGPkpaXAIcm72Bm/QkKxNEEIUYfY8WN\nAoyIZJG7p9MNur3OJ6h9ADvRMLAsIahvEhcKMCJFqaV3k+2dASadQPJz4DJ3dws+TotVt4eSpwAj\nIkXGzK4ANrv7/S3spg/c4kIBRqRoNfuO0t23AH8H/m5mXQiCzNNmNsHdf53GuZcCA5OWBxJ8gpXs\nQOCBsDtAH+A4M6t190can2zChAmJx9XV1VRXV6fRBMmn6dOnM3HiRACuPe44Drv8cgUYkTyaPXs2\ns2fPLnQzipaZjQWOB0YkrW5cywaE65pQnSoyCjAieZfNOtXiwH4z6wqcAIwBBgOPAHe7e8o/4I2O\n7UgwsH8EsAyYS4qB/Un7TwIedfc/p9imAZMRN336dE455RQ2btzIYcBTQFdQgBEpoDgO7M+WcEzM\no0kD+0cBE4Gj3P3TpP3qB/YfwraB/bs3LkqqU0VGAUYkEnI1sD95Bphr2zoDjLtvCeftnw50AO5y\n9wVm9u1w+22ZNFiiaeLEiU0CzHNVVRyhACMiEWNmU4CjgD5m9hFwNXA50BmYEfYOeN7dL3T3t8zs\nj8BbwBbgQqWVIqcAIxILzd6JMbM6ghlgUklrBphs0Sdc0Tdy5EjWz5iRCDB/AX43YgSPP/lkgVsm\nUrp0JyZ/VKeKhAKMSKTk5E5MnmaAkZi49rjj+PKMGYkAc07Xrjz0wx8WulkiIiIBBRiRWMnZl11m\nkz7hirikWcieq6ri2n335eIf/pBjjz220C0TKWm6E5M/qlMRpwAjEkntqVMKMdI+mkZZJLIUYvJH\ndSrCFGBEIqs9dUpdxiRzCjAiIhJlCjAisaUQI5lRgBERkShTgBGJNYUYaTsFGBERiTIFGJHYU4iR\ntlGAERGRKFOAESkJCjElYPr06YwcOZKRI0cyffr0zE+kACMiIlGmACNSMjQ7WcxNnz6dU045hY0b\nNwJQXl7Oww8/3PbpjxVgRIqOZifLH9WpCFCAESk6mp1MmjVx4sREgAHYuHEjEydObNtJFGBERCTK\nFGBESo5CjLRMAUZERKJMAUakJCnExNz48eMpLy9PLJeXlzN+/Pj0DlaAERGRKFOAESlZGhNTAqZP\nn57oQjZ+/Pj0xsMowIgUPY2JyR/VqQJQgBEpeu2pUwox0pQCjEgsKMTkj+pUninAiMSCBvZL9ijA\niIhIlCnAiAgKMZJMAUZERKJMAUZEQgoxElCAERGRKFOAEZEkCjGiACMiItGmACMijSjElDoFGBER\niTIFGBFJQSGmlCnAiIhIlCnAiEgzFGJKlQKMiIhEmQKMiLRAIaYUKcCIiEiUKcCISCsUYkqNAoyI\niESZAoyIpEEhppQowIiISJQpwIhImhRiSoUCjIiIRJkCjIi0gUJMKVCAERGRKFOAEZE2UoiJOwUY\nERGJMgUYEcmAQkycKcCIiEiUKcCISIYUYuJKAUZERKJMAUZE2kEhJo4UYEREJMoUYESknRRi4kYB\nRkvVLSMAABvNSURBVEREokwBRkSyQCEmThRgREQkyhRgRCRLFGLiQgFGRESiTAFGRLJIISYOFGBE\nRCTKFGBEJMsUYoqdAoyIiESZAoyI5IBCTDFTgBERkShTgBGRHFGIKVYKMCIiEmUKMCKSQwoxETH9\nvemMvG8kI+8byfT3pre8swKMiIhEmQKMiOSYuXuh29AqM/NiaGempr83nVOmnsLGLRsBKO9YzsNn\nPMyxux/bdOfnn2frUUfRobaWp3r25JJdd6V3VRXjx4/n2GNT7C8iJcvMcHcrdDtKQdzrVJsowIhI\nmtpTpxRiImDkfSOZ8f6MBuuO2fUYnjjniYY7JgWYvwBfB7aGm8rLy3n44YcVZEQkQSEmf+Jep9Km\nACMibdCeOqXuZMUi7EKWKsAAbNy4kYkTJxaocSIiUvIUYEQkjxRiImD84eMp71ieWC7vWM74w8dv\n2yFpDMxzVVVNAoyIiEhBKcCISJ4pxETAsbsfy8NnPMwxux7DMbse03A8TKNB/DX33EPn8vIm5ygv\nL2f8+PFN1ouIiOSUAoyIFIDGxERZM7OQTZ8+nYkTJ/Lpp58C0KdPHw3sF5EmNCYmf0q2TinAiEg7\naGB/HGkaZRFpJ4WY/CnJOqUAIyLtpIH9caMAIyIiUaYAIyIFphATNUkBZuVhoxlV8xAjj+/I9Fa+\n/1JERCQvFGBEJAJyHmLMbJSZLTSzd83s0hTbzzaz18zsdTN71sz2zXWbIqtRgNn91YeYPrMjM2bA\nKaegICMikmNmVmlmD5nZAjN7y8wONbPtzGyGmb1jZk+YWWWh21kwCjAiEhE5DTFm1gH4NTAK2Bs4\n08z2arTb+8C/ufu+wE+A23PZpshq1IXsvG4PUfPFti5kGzfC/2/v3uPsKut7j3++JKQMYLgUX6hc\nCoTLwSISLkkQKAHLDE0rIYoCCkcqp1o9oD2OF5AWOedIFXGK1gu2HG7HekQMDIKlbKaEAQMJRCAJ\nmESM3EUoFYyAEyTJ7/yxnpnZmcye2TOzL2vt+b5fr7xYe621135+7Fnr2b/1PM96PA2MmVndfQ24\nNSIOBA4G1gDnAT0RsT9wR3o9aZRKJdrb2zn7qKNYP3MmrFvH6unT6Tn/fCcwZtY09W6JmQWsjYgn\nIuJ14DpgfvkOEbEkItall/cBu9e5TPkzzBiYTVt5DIyZWSNJ2gE4JiKuAoiIDal+Ogm4Nu12LXBy\nk4rYcBdfXGLevAU81dND1733ss369SwFDvvtb5l/+umU3EXAzJqk3knMbsDTZa+fSesqORu4ta4l\nypmll13G748+OnUhmzMwiL+zE8qng2lrA08DY2ZWV3sDL0i6WtKDkq6QtB2wa0Q8n/Z5Hti1eUVs\nnFIJLrywi/029bEU2BFYChwP9AF9fX10uYuAmTVJvZOYqp83Kek44EPAFuNmWtXSyy7jkE9+kmmb\nNnETsO/y5ZTuuAOAjg7o7oYTTsj+dXdn6yaiv0tAe3u7756ZmW1pKnAo8K2IOBR4lSFdx9JzlCfF\ns5S7umC/Ta8Om8CYmTVbvfss/RLYo+z1HmStMZtJg/mvAE6MiJeGO9BFF100sDx37lzmzp1by3I2\n3pIlHPqpTzENuAk4Bdi4fj1dXV0Dk1Z2dEw8celXKpVYsGABfX1Z9bN48WK6u7s9QaZZC+nt7aW3\nt7fZxSiyZ4BnImJZer0QOB94TtKbIuI5SW8G/mO4N7daPbXHq2u4nhUVE5i2tjY63UXAzMaglvVU\nXSe7lDQV+BnwTuBZ4H7g9IhYXbbPnsAi4IyIWFrhOK01iVjZGJiBBCZtOuGEE7j99ttr/pHt7e30\n9PRstq5en2Vm+eDJLsdO0t3Af4uIRyVdBPSPXP91RFwi6Txgx4g4b8j7Cl9PlUqDD5C58H1rmP03\nc9j61XUs5QCOZzde22oKZ555LM8+excAnZ2dvhFmZhMykXqqri0xEbFB0jlACZgCXBkRqyV9JG3/\nJ+BCYCfgckkAr0fErHqWq6k2e4zyHM5cvpyN69cDvqtlZpYD5wLflTQN+AXwl2T11/WSzgaeAN7X\nvOLVR6mUPcq/rw8OYA0H9cxha9bxmwNmc/Fuizh6yrZ0dvb3Drig2cU1M6tvS0yttMIdLmCLp5Dd\n/uGFnPe3d/Dkk1380R/BF79Yv7taQ7uTtbW1uTuZWYtzS0zjFL2eam+Hnp4sgVnKHHZkHaunz+bA\nX3keGDOrn9y2xFiZYRKYk0+ZSl9fB9BBX51HSnZ0dNDd3T3wJBl3AzAzs3LlCcxSZnPx4Yu4xQmM\nmeWUk5hGGGYemK/Mm7pZ4tI/mWU984qOjg4nLmZmtoV3v3UNp/UMJjDHs4gLjncCY2b5Ve9HLNsw\nCQxTnTuamVlOrFnDGd/cPIHpY1vuuqvZBTMzq8xJTD2NkMB4MkszM2u6NWtgzhy237B5AmNmlnce\n2F8vVbTAlD/OcvCpL2ZmteGB/Y1TyHoqJTCsy55CNuPJRby4Pktg2tpqM8mymdlIJlJPOYmphyVL\n2HjscUx5/TXufeN8XrlmIe3z3IXMzBrLSUzjFK6eKktgmD0bFi2i9ONtfWPNzBrKSUyelCUwNzGf\nU1jItLapvqNlZg3nJKZxClVPDZPA+DHKZtYME6mnPCamllIXsvIEZiNTB548ZmZm1lROYMysRTiJ\nqZWyMTD3vnEwgTEzM8sFJzBm1kKcxNTCkEH8r1yTdSHr5yePmZlZUzmBMbMW4zExE1XhKWR+8piZ\nNZvHxDROruspJzBmllMe2N8snsjSzHLMSUzj5LaecgJjZjnmgf3N4ATGzMzyzAmMmbUwJzHj4QTG\nzMzybLOJLA/gXdttR/vJJ1MqlZpdMjOzmnB3srFyAmNmBeHuZI2Tq3pqSAIz48kneXH9egDa2tro\n7u6mwwM1zSwH3J2sUZzAmJlZng3pQnbmbrsNJDAAfX19dHniMjNrAU5iquUExszM8myYMTCvTZnS\n7FKZmdWFk5gypbUl2r/TTvt32imtLes37ATGzMzyrMIg/s7OTtra2gZ2a2tro9MTl5lZC/CYmKS0\ntsSC7y+gb0MfAG1T2+g+tZuOF6Y7gTGzQvKYmMZp6piYUZ5CViqVBrqQdXZ2ejyMmeWG54mpgfbv\ntNPzWM9m6z6+8Qi+9uWVwyYwpbUlupakSuHITjr2daVgZvniJKZxmpbE+DHKZlZgE6mn3KRQwZyn\n4dJrH4ANm4ZNYMpbbRY/tThrtXEiY2ZmjeIExswmMY+JSTqP7KRtatZveM7TcOc1MG2YBAaga0nX\nQAID0Lehb6BVxszMrO6cwJjZJOckJunYt4PuU7v5+MYjuOvardhmIx4DY2Zm+eMExszMSUy5jhem\n87Uvr6zYAtOvvNUGsocAdB7pp72YmVmdOYExMwM8sH/QGB+j7IH9ZpZ3HtjfOA2pp5zAmFmL8dPJ\nJsrzwJhZC3IS0zh1r6eqSGB8c83MisZJzEQ4gTGzFuUkpnHqWk9VmcAMO9eZExkzy7GJ1FOTe0yM\nExgzM8uzKruQ+amZZjbZTN4kxgmMmZnlmcfAmJlVNDmTGCcwZmaWZ2NMYPzUTDObbCbfmBgnMGY2\nSXhMTOPUtJ4aZwuMB/abWdF4YH+1nMCY2STiJKZxalZPuQuZmU0iHthfDScwZmaWZ05gzMyqNjmS\nGCcwZmaWZ05gzMzGpPWTGCcwZmaWZ05gzMzGrLWTGCcwZmaWZ05gzMzGpXWTGCcwZmaWZ05gzMzG\nrTWTGCcwZmaWZ05gzMwmpPWSGCcwZmaWZ05gzMwmrLWSGCcwZmaWZ05gzMxqonWSGCcwZmaWZ05g\nzMxqpjWSGCcwZmaWZ05gzMxqqvhJjBMYMzPLMycwZmY1V+wkxgmMmZnlmRMYM7O6KG4S4wTGzMzy\nzAmMmVndFDOJcQJjZmZ55gTGzKyuipfEOIExM7M8cwJjZlZ3dU1iJJ0oaY2kn0v6bIV9/jFtXyFp\n5ogHdAJjZmZNUE19BjiBMTNrkLolMZKmAN8ATgTeCpwu6cAh+8wD9o2I/YAPA5dXPGALJzC9vb3N\nLkJdtXJ8rRwbOD4zqK4+A1o6gWn1c6WV42vl2MDxTWb1bImZBayNiCci4nXgOmD+kH1OAq4FiIj7\ngB0l7Trs0Vo0gYHW/wNt5fhaOTZwfGZJNfVZyyYw0PrnSivH18qxgeNrpFKpRHt7O+3t7ZRKpWYX\nh3pmArsBT5e9fgaYXcU+uwPPb3G0Fk1gzMws96qpz1o2gTEzK5VKLFiwgL6+PgAWL15Md3c3HR0d\nTStTPVtiosr9VNX7nMCYmVlzVFefOYExsxbV1dU1kMAA9PX10dXV1cQSgSKqzTXGeGBpDnBRRJyY\nXp8PbIqIS8r2+TbQGxHXpddrgGMj4vkhx6pPIc3MWlxEDL1RZGNUZX3mesrMbBzGW0/Vs1njJ8B+\nkvYCngVOBU4fss/NwDnAdamS+M3QBAZcCZuZWVONWp+5njIza6y6JTERsUHSOUAJmAJcGRGrJX0k\nbf+niLhV0jxJa4FXgb+sV3nMzMzGo1J91uRimZlNanXrTmZmZmZmZlYPdZ3scqxqPjlmzowWn6QP\npLhWSrpH0sHNKOd4VDsRnKQjJG2Q9O5Glm+iqvzbnCvpIUmPSOptcBEnpIq/zV0k3SZpeYrvrCYU\nc1wkXSXpeUkPj7BPka8rI8ZX5OtKUVQ9EWZBSNpR0kJJqyWtkjRb0s6SeiQ9Kul2STs2u5zVGu4c\nkXRpim+FpBsl7VC27fz0Xa6R1N6cUlevQnyzJN2f6qRlko4o21aY+CTtIelOST9Ndc/Hh2zvlLRJ\n0s5l64oU3zaS7kt16ypJX0zrK55vrRBf2nZuOgcfkVQ+vrD6+CIiF//ImujXAnsBWwPLgQOH7DMP\nuDUtzwaWNrvcNY7vSGCHtHxiUeKrJray/RYBPwLe0+xy1/i72xH4KbB7er1Ls8td4/guAr7YHxvw\na2Bqs8teZXzHADOBhytsL+x1pcr4CnldKcq/aq9/RfpHNn/bh9LyVGAH4MvAZ9K6zwJfanY5xxDP\nFucIcAKwVVr+Un88ZJOZLk/f5V7pu92q2TGMI75eoCMt/xlwZxHjA94EHJKWtwd+1n9+AXsAtwGP\nAzsXMb5U5m3Tf6cCS4GjK51vLRTfcUAPsHXa9sbxxJenlpjaTo6ZP6PGFxFLImJdenkf2Zw5RVDd\nRHBwLrAQeKGRhauBauJ7P3BDRDwDEBH/2eAyTkQ18f0KmJ6WpwO/jogNDSzjuEXEj4GXRtilyNeV\nUeMr8HWlKKq9/hVCapE4JiKugmw8UPr7GThP0n9PblIRx2y4cyQieiJiU3pZfl7MB74XEa9HxBNk\nP6JmNaqs41HhGvArsuQTsptsv0zLhYovIp6LiOVp+RVgNfCWtPkfgM8MeUuh4gOIiN+lxWlkN0Ve\novL51irx/TXZjdHX0z79vwvHFF+ekpjhJhPbrYp9ilIhVxNfubOBW+taotoZNTZJu5H9cV6eVhVp\nMFY1391+wM6p2fsnks5sWOkmrpr4rgD+WNKzwArgEw0qWyMU+boyVkW6rhTFWK/tebc38IKkqyU9\nKOkKSdsBu8bg00OfBwqT6FfhQwyeF28h+w77FfX7PA/okvQUcClwflpf2PiUPR1wJnCfpPnAMxGx\ncshuhYtP0laSlpOdV3dGxE+pfL61Snz7A38iaamkXkmHp93HFF+eZo6s7eSY+VN1OSUdR3ZRPap+\nxampamL7KnBeRIQkseX3mGfVxLc1cCjwTmBbYImkpRHx87qWrDaqie9zwPKImCtpBtAj6e0R8XKd\ny9YoRb2uVK2A15WiaLW/lalk17JzImKZpK+S/SAekK7jLRG3pAuA30fE/xthtyLGeiXw8YjolvRe\n4CqyLnTDyX18krYn68nxCWATWZ1UHs9IvylyHV9qETwktYKW0rW6fPto51vR4ptLdp3ZKSLmpPFa\n1wP7VDpEpWPnqSXml2T9G/vtwebZ2HD77M5gE2neVRMfadDtFcBJETFSF5g8qSa2w8jmA3oceA/w\nLUknNah8E1VNfE8Dt0dEX0T8GrgbeHuDyjdR1cT3DuAHABHxC7I+yAc0pHT1V+TrSlUKel0piqqu\n7QXyDNkd7mXp9UKypOY5SW8CkPRm4D+aVL6aUfaAknnAB8pWt8r1YFZEdKflhQx2ySlcfJK2Bm4A\n/iUibgJmkI2XWJF+U+wOPJC6ARcuvn6p2+a/kv1eer7C+dYK8R1Odp25Ma1fBmyStAtjjC9PSczA\nZGKSppFNJnbzkH1uBv4rDMygPOzkmDk1anyS9iT7Us+IiLVNKON4jRpbROwTEXtHxN5kF9SPRsTQ\n7zevqvnb/CFwtKQpkrYlGyC+qsHlHK9q4lsD/ClAqigOAB5raCnrp8jXlVEV+LpSFNWcP4UREc8B\nT0vaP636U7KHltwCfDCt+yBwUxOKVzOSTgQ+DcyPiPVlm24GTpM0TdLeZF2F729GGSdoraRj0/Lx\nwKNpuVDxpZ4bVwKrIuKrABHxcETsWvab4hng0HTdLlp8u/Q/eUxSG1nr0kNkcQx3vrVKfDeR/V2S\nrjXT0ljiMcWXm+5k0eKTY1YTH3AhsBNweXbe8npE5HrAFlQdW2FV+be5RtJtwEqypu4rIqIQSUyV\n39/fA1dLWkF28+MzEfFi0wo9BpK+BxwL7CLpaeDzZN3/Cn9dgdHjo6DXlaKodP40uVgTdS7w3ZSU\n/YLsnJgCXC/pbOAJ4H3NK97YVDhHzicbaNyTzoslEfGxiFgl6Xqym1AbgI9FRK676wwT34XAh4Fv\nSvoDoC+9poDxHQWcAayU9FBa97mI+LeyfQbKX8D43gxcK2krsrr1OxFxR4p1i/OtheK7G7hK2WPB\nf0+6kTjW+DzZpZmZmZmZFUqeupOZmZmZmZmNykmMmZmZmZkVipMYMzMzMzMrFCcxZmZmZmZWKE5i\nzMzMzMysUJzEmJmZmZlZoTiJsZqStLukH0p6VNJaSV9Ns+0i6SxJX292GYeS9MoI206WtElSzWan\nlzRX0i1p+V2SPlv2WQeO43i9kg4b4/5rJP3FGN6zjaTlkl6TtPNYy2hmlnetVH9J2ijpIUkPS7pe\nUluakPXhBpVrL0l9kh6ssP0iSZ3jPPY+qT56eWKltKJzEmM1k2bWvRG4MSL2B/YHtgcuTrvUfFIi\nSVNqcJiRynU68KP035qLiFsi4pL08mTgreM5DGP7fxvA+yPiR1W/IWJ9RBwCPDvWwpmZ5V0L1l+/\ni4iZEfE2sskE/3qEfetlbUQcWmHbuMsSEY+l+sgmOScxVkv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"text": [ "" ] } ], "prompt_number": 211 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - P1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(P1_amp,P1_amp_obs,P1_pha,P1_pha_obs,'P1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 212, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ySWL9rFmzGDlyJN/4xjfo0KEDkyZNYs899+TBBx9MHHfOOeew11570aFDBzqF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\nuqS70zL3T/N9S9LXJK2U9EtJfzbCZ5wh6cuSjgbeAVwu6Z6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"text": [ "" ] } ], "prompt_number": 212 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - N2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(N2_amp,N2_amp_obs,N2_pha,N2_pha_obs,'N2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 213, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+8+bNY+TIkfTv35+LLrooq69BpGQowJQUd/8EGOPunwYOBcaY2eeAK4B57j4S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\nTL20zRGuQQJMuVxm7ty5vcPJACZMmODhZGY2Yj4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xs0brHOC7KZT9nOwzMR64WdKZwDPA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\notAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 213 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - Q1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(Q1_amp,Q1_amp_obs,Q1_pha,Q1_pha_obs,'Q1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 214, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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33nqrX3bZZf7MM8+kfJ+GqE6lplolkbNggXv37kGdOuoo902b8t2iVtWSOpXv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\nmQOMmQ0hDjH1cIAxM7M8c4AxsyHGIaYvDjBmZpZ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"text": [ "" ] } ], "prompt_number": 214 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - K2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(K2_amp,K2_amp_obs,K2_pha,K2_pha_obs,'K2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 215, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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733N391//+tdeVVXl//znP72iosKnTp3qO3bs8GnTpnmfPn38n//8p7u7H3/8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\n6Ohg9uzZzJ49m46Ojq03OoExM7NG5gTGzMYA5eE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"text": [ "" ] } ], "prompt_number": 215 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model performs well when the dots are close to the red line." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would like to save some statistics so that we can determine which runs give us the best match with observations. So, we will define some functions that will help us calculate statistics." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Mean Error (absolute value)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def mean(diff):\n", " return np.mean(abs(diff))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 186 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "RMS Error" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def rms(diff):\n", " return np.sqrt(np.mean(diff**2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 187 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Complex differences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a way of measuring distances in the complex plane. We can think of our tidal amplitude and phase as a point on the complex plane. So we would like to measure the distance between a point given by the model and a point given by the observations. The function below does this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def complex_diff(Ao,go,Am,gm):\n", " #calculates complex differences between observations and model\n", " #Ao, go - amplitude and phase from observations\n", " #Am, gm - amplitude and phase from model\n", " D = np.sqrt((Ao*np.cos(np.pi*go/180)-Am*np.cos(np.pi*gm/180))**2 + \n", " (Ao*np.sin(np.pi*go/180)-Am*np.sin(np.pi*gm/180))**2)\n", " \n", " return D" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 188 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some other things we will look at are\n", "\n", "$R = \\frac{A_m}{A_o}$, the ratio of modelled to observed amplitude and \n", "\n", "$\\Delta \\phi = \\phi_m - \\phi_o$, the difference betwen modelled and observed phase." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#R\n", "R_M2 = M2_amp/M2_amp_obs\n", "R_K1 = K1_amp/K1_amp_obs\n", "#delta phi (adjust so between -180, 180)\n", "Dphi_M2 = M2_pha-M2_pha_obs; \n", "Dphi_M2 = Dphi_M2 -360*(Dphi_M2>180) + 360*(Dphi_M2<-180)\n", "Dphi_K1 = K1_pha-K1_pha_obs\n", "Dphi_K1 = Dphi_K1 -360*(Dphi_K1>180) + 360*(Dphi_K1<-180)\n", "#Complex differences\n", "D_M2= complex_diff(np.array(M2_amp_obs),np.array(M2_pha_obs), np.array(M2_amp)*1.03,np.array(M2_pha)+2.3)\n", "D_K1= complex_diff(np.array(K1_amp_obs),np.array(K1_pha_obs), np.array(K1_amp)*0.99,np.array(K1_pha)-0.5)\n", "D_O1= complex_diff(np.ma.array(O1_amp_obs),np.ma.array(O1_pha_obs), np.ma.array(O1_amp),np.ma.array(O1_pha))\n", "D_S2= complex_diff(np.ma.array(S2_amp_obs),np.ma.array(S2_pha_obs), np.ma.array(S2_amp),np.ma.array(S2_pha))\n", "D_P1= complex_diff(np.ma.array(P1_amp_obs),np.ma.array(P1_pha_obs), np.ma.array(P1_amp),np.ma.array(P1_pha))\n", "D_N2= complex_diff(np.ma.array(N2_amp_obs),np.ma.array(N2_pha_obs), np.ma.array(N2_amp),np.ma.array(N2_pha))\n", "D_Q1= complex_diff(np.ma.array(Q1_amp_obs),np.ma.array(Q1_pha_obs), np.ma.array(Q1_amp),np.ma.array(Q1_pha))\n", "D_K2= complex_diff(np.ma.array(K2_amp_obs),np.ma.array(K2_pha_obs), np.ma.array(K2_amp),np.ma.array(K2_pha))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 267 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Saving the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now save these statistics in a spreadsheet" ] }, { "cell_type": "code", "collapsed": false, "input": [ "outfile = runname+'.csv'\n", "\n", "with open(outfile, 'wb') as csvfile:\n", " writer = csv.writer(csvfile, delimiter=',')\n", " writer.writerow([\n", " 'Station Name', \n", " 'R (M2)', 'Delta phi (M2)', 'D (M2)',\n", " 'R (K1)', 'Delta phi (K1)', 'D (K1)'\n", " ])\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " writer.writerow([stations_obs[stn],\n", " R_M2[stn], Dphi_M2[stn], D_M2[stn],\n", " R_K1[stn], Dphi_K1[stn], D_K1[stn]])\n", "\n", " #write averages and rms\n", " writer.writerow(['Mean Difference',\n", " mean(M2_amp-M2_amp_obs),mean(Dphi_M2),mean(D_M2), \n", " mean(K1_amp-K1_amp_obs),mean(Dphi_K1),mean(D_K1)])\n", " writer.writerow(['RMS Difference',\n", " rms(M2_amp-M2_amp_obs),rms(Dphi_M2),rms(D_M2), \n", " rms(K1_amp-K1_amp_obs),rms(Dphi_K1),rms(D_K1)])\n", " #without the north\n", " writer.writerow(['Mean Difference no North no PR',\n", " mean(M2_amp[1:split2]-M2_amp_obs[1:split2]),mean(Dphi_M2[1:split2]),mean(D_M2[1:split2]), \n", " mean(K1_amp[1:split2]-K1_amp_obs[1:split2]),mean(Dphi_K1[1:split2]),mean(D_K1[1:split2])])\n", " writer.writerow(['RMS Difference no North no PR',\n", " rms(M2_amp[1:split2]-M2_amp_obs[1:split2]),rms(Dphi_M2[1:split2]),rms(D_M2[1:split2]), \n", " rms(K1_amp[1:split2]-K1_amp_obs[1:split2]),rms(Dphi_K1[1:split2]),rms(D_K1[1:split2])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 249 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now there is a csv file in this directory with data about this run. It should be called runname.csv (where runname is the string we defined at the beginning of the notebook).\n", "\n", "Things to try:\n", "1. Add the complex differences information printed in the .csv file to tide_runs.ods. Also, if you notice any discrepancies, you can correct them. (Check M2 amplitude at Yorke Island)\n", "2. Work through the notebook with a different run. There is a list of runs in tide_runs.ods\n", "3. Commit and push any changes you've made to this notebook and tide_runs.odt. \n", "Try this:\n", " * hg status (see what changes have been made)\n", " * hg in\n", " * hg commit mynotebook.ipynb (write a commit message and then save and exit)\n", " * hg commit tide_runs.odt\n", " * hg pull --rebase\n", " * pg push\n", " \n", "4. Add any new csv files to the repository.\n", "Try this:\n", " * hg add filename.csv\n", " * hg commit filename.csv\n", " * hg pull --rebase\n", " * hg push\n", " \n", "5. Repeat with all the runs listed in tide_runs.odt" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Plots comparing measured and model amplitudes and phases" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,12))\n", "\n", "plt.subplot(3,2,1)\n", "plt.plot(np.array(M2_amp)*1.03, '-bo', label = 'model')\n", "plt.plot(M2_amp_obs, 'r-o', label = 'observation')\n", "plt.title('M2 Amplitude')\n", "plt.legend( loc='upper left' )\n", "\n", "plt.subplot(3,2,2)\n", "plt.plot(np.array(K1_amp)*0.99, '-bo', label = 'model')\n", "plt.plot(K1_amp_obs, 'r-o', label = 'observation')\n", "plt.title('K1 Amplitude')\n", "\n", "plt.subplot(3,2,3)\n", "# use the un-wrap function to plot the M2 phase more smoothly\n", "pha_uwm = 180./np.pi * np.unwrap(np.array(M2_pha)*np.pi/180.)\n", "plt.plot(pha_uwm+2.3, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "plt.plot(pha_uw, 'r-o', label = 'observation')\n", "plt.title('M2 Phase')\n", "\n", "plt.subplot(3,2,4)\n", "pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha)*np.pi/180.)\n", "plt.plot(pha_uw-0.5, '-bo', label = 'model')\n", "plt.plot(K1_pha_obs, 'r-o', label = 'observation')\n", "plt.title('K1 Phase')\n", "\n", "plt.subplot(3,2,5)\n", "plt.plot(D_M2, '-bo', label = 'M2')\n", "plt.plot(D_K1, '-go', label = 'K1')\n", "plt.plot((0,30),(0.05,0.05),'k')\n", "plt.plot((0,30),(0.10,0.10),'r')\n", "plt.title('D error')\n", "plt.legend( loc='upper left' )\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 269, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Dhw4VqJ5CCCFEgezeDSdPQseOxMYmEhUVT1qaF97eVkJCgpweVSuEEEIIIUqWEhEU8va2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\nalKobNIYrIxISyP+ggtY2LQp3hUrkuHvT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s65yi3uqYQk1gYPhnXrYNQowE9XHjwYPvgg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z5p7XH1r400LVDq+tS9pd4vb+m7repLnr5nrWmagrBAAAgMDwNijUSlJmkd+3HNtX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\n6XNN7aOpj1rXLpevnxprrbUDBpT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/B24gNDxXcRqnXvpzKYrTPjOz0e5+3MzSgO3Aj4Dr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\nRERERERGICWFRERERERERERGoH8A2I+tpnbq6gcAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 269 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_topogbottfric = M2_amp\n", "M2_pha_topogbottfric = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 251 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_rnshlat2 = M2_amp\n", "M2_pha_rnshlat2 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 234 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_bot1em2B = M2_amp\n", "M2_pha_bot1em2B = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 219 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_bot1em2 = M2_amp\n", "M2_pha_bot1em2 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 192 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_corr15 = M2_amp\n", "M2_pha_corr15 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 148 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_topog = M2_amp\n", "M2_pha_topog = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 104 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_rnshlat = M2_amp\n", "M2_pha_rnshlat = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12,5))\n", "plt.plot(np.array(M2_amp_topog)*0.97, '-bo', label = 'topog')\n", "plt.plot(M2_amp_obs, 'r-s', label = 'observation')\n", "plt.plot(np.array(M2_amp_rnshlat2)*1.08, '-m^')\n", "plt.plot(np.array(M2_amp_bot1em2B)*1.07, '-c^')\n", "plt.plot(M2_amp_corr15, '-go', label='corr15')\n", "plt.plot(np.array(M2_amp_topogbottfric)*1.03, '-yo')\n", "makeit = np.array(M2_amp_corr15) + (np.array(M2_amp_bot1em2B)*1.07-np.array(M2_amp_corr15)) + (np.array(M2_amp_topog)*0.97-np.array(M2_amp_corr15))\n", "plt.plot(makeit, 'k*-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 256, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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O4+HDSR41iu7z57Nr7lwUpeKTJk7nnabz1505NvYY/g8/AQ89BMOHs2lTJB98MIUNGw5z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qjp8bgmxlViUUxorc+51zHAtxjdYETx8oe7jxxKqWrAhUJuj8ghrfUF7QYsQs6/Ik0p\nZcUIw8u01qvcxXL+FQMex+6L1GMn51/xo7WOBUKB5uTy3CvoQJw2qYdSyoYxqcfqAn5PkU+UUn5K\nqQD3dmngAeDA9V8liqDVwED39kBg1XX2FUWI+z/xVI8g51+RpYxB+BcDv2utP/J4Ss6/Iu5ax07O\nv+JBKVUptTuLUqoUcD+wh1yeewU+DrFSqjvwEemTekwt0DcU+UYpVQfjqjAYk7j8W45f0aaU+j+g\nA1AJo8/UG8B/ga+BWsBJoI/W+kphtVFkLYtjNxnoiPFzrQZOAMM9+sSJIkQp1R7YDOwn/afZCcAv\nyPlXpF3j2E3EmJVXzr8iTil1J8ZNcyb3skxrPU0pVYFcnHsyMYcQQgghhCjRCnxiDiGEEEIIIYoy\nCcRCCCGEEKJEk0AshBBCCCFKNAnEQgghhBCiRJNALIQQQgghSjQJxEIIIYQQokSTQCyEEEIIIUo0\nCcRCCCGEEKJE+3/ZJrFnjT9sEAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 256 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12,5))\n", "plt.plot(np.array(M2_pha_topog)+2.9, '-bo', label = 'topog')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "plt.plot(pha_uw, 'r-s', label = 'observation')\n", "plt.plot(np.array(M2_pha_rnshlat2)-0.8, '-m^')\n", "plt.plot(np.array(M2_pha_bot1em2B)-0.5, '-c^')\n", "plt.plot(M2_pha_corr15, '-go', label = 'corr15')\n", "plt.plot(np.array(M2_pha_topogbottfric)+2, '-yo')\n", "makeit = np.array(M2_pha_corr15) + (np.array(M2_pha_bot1em2B)-0.8-np.array(M2_pha_corr15)) + (np.array(M2_pha_topog)+2.9-np.array(M2_pha_corr15))\n", "plt.plot(makeit, 'k*-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 261, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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h/iM51jTtIFD9FtP/Bmr/wzKfAJ/cl+iEuAcREZuZNm0tRqOBnBwThw4157ff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"text": [ "" ] } ], "prompt_number": 261 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = plt.get_cmap('PuBu')\n", "cmap.set_bad('burlywood')\n", "\n", "fig,axs=plt.subplots(4, 2, figsize=(8,20))\n", "\n", "constituent = ('M2', 'K1', 'O1', 'S2', 'P1', 'N2', 'Q1', 'K2')\n", "error_D = (D_M2, D_K1, D_O1, D_S2, D_P1, D_N2, D_Q1, D_K2)\n", "\n", "\n", "for row in range(4):\n", "\n", " for ax, error_D1, const in zip(axs[row], error_D[row*2:row*2+2], constituent[row*2:row*2+2]):\n", " ax.pcolormesh(X,Y,bathy,cmap='PuBu')\n", "\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " if error_D1 [stn] <= 0.05:\n", " ax.plot(lon,lat,'og',label=location,markersize=10,markeredgecolor='g')\n", " if error_D1 [stn] > 0.1:\n", " ax.plot(lon,lat,'or',label=location,markersize=10,markeredgecolor='r')\n", " if 0.1 >= error_D1[stn] > 0.05:\n", " ax.plot(lon,lat,'oy',label=location,markersize=10,markeredgecolor='y')\n", " \n", " ax.annotate(stn, xy = (lon,lat), xytext = (5,5),ha = 'right', va = 'bottom',\n", " textcoords = 'offset points')\n", " ax.set_title(const)\n", " ax.axis([-126.1,-122,47,51])\n", " \n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0ll4TPifA/4+tZcHdanfSLszEiZKD7J4+MYYoXx2/PTyFwgsLquQfPdjtRPLb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wH7/I/g+iED0US9Zj8rpaTq+Bi6hucHmIZO1fVn1PPppuU4uJ9ivGfjSp56uo9M0qQpa9f7EL+u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\n6xStkZqayrBhwzAajYSEhPDjjz+Sm5tLTk4Os2bNo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F2YkYPj+WbDHqfLO+iFQjY/uYCQ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pC9C58h7S1Rfj3q3UbkHPei557y8YWPu8fw2F+0dcyLTw8IP+LY9kg5Bz7ntyVGo5kQUhUIRd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\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QpTsQIRA1MExLy05dUOp2goD2vghHuoP4IwbFLp3aEg9n1JbhdFqOwG1dAZo6Apw6rwxd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\nd9DxFxPevgZ4hRBOaQXL+ARwcsK5bUl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klCxevBiAM844AyMayekf4sHf3wvAmx/1T3FO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\nTT315Tl6Hrh2B52XfxbPD2lvSZxUz+OP38UbNnQghCDjhbw8U2w4LWvjr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Xde/lmAOXre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\nRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 270 }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "First Plot: M2 D error. Second Plot: K1 D error.\n", "Markers increase in size as D error increases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Green: D error <= 0.05, Yellow: 0.05 < D error <= 0.1, Red: D error > 0.1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = plt.subplots(6,2,figsize=(10,15))\n", "axs[0,0].plot(np.array(O1_amp)/np.array(K1_amp), '-bo', label = 'model')\n", "axs[0,0].plot((0,28),(0.560,0.560), 'r-', label = 'observation')\n", "axs[0,0].set_title('O1/K1 Amplitude')\n", "axs[0,1].plot(np.array(O1_pha)-np.array(K1_pha), '-bo', label = 'model')\n", "axs[0,1].plot((0,28),(-22.9,-22.9), 'r-', label = 'observation')\n", "axs[0,1].set_title('O1-K1 Phase')\n", "\n", "axs[1,0].plot(np.array(S2_amp)/np.array(M2_amp), '-bo', label = 'model')\n", "axs[1,0].plot((0,28),(0.249,0.249), 'r-', label = 'observation')\n", "axs[1,0].set_title('S2/M2 Amplitude')\n", "pha_uw = 180./np.pi * np.unwrap((np.array(S2_pha)-np.array(M2_pha))*np.pi/180.)\n", "axs[1,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[1,1].plot((0,28),( 28.7, 28.7), 'r-', label = 'observation')\n", "axs[1,1].set_title('S2-M2 Phase')\n", "\n", "axs[2,0].plot(np.array(P1_amp)/np.array(K1_amp), '-bo', label = 'model')\n", "axs[2,0].plot((0,28),(0.311,0.311), 'r-', label = 'observation')\n", "axs[2,0].set_title('P1/K1 Amplitude')\n", "\n", "pha_uw = 180./np.pi * np.unwrap((np.array(P1_pha)-np.array(K1_pha))*np.pi/180.)\n", "axs[2,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[2,1].plot((0,28),(-3,-3), 'r-', label = 'observation')\n", "axs[2,1].set_title('P1-K1 Phase')\n", "\n", "axs[3,0].plot(np.array(N2_amp)/np.array(M2_amp), '-bo', label = 'model')\n", "axs[3,0].plot((0,28),(0.200,0.200), 'r-', label = 'observation')\n", "axs[3,0].set_title('N2/M2 Amplitude')\n", "\n", "pha_uw = 180./np.pi * np.unwrap((np.array(N2_pha)-np.array(M2_pha))*np.pi/180.)\n", "axs[3,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[3,1].plot((0,28),(-28.3, -28.3), 'r-', label = 'observation')\n", "axs[3,1].set_title('N2-M2 Phase')\n", "\n", "axs[4,0].plot(np.array(Q1_amp)/np.array(K1_amp), '-bo', label = 'model')\n", "axs[4,0].plot((0,28),(0.089,0.089), 'r-', label = 'observation')\n", "axs[4,0].set_title('Q1/K1 Amplitude')\n", "\n", "pha_uw = 180./np.pi * np.unwrap((np.array(Q1_pha)-np.array(K1_pha))*np.pi/180.)\n", "axs[4,1].plot(pha_uw+360., '-bo', label = 'model')\n", "axs[4,1].plot((0,28),(-27.3,-27.3), 'r-', label = 'observation')\n", "axs[4,1].set_title('Q1-K1 Phase')\n", "\n", "axs[5,0].plot(np.array(K2_amp)/np.array(M2_amp), '-bo', label = 'model')\n", "axs[5,0].plot((0,28),(0.068,0.068), 'r-', label = 'observation')\n", "axs[5,0].set_title('K2/M2 Amplitude')\n", "\n", "pha_uw = 180./np.pi * np.unwrap((np.array(K2_pha)-np.array(M2_pha))*np.pi/180.)\n", "axs[5,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[5,1].plot((0,28),(28.7, 28.7), 'r-', label = 'observation')\n", "axs[5,1].set_title('K2-M2 Phase')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 262, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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YY6onn5xpKQwjt/G/+XTrmfbAROAzoJUv6wbMxa3w7ggsYdfMwSxcZH1waY5K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\nhxl3a9yKwKdRyNBEXEqs1tRdU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+G++xIT+DgDKAduUNVNInI7cCMwVET2B07HrQDsArwp\nInur6ia/QR55xL2Q7bFHYoTyU3ybNBlG9+7Zr/gaRmMjHiUs6m2LInIk7q2x1+bObsLqJiKtgEki\n0kdVpwb3DY443adPn4jXq90y/9tvTZk1q5pbbikM+SOSTJo1q+CNN8r54x+b0rKl7WAysoeFC110\n9lmzIluQa5Pdq0LnzrHtCI432nQyUdVAJ6sPgFqHhv7AM6paBSwWkYW4lYH3g8eoqoK//90FWU0U\ngYpvrXWyX79iRo8uoFs3F6fQMIwsQVUb9AEOBSYGnN+Ie2sMbtcVWAjsGWasUlxE6uByjZXXXpum\n+fnD1AWlcJ/8/GH62mvTYh4rHjJFDsOIlU2bVI86SvXuu2PvO2qU6uDBDb+29zff4HkpWR/gVeBM\n73gccFZA3SPAKT599Mkn3bNMBZ98otq+verTT6fmeoZh1CfWOSye3ZEfAnuJSCcRaY4zz78S2EBE\ndgUmAANVdWFA+e9EpLV3vDXQF5gThyybGTs21Jb51O4cyhQ5DCNW/vlPWL0ahgyJve8ZZ8B//ws1\nWeKeFE0CbxEpATaq6r/DDOW7MnDnnXD99YmW2p8DDoA334TrrnNuGIZhZD4NXo5U1WoRuRKYhHOs\nf1RVPxeRS7368cDfgDbAg+LWNKpUtSewM/BPzy+sCfCUqr4V3604MmXnUKbIYRix8P33cMMNLttD\nQ8K57L23C1Q8bZqLDJ/paIQE3iJyHnAccHRA8TKgY8D5772yenzxRQFPPJHPjBm7Re1OEQ+dO8Nb\nb7m0abNnVzB/fmrSTRlGYyVel4q4omap6hvAG0Fl4wOOLwIu8un3CdAjnmuHIlN2DmWKHIYRC0OG\nwPnnQ/fuDR/jjDPchpRsUMLCISLFwHVAb3VhdWp5Bfi3iNyLc8zfC5fEux5VVRXMnFnCWWcdRZ8+\nqVGA9t0XSksruOKKSdTUbLHGW0BXw0g8wS9Xo0aNiql/XMFaM5HBgwvJz68f12jQoNRuj8wUOQwj\nHGVlFRQVDadPn5H06DGcqVMrGDEivjFPP905om/cmBgZ08g4YFtgsojMEZH/A1C3k/u/wGe4l9DL\nPV8QX9LhhjBhQnkdBSxdchiGEZ6cS1tU+5Z39dVu59D++9eNa5RqOcaNK2Xt2jzef7+G0aNzZuu+\nkQP45X3s0KGEt9+Oz1qy667OGjN5sgtanK2o6l5h6m4Fbo12LHOHMAzDj5xTwsD9gLzyituufdll\n6ZWj9sfspJPgt9/SJ4thBOO3eeS77xKT93HAALckmc1KWCLJFHeIjRvNHcIwMomcW46s5euvYbfd\n0i3FFk47ze0aM4xMIZnWklNPhVdfhXXrIrfNdTLFHaJdu2F8+mlf2zlpGBlETlrCIPOUsBNOgL/8\nBX76Cdq2Tbc0RmNn3TpYtix5m0d22gkOPhhef90pZI2VoqLStLtDBKab6tSpgJNOgvffh759K3jo\nIds9aRjpRML4k6YdEQnn7xoSVdh2W1i+3OVwzBROPRWOPRYuvDDdkhiNhdrsEbU/tFdeWchPPxUw\nfDjsumsFS5dO4ptv6uZ9HDMmMUrDY49BWRm88EL0fUQEVU1hltfk0dD5K9msXg3FxRXMmTOJDRsC\n/+9LGDOmyBQxw4iDWOewnFTCVqyAffZxVqdM4rnnXB65SZPSLYnRGPBzvG/evITddy/isccKOPxw\n12bcuMkB1pK+CfsRXrUKOnWCJUtg++2j62NKWGooKhpOefktPuWlTJx4cxokMozcINY5LCeXIzNt\nKbKW446Diy5ySuKOO6ZbGiPX8XO837hxNJ06lXL44U7RCtw8kmjatIE+feDll+Hss5NyiaQiIncB\nxwMbgUrgfFVdLSJ9gduA5l7ddar6dvokjR3bPWkYmUFOOuZ/801mKmEtW0JxMbz4YrolMRoDmfBD\ne8YZ8MwzKbtcoikHOqvqH4AvcflxAVYAx6tqV+Bc4Kk0yddgLJi0YWQGOamEZaolDFwgy//8J91S\nGI2BTPihPeEEeO89WLkyZZdMGKo6WVU3eacf4NIToaofqepyr/wzYGsRaZYOGRuKBZM2jMzAlLAU\nc+yxMHu2y9FnGMnkoosKyctL7w/ttts6628szvkZygXA6z7lpwCzVbUqxfLERb9+BYwZU0RRUSmt\nW4+kR4/ShG3IMAwjenLWJ+yII9IthT9bb+0CWE6YkN5AskbuM2dOAQUF0Lx53TAFqf6hPeMMGDMG\nLr00pZeNChGZDLT3qRqmqq96bUqAjar676C+nYHbgZBa7ciRIzcfpyKBdyzU+gNecw20b2+BdQ2j\nIcSbwDsnd0f26AHjx7s4RZnIyy/D3/8Ocfy/GUZYFi+GAw+ETz6BXXZJrywbNkCHDvDpp7DzzuHb\nZtruSBE5D7gYODowibeI/B54CzhPVWeE6JuxuyMDefxxmDIFnso6zzbDyDxincNsOTINFBXBxx/D\nd9+lWxIjVxk6FAYPTr8CBtCiBfToUcFRR7lE4UVFwykrq6jTpjaReCYhIsXAdUD/IAWsNVAG3BBK\nAcsmunRxCrJhGKknLkuYN0ndB+QBj6jqHUH1ZwHXAwL8Alymqp+ISEfgSaAdoMDDqjrWZ/yY3yTX\nroV27eDXX0Ey5n26Puec4yx1gwalWxIj13jvPbcBZP58tyM33ZSVVXDxxZP47jv/wKB145lljiVM\nRBbgwlDURhycoaqXi8hwYCiwIKB5X1VdGdQ/Kyxhv/7qQuasWQNNc9JBxTBSR8qCtYpIHvAFcAyw\nDJgFDFDVzwPaHAZ85sXWKQZGquqhItIeaK+qH4nItsBs4E+Bfb3+MU9i8+bBKae4H6BMpqwMbr8d\n3nkn3ZIYucSmTXDYYXDllZkTmytUYNA99ihl4MCbefrp4VRW1tZnjhIWL9mihAHk57sUU/vsk25J\nDCO7SeVyZE9goaou9nYGPQv0D2ygqjNUdbV3GrjFe7mqfuQdrwU+ByJ4i0RHpsYIC6ZvX6cwLluW\nbkmMXOKZZ5widtZZ6ZZkC6HildXU5NGkCVRVmfkl3diSpGHER0NdKuJRwnYBlgScL/XKQnEhPlu8\nRaQT0B2npMVNpvuD1dK8OfTv71IZGUYiWLfO+YLddx80ySBvz1Dxyvbdt4YRI2Dfff3rjdRhSphh\nNJxalwo/i38k4pmqo7azi8iRuDg7NwSVbws8DwzxLGJxky1KGDi/nf/+N91SGLnC3XfD4YdDr17p\nlqQukQKD+tUbqcWUMMMITa2VK9TGIr8UcdESzzrAMqBjwHlHnDWsDiLSFfgHUKyqqwLKmwEvAP9S\n1ZdCXSTWODtff+1yNGYDRx8NAwe6JdRdd023NEY2s2yZi8U1e3a6JalPbVyycePqxyubOnUqs2ZN\npWfPb4ECKivTK2tjpUsXuOmmdEthGJlH3Y1DjgULSvjkE2jWrIBZs2DatIarUvE45jfFOeYfDXwL\nzKS+Y/6uwBRgoKq+H1AuwBPAj6p6dZhrxOzY2qsX3HYbFGRJ4OeiogoWLy6nQ4emtGhRzeDBhRa1\n2oiKsrIKxo4tZ8OGpixYUM3hhxfy3HPZ/d3JpDhhoRJ4B9TviktbNEJV7/HpnzWO+Rs3QqtWsGoV\nbLVVuqUxjMwh1MaiVq1KOffcmznoIBg/fjjvvtuwzUUNVt9UtVpErgQm4UJUPKqqn4vIpV79eOBv\nQBvgQad3UaWqPYFewEDgExGZ4w15o6pObKg8tWTTcmRZWQVz57qt+19+6coqK92yjCliRjj83s5m\nzy6hrMy+OwmkHBcLbJOI3I5L4D00oP5eXLywrKd5c7dDcv586NYt3dIYRuYQamNRt255jBnjjtu2\nLWTIkJIGLUnG5b6rqm+o6j6quqeq3uaVjfcUMFT1IlXdQVW7e5+eXvl0VW2iqt0C6uJWwDZuhB9+\nyIwAldEwdmx5ndhJAJWVoxk3bnKaJDKyBT8fhP9n78zDoyqvx/85BCGIC4vKDmIAEbWuCG4hgiTR\nWPeluNStdatAbetXJaGJC26tVkl/Rau4ty7V1iKpElRCqsUFK6IVRaIIuAAqIopBkpzfH+9NmEzu\nZGaSSe7M5Hye5z658273zM3MmXPf97znfPSRfXYSSaQE3gAiciLwIW4mLC0wvzDDaEqkjUWZmbUN\n56G5WOMlifZQtZ5PPnHpUVIl4GAkC7u6OqOdJTFSDfvstDsNCby9DUX/B5QEKVCiMSPMMJoyZUou\nvXpF3lhUT0FBNs89d33c46eIuRIbqbQUCbFZ2Ibhh312EkMLE3iXAH9Q1c2ef2tEkjmBdzj77AP3\n3hu0FIaRXBxzTDadO8PYsdPp2rXxxiKwBN6NePBBeP751ElE6+fXk5U1jTvvzDe/HqNZ0vWzk0yO\n+eCfwFtEKtm2M7wHUAdMV9U/hfVNGcd8gBUr4OijXfJ3wzAczz0HhYWweHFsqRDj1WE2ExYg9T+W\nf/jDdBYsyODoo2uZMiW1f0SN9qGgIBtVOOWU6ey/fwY9ezZ+OjNaT0gC73GhCbxVNTukTTGwKdwA\nS0WGDoX1610OyZ12Cloaw0gO7roLLrmk7XJRp9VM2IUXwpgxcNFFbShUG7HnnvDUU25JwDBi4b33\nIC/PzVwkc7L6eEimmbBICbzD2tQbYbf79E+pmTCAgw+GP/4Rxo4NWhLDCJ7Vq91u4VWroHv32Pp0\n+Jmw008PWoqWcdBBLtCmGWFGrCxYAEcdlT4GWLKhqsNjaHNte8jSXtQ755sRZhhwzz1w5pmxG2At\nIa12R6bacmQo9UaYYcRKvRFmGIlin33g7beDlsIwgmfrVrdR5ZJL2vY6aWOE1dW5qcNUTf9z0EHO\n8c8wYqGuzowwI/Hsu6+FqTAMgDlzYNgw2Hvvtr1O2hhh69Y5Z9Lttw9akpZx4IGwdCnU+EceMIxG\n/O9/7vOeqg8dRnJiscIMwzFrVtvPgkEaGWGpvBQJ7gd1wADnbG0Y0bBZMKMt6N9/W+YRw+ioLF/u\nluVPOaXtr2VGWBJhfmFGrJgR1vaIyO9EZJmIvCUifxeRnUPqfiQii0TkHRFZKiJdg5Q1UYi42bD/\n/S9oSQwjOO6+G84/H7q2w7fajLAkwvzCjFioq4OFC80IawfKgb1VdT9gOS6BNyLSGXgYuEhV9wHG\nAVsDkzLB2JKk0ZH5/nt46KH2C3WVVkZYqvvH2EyYEQtvvQW77eaWjoy2o5kE3rnAUlV922u3IaRd\nymNGmNGR+dvfXLy8PfZon+ullRGW6jNh5pxvxIItRQZCQwJvYASgIvKciLwhIlcGKFfCMSPM6Mi0\nl0N+PWaEJRHmnG/EghlhiUNE5ovI2z7Hj0PahCfw7gwcAZzp/T1JRMa3v/Rtw957OyMsxYL9G0ar\nWbIE1qyBgoL2u2arIuZ7udXuADKAe1X1lrD6s4D/AwTYBFyqqku9uvuAAmCdqu7bGjnApRVIdSMM\nLHK+0Tw1NfDvf8Ps2UFLkh6o6sTm6r0E3scCE0KKVwOVqvqV1+ZfwIHAi+H9S0pKGs5zcnLIyclp\nrchtzi67uFA/qRx30TBawl13OV+wznFYRhUVFVRUVLT4mi3OHSkiGcD7wNHAJ8DrwCRVXRbS5lDg\nXVXd6BlsJao61qs7EvgWeCiSERZr7rWNG2HgQJd4NtVTuNx2m8sFWFoatCRGMvL6627XTrouFyVZ\n7sh84DZcAu8vQsp7AC/gZsG2As8Ct6vqs2H9Uy53ZD25ufDLX8KxxwYtiWG0PWVlldx+ezkLF3bm\niCNquPLKXAoKsls0VnvmjjwEWKGqK70LPwacADQYYaq6KKR9qGMrqvpvEdm9FddvoH4pMtUNMHAO\ngU89FbQURrLy4ou2FNmOlOISeM8Xp1wWqeplqvq1iNyOe/BUoCzcAEt16v3CzAgz0p2yskqmTp1H\nVdUMwO08X7OmEKDFhlg8tMYnbABuWr6eNV5ZJC5km2NrQkkHf7B6DjjAnPONyJg/WPuhqsNVdYiq\nHuAdl4XU/UVV91HVfVX16iDlbAvMOd/oKMycWd5ggNVTVTWD0tL57XL91hhhMc+zi8hRuN1FV7Xi\nehFJh/AU9ZhzvhGJrVvhP/+BceOClsRId8wIMzoKW7b4LwhWV2e0y/Vbsxz5CTAo5PUg3GxYI0Tk\nR8A9QL6qboj3IrE4tqbTTBiYc77hz+uvu9g1vXsHLUniaK1Tq9E2jBrlHgRrayGjfX6LDCMQvvzS\nf9kpM7O2Xa7fGiNsMTDc8+v6FDgDmBTaQEQGA38HzlbVFS25SKgRFomPP3YxttKFgw92kfPPPTdo\nSYxkIh2XIsMfrK699trghDEa2GEH6NsXqqpgxIigpTGMtmHZMvj441wGDSpk9eptS5JZWdOYPDm/\nXWRosRGmqjUicjkwDxeiYraqLhORi736u4HfAj2BWZ5j61ZVPQRARB7FpfvoLSKrgd+q6v0tkSUd\nZ8KefDJoKYxkY8ECmDo1aCmMjkL9kqQZYUY6snkznH463HZbNv37Q2npdKqrM8jMrGXy5Px2ccqH\nVoSoaA9i3eLdr5+bORrQ3LaAFOKbb1xKmq+/ji9eiZG+bNni4jetWQM77xy9faqSZCEqfgccB/wA\nVAHne+F2MoH7gb1xD7IPqerNPv1TNkQFwLRpkJkJv/1t0JIYRuK58EKnVx9+OLGRFeLVYSkfMb+6\nGjZscIZYumDO+UY4r74KI0emtwGWhPgm8AZ+AqCqPwIOAi72XC/Sin32gbffDloKw0g8Dz0EL7/s\ngrMGHdoq5Y2w1audwdIp5d9JYw46yM3uGQakpz9YstNMAu/PgO5ewOruuJmybwIQsU2xHZJGOrJs\nGfz61y5R9w47BC1NGhhh6eYPVs/BB7sdkoYBZoQlAQ0JvFV1Hs7o+gxYCfxOVb8OTrS2YeRIl72j\nujpoSQwjMXz3HZx2Gtx8M+zb6mSJiSHlPY7SKUZYKOacb9Tz/fduVvSII4KWJP0QkflAX5+qaar6\njNemUQJvETkb6Ab0A3oB/xaRF1T1o3YSu13o0sWFRHn/fdhvv6ClMYyWUVZWycyZ5WzZ0pkPPqhh\nzz1zueCC9nG6j4W0MMLScSYsNHK+Oed3bP7zH/fUtuOOQUuSfrQwgfdhwD9UtRZYLyIvAwcDTYyw\nVEzgHUr9kqQZYUYqEp6SCKBr10L+9a/EpSQKLIF3exDL7qJzz3URxC+4oJ2Eakf23NPlkbSgrR2b\noiKoq4MbbwxakrYnyXZHRkrgPQXYX1UvEJHuwGvAGar6Tlj/lN4dCXD99W4r/003BS2JYcRPXl4R\n5eU3+JRP57nnrm+Ta8arw1LeCMvJgenTYcKEZpulJGedBRMnwnnnBS2JEQT10+iLFnVmxIgarr02\nt91i1wRFkhlhH+ASeH/lFS1S1ctEpCswG9gP51d7n6re5tM/ibWrYRi+tPJbG68OS/mFrlWr0nM5\nEralL4pmhIWueXftWsOUKen/Y53uhE+jv/EGTJ1aCCRuGt1oHlUdHqF8C3B2jIMkUqR2payskssu\nm8eqVaGRxAu58868hH4G21p/+S1JtcX7SBSJuB/RxugovxlBzITFjaom7eHEi0xNjWqXLqrV1c02\nS1kqKlQPPbT5NnPnLtSsrGnqtL07srKm6dy5C9tHSKNNyM0tbPQ/rT/y8oqCFq1N8b7zgeueRBzR\n9Fey0x6fwVj019y5CzU3t1DHjSvW3NzCuHVbe36XoskaS31r9Xm0MRJ1z1v7f2kP5s5dqP37h7/X\na9pU1nh1WOCKqlnhoiix1atV+/VryW1KDTZuVO3eXXXr1shtOuqPdbozblyx7/913LjioEVrU8wI\nSx7a4zMYSX9NmOD0V2uNklWrVAcM8H8fu+1WrC+9pFpXpw3XaksDKlp9TY1qdnZ0fR5Njkj3dK+9\nivSGG1SHDPGvz8kp0rq62I20VHn4P/bYhTp8eJGOG1eseXlFbS5jvDospZcj0zU8RT31kfOXLYsc\n02TLFv9/4XffZTScd5Sp53Sia9ca3/LMzNp2lsToqCTqM+inf8aPz+aZZ2DxYn/9tWBBBv37Q3V1\nORs2zGhUV1U1g9LS6c0ur514Yi6vvZbNnDmw447+76Nnz1rOP9+lZjriiEqee24eH3207VpVVduW\n//2WNEPra2rgd78rb1RfL2th4XQ2bcpmxgz/+rPPns5OO2Xz2WcQyUNo2bIMnn0WNm6spKioqRyf\nfAI775zNf/8Lr73mP8bXX2fw3XeQkeFf/9JLGey2G9TVlfPVV03lnDFjOrvumk1tLVx3nf97Cf+/\nBM3WrfD669m8+mo2Q4cGLY0/KW+Epas/WD31QVsjGWHr1/srmEWLajntNNhjj0qefHIeH37orzyM\n5EMVunbNJTOzkOrqUD+WaUyenB+gZEZHYsqUXKqqChv92A4aFN9n0M94WbSokLo6OOywbPr3r+Gr\nr5r2mzixlnvugYKCzmzY0LT+5ZczOPdcGDUKvv22koceauy79vynqNAHAAAgAElEQVTzhZx1FqxY\nkc1//pPL1KmFYT5h07jttnyOPdYFQj7zzHLWrm1qVPzyl9N59dVsHn64nJUrm9affvp0unbNZtMm\niPRz+sknGTz9NKxd618/ZEgG//iHe+D+8Y9rKC9v2qZz51p+9zuorCyntrapHFOnTufYY7M58EDY\nY48a/vvfpmP86Ee13HgjvPFGDR9+2LR+woRaZs+G/PzOvv+TpUszuPxyl51m2TL/91JdneFbHhTP\nPw9ZWSStAQYpHjG/Ixhh9c75ftx2G6xfn8vgwYWNyrOypvHQQxPJy4PZs8sbGWBQ/8Qyv1FZWVkl\neXlF5OSUkJdXRFlZZVz1RuK4/Xb48MNsHnggj7y86YwbV0Je3nTuvDPfDGej3SgoyObOO7d9Bvfd\ndzpbt+Zz2GGxfwZnzmw6Y7Jp0wxGj55PeTncfHMuWVlN9dfkyRMZNAj69fN/yNx771qys2HdOpg1\nq7yRAQZQVzeDdevm07Nn0/cR+l0SgfHjYeRIf6Pihx8yvDiN/vWjRmWwfLlLBD1+vL+sBx1Uy2OP\nwQEH+Nf37VvL0KEuOO6UKf73Y+bMibz4Ihx+uL8cY8Zk8NRTUFgI110X+Z5C5GtMnjyRAQOgf39/\nOY84opbXXoNXXoFDD02Nmfq//hXOPDNoKZon5WfCkiX1QFvhFzlfFYqL4fHH4Y03slm6FEpLp1Nd\nnUFmZi2TJ2/7sX7kkc4sXNh03MrKDM480wVhrK6u5IEH5jV60otnKt5IHI89Bnfc4QK0DhqUzRln\n2P0NChG5HjgeUOBL4DxVXe3VXYNLZVQLTFFVn/mL1KegILvRd/yKK2DSJCgrg4wYJj02bfL/iVHN\naBgfIusvv9m4rKxpTJ+eT0GBe/3GG/46LnRWJvx9hBNp6XWvvWr57W/h5ZdrWLmyaX3v3rXssgvN\nylo/cxitPpb7kZkZ3fiJNkZL73monH5thgxJrpn6zZvhmWfg978PWpIoxONA1t4HURxbjzlG9Zln\n4necSyXCnfNra1WnTFHdf3/VtWuj94/kpHnooUX6wAOqV1yh2rOnf5vBg4v0+utVR41KjPN/ax1f\n050FC1R33VV16dKgJQkOksgxH9gx5HwycK93PgpYAmwH7A6sADr59G+r2xQYW7eqHnWU6tVXR2/7\nyiuqXbu2XnfMnbtQ8/IiO1YnYnOSv6P5NVGc6pvusosma7T61sqZKGKRM7RNVlaRHnzwwoZNDsnA\n44+rTpzY/teNV4e1VknlA+8BHwBX+dSfBbwFLAVeBn4Ua1+NQYmNGpX+P1hz5y7U7bcv1IMOKtaJ\nEwt1woSFeuihqhs2xN4/2pc20i6oPfYo1muuUe3b17/+gAOKtaZm23XacudQ6DhtbagFYQwuXeoM\nsBdfbPNLJTXJZISFHsA1wM0h51eF1D0HjPXp0yb3KGjWrVMdMsT9yEVi9mz3eS4qanujIVGGSVsb\nUIkiWeQIZcsW1X33VX3ooaAl2cYJJ6jef3/7X7fdjDAgw3sC3N17IlwC7BXW5lBgZ91mdL0Sa1+N\nosTq6twM0caNibp1yYefcunWbZr+7W+JVS7RniQj1XfvXqS77KI6btxC3W235g2oSGMcfniRLl6s\nOnp0bFuz2zqmUHsag/VjjBlTrF27FupvfhO8Mg2aZDPCgBnAKuD9EF1WCpwV0uZe4BSfvm10l4Ln\njTdUd9lF9a23Gpf/8IPqL36hOmKE6rJlrqw9jIZkNEw6Gm+84QzvTz8NWhLVr75S3Wkn1a+/bv9r\nt6cRdijwXMjrq4Grm2nfE1gTT9/mlNgXX6j26NH6G5bMtFcMsNZMxX/8ceTlym7dirR/f9VevVQ7\ndSqO0KZYDzhAdccd/es7dSrWvfdWLShQHTTI/zpHHFGkq1ap/uUvC3WPPVpnQEW650ccUaSbNzd3\nv+IzBlMpzk570t5GGDAfeNvn+HFYu6uB+zWyEXayz9haXFzccCxYsKDtblwAPPKIap8+C/Woo9zn\nPCenUPfee6Eed1wwP35G8EyfrvrjH2vgy5L33qt68sntc60FCxY0+p63pxF2KnBPyOuzgdJm2v8G\n+HM8fSMZYXPnLtSxYwt1++3T23eoPQN2tmYqPpKchxxSrKtXq65frzphQstm2yZMKNK33lL95z9V\ns7L8r5OZWawDBqh27uw/RlZWkT78sOqrr6o+9lhT46dPn2l66qkLdfz4yMZi167F2qWLau/eqjvu\n6H+dI48s0urqyAbW3/++UN9/X7W8PHF+dulGss2E1R/AYOAd77zRQ6O3HDnGp0+b3KNkYe7chbrz\nzo0/5z17TtM5c9JTHxvRqV+WfOSRYOUYP171ySeDuXZ7GmGnxGqEAUcB7wI94+nrp8Q60gxCqkTD\nj0XORDi+RrtOJGNwyJBinTRJ9aCDVDMy/McYNqxIn31WNScn8jVqa1U//1z1wAP9r9OlS7Fut53q\ndtv5jyFSpHvs4RREnz7+Y6R7RPxoJJMRBgwPOZ8MPOyd1zvmdwGGAlWA+PRvq9uUFKSKfjLal8WL\nVXfbLbhlyU8/datk9SsX7U28Okxcn/gRkbFAiarme6+vAepU9Zawdj8C/g7kq+qKOPtqccjrHO8w\nDCNJiVOfVFRUUFFR0fD62muvRVUlwVK1CBF5EtgTF4aiCrhUVdd5ddNwISpqgKmqOs+nv7ZUv6YC\nOTklLFxY0qR83LgSKiqalhsdh6IiePttePppkHb+Nt9xByxZAg880L7XrUdE4tNh8VhsoQcuxlgV\nzrm+C/6O+YNxDvhj4+2rEZ4kO1pOvVRxOG0vOZu7TiJm02J5L9Guk4iZwY4KSTQT1trDT3+lEzYT\nZkSiulp1yJCFuu++7R9yaPRo1eeea5dL+RKvDmutkjkGt2toBXCNV3YxcLF3fi8uyOGb3vFac319\nxm/yBu2LbzRHaw2oRFwnUTGFOiJmhKUO9iBhRGLu3IU6cGD7uw198IFbCq2PqxkE8eqwFi9Htgd+\n0/llZZVMmjSPTZsaR/O1lC5GrJSVVVJaOj8kWvTEhH922uMa6UjcU/lJTLovR4J9zg1/8vKKKC+/\nwad8Os89d33M4/glf2/u83X99S6VVWlpi8ROCPHqsJQzwjZuhP79KznkkPmo2hffMNIJM8IMI/VJ\nhL+gX7q8rKxC7rwzz/f3XtUldJ89Gw47rKWSt554dVjK5Y58+GE47rhsHn/cjC7DMAzDSDYi5eLM\nyIg9wbdf8veqqhmUlk73NcLeeguqq+HQQ+OTNWg6BS1APKjCrFlw6aVBS2IYRrojIteLyFsiskRE\nXhCRQV75RBFZLCJLvb9HBS2rYSQTU6bkkpVV2Khs552nsWLFRD75JLYxqqv954g2bvTPHP/Xv8JP\nftL+uzFbS0rNhL30EtTVwbhxQUtiGEYH4FZVnQ4gIpOBYuBnwHrgOFX9XET2BuYBA4MT0zCSi/qZ\nqtLS6Q3+gpdfns+yZdkcfjg89xyMHBm5//Ll8NZb/rNpixfXcumlcNVVsPvu2/zGKio6c/DBNZSV\nNe83lmyklBE2axZccknqWbqGYaQeqrop5OUOwBde+ZKQ8neBbiKynapubU/5DCOZKSjIbmIMHXcc\n7LYb5OTAP/8JY8Y07lNXBzNnwg03wE9+ksvzzxeG+YRN47rr8nnnHTjoIDjwwEqWL5/HqlWuzX/+\nA1OnFjZcPxVIGcf8detgzz3ho4+gR4+ABTMMo01INsd8EZkBnANsxsU7/Dqs/lTgIlXN9elrjvmG\n4UNZGZx3HvziF5UsWuR2P9bW1vDVV7n07JnNAw/AsGHN777dsAFGjy6iqqr1uzATSdo65t9/P5x8\nshlghmEkDhGZD/T1qZqmqs+oaiFQKCJXA38Azg/puzdwMzCxXYQ1jDShoACuuqqSq66aR13dtpmu\n3r0LuekmGDYs22vXdDatnp49YeDAzlRVNa2rrvb3G0tGUsIIq6uDu++Gxx8PWhLDMNIJVY3VgPor\n8K/6FyIyEJeO7RxV/ShSp5KSkobznJwccnJyWiSnYaQb8+eXNzLAAL78cgZ/+tN0jj8+tqXESLsw\nMzNj34XZWsJTr8VLShhh8+ZBr14wenTQkhiG0VEQkeGq+oH38gRc1g9EpAdQBlylqouaGyPUCDMM\nYxtbtvibH/HMYk2ZkktVVVO/scmT81stX6yEP1xde+21cfVPCSPsrrucQ75hGEY7cpOINErg7ZVf\nDmQBxSJS7JVNVNUvApDRMFKSRMxi+e3CnDw5tbLnJL1j/scfKwccAKtWQffuQUtkGEZbkmyO+a3B\nHPMNIzL+EfFTPwVh2jnm33MPnHWWGWCGYRiGkS6kwyxWIkj6mbB+/ZT582HvvYOWxjCMtsZmwgzD\nSGXi1WFJn7Zo+HAzwAzDMAzDSD+S3gizPJGGYRiGYaQjrTLCRCRfRN4TkQ9E5Cqf+pEiskhEqkXk\n12F1U0XkbRF5R0SmRrrG7NlFlJVVtkZMwzCMuImUwDukfrCIfBuu2wzDMGKlxUaYiGQAfwTygVHA\nJBHZK6zZl8Bk4PdhfffBJcIdDewHHCciWX7Xef75G5g6dV5SG2KtCdTWnpiciSdVZE0VOZOMW1V1\nP1XdH3gal8A7lNtx8cJSmlT5bKSKnJA6spqcwdOambBDgBWqutJLXPsYLqBhA6q6XlUXA+GJbUcC\nr6pqtarWAguBkyNdqKpqBqWl81shatuSKh8QkzPxpIqsqSJnMhEpgTeAiJwIfIhL4J3SpMpnI1Xk\nhNSR1eQMntYYYQOA1SGv13hlsfAOcKSI9BKR7YECYGBzHVIpF5RhGOmBiMwQkVXAubg8kYjIDsD/\nASUBimYYRhrQGiOsxXuvVfU94BagHHgWlw6krrk+7ZkLyjCMjoGIzPd8U8OPHwOoaqGqDgYewCXw\nBmd8/UFVNwNpEU7DMIxgaHGcMBEZC5Soar73+hqgTlVv8WlbDHyrqrdFGOtGYJWq3hVWbkF2DKOD\nkYxxwkRkMPAvVd1HRCqBeif9HrgHyOmq+qewPqa/DKMD0l4R8xcDw0Vkd+BT4AxgUoS2TQQSkd1U\ndZ2n3E4CxoS3SUZlbBhGxyBSAm9VzQ5pUwxsCjfAvHamvwzDaJYWG2GqWiMilwPzgAxgtqouE5GL\nvfq7RaQv8DqwE1DnhaIYparfAk+KSG+c0/5lqvpNa9+MYRhGAomUwNswDCMhJHXaIsMwDMMwjHQl\nKSPmRwsCm0yIyEoRWSoib4rIa0HLU4+I3Ccia0Xk7ZCyXp4j8nIRKReRHkHK6MnkJ2eJiKzx7umb\nIpIfpIyeTINEZIGI/M8LMDzFK0+qe9qMnMl4TzNF5FUvGOq7InKTV55U9zReTH+1HtNfiSVV9FcU\nWZPqviZKfyXdTJi4ILDvA0cDn+CWMyep6rJABYuAiHwEHKSqXwUtSygiciTwLfCQqu7rld0KfKGq\nt3o/Dj1V9eoklLPez+b2IGULxVta76uqS8SFKHgDOBE4nyS6p83IeTpJdk8BRGR7Vd0sIp2Bl4Df\nAMeTRPc0Hkx/JQbTX4klVfRXFFmTToclQn8l40xY1CCwSUjSOeCq6r+BDWHFxwMPeucP4j7YgRJB\nTkiye6qqn6vqEu/8W2AZLi5eUt3TZuSEJLunAF6YB4AuON/SDSTZPY0T018JwPRXYkkV/QWppcMS\nob+S0QhrTRDYIFDgeRFZLCI/D1qYKPRR1bXe+VqgT5DCRGGyuLx9s5NhijwUcTuCDwBeJYnvaYic\nr3hFSXdPRaSTiCzB3bsFqvo/kviexoDpr7YjlT4XSfddqydV9Bckvw5LhP5KRiMsudZHo3O4qh4A\nHAP8wpueTnrUrUMn672eBQwF9gc+A3zjywWBNz3+FDA1LK1NUt1TT84ncXJ+S5LeU1Wt83IzDgSy\nReSosPqkuacxkkqygumvtiApv2uQOvoLUkOHJUJ/JaMR9gnbAiHina8JSJaoqOpn3t/1wD9wyxHJ\nylpvvR0R6QesC1geX1R1nXoA99KKeyoidSKyh3c+S0SKWjHWdjgF9rCqPi0iDwC1yXZPQ+R8RFWf\nhsTe07ZAVTfikmEfRIp8TiNg+qvtSInPRbJ+18L1l1eclPc01XRYa/RXMhphDUFgRaQLLgjsnIBl\n8kVEtheRHb3z7kAu8HbzvdoeETnP263zLjBSRP4kIjvj7uO5IrIPLmn6YBHxTRclIv1FZLV3vlJE\nJoTU/UREvqp/ahaRP4vbDVYrIufGKGOJZyA1+SJ5H9x6TiJB91RVL1XVG7xr5NS/v1gQEQFmA++q\n6h31Q+KcsOvf87nA0z7d240IcrbZPW0NIrJL/ZKCiHQDJuICos4hie5pnJj+ajtS4nMRz3fN+5zU\niUib/hZH0gsk4T1NFR2WMP2lqkl34KbG3wdWANcELU8zcg4FlnjHO8kgK/Br4HNgAS6TwQ/A98CH\nwG7A88BHnryTcKmm/Mb5GfBn7/wjYLx3fi7wBTA2pO1lwHjcTrCfxiCjePK8BSwPkXM1cAHwELDU\nq38at8be0vtRB+zhU54DrI5jnCO8sZZ4X7Q3cblPf+fd0+Xe6x4B///95Dwmkfc0gbLuC/zXk3Up\ncKVX3iuZ7mkL3pfpr9bL9miYXji/uc8FcB7uR/k73FLVn4CdQ+r3wQUWXx9J54VdvwQ3Y1T/egDw\nHnCH9/p04D9ADbAliv46yftObgK+8cY5zxtnd6+uUxvfTz+9kJ+M37VU0WGJ0l+B3mw7Ev6h2Mn7\nop8aVt4dNyV6flj5sEgKCfg7cKJ3/hEwAbjYU2IHRujzb2IzwrJxhlyO93e7kLrzgJeB23E7TVYA\nh3lKeBXO0fGnIe0fAO7yPuzfABXA4JD6BiPMa3s9sD3OMK0NUYz96utD+uYQYqjhHET/67V/DPdD\nEdr+OO8LucF7D/sG/Zmww450P9j24JmL26E2BLc09Fq9bgFGeDrk+Eg6L2zMYjwjzBuvCrg5pH4C\ncCowHeeQ3dxY4XrkBFymmJG0kxFmR/IeybgcabScw4BMnAHVgKp+B/wLF7soKt56/JHA/JDiy4Br\ncTNi/22lnOcC/1DVCpwx9OOw+kNwTzu9cIbOE8CBQBZwNvBHEdk+pP2ZwHXALjgj6C8Rrqs4X8nN\nuKfAT1V1R1XdSZ1vTEQnSm9p6WncluOewN+AU+rbi8gBuCn0n3ty3w3M8foZhtEGiMhOuFmry1W1\nXFVrVfVj3EzV7jh9gaouV9X7cS4aMQ3tjZ8FVOIMsoZYT6r6gqo+iZt1iwtV/SfuQW1USPHZIvKx\niKwXkWkh7+8QEVkkIhtE5FMRKfX0c339H8QFi90oLuju3l55VxH5vTfm554/bGa8shptjxlh6cUu\nuCBxfn5en3v1sZANvOUZb+AU0tHAItyyRYvxjKdTcUYMOOfLn4Y1+0hVH1RVxRlg/YHrVHWrqs7H\nTf0PC2k/V1VfUtUfgELgUBGJFBZAwv5Gqg9nLNBZVe/0FP1TuOXXei4C7lbV19XxEG6ZYmyE8QzD\naD0JefD0QYE9cL6zs1S1pBUyNuCFNDgJ6EFjn6bDcbN1E4DfistZCm65cyrQGzjUq7/MGysP97A8\nXFV3Bk4DvvT63YzTkft5fwcAv03EezASixlh6cUXwC4RnDz74QyxWDgWN51fjwKXAHvidqW0hpNw\nU/EveK//BhwjLpl7PWtDzr+Hht1boWU7hMjWsPvMU75f4Qy3RNIft/MtlI9DzocAv/aeWDeIyAbc\ntuV+GIbRViTqwTMcwfmRbY97EGwt/T2dsB63hHm2qn4QUn+tqm5R1Xqfp/0BVPW/qvqaulAIHwN/\nBsZ5fbYCOwJ7iUgnVX1fVT/3HNt/DvxKVb9WF97hJuAnCXgfRoIxIyy9WISbfTkltNCLt5KP85uK\nhWNwT5GhrMU9hR0pIn9qhYzn4hTHGhH5DDcTth1wVgvHE0JCAnjvtRfOqdcPDfsbync4pVtP35Dz\nz2gadHNIyPkqYIaq9gw5dlDVx2N4D4ZhtIxWP3iKyFkissk7Qh8+5wD3Ay+KyOBWyvmppxN6q+qB\nqhpu2IXKuRnnx4uIjBCRuSLymYhsBGbgZsVQ1ReBPwL/DxcW4W5vt+uuOD32RsgD4bO03CA12hAz\nwtIIdbFKrgVKRSRPRLYTF3H4CZxjaYNB4PkHdPHOu4pIV+98KNBVVd/3Gf8znCGWLyK3h4y1nTde\nJ6CLuMSmTZb1vCXC8UABbpq8/riFpkuS8XCsiBzu+V9dDyxS1fBZK3AGW71ca4Henk9JPUu8sXqK\ni/Pyy5C6RUCNiEzx3u/JwOiQ+nuASzwfDhGR7iJS4BmFhmG0Da1+8FTVv3i+oTuqakFY3a+BuThD\nzG92va2Dm87C+bEN85YcCwn53VbVUlU9GOdfNgK4Ejfb9j0wKuSBsIeq7tR0eCNozAhLM1T1d8A0\n4Pe4XXwf4hRFvqrWQEMqiM04/y7FfWHrEwwX0HgpMnz81ThD6lQRmeEVz/fGG4ubLt+M81UI5xzg\nTVV9Xl3gvXXq0juUAvuKyCj8neObU3QK/BW3m+lL3A7GsyP0bRhbVd/DOf1/KC7mWV/gYdxSwErg\nOdwOyPr2PwAn43Zvfolz/H0q5L68gVsC+CNuOfQDWmdYGoYRhUQ8eMZwjctxIX9eEJHdvP6dvPG2\nAzp5423X3DgtZAfcDu7NIjISuJRtm4EOFpEx3nU3A9VAredLew9wh4js6rUdICK5bSCf0VqibZ/E\nPU28h/tRucqnfiTuaaQa+HVY3X24GYe3w8pLcH48DfFKErHV0w7f/9953v+gSaysCO3LUun/gVsu\nuD5oOexI3QPn2P0qbib0XeAmrzxcTx0T0ucaTye+B+QG/R46+oGLz/U27oGyztNjO4XU7+6V1+FC\n09QBHzYzXjHwUMhrwe2Mfgu3HHheyHj1x30RxsoBVkWo292Tp1NI2QLgAu/8SNwD8ibcLs1rgUqv\nbrwnzybc7NfDwPZeXVfc0mUVsNH7XF8e9P/JjqaHeP8wX0QkAxd08GicU/LrwCRVXRbSZlecb8yJ\nwAZVvS2k7kjgW+/DvG9IeTGwSVUblrSMtkNEzsY9IT0aQ9srgVJVrW57yVqPuNRBq1V1etCyGKmL\niGyvqptFpDPwEvAb3NJ7Ez3lzdj+FbccPQAXmHGE+juHG+2MiJyHc3E4VFU/DFgcw2iWzlHqDwFW\nqOpKABF5DBdorsEIU7drbb2IFIR3VtV/e1PDfkQKBWAkGFV9JI62v2tLWdqAiLG9DCNW1MWOA7dc\nlYGL4wT+euoE4FFV3QqsFJEVOF35SpsLakRFVR8QkRpgDM4dwzCSlmg+YQNwqRjqWUPTHWItZbKI\nvCUis8XLv2QY8aKq56uqxb8xWoXn47MEt3S/QFX/51X56an+NE7KnUi9aCQAVX0klpl/wwiaaEZY\nW80wzMLlLdsft/X/tuabG4ZhtB3q4jDtj4vtli0iOcSnp2w21jCMuIm2HPkJITGYvPM1EdrGjKqu\nqz8XkXuBZ/zaiYgpNsPoYKhqYK4KqrrRixV1sLq0WkATPRWuFwfSNJCv6S/D6KDEo8OizYQtBoaL\nyO5eDKYzcAHs/Ij5oiISGkX8JBqnb2hE0DsXYjmKi4sDl8HkNFnTQc4gEJFd6pcaRaQbMBF40wtb\nUk+onpoD/EREunhx9YbjkkU3ITe3kLlzFwZ+X9Phs5EqcqaSrCZnbMfcuQvJzS1k3LjiiN/p+jbx\n0uxMmKrWiMjlwDycs+psVV0mIhd79Xd7iup1YCegTkSm4oLEfSsij+JSLPQWkdXAb9UlUb1FRPbH\nTeF/BFwct+SGYRiJoR/woBd1vRMuWfMLIvKQn55S1XdF5Anctv8a4DJV9bUgy8tvoKrKKeaCgmwA\nysoqmTmznC1bOtO1aw1TpuQ21NUTrU0ix3j//ZdYtKgocDlSXc5YZE2V/32qyNkecpSVVTJ16jyq\nqmY0tPf7Tm9rM4O4CNrCbe5w4iU/xcXFQYsQEyZn4kkVWVNFTu87H7juScQBKKiC6n77FemiRaoP\nPLBQs7KmNZSDalbWNJ07d2HDPZg7t/k20erjH6M4SeRIXTljkTUYOeK/p6kiZ3vIUVOjOmFCYaO6\n+mP8+CLduFH1229Vjz46tA2q8eiJeBq395EqRtiCBQuCFiEmTM7Ekyqypoqc6WqE9e5drAcfrNql\ni79C3223Ij37bNWf/1x18GD/NkOGFOkvfqE6cKB/fZ8+RXrqqaqnnKK6226Rr3PKKap9+oTWL2g4\nHziwSCdPVv3Vr1R3391/jOHDi/Tmm1WHD/evHzGiSG+8UXXGDNVhwyK/l8svb/69nHyy6q67+svZ\no0eRjh6tuv/+qt27+4+x885FmpOj2ru3f33//kV63nmq55+vOmCAf5uePYt0zBjVHXbwr+/evUj3\n20/1kENUe/Twl7VvX/e/7d/ff4yBA4v0Zz9TvfDCyHIMHFikl16qOmiQf/2gQUV60UWqP/tZvGM0\n/t9fcIFqv37+/fv2LdIzz1Q9++zIbQYMcGNEkqFPnyI96STVH/848v+lb98iPf/88M/GNjl3261I\nJ05UHTs28v9epEi3204V/Os7dSrSHXdU7dlTdbvt/NtAkYqoihT71mdkFOsOO6h266ZabyS6g7h0\nmKUtSgA5OTlBixATJmfiSRVZU0XOdOXgg2t5/XU49FB/D5DevTM4+mg48EDo3Nm/TUZGBnvuCd26\n+df36pXB6afDGWfALrv4t9lllwzOOAN69Qqtz2k4y8zMYNgw6NcPInmrfP99Bl9+Cd9/71+/eXMG\nGzfCpk2wZUvk9zJiBGRmRn4vkybBrrv6y7n77hmUlsLs2TBypP8YQ4dmMH069OvnX7/DDhkceSQc\nfjh07+7fZtCgDO64A/bc079+r70yuP9+uPNOGDLEX9YePTKYOBF22MF/jG7dMhg9GsaMiSxHZmYG\n++wDXbv613ftmsGBB8Ihh0Qeo1u3DPbeG7p08ZezW7cMDiALl2EAACAASURBVDsMdtrJv3+PHhkc\neyzk5kZu0727GyOSDL16ZXD22fCzn0X+v/TokcHhh4d/NrbJ2bt3Br/6Fdx2W+T//RFHZLBpExx5\npH/9YYdlsHo1rFgBBx/s3yY7O4O6Opg4sca3/uija9m0CTZvhtxc/zaxYEaYYRhGG5KVNY3JkycC\n0LWrv7IePLiWc8+FSy6BYcP82wwfXsvkyTB0aOQxTjsNTjsNBg70bzNokGszaJB/fVZWLVOmwG9+\nAyNG+LfZe+9abr0VRo2KXH/zzXDTTbDXXs2/lz32iPxeTj018vvo06eWMWOc0dq7d+Q248dD//7+\n9UOH1nLBBXDhhbD77v5t+vWrZezYyNfo3buWAw6AsWOhTx//NkOG1PLTn0a+xh571HLRRfDzn0du\nk5VVy2WXRb5fWVm1XHxx82PssUctv/gFZGVFrr/wQhgyJPL7OOssOOecyG2GDq1t9n4OHlzLySfD\n8cdH/r8MGeLGaO6zkZ8Phx0W+f+y/fa1dO0K3br513fvXsvOO0OvXrDjjv5tunWrBWDKlFyysho7\n3Id+pyO1iZmgp+yjTecbhtFxIM6p/GQ+AM3LK4rB/+SauNp0pDFSRc50GiNV5GyvMerb5OUV6bhx\nxU2+0+Ft4tVhzeaODBoR0WSWzzCMxCIiaIBxwhJJJP1VVlZJael8qqszyMysZfLkib67tZpr05HG\nSBU502mMVJGzvcaIh3h1mBlhhmEkDR3BCDMMI32JV4eZT5hhGB0aEckUkVdFZImIvCsiN3nlvURk\nvogsF5Hy0By3InKNiHwgIu+JSG5w0huGkcrYTJhhGElDUDNhIrK9qm4Wkc7AS8BvgOOBL1T1VhG5\nCuipqleLyCjgr8BoXOLu54ERqloXNqbpL8PoYNhMmGEYRpyo6mbvtAsuO8gGnBH2oFf+IHCid34C\n8KiqblXVlcAK4JD2k9YwjHTBjDDDMDo8ItJJRJYAa4EFqvo/oI+qrvWarAX6eOf9gTUh3dfgZsQM\nwzDiIumNsLy8IsrKKoMWwzCMNEZV61R1f2AgkC0iR4XVK9Dc2qKtOxqGETfNJvAGEJF84A7cFP29\nqnpLWP1I4H7gAKBQVW8LqbsPKADWqeq+IeW9gMeBIcBK4HRV/drv+n4JcA3DMNoCVd0oImXAQcBa\nEemrqp+LSD9gndfsE2BQSLeBXlkTSkpKGs5zcnIsc4FhpBkVFRVUVFS0uH+zjvkikgG8DxyNUzKv\nA5NUdVlIm11xxtSJwIYwI+xI4FvgoTAj7FZ8HF59rq/1D5h5edN57rnrW/xGDcNIfoJwzBeRXYAa\nVf1aRLoB84BrgTzgS1W9RUSuBnqEOeYfwjbH/GHhXvjmmG8YHY94dVi0mbBDgBWe8yki8hjOKbXB\nCFPV9cB6ESkI76yq/xaR3X3GPR4Y550/CFQATYywUKqrM6KIahiG0SL6AQ+KSCeci8bDqvqCiLwJ\nPCEiF+LN2AOo6rsi8gTwLlADXGbWlmEYLSGaETYAWB3yeg0wJgHXjeTwGpHMzNoEXNYwDKMxqvo2\ncKBP+Ve4VQC/PjcCN7axaIZhpDnRHPPb/OkuBofXJskyDcMwDMMwUp1oM2HhDqiDaLw1u6VEcnht\nKmDnbEaPzuL111+ke/c6c2w1jDSitU6thmEYqUw0x/zOOMf8CcCnwGuEOeaHtC0BNoU65nvluwPP\n+DjmN3F49RlTDztM+eUv4bTTWvDuDMNIKSx3pGEYqUzCE3iLyDFsC1ExW1VvEpGLAVT1bhHpi9s1\nuRNQB2wCRqnqtyLyKM4Bvzdutuu3qnq/F6LiCWAwzYSoEBH9xz+UGTPgtddA0kI1G4YRCTPCDMNI\nZRJuhAWJiGhtrbLXXnD33WArkYaR3pgRZhhGKpN2uSM7dYIrr4Rbbw1aEsMwDMMwjMSR9EYYwNln\nw5tvwttvBy2JYRjphogMEpEFIvI/EXlHRKZ45SUiskZE3vSOY0L6XCMiH4jIeyKSG5z0hmGkMkm/\nHFkv3003wXvvwYMPBiyUYRhtRkAR8/sCfVV1iYjsALyBywByOm6z0e1h7esj5o9mW8T8EapaF9bO\nliMNo4ORdsuR9VxyCTzzDKxeHb2tYRhGrKjq56q6xDv/FpcRZIBX7adMTwAeVdWtXjaRFbjsIoZh\nGHGRMkZYz55w3nlwxx1BS2IYRrrihdQ5AHjFK5osIm+JyGwR6eGV9adxvMQ1bDPaDMMwYiZljDCA\nX/4S7r8fvm4SzMIwDKN1eEuRTwJTvRmxWcBQYH/gM+C2ZrrbuqNhGHETLWJ+UjF4MBx3HNx1F1zd\nbLpvwzCM2BGR7YCngEdU9WkAVV0XUn8v8Iz3MjyTyECvrAklJSUN5zk5OZbxwzDSjNZm/UgZx/x6\nli6FvDz46CPIzAxIMMMw2oSAHPMFeBCXxeOKkPJ+qvqZd34FMFpVzwxxzD+EbY75w8KVlTnmG0bH\nI+2CtfrJd9BBlVRXl7Prrp3p2rWGKVNyKSjIDkBCwzASSUBG2BFAJbCUbcuK04BJuKVIBT4CLlbV\ntV6facAFQA1u+XKez7hmhBlGByNeHZZSy5EAZWWVfP75PD79dEZDWVVVIYAZYoZhxI2qvoS/f+yz\nzfS5EbixzYQyDKNDkFKO+QAzZ5Y3MsAAqqpmUFo6PyCJDMMwDMMw4ieqESYi+V5U6A9E5Cqf+pEi\nskhEqkXk17H09YlEnR+rwFu2+E/eVVdnxDqEYRiGYRhG4DS7HCkiGcAfgaNxu39eF5E5qrospNmX\nwGRchOlY+ypwe3gk6ljo2rXGtzwzszbeoQzDMAzDMAIj2kzYIcAKVV2pqluBx3DRohtQ1fWquhjY\nGmffFjnfTpmSS1ZWYaOyrKxpTJ48sSXDGYZhGIZhBEI0x/wBQGiioDXAmBjHjtZ3soj8FFgM/FpV\nYwrBWu98X1o6nVWrMli3rpY778w3p3zDMAzDMFKKaEZYa/ZXN9d3FnCdd349LhL1hbEOXFCQTUFB\nNt9+CwMGwNixrZDSMAzDMAwjAKIZYeGRoQfROGdai/o2E4m6Cc1FnN5hBxe49e9/h5//PEapDMNI\nGlobbToRiMgg4CFgN9zD459VdaaI9AIeB4YAK4HT62fsReQaXJywWmCKqpYHIbthGKlNs8FaRaQz\n8D4wAfgUeA2YFOaYX9+2BNikqrdF6xspErXPmFGDHT71FMyaBc8/H8O7NQwjqQkoWGtfoK+qLvHy\nR76B22h0PvCFqt7q7e7uqapXh0TMH822iPkjVLUubFwL1moYHYyER8wXkWOAO4AMYLaq3iQiFwOo\n6t2eAnsd2AmoAzYBo1T1W7++3pgPESESddi1oyqxzZuhf394/33o0yfWt20YRjIShBHmI8PTuJ3d\nfwTGqepaT89VqOpIbxasTlVv8do/B5So6ith45gRZhgdjA6RtiicM8+EI46Ayy5rB6EMw2gzgjbC\nRGR3YCGwD7BKVXt65QJ8pao9RaQUeEVV/+LV3Qs8q6pPhY1lRphhdDDi1WEpFzHfjzPOgMcfD1oK\nwzBSGW8p8ilcLshNoXWeNdWcRWXWlmEYcZNyuSP9yM+H886DTz91S5OGYRjxICLb4Qywh1X1aa94\nrYj0VdXPRaQfUL+hKHzT0UCvrAnNbSwyDCP1ae3morRYjgQ491w48ECYOrWNhTIMo80IyDFfgAeB\nL1X1ipDyW72yW0TkaqBHmGP+IWxzzB8WrqxsOdIwOh4dcjkSbEnSMIwWczhwNnBUWD7bm4GJIrIc\nGO+9RlXfBZ4A3gWeBS4za8swjJaQNjNhP/wA/frBm2/C4MFtLJhhGG1C0I75icRmwgyj49FhZ8K6\ndIGTToInnghaEsMwDMMwjOikjREGbknSjDDDMAzDMFKBtDLCjjoKVq6EDz8MWhLDMAzDMIzmSSsj\nrHNnOOUUmw0zDMMwDCP5SSsjDGyXpGEYhmEYqUHaGWFHHglr18Ly5UFLYhiGYRiGEZmoRpiI5IvI\neyLygYhc5VM/UkQWiUi1iPw6lr4i0ktE5ovIchEpF5EeiXk7kJEBp55qs2GGYcSOiNwnImtF5O2Q\nshIRWRMSO+yYkLprPL32nojkBiO1YRipTrNGmIhkAH8E8oFRwCQR2Sus2ZfAZOD3cfS9GpivqiOA\nF7zXCcOWJA3DiJP7cboqFAVuV9UDvONZAC9i/hk4vZYP/ElE0m5VwTCMtiea4jgEWKGqK1V1K/AY\ncEJoA1Vdr6qLga1x9D0elyYE7++JrXgPTfjqq0pWrChi9OgS8vKKKCurTOTwhmGkGar6b2CDT5Vf\n0MUTgEdVdauqrgRW4PSdYRhGXERL4D0AWB3yeg0wJsaxm+vbR1XXeudrgT4xjhmVsrJKrrhiHlu2\nzGDxYldWVVUIQEFBdqIuYxhGx2CyiPwUWAz8WlW/BvoDr4S0WYPTd4ZhGHERbSasNTk3wvuK33he\nXo+E5faYObOcqqoZjcqqqmZQWjo/UZcwDKNjMAsYCuwPfAbc1kxby09kGEbcRJsJ+wQYFPJ6EO6p\nLxbC+w70ygDWikhfVf1cRPoB6yINUlJS0nCek5NDTk5OsxfdssX/LVVXZ8Qis2EY7UhFRQUVFRVB\ni+GLqjboJRG5F3jGe9mcbmtEvPrLMIzUorU6rNkE3iLSGXgfmAB8CrwGTFLVZT5tS4BNqnpbtL4i\ncivwpareIiJXAz1UtYlzfksS4OblFVFefkOT8okTp1Nefn1cYxmG0b4EmcBbRHYHnlHVfb3X/VT1\nM+/8CmC0qp7pOeb/FecHNgB4HhgWrqwsgbdhdDzi1WHNzoSpao2IXA7MAzKA2Z4RdbFXf7eI9AVe\nB3YC6kRkKjBKVb/16+sNfTPwhIhcCKwETo/rXTbDlCm5VFUVNlqS7N59Ghs25FNdDZmZibqSYRjp\ngog8CowDdhGR1UAxkCMi++OWGj8C6vXeuyLyBPAuUANcZtaWYRgtodmZsKBp6ZNkWVklpaXzqa7O\nIDOzlksvnchf/5rNN9/AP/5hhphhJCtBzoQlGpsJM4yOR7w6LC2NMD9qauCcc+Crr+Dpp6Fbt4QM\naxhGAjEjzDCMVMaMsGaoqYGf/hS++AIuvriSP/+5nC1bOtO1aw1TpuRaCAvDCBgzwgzDSGUS6hOW\nbnTuDA89BEcfXck558zj+++3+Y2FxxIrK6tk5szmjbRY2hiGYRiGYfjRoYwwcIZYly7ljQwwqI8l\nNp2CgmzKyiqZOnVeI+d+PyMtWhvDMBzRHljq6w3DMDoSHc4IA/jhB/+3vXhxBldeCWVl/gFfi4qm\n8/HH2Xz+Odx3XzmffBLZkDOMVKA9ZnOjPbA0rp8RYRTDMIz0o0MaYV271viWDxxYS+/esGGD/21Z\nvTqDpUuhb1/YfnsLCmukNu01mxspi8UVV0zn/fezuffepvWGYRgdgWhpi9KSKVNyycoqbFSWlTWN\nGTMmcvXV8KMf+RtpBx9cy113QUkJDB3q3yYzszbR4hpGm9BeKb6ay2KxejV8/XXwz4Iicp+IrBWR\nt0PKeonIfBFZLiLlItIjpO4aEflARN4TkdxgpDYMI9XpkEZYQUE2d96ZR17edMaNKyEvbzp33pnf\n8PQfyUibPHliw2u/NkOHNm5jGMlMe6X4ijTzPGpULX/4A+y7r399O3M/kB9WdjUwX1VHAC94r/Ei\n5p8BjPL6/ElEOqQuNQyjdQT/CBoQBQXZEZdc6stLS6c3BHydPDm/UfvwNsuX1zJmTL75gxkpQyTj\nKNGzudnZubz4YiE1Ndtm3dxDjbN5/LJctDeq+m8vbVEox+Oi6AM8CFTgDLETgEdVdSuwUkRW4FIY\nvdIuwhqGkTZ0qDhhbcnHH8OBB8I770C/fkFLYxjR8fMJy8iYxv3353POOYl5mKirg4MOgry8SpYs\nmR/yUDOxye7I0tL5zJt3QzLljtygqj29cwG+UtWeIlIKvKKqf/Hq7gWeVdWnwsZLGf1lGEZisDhh\nATFkCFxwgfMXu/vuoKUxjOgUFGTz4Ydw1VXTGT06g27datlll3xmzcrm9NOha9fWX+ORR1yasJtu\nykYksmFXPzMtckPrL9oGqKqKSHMWlW9dSUlJw3lOTg45OTmJFcwwjECpqKigoqKixf2jzoSJSD5w\nBy4J972qeotPm5nAMcBm4DxVfdMrnwr8DBDgHlW90ysv8crXe0Nco6rP+YybUk+SGzbAiBFQWQl7\n7RW0NIYRneuug6+/httvd6/r6uDUU2GXXeDPf27d2Js3w557wuOPw2GHxdYnyIj5PjNh7wE5qvq5\niPQDFqjqSBG5GkBVb/baPQcUq+qrYeOllP4yDKP1xKvDmnUmFZEM4I8459NRwCQR2SuszbHAMFUd\nDlwEzPLK98EZWqOB/YDjRCTL66bA7ap6gHc0McBSkZ494eqr3WEYqcA//wnHH7/tdadO8OCD8PLL\nrZ/RveMOGDs2dgMsCZkDnOudnws8HVL+ExHpIiJDgeHAawHIZxhGihNtR88hwApVXek5oT6Gc0oN\n5Xic0yrek2APEekL7AW8qqrVqloLLARODumXFvnhwvnFL+Ctt9xsmGEkM2vWwMqVcMQRjct33NEl\nuZ8+HV56qWVjr1vnZtduuqnVYrYLIvIo8B9gTxFZLSLnAzcDE0VkOTDee42qvgs8AbwLPAtcZlNe\nhmG0hGhG2ABgdcjrNV5ZtDb9gbeBI71YO9sDBcDAkHaTReQtEZkdGn8n1cnMhBkz4MorwdSykczM\nmQPHHutSeYUzfLibETv9dGesxcu118LZZ8OwYa2Xsz1Q1Umq2l9Vu6jqIFW9X1W/UtWjVXWEquaq\n6tch7W9U1WGqOlJV5wUpu2EYqUs0x/xYzYgms1qq+p6I3AKUA98BbwJ1XvUs4Drv/HrgNuBCv4FT\n0bF10iS47TZ48kk47bSgpTEMf+bMgZ/9LHL9McfAlCkwfnwlQ4aUs3VrbKmN3nsPnnjC/Y1Ga51a\nDcMwUplmHfNFZCxQoqr53utrgLpQ53wRuQuoUNXHvNfvAeNUdW3YWDcCq1T1rrDy3Qlxhg2rS9lZ\n/hdegIsvhnffhS5dgpbGSEdak/fxm29gwAD49FO3/BiJuXMr+clP5vHdd6Exvgq58868iNc68UQ4\n/HA3GxwvQTrmJ5pU1l+GYbSMRIeoWAwM9wylT3FRoieFtZkDXA485hltX9cbYCKym6quE5HBwEnA\nGK+8n6p+5vU/Cbd0mVZMmAA771zJfvuV06dP2yVHNjomrc37OG+eM5SaM8AASkvLGxlg7jqRE9Uv\nXAhLlsBjj8XwJgzDMDo4zRphqlojIpcD83AhKmar6jIRudirv1tV/yUix3pRo78Dzg8Z4kkR6Q1s\nxTmvfuOV3yIi++OWOz8CLk7s2wqesrJK1q+fx+rVMxqWZdoiObLRMYmc99HfOApnzhw4IXyLjQ+R\nUhtVVWXw7bewww7bZuSqqzuzZEkNF12US2amfcYNwzCiETVYq6o+i9sBFFp2d9jryyP09dXEqvrT\nOGRMSWbOLGf16pb/SBpGc7Qm7+PWrfCvf8W2czFSaqNvvqll8GA44ohK3nprHqtWbfus/+MfheTk\n2MOGYRhGNCzpbBvRXsmRjY5Ja/I+vvwyDB0KAwdGbRoxmf19901kyRJ4553yRgYY1D9szI8+uGEY\nRgfH0ha1EZF+JNevr6WuzgXFNIyWMmVKLkuWFLJu3TYDaODAbUmxm2POnMYBWpsjWjL7wYM789FH\nTful08OGiKwEvgFqga2qeoiI9AIeB4YAK4HTQ0NYGIZhxIIZYW3ElCm5VFUVNvLbGTRoGrW1+Ywb\nB/fcAyNHBiigkdKMGZPNli1w6KHT6dIlg3Xratluu3yOPbb5JUBVFyX/qaeabdaI+ryOfrRmRi6F\nUFz6oq9Cyq4G5qvqrSJylffacmUYhhEXZoS1EZFmEPLzs5k1y0Up/+UvYZ99Kpk1q2VhBoyOy//9\nH5x3XjZ33OE+KzU1sO++zteroCByv3ffdW332y8xcvg9bGRlxTYjl2KEbzk/HhjnnT8IVGBGmGEY\ncRI1gXeQpHOcnVWr4JRTnFPz1q2xx2AyjIoKOOccZ1CFhpiYO9cZZ0uX+kfBB7jxRvjsMygtTZw8\nZWWVlJbOD3nYmNjiz28yxgkTkQ+BjbjlyLtV9R4R2aCqPb16Ab6qfx3SL231l2EY/iQ6TpjRRgwe\nDL16lTcywMB2UBrNs2ULXHKJM6LCY3wVFMAf/uCWui+91L//nDlwww2Jlam55co04XBV/UxEdgXm\newGpG1BVFRFfaysVM34YhhE7rc36YTNhAZKTU8LChSVNyseNK6Giomm5YVx3HbzxhvPr8uPNN126\noeXLYaedGtd9/jnstResXZu8WRyScSYsFBEpBr4Ffo7zE/tcRPoBC1R1ZFjbtNZfhmE0JV4dZnv0\nAqSDODUbCWL5cpg5s/mlxAMOgPx8uPnmpnXPPAN5eclrgCUjIrK9iOzonXcHcnEZPuYA53rNzgWe\nDkZCwzBSGTPCAsQvBlOnTtM45piJAUlkJCuqbonx/7N35uFVVdcC/y3CJKAiggyCgsEBfa3iiANJ\nrJJEcKqvTq3YOnYSqLUVIUnBqnWqA4NTq7Zqna21SASCA4lWRbHgCCI8KU4MCipDGRLW+2OfwM3N\nufN0brJ+33c+7tl7n73XOdysu87ea69VUeGWsqNx7bVwzz3O7zCUeKPkG03oCbwsIguAucB0Va0B\nbgCGichi4HveuWEYRkLYcmSOCXdqPuywYfzlL0XU1sK+++ZaOiMoPPSQ8/d6443ITvehVFXBsmXu\nOoANG6B3b2eYde2aUVFTIujLkYnQGvSXYRhNMcf8PMPPqXnAACgtdZHN+/TJkWBGzmnMybh+fVvm\nzavnxhtLads2Pgf4K6+E/faDefPg8MNh9mw48shgG2CGYRitjZjLkSJSLiKLROQjLyihX5vJXv3b\nIjI4pHyMiLwrIu+JyJiQ8m4iMltEFotIjYjYT0MIF18Ml17q/HfWrs21NEYuqK6uY8yYWdTUXMur\nr05ky5ZrmTp1FtXVdXFdv/POcPXV8JvfuKXMRKLkG4ZhGNkh6nKkiBQAHwInAp8BbwLnqurCkDbD\ngctUdbiIHAVMUtUhIvI/wKPAEcBWYCbwM1VdKiI3AV+GRJveTVWbBTpszdP5qnDFFTBzZh19+tRQ\nX5/ZYK6Nsy6ZDBqbjTFaCmVlldTUNI8lUVZWxcyZ18TVR3097LNPHd261fD++205+uh6xo4N9jO3\n5UjDMPKZdC9HHgksUdVlXuePAacBC0PanIqLGI2qzhWRriLSCxgEzFXVTd61tcAZwM1YtOmYiMDx\nx9fx5z/PYuHCHbHEli51jvyJ/JDGMn4aZ11Co54nOk42xmhNpCMB/KxZddTXz+Ltt90zf/ll+Pxz\ne+aGYRhBIZYRtifwScj5p8BRcbTpg9vGfa2X6HYTMAJ4w2vTU1VXep9X4nYgGWFMnVrD+vWxg7lG\nM4BiGT+qcPvtNU3qI40TCb8xFi2q4Gc/gz59ivjkE7j77ho++8wC08ZLQUHq4UsmT67hiy/smRuG\nYQSVWEZYvHPpzabeVHWRiNwI1AAbgPm4tB/h7SJGm4bWHXE60mzI888XcNppUFwMbdrUMXVqUwNo\nyZIKPvsM+vcv4sor/Q2s//3fKjp2LGL9eti2zX+cDRt2zLpEM/RuvLH5GMuXX8fNN1cxfHgRe+0F\nO+3kP8aaNfHP7LQWtm6FNWtK2WWXCr79NvmcjOmYTcs0qUabNgzDyGdiGWGfAf1CzvvhZrqitenr\nlaGq9wP3A4jIH4DGyEUrRaRXSLTpVZEECDXCWhuRgrkOHdrAuedCbS089FANGzY0NYD+7/+u41e/\nquLoo4tYs8b/v3jw4AJmzIDOneHkk+upqWne5rXXGjj1VOjXr47q6ln85z87xnn77QoOOwwWLy5i\n2TL/Mb773QL+9jf3+a236lmypHmb+fMb+MlPXEiFRYuy4zMWZN80VbjsMjeDePXVcOedTRPAJyJn\nPgQDDn+xuvrqq3MnTIKISDlwO1AA3KuqN+ZYJMMw8g1VjXjgjLSlQH+gPbAAGBTWZjjwnPd5CPB6\nSN0e3r974fzIdvHObwLGep+vAm6IML62ZqZPr9XCwvHqfprdUVg4TqdPr93eprh4QpP6xqO4eIKq\nqpaWVvjWl5VVxhzn0Udr9ZFHVHv18u9jv/0qdcGC1MZ47LFanTBBtUuXWt155/D68U3uNXPPNP3j\nJMsf/6j6ne+ofvtt6n3F8/0JGt7ffFS9FIQDZ3gt8XRjuwi6MSPPyDCM4JKoDos6E6aq9SJyGTDL\nUzr3qepCEfmpV3+Pqj4nIsNFZAlu2fGCkC6eEpHdcbsjf6Gq33rlNwBPiMhFwDLgrLgsxlZG46zH\nlCmRZ0NizXaMHl3K0qUVTZYLw5e1Yo1zzz1tWbGi+Ri9exdw8MHpGaOuroaXXkrN/y2e+smTU/N/\nyyTPPAO33gqvvdY8OXcyxPP9MZImnk1LhmEYUQl+xPxcC2EYRvyk+BebLyEqROQHQJmqXuKdnwcc\npaqjQtpokPWrYRjpp+Ul8G6+ymVH2FE9vZbyskpKiidQXlZJ9fTatPc/sHA8gm4/BhaOS+s4ZaUV\nTfpvPAYfUsklFyt991R26ujfZtABlUycoOzVz7++5x6u/u9PKccd69+mY4dKxl6p3HmH372OT/sz\nbXyuZaUVHD1kAh07VFAxPv1jZP1oPcR1sxMnTtx+2AYEw2h5zJkzp8nfecIksnaZ7cOJZwSB6dNr\ntaysUouLJ2hZWWWWfLV2+C9t26Z62GETfH/5+/SZoBMmqBYW+tc3+sdFG+eOO2p17FjVDh1i+7fF\nez+lpRVaXDxBS0srmj2voPum5Qrvbz7nuifWgfN/nRlyPg7PzzWkLANPyDCMIJOoDrPckUZc+OW4\nTHf/ENl/SQR2393f/+0732lg4kR47bV6li5tXh+6ABIAPwAAIABJREFUGzDWOK+91pY6n8xAq1YV\nsG0btPHmjpONzVZSUsTHH0NVVXB904y4mAfsKyL9gc+Bs4FzcymQYRj5hxlhRmCIZejF2gAQzwaB\nWON07Ohv6C1e3EDv3i6fZ69edTz11Cw+/ripkbVhAwweXMTVV/sbWN//fhUFBUX07w8rVwY/hpcR\nGY2waSnHYhmGkWeYEWbkDbFmsdKxGzCSITdpUjkHHQQzZsCECTWsXt3cyDr33CoGDChi1Sr/P6vD\nDivgX/9ys2llZf6x2YIUw8uIjqrOAGbkWg7DMPIXM8KMvCLWbFmqy6axDLmf/xwef7wttbXNrx06\ntIA5cyIbWLvu2rB9OTPeWTvDMAyj5WJGmGGEEcuQy0ZsNsMwDKPlE/w4YQGWz2id+DneNy5Zhjrn\nT5kyO8TAGmYGVhzkS5yweDD9ZRitj0R1mBlhhpEEZmRlBjPCDMPIZ8wIMwwjb2lxRliuhTAMIzFS\n/KtNVIeZT5hhGEamMDPMMIwoxExbJCLlIrJIRD4SkbER2kz26t8WkcEh5eNE5H0ReVdEHhGRDl75\nRBH5VETme0debwnLl3QkJmf6yRdZ80XOIOGjp04KqRvn6bxFIlKaSzlTJV++G/kiJ+SPrCZn7olq\nhIlIATAVKAcOBM4VkUFhbYYDA1V1X+BS4C6vvD9wCXCoqn4HF9DwHO8yBW5V1cHeMTNtd5QD8uUL\nYnKmn3yRNV/kDBjhemoGgIgciIuQfyBON94pIsHPwxuBfPlu5IuckD+ympy5J5biOBJYoqrLVHUr\n8BhwWlibU4EHAFR1LtBVRHoC3wJbgU4i0hboBHwWcl2L8PswDKNF46enTgMeVdWtqroMWILTlYZh\nGAkRywjbE/gk5PxTryxmG1VdA9wCLMflVvtaVZ8PaTfKW768T0S6JiW9YRhGZvHTU31weq4RP71o\nGIYRk6i7I0Xkf4FyVb3EOz8POEpVR4W0eRa4QVX/5Z0/D1wJfAM8Cwz1Pj8JPKWqD4vIHsBqr4tr\ngN6qepHP+ObVahitjGzujhSR2UAvn6oK4HV89JSITAFeV9WHvT7uBZ5T1afD+jb9ZRitkHTujvwM\n6Bdy3o+mb4B+bfp6ZSXAq6r6FYCIPA0cAzysqqsaG3sK7Fm/wVvKVnXDMIKJqg6Lp12Ynoqk88L7\nNv1lGEZUYi1HzgP2FZH+ItIe54w6LazNNOB8ABEZglt2XAl8CAwRkZ1ERIATgQ+8dr1Drv8+8G7K\nd2IYhpFGouipacA5ItJeRAYA+wJvZFs+wzDyn6gzYapaLyKXAbNwuxvvU9WFIvJTr/4eVX1ORIaL\nyBJgA3CBV7dARB7EGXLbgH8Df/K6vlFEDsHtPvoY+GkG7s0wDCMVfPWUqn4gIk/gXirrgV9YVGnD\nMJIh0BHzDcMwDMMwWiqBjG0TT4DYoCAiy0TkHS+YY2CWJETkfhFZKSLvhpR1E5HZIrJYRGqCsCs1\ngpyBC+YrIv1E5CUv+PB7IjLaKw/UM40iZxCfaUcRmSsiC0TkAxG53isP1DNNFNNfqWP6K73ki/6K\nIWugnmu69FfgZsLEBYj9EOdD9hnwJnCuqi7MqWAREJGPgcO8kByBQUSGAuuBB71guYjITcCXqnqT\n9+Owm6peFUA5JwDrVPXWXMoWioj0Anp5y+xdgLeA03HL74F5plHkPIuAPVMAEemkqhvFxRJ8BfgN\nLvZgYJ5pIpj+Sg+mv9JLvuivGLIGToelQ38FcSYsngCxQSNwu6BU9WVgbVjx9sC63r+nZ1UoHyLI\nCQF7pqq6QlUXeJ/XAwtxsaEC9UyjyAkBe6YAqrrR+9ge53e6loA90wQx/ZUGTH+ll3zRX5BfOiwd\n+iuIRlg8AWKDhALPi8g8Ebkk18LEoKe3cxVgJdAzl8LEILDBfMWl5BoMzCXAzzREzte9osA9UxFp\nIyILcM/uJVV9nwA/0zgw/ZU58ul7Ebi/tUbyRX9B8HVYOvRXEI2wYK2PxuZYVR0MnAT80pueDjze\nbq6gPuu7gAHAIcAXuMwLgcCbHv87MEZV14XWBemZenI+hZNzPQF9pqq6TVUPwcXaKhKR48PqA/NM\n4ySfZAXTX5kgkH9rkD/6C/JDh6VDfwXRCIsnQGxgUNUvvH9XA/8g2DnkVnrr7Y0xkFbFaJ8TVHWV\negD3kuQzFRffbpt4yZVF5DkRGZmsXCLSDqfAHlLVZ0RkDrApaM80RM6/qeozkL5nmilU9RugGjiM\nPPmeRsD0V+bIi+9FIn9rIlIiIp9Eqk8n4frLKw7kM803HZaK/gqiERZPgNhAICKdRGRn73NnoJQc\nBp4Vt9PphJCiU4BBIjJURPbDrVkvEZGvgDlArU8fs0RkmLcTZVvjzpSQ+jFe+QTvfIi3E+QrEVkl\nIk80fgFjyPpXEdnq11YyFMxXVYer6kPeGD8RkZfjvVZEBLgP+EBVb2/sElgA/Ng7/zHwjM/lWSOC\nnIEMkCwi3RuXFERkJ2AYMB/39x6YZ5ogpr8yR7PvRbjOE5FzRGRNo84TkX96eukrEZnp6UFfQl7a\n/h1W3l1EtojbxIC4IL33eWN/i/vx7RLSPvxvbb2INIjIOhH5RtzOvhEpP40EiKQXCODfWr7osLTp\nL1UN3IGbGv8QWAKMy7U8UeQcgPsRXgC8l2tZcQElv+d9fh1oALbifFSuBi7DGV+LgaXAh2HXdwa+\nBNoBE4FFwLywNv/GOUr+zjsvB/4Xp4R2wv3xzIghZ2dgHfC296X9HNjiyXkh8CDwjlf/DG6NPZnn\n0R8XKLiNT91PgJcT6Os4r68FnszzPflGAc97z7QG6Jrj74CfnCel65mmWdbveN+nBZ5sv/XKuwXp\nmSZxX6a/Upft0TC9cIHf9yJM5/3Y019DvPMjvOu64gKT/x5YGGXMRn2xEDgopHy0pwv/zzvvBEwA\n9vLk/Ar3QvZ5BP01GqjzrhWcHt7gyVUCfJKF5+mnF8qD+LeWLzosXfor539sdqT1S/ExcAIusvdq\n4NAobbt5X/TdQspOBZ7xPk8AHsJFBT/QKzsIeN8rnxCh30OBb2PIeb73pf0R8G5Y3URcsveHgG+9\ndvsC43BOjv8BhoW0nwNcj3My/cb749zNq2tUqm1C2l4EHABswkU7XwesCa0P6fsnhBhquDedRcDX\nwBSf9hd6z2sNMBPYK9ffCTvsaMlHqjovrL5RX4wHbgopf9Mr+zhK328D349QF65HOnvjHIpnhAG/\n9vTb58BPQtqOwBkh3wDLQ/Uu0BH4G87wXItLnbWHV7cr7oX4c9xy+DX4vIzakfsjiMuRRmr8Ajfr\n9T1V/XeUdkXAF6oaur16OG5qPZSH8HKD4t40H4oxfhHurToaPwYex03bDhSRQ8PqT8a99eyGU0Cz\nvfI+OGVyT1j7kbg33t44w2pyhHEV5yu5CKe0X1PVnVW1W2i934Ui0h3nozAe2B03k3hsY3sROQ1n\nKH4f6A68jHtLNgwjs6Si8/x4GJcbVETkQNws/9xIjUWkJ7Af7gU1KuLiSV2Me/n7yCvuBeyC028X\nAXeIyK5e3XrgPFXdFWeQ/dzTNeD06C44p/BuOJ32X6/ur7hZxELc7sJSb1wjYJgR1rJoTJT+GlEM\nIRHpC0zFvX2FchLwXEhf4N60zvWUx9neeaR+vwtUAb+N0mYv3Nvfk+p258xih5HXSJ2qzlbVBtzu\nmN2BG7zzx4H+IrKL11ZxgRI/UBezpQo4y/MriEai8WaGA++p6tOq2qDOV2FFSP3PgOtV9UNV3Yab\nnTtERPr5dWYYRlpIVef58SluOXkYTjc9GKXfdjij7a+qujhKn0NEZC1uV9/ZuFmzxt2JW4Hfe3pl\nBs7w2h9AVWvVhT1AVd/FxZ0r9q7bgtON+6pjvqqu84zCk4DLVfW/6jZd3A6cE8e9G1nGjLCWheKM\ngf1xu0eaISI9cOvUd6jq4yHl3wG+UdXPQvtT1U9wvi3XA4tV1Xenl4gMxBlwo1X1X1FkHIkzZhoV\n1pPAD8VFGm8kdDfJf3HRhzXkHEIcYWkal2k5zqetexQZkqEPzXe5hY67NzBJRNZ6yvYrrzzIMaIM\nI99JReet95zlv/WMtNA+H8TNrp+Dm/1v9tImbtf1QzjXhstiyPm6qu6mqj1U9RhVfTGk7ivvxa2R\njXj6TUSOEpfCZ5WIfI2b7drda/cQ7iX2MRH5TERu9F6W98bpwC9C9NHdQI8YMho5wIywlsdKnI/E\nUBG5M7RCRHbDKaNnVPX6sOv8liIbFc+DuDdI3zdCEdkbt2T4e1V9OIZ85+N2j30hIl/g3tC646ba\nk2WvsM9bcX4S0fBbdtyA89doJHTn5ueEhB7wZtpCZ7mWA5d6irbx6Kyqr2MYRiZJSuepahfPHWEX\nn5fLp3E6canfi2fIDr4ewP96s/SZ4BGcn2tfVe2KM6baePLXq+rvVfUg4BicG8f5OF20Gdg9RBft\nql5aJSNYmBHWAlEX++cEoFxEbgXwlu9mAa+o6nify06iuRHWyOO4qfknvfPtb4UisifwIjBVVf8U\nTS4RORrYB7dr6WDv+B+coglfkowXAc4TkUEi0gm3A+rJkJmzSKwE+nrLCY0sAM4QkZ28mb2LQuqe\nAw4Ske97b5ujaWqk3Q2M93xIEJFdReTMJO/JMIwESFLnRetvA3A8kf2o7sJt8DlVVTcnLXhsugBr\nVXWLiBwJ/JAdfqglIvIdbxVhHe7ls0FVV+AMz1tFZGdxUd0LRaQog3IaSWJGWAvFW0b8HvADEbkO\nl7/qcOACbwp++zS8F+vkQODV0C68A1XdpKovquqm8DqckhoATAztN4JY5+PeSN9XF3hvlbr0DpOA\nEd5bq59zfLRzxU3L/xXnb9EeZyBFuraRF3COtCtEpHH58zacn8VK4C84/7fGZ/AlcCZwA26WbSAu\nYSte/TPAjbilgW9wMWzKIoxtGEaaSUTnResmpL9/q+rH4XXezP+luJfIFSF9nxulz2gvhdHqfgH8\n3tOpVbgX4kZ64V6Mv8Htyp7Djo1T5+N0YeNu7Sdp+tJoBASJPWEQ5WKRctxyUgFwr6reGFZ/AO7H\nbDBQoaq3hNTdj1uCWmXTpLlFRM4CzlDVvHPcFJGXcBGg78+1LEb+Ek0ficgVwM1Ad1Vd45WNw4Uk\nacD5QdZkWWTDMFoASc+EeVOgU3EB3w7E7aAbFNbsK1wwyz/6dPEX71oj96zFzQLlK4nudDSMcHz1\nkbe7dRguPl1j2YG4HW4Hetfc6TlpG4ZhJEQqiuNIYImqLlPVrbits6eFNlDV1ao6D7dWTVjdy7gf\nfyPHeOEgIsbByQMCk3TWyE+i6KNbgSvDyk4DHlXVraq6DLd7ODB57AzDyB/apnDtnjTdov8pcFRq\n4hhGYqjq8bFbGUbieEExP1XVd8LCzvXBpQVr5FMsFIlhGEmQihGW8dkHEbEZDsNoZahqzpeXvZ22\n43FLkduLo1zSTFeZ/jKM1kkiOiyV5cjPaBonqR/Ng1mmTDy5l3J9TJgwIecymJwma1DlnD69lsLC\n8ezYJKYUFo5n+vTaJm1KSyvSrT5SoRCXS/BtEfkYlxrmLS8aebju6+uVNSPX/+9B/260RDnzSVaT\nM/1HoqRihM3DBd3sLyLtcY6q0yK0zfmbrWEYuWHy5BqWLr2uSdnSpdcxZYpLCVpdXceYMbOoqbk2\nF+L5oqrvqmpPVR2gqgNwL5iHqgupMg2XW7C9iAzAJZh/I5vyVVfXUVZWSUnJRMrKKqmursvm8IZh\npImklyNVtV5ELsMFwysA7lPVhSLyU6/+HhHphctAvwuwTUTGAAeq6noReRSXA2t3EfkE+J2q/iXV\nGzIMI1hs3uyvZmbNKmCXXWDz5hq2bLnOt022iEMfhcaP+kBEnsDFYKoHfqHJvAInSaPRGmrYLl3q\nZhFHjLB4nIaRT6TiE4a6ZKMzwsruCfm8gqbT9qHtIgW2yztKSkpyLUJcmJzpJ19kzaWcHTrU+5aX\nljbw5JNQVtaW13Oc3CmWPlLVfcLO/wD8IaNCRSDyzGJVUkaYfYfTT77IanLmnpSCtWYaEcnmC6Zh\nGBngySfrOOecWWzbtsNwKCwcz6RJ5YwYUURZWWXIUqSgAXDMTweZ0l8lJROprZ3YrLy4eCJz5jQv\nNwwje4gkpsNSmgkzDMOIxaJFRQwdCh07VrFpUwEdOzYwalT59lmb0aNLWbq0otnsjuHPli3+M4sd\nO2Yqh7RhGJnCjDDDMDLGl1/CpEkwd24RhYX+S2WNxtiUKVXMmpVN6fKPxYth0aJSevasYOXKHUZr\nQcF4jj3WEpAYRr5hy5GGYWSM3/wG/vtfuOOO+NonOpUfZNKtv5Yvh6FDYeJE2GOPOqZMmb19ZrGk\nZBi33VbEq69CYWHahjQMI0ES1WG5TOAd9VqvjRlhhpGnfPIJHHIIvPce9O4d3zW5MsL8EniLyM3A\nycAWYClwgap+49XFTOCdTv21ciUUFcHPfw6/+pV/mzvugLvvhtdegy5d0jKsYRgJkjUjzEvg/SFw\nIi5Q4ZvAuaq6MKRND2Bv4HRgbaMRFs+1XjszwgwjT7n4YthjD/hDAnsIc2iEDQXWAw+GGGHDgBdU\ndZuI3ACgqld5CbwfAY7ApSt6HthPVbeF9ZkW/fX111BSAqef7mbBIqEKl14Ka9bAk09CG0spbhhZ\nJ1EdlqsE3jGvNQwjf1m0CKZNgyvDU18HFPVJ4K0usX2jYTUXFxkfspDAuzEY69ChE+nfv5K99qpj\nwoTo14jA1KnwxRdwne1xMIy8IFcJvC35t2G0YKqq4IoroGvXXEuSNi4EHvU+ZzSBt18w1g8+qOC5\n52IHY+3QAf7+dzjySNiypY433qhh8+a2dOhQz+jRpRbM1TACRq4SeNsao2G0UObNg1dfhQceyLUk\n6UFEKoAtqvpIlGZp02mpBmPt3Rsuv7yO3/62aWw2i6pvGMEjFSMslQTecV87McQJoqSkpEVHzjWM\nbFNdXcfkyemdLRk/Hn73O+jUKXbbOXPmMGfOnJTGyyQi8hNgOHBCSHHcCbyT0V+R0jxt2lQQ89pG\nZs2qaWKAQWpR9Q3D8CdVHZaKEbY9gTfwOS6Bd6TUH+FOanFfOzGaJ6phGEmTiRyEL7wAH38MF14Y\nX/tww+Tqq69OatxM4O3g/i1QrKqbQqqmAY+IyK24ZciICbyT0V+R0jwlEow1HYacYRixSVWH5TKB\nd7Nrk5XFMIzEiXfZK9ZsWWP9pk1tWbCgnp/+tJR27fJrtiUkgXd3L4H3BGAc0B6YLSIAr6nqLzKd\nwNsvg0Bh4XhGjYo/GGs6DDnDMDJPLhN4N7vWMIzsEWm25J13Crj/fjjsMFi2rI4rrog8W+Y3m/b0\n0xUUF+eX71GEBN73R2mfsQTeI0YUsW0bnHpqFUOHFtCpU9M0T/HgZ8gVFIynf3+Lqm8YQcLSFhlG\nKyXSbMkuuzTw4otw882weLG/b9FVV1Xx7bdF3HRTak7khj/HHltE165F1NUld31oKqjGqPpnnlnO\nbbcV8ctfwu23Q7t2aRTYMIykMCPMMFopkZa9brmlnBEj3Plxx7XlX/9qfu3q1QX885+wfLn5HmWC\nVatcoNtUGDGiqJkhfOaZcM45MHw4XHxxHfffbyEsDCOXmBFmGK2UESOKWL8efvSjKo4+uoDOnZsv\ne3Xu7D9bdsghDTz2GJSV1VPTLGGP+R6lSjqMMD922QWefRbOOKOOkSNnsXWrhbAwjFxiiS0MoxXT\npk0RZWXX8PLLE5k585pmP8CjR5dSWFjRpMw5iQ+Lq95IjlWroEePzPRdUACbNtU0McCgcRl5dmYG\nNQzDl5RmwuJMwj0ZOAnYCPxEVed75WOAi3HhK/6sqpNSkcUwjMR57jm3NBUJP9+i0NmyWPX5QoQE\n3t2Ax3H5b5cBZ6nq115dzATeqZCpmbBGLISFYQSDpI0wLwn3VEKScIvItLAE3sOBgaq6r4gcBdwF\nDBGR/8EZYEfg8krOFJHpqro0hXsxDCMBtm2DmTNdiqFo+PkWJVKfJ/wFmAI8GFJ2FTBbVW8SkbHe\neWMC77OBA/ESeItIswTeqZBpI8xCWBhGMMhoAm/gVOABAFWdC3T1YocNAuaq6iZVbQBqgTNSkMUw\njARZsAB23RX22SfXkuQevwTehOgv79/Tvc8ZT+CdaSPMlpENIxhkOoG3X5s+wLvAtd50/ybcMoBv\nxGnDMDLDc8/BSSflWopA01NVV3qfVwI9vc8ZTeANzgjLZIa20GXktWsLmD+/wdsVm/czmoaRV2Qj\ngXd4yiJUdZGI3AjUABuA+UDapvINw4jNjBlgWcHiQ1VVRKLpvLRFzIfMz4RB02XkY491DvuGYWSX\nTCfwjpjoVlXvx4tILSJ/AJb7DWIJvA0j/axZA++9B0U5nvgIeALvlSLSS1VXiEhvYJVXntEE3pAd\nIyyUkSPhb3+Dk0/O3piG0RJIVYdJsinPRKQt8CFwAi4J9xvAuT6O+Zep6nARGQLcrqpDvLo9VHWV\niOyFyyF5lKp+GzZGOlOyGYbh8dhj8MgjMG1ariVpioigqs1mz7M0dn/g2ZDdkTcBX6nqjSJyFdBV\nVRsd8x/B+YHtCTyP24CkYf0lrb+6dYPFi6F796RvJyG++sr5Bi5f7vwEDcNIjkR1WEYTeKvqcyIy\nXESW4JYdLwjp4ikR2R23O/IX4QaYYRiZI1ZoitaGTwLv3wE3AE+IyEV4ISoAMp3Ae+tWWLfOGWLZ\nYvfd4fjj4emn4YILYrc3DCM9JD0Tlg1sJsww0s+2bdCrF7z5Juy9d66laUouZ8LSTbL664svYPBg\nWLEiA0JF4amn4K674IUXsjuuYbQkEtVhFjHfMFoZb73lorEHzQAzHNn2B2vk5JNh/nz4NNyz1zCM\njGFGmGG0Miw0RbDJlRHWsSOccQY8+mj2xzaM1ooZYYbRypgxw/zBgkyujDCA885zuyQNw8gOZoQZ\nRiti9WpYtAiOOy7XkhiRyKURVlQEa9fCO+/kZnzDaG2kZISJSLmILBKRj7zcan5tJnv1b4vI4JDy\ncSLyvoi8KyKPiEiHVGQxDCM2s2a5XXDt2+dakvzBT1eJSDcRmS0ii0WkRkS6pmu8XBphbdrAj34E\nDz+cm/ENo7WRtBEWksC7HJfI9lwRGRTWZnsCb+BSXALvxng8lwCHejF5CoBzkpXFMIz4sKXIxIii\nqxqTe+8HvOCdp4VVq9zGiVxx3nnOCNtmOUwMI+PkIoF3T+BbXHywTl7Q105EiDhtGEZ6aGhwM2Hm\nlJ8QfrrqcyIn906ZXM6EARx0kDMCa2tzJ4NhtBZSMcL8knOHJ7H1baOqa4BbcKmKPge+VtXnU5DF\nMIwYvPkm9OkDffvmWpL8IYKumk3k5N4pk2sjDMxB3zCyRSpGWNIJvEWkEPgV0B/oA3QRkR+lIIth\ntDqqq+soK6ukpGQiZWWVVFfXRW1vUfITJ4KuOi+0jReRNW1RpYNghJ17LvzjH/Df/+ZWDsNo6eQq\ngXcJ8KqqfgUgIk8DxwDN3EEtgbdhNKe6uo4xY2axdOl128uWLq0AYMQI/6zczz0Ht9ySFfHiJuAJ\nvAEOp7muOhpYESG5dxOS0V9BMML69IHDDoPp0+HMM3Mri2EEmbxM4C0ihwB/A44ANgF/Bd5Q1TvC\nxrC0RYbhQ1lZJTU11/qUVzFz5jXNyleuhAMOcD/w7dplQ8LkCFraIhE5GPdy2ERXAXvjk9w77NqE\n9deGDS5p98aNIDl+Cg884HJJ/vOfuZXDMPKJvEjgraoLRORBYB6wDfg38KdkZTGM1sbmzf5/uhs3\nFviWz5wJJ5wQbAMsiKjq2xF01c74JPdOldWr3SxYrg0wcNHzx4yBL790hqFhGOknleVIVHUGMCOs\n7J6w88siXHsTcFMq4xtGa6VDh3rf8jffbODxx+Gss5r+kFtoiuSJoKvWACeme6wgLEU2svPOcPDB\ndRQV1bDHHm3p0KGe0aNLIy53G4aROCkZYYZh5IbRo0tZurSiiU9YYeF4LrqonJtugttvh1tvhTVr\n6pg0qYYXX2zLihX19OxpP6JBJkhGWHV1HYsXz2LFiutY6DmZxPI7NAwjMcwIM4w8ZMSIIt57D669\ntorDDiugY8cGRo0qZ8SIIsaOdeEFTjmljk2bZrFhgzPUamvh00/tRzTIBMkImzy5hhUrrmtStnTp\ndUyZUmXfH8NIE2aEtQKqq+uYPLmGzZttSaElsXx5EVddVURFRdPyNm3g/PPhwQdreOEF+xHNJ4Jk\nhEXyO9y0yd/v0DCMxDEjrIWTTCgDI/jU18NTT8G//hWtjf2I5hurVsGe4SGvc0Qkv8OOHRuyLIlh\ntFxSSuBtZJ5EA3KGM3lyTRMDDBpnQ2anU8yU5TQSo7YW+vWDgQMjt7Ef0fwjSDNho0eXUljYdJq1\nf//xjBo1LEcSGUbLI6WZMBEpB27Hhai4V1Vv9GkzGTgJ2Aj8RFXni8j+uFyTjewDVKnq5FTkyUei\nLRWmYxYrG0sK8cppy6Lp4/HH4eyzo7eJ5Lw/alR5hqVrWYhIV+Be4CBcZPwLgI+Ax3HxwpYBZ6nq\n16mOFSQjrPFvc8qUKjZtKuA//2lgwIBy+5s1jHSiqkkdOMNrCS6dRztgATAorM1w4Dnv81HA6z79\ntAG+APr51GlLZvr0Wi0sHK+g24/CwvE6fXqtqqqWllY0qWs8ysoq4x7jmGNS7yMWkeQ89thK3bAh\nvnvNJtOn12ppaYUWF0/Q0tKKnMiQClu2qHbvrrpsWey206fXallZpRYXT9CyssrA36v3N5+0XsrE\ngUvQfaH3uS2wKy5kxZVe2VjgBp/rEr7/gw9WfeuthC/LCuvWqe61l+oLL+RaEsMILonqsFQU09HA\nzJDzq4CrwtrcDZwdcr4Il/g2tE0p8EqEMTL2oIJAJOOlR49KPfJI1fbtJ/jWFxdPiKv/hx9W3Xnn\nWt1jj6bGT5s24/TnP0/fj3Fxsb+cO+00QTuB0trJAAAgAElEQVR0UO3VS3XXXTNvDMZDkIzBZJkx\nQ3XIkFxLkRmCZoR5Btf/+ZRv12VAL2CRT5uE7793b9VPPkn4sqwxbZrqfvupbtqUa0kMI5gkqsNS\n8QnbE/gk5PxTryxWm75hbc4BHklBjsASzU/qww9h0SL/pcIePQqYNAmOOsrfp2f16gbq/asA2LwZ\nLrsMfvc7ePnlIu6/v4yysiqKiydSVlbF3XeXU1tbxM9+Blu2pHSLQGTfo6KiBjZuhHnzoH9//3td\nty69TuKxfNOy5SOXSeJZijTSxgBgtYj8RUT+LSJ/FpHOOANspddmJdAz1YG2bXMR83v0SLWnzHHK\nKXDQQXDDDbmWxDBaBqn4hMWbFC08Acf260SkPXAKbjrfl3xN4O3nJ/XRRxVUV8O//13EsmXQsaO/\n8dKvXwNDhsDYsaV8/nlTn56+fcfTtm053/kO3HijU4rPPbfD10q1nhUrShk0qIh586BrVzj44KJm\nfhznnAMjR7pUNk89BfPmJe+vddllpdTVVbBpU3PfozZt3G6vnj3973Xu3AYuvBB+/nNYtSo1n7FI\nvmkNDdC/fxFz58I77+T3jsHNm10uv2ubp43MS/IggXdb4FBcDtw3ReR23Kz/dlRVRcRXHyaiv77+\nGjp3hg4d0iB1Bpk8GQ45xOmQ/ffPtTSGkVtS1mGJTJtp06n2ITRdjhwHjA1rczdwTsh5k+VI4LTQ\nPnzGyMh0YTaItNTYq1elVlerbt0aaWlsXJOlMT+fnm3bVKurVQ86SPWgg2q1b9+mfey++3h99tnY\ny2sNDapVVao9ejTvI5ElujvvVN1//1otLY3sexTpXv/2t1q9/nonQ/v2qS0TRnrmbdpU6n77qY4c\nqXrAAcFYFk2WadNUhw7NtRSZg+AtR/YCPg45Pw6oBhYCvbyy3qRhOXLRItV9903okpxx222q3/ue\n6rZtuZbEMIJFojosFeXUFliKc8xvT2zH/CGEOebjdkj+OMoYmXtSGSaSn1S4P1cqjtNbt6oeeGDq\nRsXBByffxyefOCfx996LPU60ex02zF+GI47Y4dzf2Ee4U/3mzaovvaTar5//Mz/mmAlNrg83Bnff\nfVze+IT96EeqU6fmWorMETQjzIlEHbCf93kizin/psaXTtzMWMqO+XV1qscem9AlOWPrVtXBg1Uf\nfDDXkhhGsEhUh4m7JjlE5CR2hKi4T1WvF5GfetrnHq/NVKAc2ABcoKr/9so7A/8BBqjqugj9pyCd\nYRhZJ8W/WBFBVcNdGHKKiByMC1HRHvfieQFO5z0B7EWEEBUioono17//HR5+GJ5+Ok2CZ5h582DY\nsDoGD65h2zYLO2MYkLgOSylYq6rOUNX9VXWgql7vld3TaIB555d59Qc3GmBe+QZV7R7JAAsZJC+P\n6um1FO4zHkG3HwMLx1E9vTat45SVVjQZo/EoL6vMeB+PPar8z0HKls2ZvY+NG5SXXlQGFvq3OeF7\nlduf+cDCxJ/5/y1V+vVVHvhrev//y0orKCmeQFlpRVr+3//+lHLC93L/3Y56tEBU9W1VPcLTYWeo\n6jequkZVT1TV/VS1NNwAS4YgxQiLh5Ur69i2bRYvvXQttbUTqam5ljFjZlmgZsNIAEtblCFGjHCO\n8bfdVsUhhzRNsJxO0hGQ06+PLl3G87OfRe7jyy/h8svhmWegffvkZI8lQ+N9dOoExx8Pffu2ZenS\n5tc2NDin+vDgkvE+8332gdmz4Xvfg512grPOii1vpoPs+mG7Ils2+WaETZ5cw7ffWm5Sw0gFM8Iy\nyCefFPG73xXx619nboxkDY9ofbRr18C6deXcdVcRJ54IXbo0v+byy93uqKOOSsttxHUf8aThGTGi\n+U7QeDjgAJg5E0pL4d1363jjjci7NKPtwhw4sIirrvIPg3H77VVJZxBYvx5mzYI770z41ow8YdUq\nGDQo11LEjyX4Now0kIgDWbYPJ15+smWL6u67xxfVPIhs3ap60UWqRxyhumpV07oZM1T791ddvz67\nMsWzmzRVbrutVtu0ib5LM9ouzMJC1e7dJ0Son6AlJaq//73qTTclFjT20UdVy8rSdpuBxfubz7nu\nSceRqP76wQ9UH388oUtySjoyehhGSyNRHWYzYRlizhwoLIS99861JMnRti38+c9QVQXHHQdjx9bx\n+OM1bNjQlrfeqmf8+FI6d87ukkM6Zv1iMWNGDdu2NZ/FuuSSKg44oIhPP4UlS/z/bI4+uoBXXoGy\nsnpqaprXH398A7/+Nbz4Itx8cw3r1sW/lGNLkS2ffFuO9HMhKCgYz4gRlpvUMOIlaSMs2eTdXnl4\nQtwLVfX1ZGUJIk89BT/4Qa6lSA0RFxR09eo6Lr10Fg0NO5TtAw9UcOihqfk4JUOyy43xEmmJZZdd\nCqiogL594Ze/rOeFF5q36dLFLYtG8m+7/PJyhg+H4cNh3ry21NY278NvKefbb+GFF+D++5O7JyM1\nRKQAmAd8qqqniEg3Wnjy7njweyk65JByrruuiOOOg8GDcyygYeQBSRlhnlKaCpwIfAa8KSLTVHVh\nSJvhwEBV3VdEjgLuwsUKA5iEix/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"text": [ "" ] } ], "prompt_number": 262 }, { "cell_type": "code", "collapsed": false, "input": [ "print te" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "3840\n" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "sample = 17\n", "start = np.zeros(sample)\n", "tend = np.zeros(sample)\n", "for i in range(sample):\n", " start[i] = 196+(480-196)*np.random.rand()\n", " tend[i] = te-(480-196)*np.random.rand()\n", "print start\n", "print tend\n", "timelength = (tend-start)/96.\n", "print np.mean(timelength),2*np.std(timelength)\n", "print time[start[1]:tend[1]]\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 445.18398252 385.80516919 310.06140786 440.4001444 229.02411462\n", " 380.89550855 430.49745583 347.73392522 422.27285459 459.78299888\n", " 443.6789504 220.33492556 409.84300383 274.95336444 383.37969642\n", " 310.01928801 365.36061496]\n", "[ 3762.5884801 3721.65027865 3605.42781622 3814.03195362 3591.40129919\n", " 3561.77138974 3644.51545195 3679.42675479 3648.78299244 3631.47616752\n", " 3726.74666412 3825.6544009 3588.85170018 3738.13184608 3692.51943364\n", " 3642.88890724 3787.51495128]\n", "34.5613683103 2.26414979129\n", "[ 96.375 96.625 96.875 ..., 929.625 929.875 930.125]\n" ] } ], "prompt_number": 263 }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=np.zeros((numsta,sample)); M2_pha=np.zeros((numsta,sample))\n", "K1_amp=np.zeros((numsta,sample)); K1_pha=np.zeros((numsta,sample))\n", "O1_amp=np.zeros((numsta,sample)); O1_pha=np.zeros((numsta,sample))\n", "S2_amp=np.zeros((numsta,sample)); S2_pha=np.zeros((numsta,sample))\n", "P1_amp=np.zeros((numsta,sample)); P1_pha=np.zeros((numsta,sample))\n", "N2_amp=np.zeros((numsta,sample)); N2_pha=np.zeros((numsta,sample))\n", "Q1_amp=np.zeros((numsta,sample)); Q1_pha=np.zeros((numsta,sample))\n", "K2_amp=np.zeros((numsta,sample)); K2_pha=np.zeros((numsta,sample))\n", "\n", "\n", "\n", "for it,tst,tet in zip(range(sample),start,tend):\n", " \n", " for stn in range(numsta):\n", " fT1 = NC.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", "\n", " fitted, cov = curve_fit(octuple,time[tst:tet],ssh[tst:tet]) \n", " if fitted[0] < 0:\n", " fitted[0] = -fitted[0]\n", " fitted[1] = fitted[1]+180\n", "\n", " M2_amp[stn,it] = fitted[0]*M2ft\n", " pha = fitted[1]+M2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " M2_pha[stn,it] = pha\n", " \n", " if fitted[2] < 0:\n", " fitted[2] = -fitted[2]\n", " fitted[3] = fitted[3]+180\n", "\n", " K1_amp[stn,it] = fitted[2]*K1ft\n", " pha= fitted[3]+K1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " K1_pha[stn,it]= pha \n", " \n", " if fitted[4] < 0:\n", " fitted[4] = -fitted[4]\n", " fitted[5] = fitted[5]+180\n", " O1_amp[stn,it] =fitted[4]*O1ft\n", " pha= fitted[5]+O1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " O1_pha[stn,it]= pha \n", " \n", " if fitted[6] < 0:\n", " fitted[6] = -fitted[6]\n", " fitted[7] = fitted[7]+180\n", " S2_amp[stn,it] =fitted[6]*S2ft\n", " pha= fitted[7]+S2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " S2_pha[stn,it]= pha \n", " \n", " if fitted[8] < 0:\n", " fitted[8] = -fitted[8]\n", " fitted[9] = fitted[9]+180\n", " P1_amp[stn,it] = fitted[8]*P1ft\n", " pha= fitted[9]+P1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " P1_pha[stn,it] =pha \n", " \n", " if fitted[10] < 0:\n", " fitted[10] = -fitted[10]\n", " fitted[11] = fitted[11]+180\n", " N2_amp[stn,it] = fitted[10]*N2ft\n", " pha= fitted[11]+N2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " N2_pha[stn,it] = pha\n", " \n", " if fitted[12] < 0:\n", " fitted[12] = -fitted[12]\n", " fitted[13] = fitted[13]+180\n", " Q1_amp[stn,it] = fitted[12]*Q1ft\n", " pha= fitted[13]+Q1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " Q1_pha[stn,it] = pha\n", " \n", " if fitted[14] < 0:\n", " fitted[14] = -fitted[14]\n", " fitted[15] = fitted[15]+180\n", " K2_amp[stn,it] = fitted[14]*K2ft\n", " pha= fitted[15]+K2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " K2_pha[stn,it] = pha\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 264 }, { "cell_type": "code", "collapsed": false, "input": [ "jdef = range(3)\n", "south = range(14,18)\n", "north = range(29,31)\n", "print 'M2'\n", "print ' JdeFuca'\n", "print np.mean(M2_amp[jdef]),2*np.std(np.mean(M2_amp[jdef],axis=0))\n", "print np.mean(M2_amp_obs[jdef]), np.mean(M2_amp_obs[jdef])-np.mean(M2_amp[jdef])\n", "print np.mean(M2_amp_obs[jdef])/np.mean(M2_amp[jdef])\n", "print np.mean(M2_pha[jdef]),2*np.std(np.mean(M2_pha[jdef],axis=0))\n", "print np.mean(M2_pha_obs[jdef]), np.mean(M2_pha_obs[jdef])-np.mean(M2_pha[jdef])\n", "print ' South'\n", "print np.mean(M2_amp[south]),2*np.std(np.mean(M2_amp[south],axis=0))\n", "print np.mean(M2_amp_obs[south]), np.mean(M2_amp_obs[south])-np.mean(M2_amp[south])\n", "print np.mean(M2_amp_obs[south])/np.mean(M2_amp[south])\n", "print np.mean(M2_pha[south]),2*np.std(np.mean(M2_pha[south],axis=0))\n", "print np.mean(M2_pha_obs[south]), np.mean(M2_pha_obs[south])-np.mean(M2_pha[south])\n", "print ' North'\n", "print np.mean(M2_amp[north]),2*np.std(np.mean(M2_amp[north],axis=0))\n", "print np.mean(M2_amp_obs[north]), np.mean(M2_amp_obs[north])-np.mean(M2_amp[north])\n", "print np.mean(M2_amp_obs[north])/np.mean(M2_amp[north])\n", "print np.mean(M2_pha[north]),2*np.std(np.mean(M2_pha[north],axis=0))\n", "print np.mean(M2_pha_obs[north]), np.mean(M2_pha_obs[north])-np.mean(M2_pha[north])\n", "print '==============================================='\n", "print 'K1'\n", "print ' JdeFuca'\n", "print np.mean(K1_amp[jdef]),2*np.std(np.mean(K1_amp[jdef],axis=0))\n", "print np.mean(K1_amp_obs[jdef]), np.mean(K1_amp_obs[jdef])-np.mean(K1_amp[jdef])\n", "print np.mean(K1_amp_obs[jdef])/np.mean(K1_amp[jdef])\n", "print np.mean(K1_pha[jdef]),2*np.std(np.mean(K1_pha[jdef],axis=0))\n", "print np.mean(K1_pha_obs[jdef]), np.mean(K1_pha_obs[jdef])-np.mean(K1_pha[jdef])\n", "print ' South'\n", "print np.mean(K1_amp[south]),2*np.std(np.mean(K1_amp[south],axis=0))\n", "print np.mean(K1_amp_obs[south]), np.mean(K1_amp_obs[south])-np.mean(K1_amp[south])\n", "print np.mean(K1_amp_obs[south])/np.mean(K1_amp[south])\n", "print np.mean(K1_pha[south]),2*np.std(np.mean(K1_pha[south],axis=0))\n", "print np.mean(K1_pha_obs[south]), np.mean(K1_pha_obs[south])-np.mean(K1_pha[south])\n", "print ' North'\n", "print np.mean(K1_amp[north]),2*np.std(np.mean(K1_amp[north],axis=0))\n", "print np.mean(K1_amp_obs[north]), np.mean(K1_amp_obs[north])-np.mean(K1_amp[north])\n", "print np.mean(K1_amp_obs[north])/np.mean(K1_amp[north])\n", "print np.mean(K1_pha[north]),2*np.std(np.mean(K1_pha[north],axis=0))\n", "print np.mean(K1_pha_obs[north]), np.mean(K1_pha_obs[north])-np.mean(K1_pha[north])\n", "print '==============================================='" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "M2\n", " JdeFuca\n", "0.566514108238 0.00112689580696\n", "0.512333333333 -0.0541807749043\n", "0.904361119844\n", "255.182488992 0.0940554239361\n", "270.8 15.617511008\n", " South\n", "0.921233623435 0.00112040466197\n", "0.94525 0.0240163765649\n", "1.02606980027\n", "29.0723217 0.0423422126839\n", "31.35 2.27767830002\n", " North\n", "1.07282785798 0.000899934326944\n", "1.1705 0.0976721420243\n", "1.09104176527\n", "273.500048669 0.0905373840647\n", "274.05 0.549951330646\n", "===============================================\n", "K1\n", " JdeFuca\n", "0.560172285145 0.00533668810693\n", "0.542666666667 -0.0175056184781\n", "0.968749581259\n", "255.904545765 0.555902326319\n", "261.533333333 5.62878756843\n", " South\n", "0.878172702315 0.00901866506015\n", "0.87225 -0.00592270231481\n", "0.993255651993\n", "286.422175571 0.590801043246\n", "285.95 -0.472175571149\n", " North\n", "0.581480747977 0.0041321392896\n", "0.5675 -0.0139807479767\n", "0.975956645125\n", "262.796049427 0.450145820101\n", "260.7 -2.09604942666\n", "===============================================\n" ] } ], "prompt_number": 265 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'O1'\n", "print ' South'\n", "print np.mean(O1_amp[south]/K1_amp[south]),2*np.std(np.mean(O1_amp[south]/K1_amp[south],axis=0))\n", "print np.mean(O1_amp_obs[south]/K1_amp_obs[south]), (np.mean(O1_amp_obs[south]/K1_amp_obs[south])\n", " -np.mean(O1_amp[south]/K1_amp[south]))\n", "print np.mean(O1_amp_obs[south]/K1_amp_obs[south])/np.mean(O1_amp[south]/K1_amp[south])\n", "print np.mean(O1_pha[south]-K1_pha[south]),2*np.std(np.mean(O1_pha[south]-K1_pha[south],axis=0))\n", "print np.mean(O1_pha_obs[south]-K1_pha_obs[south]), (np.mean(O1_pha_obs[south]-K1_pha_obs[south])\n", " -np.mean(O1_pha[south]-K1_pha[south]))\n", "print ' North'\n", "print np.mean(O1_amp[north]/K1_amp[north]),2*np.std(np.mean(O1_amp[north]/K1_amp[north],axis=0))\n", "print np.mean(O1_amp_obs[north]/K1_amp_obs[north]), (np.mean(O1_amp_obs[north]/K1_amp_obs[north])\n", " -np.mean(O1_amp[north]/K1_amp[north]))\n", "print np.mean(O1_amp_obs[north]/K1_amp_obs[north])/np.mean(O1_amp[north]/K1_amp[north])\n", "print np.mean(O1_pha[north]-K1_pha[north]),2*np.std(np.mean(O1_pha[north]-K1_pha[north],axis=0))\n", "print np.mean(O1_pha_obs[north]-K1_pha_obs[north]), (np.mean(O1_pha_obs[north]-K1_pha_obs[north])\n", " -np.mean(O1_pha[north]-K1_pha[north]))\n", "print '==============================================='\n", "print 'S2'\n", "code = ('south','north')\n", "for dir,dire in zip(code,(south,north)):\n", " print dir\n", " print np.mean(S2_amp[dire]/M2_amp[dire]),2*np.std(np.mean(S2_amp[dire]/M2_amp[dire],axis=0))\n", " print np.mean(S2_amp_obs[dire]/M2_amp_obs[dire]), (np.mean(S2_amp_obs[dire]/M2_amp_obs[dire])\n", " -np.mean(S2_amp[dire]/M2_amp[dire]))\n", " print np.mean(S2_amp_obs[dire]/M2_amp_obs[dire])/np.mean(S2_amp[dire]/M2_amp[dire])\n", " unwrap = np.unwrap(np.array(S2_pha)*np.pi/180.)*180./np.pi\n", " M2_un = np.unwrap(np.array(M2_pha)*np.pi/180.)*180./np.pi\n", " plt.plot (unwrap[dire],'r',M2_un[dire],'b')\n", " print np.mean(unwrap[dire]-M2_un[dire])+360.,2*np.std(np.mean(unwrap[dire]-M2_un[dire],axis=0))\n", " print np.mean(S2_pha_obs[dire]-M2_pha_obs[dire]), (np.mean(S2_pha_obs[dire]-M2_pha_obs[dire])\n", " -np.mean(unwrap[dire]-M2_un[dire]))-360." ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "O1\n", " South\n", "0.568147258455 0.00465608995994\n", "0.560324825986 -0.00782243246926\n", "0.986231681394\n", "-22.8156714366 0.385157396993\n", "-22.9 -0.0843285633777\n", " North\n", "0.572872478995 0.00184884469605\n", "0.576344086022 0.00347160702625\n", "1.00605999966\n", "-378.161840554 0.27930773031\n", "-18.96 359.201840554\n", "===============================================\n", "S2\n", "south\n", "0.24800169387 0.0068470592425\n", "0.249455337691 0.00145364382024\n", "1.00586142698\n", "387.22046208" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 1.27052670848\n", "28.7 -358.52046208\n", "north\n", "0.32452285023 0.00440632929157\n", "0.329291204099 0.00476835386872\n", "1.01469343026\n", "28.8368120875 0.790210175063\n", "29.4 0.563187912543\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "const = ('P1', 'Q1')\n", "model_amp = (P1_amp, Q1_amp)\n", "model_pha = ()\n", "for const, model_amp, model_pha, obs_amp, obs_pha in zip(('P1','Q1'),\n", " (P1_amp, Q1_amp),(P1_pha, Q1_pha), \n", " (P1_amp_obs, Q1_amp_obs), (P1_pha_obs, Q1_pha_obs)):\n", " print const\n", " for dir,dire in zip(code,(south,north)):\n", " print dir\n", " print np.mean(model_amp[dire]/K1_amp[dire]),2*np.std(np.mean(model_amp[dire]/K1_amp[dire],axis=0))\n", " print np.mean(obs_amp[dire]/K1_amp_obs[dire]), (np.mean(obs_amp[dire]/K1_amp_obs[dire])\n", " -np.mean(model_amp[dire]/K1_amp[dire]))\n", " print np.mean(obs_amp[dire]/K1_amp_obs[dire])/np.mean(model_amp[dire]/K1_amp[dire])\n", " unwrap = np.unwrap(np.array(model_pha)*np.pi/180.)*180./np.pi\n", " K1_un = np.unwrap(np.array(K1_pha)*np.pi/180.)*180./np.pi\n", " print np.mean(unwrap[dire]-K1_un[dire]),2*np.std(np.mean(unwrap[dire]-K1_un[dire],axis=0))\n", " print np.mean(obs_pha[dire]-K1_pha_obs[dire]), (np.mean(obs_pha[dire]-K1_pha_obs[dire])\n", " -np.mean(unwrap[dire]-K1_un[dire]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "P1\n", "south\n", "0.292963396531 0.00958032148956\n", "0.31090487239 0.0179414758592\n", "1.06124135667\n", "-3.69591468219 1.84324187677\n", "-3.0 0.695914682193\n", "north\n", "0.292989564651 0.00538088826458\n", "0.306451612903 0.0134620482524\n", "1.04594719361\n", "-2.0688072817 1.00287475024\n", "-2.33 -0.261192718304\n", "Q1\n", "south\n", "0.0903152529771 0.00226945870497\n", "0.0893271461717 -0.000988106805413\n", "0.989059358493\n", "-26.8944632419 1.35125086648\n", "-27.3 -0.405536758069\n", "north\n", "0.0980435556247 0.000803907261147\n", "0.0955197132616 -0.00252384236306\n", "0.97425794743\n", "-24.088523925 0.452908058765\n", "-25.11 -1.02147607497\n" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "const = ('N2', 'K2')\n", "model_amp = (N2_amp, K2_amp)\n", "model_pha = ()\n", "for const, model_amp, model_pha, obs_amp, obs_pha in zip(('N2','K2'),\n", " (N2_amp, K2_amp),(N2_pha, K2_pha), \n", " (N2_amp_obs, K2_amp_obs), (N2_pha_obs, K2_pha_obs)):\n", " print const\n", " for dir,dire in zip(code,(south,north)):\n", " print dir\n", " print np.mean(model_amp[dire]/M2_amp[dire]),2*np.std(np.mean(model_amp[dire]/M2_amp[dire],axis=0))\n", " print np.mean(obs_amp[dire]/M2_amp_obs[dire]), (np.mean(obs_amp[dire]/M2_amp_obs[dire])\n", " -np.mean(model_amp[dire]/M2_amp[dire]))\n", " print np.mean(obs_amp[dire]/M2_amp_obs[dire])/np.mean(model_amp[dire]/M2_amp[dire])\n", " unwrap = model_pha#np.unwrap(np.array(model_pha)*np.pi/180.)*180./np.pi\n", " M2_un = np.unwrap(np.array(M2_pha)*np.pi/180.)*180./np.pi\n", " print unwrap[dire]\n", " print np.mean(unwrap[dire]-M2_un[dire]),2*np.std(np.mean(unwrap[dire]-M2_un[dire],axis=0))\n", " print np.mean(obs_pha[dire]-M2_pha_obs[dire]), (np.mean(obs_pha[dire]-M2_pha_obs[dire])\n", " -np.mean(unwrap[dire]-M2_un[dire]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "N2\n", "south\n", "0.19908717457 0.000836341031992\n", "0.200435729847 0.00134855527709\n", "1.00677369238\n", "[[ 2.37702839 2.21472097 2.72027224 2.74083434 1.96317244 2.145322\n", " 2.54392195 2.87197644 2.25542708 2.59381765 2.37384892 2.28650207\n", " 2.06144083 2.28409366 2.55420492 2.52270963 1.93339337]\n", " [ 2.54453387 2.42601788 2.94465749 2.98328692 2.19498161 2.35808123\n", " 2.75372856 3.13508493 2.42948451 2.79584132 2.58285082 2.5128369\n", " 2.2654664 2.48483962 2.77511163 2.7152515 2.16871954]\n", " [ 4.56175083 4.49634928 4.91765326 4.99962601 4.29363496 4.38456114\n", " 4.79865009 5.1672629 4.4576791 4.77281024 4.59966823 4.60923592\n", " 4.34173501 4.55151558 4.76789909 4.67381231 4.2667145 ]\n", " [ 3.09207113 2.9977525 3.38170467 3.42747831 2.77697262 2.90999814\n", " 3.24805943 3.5892589 2.95858095 3.26406804 3.0719345 3.03177748\n", " 2.83775037 2.99840053 3.2355101 3.17631261 2.74745561]]\n", "-28.9615251261 0.484554841518\n", "-28.3 0.661525126076\n", "north\n", "0.219916543764 0.000696210315908\n", "0.219726729291 -0.000189814472625\n", "0.999136879521\n", "[[ 252.26475455 252.24974227 252.40201206 252.23257369 252.31740842\n", " 252.41043727 252.19790225 252.19563282 252.4428163 252.21586855\n", " 252.44957374 252.32564454 252.30374355 252.43266416 252.32563189\n", " 252.39883729 252.38990521]\n", " [ 251.50531256 251.51546137 251.68163322 251.53151221 251.57691259\n", " 251.6732854 251.47091794 251.4826123 251.71440007 251.47985254\n", " 251.72530447 251.60475086 251.56362095 251.69013074 251.60849117\n", " 251.68411331 251.63049427]]\n", "-24.4728762053 0.216266160932\n", "-23.68 0.792876205314\n", "K2\n", "south\n", "0.0649495769778 0.00749937285201\n", "0.0675381263617 0.00258854938385\n", "1.03985475355\n", "[[ 61.11238025 66.31378475 53.32469315 57.72015367 63.77931782\n", " 65.35059961 59.01123554 56.35814638 57.26701461 58.25472371\n", " 59.46057855 60.00857537 60.43497182 58.91127616 57.05442193\n", " 57.06448432 61.63404111]\n", " [ 63.83696623 68.43882419 53.88584093 58.52304066 65.79186513\n", " 66.78588569 60.98218331 57.1747471 58.57954396 59.73629196\n", " 60.10352216 61.17101192 63.18307845 59.33585506 57.48945188\n", " 57.96970235 63.60362429]\n", " [ 65.65850665 68.23038136 54.1354109 58.35456988 66.11348808\n", " 66.48048747 61.60781625 58.44044962 60.11406006 60.75947345\n", " 59.40082293 60.99138969 64.1957876 59.0321879 57.46350213\n", " 58.13167936 64.52386829]\n", " [ 62.84647454 66.59103609 55.40209124 58.99131663 64.46607181\n", " 65.46147063 61.14713779 57.99533395 59.54517422 60.08124512\n", " 60.60522758 61.41977335 62.32797591 59.94270305 58.299552\n", " 58.94841619 62.70185661]]\n", "28.5993493794 6.7302045297\n", "28.7 0.100650620627\n", "north\n", "0.0998735123475 0.00515143201625\n", "0.0913748932536 -0.00849861909391\n", "0.91490617588\n", "[[ 299.11662576 299.17824751 -57.71159059 300.0871283 300.25739052\n", " 300.22623513 300.0903141 297.1524452 301.57235471 300.56468552\n", " 301.88388036 301.1260555 300.39580954 301.42922978 300.99657725\n", " 302.63338747 300.54122087]\n", " [ 298.5553348 298.58101954 -58.52615306 299.01731756 299.73886584\n", " 299.79601918 299.4136914 295.78986081 301.08698715 299.74413696\n", " 301.45972303 300.59386537 299.87132032 300.77321884 300.05668444\n", " 302.07138849 300.02490729]]\n", "2.61224821692 168.592902699\n", "21.96 19.3477517831\n" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(8,2,figsize=(15,25))\n", "for i in range(sample):\n", " pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,i])*np.pi/180.)\n", " axs[0,1].plot(pha_uw ,'-ob', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "axs[0,1].plot(pha_uw, 'r-*', label = 'observation')\n", "axs[0,1].set_title('M2 Phase')\n", "for i in range(sample):\n", " axs[0,0].plot(M2_amp[:,i], '-bo', label = 'model')\n", "axs[0,0].plot(M2_amp_obs, 'r-*', label = 'observation')\n", "axs[0,0].set_title('M2 Amp')\n", "\n", "for i in range(sample):\n", " pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha[:,i])*np.pi/180.)\n", " axs[1,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[1,1].plot(K1_pha_obs, 'r-*', label = 'observation')\n", "axs[1,1].set_title('K1 Phase')\n", "for i in range(sample):\n", " axs[1,0].plot(K1_amp[:,i], '-bo', label = 'model')\n", "axs[1,0].plot(K1_amp_obs, 'r-*', label = 'observation')\n", "axs[1,0].set_title('K1 Amp')\n", "\n", "for i in range(sample):\n", " if O1_pha[0,i] < 0:\n", " O1_pha[0,i] = O1_pha[0,i] + 360\n", " pha_uw = 180./np.pi * np.unwrap(np.array(O1_pha[:,i])*np.pi/180.)\n", " axs[2,1].plot(pha_uw, '-bo', label = 'model')\n", "axs[2,1].plot(O1_pha_obs, 'r-*', label = 'observation', markersize = 15)\n", "axs[2,1].set_title('O1 Phase')\n", "for i in range(sample):\n", " axs[2,0].plot(O1_amp[:,i], '-bo', label = 'model')\n", "axs[2,0].plot(O1_amp_obs, 'r-*', label = 'observation', markersize = 15)\n", "axs[2,0].set_title('O1 Amp')\n", "\n", "for i in range(sample):\n", " if S2_pha[0,i] < 0:\n", " S2_pha[0,i] = S2_pha[0,i] + 360\n", " pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,i])*np.pi/180.)\n", " axs[3,1].plot(pha_uw, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha_obs)*np.pi/180.)\n", "vsmall = 1e-6\n", "pha_uwm = np.ma.masked_array(pha_uw, mask=(abs(pha_uw-360)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ry7kSMhbgGWOMKXUswCsYax9LhpQUaF/xe+7jnywljZ1EEU0iHRAubXAu47YPYi79SKAa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\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EmiQ9RHs60plM7/UrF7CFdhQB0J4iLmAzndnMM70zybk7kx/f6sjqhQ+zeTNAsPF5x5Zz\n7YcGWZ5aZkku/XiFmVweYB1ALxrzGh+wTa4lIQGSknxDvQqDnGNpichi7174/nv45z8BfiLwz+sn\nevZ0P9eff4Y8vygFgnVFnRMwkoE5Qbb/AVXYvRuWLoUnnoBzzgGXe2RNkHKtCXikZcuWcUlqA8A1\n5V9MA1Z46y5pXI9ly5aV2adp0zwo0WUT4FqaNt0T8BxHtmvHyBVLyGUL0BXoCXQll195lc/ZzIkk\nJsKWLW77Hv360WfmTO5q3Trg8Ua0bs21H3zAZdeWLoOJJAvwjDHGVIGGQZa35aefYOpUGDYMuneH\n9u3hwANh9uzdQGtcY1btpapFqtoeOAIX1GXiumseqKqn4gbNvFHeIaq/lCZ8Q4F/llrWB3Bj0Pr3\nd8Ha2rUltwiUXj4/3w1v8s+F8uGHoHo/8AX+f4DDl6guIiEBhg6FX3YOofs1bbmp8XfkMIsc1jGR\n5SXOOZHl5LCeHGZxDfPZlXw8zY4dTM+eAEuCXN/coO13wYOiJQG3LyhIo06QpPwp5FNQmE5RERQW\nup/F3r3AvpCmtG1BloMbMxf45xVcaMFX6NuHXq65M2dy8tatTE5N5bU+fZi4fT2vXnMNUxo35uTc\nXOZ+WDYxzcaNn9C06coS52jadGXQpDR/v/NO0lu1QnURqu+hOsl7/47CwlZs4U4AmjRxYxwBjkxL\no06Qa6wDHJWeHvRnYCLDpkkwxhhTBcpmYHPWkJAARUWB1rUgcDKA2klVc0VkOtAR1zL3lrf8GxEp\nEpGDgXW4H4zPEd6yMrKzs/d9zszMJDMzs3oKboJq2RLgHBo0WEle3iWoNkBkJz17ZjB+/MU8+ijc\nfLPbtkULSEuDH36At99+n3VTZ9AEWDt1Bm+99QErVpzPbbcVH/v00+Gzz4q/7y9bpm9us8kvvkj2\nyJEMXx08Ocd96emcNGIEP/i1sogsxwUs/i3x5QcsxUFOxfZZtmwZZ+Jakkon9DiTPSxbtow2bdqU\nuq7f2Lu3LzDWb+m1pKRsKqdc+/95BdreJU7pSkWSzIS6fTjlWjx7NsvS0uiQlUWWd6+yx41jytix\nTLjnHgpmzYKBA8vsV16G0VAkJLjA/OCDYfNmuOgi6NULRoxYxrGb3M9/lQj/SU/nxlWrSFflmI0b\nA95HE5qcnBxycnLC3t+yaBpjjKk094fOecBjfkuvI9DT6fx8mDEDLrnkasDXB63WZtE8GChQ1a0i\nUg+YAdwNHA00U9UsETkGmKmqR4pIBjAe6ITrmjkTOLp0ZWj1Y2wQ71/s/m7FscdCcW+6Ig7kSD5m\n3b5pAs7lZH7nG0BISHBZFxs0CL9cq1au5OYgc5v1IIVHViwmvVWrANcT+lx7oezz6hNP0HHIED4n\ngZEcxmo6kcbXjGA9p1LEt08+yZUBAhY3t9vh+86RkvJrmTndaqNn7r2XC3v3DnivVq1cyYwJE/j7\nnXdGpCz9+sFYL8Y+vO4TfLRnCEtSU1nQvTu3PPkkDw0cSPupUzk2NzfofTThs2kSjDHGRJz7Q/dD\n4HHcbAAVmROqCy6HCNTiAO8EYBxuSEQC8IqqPigiycCLuHmL9wK3qJdTX0SG46ZJKABuVNUZAY5r\n9WOUtW7tUuC3auXeg/FNE3BYvYZ88inA7xzGz0xk675tenEg6zmUY1ofSrNmlU8vX1hYyN3HHVci\nhb3PiNatyV66lISEyI/SGd6zJ0lz5tAhK6vEGK0pY8fy7T33UHDKKdz3Rnm9lU00ff01/OEPcDQ9\n+QNzeIe95HIivsC7MQsYkpZi97EaWIBnjDEmoh57zI0Bgv23ZPhzT/5PRRiM0r5WBnjVxerH6Kto\n693evXu5r39/2k+dymW5+5+4erLXKjLsuedISQnUyXL/lixZwrenn86VW7eW6UL3auPGdPzyy6h0\noYulFikTnoICODT5XrZwJG7Wl9F+a/sDOTw9so/dxypmAZ4xxpiIUXXjNMAlgzj33ND2Fzme1mxm\nOestwAuB1Y/RlZEBS5a4MXgrV1Zsn8kvvsj8Co6Nq2wGQl9XSOtCZ6qLSG9gQoA1XVF9s3jgrQAA\nIABJREFUL9LFqfVCDfAsi6YxxpiwtWvn3hMSQg/uAHbu/JorWtfuaRJM7bPESzhZ0eAOitPLX079\ngOt7Ub/K0ssvnj2b8WlpyKOPkvXSSzRs2JDscePg0UeZkJbG97NmVfocJt4Fmx4kWEZlE0kW4Blj\njAnLzp1uvi6APYGnWNqvSc88Q89Q/ko2Jsp8UxikpYW+r0svnx9wXQoFVZZe/sh27eg7c2aZYPGy\nvn3pO3MmR54YbM47YyoqWObkYMtNJFkXTWOMMWFJSnLzVR1/fHGgVx5fsonmDYuf8Bb98gv3LF+O\ngHXRDIHVj9Vv9KhR3DBsWJnlFR17F4j/2LgVwE004DF2cjREdWycMaFyY6hPo+wUGfubb9CEI9Qu\nmpWaB09cCrTHgERgjKo+UGr9lbjZPwXYDlyvqgu8datxs1QWAvmq2qkyZTHGGBM5s2e74A4qFtwB\n9BkyhHULF1Y42YQx0bJo/nymPPAAnbt1o61fa1eHDu79iCPCO+7cmTPp6E1cvaB7dyb6jY3zTVxt\nAZ6pCUrOA3gE0BgL7mJH2F00RSQReBLoAmQAvUXkuFKb/QicraonAiOB5/zWKZCpqidZcGeMMTVL\n587u/amnKr6PbyJmfeQRstPSAszQZUxsmHT//UzIzeWNUaNKLJ83z72vKW/u73LY2DhTm6guQvU9\nNm16HngIsOAuVlRmDF4nYIWqrlbVfGAi0N1/A1X9QlV9j2m/woX4/qw7jjHG1DBXXFH8+YYbQt/f\nl2zirtatq65QxlSRXbt2IXPn0gRg7lx2794NuPm/AJo3D//YNjbO1EYHH1z8+bffolcOU6wyAV5z\nwP8Z1lpvWTB/A971+67ATBGZIyL9K1EOY4wxEaIKE7zM2JWpyF2yCWNij3/in54rVzLp2WcBN8kz\nwNq14R/773feGXAOOID0Vq1s7jBTY33+uXtv2jS65TBOZcbgVXh4sYicA/QDzvBbfIaq/ioiTYEP\nRGSpqn5SifIYY4ypZo0bu/cmTdwrXMuWLePYTZsAWCUSXsaKGkBE6gKzgDpACjBVVYf5rb8FeBA4\nWFW3eMuG4erMQmCIqr4f8YLHiWCJf/oUFQFwfFERb4wezaUjptAZSEmG/h130Kl3b/rfckuUSm1M\n7DnttOLP+fmQnBy9spjKBXjrgBZ+31vgWvFKEJETcSl2uqjq777lqvqr975JRCbjunyWCfCys7P3\nfc7MzCQzM7MSRTbGGBOudetg+3b3ubLdcF59+mlyt25lWp06bGjTBubPr3wBY5Cq7hGRc1R1l4gk\nAZ+KyJmq+qmItADOB37ybS8iGcDluLHtzXE9XY5R1aKoXEAtV5HEP/csXw4sB2Byg1QWHN+dPoMH\nR7CUxtQMTz0FAwdCvXpQEGyaPBMRYU+T4FVUPwB/BH4BvgZ6q+oSv22OBD4CrlLVL/2W1wcSVXW7\niDQA3gfuLv2U0tJAG2NM7PClh7/hhtCSqwQyvGdPkubMoUNWFpdde23IKaBrIq/umwX0UdXFIjIJ\nl4BsKnCyqm7xWu+KfFmpReR/QLZ/Heott/qxCk1+8UXmjxzJ8NWrSQmwPg8YkJDOZS+MqJKJyI2p\nrXz1RFFR8WdTeaHWkWGPwVPVAmAQMANYDLyuqktEZICIDPA2GwEcCDwtIvNExOvBzmHAJyLyHS75\nyjvWBcUYY2LXww8Xf65scAfBk03URiKS4NV3G4CPveCuO7DWN3WQn2aU7A2zv/HtpgrsL/FPL1qT\nteyDuPj3akxl9O3r3lNTo1uOeFepefBU9T3gvVLLnvX7fB1u1sPS+/0ItK/MuY0xxkTOrbe690VV\nlAU7npJJeN0r24tIY2CGiFwEDAMu8NusvCezAZvqbAhD1Sov8U+9BDgqPT2i5TGmJnrxRRg7FrZt\ni3ZJaracnBxycnLC3j/sLpqRYF1QjDEmeq644jYmTVpMQUFfoAfwI6qBMwBWVjx00QQQkbtwAdtg\nYJe3+AjcuPY/AH0BVPV+b/v/AVmq+lWp41j9WMWWLFnCt6efzpVbt7JKhP+kpzPox1UcjfJq48Z0\n/PJLm4TcmAro1Am++QZat4Zly6JdmtohYl00jTHG1F5XXHEbEybMoKCgAPgUuAH4M1dccVuUS1az\niMjBIpLqfa6HS6ryhaoeqqrpqpqO64bZQVU3ANOAXiKSIiLpQGvcGHdTzebOnMnJW7cyOTWVl6+5\nhiVHz+d8ruYlGnNybi5zP/ww2kU0pkbwTSmyfHl0yxHPrAXPGGNMGSLHA6fhkiD79Ae+QLWK+mmW\nOF/tbMETkROAcbgHqgnAK6r6YKltfgQ6+k2TMBw3TUIBcKOqzghwXKsfq5gv8c/jq/eSy4lAK0Bo\nzFsMSUuh4JRTuO+NN6JdTGNqhMMOgw0b4KKLYPr0aJem5gu1jqzUGDxjjDG1VQtKBnd437tGoSw1\nl6ouBDrsZ5uWpb7fB9xXneUyZR3Zrh3Xv/kdcB7+//Zz2cPI1Tk8/bcTo1Y2Y2qa9etdFs133412\nSeKTddE0xhhTguuJdlSQtQ2DLDemZnOJf44m8IONo+MqMZAxVaFuXfdu/3UizwI8Y4wx+5xwApx3\nHkCjIFvsiGBpjIm0YA8w7MGGMaHa5aWR+te/oluOeGQBnjHGGH791XWnKZ4G4WvcmDt/1wFrIlou\nYyKrMMhye7BhTKhEiic7f+ed6JYl3liAZ4wxca5/f2jWrPj7u++C6izgC9yYu57e+5fVkmDFmFiQ\nlQXuocaNpdbYgw1jwrVzp3u/5JLoliPeWBZNY0zcGT1qFDcMGxbtYkRdXh40agT5+e57nTqwYwck\nRSH9Vm3NolldrH6sWlu2QJMmvm/H45IMNcS13K2xBxvGVIKvFe/HHyE9PbplqalsHjxjTI01etSo\naj/HovnzmfLAA3y/YEG1nyuWdO7cF5GLEPkrIhfRuvWt1K1bHNxdfz3s2ROd4M6YaPMFd//3f6C6\nCNX3UJ3kvVtwZ0xl/PSTe2/ZsvztTNWxAM8YExMiFXhNuv9+JuTm8kYEgslY0blzX2bPXgEk4n7t\n12XFijOBIgDWroXRo6NYQGOiKMH7S6hRI3j22eiWxZja6Mgjiz/vsOGsEWEBnjEmJkQi8Nq1axcy\ndy5NAObOZffu3dV2rlgye/YCoA3wNjAReAuYBZxJURE0bx7N0tVuIlJXRL4Ske9EZLGIjPKWPygi\nS0Rkvoi8JSKN/fYZJiLLRWSpiFwQvdLXfsccA76ertu2RbcsxtRmvsnOGwVL0GyqlAV4xpioi1Tg\nNemZZ+i5ciUAPVeuZFLcPK4/hLJzez0KNN43NsJUD1XdA5yjqu2BE4FzRORM4H2graq2A5YBwwBE\nJAO4HMgAugCjRcTq6mrw7LOwfLn7nJcX3bIYU9tddBHAU8CNiPREpCsix0e5VLWXjbYwxkRdoMDr\nmptuqtQxn3/oIb6eOJHmDYvnryr65Rf6FLluiccXFfHG6NFkT5myb/26HTvo1Ls3/W+5pVLnjj02\nt1c0qao3GxQpuH6yW1R1sd8mXwF/9j53Byaoaj6wWkRWAJ2ALyNV3niQmwt//7v7/O67kJIS3fIY\nU9u5YO504Dm/pf0ROb7Kx7kecshZbNrUEF+ipKZNd7Bx4ydVeo5YZwGeMSaiIhV49RkyhHULF9J+\n6lQuy80NuM09y5fve4Q/OTUV6d6dPoMHh3NZMS7YoAcbDBEJXgvct0Ar4OlSwR1AP2CC97kZJYO5\ntYB1oq1iqanu/dRToWvX6JbFmPjQgpLBHbieJVX7H9AFdy2BcfuWbdrUh0MOOSuugjwL8IwxERWp\nwCslJYXsceOY/OKLZI8cyfDVqwn0kD4PuC89nZNGjCDr2mtDu5gaYw1wPfC03zKb2ytSVLUIaO+N\ns5shIpmqmgMgIncAe1V1fHmHiEAx40ZysntPTIQvvohuWYyJH5HpSbJpUwr+wZ0zjk2b/lil54l1\nFuAZYyIq0oFXj379aN+5M3d17coDvgE3fka0bs3f33uP9Fatwj5HtFR0Pj/VRYg8AwwG1mNze0WH\nquaKyHSgI5AjItcCFwH+f3mswz3q9jnCW1ZGdnb2vs+ZmZlkZmZWbYFroVNOgYIC9zlOciwZEyOC\n9RjJr+LzNA5xeWzKyckhJycn7P1tonNjTNSsWrmSZ4IEXrdVYeBVWFjI3ccd51oGSxnRujXZS5eS\nkFCz8lgsmj+fmzt35tHZs2l74on73d6XTCVWf6XW1onOReRgoEBVt4pIPWAGcDeQDDwMdFbV3/y2\nzwDG48bdNQdmAkeXrgytfgzdyy9Dnz7u89KlcOyx0S2PMfHEjcE7jZIJv24ELgHOo6iISif9Gj4c\nRo0aiEvmUtolqL5duRNEkU10boypMY5MS6NOkHV1gKPS06vkPMuWLePYTZsAWCXCTS1bssqrSY75\n5ReWLVtWJeeJpFCmlfC1VNgk5lFxOPCRiHyHS6bytqp+CDyB65v0gYjME5HRAN74vDeAxcB7wA0W\nyYVP5HgvW19P+vS5EZjE0KEW3BkTab17d8P9CuwK9PTePwZOBdx8lF999f/s3Xl8lNX1+PHPSWJY\nBVywKgJBjBsUwa3WWqAKAqJF26LEDReofl1Qf7YqiCSKgli3KiJuKBUBQQUURAVKwLaKChJkE4gg\nAiqIEAk7yfn9cZ9JJpOZkEkmme28X695PTPPNvdhwty5z733nKqdu7jYDbl21WFb4P6APQYBO6p2\n8jhlDTxjTNRU2PDavDliDa+Fs2dzxvbtTGnShH9dey0P5+Ux9pprmNqgAWfs3MnCCRMOfpIYEm5a\niXPPdctx42q8aCaAqn6lqqerantVbaeq//DWZ6pqS1Xt4D1u8TtmmKqeoKonq+qH0St9fCvtMZgJ\nTAb+CcziqacsNLsxtW38+BFkZfUgLS2N1NRU0tLSyMrqgWpDfAN1zjkHfv3r8M47fLhr3Hlx2hAZ\nA3wNPADkeMuvSU/fHqlLiQs2RNMYEzXjnn2WMwcMYEWTJizp1Yu7R47k8Vtvpf20aZxUUMCikSO5\n6tZbq/0+g3r3Ju2LLzg9O5tL/ebzTX31VRb97W8c2L+fYRs2QKNG1X6v2jD2ySc58+9/p01xMUtT\nUlj0xBMVppWI9eGZkLhDNGuK1Y8HJ9ID17gL1APVYOuNMdEyc6YvV55Tma83/4ZdRgasXeue16nT\nnn37jgHa4EbEX4LqvyNb4FoWbh1ZrQaeiHQHnsbl9XlZVUcEbL8KuAcQXN/o/6nqksoc6+1jFZgx\nCazChtdDD3HgrLMYNmlStd9n9MMP0y0rK+h8vrVr1vBhVhY3H3MMTJ3qxonEkFBpJfznEw7JzCTl\n2GNLXgemlahuA6+ywVyqwxp44bH68eBEeuN67gL1RjXYemNMNPmGWvrk5kKnTuX3+/vf4fHHS19v\n3gxNm5bfb8eO0vu28f51WWsNPBFJxfWBdsFF+PocyFLVFX77/BZY7kUO6w7kqOo5lTnWO94qMGMS\nWIUNr/x8PpwwgZsHD675guzbB126QMeO8PDDNf9+Ydi3bx/D+vevMK2Evyleb+jAF18k3cveXJ0G\nXrjBXKrKGnjhsfrx4KwHz5j4dNxxsLEkdvAVwC/4kpa7YddDADecc8mSis/lq/8iEcQlmmozyMrZ\nwBpVXaeq+4GJQC//HVT1E1X1/SJZgAv3XKljjTGJ7+bBg0NGyWzVunXtNO4A0tPhrbfg9dchSI/h\nqEoEMqkpvrQS+uST5GRksC/EfnuB7FatkKeeIvu110oadw895LZfcknV3j+cYC7GxJbvgLsD1ln+\nR2Ni3YYN8NJL4BKjH0/pPNqZwC7gfrZtO3jjDuDii92yBu9PxqTqNPCaUfZbcoO3LpQbgfereKwx\nxtSso45yQzRvvRUWLy5ZvTQvj6kjRrCsMjVJDbrshhvoO3s2D2RmBt0+JDOT62bNKjPUFcCXKm3q\n1PDfM9xgLsbEkj59xgM9gUspjdr3KdOnj4pquYwxB9evH8AUIPDm4qPAIpo0qdx53vMyIyxNsrSv\n1WngVXpsiIj8AbgBuDfcY40xptZ06AAjR8Kll7pB/cRWD1ZV0kr4RvFVZWrh5NGj6Z2fD0Dv/Hwm\nv/BC+CcxJkomTmwH/IFzz21Hp05t6NbtTKZPH0XPnh2jXTRjTKU0DHN9xb79tuoliTfVyYq0EWju\n97o5rieuDBFph8tq2F1Vt4VzLECO7/Yz0LlzZzp37lyNIhtjEkVOzihGjpzHgQP1SEvbzW23dSIn\n55aDH3gwV1zhxn385S/sevfdcj1Y9erVq/57VFFgWol/tmrFHWvX0kq1JK3EySefXKVzhwrm0tcL\nUda2uJhJo0aR49cVGBjMJRy5ubnk5uZWqazGHMyiRb5nwn//+1A0i2KMqbLCMNcHt3QptG0Lxx8P\nRUXVL1U8qE6QlTRcoJQLgE3AZ5QPstIC+Ddwtap+Gs6x3n42idwYU05OzigefHA8cBjQANgJbCM7\n+8oKG3kuL1ZzSidrf4dqkHEbxcXQqxdjt27lzAULKp2OoKaFm1Zi6VI3Cf3II8FrF4YUiWAu1WFB\nVsJj9WPFfMEUnnkGbr89umUxxlRNaS7Ll/zW9gM+DV53V3gut4zXr83aTpPQg9JUB6+o6nARuQlA\nVV8QkZeBy4D13iH7VfXsUMcGOb9VYCau1UZ4+WQkcjpwBmW/9PsDC1FdFOKYYBVFf+ATVJeW78E6\ncIDizz7jof37S/Y+WDqCmhZuWokmTaCgwOUGysio3HtMGTOGvKFDGbRuHcGabXuBYa1a0WHIkHLz\n/aojURt4IlIXmIcbRZsOTFPVgSJyOPAm0BJYB1yuqtu9YwbipjUUAQNU9aMg57X6MYRdu6BBA/c8\n3iPnGZPsKn1j9iBat4ZvvoEbb4SXX45wIWtBrTbwappVYCae1VZ4+VjUtu1lLFu2B98Xcps2dVm6\ndErI/SvzBb59u4sI+eKLsHPnTUCw+WADKT8h2+cu4Kkg613I9Gj3YFVGuGklqnrHcm1+PqN79GCE\nX649n3szM7l55syQ0U+rKlEbeAAiUl9Vd3mjV/4D/A34I/CTqj4mIvcCh6nqfSJyKjAeOAsXfGw2\ncKKqFgec0+rHEOrXh9274fzzYc6caJfGGBMr4rkXrzbTJBhjKhBLwTlqk2vcNcY/rPGyZY1p2/ay\noPuX9qz5h0H+LSJ9SE93X8gicNhh8NRTsHMnELRvCUoHCwSzI8R612NX3XQEtaG20kpUJZiLCU1V\nd3lP03GjVrbhGnhjvfVjcaEewaUMmqCq+1V1HbAGl1rIVJIv2OtMS3VnjAnCb2BOwrIGnjE1IJnD\nyy9btgN4LWDtayxbls7xx0PTptCwoUs9l5oK7rfrSwH7vwS0KPclXL8+3HQTuN+8wfyMKkEfLrZT\nMGUna1c1HUGs2ee1UN2/cXgCg7ncefzxrPVuffqCuZjKE5EUEVkM/AjMVdVlwK9U9Udvlx+BX3nP\nj6Vs0DFLIxSGM85wy8MOc98xxhjjM9a7pXbYYdEtR22oThRNY0wIwcLLRzM4R23YuhW6dgUIFcWx\nFWvXBlvfKMT+axk2DK69FpoF/Lx94YXvcPPnAideV5TAuPLHJEIP1oUXuuXTT4d/7MLZszlz+/aS\nYagP+wVzOaOggIVz5lQ5Wmcy8oZXtheRxsCHXuog/+0qIhUNGgq6LVGiTEdyrrIveuaKFRXvZ4xJ\nPtdeC337+kYCxbbqRpq2OXjGVFOo8PIP+c1finZwjuqoaH7clClw5ZWwZ4//Ef8HPB/kTBdz+eXT\nad4cjjsOjj4aDj8cunXrgRuWGcjNjatKuQ5+TCOgFbAb1X+W22/FihUsOvdcrtq+vVw6gnGNG3Pm\np5/GfAOnOnMNwg3mEgmJPAfPn4g8AOzG3V3orKo/iMgxuJ69k0XkPgBVfdTb/wMgW1UXBJwnIerH\nSM5VzsmBBx90zxPgn8YYU03Bbh41aOACMb3+Olx9dZQKVgVh15GqGrMPVzxjYtvevXs1+9prdUrj\nxqFGB5Z5vNOkieb07at79+6NdtEPCtoo9Au4hJsVngt6eRkZqtBRYVDAtoEKHcN4jxsV2tTwtblH\nYWH5ba8/84yu8PusduzYUfIZLwcdN3JkjZYtEnzXVxXPDx2q36xZE3TbN2vW6PNDh1ajZMF53/dR\nr3ci/QCOBJp4z+sB83Epgh4D7vXW3wc86j0/FViMm6/XCsjHuxkbcN6I/LtH25A+ffQn0CF9+lT7\nXL6/+blzq18uY0x8+2rxYu3auLEuzcsrs37//urVj9ESbh1pc/BMQhgVxUAm8RCcw0ekLSI9EOnt\nLduG3NdNwWpN+flxzwPLSl7ddBPs3eu+LteuBZGtwErgASDHW6701peXnX0L8AnQA+jtLT/11tec\nvn3d8tBDy29bPn8+4zMySj6rhg0bkjN2LDz1FBMyMlg2b16Nli3aaiuYS5I4Bvi3NwdvAfCeqs4B\nHgW6isgq4HzvNaq6HJgELMd1bd/iVe4JJ5JzlRf5ZUeJ05GqxpgIChXoLi1ZJqeF0xqs7Qfx1rw2\nURHqLk00fLNmjd6TmakapHvrnszMkL0iVeF6vror/MVbVtzjFbyn7CaFG7V+/aBFVrg/xPq/VPhe\nImXLJlJx2bKzn9MjjrhCGzfuq0cccYVmZz8X9r9HVYS64x+NHqxIeuYZd12//320S1J5JGgPXk09\nEqF+fO2JJ3RpSooq6FcpKTr2qaeqfC7f/+VBgyJYQGNMXNq5c6dme7/FhmRm6q5du8ps79fPfV+0\nbh2lAlZBuHWkzcEzcS87K4sBEyfyTJ8+PDhhQlTLUlRUxIOnnFJm/p3PkMxMclauJCWl+h3noZN2\nr+b++3OZNw9Wr4Zt21w4YPff6DZgZJCz3Q08EeKdLgLeD7K+4vlx8WLmTLjoIvc8kb5q0tKgqMj1\nrMZLJMFkmYMXKfFWP9bkXOXdu12EXXB/9xH4ijXGxLGxTz7JmX//O22Ki1maksKiJ54oF+gu3nLi\nhVtHJktHpUlQwYb41KtXL2rlCQwv7x+cwxdePjLBOVoQPLXAQB55JNQxB0KsX89990H37nD66WWH\nLIqsJ/xolfGjR4/S5/36wcsvR68skVRU5Jbx0rgzia/vgAFs/Oor2k+bxqUFBUH3eWj1andnCpjS\npAnSqxd9b7/9oOdu2tQtTz/dGnfGJJtQN4/6FhcD0La4mEmjRpEzdWrJ9o2FhRxKFju4m3XrICOj\nlgtdC+yr0MS1YOkIomnh7NmcsX074+vW46L0Frz60zn0OKQFE+rULQkvH0pOziiOPPIKmjS5jiOP\nvIKcnFEl21RhzBioU8d31+nMEGfJ59BD4aST4LLLYOhQmDzZNz/l2xDHFDJ8OHTqVH4+WlZWT4LN\nj3PrE8NPP7nlK69EtxzGJLKanKvsC3lejYjixpg41XfAAJq1aUP7xYvJmTePnHnzyo2iemj16pJt\np+XlcVzbtiz91t08ioOsR1ViQzRN3IhWOoIrr7yXyZOXo9oAkZ307n0q48ePCLrvoN692TF7Lq9v\nP5kC/lOyvjHncU2TFRza9YKg4eVzckbx4IOfUTZB+HWcfHJnVq68Lsg7XQpMDbI+9NDJ4MM6+wGf\nUlF6gXCuP141bOh+JLZoAd+GagfHiTVrIDMTGjWCEB0lMcmGaIYnnuvHtfn5jO7RgxFBhrLfm5nJ\nzTNnhgzyE+iMM9wNrPr14yO3lTGmZkwZM4a8oUMZtG4dwW4L7QWGtWpFhyFDStL/xNMwzXDrSGvg\nmbixb98+hvXvX+EQH3++JM0DX3yxyhErr7zyXiZM+JHAhldW1q+CNnJGP/ww//fADFyvV6DzueOq\n87nwSheBUMQ9UlKgW7eewIwgxwwESiNAde7sevKOP75qjbWq5I5LBkVFpZG14mneWjBHHeUioC5e\nDKedFu3SVJ418MITz/VjJOcq+36grVrlbmwYY5JXuDePTjsNliyB3r0hwqldI84aeCbhVeUuTVWJ\nXAAEG1Z5NfXqjWPPnmB3foYADwU5ZhAwLMQ7DQYeDrL+zwwY8DYPP1x++KQ11iKrY0f4+GNITYUD\noaYrxoF4uiPpzxp44Ynn+nHFihUsOvdcrtq+vdxc5XGNG3Pmp59Waq5ydjY85H3Vxuk/hTEmgqpy\n8yhe6sxw60ibg2fizmU33EDf2bN5IMTt2iGZmVw3a1bIxt3BcsHt3QsvvQTHHw9wSohSHM3u3aG+\nEJYFWwlU1PhaEmL9Xv75z+C52lSXojoT1cne0hp31TF/vlsWFbk7esaYmuGbqzylSRP+de21PJyX\nx9hrrmFq48YHnavsz9e4e/PNGiysMSZuBAa6u/P441nrteB8ge5C2bu3VopYa2K+gdet22BmzJgf\n7WKYGNMiI4M6IbbVAVqGmDVbOg9tJjDZW/4ekXtKhkzWrQt//atL2h068uTXnHoqXHUVPP+86/lZ\nuxZ27QL4Cbg/YP9BwC/lssn5HlAQ4pjCCv4VTKQ9/rhbxtPQRn/797ulWD9YzBCR5iIyV0SWichS\nERngrT9bRD4TkS9F5HMROcvvmIEislpEVorIhdErfc1YPn8+4zMySgKpNGzYkJyxY+Gpp5iQkcGy\nefMOeo4FC0qf9+5dg4U1xsSNqtw8+uADt2zcuJYLW8NivoH30UdwxRWjrJFnyqj6XZrmlE8v8Dxu\nYGdZjRoBrCB4w2sHy5bBuHFw881w3nkuzK7L0LAVWAk8AOR4y5W4hl8oVTnGRJp/LJ6cnKgVo8ou\nu8wt7w/8kzXRtB+4S1XbAOcAt4rIKcBjwAOq2gE3rvsxABE5FbgCOBXoDowSkZivq8PR4rTTuH72\n7HKjLC69/nqunz2bFu3aHfQc55zjln/9q93QMMY4Vbl51K2bW1a1B2/U8OEH3ykKYn4OHlwObOPo\no+vx/ffTol0kEyPGPfssZw4YwAovkMrdI0fy+K230n7aNE4qKGDRyJFcdeut5Y7DM3KPAAAgAElE\nQVQTuQp4I8gZezNixGT+/GcXMtc3RNv1+J2E+62VChThhmCuingwE5tTFxu++gp8vy9j+OsxKN8P\n3XhM9pwsc/BEZCowErgRmKKqk0QkC+ipqleLyECgWFVHePt/AOSo6qcB54nbOXjVcdRRv2fLlobA\n2cBejjzyE7ZsOXiPnzEm8Y1++GG6ZWUFjcK7Nj+fDydM4ObBg8ttO+ww2L7938ATQH0q+xtsaV4e\n/69TJ56aP582lbgxVR0JF2QFFLgZWITqZ9EukokRg3r3Ju2LLzg9O7vMXeCpr77Kooce4sBZZ5VL\nR+BC4d8HPBrkjAdLL2ANr2SSluYaSe3aQV5etEtTefEyWTyYZGjgiUgGMA9oAxwB/AdXyaUAv1XV\n70TkWeBTVX3DO+ZlYKaqvh1wrqRr4LnG3fHAWL+1fWna9Bs2b/44WsUyxsQ59zuvO/C439r+wCcV\n/t7LzspiwMSJPNOnDw9OmFDDZUywICvCEmA0cGS0i2JiSDhDfJYvdz98XY6kurj/tP76Ad+FfC8L\nZpJ8tm93yyVL4juipokdItIQeAu4Q1ULgVeAAaraArgLGFPB4QnZkmvZsmuZgFctW3atcP8tWxpQ\ntnEHMJYtW+I4r4kxJgY0p2zjDtx0nuYhj9i1axeycCFHACxcyO7du2uueFWQFu0CHMwJDGc1E3Bd\npiaRhdNTFqyL3adV69Yl288/H+bOLd12zz1H8dhjbwE9yrxPdvYtEbkGkxgaNnRJz9evn8Uhh7yC\nG5pbSL16m9m1a2G0ixfUWO93bw2PEjFVICKHAG8D41R1qrf6bFXt4j1/C3jZe76Rsr8qjvPWlZPj\nN1G0c+fOdO7cOXKFrmEtW3Zl/fpj8W+wrV/fl5YtuzJ9+iyGDoU5c+Dnn/2POivwNJ4Ei45gjKll\nDcNcD5NHj6Z3fj4AvfPzmfzCC1x7550RK1Fubi65ublVPj7mh2j2IZOJ5AF/CjmEzsS/0uiW/gFQ\nDt49HkpRERxySOlQtS5dYNYs9zwnZxQjR87nwIG6pKXt4bbbOpKTYw08U1b9+mewe/e5wLN+a/tT\nr96imGzkpae7KJrbtkGTJtEuTfgSdYimiAiuFbNVVe/yW78IF3xlnriEm4+q6llekJXxuElmzYDZ\nwAmB4zFjbYhm6dw4d+OsadPCCodNhs4xGmoYPcBfcG3hQJeg+l6YJTbGGEekBy6qeqAb+d//XmHp\nfx/ns4kTadawtMFXvGlTmXx7QzIzSTn22JLXGwsLOTsri/7+0duqVcZanIMnIt2Bp3HRJ172TQr3\n234y8CrQAbhfVZ/w27YO+AV3a3y/qp4d5Pz6JSmcz1lso9CGxiWw0P+5Qs+NC+WNN+Dqq0tfL1kC\nv/51tYpnklAk/yZrQzzPv4OEbuCdB8zHJbv0fTqDgC3Ac7jMLruBW1T1S++YQcANuDwtd6jqh0HO\nGzMNvIrmxm3Y8DEzZ8Jzz8Fnn0FBgW/7YODhIGe7DnitzJq6deHUU2HRos7A74BH/LYOAv6Ham4k\nLsUYk4SCdzL8H3AhcBmwj2vO68+fvprGpaVfYiFN8QIADnzxRdLTIzOEPNw6sspDNEUkFRcJrAtu\n+MjnIvKuqq7w220rcDtwaZBTKNBZVX8Osq1Ee4q5kHwaHN+MHG/4SaRbxaZmjRo+nFsGDjzIXqG6\nwdsi4vKSvfUWnHBC2a3lh3VmAs8ALjn49u3xF03QxIrwh2wYE0hV/0Po+e6/CXHMMGBYjRUqwtwc\nuGBz4+6hTqiEpawJsX4rN94Ibdu6R5s2cPTReHlKtwFf49LI+KIafw1si8BVGGOSVVZWTyZMmEHg\n9J2zzmrB558DpPP6f8byLmO4ttFQHv9lHcGabXuBYa1a0WHIELIDYkTUtur89D0bWKOq61R1PzAR\n6OW/g6puUdUvcHmAgqlUS3QiP/HKN3nkzJvHaXl5HNe2LX1vv70aRTe1ZWleHlNHjGDZkiUH2TNU\nQu/NgItkmJnpq+ThpJNApAPlk5bXBx7j8cfhl1+scWeqI9TfZOwln9+wwS1dHkZjaluoOXBl83j6\nepkPPRTgB0LlGH35ZbjzTje0/phjSo+bPv1Z4BvgC1y6mi+Atd56Y4ypmvHjR5CV1ZO0tDRSU1NJ\nS0sjK6snn302EFXwpc8r4Aae/WU2V3B00PP0IZ3rZs0qFwAwGqrz87cZZUMPbvDWVZYCs0XkCxEJ\nDGtYzl7g9satSpIXRqrL09SsyY8+yoSCAiZVkAjSBR66Bvh7wJZ+wELefBOaBwQycnnMu1M+afmj\nwFysc9dU3ybKR1y9B9dzEFt8SZ/ffTe65TDJx0UnDhXleguXXw7Z2TB+PHz+ubvx9ssvAD9T2huX\n4y2/9tYH17NnR6ZPf5pu3c6kU6c2dOt2JtOnP03Pnh0jeEXGmGQ0fvwI9u9/jwMHJrJ//3uMH186\n66xjRzf9wf32zKAOu4KeI500WrZqVTsFPojqRNGs7uD/36nq9yLSFJglIitVtdyM7BxvOZHD+bpg\nKPd3v6qab2tqS7AQsvUCuhgOHID69QGycHEFyke3vPxyuPzy0mMWL4abb4YFC9aFeGcbQmeqr1Gj\nuvzyy5eU/Zu8AhjB0KHwwANRLV4ZG70Yi126VLxfLKluhDATfc8+CwMGAPwe1xsXODduB2++GfzY\n6dNHcvHFdwI7Kf3/9QPTp4+s8D179uxoDTpjTFRkZsLy5auYc6pLibAG4U5a8TRrOQHlPPazatUq\nTj755CiXtHoNvMBQzs1xvXiVoqrfe8stIjIFN+QzZANvBUfwNVl07OhrQZtYd7AQssXFLtIluMmj\nDzxwEc8954tumcptt10SNLpl+/bw6acgsj3EO8feEDoTfwoKFtC48W+83gaf/wLXMWSIC/rw5z9H\nqXAJIDCs/4MPPhi9wpiwFBe7eXFbtvjW/Ei4c+N8vXHPPjuLPXtSqVu3iNtv72qNN2NMTFs4ezZd\n2M8YmjCUXqxjJMu4lSFMowsFLJwzJyYaeFWOoikiabhv8AtwY5k+A7ICgqz49s0BdviiaIpIfSBV\nVXeISAPgI+BBVf0o4Dj9RoRWqrxUtzF/3fMpcDKzZ8MFF1Sp2KaGvPR4+CFkp80rJJ8sdnA3RUXh\nz5cLHvWoH/CpRVw1NSYjA7791j3//HM488yoFoeiIkjzbtXFSFDFKknUKJo1JVpRNBcuLPs3X6cO\nDB06n3vuuRP4FaW9cT/a8EljTMIZ1Ls369+axnTOoYD5Jesb041LmEvz3pcybNKkiL9vrUXRVNUD\nInIb8CHult0rqrpCRG7ytr8gIkcDnwONgGIRuQM4FTgKeMelByINeCOwcecz9ppraD9tGucVFNCE\nOWznZLp0gX37Snt/TM1LS2tHUVEzfJV3aupGDhwoDZzSd8AANn71Fe2nhQ4h+9Dq1eA1+MbQhO30\nYge3s29f1YKhZGffwoMPjsKSlpvatHYtNGoEhYVw1lnw3Xdw3HHVO+eMGfN55pmP2Ls3jTp1DjBg\nwIWV/mF8lTdq/cYbq1cGYw6mSxeXfNznL3+B116DBg06cuqp1htnjEl8LU47jWV7DqNg+v8o/f25\nmwLuYhzP8Hy7yVEuoRPzic5Vlamvvsqihx7ilzZn8c8ZrlV8yy0ur46pea5x9xsCk5Cnpi4o08gD\nmDJmDHlDhzJoXegQsv1oxXsMoYDrKCyEBg2qXjZLWm6iYf9+13Ph+/qszt/xjBnzufjil4DX/dZe\nw/Tp/Sv1A9kXYTDeb3pZD154arIHr2XLrqxfn4bvxtlxxykbN35Q8vcuAh9+CF271sjbG2NMzLvy\nynuZPHk5qg0Q2cmBA+OAxjRsCDt2RP79ajXReU3zr8DW5ufz4YQJvPD2YBYvdtvXry8fXdFEXrgJ\nn9fm5zO6Rw9G+A3P9PkTmUxhJtCan36CI46IeHGNqRWFhb5w787+/aVDJcMh8gdgbpAtf0A12PrA\n490yhr/KK8UaeOGpqQaea9wdS9m8dvcCFwGd6NjRRWttHCozgjHGJCHV0tFo118PY8ZE9vzh1pFx\nkyWsVevW3Dx4MAsXlq4766zolSe5hIpKeSTFxeXXtsjIIFRuW9fB0Ir1661xZ+Jbw4bwww+lrw85\nJPxGVmEhwPEhtjapYslMLBGR5iIyV0SWichSERngt+12EVnhrR/ht36giKwWkZUicmFtlnf9+mLK\nJy0fAYxkyhSXD8oad8YYU5YIbN3qnr/6qpu+EU1x08DzSUmBf/3LPf/xR5gyJbrlSQ6holI2IzXV\n/VHfcEPpj9tVq1ZxkhdebQ1wMQ1Y4x1xHpuZMWOV9byahPCrX8HKlaWvK9ODpwqjRrkhnq4HMNQN\nlIPfqHvnHbeMkbQ7Jrj9wF2q2gY4B7hVRE4R13X7R6CdqrYFHgcQkVNx+ThOxSX7HCUitVhXh2q9\nFXHppbVXCmOMiTeHH+7yfgK0aBHdssRdAw/gmmvcjyOAP/0J9uyJbnkS34+4ITr++gELSl69+qpr\nfIvAnX1nc8b27Ywhna70ZQY/0JVreZV0ulDAtrVzMCZRnHQSfOwleCkuBpG/IdIDkd7esi0A06a5\nnI8pKXDrrW7OnLMBl0PM3yDgr4jA2MDOFD9XXumWcw8+ktNEiar+oKqLveeFwAqgGXAzMFxV93vb\nfEkHegETVHW/qq7D3Sc7u/ZKvC/E+v21VwRjjIlTOTnu5i+UTqGIhrhs4AFs2lT6/Oqro1eO5DAf\nl8j2IqA3LmrQl7RokUZeHlxxRdm9v/l8Pg/TmP/HC6zjNaAh6xjLXYxmGHVZNm9eLZffmJp13nkw\nYQLAMFxg4JnAZG/ZCZHJXHop7N5deowIXHwxwA/e4wFc5s8HvNfLALjuOrfv4MGlx86YMZ9u3Qaz\nd+/bwDKWLi0N1Wxil4hkAB1wd8dOBDqKyKcikisivuQDx1I2p+wGXIOwlhQS/IZDDUQNMMaYBOQ/\nfaNZLX57+6tOovOoOvxwuOQSeO89ePvtIn7/+2xSU8MPMW4q9uGH4IaQ/Q4oDVvaosXhfPvtLAAm\nTnSPvDwYNgxmTzqNNygGritzrgKuZxwTeL5du1oqvTG1p08fyMr6mPIBiZ4DbgR6k5ICWVnw2GPg\nSwnZqdOJzJ+/Bfe73ucn2rRZzjfflDYKH3nEPU47bT55eY8D7YCvgC+5+OIlTJ+Ofe/FMBFpCLwF\n3OHlgE0DDlPVc0TkLGASoSdkBp3dmZOTU/I8MHF8VaWm/kxR0QkEJi1PTf252uc2xphkUVzsRuxs\n2gRPPw133hne8bm5ueTm5lb5/eMmimYwLmJNMa7u+yuwE9hJauovTJs21H7sRICve/nVV11PQmW4\nz+ViYHqQrZeg+l6ESmdMbBHpjeu5C9Sbr7+ezIknBj+uU6frmT//R3xh6Tt2/BXz5r0KwOLF0K0b\nbN7s23sK8AXwiN8Z7gfmovq/iFxHNCRyFE0ROQT3hThTVZ/21s0EHlXVed7rNbg5ev0AVPVRb/0H\nQLaqLgg4Z41E0Tz7bPj8873ADbjhmuXznhpjjDm4b7+FjAz3fM+e0ullVZGwaRJCSUu7lKKim4GJ\n3prdwFbS03eyd+8nNV3EuDZq+HBuGTgw5PabboIXX3TPw/0zEemM6/Xz/xE6CPgfqrnhncyYOBFu\nSpFwLFvmRi2sXXslMD7IHhejGuymSnxI1AaeiAguLOVWVb3Lb/1NwLGqmi0iJwKzVbWFF2RlPG7e\nXTNgNnBCYGVYUw0830297dstWqYxxlTXNdfAuHHueXW+ssOtI+N2iKZPUdH3wPvAa35rb2bfvi+j\nU6A4sTQvj6kjRtCpZ0/ahBgy6WvcLVoU/vlFfkL1awKH+Yj8VMUSGxMPNgL9gZf81vXz1ldPmzbw\nzTcgsjfEHtW4NWhq0u+Aq4ElIuKrmAYCY4AxIvIVrqvsWgBVXS4ik4DlwAHglhrLaB7gvPPcsn59\na9wZY0wkvP66i/i/cyeI3A8swjdaJz39e/buXVwj7xv3DTw4HHgmYN1oXEAQE8rkRx9lQkEBzwwf\nzoMuOkQZvqFkhxwCHTqEf/7i4qWkpLRFdSe+P2SR7yguXlqtchsTyzp2PIP58xfhAhG5v3vYTMeO\nZ0TwXUIFuwiVzsREk6r+h9ABza4JccwwXMSeWvXf/7rl99/X9jsbY0ziKiwEkYdwnR2lo3n27etP\nnTrtK2zkibRFQqavCS1uo2iWahBiff1aLUU82bVrF7JwIUcALFzIbv/QfkBREaxe7Z5XJ1FjcfFS\nVGeiOhnVmda4Mwlv3rxX6dixHS6HnXt07NiuZD5dZGzCzY/ydwOR6CU0ycsXn6V+fWjUKKpFMcaY\nBPQJ8GjAupfYt++YkEe4NEu/5QTCT6qXAA28UHetd9ZqKeLJ5NGj6Z2fD0Dv/Hwmv/BCme0NvDZz\nRkZpLg9jTOXMm/cqqu+jOgnV9yPcuIPs7FuAz3G9hL60JZ97642pGl/2Gv/w3sYYYyKlYYj1ZyBC\n0AecB/yTM1gY9rvF/RDN9PQf2LevH/Cy39qbOeSQH6NVpJjy0uOP89nEiTRrWPqHVbxpE32LiwFo\nW1zMpFGjyJk6FYC9e+GUvYXkk8WKFXdHpczGmNByclxDbuTI+Rw4UJe0tFRuu+2SkvXGhKtrV7es\nVw8OPTS6ZTHGmMQUqkNqKSkpLq1CeakcxmjuI78klGRlxX0UTYA6ddp7XZwNgcOAHpx//mXMmVPT\nJYx9+/btY1j//rSfNo1LCwoOuv8YmjCUXpzx5xd56630WiihMcYkbhTNmhLJKJq+yJmFhaUjOIwx\nxkSOSHvgLMoHYfsCVTcHL7BTJnfeEo7mSCayGoHkSpMQaNw4F5IUrLLyN2XMGPKGDmXQunUEa7bt\nBQY1bcUrW4ZQwHUUFbkEjcYYUxusgReeSDXwevaE9993vXe7dkWgYMYYY8o56qjfs2XLPuAISoOw\nbaVp03Q2b/4YqLhTJukbeO44t+zQoWoh/hPV2vx8RvfowQhfBBU/92Zm8tjqmUBrnnsObrHRXsaY\nWmQNvPBEqoHnqy937nQBVowxxtQM18hriK+B17RpYUnjzl+wThlr4AFz5kCXLu75L7/YnAKfoqIi\nHjzlFB4K0sDr1zCTVwpXAinVSsRojDFVYQ288ESigffHP8J771nvnTHGxJrATplwG3gJOQjvggtK\n70qedlp0yxJLVq1axUlbtgCwVoQ7jz+etd4/1GmFm4FVJXmQjDHGVJ+INBeRuSKyTESWisiAgO13\ni0ixiBzut26giKwWkZUicmFNle2999xy69aaegdjjDFV0SIjgzrVOD4hG3gAi72cgWvXwvbt0S1L\nrFg4ezZnbN/OlCZN+Ne11/JwXh5jr7mG16QxXSjg8JQ5nHtutEtpjDEJZT9wl6q2Ac4BbhWRU8A1\n/oCuwLe+nUXkVOAK4FSgOzBKRCJeV//5z25Zt67rwTPGGBM7AjtlwpWwDbx27SDNSwKRmRndssSK\n5fPnMz4jA3nqKbJfe42GDRsy6KWx3KlPMYwMru4+L9pFNMaYhKKqP6gXIk1VC4EVwLHe5ieBewIO\n6QVMUNX9qroOWAOcHelyvfOOW27bFukzG2OMqa7ATplwVauBJyLdvSEkq0Xk3iDbTxaRT0Rkj4jc\nHc6xkbBunVv+9BNs3lwT7xBfWpx2GtfPns2l111Xsq5BAyjgev59zGxO+W276BXOGGMSnIhkAB2A\nBSLSC9igqksCdjsW2OD3egPQLJLl6NPHLevUcT14xhhjYktgp0y4qhxkRURSga+BLsBG4HMgS1VX\n+O3TFGgJXApsU9UnKnust1+1J5E3aOAmjzdo4NImGBBpCzQHGgEZwKEUFAymUaOoFssYk8QSPciK\niDQEcoGHgY+AuUBXVf1FRNYCZ6rqVhF5FvhUVd/wjnsZeF9V3wk4X5XrR99on927rYFnjDGxaPTD\nD9MtK4tWrVsD4deRadV477OBNd4QEkRkIm5oSUkjTVW3AFtEpGe4x0bKpk3QpIkLAb1hAxx3XKTf\nIb64xt1vKZtosT+NG7dFdWmUSmWMMYlLRA4B3gbGqepUEfk17u5anrjW1nHAQhH5De6mZ3O/w4/z\n1pWTk5NT8rxz58507tz5oGXxjfRJT7fGnTHGxKqTzzuPsa+/XuXjq9OD9xegm6r2915fDfxGVW8P\nsm82UOjXg1epYyOV56dpUzdMMy0N9u+v9unCNmr4cG4ZOLD23zgIkR7AzCBbeqAabL0xxtS8RO3B\nE9eCGwtsVdW7QuyzFjhDVX/2gqyMx90IbQbMBk4IrAyrmyd2zx43RNMYY0zsC7eOrM4cvOq0vGo1\n09oGbzbDgQPw9de1+c6wNC+PqSNGsGxJ4DSL2ucat6GmcjSsxZIYY0zS+B1wNfAHEfnSe/QI2Kek\nTlTV5cAkYDnubtwtEbnTCVx/vVsecog17owxJpFVZ4hm4DCS5pSdGB6RY6syBCVQnTrQujXk58Mp\np0BxcdinqLLJjz7KhIICnhk+nAcnTKi9N/azdy+ceCKsXw/QOMReNkHRGFN7cnNzyc3NjXYxapyq\n/oeD3ExV1eMDXg8DhkWqDKXzrjOBA+zfPx+wIfnGGJOoqjNEMw0XKOUCYBPwGUECpXj75gA7/IZo\nVurYSA3RBNeoS011zxcsgLMjHnS6vF27dvFY+/bkrF5NdmYm9+XlUa8WEw7t2gUnnADff++/9k/A\nEZSdg9cP+NTm4BljoiZRh2jWlMrWj6HmXcMn9p1vjDFxotaGaKrqAeA24EPcUJI3VXWFiNwkIjd5\nhTlaRL4D7gIGi8h6EWkY6tiqlqUyUlLgN79xz33LmjZ59Gh65+cD0Ds/n8kvvFAj75OS0haRHoj0\n9pan0bSpixzq37i74gq45JJ2wCdAD6C3t/yUrKzAODjGGGPiX3PKNu7wXjcPsq8xxphEUOUevNoQ\nyR48AFXX0AOYPh16RrBN89Ljj/PZxIk0a1g6l6140yYeWr265PWQzExSjj225PXGwkLOzsqi/92l\nKQLT0tpRVNQMNyeukNTUjRw4EHr+XkpKW1TPAV72W3sv0BnXeIPbb4fBg+Goo9zWK6+8l8mTl6Pa\nAJGd9O59KuPHj6jytRtjTHVZD154Kt+D1xuYHGRLb1SDrTfGGBNrwq0jk6qBB/CnP8GUKe55uKcu\nncfgGl/wXckQl3379jGsf3/aT5vGpQUFBz3XlCZNWNKrFwNffJH09HTA17g7ETgZNz3yALCS1NRV\nZRp5+/fDxo2weDFcdtkfgXeDvMPF5ORM5667sPx2xpiYZw288FS+gXclLihnIIucbIwx8cIaeJU6\nL8B+4C9AOlBImzZ1Wbp0SgXHVG4ew5QxY8gbOpRB69aRHuQ8e4FHMlrR+s4hnNnlOr77Dtasga++\nghdfPN97j0f8jrgf19AL1cM2GJc3N9BfUH0r5PUYY0wssQZeeCpTPzZoALt2zcGl4Bvlt8XmXRtj\nTDypzUTncatx48EUFHTG9cQdAqSwbNlW2ra9jKVLp7B3L3z5JcyaBR98AEuXgstJG2weQ5+SvELO\nDUAn8mjPlCCRKftwKFPXzYI7WwcpWXvKNu7wXt8Z9DpEQHVRiKvcFWK9McaYRNeypQu0BX8A7sAN\n2S8dfTJ9+qgKjjbGGBPPkrKBV1AwC9cAesNv7c0sW7YnoLHmr0OI9a2CrMugTtD+O0gnLegxrrH2\nU4j3WB9yOKnIFuBmYLTf2puALSHOZYwxJpF17OhLiwM7dqQwb94onn12Fnv2pFK3bhG33z6Qnj07\nRreQxhhjakxSNvDgcODJgHWjgXuC7l23LuzZszjEuRbz/POwb1/pY+PGVZwy6hcA1iDcSSueZi0n\noJzHDoYsXUWbNieXO5PIxhDvEXpOX5s2x7Fs2WqgD1AX2ANsoU2b40IeY4wxJjHddht8/LF7vmkT\nNGwIPXt2tAadMcYkkSqnSYhvDUKs38TVV8OkSVBY6IKwqMLu3QDrcXPu/PUDvufmm2HAAPjb32DQ\nIPjtybPpwgHGkE5XrmUGeXTlGl4lnS4cYHHunKDv3qJFCtA3YO213vrgli6dQps2jXCNwJ1AAW3a\nNKpwPqExxpjaISLNRWSuiCwTkaUiMsBb/w8RWSEieSLyjog09jtmoIisFpGVInJhqHMvW1I2wvLY\nsfDcc+75ggVwzDE1cknGGGNiXJIGWekOfBBkS+ioYldeeS8TJuTikoT75jFsJSurc7kUA4N69+bn\nmbOYuPNwCji5ZP/GrKBPg585/KJuDJs0Kej7tGzZlfXr00qOadHiAN9+O6tqF2qMMXEiUYOsiMjR\nwNGqulhEGgILgUuB44A5qlosIo8CqOp9InIqLuzlWUAzYDZwoqoWB5xXh/Tpw4MTJgBu3vjpp7tt\nL70E/frVyuUZY4ypBbWW6DyeiWzA9b75uxGXkz248eNHkJXVmbS0VFJTU0hLSw3auANocdpp3Ju3\nkIuyepfZ/6Ksy7k3bxEt2rUL+T7ffjsL1ZmoTkZ1pjXujDEmjqnqD6q62HteCKwAjlXVWX6NtgW4\nBh9AL2CCqu5X1XXAGuDsoCdfuJDdu3ezbVtp4+6226xxZ4wxyS4pe/DAlyC8NKedyHcUF1vIaGOM\niYZE7cHzJyIZwDygjdfY861/D9eoGy8izwKfquob3raXgZmq+nbAufSrlBQ+e+wJbvybi7TcsSPM\nm1c712KMMab2WJqESrLGnDHGmNriDc98C7gjoHF3P7BPVYNlI/cJeqfzreJi3vrbUFryNE3TmvAH\naUL/Mws5OyuL/nffHdkLMMYYU2tyc3PJzc2t8vFJ24NnjDEmdiRyD56IHAJMx/XEPe23/jpc9K4L\nVHWPt+4+AFV91Hv9AZCtqgsCzlmudpzSpAlLevVi4Isvkp4ePFWPMcaY+GNz8IwxxpgYISICvAIs\nD2jcdQf+DvTyNe487wJ9RCRdRFoBmcBnFb3HXiC7VSvkqafIfu01a9wZYyiWn7QAACAASURBVEyS\nsx48Y4wxUZeoPXgich4wH1hC6VDLQcAzQDrws7fuE1W9xTtmEHADcAA3pPPDIOctqR0voz5PrllC\nq9ata+5CjDHGRE24daQ18IwxxkRdojbwaop/A+8KGjKhqICUFBuUY4wxiciGaBpjjDFJYA2urj+P\nPaxatSrKpTHGGBMrrIFnjDHGxKGuXMOrpNOFAyycMyfaxTHGGBMjrIFnjDHGxKF1bOYujmRCRgbL\nLAGeMcYYT9LmwTPGGGPimepMANbm5/PhhAlRLo0xxphYYUFWjDHGRJ0FWQmP1Y/GGJM8LMiKMcYY\nY4wxxiQpa+AZY4wxxhhjTIKoVgNPRLqLyEoRWS0i94bY5xlve56IdPBbv05ElojIlyLyWXXKYYwx\nxsQiEWkuInNFZJmILBWRAd76w0VkloisEpGPRKSJ3zEDvXpzpYhcGL3SG2OMiUdVbuCJSCowEugO\nnApkicgpAftcBJygqpnAX4Hn/TYr0FlVO6jq2VUtR6LKzc2NdhGiJpmvHZL7+pP52sGuP0HtB+5S\n1TbAOcCtXl15HzBLVU8E5nivEZFTgStw9Wp3YJSI2GibAMn8f8WuPXkl8/Un87VXRXUqjbOBNaq6\nTlX3AxOBXgH7/BEYC6CqC4AmIvIrv+02oT6EZP5DTuZrh+S+/mS+drDrT0Sq+oOqLvaeFwIrgGb4\n1Y/e8lLveS9ggqruV9V1wBpcfWv8JPP/Fbv25JXM15/M114V1WngNQO+83u9wVtX2X0UmC0iX4hI\n/2qUwxhjjIl5IpIBdAAWAL9S1R+9TT8Cvpufx+LqSp9gdasxxhgTUnXy4FU2PnOoXrrzVHWTiDQF\nZonISlX9uBrlMcYYY2KSiDQE3gbuUNUdIqVVo6qqiFRUp1o+BGOMMZVW5Tx4InIOkKOq3b3XA4Fi\nVR3ht89oIFdVJ3qvVwKd/O5a+vbLBgpV9YmA9VapGWNMkkjUPHgicggwHZipqk9761bi5qH/ICLH\nAHNV9WQRuQ9AVR/19vsAyPamOfif0+pHY4xJIuHUkdXpwfsCyPSGnGzCTQrPCtjnXeA2YKLXINyu\nqj+KSH0g1buL2QC4EHgw8A0StbI3xhiTHMR11b0CLPc17jzvAn2BEd5yqt/68SLyJG5oZiZQLtK0\n1Y/GGGNCqXIDT1UPiMhtwIdAKvCKqq4QkZu87S+o6vsicpGIrAF2Atd7hx8NvOMNUUkD3lDVj6pz\nIcYYY0wM+h1wNbBERL701g0EHgUmiciNwDrgcgBVXS4ik4DlwAHgFq3qUBtjjDFJqcpDNI0xxhhj\njDHGxJaYzK1TmQTqiSyZksCLyBgR+VFEvvJbFzIBcCIJce05IrLB++y/FJHu0SxjTapKAuhEUcG1\nJ/znLyJ1RWSBiCwWkeUiMtxbn/Cfe6Qkcx2ZTPUjWB2ZrHVkMtePYHVkJOrImOvBE5dA/WugC7AR\n+BzIUtUVUS1YLRKRtcAZqvpztMtS00Tk90Ah8C9V/bW37jHgJ1V9zPvxcpiq3hfNctaEENeeDexQ\n1SejWrhaICJHA0er6mJxEQYX4nKBXU+Cf/4VXPvlJMHnLyL1VXWXiKQB/wH+hssLl9CfeyQkex2Z\nTPUjWB1JktaRyVw/gtWRkagjY7EHrzIJ1JNBUkyg91JjbAtYHSoBcEIJce2QPJ99uAmgE0YF1w5J\n8Pmr6i7vaTpuDvc2kuBzjxCrI5Pg/4iP1ZHJWUcmc/0IVkdGoo6MxQZeZRKoJ7pkTwIfKgFwsrhd\nRPJE5JVEHX4RSCqXADoh+V37p96qhP/8RSRFRBbjPt+5qrqMJPvcqyHZ68hkrx/B/q8k/Hekv2Su\nH8HqSKpYR8ZiAy+2xoxGx+9UtQPQA7jVG6aQlLzoccn0N/E80ApoD3wPPFHx7vFPAhJA+29L9M/f\nu/a3cNdeSJJ8/qparKrtgeOAjiLyh4DtCf25V1Oy/7tY/egnCf+vJMV3pE8y149gdSTVqCNjsYG3\nEWju97o57g5l0lDV773lFmAKbkhOMvnRG3+NuATAm6NcnlqjqpvVA7xMgn/24hJAvw28rqq+PGBJ\n8fn7Xfs437Un2+evqgXADOAMkuRzj4CkriOtfgSS+P9KMn1HJnP9CFZHQvXqyFhs4JUkUBeRdFwC\n9XejXKZaIyL1ReRQ77kvCfxXFR+VcHwJgKFsAuCE5/2n9bmMBP7sRQ6aABoS9PMPde3J8PmLyJG+\nYTUiUg/oCnxJEnzuEZK0daTVjyWS9v9KMnxHQnLXj2B1ZCTqyJiLogkgIj2ApylNoD48ykWqNSLS\nCndXEkqTwCfs9YvIBKATcCRuTPEQYBowCWiBlwBYVbdHq4w1Jci1ZwOdcUMPFFgL3OQ35jqhiMh5\nwHxgCaVDDQYCn5Hgn3+Iax8EZJHgn7+I/Bo3QTzFe7yuqv8QkcNJ8M89UpK1jky2+hGsjiRJ68hk\nrh/B6kgiUEfGZAPPGGOMMcYYY0z4YnGIpjHGGGOMMcaYKrAGnjHGGGOMMcYkCGvgGWOMMcYYY0yC\nsAaeMVUkIteJyFcislNEvheRUSLS2G97WxH5UES2iEhxJc8pIvKNiCyruZIbY4wx8UlE1onIBdEu\nhzGxzBp4xlSBiNwNPArcDTQCzgFaArO83C0A+4CJwI1hnLojUAdoKiJnRq7ExhhjTM2I9A1PESkW\nkUIR2SEiG0TkCRHx/WZN+ATfxlSXNfCMCZOINAJygNtU9SNVLVLVb4HLgQzgagBVXaWqrwLLwzh9\nX1xiz2mU5jvxvW+uiAwVkf96ld67Xr6UN0SkQEQ+E5GWfvsXi8jtIpLvVaqPeblljDHGmIiowRue\n7VT1UOAC4Eqgf8QKbUyCswaeMeE7F6gLvOO/UlV3Au8DXapyUhGpD/wZeBOX66SPX+XocwWuAdkM\naA18gksGejiwApcnyN+lwBnA6UAv4IaqlM0YY4wJVMM3PPGO/Rr4GGjjt7qDiOSJyHYRmSgidbzy\nNBGR6SKyWUR+FpH3RKSZX3mv8256/uJNh7jSb9sNIrLcO+4DEWkR9j+IMTHCGnjGhO9I4CdVDTbM\n5Adve1X8CfhFVf8L/Ntb19NvuwKvqupaVf0FmAmsUtV/q2oRMBnoEHDOEaq6XVW/wyVGzqpi2Ywx\nxphANXLD0yMAInIq8HvgS7/1vYFuQCugHXCdty0Fd9OzhffYDYz0ztMA+CfQXVUbAb8FFnvbeuES\niV+Gq8M/BiZUo+zGRJU18IwJ30/AkX7zAfwdg2vkVUVfvErSa7BNJWCYJvCj3/M9wOaA1w0D9v/O\n7/l64Ngqls0YY4wJVFM3PAEWicjPwLvAS14PILibnc+o6g+qug14D2gPoKo/q+oUVd2jqoXAMKCT\n3zmLgV+LSD1V/VFVfT2KNwPDVfVr71qGA+1FpHk1ym9M1FgDz5jwfQLsxQ2nLCEiDYHuwEfhnlBE\njgPOB/p6E9S/xw1xuUhEDg9xWGUmmbcIeL4x3LIZY4wxIdTUDU+ADqp6uKqeoKpDArb5n3c33s1N\nEakvIi94kTYLgHlAYxERr1fxClxjbpM3lPMk7xwtgX+KyDYR2QZs9dY3w5g4ZA08Y8KkqgXAg8Cz\nItJNRA4RkQzcvLl83Bw6AESkLpDuPa/jmycQxDXASuBE4DTvcSKwATe5vOSUIZ6H8jdvTkJzYIB/\n2YwxxphqivgNz2q6G1d3nq2qjXG9d+I98OYJXggcjatzX/KOWw/8VVUP83s0UNVPa7n8xkSENfCM\nqQJV/QcwCHgc+AX4Btej1l1VDwB4jb5dwFJv225cIJRgrgVGqepmv8ePwGhvW8lbBzwP7MULfD0N\nWIibuzAdGFP5qzTGGGNCq6EbntXREFfXFnijX0oCj4nIUSLSy5uLtx/YCRR5m0cDg7z5fohIYxHp\nXQPlM6ZWHLSBJyLdRWSliKwWkXtD7POMtz1PRDr4rR8oIsu83Cjj/aIc5Xh5Tb70Ht0jd0nG1A5V\nHaOqv1bVerjolGfiN99AVdepaor3SPWWx4c41ymq+lyQ9f9Q1bO9539Q1TF+2x5Q1Rv8Xs9W1RMD\nTvG+qrZW1SNV9e8h5kkYY2qQiDQXkblefbhURAb4bbtdRFZ460d46zJEZLdfHTkqeqU3pmI1cMMT\nwstz53+z82mgHm7o6P9wwch821KAu3BTFbbiArf8n3cNU4ERwERvaOdXuCAuxsQlUQ39f0hEUoGv\ncVGQNgKfA1mqusJvn4tw4XEvEpHfAP9U1XO8/8z/Bk5R1b0i8ibux+ZYEckGdqjqkzV1YcbUNhG5\nGihS1ZiIvCUumewJqvpNtMtiTDITkaOBo1V1sTd0bSEuhcnRuB/GF6nqfhFpqqpbvPrzPVX9ddQK\nbUwVich1uMbSb63+MSY60g6y/WxgjaquAxCRibhcWv53Xf4IjAVQ1QXefJ9f4e7i7Afqi0gRUJ+y\nAR4s4bJJKKo6LtplCBDOHVBjTA1R1R/wgkKoaqGIrMAFb+iPi9y339u2JXqlNCYyVPU1ETkA/AbX\nm2eMqWUHG6LZjLJh1jdQPqJQ0H1U9WfgCdzE1U3AdlWd7bff7d6QzldEpEmVSm+MCckbFmqVqzEx\nxOud6wAswAWD6Cgin4pIroic6bdrK294Zq6InBeFohpTZao6LlZGsxiTjA7Wg1fZHoByvXEi0hq4\nE8gACoDJInKVqr4BPA885O06FNcQvDHIOawHwhhjkoSqJvTIDm945lvAHaq6Q0TSgMO8aQ1n4QJT\nHI+7KdpcVbeJyOnAVBFpo6o7/M5l9aMxxiSRcOrIg/XgbQT8kzw2x/XQVbTPcd66M4H/qepWb5Lt\nO8C5XgE3qwd4GTcUNChVTcpHdnZ21Mtg127XX1uPnTt3kp2ZSTYwJDOTXbt2Rb1M9tnX7iPRicgh\nwNvAOHUBHcDVp+8AqOrnQLGIHKGq+9QlcEZVF+GiEWYGnjPan1k0H7H2fyU7+zmOOOJyGjfuyxFH\nXE529nNJc+3J/Lnb9du119YjXAdr4H0BZHoRvdJxCSLfDdjnXbww7iJyDm4o5o+44CzniEg9ERFc\noJbl3n7H+B1/GS5akTEmSU0ePZre+fkA9M7PZ/ILL0S5RMZEjlcHvgIsV9Wn/TZNBc739jkRSFfV\nrSJypBfkDBE5Hte4s+HWMSonZxSPPLKErVvfpKDgNbZufZNHHllCTo4FPw1lxoz5dOs2mM6dc+jW\nbTAzZsyPdpGSnn0miaXCIZqqekBEbgM+BFKBV1R1hYjc5G1/QVXfF5GLRGQNLqfI9d62xSLyL1wj\nsRhYBLzonXqEiLTHDQFdC9xUA9dmjIlBLz3+OJ9NnEizhg1L1hVv2kTf4mImA22Li5k0ahQ5U6eW\nbN9YWMjZWVn0v/vuKJTYmGr7HXA1sEREvvTWDcTlpRwjIl8B+yjNedkReEhE9uPqz5tUdXstl9lU\n0siR8zhw4M0y6w4cGM3IkX3IybklYu+TkzOKkSPnUVj4NSNHruC22zpF9Py1ZcaM+dxxx4fk5z9S\nsi4//34AevbsGNH3eeaZj9i7N406dQ4wYMCFET1/bfJdy9df/4dPPhl80GsJ99pnzJhPv35T+eGH\n0uD2S5b8P15+ObKfialF0e5yPEh3pCaruXPnRrsIUZPM166a+Ne/d+//Z++8w6Oo1gb+O6n0hB56\nAiIIXilixwQV6Qp+Ur0IWBAFAVEvXRIBBRVBERAbTaXoVUBBlCIQr4pKkd57Cz2BUFLf7493N1uy\nG0gPOL/nmWdnzsycc2Z2d868520JEtmtm8wPChIBl2Wl27aAfBscLFHdu0tCQkJ+dz3XudG/+4yw\nPe/zfdy5XpZ/8vgoUrD+K0FB3QV6CLQU6GD77CFBQd1zrI3IyMni59fL9lhcKSDi59dLIiMn51gb\neUWTJsPcH/MCIs2bD/d6zqJFq6VZs2FSr153adZsmCxatDrDNhYtWi0hIQNc6g8JGXDV8/IC+7VE\nRERm4VpWXvVaFi1aLTVqDHW59ho1hno9/soVkbp1X/T4nTRs2Dvb15tTFKT/fH6Q2TEywzx4+Y0x\nRgpy/ywsLLLO/GnT2DhqFEMPHCDAw/4E4M2wMBqMGEG7Hj3yuHcWeY0xBrnBg6zkJNb4WHDw8bkd\nkYbAJ06lPTFmPamp63KkjTJlOnHmTASwGs3jfRmIoHTpaE6fnpsjbWSVq2mLjh+H6GhYvVqX7dsj\nEXkIWIoakiUDzfDzW06zZiOpXx/q1dPlppvgxx/Ta/xq1BjG++83d2knNRVOn4Zjx+Dxx/uzb9/7\n6frasGEf1q2bnGfX7ul4d01ZSMjLfPRROxo1Cuf4cYiJ0XtmX//yy4HExb2drq5SpQbStevblCoF\nJUuS9jly5HD+/HN0uuP/9a/XeOKJURw5AocPw5Ejupw7B8nJwxFphvt3Ehz8GefOzcz+jbLINpkd\nI68WRdPCwsIiV3js6aepHxHBay1b8tbu3en2j6hZk+eXLCGsRo186J2FhYXFtSFSDlfhDuATRFrm\nWBuxsadQjxdnU9CniY09mWNtZAVP5pY7dw5j5UqIiwtn9WoVuu6/H8LD4eGHoWPH30hOjgGcfa17\nYcwhunaFXbtgzhwYPBhOngRf36WcP/+GS7t7975B796v0ahROMeOwdGjKgyVKAGVKsGhQ4HAIDT0\nQ1HUg6gOW7YEsmgRPPAAFC2a/Wu/mlnj5csqqB07pp8vv+x6PEBMzHjath1OSEg4ISEQEgJBQVCk\nCPj5weXLFzxeS3z8RS5cgNhYSEiAK1fg0iXY7CWqxf79KWzYAL6+UKgQVKyo9yAmBnbv/gP4Ewh0\nauNPYmMrMHs2dOyofbG4frC+LgsLi3yjamgogV72BQLVwsLysjsWFhYWWaCQ13IRMNnUS1++DCkp\nfqjLpjPTSElpzvPPw5AhUK1a9tqBzGmkLl6EN99c6iLcARw8+Aaff/4aw4eH062bCjbLl8MHH6gA\nkpxcBFfhDuAjkpKa8swzeh233w4vvgi1akGfPlc4fz59+4mJibRqBUlJEB8Pp07Bvn2wezckJ68G\nbgO+dzqjJ4mJu3jnHejSBe65B1q0gJYtoXZt/Z6u9fpTU2Hw4K+IiZnkUh4TM57OnQdTubJq465c\nUYGtQgUoVw5OnABPwpqfXwyVK6sguHWrauMqVtQlMXGdh2t5lsTETZw9qxo45+Xy5d1oOIwTQDEg\nHijPpUuXOXUKqlZNv9xyy1kgvRYaNjFyJERG6m+sa1cI8GRyY1HgsAQ8CwuLfGPXrl3UOnUKgP3G\n8H5YGP337ydMhJtPnmTXrl3Url07n3tpYWFhkRFXvJY3aQKrVmVdyDt6FBo0ABUGPFGEWbPg88/h\n0Udh6FD417+y1pYnjdSGDa/w4otQvnw4+/eTthw4ABcuQGqqAaJxN+0TucAXX6hQUKmSCjonTqgw\nBnW89OBORFR4OnECfvkF5s6Fgwf34ElgiYk5x6uvws03Q82a+vnooyoctWlTEk9aVWjBxo3w0EMQ\nGgobN8KECarVqlMnmjVrvufcuXfSzvjrr1fp2hWCg8M5dAgOHYKDB9W0MTGxpMd+JSQEcMstKjjF\nxqrguXkzJCdDUtKveBI8k5N3MGmSCnTlyuk5f/6pJq2aiexTt2v5FGhHgwb6fdesqYJx8eLg77+b\nlJSGwA9Oxz8L7OW552DFCli8WK8hLg4SEwEaA+4mrXq/ypSBvXvhrbcgKko1q08/rVrAGymQzY2G\nJeBZWFjkG+uWL6dRbCzzg4PZ1LYtoydNYlyfPtRfuJDb4+JYt2KFJeBZWFgUcJKBYYCzJmsokMIf\nf8B998H//gc+V0tM5caaNWpKWLUqnDrl7eRCTJ0K33yjL+0//KDtDR0KjRtf2wt4bKxqjV54YT4x\nMY8Bw7ELa6dOtWXcuB/o1CmcatXgwQchOBjsQZAfe2wNcBJXjdwLnDpVgvh4NR3ct0/N+5KSVHiD\nPV6u5TBXrsCePbo4XExvBc7iKrA8B6Rw551a/3ffqUZR6wfv6ZVD+PBDFU5/+AFWrlQB+s47Ydas\nBZw752o+ee7cOL78ciD//nc4pUqpAFWligqgP/30A6r1cu5XT5KS1tKihd6jwoVVEAoIUE3sI4+U\nxbPg+QJ33+2ly9zspbwuUVGeyu8nvbD2Kampg+jSxVsbF7yUl6NhQ9XgffwxLF2qAvHIkdCmTTTf\nfPMVsbEOLeZff73I559bkTcLApaAZ2FhkW9si45mV2goDSMjibQFUomaOZMF06czZ+RIklevhj59\n8reTFhYWFl44ehSgDNAceA3NKJUCtAAe5V//gg0bVIBYs+ba/ZhmzlQtSUSEBiiBZ/AsRD5O9+6q\n+Zk+HT78EP76Cx5/HEqViubECVeN1Lp1r/LEE+DrG87WrSrYnT+vppCHD58CvsTdN+7ChSN8/bWa\nQQYF6VK0qF1oCyC9ueWHwKskJKjAlZqqGrLSpe0BPc4ALwPOwtQA4AiFC6vv2eXLas6pnAXccwp+\nDAxk6VJvd3C9l/LSPPGErlWoAL16QVgYrFsHJ06cwZNG7uzZVBYsUC3ZTTep5q92bfjppxA8C2t9\n6eU1+VcDL+W+3k4ANnop3+Cl/JKX8mMZtBHjpbwCH3yg5rVly0L79iocL1kCM2YsICXF1UT13LlJ\n9O/f3RLwCgCWgGdhYZFvVK1Xj+Zjx6YLpNLuqaeoFx7OT3PmeD03K6YhWTUnmTJmDL2HDLm2i7Kw\nsPjHMGYMaPrCIGCU057hwEusXQtlyqgg1aiRCl/+/hnX+eqrMH68+ob9kKYc2oBnIfJjoD3HjunL\nd9WqMHUqvPMOrF//LUlJ77nUfebMOGbMGMiDD4YTEKDCyv79sH076Ev+crfefAT8mxIlICVFBbRY\nW0ZG1ZbV93IVRyldWo+JjVXzRJs1vu1eHXG7lqNAKS5fVuEO1KxVtXin3Cu3cdBLOWj6SE8CsUNY\nOn5c7xPYvxMf9LXYXVMYQ5kysHYt/Pyzcxu3e2k7KYN+/eWlfL/LljEqFAMkJ1fC87VUxN9f71FK\nirPG84yXNhyCn4+PCujG2DWrFb20cSBt69QpmDZNz/X3h5QUu+DtGtn14MHLXtq3yEssAc/CwiLf\neH74cK/7wmrU8LpffUVmEhNTIa1s06aZGSZlzWpy3S0bN7LgrbeIaN2aurfdluH1WFi4Y4ypAswC\nygECfCwiE237+gK90TfcxSIyyFY+BHjaVt5PRLzqKSzyl//+F1TQ2gI8gr7oxgO1gdKARpH08YGd\nO6F+fVi/HgI9RJdKSYFWrdRHqmZNZ+EOW53htsWZH122Dh1SQa9KFTDmHJ40UhcvXqFCBdVCVaqk\nL+6//QZffHGTl6ssz+HDji3X7BzbvZxzxUmgc1CyJJw7Vxz9S7ijgqQ9oIqjHW8Cg6umKjBQzSEv\nXYKkpNvwLBDHe6xJfQNLAe+67VFN4QaPyjJvwlpGgmcAngWp8pQooaacycmqLa1QAW65BZYuPQA8\n6eFa3qR+ff3OT5/Way9UCM6c8daGPxUqOOpPTlZ/vypV4PffD6MTFe5tzE93BampanqrZrDTUQ12\nKnpvp5OcbEVhKQhYAp6FhUWG5IUTdWbbGDp0FjEx59ABRWcOY2KS6NNnFleuhOPnp7OT/v6Oz5Ej\nl7J3b3Oc/Uv27m3OBx8sy7Ctr8eOZU5cHBPHjOH1DDSKFhZeSAIGiMjfxphiwDpjzDIgBHgUuE1E\nkowxZQGMMXWATmgkikrAcmPMzSKS6qV+i3zi0CF7VEQD3EKpUsVJSQnAz8+He+9txLJlhiu2+Cup\nqaT5l9Wrp0JekSKOumJjVcNnF6R27XJvLRXohas55HP4+gZSooSe7yx4aT1Ngf/h7iOWmurPf/8L\nZ886+6yBdzPBPQQHqwCanKyf9kWfwZ7MLVWQCgiA6tX1Obxvn5r3QbCXdsqRkqLHBger8AGwbVsw\nqkn72OU64GaCglTjFxys91cEmjaFH3/cgMhY0gvEMyhaVK8jMdFdWD3qpV+HvJR7870sRWCg3tvk\nZL0Hdj+8U6eq41nwnMDgwSrQ1a6t98werbJGjVLs2zcL10Arz1C9ejB//qlbKSmqkTx4EBo3vuyl\njXeZNk2F+ooVNRiNPfhPjRrB7Nvnbp77HMWLJ6RNRsTF2QVhOwmoBtc98uafXu6XRV5iCXgWFhZe\nyarWK7NteNLGffQR1KkTzs6d+rKzc6djOX58H/r4KulUUzyHDsUye7Y9Wpnr5+bNp1DhrhiO2exo\njhy5xWvfLl26hFm3Tufh163j8uXLFC5cOEeu2+KfgYjEYHNwEZF4Y8x2VHDrCYwRkSTbPru+oy0w\nx1Z+wBizB50qX5PnnbfIEDXPVCpV8uPIkdku+9euhebNVZCyk5ioQl7ZslNJTFyMiD1Ufhf8/Z+w\nRTR04O+vdXTu3JoXX/yE2FjHS3tw8CVmzeqKMRrhcNMmDTSighfAb6T3j/sEeJXTpz1d0SbgeWCq\nU1kv4HyaWWZ6fEhvbnkSaE3Roo4gK3XqwIAB6hvYtOmJtHtSgjGcR83fS5Y8zsyZ6g/32296PXpc\ncaCLWxtPAp9QurQGfrnvPl1uukmFlqiotrz+eg9ghlNfu9O//12EhKip4fHjjnulwuFFL9cYl7Zm\njApePj5w+fI9qBDtLkh9QtWq6rNWoYJ+li6tproDBmzHkybWx2c03rwAJk7sQ9eu7t99AhMn9k47\nxtcXKlfWpXDhVC5fTt9G4cLv0KLF1dsowW+c516Cgy/xxRfP0by5RvOcM0c11ikpqgFUgdiTD2JL\nkpOtvHn5jXX7LSwsvDJxYta0XteqkROBQYNmERNzGH0p0JedmJgE2radReXK4VSurANj4cJQvrzO\n1C5YcAmoCtTEEZp7FyKHWb9eZ0vt5jqFCmlAgMuXt6AvCsVRrZ8BUtmxw5ujOnw9dSod9u4FoMPe\nvXz90Ud0e+mlzN9ICwvAGBOKRln4A3gHCDfGvInG2X9VRNYCFXEV1rFTwAAAIABJREFU5o6gAqFF\nAeObbxzr77yTfn+jRrBjB7RpQ5qmBSAl5TyXLm0F6uF4fm0gJeUx9NmkFCoEU6ZAjx5gTDjBwfDB\nB8u4ckX39e37XNpztU0b1QqOGwcLF9o1hg6NnLMg5V0jdRPwBK4Cy7+BOZQsqUKNfTFGl+PHawIf\neKirG/36QYcOcNttDn8ygL59I3jjjedJSX6BWrzFWlrj6zeZfv3CeeQReOQRx7FxcRAcfAzP5qnj\nsD2e0xEVpcLPpEmdSU4uhJ/fFV58MTytfPBg2LYNZs9WYe/SJYiLK4NnjVyFtIiYiYl6bGgo7Nz5\nFzAyXb98fEZ70MAqs2ZVYcOG9JrYevWqej4BnUz94gvv3707Awe2ZOTIZxFxaPyMeYaBA1tetY2x\nb3xOyp+/4ntXDQYPdbTx0EO6TJmikTTnzIHZs739jopRo4ZOxhbyliLSItcx4qqfLlAYY6Qg98/C\n4kanevVe7N+/HVetVzyFCt1CmzYfERqqEcjCwnTACw2Fn39Or/ULDR1G797NKVcunN27SVv27IEL\nF+4DauDqk9ENiKFEiaWUKwclSugLwsWLOqMbE/MQEApUwPGCdBw4jOZjUuwvIcZASkozIAz3CHGw\nCZHf+WTcOP6cO5dK9vjfQOqxY4zcvTtte0TNmvhUrJi2fTQ+nju7dKHnK69k9RZb2DDGICLZTAld\ncLGZZ64CRovIAmPMZuBnEelvjLkDmCci1Y0xHwBrRORL23mfAj+IyLdu9VnjYz6yf7+a0dlJSPCe\nADo5WQOnvJ8WuV6A7sBpHM/VW4G30IknaNhQBcjQ0Mz37fBhmDgRxo1rAyzCsJFGRLCWaITbgI4U\nKfIVAQGqIbSb6Z08+SIwyUONz1C+/GcEBOg1BgY6Pv/4ozsw08M57RBZ4LWPUVFT+GbMWFYlHqZJ\nQFUeHzIoTfhyp0SJ/+PChW/TlRcv/jjnz3/j4YzMIaLBb+666/+Al4BlOATch4GJvP76f7n1Vrj1\nVofJacOGz7Jhgy/uwlqDBqmsX++et05xWKxUTGsjJOQon37aI0ddH6KipjBpUrRH4TYjIrt0od/c\nuUzs3PmqLgnGtASWeNij5SVLwpYtag6a19yI+fkyO0ZeVYNnjGkBvIf+Ej8Vkbc8HDMR/UYvAT1E\nZIOtfAjQFTUe3ww8JSIJxphSwDygGhqip6OIeDUAsLC43rieHy6pqZpP6a23YP/+9XiysU9I+Ju2\nbTVR6qZNOmO8f7/6pIgsJTHRVet34EBzRo9eRsuW4RQrprN6FSqowHbhQiBwN+p25IjEBZs5f97h\ncO+KhwgFgDqwOxBx9rEIQmfM3dvRWcju/fpxdPNm6i9cSLu4ODwx0i6ZAvODgzFt29K9b18vfbGw\nUIwx/sA3wBfieOs9AnwLICJ/GWNSjTFlULunKk6nV8aLc1CUUxKsJk2a0KRJkxzvu4Vnxo51rNet\n6124AxUG3nsP7roLW4j+b9DJKedJrSHALHx8uvPmmyoQ+npzibsKVaqoRnHcuCvAMG5iH0uI4x7G\nsJsw4Cy9e6sPlvPSrNluN588xdf3CDFeougHBp5KZ1YKEBCQUSRJGDiwB8x+j9K74f+qBTJo0FNe\nj3355aaMHt2LlBSHIOXr+xwvv/xQhm1cK8ZoGgvNBedJUziKESPSnzdqVDebsObQeIaEJDNqVA+v\nbbVuHc6nn7pr43JWuAPVYF6LQOdM5l0SjqOW5s7vB/0BdXs4dw5q1IDly9V8Nq/IC9eSvGDVqlWs\nWrUq6xWIiNcF/cXuQafK/YG/gVvcjmmFzi4C3IXOPGI7Zx8QaNueB3S3rb8NDLStDwLGemlfLCyu\nNxYtWi01agwVh3ghUqPGUFm0aHWOt9Os2TCJiIiUZs2GZbv+hASRadNEbrlFpEEDkalTRaCFwECB\nNgKdbJ8DBR4Vf3+RihVFGjcW6dZNJDJSz69SZbjA/QItBTrYPu+XQoW+lcKFRf71L5FWrUTuvVek\nRAkRaCXwrMv90u1W4uMjEhgoUry4SMmSIsHBIkWKiEBzgaFu5wy1tSUuizG6wP8J9HLb30sgXI4c\ncdyHbz/7TCJDQyXBvSLbcgVkRFiYzJ8+PVv328IV2/M+wzHpelxQlcwsYIJbeS/gddv6zcAh23od\n21gbgKqc92KztnE7PwfuukVWKV3a8VhYtuzaz9u0STw+p3RpKZs25VwffXyaCvwknSklAtKZUgJL\nxcenqcfjIyMnC3R361M3iYyc7LWNyMjJYszTbs/cpzI8R0RkxrvvyhYfHxGQzT4+MnPChAyPj4yc\nLKVLd5KgoO5SunSnq9afFapX7yjwnNv195Tq1Tt5PWfRotXSvPlwiYiIlObNh+f4OJ+XZOU7gUa2\n94T2Ao8IfC+Q6nIPAwJEPvhAJDU1b66jWbNhHv9fzZsPz5sO5BKZHSMzNNE0xtwDRIpIC9v2YNuo\nMtbpmKnAShGZZ9vegU6LJwG/o1PzF9BYq++LyHL7MSJywhgTAqwSkdoe2peM+mdhURBp2nQ4K1Y0\nQ00F7eaDzWjefBk//jgq45OvEdfAJNpGSMhxPv004wSjnjSL998fzscf6wxznTrq7/G//8GMGXD5\n8oNo6OjaTteyAzUp0vDcvr4aDS44WE0pt25tj+YtKoHdp06Pfwwfn34eZohb4B7qW+kMzE3b8vPT\ntvz84OLFF9Bkuu68gDEfpvmIgMNfJCHhCUCDILj6o7Skdu0lrFmjCXwB9q9cydQ2bXjrUvqEsYNq\n1uT5JUvS5e6zyB43qommMaYxEI1GsLAPaEOAFcA0VEWeCLwiIqts5wxF0yQkA/1F5CcP9VrjYz6x\na5cmBreTkqLPmWvFmPbAfz3saY+Ip/KsERU1hYmvT2cl66lHKn/jw4M0pF/kU161O1kx7bvaOdeL\n+fvixdG2QCOhOIKZ7OeLL7z7u+U1OZWTNae+E/fv/sEH2/D1113TtVe8OLRtC+3aRfPxx7lr3dSk\nSRSrV0elK4+IiGLVqvTl1wuZHSOvJuC1B5qLSE/bdlfgLhHp63TM92gksN9s28tR7dx6Y8xzaFKR\ny8BSEelqO+aciJS0rRvgrH3brX1rALPIcTJrPnm1448fh19/dSx//dULfS9z9Q+rUMGPLVs+olSp\n7F+D2v5LujZq1zb8/POnlCmTPpmuJ7OF4OBhJCc355FHwunUCRYsgLlzNfKkRhd7EFUiuPu6nadw\n4a8BR6RKBy1QCzNns41eQC3g5TTfjaQkbCHEnwQ+93CVAylc+G0SE/VaSpbUSGTly8OKFe5O6nZe\n4PnnP+TCBQ3HHR+vnxcvwrZtQ4AxHvxRHsfX9xsaNYLVK5IJ/PA9UsaM4XUfH0Z6CDU3omZNonbs\nwCczb3QWV+VGFfByC2t8zD+eeUYDc4BGcFyxInPne/ddaoXIDx7Krw1PL+2nNm9j8llHQro+pcpS\n9l910rbzQpBKTEzkzZ49MzR/d2Z+cDCb2rZlyMcfE5CR7WsusHhxtM180pdChVLo2/fhAiPcbdm4\nkZcjIpgQHZ3tnKy5+Z388guEe7hlwcGHuHjxI5KSHO8gNWoM4/33m+foPa5QoSMxMWHANhyTzHUI\nCdnP8eNf5Vg7eU1O++Bd6+iRrkFjTA3UWzUUjTH7tTHm32JzHE9rQESMMdYoZZEnZNY229Px27cP\no00buHAhnF9/1fxD996rNubjxkHr1oeJjy/tVlMiJ0/GEBamOXq6dYOWLTP22/DEiRNqz75p03Hg\nDHAMh5P+OXbsKE39+hqIpFgxjT5Ztqx+rl+/lKNHXX3jYmObc/vtG0lNDadzZ40QZtewFS4Mly8X\nQtN1jXbqxTAghsvecs9Sy7a4+7od0TuRqLPdvr66pKSU9VLPdp57TrVvFy/qfY6Ls+dROunlnBg2\nbNC+FymiAmHVqnovtm3bAsBNjHXyR5kDJJCSAkl/rONwxZ7UuKM0u2bPplbnzgDsN4b3w8Lov38/\nYSLcfPIku3btonbtdEYHFhYW/wC+dYr3MW5cVmqIxXM6gnPZ6dY1+RFPPntKY96Td37EAQEBRM2c\nyfxp04gaNYqhBw7gaehLAN4MC6PBiBFE9uiRq33yRuvW4QVGoHMnJ3Oy5uZ3cv/9GtG1YUPX8tjY\nEmh+vsxF5c4sMTE7UQui751Kn7WV/3O4moDn7uxdBftbmvdj7A7hTYDfROQMgDHmW+Be4EvghDEm\nRERijDEV8P62ZjmR/4PIi8Ak3sL+jxixjEuXwomPV2Hi4kXV/syatZRDhyrhLKwcPhzBwoXLiIoK\nZ8gQTUqamgp//w2rVkF8fBLuwT50+woHD2oemXffhWefhU6dVNi74w744Yf01//gg+H873+wbJmG\nJj5wAJo0gZSUo0B11F3HrlnbBhzg/vs1qmWFCmo2WayYClJr13rKA/cb69ZNY/16RzASf3/VrqkA\nVxjXkNHYtjvj46MO4sbo8YmJaj6ZnByDDgvznM7pDdxCsWJ6X3184Oab4e674cMPD+A5NHUZJk92\nRMEE7aMKoAFezglgwwbX6JkOJUdJYCC3o07kt7OO3fyHIrRgJK/QlS/4z/l3SCn3JC13TaJRbGza\nrOXoSZMY16cP9Rcu5Pa4ONatWGEJeNkk2w7kFhb5wNatpOWEMwbq1898HXXrhrB1637UDL0QmiXj\nLHXrhmSrbwVdkHrs6aepHxHBay1b8paTKaCdEZb5u1dyKydrbn0nDRp4EvJKAKuB3Tgmf7fx++/J\nWe6/ZyrgmhQe27aXJIA3KFcT8NYCNW25e46hb7ld3I75DngRmGuMuRuItfnW7QReM8YURp9eTXGk\nt/8OjRH8lu3TayxdZwHP4vrkWmzG1fb9PWJj/bH/8f/8cxtffJGzUY+OHj2FBoV1tAPb2LmzLPPm\nab60YsX0s2hRiIvbifqcOfug/Yyfnw/16sGsWapR27JFzQ5VEAlAXWqcSSQlxYcmTaB7d5g3T80T\nv/gC/v1vuHQpmitXfuLsWYfA8ssvwxCBhg3DadYMBg7UvD1ffQUaERJcH5QAwSxf7ui/j49Gsjp3\nDpKSdgDl3K7lEHAAkVB8fFR4Sk52mFCmpgbhmZspUUI1g8WKqSYyNVWFtx07iuA6Mw0wBejLwIFQ\nrZqG/46Ohg0bQPPZNSd9stg3+ewzFRwTElTg1Kib8O678V7OeZuWLVXQdM7VZAzMnXuGkpRgMDqI\nDWI3B9nJl3zJrzzIrWzhNGVhDpz6PZpdoaE0jIxMewGKmjmTBdOnM2fkSJJXr4Y+fbzcG4trwX3C\n7vXXX8+/zlhYXCNvv+1Y79zZMfmUGbZsmc+ttz7G1q1x6LMrnrp1i7Jly/wc6WNBFqSqhoZ6jYEc\nCFQLC8vL7lw35GZO1tz6Tho00PyPd91ln2hNRMf7BJzz154/fzxL9XunWCbLb0wyFPBEJNkY8yLw\nE/oW9ZmIbDfG9LLt/0hEfjDGtDLG7EENXZ+y7fvbGDMLFRJTgfXAx7aqxwJfGWOewZYmIecvzaIg\nsGXjRha89RYRrVtnaDPer9/7tllRR+Lq2Nht9Ov3fo4JeAkJsH37LvSR5Sy4XCIpaR8vveSayNXH\nB6KizgDBuApSqRw6VIS771ZtV5EiusTH27VL9oeYu1njUbZtgwkTYPhw1V517w7r1kGzZkv54w9X\nTeHlyxHce++fPPpoOLNna0qCokXh2DHQl4JyuApSzwOxxMWpKWN6qtqu27lfr2K3xLabTYpoyOjT\np2H7dm8C3kbeeEP94nx99dpPnNC+7djh7ZwrREVp/f7+KoR17gz//e8mkpMv4uqz9wxQhGHDVIh0\nNjUtUwaKFvXn4sXZuJs4FS/uS8eOKjz/smgcZ/6aSxn/YqSmQgSbCeF/1LMdXR+IYBEvU5nzPkeo\nm9qBOOLZSxfWHahH4TZjGdnD9QWo3VNPUS88nJ+yaR5jYWFxfbLAaTp69Gjvx12NnBLmvFFQBald\nu3ZR65T6BFrm757xFgClu81/4tbUVL6aMoUopx9jdnwpPX4n+/YRBtn+Tu64Q4O2NW4MIruALcA7\nTkf0QoOy5Qz79wN4zK2Exnv853DVPHgisgQ3b2AR+cht+0Uv576NpkRwLz+LavQsbnCu1WZ8377T\nwE1upSXZt29PjvRjzx41h0xNTUCDhkxz2vs0iYnHeOQR1V7ZFw0yAlAaV+HjOeBimiljfLzDTFHj\nbtTC3c5ct/eQlKSCWkCAarC2bIEXXgARP1SR7RxraAG//daJPXtU2EpNVd86JZj0WrKpwCMer19N\nFcsAj7n161Hgd/z8HsDXFyIi9AGZlATt28OoUWfwbAoZRP/+ep/s+PurAKrJxj1xksqV4dFHNVDK\n4cNq0pqa2hj183M2Vwrn1lt3sXmz55p+/fVWli6tmO6ce+8tZ8szBV279uPNnhn7o4xBtL+ph5lG\nMKNoywX6AgF8twiKFx9FfPzv2E1aw8PLs3r1dJ4fPtzLNeYN13OeRQuL65W//3bk5fTzc010XtAo\nqILUuuXLLfP3q5DXOVk9fic9e1J/3rwc+U7uvRdWroQmTariKtyBBkvLOXFgwgRQDeFTQCUc7zo7\nUd/Xfw5WGDiLXMOTzbh3fNFZnN2oUne3bduXGTOc/agyz7x5cM899kSmRYEeqJATZfvsAVQhLk5N\nABMSVLjTNt2TfIMqoiuRnKyCk3MUSRXwTgAz3c6ZaWtb601I0PNOnlRt0+XLR1H31XnADNtnNUA4\neRKX1ALahre52YpUrar+d4ULq3ateHHVMKr7rKd+1aJVKz0nIQGaNYO9e+2z0/44TCGjbJ8tgLOE\nh+uDu25dCAnRexEfD6qwH+bWzlAggWLF1Cz1zz/Vd/Grr6Bp01TUR2+u7drnAr2pVKm4l2uEfv2a\nUaPGUZdzatQ4Qt++D6cdY/dHkfHjiQoNTWc0aycB6BkYxstM4AAzcPhPnic+/izQEPV1bEh0dCwR\nEd4T8uYFmiJjAUuXjmb16iiWLh3Ns88uYPHi6Hztl4XFjY5zQJX+/fOvH9fCuuXLud320j6rWzdG\nb9zIzCefZEFQUNpLe36wLTqa2aGhmAkTiJwxg2LFihE1cyZMmMCc0FC22gLA/JPJzNgVGRaWdi+z\nGnHU43cyZw706sUcf3+2rlyZ5WuxExEBGlQ/Gtf3r2jUNy/7nD0LkycD3IdOlo+2tTMaDRVSNEfa\nuW7ITNK8vF6wErle11xr0szkZBG425YUe5hApO2zg8DdUr26SPPmIgcOZK79S5dEnntOpFo1kWbN\nRCpVEoGHvSTI7pSWENvHx7Fo0tfVbv1aLfCkGCNSrpxIu3Yi8+aJfPuttqdJP7WNErzp1EaEdOzo\nmiBXE3CLwCAviW//IyDi7y9SvrxIsWIiVauKQG8vx78g5cuLFCokUqWKSFiYnhcQIAI9vFz7Qnno\nIZEuXUSKFhXx9RUpW9bez3aSPjn4c2LMI/L445qsPCxM2yteXKRmTRFobbtHw233bLhtu7X89Zd+\n3854Tgw/5KoJYzOTYHbfnj0yUDuXbulXpabUrrVHGjfWa3Dsmi0wxO3wAQKNM/dDzGEaNHjB43ff\nsGHvfO1XduEGTXSeW4s1PuYtqan6/LX/306ezO8eZcyQ9u3ltdBQmT99ukv5/GnT5LXQUBnSoUO+\n9OvDUaNk3549Hvft27NHPhw1Ko97VLDJaOwaWLOm13uZGbx+J6mpsq9xY/mwWbNstyEiAg94eQd5\nQP74I/v1t2ljr3Ogl/ej1tlvJB/J7Bh5VRNNC4trITs24+v3vIJqpGqS3m/tFKdPq0lj/fowahT0\n7n31pLLbt0PHjqrFunRJNWVHjwIUx7P55NuEhqrmLinJoZWLjY1BXVCdTRSHAUn06wdr1qiZ4Xff\nqQZLg1oVA97AsJFavMVaWiO8AXRk6VKtoXNn9Sn7+WfYuROSk0+gM1muydHhIGVtWQTOn1dNnJoI\nlcGz6eQF7rxTI1eVLatmkGvWqJ9fYmJpPEfEfIHo6Efx8VGfukKFdM9NN0Hx4tU4cOBm3E0hGzTw\n479O+XhF1O/v+HGoVy+ZpKT0/nGBgVdo1Cj9d2U3Lfzgg9eccg+1uKrJYWbCWWfkjxJUCP7eGMa7\n7+rv5rbbYNMmgD/QgDzOjCe/I3Ht2uU5lPrOnWc9lltYWGSftWvtFgpqFVHWW3aXAkLVevVoPnZs\nukAq+e1HnJF5e1iNGvlu/l7QyAtfSq/33BjCZs7k+Tvv1BDeoaHZbMkPz+8gzXngAX1Pyaol6A8/\nwKJF9q0kL0flbU7FfCcz0mBeL1gzlAWGyMjJUrp0RwkK6i6lS3eUyMjJLvsTEhIksls3mR8U5HGm\nyX35NjhYorp3l3feSbBpylp7ObSNgGqgihVTLdw994js2OG9rzNmiAQHi9SuLVKnjrtWpr1NC+Nc\nNkDgmbRtX1/VSJUoIQIvedHgvSzly4s0aSLy2msi0dEi69eLTJsm4uPTX0CkJp3lNEhNOtvq7SkD\nB4rcd59IYKDW7+8vcsstIs5aP9eZra+lbFmRGjVEKlYUGTxY5P77xabx86Ql6yZlyogULqx1+Pio\nNu7uu8XlGl2XZ6RCBZEyZfRetWsn8uuvei8XLVotISGu9ysk5KUMtWWqYZos0ElUA9pJYHK+api2\nbdsmXwQHi4DsM0b6V68u+2zq08+DgmT79u0ior+r8HDV+qbXXNqXR/PtOkREjGnmsV/G5Mwsa37B\nDazBQ+2DVgJb0SgD/WzlUajt9Abb0sJWHopGdLKXT/FQZ47cd4tro3Nnx3/t7bfzuzcW/xSudezK\nVd54Q6R1a1VjZwNjHvEypqpFUtmyIocOZb7ezZvtVkr2pa/HdgID22ar//lNZsfIfB/4MuycNYAV\nCCIjJ4uv77MufxRf32fTCXkiIt9+9plEhoZKghfB7grIiLAwmT99uixc6LzrMS9//A5OZowioaEq\nGBUrJvLmmyLDhzsEz1KlOsqtt06WsmVVwGvcWNz6LGkCoydB8sgRkd27RVatEvnyS5Fx40SgrUeB\n0Ne3hWzbJjJ1qpo2VqokUqGCvgT4+/cQuCidUbOKztQUuCQ+Pi9KmTJqxtizp8jIkSKvvCJSr54I\nDPYiSG6Vm24SeeYZvXa7WSg87UEAeU7gEXnoIZGGDVVYK1tWpFYtNaP0fo9bStGiIi+8ILJrV/rv\nPzOmkPbjMysU5jafT5wo250mFi5cuJA2IbEN5ItJk9KOTUkR+egjEWjl5X51lMTEfLsUUXNmT9/9\n3fnXqRzgBhfwQoD6tvViqMf/LUAk8LKH40OBzVepM5t33OJaSU11TJqByIUL+d0ji38KmRm7co2E\nBJ2J/uabbFXjzb1A33d04rt6dZFTp669zmPHREJC3Ov7WeDFdO9tTZrMy1b/85vMjpFGzymYGGOk\nIPfvn0KJEu24cOFl3M0Hixcfz/nz6VMY7t+7l6le8u8MsuXfORtbw81crxOuibHt9AampEWsBI1e\nVq0aHDnyAwkJi4HJzi1QoUJL4uKacOmSo7RQIQ04cvHii8AkD+0Mxd//TYKCoEoVXSpXhilTeqBB\nPNwZTOXKY6lbF6pWVdPMmBjYtw/Wrn2KkhxmJSupRyp/48ODPECcTzmmT59NsWIaxGTlSg0fXLMm\nrF//FhpUxsmLnyFAFYoW7c2VK2oyee6c9mvr1sEkJFRFzTodppPVqu2hQ4fxbN+uOfOOHVNTosBA\n2Lu3JRowxN2scwOnTi2hTBkPl5lFFi+O5oMPljmZXD6cr1Eeh3bogN/atTSMjKSdU2LfBdOns37k\nSJLvuIM3NcFgGsY0A+4g/f1qTNmyrTh2TH+LeY0xbYCBwDIcOQAfBt5GZFFGpxZojDGISBayil1/\nGGMWoA+i+4B4EXnXbX8o8L2I/CuDOqzxMY/49VcN8w4aUOp4TqftsrDwQlbGrlwhOlqT9m7bpjbK\nWcAeICwmZnxaWdGi/+HixUcAfT8oXVrfqVavvnoz8fFw333q5pKQ4CgfNgz8/KYwaVI0Z89WRSQA\neJhq1SI4cCBLXS8QZHaMtHzwLK7KhQsX8ZQcXMvTczWb8VTCbBEtnXkKzz5loRQurEmuQQW1K1dU\nQNIJ8E+AltjD2MNtHD8e4VKz3a9MBb4UPLMXX1/1Izt9Wn2wNCCVt5xuJzl7Fn7/HdauGEfV5LmU\n9itG+UCIYBshBFAP9T+sTyrN2EFM6jamdW+CAeKI51SJLtx55ytUqwbr1+/FkSbSzhigB3fc0Zud\nOx156ooVg0GDWvHxxwuIiZmbdnRIyAAmT36M1q0dNVy6pA+/bduga1dfPCcH35ijwh1kzj8uL8i6\nP4qn+zWPU6daUbGivuj5+uZq1z3ghw6G7vd3vIdjLQoaNuGtAbAGFfD6GmO6oTljXxEReyzvMGPM\nBiAOGC4i/8uH7loA77/vWB8zJmfrnjJmDL2HDMnZSi1uGAqML2V4ODz8MLz2Grzn7pt+bbRuHc6n\nn7r72z/CwIHhbNumxxQpohPZ7dqpX12gl5fJ5GRNfXX2rKtw16ePPQJ4b6KievPll9C1q+47eBAu\nXMiyfHrdYWnwLK6KMfcAdYFPnUqfBbZy8uTv6ZzNt2/fzvp77+XfsbHp8u/MKhFEzytrSEys7VQ/\niAwE2pBeKzGHVas+5PPPYfp0R7oAHx9ITf0ZWAg4jb4MBpoALQgIUMV84cLQsqVqzE6e7Ia6w7gL\nkmsYM+ZnfHz0wXHunL68f/llOzQ/nTttef/9hfj5QXx8Ir/M6kmnnQvpmuw5Z40zswsF89XNbfGr\n+TGbNwdw8CAkJHQFvvBw9OOEhX3DuXPQtCm8+ircdZfuyayWrHDhB7hypRbuwU8KFdrN5cs/X7Xf\n/zT8/VuQnFwHV8FpEPq71Lw9Zcro7yQvNXnGtAB+9LCnBSKeyq8P/gkaPGNMMWAVMFpEFhhjyuHI\n8jsKqCAizxhjAoCiInLOGNMQfQjVFZELTnVJZGRkWt1NmjSP1dhGAAAgAElEQVShSZMmeXQl/xxS\nU3UMSbTFqk9M1JyfOcGWjRt5OSKCCdHR1L3ttpyp1MIitzh9WvMiLVmikdxyiLg4CA52bNeqpWNq\nrVqaSsl9ElUEXnwRli1TgS0mRsvr1oXNm/Wd0k5ioquQuHCh5uK9Hli1ahWrVq1K23799dczN0Zm\nxp4zrxcsH4MCgaYW8OQf1kz8/ESiolx9b73ZjH9jsxkPYlKaXbQxIk8+KQI/efB1e15guoDIrbeq\nb1zDho7zNBTuZIGOosE8Otq2z4qPj4b879lTA2b4+IjcfLMIPC6afsE5OEl7gcfSUgMUKaLBTzQd\ngaewvkMEHpCiRdW/7a67NHBKvWqfyVO+GfsfPu0XJrVCpkvZsurTceedIs8/L+LdN/AR6d1bJAci\nIUtk5GTRYC7OwU+ae/SltLD7C3gKZHPM5TsqVUrk4sW865cGWVni9juJFGOa510ncgFuYB88vTz8\n0ZC8L3nZH4oXvzs0QEtDt7Js3W+La2PlSsf/rFatnK17RGcNxDWic+ecrdjCIreYNk2kUaP0+Y6y\nydSpru8+pUuL1K8v8uyz6WO7jBungefcU04lJHiu+9ZbHcc9mr8x0rJFZsdIS4NncVU8+yINQy2K\nfgJU5T1+PDz9NAzvlN5m/MwZqF9tOk0ujuR37mAvX2EMVKyo6Qv8/L4nOfkw7j5lfn5HqFbtTQ4c\n0BQG9epB3766XL68AlgETHDq1yCgCd27t+Svv2DHDihfHmJjdVYnIeFlUlJuStdOcPAaPvlkFjt2\n6Dnbt6tp48WLj6HvZbVwaBZ3ACkEBX1LrVo6y1S7tn4WLbyXGY/dztzE9Jq8TgFBhI9bx+mzNdi2\nDbZsgT171OTy7NkHgXvwpFkUyTntWlSU2qUnJxfCz+8KL74YTlRU7xyr/0bCk7+AMYMRaYW7eWSJ\nEmo2nNOmrp7w929LcvKnqCJoK/AMcAY/v0iSkhbmfgdyiRtZg2eMMcBM4IyIDHAqryAix23rA4A7\nROQJY0wZ4JyIpBhjqqMPrFvFYb5pjY95xP/9H8yfr+uLFuFiAp8dLl26xNv16xO1ezeRNWsyeONG\nCmueHQuLgosINGkCHTqoGs1Gdk2NU1OhRg3SfOSMUa1elSpw883RnD+/lIQEP2Jjkzl0qBmBgeGc\nPOmw6po6FXr18lz3N99A+/aOeu3nXG9kdoy0BDyLq2JMS2CJhz0dgK9dSkqWhMfCR/OfMV2YO+8n\nJk1aTWJiYS5c8EV9zA5QijnE+jjyroSEQJ060WzevIATJ8Y7lQ9g0qTHOHAgnLff1pfoffv0z1m/\nPvz9dxfAk/15b4yZQvHi6q9nz6E3diwsWzaFN97YRHKyw0zRz68Xw4bVSyfoiEBw8NOcP98Id4Ew\nKGgt585NczEFAEhJSeE/Vasx/tjRdL16uWJlxh0+iI9TEr/kZL2mOnVakZJSDHdBMiAgloSEZR6u\n0SIvcDeDLVToYfbvD7flyXOlaFE1D8mBtEQZEhDwIElJ83H1D/0ef/8JJCZev6a2N7iA1xh9iGwC\n7IPaUKALUN9Wth/oJSInjDH/B4xEEzqlAiNEZLFbndb4mMskJ6v/dorNdTsl5eo5WK+VmePH0+g/\n/6FuaipbfHxY/+67dHvppZyp3MIiN9m+XX3yNm6EihVzzNR4/Xq44w6HAObrC6VKRRMb+xNJSY7J\n78DAYRjTiytXqgJQqhScOuX9v5mc7GpWvXcvVK+e5W7mG5aAZ5GjbNsGdes+CnznYW8fXCNYOvD3\n/4KkpPFAeTQAig8aSKW57UcKQUFqZ/3OO/DUUxn7lMXHwwcfqJYwKAj274fU1H7ARA+t96Bo0Rn4\n+mqEpagoXIK6ZEaL1bBhbzZsmOKhvA/r1qW/dmf/wz3AkEIlGXPlHDcBXwQF0WjNGmp7yORZpkwn\nzpyJwF2QLF06mtOn56Y73iJ/SEzUcc3PTwPsuM8EFioEb70VzeLFOtsYGJhMv37NcjTgjDGPAvNR\nDfrXwFjgb4wZaPNLvT65kQW83MAaH3OfpUuheXNdv+ce+O23rNXzybhx/Dl3LpWKFUsrSz12jJFO\nkaZH1KyJT8WKadtH4+O5s0sXer7yStYatbDITYYPh1274KuviOzShX5z5zKxc2dez2bQl/btVePm\nYCXwgIcjBdDh4lr86urVI21iduxYGDQoW93MFzI9Rl7NhhMNG7cD2A0M8nLMRNv+jUADW1ktHEla\n7ZHAMkzu6qHenDFctcgyrVuLwKNe/MN6ip+fp3IRiBLN1eZc9qrAUgG1n65ZU2TTpsz1JzZWff5K\nlRKBll7abiGPPy6yYUP2rz+zOd2ymrMmMnKy+Pm55jbz83vO8o8rgBw4oLkI69f39NtbLZrT0FFW\nrNhzOZoDUH1CU93avSD6GL1+4Qb3wcvpxRofc587a7+Z9h9bsybr9SQkJKSNA14GLZfFPn4keHMq\nsrDIby5dEqleXS5++61E1tScvyNq1pRLly5lq9ozZzQfnuPvkCrwiThiLXQSWJQ2Bt5007XlX//+\ne0edQUHZ6mK+kdkx8moDiC+wB3X+9gf+Bm5xO6YV8INt/S5gjYd6fIDjQBXbdiQekrt6OC9375ZF\nhhw9av9DPCeeA410lHbtRNq2FQkI0MXX1x4AZbB4HrsGS2ioSKdOIufPZ71vZ8+KQFMv/WqaczdB\nMpfoe0j79vJaaKjMnz7dpXz+tGnyWmioDOnQweu5kZGTpXTpThIU1F1Kl+5kCXcFmO++0+T26ROs\n9vP4uw8J8f69Zxb4zst/q22OtZEfWAKeJeAVFBYtWi333PWs3EEhMfwtkJIj9X772WcSGZpxIK4R\nYWHpxg8LiwLJjz/KjFKlZIuPjwjIZh8fmTlhQrarfftt+3ukCHwuMMjtr/KKwDQBkf/979rqTEpy\n/bslJma7m3lOZsfIDE00jcbHjxSRFrbtwbZRZazTMVOBlSIyz7a9A4gQkRNOxzRDfQga27Yj8ZDc\n1UP7klH/LHKXXr3g448BvgJCSJ/C4L8YMxERe6oD/fT3h8TEzoAn08LHmTTpG3r3Jp3/WmbRcPFD\nPfTrTfIrXPzU0aNp3qVLupw1oAngf5ozh+eHD/dwpsX1xn/+A3/8ARs2qAmxMgJ1nXLnMUTm50i7\nxhwBKqFpNfYC/YHi+PsPJzFxbIbnFmQsE83MYY2PucPixdE8+eRXlDl3ht+Zyz10Zp/vQBYuvJAj\nptb79+5lasuWvOVknmlnUM2aPL9kicfxw8Iiv/FoarxuHSMdA2COmBqnpEC1ahqAD9qi6bDcGcDt\nt09g7dpr73/9+uo2CLB8OTz00LWfWxDI6UTnlYDDTttHUC3d1Y6pDJxwKusMzHY7z1tyV4sCwPnz\nduEO4FFgOpqmyU4v4BTFi0OdOppn5NQp9Y3TpOTJXmq+TJ8+OdPH8uV9OHHiczTZuZ1nKF8+zzNP\np5GR8BZWo4Yl3N1AvPkmRESo7f9339mFvPTBdZTLOdhyKTTuxpNOZYkUKlQnB9uwsPhn0q/fp5w7\n15DmzKQ0cDs/sTvlLvr335AjAl7V0FC85G4mEKiW21GaLCyySPd+/Ti6eTP1Fy6kXZznnL8jd+8G\n2+TF/OBgTNu2dO/bN1Pt+PrC7NkarFOklJejCjFzZqaq5Z13oFkzXR8wAI/B0m4krhYP6lqnB90l\nyrTzbAlbH8E13OKHQBgaPew4kKEmzyLvGTfOecsHleM7Az1sn/Vo2LACu3fDkCFw990aycjHRwU+\nSERTKTgzFO+CX+b57LPBFClywqVfRYqc5LPPrkPvWYvrDn9/mDcPVqxQIa9oUVCNmqfffc4IeOfO\ngb4Guk9iBHDlSs0cacPC4p/Mvn17KcmXDOYSAIOIoySz2bt3T47Uv2vXLmqd0tz2+43hperV2W8z\nZ7n55El27dqVI+1YWOQ0AQEBRM2ciYwfT1RoKIlejksAIsPCMBMmEDljBgEBAZluKzwcHnwQoLSX\nIw5Rt27m6tT6lM2bM92l646rafCOAlWctqugGrqMjqmM6zR2S2CdiJyyF4jISfu6MeZT4HtvHYiK\nikpbb9KkCU2aNLlKly2yS2Kiaicc+GPMdkQcJpchIQMYObIT5crpy609glFiopqs3X13ItAceA2H\n+WQLYH2O9bN163C++gqvkTctLHKbKlVg2jR4/nlo2BB++aUcnn/323OkPZ2xTCG9gAdJSTflSBt5\nxapVq1i1alV+d8PiH4672VkEWwmhHPXQELn1SaUZscRwkijb+0d2IlyuW76cRrGxzA8OZlPbtoye\nNIlxffpQf+FCbo+LY92KFR4jLVtYFBQee/pp6kdE8JoXU+MROWRq/OWXEBJSC3gJeM9pz0DgQKbr\n8/XVaJp2M80TJzRP8o3K1Xzw/ICdwEPAMeBPoIuIbHc6phXwooi0MsbcDbwnInc77Z8LLBGRmU5l\nHpO7emjf8jHIB6ZMwcWM0hj44INovv/+2gUpP78mpKQ0BMY7lQ7A1/dvkpNX5lrfLSzyg8GD4a+/\n4OefO6I+q+60xi2NWZbQUM+eBTxIISHBlyxMlhYILB+8zGGNjzlDYmIib/bsmaHZmTN2wWzIxx9n\nSTMxtEMH/NaupWFkJO169EgrXzB9OutHjiT5jjt48ytPzxALi4JDSkoKr99yi0uqDzsjatYkascO\nl5y/WcWYLkAjYDVQBJ3g9AEOIrIm0/WtWgUP2LIuPPGECpHXC5kdIzO8+yKSDLwI/ARsA+aJyHZj\nTC9jTC/bMT8A+4wxe4CPgLSEYsaYokBT4Fu3qt8yxmwyxmwEIoAB19phi9xFBF5+2bXsqaegT59w\nfvxxFKtWRfHjj6OuqiUbPrwjmrf3NTQrxmvAAYYP75Ar/bawyE9GjYKEBFATZE8mmvHpzskK27aB\nPrbfd9tzChC2bMmRZixyEGNMFWPMSmPMVmPMFmNMP1t5lDHmiDFmg21p6XTOEGPMbmPMDluQMotc\nwm52lvTOeHoG5K7ZGUDVevV4avlyF+EOoN1TT/HU8uVUzUaiaAuLvCLvTI2PoZ5c36GB+74GyoJX\nT9aMCXd6dZ03L9udK9BYic4tXJg3Dzp3dmwXLgxnzuhnZslMQnELi+udI0egSpXF6HxWRdQCfiAw\nBNiAyOpst+GIPBtNkSLLKBf4Gwdj70WkDxBC//7w3nsZVFCAuVE1eMaYECBERP42xhQD1gHtgI7A\nBREZ73Z8HTQo2R2o8/Ny4GYRSXU7zhofc5CXX4bJk/bSKqkx84lJt/8xijB+zyYrwqWFBfDFBx/Q\nqF8/tts02q84mRrXiotj/aRJ/DsHIuqpkeAPHvZk3Sqmbl37ZKm6Ffn7Z7l7eUqOavAs/nk8/bTr\n9qxZWRPuAKKienP69FxiY2dw+vRcS7izuKGpXBnUx/R2YBfqmpyE+uCVyXb9+/c71osXD+eJTu2p\nnrSO4kU6oGlM4Jtvst2MRQ4jIjEi8rdtPR51yKxk2+1psG4LzBGRJBE5gOaivTMv+vpP5ZtvYPJk\nSEwKJRDPb3sBiBXh0sLCxrboaGaHhqZptIsVK0bUzJkwYQJzQkPZujr7E5pKIS/lWdPgAXz0kWN9\nwoQsV1PgsQQ8izQWLYJLlxzb9etD+/b51x8Li+uN4ODf0BhT84CngRJAMMHBlzI871oY76TnCQiA\nwCNj+So+jkpXxqSVH/WWpcGiQGCMCQUaAHbnkb7GmI3GmM+MMcG2soq4BjOzJz60yAV274auXXUm\nH3bRmHMA7MHQhursscngTQOxIlxaWNjIO1NjbxGosx6Z+r77HOuuAQVvLCwBzyKNTp0c68aowGdh\nYXHthIWFAW+4ld5N9erVs133t06ezP7+lyh9YB2lgXsD12Ef7EQ0SaxFwcNmnvlfoL9Nk5eZdEGW\nLWYucPky3H8/XLmi20EspynxzC5UmEcCq/FLibtpE1CVOYGFaJxwmXUrVuRvhy0sCgjPDx/u1Vw5\nJ3P+Vq9eAnALDMEAqlcPynKdxoC963FxkJqa8fHXK1dLk2DxD2HBAlft3YABUMmaM7awyBQlSpTz\nWJ6UVDXbdR87pp/GwB01ptLx970A9Lu8lwXmI87ISwBs2aLRNi0KDsYYf+Ab4AsRWQAZpgu6Wuqh\nNKw0QtmjaVMNlW4nrGg0X5YN5fbISLa7RbicM3IkyatXu4aYtrCwyFUmTuxD166fEBvrSD0UHHyK\niROz5/Iza5ZDk/fdd9CuXba7muNkN5WQFWTFAlA/u7RZzCA4e1aTlltYWFw7zZsPZ+nS0enKg4K+\nJDb231mq85Nx4/hjzlz2rNc8Xb4+0KDCMcYddYSn7kJNjlMRgEoVoUiFrOfpyi9u4CArBpgJnBGR\nAU7lHtMFOQVZuRNHkJWb3AdDa3zMHs8/7+qLExQEbwwYTauuXTxqJvbv3ctPc+bkmGbCwsLi2li8\nODrH8x2LON5xq1eHvXtzoKO5TGbHSEvAs+DTT6FnT8f2jz9C8+b51x8Li+uVxYuj6d//J/budTbT\nFIw5Smpq5SzVmZiYyAstetJ45UKe4up5uqabYA51y3qervziBhbwGgPRwCYcppZDgS6oeaagOWV6\nicgJ2zlDUSfOZNSk8ycP9VrjYxb54APo18+x7esL585B8eL51ycLC4u8pWJFOH5c11NSCr5SwxLw\nLDJFSgoEBjr8du64A/78M3/7ZGFxPWOfbTx3zpc//0wBXgd8shWOuUULWPPTNB5lFJ9yAE9iWwLw\nLGF8zwhipUeW+59f3KgCXm5hjY9ZY8kSaNXKtezIEcslwcLin8aKFWqmDZoAPSIiX7tzVSwBzyJT\nvPYajHayKDt5EsqWzb/+WFjcSNSvDxs36vpHH8Fzz2WtHocJ9V56V2jJ5OO70x3zGDVZwBKgxnUx\nG+mOJeBlDmt8vDYWL45m4sSlJCT4ceVKMn/8MRCNbqv88gs0bpx//bOwsMgfnM00w8MhxzI75BKZ\nHSOtICv/QDQB+WqSkopw/nw9oD9g6NHDEu4sLHKSvn3h2Wd1/fXXsy7g2f1jfXxCKVnE8zGaFUjz\ndG3ebAVasbBYvDiarl3fIzbWHyhsW/xRq1jDe+9Zwp2FxT8VY9T3Ni4OoqNV4DM30BTjdTbHa5Fd\noqKm8PrrKzhzpibnz1cDTgOrgc189lk+d87C4gajY0fHuj0KZmZxjvLXqNEubjlzCoD9xvBS9ers\nt41I93ESTbAOH3+ctbYsLG4k+vV7n9jY08Al4AqQBKgPQvv20L9/PnbOwsIi35k82bF+o7knWQLe\nDUBU1BTKlOlEcHAPypTpRFTUlHTHxMXB+vUwevQSoAIwmhIEAqOB74DI686ky8KioFO8ODzwgGM7\nJibzdTgPQHfXXs7tsbHMDw5mVrdujN64kZlPPsmCoCCaEkcQmqdrwYJsdtzC4gZg375DqFb7e2Au\n8Ck63n3J11/nZ88sLCwKAl26ONbfeSf/+pEbWD541zmqkVsAlETNTy4D8dx//1NUqNCebdvg4EFI\nSIAiRSA2tiWwBMNGGhHBWqIRbgMeRmRZfl6KhcUNyc8/w0MP6XrbtpkXvsqVg1OqtOPVth0ovHEt\nDSMjaeeWp+vnl0fyQ+wd7OUrjLn+krdaPniZwxofr44xDwGekpM3RWR5XnfHwsKiAGL3cffxgeTk\ngmummdkx8qo6G2NMC2PMDmPMbmPMIC/HTLTt32iMaWArq2WM2eC0xBlj+tn2lTLGLDPG7DLGLDXG\nBF9rhy1cGT36S6A6MA+YYfuswi+/fM1XX8Hu3ZCYqC97sbEAtwFwE2NZQhw3McZWkxUf+v/Zu/P4\nqoqzgeO/JwlhEUgEFESgBMQNFXBBWxXSKouigm+lgFoBRfGVxe2tKAIJoAKtokVKcRergLiBFBdA\nDbQWURECspRdBQwqkLCEhIQ87x9zwr1Zbtab3CT3+X4++eScOXPOmZMLmcyZmWeMqQj+a08vXBgw\nW0C5jbvTToO2F3dg8NKleRp3AH0GD+bKmUtJE/f/W9V9GRPeGgZIt/rOmHAwY9KkYvOMHeu+5+Qc\n5PLLxxAfn0iPHmNYtGh5BZeuYhXZwBORSGA60BM4FxggIufky3MtbhHWdsBdwN8BVPW/qtpJVTsB\nF+EGwb/nnfYwsERVz8S9Xns4eI8UXo4fjwVm5kudSW6whcxM18DLXQYBdgHpXMQqGgMXsQrX65dZ\nOQU2JsxERLjlR8C9aDl2rOTnZmf7tu+9F+4eM6bQRZgBet/YlgMRvkWYV68uS2mNqUkC/WfLqtRS\nGGMq37fJycyfMoX1a9cWme/BB8EFXqrPihWPsWxZIosXP8aQIfOrdSOvuB68zsBWVd2pqlm4Qey9\n8+W5AZgFoKorgVgRaZovz9XANlX9If853vc+ZSx/2MrKgmHDABoFyLGN2i6sXr63+Xs4mRt4mG0A\njGIbJ3M9cKRCy1vRSvKWxphQmTXLt52QUPLznnnGt52v066A6Gg4/3zf/t//XvL7GFPTuCHKR4FH\n8x0ZjXvfbIypyd6aPJk5aWnMK+bvQ/e3cjb5m0QpKVMZN+7NCitfRStumYTTgR/89ncBl5YgTwvA\nL/Yb/YHZfvtNVTX3+F4gf4PQFOHnn+HGG2HNGnA//sLkkJkJDXiStswlhvoIoPyXZqTTATdBpyM5\ndOcrUhASvbFkuw8fpvOAAdzpXmtUeblvabr26kX7Cy4IdXGMKeAcv3EPf/sblPR9xF//6ttuWoLf\nkn365P5egH/+s+TlMxVLRFoCrwGn4l4VP6+q0/yOPwj8BWiiqvtFpDWwEdjkZVmhqvdUaqGruZkz\nAeJx0xLGApHAcSDF+26MqanS09ORVW6kGqtWcfToUerWrVvEGcuAq4D/BfYDh4GmrF9ffTs/iuvB\nK+ksjvyT/k6cJyLRwPVAoTGrvFniNlukhL75Bjp1cuFcjxwB96O7M1+uIUAd6taFnJNGkkp7BrGG\nz1hGEinM5WCe3HM5SBJpJC5bRofkZFqcdx4DR4yonAcKgpK+pTEmlGJi3PdDh2D//pKds2uX+96i\nRcny/+53vu2yROw0FSYLuF9V2wOXAcNypzt4jb9uwHf5ztmaO83BGnelk5EB998P8H9Ay3xH95OQ\n0K/yC2WMqTRvzZxJ321upFrfbdt467nnijljNPARkIZrGkUC28nM3Fqh5axIxfXg7Sbvb8eWuB66\novK08NJyXQOsUtWf/dL2ikgzVU0RkdOAnwIVIDEx8cR2fHw88f4RC8LMG2/A//6va9jl5ECbNrB9\n+1dALK6TtA5urZ9jwCBq14aePaP5059m8c2nL3Pv4xP5S+pOogu5dibwRFwcncaNI6G4sWBVSOnf\n0hgTGlOmwN13u+0ZM2DMmKLz/+A3LuKVV0p2j86d3Zy/6hBBMykpiaSkpFAXo1Koagqu6whVPSwi\nG4HmuF66qcBDwILQlbBmGTs2d65rPaAxjRpt5fjx2kRFZTB8eHcSE629bExN8cKTT/Ll3LmcXr/+\nibScPXsY6FWE5+XkMG/GDBL9QlgXHKmmwMfAHL8r3wmsKfb+MyZN4p5HHin3cwSdqgb8wjUAtwGt\ngWjck56TL8+1wAfe9mXAF/mOzwUG5kv7MzDK234YmBzg/mpUs7JUH3xQ9eSTc2fTqV59terpp6vC\nDeqbZef/9Xs9elR17lzVHj1UGzVSvWXAVu1fu1FhmfXmeo10+9atoX7UUnv1qaf024gIVdB1ERE6\n6+mnQ10kYwqVne37L9e4cfH5H3jAl7802rTxnbdyZdnKGgre7/si66Sa8OXVp98B9XFz2p/20ncA\njfzyHAZWA0nAFYVcp/w/9Bpo37681dvNN4e6RMaYipSZmakJt92m78XEFPr3bf6vd2NjNXHgQM3M\nzDxxDegZIHtPXbIk8L3XrVmj3WJi9Nvk5Ap/ztLWkUX24KlqtogMxzVrI4GXVHWjiAz1jj+nqh+I\nyLUishUXqWNw7vkichIuwEr+MYSTgXkicgewE/hDUeUIZ/v3Q79+sHYtHDjg0u69F2bPzg2fHhPg\nzBxatHDDOQcPhvfeg+jo1vxpWV3YUzB309h6/CouroKeIjiC85bGmNCIjPRt79sH//0vnHVW4Pz/\n+EfZ7vP73/sWbJ0xw/XqmapBROoDbwP3Ajm4cUHd/LN43/cALVX1gIhcCMwXkfaqesj/ejbCpaCh\nQ33bIvDSS6ErizGm4kVHR5M4axbvvfwyiRMnMnpnWUaq1S/kDJferx9Mngx35m/J4JsiNG3SJMbP\nmVMwQzmUe5RLaVqDlf1FGL6h/Oc/l2n37o9q164J+pvfPKqnnLJMG/l1uv3976qxsf5vF0YW+tYh\nKuoG3bEj77U3bNigr3snbwG9qc7JusU74R8xMbpx48aQPHNJBeMtjTGh1L6975/ogw8Gzpea6ssX\nE1O6eyQl+c495ZTylbcyUcN78IBauJel93n75+OCjO3wvrJwLzxPLeTcz4AL86WV/4dew2zdmrca\nGDo01CUyxlSm7Vu36kPt2hX6N+FD7doFHKkGPQL8KXmt1qun2qyZ6v/9nxuJk+vIkSOa4N1rXLt2\nmp6eXqHPVto6stiFzk3lWbRoObfe+gKLF8OyZfCf/8DPP/+X/fuViAhYtMit1+EWLIeoKIiKuhJ4\nIN+V7uess5rRunXe1FVLl3JRairvxcbyxsCBvPLz97x+223Mj4nhorQ0Vn3ySSU8ZdnlvqXRqVNJ\nbN064ApHmUBCXBzy9NMkvPoq0dGFvcsxpvKNGuXbfumlwHPlPvjAtz14cOF5Arn0UtdzAb5F0k1o\niYgALwEbVPUZAFVdp6pNVTVOVeNw89svVNWfRKSJtw4tItIGaAdsD1X5q4ubb/ZtR0TAs8+GrizG\nmMrXqnVragc4VhsCjlSrV+8gBQcbPgT0JT3d/d397rtuhMwRL7Bm6QO5VC5xjcKqSUS0Kpcv2Fq3\n7s933zXHzbnP9QhQhxUrEuja1bdIcq1a0KwZxMVNZLicLhcAACAASURBVPnyrsASfGGgu9GjxxI+\n+mhinuuP7tuXqK+/5sKEBPr4dU/Pf+UVvpkwgexLLuGJefMq8hGDZse2bcy85hqmbNlS4Niodu24\n+8MPAy4IbUyoZGRAbgygyEhYsgR++9uC+Xr0gMWL3fb27VDa0dNNm8JPXuiqnBxfg68qExFUtRqU\ntPRE5ApgObAWX9To0ar6oV+e7cDF6pZJ+B9gAq5XLwcYp6qL8l0zrOrH4vz733Dllb79Bx+EJ58M\nXXmMMZVv48aNfPOb33BLaio7RPhrXBz37thBnCqvx8Rw8RdfcPbZZxc4b9Gi5fTuPZrjxxvihmse\nAS7H/Q0uNOBJzmAuTevUJzLSrTlba98eJvj9DTquXTsimjc/sR/sKUKlrSOLi6JpKtj27bBwofv6\n7rsM8jbuACYB13LFFXDcW7qnVi33B9zq1XDVVV2JifmYtLTHT5zRtu1oRozoWeBerTp0oMfkyQUa\nPn0GD6ZDly58HOTxwxWprG9pjAmlOnVcw+74cff18ssFG3hZWfDZZ779/D3xJXHdde7aAP/6F3Tp\nUuYimyBQ1X9TzLJEqtrGb/td4N2KLldNcsstvu2oKBe11hgTXlYtXcrF3ki1tb1789j06Tw5bBgd\nFyw4MVKtsAZer15dWLDgCZ59dgkZGZHUqXOcBg26sHChkJkJhxjJAdYxImMBg0mDLwree8KWLeA1\n+N6LjUV69w7pkmPWg1eBFi1azrRpi8nMjKJ27WxGjuxOz55dWLkS3n/fNer27YOLL3Zv9j/55G5g\nZiFX+j3wDuAad6ecAps2wZ/+5EKpDx26nBkzfP8oR4zoRq9eNfsvurK+pTEm1Dp2hORkt123rhtG\nedJJvuNLl0I3L+xGRITvxU5pfPIJXH212+7fH6rDu5ua3INXEap7/RhMs2aBf8yEhATwiz9jjAkT\nwR6p9vzzMHIkZGa6/Rhe5gYm8iLFB3LpE+Qlx6wHr4rInU+XmvqrE2lJSa9Qpw60atWFc85xQyy3\nb4ePP4bsbHBz8AvjKvHoaGjUyEXfe/FFN0fv88+hQYMu3HBDzW7Q5VfWtzTGhNqIETBkiNuuU8dF\nuL31Vt/xd/36bdq0oUx+/Wvf9kcfle0axlQHOTkwbJhvv3ZtGDcudOUxxoROsEeq3XUX/OpXcOON\ncPQopHE7/6Arh+jJexRcBH1gdAyTliypElOErAevgrRt24/t208n75DLB4iOTkfV9dJlZbnhWjk5\nLlYPdAcuAR73O2c08CPR0a8QGwtbt7oALHfdBStWuH944agmzSc04WXfPmjSxLd/1VWu1w7c74Fm\nzXzz58aOhQkTynafhg3h0CHfdas668ErnepcPwbT2LHw2GO+/SlT4KGHQlceY0zNk5wMXbtCWhrA\ncfpxNnMLaeD1py6zjx8mIiL4MSxLW0daFM0KcOwYbN+eTsH5dFM5dqwRqr5hV+3bw9/+ltv9ewjY\nBIwFEr3ve4Df06ABbN4MO3bA7be7t/zh2rgD95Zm8NKlBbrA+wwezOClS2l1wQWhKZgxxWjcOO+a\neF98Abt2ue3kZF+ELoABA8p+n8sv920HitZpTHWWng6P+70PrV/fTV0wxphg6tABvv0WWrYE2MwV\n7AZgK8J1tGGrt4Tp5Rxj8+bNoSuon7Bt4C1atJwePcYQH59Ijx5jWLRoebmvqQoLFsB55wEBQ4Bs\n5eyz4ZlnXOX05ZfQqhVcfz3AacAvwBpcQ28NLjp2UzZvdt3D11/vQj9fdlm5i1ut3T1mTMAu8Li2\nbbl7zJhKLpExJXfOOb7tRo3gjTfc9oIFbj5urjPPLPs9/Ietffxx2a9jTFV1xx15e6enTKkeEWON\nMdVPixawbh2cd/pSruYoLxNLN25jEcl044+8QgxXc7zKLDkWlg28RYuWM2TIfBYvfoxlyxJZvPgx\nhgyZX65G3jffwO9+B488AhddBFAvQM4jLFvmhmd27Aj16rmIdy4k+j7gHGAhMNf7ngrcT9260Lu3\nq9D69StzMY0xVcDdd/u2d+92QSJUXc98bu9+VFTenr7S8o/OWcWW5zGm3HbtgrlzffuxsXDPPaEr\njzGm5ouJgV6XLucx6vEAT7OTV4H67GQW9/M0T1CX9cuWhbqYQJg28MaOnUtKyhlAP2AQ0I+UlDMY\nN+7NUl9r9263EHGvXtCunYuI54Ik/B54NF/u0UAWjRu7NXq2b3dBFnxvHGMpGEXzL0BDBg6EM85w\n8w2MMdXbtdf6tnNy4Mcf19Cp0xjWrXsbF1RJOeus8t3jpJN8DcQlS8p3LWMqQllG0iQmzqBJk360\nanUfbt1X14X39NMVW1ZjjAFo3akDb3ARaQzKk57GYF7n4iozRSgsg6zUrn01x46dQd7G1N3AXoYN\ne49LL3VDIM84I+9wD/9lD6KismnatDsffdSFG2903bbffuuGXYqA6h9w69Oeg28B8g1ABvXrL+LI\nEffGPiLCfbkomncBzxdS4r78+tdv8emnrkFojKneVF0PnZsbp0RFbSI7+xz/HNxyy05ef7186zl2\n6gRr1vjuWZXV1CArItISeA04FdcaeV5Vp/kdfxD3Jq+Jqu730h4BbsdVHCNVdXEh163WQVZyR9Kk\npPjmqjdr9gAvvtgn4DI/iYkzePzxtWRn+9fdSt266aSnn1ToOcYYE2wiVwOXUjAo4leoVswbVVsm\noQSOHatFwZ6ymcC11K3r1qgbMwYOH+ZEY09kOX/723z27vVVRrVrj+Kyy4TZs688sUZGZKQLjPD6\n6z8BjYDNQF3gKK5u/xUZGb71rWJi3Np2+/dDdnagCiqT+fOtcWdMTSECZ50FGze6/byNOwBh69aP\ngP8t132GDYM773TbmZkuhLypdFnA/aq6RkTqA6tEZImqbvQaf92A73Izi8i5uOEl5wKnA0tF5ExV\nrVGhctxImqPAtUB94DApKU0ZNeotfvWrLqSnu3nnuV8ZGfDkk1+SnS3eOe2BaOC3REauA+4P3cMY\nY8KKSBSqPXDBEHM7cXoC28jOdi9wQ60KFCEUAjWk2vLKK643rUsXuOACF5Xrl1/guecWcfhwH2AM\n7seWTWZmL5Yv7wi4P9hatXLnuWU2InC9d/6t+0eBX4iJcW/TDxxwPX4XXggTJ8ITT3zPd9/dCbzg\nd84QWrSI5dRTg/wjMMaE1MCB8PDDuXvLgcW43y2PAJlER+8r9z369/c18N5/H/r2LfclTSmpagqQ\n4m0fFpGNQHNgIy7U8kPAAr9TegNzVDUL2CkiW4HOwBeVWvAKlJUFq1evxtWRH/gduZ3169dywQWu\nThVxL0Nzv2dkbAPa5DtnGEeOfI018IwxlaV//w7MmTMLeMkv9TBwD2++CbfcEqKC+Sl2Dp6I9BSR\nTSKyRURGBcgzzTueLCKd/NJjReRtEdkoIhtE5FIvPVFEdonIau+rZ/AeqSSyA6YfOuTWuViyBF56\nCf76V5gxAw4f3grMypf/F1R/plYt+M1v3Hy8115zC5K7N5KP58v/OK5Xz619tWyZezP5n/+4de0G\nDboK2AX0x80N7A/8yB13hHnITGNqoO7dc7eOAx8Bj+GWR6kNfMHhwzvLfY/69X3bf/97uS9nyklE\nWgOdgJUi0hvYpapr82VrjqsIcu3C9eRVa8ePu2BCl1wCdesCNABezpfrZaA5MTFuDmmdOu5NeERE\n7nDmZhSsh/+Gan2MMaayzJ49hQEDmhAVdT2Rkf1xU6x+AroyfHjVmBJRZA+eiEQC04Grgd3AVyLy\nvqpu9MtzLXCGqrbzGnB/B3JbJH8FPlDVm0QkCl/XmQJTVTX/QnEVzi1SeCXwMDDZ78hdeC9ZqVfP\nDQc5cMC9aXRdrVcCP+P+CMv1KPA8EREfsWKFq4SionLXsYoJUILN/PJL4UdWrNgDfFgg/YsvLLKK\nMTXN+efnbkUCT+Q72p2DB98Iyn2aNHGjEP7976BczpSRNzzzbeBe3ATt0bjhmSeyFHF6FfhzoWiJ\niTOYPn0Z2dl1iYo6yvDhXRk37h7mzXMvSr/+2vXEnX8+nH02rF9f+DI30JLU1EB3aR0gPVB9a4wx\nFWP27CnMnu22f/jBjeIDSE11I2Z69w5d2aD4IZqdga2quhNARObiho9s9MtzA94rNVVd6fXaNQUy\ngCtVdaB3LBtI8zsvJJPpp04FGIAb7XI9rs15BLfIeDbZ2dCwofuj6OBBXwPv2LGNQP5Y448DN5CZ\n6fJkZfkHZSl8mYS6dY8Vmv7DD7BjR+EfR0ZGOWKlG2OqpKgoF3l3y5bCj6ekFP67orRuucX9gZ2V\nFZTLmTIQkVrAO8DrqjpfRM7HtVaSxVUaLXBz8y7FvUxt6Xd6Cy+tgMTExBPb8fHxxMfHV0Dpi5eY\nOIPx4+fheuUESGf8+HeYMOFMIiKu5rzzoH17WL/eLSnkHA9wtZ1F3On7AOnB+b9ijDFl0bKlG8n3\nn/+4/SFD4IYbyrcuZ1JSEklJSWU+v7gG3unAD377u3BhY4rL0wL32/tnEXkF6ACsAu5V1XQv3wgR\nuQ34GnhQVQO+swuWffvgqafADfM44BXLzaeDH4EUVF0vX1qaa+SdeqrrkUtPDzQfxr05zG3c1a3r\nhqKcdFJv9u/PHxVzMA89dA3gAh58/jl8+KH7SkmBWrUKHzpap06gitAYU5317QtPPJGFCxaRV3r6\n/qDcY+xY18ADOHQIGjQIymVNCYlrwb0EbFDVZwBUdR3Q1C/PDuAiVd0vIu8Ds0VkKq5+bQd8Wdi1\n/Rt4wVRYb1xiYt5F5lThp5/gv/+FCRPeBM4g73yUO1H9CpGrSU4u7C45uFEw+aPQHaRBA986kLVq\nue1atWD79r0Bzjlc/oc2xphyWLLEDS0HN2rm00/ddKyyyv/Sbvz48aU6v7gGXkmHheRvo6p37QuB\n4ar6lYg8gxsXOQ43jHOCl3ci8BRwR2EXDuYbysmT8aJd7ge2UzAAyl5UXZCV2rVdD97eva5icb18\nhXFh6aKj3TmRkW49niZN6vPHPx4lNdUXYadhw+P89NN59O4NSUlwzjnQs6eb63fxxfDRR925995H\n2bbNV662bUczYkQlT1E0xlSKq6+GJ57YAbQl76/joageDMo9Gjf2bb/5pnuzWBWU9+1kNXI5cCuw\nVkRWe2mjVdV/PP6JulZVN4jIPNy6OtnAPZW5HoLrjVsINDyRNn78Ir766mTatBnAmjVuDdeffnKN\nvJwcUK1N3sYduGBhD3pLABXmF+A2CotCl7uMUO5T+96Cn4GbSuF/TgphuqSvMaYKqVfPBTabO9ft\n33or/Phj6MpT5Dp4InIZkKiqPb39R4AcVZ3il2cmkKSqc739TUBXXKNvharGeelXAA+r6nX57tEa\nWKiq55NPMNf5SUmBuDg3t87NoxtTSK5+wJsnonYdP+6rWFT74hYizxvhEo7QqNEccnLcUKjHHoPY\nWOjRYwyLFz9W4A6nnTaWJ5+cSPfurocwv0WLlvPss0vIyIikTp3jjBjRLeCaQMaY6u3IEahf/yXc\nkmezgIHAQtzvmj+j+s+g3Ccy0v0hfs45sGFDUC4ZdDV1HbyKUlHr4NWt+1syMhQ33NJ/CkMjatV6\nl6ZN3fI+x4+75X1SU+HYsdEUnEcKkDcqdGQknH66e3mamjoE14mZvzduDUlJH1CnjguyEh3tevCi\nouCcc24kM/N+YAm+Bl436tR5mqNH3wv6z8IYY0ojJ8f9nsu1YoVbai0Ygr0O3tdAO68RtgfXAhqQ\nL8/7wHBgrtcgTFXVvV5hfvDW79mMC9Sy3ks/TVVz27U3AutKWuCyevxxOHZimP76ALlacNZZrtfu\n4EFXseQOvVRtC7TC/Qhy17XrCvyOM8+Ev/3NLXeQ6+DBwn+0Z54Zyc03By5nr15drEFnTJhwwzn+\nhWvg5Y5S/xa4gtzRAcFwySWwciVs2hS0S5oaKiPjMHA+eSNc3gO0IysLdu1yX3ltC3A11wA99VT3\ncvXIEVe33ngjvPvuIdLSCvbgNW68na5dC7/auec2ZvXqj8nfKDznnMaFn2CMMZUoIgIefdS1OQBu\nuqmw35eVVJaiDnqBUYYDH+OGi7zpLc46VESGenk+ALZ7a/U8h6sJco0A3hCRZOACfK/4pojIWi+9\nKxW8gM3338OLL7qWdUQEwMmF5mvW7Ag9e7rJkg0aQOfOriJylc1q3Dz3N4FXve+7gZf5/HNf4y4t\nzX24X39t8+mMMSWxAxeT6j7cwIfRuF+5PwftDlO8MRdVIXSzqepOpuDyBTOAwt8OuFEuEbhpDv5G\nA2lER7uGXa9e8MUXrtfv5Zfhvvu6EhU1GzdLIxGYSFTUGwwfHvgF58SJt9GsWe4QzURgLM2apTBx\n4m2lfUhjjKkQjz3mG/23ezeszb8QTiUpdqFzb57Ah/nSnsu3PzzAucnAJYWkV+pv4/Hjc+fe5a6l\n0w+3mPCkE3lE7mDo0IvInfL300/w2WdukqT7cDpS+Lp213gLsLpevClTXEX2/PPdefxxm09njClO\nbdywzNW4aIC7cO+96gbtDl26gJvOpURGDiQi4hB9+57L7NlTijnThJ9Aa8qlF5rqXhrUAXpQcD7d\nZj76yP37i8wXDNoFbZnB9On9iTy8meP1z2T48C4Fgrn469WrCy++iDeNwQ3hHDFikI16McZUKS+8\n4Jvvft11rqOpshU5By/UgjHHYOtWOO8818CLjHTzBlz0rn+Tfxx/jx5L+OijiYVeJyLiD6jOK6SM\n/8OLL75LYiJcdJFrubdv747ZfDpjTHFErsRF9J3ul3o3sB7VfwXlHjffPIo5cy4GkvFFDt7AgAHt\nqkwjz+bglU5FzcET6QUsKuTIdTRs+E+OHHHz4aKj4ehRV69mZvYF3irknF6oFnYtn2+Tk3mga1ee\nXr6c9hdcEIQnMMaY0Ktd2zc1bPNmtyxSeZS2jqzxDbz+/WHevPxDk45RWFjy2rUTuemmRK64Aq68\n0gUkiPAGsbZtexvbt79W4JxatUbx619PYfJk+PWvy1VUY0wYErmGfIMkPNeQN9Biee7RFTevyr8R\nORxYh+qyoNyjvKyBVzoV18DripsDWjD4Sd26H5wIItCunZvb2bkz3H331eTkXFrgnMjIL8jO/rTI\n+yUMGMDIuXOZ1r8/4+fMCfrzGGNMKHzyiYuUDW4R9O++K9/1gh1kpVrbsAHee8817ny9d9C8+Sfs\n2XNNgfyXXHKc+Hj497/hySfhwAG4/HK44gro0uUyduy4C1X/de2GctNNHXjjjfItZmiMCWcnlTK9\nLGqTt3GHt989iPcw1d3y5eCmy19JwaUIcpg/H84/H5o1y1vn7d79P4wf/2m+c/7LmDE3FXm/9PR0\nZNUqGgOsWsXRo0epWzd4Q5ONMSZUrroKGjZ0gaW+/x527oTWrSvv/jV68ZiHH/Z1j+Y27qKiICGh\nPhEReSeEt207mocf7saQIfDqq25o57p18Mc/ugg477yzB9Vb8Z/cDbewf/+P1rgzxpRD4XObXKTe\nYAk0rypQugk3qjB4MMAw3Nrq/gYRERFB9+5w2mkFX2gmJt5DQsLvaNx4CzExO2nceAsJCVcVOZ8O\n4K2ZM+m7zUXg7LttG28991yR+Y0xpjr5z398210qeYZWjR2iuXq1W3vi2DHXqMtdbHXMGPjhB8jI\nWE5qasnnx8XHJ7JsWWKB9K5dE0lKKphujDElERt7FWlp7YCZfqlDiY3dxoEDS4NyD5HrgMLW1Lue\n1NSFxMQE5TblYkM0SyfYQzQXLXLBANz8zGTgIr+jQxgwoHG55mu+8OSTfDl3LqfX971UyNmzhwlb\ntpzYH9euHRHNm5/Y3334MJ0HDODOBx8s832NMSaUmjf3LXi+e7fbL61vk5M5v2NHG6IJ8OCDrnEX\nEeFr3NWtC337QvfusHlzFxo2LHlzunbtsi97MGPSJO555JES38sYEz7atIlj9eo9QH9cNMIM4Ahx\nca2DeJfDuDD2+edVZREXB8nJbnkYUzFEpCXwGnAqbnG451V1mohMBG7w0vYBg1T1B2/t2Y341iZY\noapFd4eVgyrceWfuXhTu38tgIiOPInIkKBFXB44cye516+i4YAF90tIKzTNhyxbwGnzvxcYivXsz\ncMSIct3XGGNC6auvoEULt33xxbBnT+mv8dbkyaU+p0Y28FascPPoIO9QkqeegtGj3VfDhqW75siR\n3dm2rfTLHnybnMz8KVPo2quXRQgzxhTQsGEL4DbyR/Vt2LDo4BSlkwlsIe8cqTigPwcOwNlnu6Ek\nHToE8ZbGXxZwv6quEZH6wCoRWQL8WVXHAojICCAB8IJrs1VVO1VG4WbP9r1hdrry449dadYsePeI\njo4mcdYs3nv5ZRInTmT0zp2FhDpz/1KfiIuj07hxJAwaFLwCGGNMCJx+Opx7rosL8uOPSnz8BECp\nXTubkSO7FxtdP3eucmnVyAbevfdCVlbewCqNGrkf8F/+Au+8U/pr5n4Azz471m9YZ89iP5i3Jk9m\nTloa0yZNsghhxpgC3OiALt6XT506S4J2j+jobI4dO4hr5OX2ErbERdaE9HQ3pH3+fOjRI2i3NR5V\nTcFFKkFVD4vIRqC5qm70y1Yf+KWyy3b8OIwcmTetSxeC2rjzd+Ptt9Oxa1fGXnMNU/yGZ+Ya164d\nd3/4IXFt21ZMAYwxppJ9/jmcfLICy1i2bDVQCzjM4sUf889/PlVkW2L8yIe4ZcsWxpfynjWugffp\np27+HeRdGuGFF2DUKLdOXe3aZbt2r15dSrWOnUUIM8YUp6yjA0ojPr4HixevBNJwvXeHgU+AE+Py\nyMiAPn1g+nS4446g3drk4w2/7ASs9PYfB/6Ii7ZzmV/WOBFZjfvQxqjqvyuiPM89B/v3502r6HeR\nrVq3JlA1XBv4VVxcxRbAGGMqUWwswHjcGIX5fkdu5/rr7yMn5xug4FzlfftS+fnbjZRl/F+NaOAt\nWrScadMWk5ERxapVp5CdfTe1akWSleWO584tycx06+JVlsIihN12332VVwBjTJVX1tEBpeEakZqn\nERkRMZpevbaxcOEZJ9IyMuD++2HHDpg40ZZ/CTZveObbwL2qehhAVR8FHhWRh4GngcHAHqClqh4Q\nkQuB+SLSXlUP+V8vMTHxxHZ8fDzx8fGlKs+xY+7Fp7/LLy9bEIDS2Lx5M2f9/DMAO0T4a1wc9+7Y\nQZwqZ/70E5s3b+bss8+u2EIYY0yl+gL4KF/ay6heT61aUKsW1Ks3kuaZ6/jT0QW0PJ5GEtAYF7u/\ntKp9FM1Fi5YzZMgsUlJOw7VXawH3A98CnQFISoK77oJnn3UBViqCRQgzxlRlixYt59lnfZGDO3Xq\nxqxZXRg0CCZNypv3lFOgWze46ablzJy5mMzMqBLPFyirmh5FU0Rq4UKZfqiqzxRyvBXwgaqeV8ix\nz4AHVfUbv7RyR9F84gl4NO+KQXz/fcUH3Hn92We5eORINsbGsrZ3bx6cPp0nhw2j44IFnJWWxjfT\np3PLsGEVWwhjjKlEIn3I23uXazTwRJ6UGF7mBibyIr65ygKlqiOrfQPvwguHsHp1U/JGh/saeB14\nhvPOg+HD4a23YMmSinsjfezYMZ64884iI4T5e8+r2B55/nmiowubam6MMRXrlVcgMREGDYIJE/Ie\na9IkhbS0R8nKyn15lk2zZj/y4osDK6SRV5MbeCIiwCxgn6re75feTlW3eNsjgM6q+kcRaQIcUNXj\nItIGWA6cp6qpfueWq4F35Ag0aeJ6bXN17gwrV5b5kiU2um9for7+mgsTEujjF0hl/iuv8M2ECWRf\ncglPzJtX8QUxxphKInIN8GEhR34PFBYcZBt9uJD3OOjOp3QNvGIXOheRniKySUS2iMioAHmmeceT\nRaSTX3qsiLwtIhtFZIOIXOalNxKRJSKyWUQWi0hsSQuc35YtqUAPYAyuE3MMbiqDe7RXXoHx42Hy\n5IodbpQbIUynTiWxdWuOBciXCSTExSFPP03Cq69a484YEzKDB8MDD7g5VwkJeY/98sspZGU1xwVm\n2QlsISXlAGPHvlb5Ba3+LgduBX4rIqu9r2uASSKyTkTWAPFA7nCOLkCyNwfvLWCof+MuGCZMyNu4\nA5g7N5h3CKxVhw4MXro0T+MOoM/gwQxeupRWFnHaGFPjZOOWK/I3GohgwAC45ho3RP6CC+CMM6B5\n89bUJqfMdyuyB09EIoH/AlcDu4GvgAH+kb9E5FpguKpeKyKXAn9V1dyG3Cxgmaq+LCJRwEmqmiYi\nfwZ+UdU/e43Gk1X14ULuX+wbSpGeuAVZ/XvwHgV+5oornqdnT1i3rvIqLoAd27YxM0CEsFEWIcwY\nU8WMHw/vvgu9e7u5d85hXHvjFHJ78GAdtWsfIiMjmEs4ODW5B68ilKcHLzUVTj2VE/PUAS66CL7+\nOkiFM8YYk0dExFWoJpB/SSSR8eTkfFIg/8aNG/nk3PMZznG2IrRDg9qD1xm3Fs9OVc0C5gK98+W5\nATf0BFVdCcSKSFMRiQGuVNWXvWPZqpqW/xzve5+SFrggIW/jDm8/lWefhaefdpEzK5NFCDPGVCfj\nxsFVV8HSpfDII7mp9XAVUDJuve1k4CiZmYHGJ5jqYtSovI07qNyXoMYYE27Gjfs98CIwETficCLw\ngpde0KqlS7ma47xMLbpRYGp2sYpr4J0O/OC3v8tLKy5PC9wquj+LyCsi8o2IvCAi9bw8TVV1r7e9\nF2ha6pKf0CBAeh1mzXJRM884I0CWCpI/Qth9bdqwwxsfmhshzBhjqgoReOopOOcc+OorcMF+Z+J6\n7xbi3u0tBH4FAQegm+pg71546aW8ablDgowxxlSMxMR7SEi4jMaN+xMTM4jGjfuTkPBrEhPvKTT/\nhuXLmd26NY/WacHOAk2v4hW3TEJJx3/k7zJU79oX4oZvfiUizwAPA+PyZFRVEQl4n6LCQLvRKYEe\neh+vveZWjq9sq5Yu5eLU1BOBVB7zixB2UVoazXY0YwAAIABJREFUqz75xEJAG2OqFBF4/nkYMAB2\n7gTXoMs/IfwF4Jqg3C8pKYmkpKSgXMuU3H33ucXN/VnvnTHGVLzExHsCNujya9WhAz0mT2aCN6VL\nShlIpLg5eJcBiara09t/BMhR1Sl+eWYCSao619vfBHTFNfpWqGqcl34lMEpVr/PyxKtqioicBnym\nqgVaPMXNMXj7bejb9wPgM+AvfkfuBJJJSPgSv/ZhpbEIYcaY6urYMTcX76OP+uLie0BDJnGQ3LGb\nfVF9K+j3tTl4pVOWOXjffQdt2kCO37z99u3h22+DXDhjjDFBVdo6srghml8D7USktYhEA/2A9/Pl\neR+4zbv5ZUCqqu5V1RTgBxE508t3FbDe75yB3vZACl8Yokjp6XDnnQBneJceixvTOhbIAU4iVMvL\nWYQwY0x1FR0N77wDLsgKCMmcxRSEtV6OdGbPDlXpTFkkJs6gSZN+tG37IDk5qfgPzrHP0hhjap5i\n18HzQjk/gwv58pKqThKRoQCq+pyXZzrQEzgCDM5djFVEOuBmFEYD27xjaSLSCJgHtMLF3/5DYSGg\ni3pDef/9MG0a5OSsB9oXkuN6VBcW8/jGGGMKI3IJ0JF2HGYFc/k1/dlCCyCT6OhpbNoEwYwXZT14\npVPSHrzExBk8/vhasrNn+qUqoJx1VgSbNlVYEY0xxgRJaevIarnQ+bZtLhhAdja4jsJmhZz9P6i+\nW+FlNMaYmui884ayfv16+rOaOaQzgJOYy0vAHwChVSvYuhVq1QrO/ayBVzolbeA1adKPffu6AsuA\nNriBO1cBv+Wrr4SLL67YchpjjCm/YA/RrJJuvdV/DsHrheaJiDhcaeUxxpia5vTTT+FkOvIw6QCM\n4ggnnxhlD99/DwMHBjrb5BKRliLymYisF5FvRWSklz5RRJJFZI2IfCIiLf3OeUREtojIJhHpXp77\np6b+DHwJvAlMwi0jtAh42xp3xhhTQ1W7Hrz586Fv39wImnD8+GfAR8AUv1yDaNPmENu2vVNZRTXG\nmGrthSef5Mu5czm9fn0A9u1LJXXT9/wj+8CJPAOkCT/queQGTk7jMJ37D+C5OeWf8FxTe/BEpBnQ\nTFXXiEh9YBVu7dddqnrIyzMC6KCqQ0TkXGA2cAkuTPRS4ExVzcl33RL14Ilc7V0iP5vGYIwx1UVp\n68jilkmoUjIy4I47IDLSRXpzdVs8bnrgWHwrw99ObOyboSuoMcZUMwNHjmT3unV0XLCAPmlpheaZ\no78AywF4mVgm0pvn547gTxNtHbVAvIBjKd72YRHZCDRX1Y1+2eoDv3jbvYE5qpoF7BSRrUBn4Iuy\nlaBegPQa15Y2xhjjqVZDNMeMgbQ017DzvbjMBrqQd2X4LjRocEpoCmmMMdVQdHQ0ibNmoVOnkti6\ndcDlzDOBO2rF8QBPs5NXgWguvNC9dDNFE5HWQCdgpbf/uIh8DwzCjZ8EaA7s8jttF4EXfC3SwoUQ\nuCGXVZZLGmOMqQaqTQPv++9d1MzISMjyq5ciIvYXmr9OneOFphtjjAnsxttvZ+DSpYxt167Q44+2\nbUfyeUuIOHnQibRDh+CSS/xfvJn8vOGZbwP3quphAFV9VFVbAa/golUHUuqfbGpq7hzJPsCj+Y6O\nLssljTHGVBPVZohm//4QFQXHj+f9I2LUqL1Mnz6NQ4ceP5HWtu1oRozoGYJSGmNM9deqdWtqBzhW\nLwI+TYrj2mvhiy/c72SAtWvhrrvghRcqrZjVhojUAt4BXlfVwtZ9nQ184G3vBlr6HWvhpRWQmJh4\nYjs+Pp74+PgT+yNHukYeXAm0Je80hp7AV2V5FGOMMZUgKSmJpKSkMp9fLYKsLFwIN94IERF5e+/O\nPRdefBGuu245nTotITs7kjp1jjNiRDd69eoSuoIbY0w1tnHjRr75zW+4JTWVHSL8NS6Oe3fsIE6V\n12NiuPiLL2jV6myuvhpWrPA/83NgOq4RcZguXZqybNkrRd5r0aLlTJu2mMWLH6+pQVYEmAXsU9X7\n/dLbqeoWb3sE0FlV/+gXZKUzviArZ+SPqFJUkJUlS+CGG9y8dReA7CAuemau0cDnqC4L0lMaY4yp\nSDUuyMqxYzB4MJx8MhzwBXMjIgJmz4bbb4dp07pwyy3WoDPGmGBYtXQpF6em8l5sLGt79+ax6dN5\nctgwOi5YwEVpaaz65BPOHnY2n34Kl10GycnghvwdwY38rw0Iy5fvoWvXwQEbeYsWLadfvxkcOVKj\nI7RcDtwKrBWR1V7aaOAOETkL1xreBvwvgKpuEJF5wAbcJPN7ShQu03P4MNx2W27jDmAwsImCPXib\ny/tcxhhjqqgq34P3pz8pTz/t5t5lZvqO9e8P8fHw+uuwfDlIjXvva4wxoTG6b1+ivv6aCxMS6DNo\n0In0+a+8wjcTJpB9ySU8MW8e4H4vn3kmfP/9KFwIFv+pZHcBKZx55vs0aAANG0JMDMTGQqNG8Nxz\n/TlypAmu169mLpNQUQL14A0b5obJ+ka7rAPOL5Cvbt3epKcvqNAyGmOMCY4a14P3zDPQpAns3etL\ni46GRx+Fq66CxYutcWeMMcHUqkMHekyeTFzbtnnS+wweTIcuXfh4zpwTabVrw/r10KBBMm5NUn/P\nA/eyOWBnUUNc484Ew7/+Ba++mncqA6zHjficdCJF5E4eeqhH5RbOGGNMpanyPXjwf0RFXUJ29h+8\nNLdcwi+/uF69Z58NcSGNMcYgchMuSGR+Q4HnApw1HF8Dz3rwSiN/D156upuX/t13BfO2b/8mKSnv\nkZ1dh6ioDIYP70Ji4j2VWFpjjDHlUeN68OAvZGevB74BLiQmBrp1g759YePG4s41xhhTOY4ESN9T\nxDk/VERBwtK4cfDTTwXTa9WCVav6Ubt2v8ovlDHGmJAodh08EekpIptEZIuIjAqQZ5p3PFlEOvml\n7xSRtSKyWkS+9EtPFJFdXvpqESlmTYP2wDvUrg1PPAGjRsHjj7vAK8YYY6qCVODufGlDgV9o3twN\ntW/QwDU4fA5ScI02U1Lr164FYOVKeP55OHq0YJ6pU90wWmOMMeGjyB48EYnEjZ+5GrcOz1ci8r6q\nbvTLcy0uhHM7EbkU+DtwmXdYgXhVzb8auQJTVXVqyYuaQYsWUKcOZGe7yJrGGGOqikxgJ9AfqANk\nAAeAbG6/3UVB3r/ffT9wwA2z37YtA9iCi/BoSmvepEmMfnUOAwe6xeZzRUa69QmbNIHhw0NXPmOM\nMaFR3BDNzsBWVd0JICJzgd6A/+DIG3Br/KCqK0UkVkSaqmpuWJRA40VLOdcikscegwcegPnz3TIJ\nxhhjqoZmzc4gJSULSCN3HTyoR7NmMUycWPg5LkDWQVwjz5TaqlUkJBzlxx/r5knOXXx+0aIQlMkY\nY0zIFddMOp28kyR2eWklzaPAUhH5WkTuzHfeCG9I50siEhu4CGOAW4BzWbkSrr0WOncuptTGGGMq\n1YsvDqd+/VOBD4G3gA+pX/8UXnwxcBdSp06dgA4Enr9ninLTtm289sxzHDzo9kVc7x3AJZdYXWmM\nMeGqyCiaIvJ7oKeq3unt3wpcqqoj/PIsBCar6ufe/lLgIVX9RkSaq+oeETkFWAKMUNV/icipwM/e\nJSYCp6nqHYXcX10b8T5gD02azGPDBjjllGA8ujHGmGBatGg5zz67hIyMSOrUOc6IEd3o1atLkfmH\nDJlPSspULIpm6YiIKtCftqTQwqUBqRxmGwP4/sCDxBbx6tQYY0z1EewomruBln77LXE9dEXlaeGl\noap7vO8/i8h7uCGf/1LVE7G+RORFYGHgIiQCscBCbr45iVNOiS+myMYYY0KhV68uRTbo/CUlJfHV\nV0n89rcH+PLLLmzbVsGFCyERaQm8BpyKe2v5vKpOE5G/ANcBx4BtwGBVTROR1ripEJu8S6xQ1ULX\nNZjLNu9UeJlYJtKbP9wxwhp3xhgTxorrwYsC/gtchYt1/SUwoJAgK8NV9VoRuQx4RlUvE5F6QKSq\nHhKRk4DFwHhVXSwip6nqj9759wOXqOrNhdzf68ED+D1ZWe8QVQ0WdjDGGFNy3yYnc37HjjW2B09E\nmgHNVHWNiNQHVgF9cC9EP1HVHBGZDKCqD3sNvIWqen4R1zxRe2cCd0kcC3QcR6MHcfSozVM3xpia\nJKg9eKqaLSLDgY+BSOAlVd0oIkO948+p6gcicq2IbMVNpMiNb9kMeFfcLPoo4A1VXewdmyIiHXGt\ntx24WNrFyLTGnTHG1EBvTZ4c6iJUKFVNAVK87cMishForqpL/LKtBH5fluv35zTm6xKgLbNesMad\nMcaEu2KbTKr6IW7WvH/ac/n2C8yiV9XtQMcA17ytdMUcCuwr3SnGGGOqvPT0dGTVqlAXo9J4vXOd\ncA06f7cDc/z240RkNS4s6RhV/Xega0ZzCIijWTO4rZS1qzHGmJqnGvSJjQVuQeSHYnMaY4ypXt6a\nOZO+27YxPtQFqQTe8My3gXtV9bBf+qPAMVWd7SXtAVqq6gERuRCYLyLtVfWQ//VGAo2Ag6QDr7N0\nqbXujDGmJkhKSiIpKanM5xc5By/U/OfgnXTSzRw+PLuYM4wxxlRVLzz5JF/Oncvp9eufSMvZs4cJ\nW7YgUGPn4AGISC3gn8CHqvqMX/og4E7gKlXNCHDuZ8CDqvqNX5q25jbGsYDLSOPm1tNZvWNYxT6E\nMcaYkAh2FM0qo1mzWqEugjHGmHIYOHIku9eto+OCBfRJSwt1cSqNuMnoLwEb8jXuegJ/Arr6N+5E\npAlwQFWPi0gboB2wPf91dzKL+4nnepLp1mkZYA08Y4wxxS90XkXcT8OG1sAzxpjqLDo6msRZs9Cp\nU0ls3ZpjoS5Q5bkcuBX4rYis9r6uAZ4F6gNLvLQZXv6uQLI3B+8tYKiqpha87FjSmMDrXEKbCy+o\nlAcxxhhT9VWDIZpjgG507fopSUmJoS6SMcaYINixbRszr7mGKVu2ANT4IZrB5j+FISrqf8jKejfE\nJTLGGFNRSjtEsxr04E0EulCnzvFQF8QYY0yQtGrdmtqhLkQNcfz4kVAXwRhjTBVSDRp40LbtaEaM\n6BbqYhhjjAmSzZs3c9bPPwOwQ6zjruyGoHog1IUwxhhThVT5Bl6PHmP561970qtXl1AXxRhjTJCs\nWrqUi1JTeS82ltds8bYyGgvcBjQJdUGMMcZUIVV+Dl5VLp8xxpiyGd23L1Fff82FCQn0GTSo1PML\nwp3/HDy4CdW3Q1oeY4wxFafGzcFbv3ZtqItgjDEmyFp16MDgpUvpM2hQqItS7UVEpIe6CMYYY6qQ\nKt/AmzdpUqiLYIwxJsjuHjOGuLZtQ12MGuAO+vU7P9SFMMYYU4VU+QYeq1Zx9OjRUJfCGGOMqVKi\noq5nwIAmzJ49JdRFMcYYU4UU28ATkZ4isklEtojIqAB5pnnHk0Wkk1/6ThFZ6y3g+qVfeiMRWSIi\nm0VksYjEBrp/323beOu550r7XMYYY0zIiUhLEflMRNaLyLciMtJL/4uIbPTqzXdFJMbvnEe8OnWT\niHQPdO2srIXWuDPGGFNAkQ08EYkEpgM9gXOBASJyTr481wJnqGo74C7g736HFYhX1U6q2tkv/WFg\niaqeCXzi7RfqvJwcts6YQWJ8/ImvOy++mBeeeqoUj1n9JCUlhboIIRPOzw7h/fzh/Oxgz19DZQH3\nq2p74DJgmFePLgbaq2oHYDPwCICInAv0w9W5PYEZIlL1R9tUsnD+v2LPHr7C+fnD+dnLorhKozOw\nVVV3qmoWMBfonS/PDcAsAFVdCcSKSFO/44VFfDlxjve9T1GFmLBlC4nLlpG4bBkdkpNpcd55DBwx\nopiiV2/h/A85nJ8dwvv5w/nZwZ6/JlLVFFVd420fBjYCzVV1iarmeNlWAi287d7AHFXNUtWdwFZc\nXWz8hPP/FXv28BXOzx/Oz14WxTXwTgd+8Nvf5aWVNI8CS0XkaxG50y9PU1Xd623vBfwbhIXKBBLi\n4pCnnybh1VeJjo4u7hRjjDGmyhCR1kAnXIPO3+3AB952c1w9mquwetcYY4wJKKqY4yVdhC7QugxX\nqOoeETkFWCIim1T1X3luoKpuPZ+ijWvXjrs//NCirhljjKl2RKQ+8DZwr9eTl5v+KHBMVWcXcbot\nCGuMMabEilzoXEQuAxJVtae3/wiQo6pT/PLMBJJUda63vwno6tdDl5svATikqlO9PPGqmiIipwGf\nqerZhdzfKjVjjAkTNXWhcxGpBfwT+FBVn/FLHwTcCVylqhle2sMAqjrZ2/8ISPCmQPhf0+pHY4wJ\nI6WpI4vrwfsaaOcNK9mDm/g9IF+e94HhwFyvQZiqqntFpB4QqaqHROQkoDsw3u+cgcAU7/v88j6I\nMcYYU9WIiAAvARvyNe56An/CvRDN8DvlfWC2iEzFDc1sB3xJPlY/GmOMCaTIBp6qZovIcOBjIBJ4\nSVU3ishQ7/hzqvqBiFwrIluBI8Bg7/RmwLuubiMKeENVF3vHJgPzROQOYCfwhyA/lzHGGFMVXA7c\nCqwVkdVe2mhgGhCNm74AsEJV71HVDSIyD9gAZAP3aFFDbYwxxph8ihyiaYwxxhhjjDGm+qiSa+uU\nZHH1mizQAvE1kYi8LCJ7RWSdX1ojEVkiIptFZLGIxIayjBUlwLMnisgu77Nf7Q3jqpGKWAC6xn/+\nRTx7jf/8RaSOiKwUkTUiskFEJnnpNf5zD5ZwriPDqX4EqyPDtY4M5/oRrI4MRh1Z5XrwxC2u/l/g\namA38BUwQFU3hrRglUhEdgAXqer+UJeloonIlcBh4DVVPd9L+zPwi6r+2fvj5WRVfTiU5awIAZ79\nRDCikBauEohIM6CZqq4RF2FwFW5NzMHU8M+/iGf/A2Hw+YtIPVVNF5Eo4N/A/+HWR63Rn3swhHsd\nGU71I1gdSZjWkeFcP4LVkcGoI6tiD15JFlcPB2Exgd5bNuNAvuQbgFne9izcf+oaJ8CzQ/h89oUt\nAH06YfD5F/HsEAafv6qme5vRuPndBwiDzz1IrI4Mg/8juayODM86MpzrR7A6Mhh1ZFVs4JVkcfWa\nLtAC8eGiqd8yG3uBpqEsTAiMEJFkEXmppg6/yE/yLgAdVp+/37N/4SXV+M9fRCJEZA3u8/1MVdcT\nZp97OYR7HRnu9SPY/5Ua/zvSXzjXj2B1JGWsI6tiA69qjRkNjctVtRNwDTDMG6YQlrzoceH0b+Lv\nQBzQEfgReCq0xal43vCLd3ALQB/yP1bTP38puPh1WHz+qpqjqh2BFkAXEfltvuM1+nMvp3D/uVj9\n6CcM/6+Exe/IXOFcP4LVkZSjjqyKDbzdQEu//Za4N5RhQ1V/9L7/DLyHG5ITTvZ6468RkdOAn0Jc\nnkqjqj+pB3iRGv7Zi1sA+h3gH6qaux5mWHz+fs/+eu6zh9vnr6ppwCLgIsLkcw+CsK4jrX4Ewvj/\nSjj9jgzn+hGsjoTy1ZFVsYF3YnF1EYnGLa7+fojLVGlEpJ6INPC2cxeIX1f0WTXO+8BAb3sgML+I\nvDWK9582143U4M9epPAFoAmDzz/Qs4fD5y8iTXKH1YhIXaAbsJow+NyDJGzrSKsfTwjb/yvh8DsS\nwrt+BKsjg1FHVrkomgAicg3wDL7F1SeFuEiVRkTicG8lwbdAfI19fhGZA3QFmuDGFI8DFgDzgFbA\nTuAPqpoaqjJWlEKePQGIxw09UGAHMNRvzHWNIiJXAMuBtfiGGjwCfEkN//wDPPtoYAA1/PMXkfNx\nE8QjvK9/qOpfRKQRNfxzD5ZwrSPDrX4EqyMJ0zoynOtHsDqSINSRVbKBZ4wxxhhjjDGm9KriEE1j\njDHGGGOMMWVgDTxjjDHGGGOMqSGsgWeMMcYYY6o8EUkUkX+EuhzGVHXWwDOmjERkp4hc5bffX0T2\ni8iVInKmiCwQkZ9EZJ+IfCQiZ5bgmokikiMiNTr0rzHGmJojmPWhiLwqIpkicsjLv1hEzvIOW+AI\nY0rAGnjGlN2JhSZFZCAwHbhWVf8FxOBC2J4JNMVFvlpQ1MW8sMC34cL+3lZxxTbGGGOCKpj1oQJT\nVLUBbqHnn4BXvWNSEYU3pqaxBp4x5SMiMhR4Euiuql8AqOpXqvqKqqaqajYupPlZInJyEde6EmgI\n3Av09xb5zL3JIBH5XESmisgBEdkqIr8RkcEi8r2I7BWR2/zyvyoiM703nwdFJElEWlXED8AYY4wh\nuPUh3rlHgTnAeX7J0SIyy6vbvhWRi/wK8LBXPx4UkfUi0sfv2BkiskxEUkXkZxGZ63fsbBFZ4vUY\nbhKRvuX+aRgTQtbAM6Z87gHGA79T1W+KyNcF+FFVDxSRZyDwnqomAUeB6/Md7wwkA41wFd48+H/2\nzjs8qipt4L+ThBRaQo/0EBBEBVRsqyZxVwkaFRsIq1Rx11WKHWkmGBBwAZVm+RDFRUFUipIFAXch\nq7uiIgIKSgigUkInENJI8n5/nJlkkpkJaSQB3t/z3GfunHvOPefM3Jlz3/s2rgTCgYeAmcaYmi71\n/wy8iM0h9APwfgnnpCiKoiilpSLXQwNgjKkNPAi4nu8u7BoYjE3+PNPl2A7gRhGp6xjLfGNME8ex\neGCliIQAzYDpjj5qAauB+UAjoDcw2xhzyRlnrCjVFBXwFKXsGOAW4H/Aj14rGdMcuwA9VUydmsD9\nwEeOok9wN9PcJSLzxCavXAQ0BV4UkdMishrIBtq61F8uIl+KSDYwGrjeGNOsNBNUFEVRlBJQYeuh\n41zPGGOOAUlATWCAy/H/iMhKx1o4H+jsPCAiH4tIimN/kaO906c9G2htjGkmItki8l9H+R0UrK95\nIvIDsBhQLZ5yzqICnqKUHQEeBdoDczxVMMY0AlYBs0Tkw2LOdQ9wGvjC8f4j4DZjTAOXOgdc9jMA\nRORQkbLaLmPbkz9QkVPAUaxQqCiKoigVSUWuhwL8XUTqichFInK3iOxyOe66FqYDgcYYH0cf/Ywx\nGx2uDMewpp0NHXWfwwqP3zhMOwc6ylsB1zrbONr9GesvqCjnJCrgKUr5OAD8CbjJGDPb9YDDv2AV\nsFREJp7hPP2BOsAeY8x+rAavBtY0pSwYoIXLWGpjTTv3lfF8iqIoilIcFbUegvdgKl6jaBpjWgFv\nAY8D9UWkHlabaABE5ICI/EVEmgF/xZphhgO/AescAqVzqyMij5dgnIpSLVEBT1HKiYjsxy5q3Y0x\n0wCMMXWBz4EvRWRUce0dZpN/BGKwpibObTLli6Z5uzHmBmOMP9b34H8isrcc51MURVEUr5R3PXRQ\nXKTM4o7VwgqAhwEfh4YuPziLMaanw0QU4Lijbi6wHLjYGPOQMaaGY7vaGNOhBGNVlGqJX1UPQFHO\nB0Tkd2PMH4FEY0wG8AvQFehojBngrAZ0FJE9RZr3BTaKyBrXQmPMDOApY0xHXEJQu3Zb3JCAD4BY\n4HpgAzYQi6IoiqKcNcq5HjqPeVvfvK6FIrLVGDMV6weYB7wHfOlSryvwijEmGKttHCYiuwGMMd2A\naY7NBxuYrDg/QUWp1hjro1qGhsZ0x4a69QXmiMjkIsc7AO8AVwCjRWRqkeO+wHfAHhEpGi1QUZRy\nYIx5B/vbGlvVY1EUxSaCBk5gNQanReQaY0x94EOsD9BuoJeIHHfUHwkMctQfJiKrqmLciqIoyrlH\nmUw0HcLZTKA70BHo4yGc7BFgKDYfiieGA1spXguhKErZ0GSwilK9ECBKRK4QEWdUv+eB1SJyMTbA\n0vMADq39A9j1tTvWV0hdKhRFUZQSUdYF4xpgh4jsFpHTwEKgh2sFETkkIt9hIwMWwmEDfTs20pLe\niCpKxVOciYuiKFVD0fXuLmCeY38e4EzK3ANY4EiBshub2+saFEVRFKUElNUHrxnwu8v7PcC1pWj/\nCvAsULeM/SuKUgwiMvDMtRRFqUQEWGOMyQXeFJH/A5qIiDPk+wEKwrI3Bb52absHu+4qiqIoyhkp\nq4BXZs2AMeYO4KCIbDTGRJ2hrmogFEVRLhBE5Hy26LhBRPY7coGtNsb87HpQROQMa16hY7o+Koqi\nXFiUZo0sq4nmXlxybDn2PUVC8sQfgLuMMbuABcAfjTHveassIhfkFhsbW+Vj0Lnr/HXuOv/K2s53\nxIaPR0QOAUuwJpcHjDGhAMaYi4CDjupF19jmjrKi57xgtwv5t6Jzr/px6Px17pW9lZayCnjfAe2M\nMa0dObYeAD71UreQtCkio0SkhYiEAb2Bf4lIeXJ9KYqiKEq1xRhT0xhTx7FfC+gGbMGum/0d1foD\nSx37nwK9jTH+xpgwoB3wTeWOWlEURTlXKZOJpojkGGOGYBNX+gJvi8g2Y8xfHcffdDyV/BbrZ5dn\njBmOzXmSVvR0ZR++oiiKolR7mgBLjDFg1933RWSVMeY7YJEx5mEcaRIgP5/XImyk6RzgMSnLI1xF\nURTlgqTMic5FZAWwokjZmy77KRQ2MfF0jnXAurKO4XwmKiqqqodQZVzIc4cLe/4X8txB53++IiK7\ngC4eyo8Ct3hp8xLw0lke2jnLhfxb0blfuFzI87+Q514WypzovDIwxuhDS0VRlAsAYwxyfgdZqVB0\nfVQURblwKO0aqYlTFUVRFEVRFEVRzhNUwFMURVEURVEURTlPUAFPURRFURRFURTlPKHMQVYURVEU\nxZWEhESmT19FVpYfAQE5DBvWjZiYiKoelqIoiqJcUGiQFUVRFKXcJCQk8tBD/8fx462wzw5zCAn5\nlfnzHymRkKdBVkqHro+KoigXDqVdI1XAUxRFUcpNePgD7NwZArzpUvpX2rRJJTl54Rnbq4BXOnR9\nVBRFuXDQKJqKoihKpbNz51HgQWAMEOd4fZCdO48zahR89RXk5Li3S0hIJDp6TGUOVVEURVHOa9QH\nT1EURakADPA5MMGlbDRQk40bYckSOHgQoqMhJga6d4evv05k8OClpKRMK9JOURRFUZSyoiaaiqIo\nSrkx5jZghYcjDwHz8fEBY6BxYwgMhJTIN4aoAAAgAElEQVQUgBFkZBwEDgAr1ESzFJzN9VGD5SiK\nolQvSmuiqRo8RVEUpQII8FLeHIC8PPtu/35H7QDIyqoD7AauxLNwqFQ2CQmJDB/+OcnJBRrV5OTR\nAMUKeSoUKoqiVB9UwFMURVHKxYED4F3A20TfvrB9O2zeDBkZtjQrCyAIaAuMR000qwfTp68qJNwB\nJCdPYMKEsXToEEG9ehAcDL6+BcfLKhQqiqIoZ4dyBVkxxnQ3xvxsjEkyxozwcLyDMeZ/xphMY8zT\nLuUtjDH/Nsb8ZIz50RgzrDzjUBRFUaqOp58Ga4pZdBl4BMhl8WJYvx5yc6FNG7jpJrj8coBtXCiC\nnTHG1xiz0RjzmeN9nDFmj6Nso7E2rs66Ix3r6s/GmG6VOc6sLM/PfTdv9uXWWyE83GpfQ0IgLAyu\nvBL69vUsFM6YsboyhqwoiqIUocwaPGOMLzATuAXYC3xrjPlURLa5VDsCDAXuLtL8NPCkiPxgjKkN\nbDDGrC7SVlEURanmfP21DaAClwDBwFjAF8gF+gIzqF0bbr4Z2raFw4fhu+9g926Ao1U06iphOLAV\nqON4L8A0EZnmWskY0xF4AOgINAPWGGMuFpG8yhhkQICHUKfAjTfmsnKl3c/NhdRUOHbMboMG+XHs\nmHubX37xJSkJ2rU7iwNWFEVR3CiPieY1wA4R2Q1gjFkI9MA+kgVARA4Bh4wxMa4NRSQFSHHspxlj\ntgFNXdsqiqIo1ZvcXBg4ELKzAUKw5pZFTfJWceQIrF4N//yn9cVr2hTuuw/efz+10sdcFRhjmgO3\nY9WVTzmLHVtRegALROQ0sNsYswO73n5dGWMdNqwbycmjC2nkwsNHMXRo9/z3vr5Qv77dAC66KIct\nW9zPlZubS0QENGkCPXva7eKLC46r356iKMrZoTwCXjPgd5f3e4BrS3sSY0xr4ApgfTnGoiiKolQy\nb74Jv/7qzG93AmjoVicgYDMjR8KKFbBpkxXw9u+HBQsAGmHlnWlu7c4zXgGeBeq6lAkw1BjTD/gO\neFpEjmMfdroKc3uw622l4BSwRowYy+HDvnTpksvQod2LFby8CYWvvdad7t1tDsSPPoKoKGjY0Ap6\njRolMmWK+u0piqKcDcoj4JU7PrPDPPNjYLiIpJX3fIqiKErlcPQoPPcc+OR7ch8F3gImudQaxL33\nXkJsLMTGWuFuyxb44gv47DNYu7Y21oJ/bCWPvvIwxtwBHBSRjcaYKJdDrwMvOvbjganAw15OU6n5\ngmJiIvj++wgyM2FCCVwknQLZjBljycz0JTCwsFAYEWG3114rEPbGj19FdrYnv72xGq1TURSlnJRH\nwNsLtHB53wL7pLFEGGNqAJ8A80Vkqbd6cXFx+ftRUVFERUWVdpyKoihKBTNkiNXc2WiYAJcDB4E7\ngVrAKaAjR4/657fx8YHOne125ZVrWbt2HTaNgi/nMX8A7jLG3A4EAnWNMe+JSD9nBWPMHOAzx9ui\na2tzR5kbZ3N93LvXfk8lJSYm4oyClo+PDbBz002waZMfiYnudb791pexY23fnTrZoC7OiJ0arVNR\nlAuFtWvXsnbt2jK3L3Oic2OMH/AL8CdgH/AN0MdToBRjTBxwUkSmOt4bYB5wRESeLKYPTXSuKIpS\nzfj+e7j2WhtN8dQpZ2ku8A4w2KXmaHx9D9Ojx5t07Qpdu8JVVxX4boWG3s6BAy2BN4DSJXE9FzHG\nRALPiMidxpiLRGS/o/xJ4GoR+bMjyMoHWL+7ZsAaoG3RxfBsr4933gmPPAJ33XV2zh8dPYZVq8a7\nlXfpMpa77opn0yZr0nvoEFx6qRX4/vOfMfz8s3ub6OixrFwZf3YGqiiKUg2otETnIpJjjBkCfI59\n/Pq2iGwzxvzVcfxNY0wo8C3W7yDPGDMcGxmsCzam9mZjzEbHKUeKyMqyjkdRFEU5+4hYH6r69eHg\nQdcjuygs3AFMoG7d3vTsaSNnTphghcNGjaywd9lld3DgwKdA70obfxVjKDC3fNkY09nxfhfgXDu3\nGmMWYSNu5gCPVcWTzj17oFkpPP/i4mYzc+Y6cnKC8PPLYMiQSOLiHvNa35vf3vjx3YlxCcuWmmrN\nejdvhs8+83zLsmePL7//Ds2bgyly+6MmnYqiXIiUK9G5iKwAVhQpe9NlP4XCpiZOvqScOfgURVGU\nymfGDPjtN/cb6aZNP2bfvufd6qeltePTT+Gaa2zkzE6d4PffrcA3evQ+4C5gXaWMvaoRkbXAWsd+\n32LqvQS8VDmjcichIZGffrqSoUPfoE6d42cUiuLiZjNhwmZycj7ML5sw4VFgtlch70x+e06Cg+HG\nG+22bFkOKSnu50pJyeXqq63JcJcudrviCkhNTWTaNDXpVBTlwqPMJpqVgZpoKoqiVB9SU23I+/Bw\n2Lq1oDwkBDp1GkNiorv53A03jOWRR+JZvx6++Qa2bYMOHayJ56efTmbv3hPY7AHnv4lmRXK21seE\nhESGDVvDzp0v5peFh4/mtdeiuf32CDIy4MQJey2kptr9e+55gLS0x4FV2OfGOUA3GjSYzeHDCyt0\nbEV98JzROmNiIkhJgR9+gI0b7evy5WNIT7+wTTpVg1n9KM93MnviRB4bOfKsjuvA9v/R5OLr9Vqp\nZlSaiaaiKIpyYfHQQ+Dvb4U0Vz78EF57rRtBQaPJyCh88z1ypDW569/flmVm2hvwb76BQ4f2Aa9V\n3gSUMzJ9+ip27iwsFCUnT+Duu8cCEfj6Wq2ac6tbF9LSTmO9NVyjYo7m+PF09u4tnalncZxJ6xca\nCt272w0gKsqPdR6Uw5s3+/Kvf9nInn4e7oLKcgNeHQWphIRE7r13HNnZNXEGPlq79n8sXhxb5WNz\ncjYFlupIQkIiDz30KseP1wCCgAy++WYr8+efWav846ZNLJ08mciYGC7t1OmM/ZTmenSOK/V4Gl35\nD6t3+5Z4XEo1RUSq7WaHpyiKolQ1//2viI+PSMeOItYTz25Nm4okJ4vUqyfStOk66dp1jERGxkp0\n9BhZvnxdsee87LLhLudCpBqsO+fKdrbWx8jI2ELfr3O7/vpYycwsXPf4cZFnnhGBngLrBEYLxDpe\n1wncLSEhItdfLzJlisjOnYXbL1++Trp1Gy2RkbHSrdvoM14vpaVbt9Ee53LxxWPkqqtEGjUS+ctf\nRFatEjl9umBMISEPFZpLSMhDxY7NtrlHoJdAf4FeEhJyT4nmM+ullypqum4EB0cJDBIQqctLjvkP\nkuDgm89an6Vhyw8/yK3BwfLjpk1nrBsbO0saNOglwcH9pUGDXhIbO+uMbc729VWWPtq0uVege6Fr\nBbpLmzb3FtsuNnaWXObfQg6DXObfotj5l+V6dI6rHbaPdrQo0biUyqO0a6Rq8BRFUZRiEYH777em\nlUW1d8uXw7hxEB0N27dH8M03EW7+ed5o2rQ2P/4Ihk2Vm+hN8cqJEwc9lmdlHaJGDdi92wY8eecd\nm7y+Rg2w2R/cNXjgR5069tr4+Wdrltu8ufXFbNDg7Cc6v/76pqxadS82tpvTdHQrffrcQlwc7NoF\nH38MY8bAjh1w5ZXw9dcrSEtrBBRoMY8ff4pevd7hvvsiCAnBbXv88dc4fjwDqOHSJoNhw14rdi6l\n0ciUlvR0SE31B97GsIn2TOY7YhDeJjU1GhF3P9rKJC5uNp9MnMTa7FSirr6D+0Y+79VfMy5uNuPH\nbyQ3t8DHc/z4RyjOx7Os2ss//3kEH320FZFaGHOKnj078sEHk7320avXFNLTg3Bq4778cjOLFtlr\n+ORJSE6211ZysjVr37nzMHAx8H8uZ3qEnTt/4aGHoGVLq/Fu1sz+Vpo1g9mzZzN+/GJ6c4wGwGXZ\nxxg3brHjs3Gf/7Bhnq/HgQNfY9y4CA4ftgGyUlLsduAA7Nx5DGjFVSTTALiKQJIIZefO7V4/K6V6\noz54iqIoikeckRFPnqxHdnYwQUG3kpFxS/7xtm1h6VL44x8hLAyeegp69Sr5+Z0+VT7JO0liIaI+\neCXmbK2PV145mI0bLwGOUSAU7SMoyAdf3zn4+1vhwcfHJq5v3x42beoBLPNwtgfw9f0Qf3+4/HKY\nO9emPfjkE3jrrTFkZ5feP640pmehodEcOJADNMR5Aw6HqV27Ln37LiE52Qqsv/9uBdWgIDhw4Emg\nHTbwj7NNJLCCkSM/IzcXsrNt/kcrRMHSpTdghcjCN+2wFZGvvM4ltk8fhi1cyPTevRm3YIHXeqUh\nPR3eeMM+dDlx4gHgQ9rRh/+xkOvpTRILgHtp3nwxf/6zfXDTtWuBsFcZpqZxcbOJj/+WXnlfsYAk\n+tCOD80NDBlyNX37PsaRI3D0aME2fvzdnD7djaLfiY/PGiIjF+Pra69H123FilvJzW0JvO3S88ME\nBOzm5Ze/oG5d3Lbnnx/BsmWbgGCXflK5557OvPbaZLKyyN8yMyEm5g6OH8/FBop31j+Jj097AgNf\nITPTmrTn5dlrxvIg8L6HT6Uf8B7GWLNhX1+72Vyjt1CPdP7NejqTxw/48Eeu5RgBNGnyb7Ky7Plz\ncuD0aRC5FWgFzHE5/2DgIH5+n5Kb67CZKMRA6nE5/+ZZlz6mcoyVaID76oH64CmKoijlxlNkxIyM\n2cCNWI2NFe7GjrVpE1autJqZ0hATE0FmZiYr+r1BUnrFjV0pO9nZvkASNjehk8HUrt2SmjVt+oRG\njaBdO5sM/fffAWp7OZsPUVGwfr3VXlx2md2eew6++CLNTRsMsHatvY7at4eLLy54bdCg+ETnt99u\nNSb798O+ffb1wIHjwBVF5vIoaWkbWb4c6tWDFi1sbsZatezROXO+BU4BH7q0+QsQwKRJ9p37zXEw\nhYU7HO+9a8rS09MxGzbQAGDDBjIyMggKCvLyOZ6ZU6esYDdhghU68/IA2gDpXMUGh1ZmA0lkAK3Y\nswemToXZs6FmTXjwQbjookReeqn0/mFnSpEhYr+P7dvhl19gwoR/E5x3hOdJAmAESXwuLZgxozbz\n5hW0ycuz2+nTvsBGCn8nj5CX58u//+1tVLUpLNwBvE1WVg9GjCBfKHTtKz19M9AUmOvSZhBLlvxI\nQoL795iV5QM0LlL/L+TlBZGebutnZhYdV2Mv462XP5bA01MIP72Q4PzfVRKh1KIzeQB0IY9uHCaF\nk3AgCoBU0kimD9k8jX1AMbvI+ecAI8nJse/qMIVwFhLi6ENIIpSvivQxmxSOEBdl+9iblsY1ffrw\nyNNPe5mDUq0ojT1nZW+oD56iKEqV0KBBL4/+S/CxgPXF++YbkWbNRG67TeT118vWz7tTp8qPPj7q\ng1dN1kd//2gv3/tIadhQJChIpFMnkTvvtP6Xvr4i8JyXNo9Kq1YideuKXHONSEiISK1adoMRArOK\n+CLNkuDgfrJwociLL4o8+KDI1Vfb9g0aiAQHe/apCwoaIzVr2vO2bSty440il14qArd7GdczXsqd\n4/JU7rlvu73gpfwuueQSkZUrRfLyCn/OzuteQLb4+Mi8V14543fjyd8rLU3k73+3n09gYEHf9jPu\nLfW4Tn7A9rMRH6nHdQIjxM+v8Fjt+/8TiHHzD2ve/F7ZtElk2zbrb7tnj8jBg9YHc+TIWeLrO7jQ\nuYwZLDfeOEtiYkTatBGp5/t3udJcJTebSIkiUiIJkQeoW2gAD1BXImkgf/SJlFv8IuVqv6vkolpT\npH59ERjs5fN9ugzfifv36ONjNztnT20Giq+vvdZ9fESMsRsM9VJ/uAQGitSsKRIQUPRYdy9tujs+\nO5GgoCy5JLCfvOsT7G1yhba5JkQuCewvDRtmOT6vgV6q3ueynyWt6SdzKVkfn4SESFz//pKVleXx\n2jybvqSKpbRrpGrwFEVRlELk5cGpUw28HN0C3Mf771tNzMMPw5tvWrO7M/F/U6bwzcKFNKtdoPHJ\n27eP/lbdoFQDrM+SJ3Zw7JjV9uzYYf3wfH0hNxdgLzAEmOlSfwjQiV9/tSZnF11kNWt+fnD4MFhN\n8EqKamXS0g7w8cfQqhVcdx088ID1S6pZE6KjM0lNHYHNAW/9qqAjjRufZtIkWLcOEhLgyy+d57vY\ny1w8JNPL53cv5Un4+1szOPfL9RsvbRqxbRv07D6F9r4LubR5bVq2tJqjE0k78q/7y/LymPv3Kexc\nujS/ZVFtSUJCIoMHzyMl5aL8Ov/97zzAHx+f6zhxwmplLmEhoUG1ST8FsJFQcotoZbaQwlZMztcE\nBMDRnDR+zu3DyZyngX1AKIVN+waxZ89BIiLsnX5eXsGrNVfdCBwGbsNqzdIQCeTLL/dSs6Y1e/UJ\nGcaxI1sYyjIGkOrxk1rICbuTt465eSHE04P9OUPxyQDvaZP3UlTpmS++ZP3XS5sf8PUtqOvUElq8\nXfsBjuu8KMe91N/vQXPnpBnWP9XVX3UU0Ch/TBkZ/mxjHsOZyxfEM4fd+Hs4UxYwmDA+kxdIzRwA\n+X169qOlkKezP7uZx5PM5d9n6OMRwkjt9AKfzBngMers2fQlVcqOCniKoigKYG8uPvsMhg2DzExv\n5mLZXHYZHDsGO3fa0PRDh+J2o+WJ/sOGsXfLFrosW8bdqZ5v9JSq5jSQSNGcdtCcLl3g+++hTh1r\nflajBjRuDPv3ZwDZwFjAF8jF3mT+Smjo30hJgWXLrJD2yCPw00+wZs0nwDtF+v4/cnN70aaN9SXa\nsAH++U/49Ve7nTr1X+BS4DOXNn/l11/b06ePp7l4uwE/Wsz8M7yUp7v4URWlMZ5v2tsBcJJhHM7d\nQuSvyxj4q+frftq+vbBvLwBLQkIwPXrQf+jQ/ONjx75HSkowrsFf0tKew1X4CWw0jGOHtjA0YxkD\nvQpSpxx765ibZQWpkwylZk1ITz9IYeEOrPlhD5w/1xo1CnzEAgMhO3sTcAmwxKXNX4CTNG5sfejS\n0vw5wjyeYC7/KonAwgukMgBwCl/7PM4F0snw9nURhOfvJNCLsAZwwEv5YS/l3joXtxIfH/t5paen\nYv3tXH8r3YF3MMb+BztJZRD/IJKTdGEJaW7n7E1tlrIaCC9ypBGe5+5L48b2v7pWLfs7Dg4eRKp/\nJA8s78yS/GujgJH4cjsNmf+fxnS7Vfj0M0PtIhbZH02axILUVKZPnFhhvqRK+VEBT1EU5QJHBFav\nhhEjbGTBWrXA1/d7cnN7Au0puNH/DWjHzJnw/PNWEIyLg9dKmMrO39+fuHnzWDJ3LnHx8Yza7flG\nT6lKjgAfUNhv7TngJn780V4rJ07AJZdY4e6rr8CqDhI8nOs+UlKgYUMrFKSk2GvFagFy8CxItuXl\nl21r5w2vnx8EBIAVJPoCY1zaPOilb4BDeL7RvYh27ex5T560GsXsbHsTnpNTG3i0yPz/6ui7YEw1\natgAGr6+cOJEHhCN+02782a35NqSp+qGcbDrCzQMGsDgwfZByoEDsHHjEcd5b8dqyk4BdwJXO4Qz\nOHTIn0Ml7KeoIJWeDlYT64kO+XunT9utgJuBolEm3wIeY/fuwqVlF1ga4vl7DC5Uy9VHTqQdnr+T\nUwQE2Lo+PgWvACdP+njpJ5d69Qr6cPZz5EiOl/on6NPHXieZmZCWZgXdQ4cgPX0/7hFnRwFJDBkC\nbdrY/999++DHH2HLltYE/OJZg+mPDxdfHEZoKDRtah+2hYRAXFwKMNDD3Cdy+LC97oOC7AMXq2Vt\nzaV4lnr3UYtlDGOCjMSsfZ64ts/x1PoHaNrKRuisaF9SpeJQAU9RFOUCJjGxIEz8qVM2mXmdOjB5\nsh/QAleNATwFfMWJE7burl0wcCD5Nz8l5Z5Bg+gSGcnY225jclJSxU1GqQBqU1i4AXgZ6E1Ozj30\n6wfh4TB5stXgWg1e/UKaByc+Pv74+1shRcTeSNeqZYUq6I3n1Apfc8stVnPjjFR58qR9PXUqy0ub\nGwv1W6OGNR/My7scTzf5ISGvsnSpDRKzZ4/dfv4ZtmyBLVsaAT2AsdTlv5zgD1ghch7t29sb8Pbt\nrdlo8+Z2u+mm38jN9XTTfkmhcRUIOFezhGNun1dvarH0xGpYEw5rih7NwEZr/KdL2dPAa6SnP+HW\nz9JakZw85U2QqoXP3atptj2c7F24aMFquNW1/OKlHOxDH0+4axCt1rc1AV40of7k8dhjYfj4FNZk\nzZrlXWDp39/5XRfePv54KzAVKBocZiING9r/r1OnbNtatZzX5Qk8C4UbaNOmsEmnCBw5ku61fliY\nfbDRsKENSuR8jYxswq+//lSkzU80adKEsLCClAo7d1qtdXDwdm7ERqDageEJwniVXbRFuJF0lu7e\nzsGDHTh61AbXad4cfH2Pk5v7DwoH/hlMYOBxTp7Ezcxy27bt/PvSXBDYATxBPV7lGG2BGzAMoysf\n8gPd+JwRByaT02YMe595imYvPMxHb75Jz+RkAHomJ/PRm2/S74nC16NSNaiApyiKcgFQNPx5t27d\nWLkygu3bbYTCoCDo0sXmN7NPtOsD04qcZRpwB6NHW23f0KHWF6sstGzdmoByzUg5O9TxUh7Iyy/D\niy9aYat7d+vzZjVrTT22yMsLo1Mnm3MrO9vegDqj+Nmbz6VFWkwABrBjR+Gb0Lw85/s0CgtRzjb3\nY8ydhIZaLaGITdlx9dW30b//e2RmFpgdBgY+zPz5T9CxI3Ts6D5mY3YBERiCac8MvuMVhE7Aq/z8\ns+dPZsyYBxg3bhWFb9q3ctNNLdiyxWo8nfOA1gSQ4/E8/gQAYZ47oTPumrKp4NDAAQQHW5/FP/4R\ntm5tzS8veusnl99SwujQwdZt0sRqI0eMSMezRqq2m/lgAd7sHU9xxRVWqPH1hSNHrCB94MB2bnQ4\nixUVJm4km+/SttOkSQdq1CB/s+a+7gILHCQqyv5fFU2VsGTJYXJzH3Fr4+d3mP/9z2quatUiX5sH\nUKvWCdLT36OwmerD1Kx5gu++c59hSEgmqanu9YODM5lQ9DJ1MGvWcB566FWOH0/CRiPOJCTEl7ff\nHk5MTJFPNhdmjV/DLXE5zMWfePqwm5n8xOO8wEJuIZvXX/qCQU93KNTu11//xKpVP+HqFwmBREbe\n4tGHbsOaNfxRTjMXP+Jpzm7+wE98xQvs4xZSCeYLUunAf/mRpzhJ87z6tHz5RRpMfZrsoKBS+ZIq\nlUe5BDxjTHfgVew/2hwRmVzkeAeskf0VwGgRmVrStoqiKErFkJCQSN++izh2rCAIxurVI4mKgqNH\nI8jMtDffu3fbG6U774TFi73duAVQs6Z9wtyjh31iXBa2b99O+0OHANjl/e7xvMEY4wt8B+wRkTuN\nMfWxEUZaAbuBXiJy3FF3JDAIe/c8TERWVd5IvfkVHWHECLj9dhvyPiHBphd4/nkYPTqVn392Fwza\ntTvOc8/BggXWly4312rAjh+HlBRvgTNqu5n2FXCJl/KaGGOFu9694e23nT6hEdSqBTNmjCUz05fA\nwFyGDu1fbMj/oKAsMjKgLZNYQSrXM5EkFhAU5NUBLz8lwMyZieTkBOLnl8mQId2Ii/sbeXk2IXxs\nrPVfNGY7N+Y5BZyiGpkTLGI7riaRBfzqpffT3HkntG5tH7a8/z5s2gSXXbadSF+BXKcgVYtXOUVb\nIMpXCB66nRo1OhRKK2H9Lz1ppCbg51dgnug0bTQGTp06iGeh8DgREfb/oUULuzVvDv9avIbrnvQu\nsNS/5gsefLzw/D/55Ao2btxGgXlqGpDKFVdcwYABnj+VOXOiWbVqPYWFnBz+9KfutGjhuc2iRZPp\n0eM5cnML2vj6HmPRopc91n///XjuvXcM2dkF4/L3T+P9993zOzqJiYlg/nyYMWO1yzV5q8dr0tcX\nUn5MZFpgMIsym5LKAWAgu0njScLpFbiPhuvXAY8XajdsWDeSk6VQOpHw8FEMHXqrxzFtTUxke+vW\n+PToTfuf/WiV6UtgYBt+bnWaL9/9kMbZ60jlcU4yjONsYRgOH89cIO1koXOdyZdUqURKE3LTdcP+\n+ncArbF6/R+AS4rUaQR0xdr4PF2ato56Zy3cqKIoyoVCmzZ9vUS//osYY8PQ164tEhcnkpFh0x/A\no17a3CL//KdI48YiP/1U9jH9Y/p02Qay2BF+m1KGgD7XNqx96/vAp473LwPPOfZHAJMc+x0da2IN\nxxq5A/DxcL6yf/jFADcL/NXtOoG+ct11Iv7+Ii1aiPzvfyK7d4s88YSIn99ogXUCYwRiHa/rxM9v\njEREiMycKbJ9u8gbb4i0auUMMe/tmoyWVq1EWra0/TRtaq81G/7dW9qDv0mnTiJ795Z//rGxswT6\nSm/aiYD0pp1AX4mNnVXuc+/fLxJ9jb3u3yZAWtNf4KQjXH2AbAUJZmahuRWE5O/pZe53yHXXiYwY\nIbJihciJE7Yv5+/rHZ/C/bzrY/uZP3Om2/iCgq4TeLjI+QdJUNB1kplp/xvS00VOnRI5edL2BVc4\nwu+7fvf3Clzh8TMYef/98nSTi6SRf0eBOwQeELhDGvt3lKcbh8rInj3d2ixfvk5CQwcV6iM0dKAs\nX77O62e9fPk6CQ8fVWgu4eEji23jbBcdPUYiI2MlOnpMhdcvLa/Hx8uctz7wOJc5b30gr8fHl3tc\nr8fHy84dOzwe+2nLDrm2bbzjGrRbMG9LX1pLlpeUCpkgL4SFyZJ33qmIj0BxUNo10tg2pccYcz0Q\nKyLdHe+fd6w4kzzUjQXSxKHBK2lbY4yUdXyKoiiKxdf3fvLyPvZwpDchIQt59lkbMKVWLeuD98EH\nYA0sDuH+ZP4rZs9ex4oV8OmnZR/TqJ498fvuO66MjeXuAQMwxiAiHlJCn/sYY5oD72I/zKfEavB+\nBiJF5IAxJhRYKyIdHNq7PHFYtRhjVgJxIvJ1kXOelfXRmBisvLmaAi3OrcBiGjR4lQEDbGL7V1+F\nVatg0CDo2DGRCRM+d9MY/P3v3fH1jeCjj2D5cujc2bZt0gR69rwT6IT79bWLDh0WFNISOfnxx3uw\n8m/RNt8isrrCPoM+0ffx/KrFdHeRQGwAACAASURBVMZK2i9H38cHKz39fkrPqJ49+e3jBJYznFT8\ncH7GwZzmTmbwjU8MvwcscjM7PHr0j8D1uM/9v4is9diP33ff4dOjN1//7JevLbq+w2lyl31IztVX\n89KiRYXaREePcZj2ZeJq2hcdfRkrV8Z7nM+VVw52aNeCKaxdu4Tvvy8akRPeGD+e6D592PrzXjct\nVscOzfh8wQIeHTPGrV1CQmKJtF7lbVNdqcq55OZaX+t//MO1NJm7iWSJh8A89xDAtB0/ERZeNFiO\nUh5Ku0aWx0SzGYUTxuwBrq2EtoqiKEopyMvzlpTpFDt32iApmzfDDTfYiG/WlykJeAB3c61tTJkC\n771XvjG17NyZ6EmTLpSbgFeAZ7FRMpw0ERFnXPYDQBPHflPAVZjbg10zK4na2MAURW8eX+dvf7NR\nMz/8EJ54At54w/p9QQSNGxc1heyefwN61102muDnn8NHH1nzTjtNT+aAb3PyZGGL3YL9i7y02Vbm\n2XrKzdhu3z46O/a7AG13biYuKir/eHn8ilp27szEj3di0xsUCE2pjGI+l/D6uE486i7f4ONzBJFf\nKDz3XzDGPViLsx9vv69dQx/hcw/h7Etr2gcQH9/PkZ+vaf64QkP3Eh/fz2N9p/AWFh7uUUDxJNyB\nNW0srUBTljbVlaqci68vzJtn/Smn5btltybASyoOf3xpFebNl1SpLMoj4JXn0aGq5RRFUSqNU3j2\nkzlFYCD07Qvz59vS4GDrywR5eL7Rn8JFF1lhsDx4u5E73zDG3AEcFJGNxpgoT3VERIwxxa2LlbZm\nGpOJZ8VgbT77DJ59Fnr1cga/KOBMN6CBgdZns0cPK+zVrJmCiKfraxYnTtigH66BNmrUgP37D+Pp\nmvTxmVL6iTooSW7GF5OSwBHttbx+RY+OGUNKTn3GjVtJYWHtR2JjB/HomMc8tvvssxncccdQ7G/Z\nqSnbx2efzfDajzfCwsM9Hnd+f94EdU/ExEQwZ47Tp8x+z0OHDjhvBCvFYgxMnWrTMLzwAsB2bsT6\npbr7kp5m+/btdOjgyZdUqSzKI+DtxcbQdtIC+6SxQtvGxcXl70dFRRHl8hRNURRFOTMBAYasLAGG\nY8OXZwDH8PHpSkiIjXBojA39/uuvOPJq/Y7nfGBXM2JE+ce0du1a1q5dW/4TVX/+ANxljLkdGzav\nrjHmH8ABY0yoiKQYYy7ChgoE9/WxOV4SlJ2N9VHEH5gNuAoao/D3T2HjxsImk2UlMNAGQUlPd3/o\nUKtWZn7UyaLUqZNGWpp7m5o1vWauPiMlzc2YBbwUFsYVL7xArLfIHiXEc1CW7vnlnoiJiWD58hln\n3UzvQteUKcUzdqz9/U54bg23kM1cQoinh0uwnGXcQiobvvhCBbxyUt41sjw+eH7Y5Ch/AvYB3wB9\nRMTNVsIYEwecdPHBK1Fb9cFTFEUpP6Gh0Rw4cB82Z5UzQfRR7I1yPa65xiooUlOhXTt7E3/w4Fsc\nPboMGzbfhvMGfwICJpGe3jQ/OXBFcT774DkxxkQCzzh88F4GjojIZIcfeoiIPG+M6YjNNH4N1jRz\nDdC26GJ49nzwxgIPYb/vJTh98IKD53L8+LsV1s+VVz7Gxo29Kerrd+WVH7JhwyyPbeLiZhMfv5a8\nvPb5bXx8fmbs2JuLFY5Kyq7kZN7wkptxRLt2PLpixYViUqwoxXJf554Ebf4Xy7mcVNbmlwcTwZ2s\np0XPHm4+nkr5qDQfPBHJMcYMwWYd9QXeFpFtxpi/Oo6/6XAc/xbrd5BnjBkOdBSRNE9tyzoWRVEU\nxTvHjuViw6wXTRA9lzvueJoVK2w+qFtvtb54Tz4JEyZ8A4RifaWcN+B9aNJkJT4+gyp9DucRTqls\nErDIGPMwjjQJACKy1RizCNiKlcQfq6wnnenpYL/n9o6SzvnH/PxmV2hf8fG9GTx4KSkpBbkWQ0Of\n5MUXH/DaxrPmq2KEOyg+N2MAqF+Roji4tWdn/rY5DRiJq6lxKuOZz2he79SpageolF2DVxmoBk9R\nFKX8GHM37kmlAe6kRo3PqFULbrsNVq+GCRNg+nTYv/8xjh51v6nv0mUYGzdOPwtjPP81eBXJ2Vgf\nk5KgQ4dE8vJuAgq+Cj+/vzJ6dOcKE6ScVLcoh9u2beP7P/yBB48fZ5cxvBYWxvBduwgTYX5wMF2/\n/lrNzhTFgTH3Aos9HLFRmyvCnFspoDKjaCqKoijnBPW9lNegZk3o3h3+8x8YPRrGjIH4eHj77cYc\nPereIjjY27mUc529e8GYCKyS8UcCAmZRu/YxhgyJqHDhDqqf79aGNWvoevw4S0JC2NyjB+NnzmTK\n44/TZdkyrkpVvyJFKUyWl/KbmDsXHn64UgejFKGCvSgURVGU6kdNL+Xp3Hgj/PIL3H+/jZK2aBH8\n/jts3JjjsUVgYNkDWijVm717bc4rq727jK1bX+fw4YVnRbirjmxNTOSD1q0xr7xC7LvvUrt2beLm\nzYNXXmFB69b8tG5dVQ9RUaoNISF5WFN/V2YBfRk8GE6froJBKfmogKcoinLeczc2DZsrTwL2hr5R\nI9iwAeLioH9/2LkT5szpRmjow8AYIA4YQ2jooGJzYinnNntdYnUaA23aVN1YqoKWnTszcM0a7i4S\nJfPugQMZuGYNLdWvSFHymT9/JIGB27E+eHGO16bgSJ8QE1NlQ1NQE01FUZTzmoMHwQYszqZw3q1U\nIJjt2+HGG2HfPnjlFZvQNirKmYw6GBjvcranKnXsSuXy++8F+40bV904qoqy5I5TlAuVmJgIPv64\nIAfitm1w8GAE0ACwPt3r18O111btOC9UVMBTFEU5j5mRnwe5Gzag8RrH+5NADh07wj//CaNGwZAh\nBQmsp09fVSjCIUBKyjRmzBhbrfymlIpj69aC/auvrrpxKIpybuDqR3viBISGQkZGwfGoKFvuXFeU\nykNNNBVFUc5jPvoIbNAMX6Cey5GhQBPq1YMtW2xqBNdFOCPD8/O/zEzfszZWpWpxFfD+9KeqG4ei\nKOcedeva9cY1emZmJvTuXXVjupBRAU9RFOU8JjnZuWeAS7G+EvFABDVqpPHee/apqytbt8IPP2iQ\nlQuNQ4cK9nv2rLpxKIpybhITA7ffXrhs8WJrJaJULirgKYqinKPMnjix2OP79kGOZzkNAJHUQu/z\n8uDVVyEiAvr27UZ4eOEIaeHhozTIynlKbq4zgqalWbOqG4uiKOcu770HgYGFy3r2hJSUqhnPhYr6\n4CmKopyD/LhpE0snTyYyJoZLvUT3mzPH9Z3gmrwaRhEQUPCM77ffYMAAyMqCr7+Gtm0jSEiAGTPG\nuiSi7q7+d+cpBw4U7DdpUnXjUBTl3KZ+fRusq3dvELFl6ek2FU9iIvioaqlS0I9ZURTlHOSjSZNY\nkJrKomK0eAsXOvcMNnKmazjr7rRv3xwR+8T1qqvg1lvtAty2rW0VExPBypXx9IoOYOXKeBXuzmNc\nUyRcd13VjUNRlHOfXr3g5psLl23YAC+/XDXjuRBRDZ6iKMo5Rnp6OmbDBhuMesMGMjIyCAoKKlRH\nBJKSCpVgfe8soaFP8vTTD3H//bB9uw1p3aWLe18l0RQq5z4FvprQvXvVjUNRlPOD99+HVq0g26bF\nIzMTXnwxkaVLVxEY6EdAQA7DhnXTB4dnCdXgKYqinGN89MYb9HTckfdMTuajN990q7Njh6v/nQF+\nw9e3L8HBA2jQ4AGioq7gmWeup00b+PZbz8IdlExTqJz7rF1bsH///VU2DEVRzhNCQ+GNN1xLhIyM\nXaxfP5516+JYtWo8w4d/TkJCYoX3HRc3m4YNHyAkZAANGz5AXNzsCu+jumPEaSBblsbGdAdexcbf\nniMikz3UmQ7cBqQDA0Rko6N8JPAQkAdsAQaKSFaRtlKe8SmKopzr/N+UKXyzcCHNatfOL8vbt48X\nXdRzL7Rrh0/Tpvnv96alkdqwDx99/rSjRIBpwNP5dfz8RhMfH83zz3t/epqens7LXboQl5REbLt2\nPL9pk5umsKIwxiAi5sw1zy2MMYHAOiAA8AeWichIY0wcMBhwxq4cJSIrHG1GAoOwdrXDRGSVh/NW\n6PrYtCns32/3ddlVFKUiELEm3998A+5+4Jbo6LGsXBnvVu4kISGR6dNXkZVVMq1fXNxsJkzYTE5O\ngXTp5/coo0d3Ii7usXLMpmop7RpZZgHPGOML/ALcAuwFvgX6iMg2lzq3A0NE5HZjzLXAayJynTGm\nNfAv4BIRyTLGfAj8U0TmFelDBTxFUS5osrOzeemRR+iybBl3p6aesf6SkBA29+jBgq/f4pdf/B2l\nudjncIU508I6b9o0uj77LJfm5fGjjw/fT51KvyeeKONMiud8FfAAjDE1RSTdGOMHfAk8A/wJOCki\n04rU7Qh8AFwNNMNmpr9YRPKK1KvQ9dHHx96M1a8PR45U2GlLxOyJE3ls5MjK7VRRlErht98gPBxy\ncpz/V5OBTCAH6EaTJgl89dVkwsPd2yYkJDJ48DxSUi7CepXlEBq6nzlz+nsU8nJyoEGD/pw48TCw\nKr8NdKNBg9kcPrzQrc25QmnXyPL44F0D7BCR3Y6OFwI9gG0ude4C5gGIyHpjTIgxpglwAjgN1DTG\n5AI1sUKioiiK4oK/vz9x8+axZO5c4uLjGbV7N/4e6mUBL4WFccULLzC23wDGB7geTQOC3dq4Ji33\npinsn2flisvy8lg0ezZxS5fmH9+blsY1ffrwyNMFmkHFHRFJd+z6YyXtY473nhbrHsACETkN7DbG\n7MCut1+f3THa15tuOpu9uKM+nopyftOyJUydCsOHC5AIHMD+BWYAWzl82J8bbrDRe++9126XXWYT\npo8d+x4pKcHA+PzzpaQ8xdix7+ULeL/9Bp9/brd//QtOnPDBih4XuYxiHidPnqqkGVcPyiPgNQN+\nd3m/B7i2BHWaicj3xpipwG/Yb/hzEVlTjrEoiqKc19wzaBBdIiMZe9ttTC4cPQWwZpqPrlhBWHg4\nGzcWzmkGO4Er3Nq4Ji3vP2wYe7dsKVZT+GJSUn7kliUhIZgePeg/dGh5pnVBYIzxAb4HwoHXReQn\nY8z9wFBjTD/gO+BpETkONKWwMLcHu5ZWCnffXVk9WZw+ntMnTmTcggWV27miKJXCkCEwfPiHWGO/\nV1yODCQ3dzsffQRffglffAGvvGIfODVqBMnJJ4B+wBgKtHF3s3nzLIYMsfUPH4Zu3aBhQwgIAPgV\nCME+2AzCihmnyc5Oq8QZVz3lCbJSUtsQtyeUxphw4AmgNXYxq22MebAcY1EURTnvadm6NQFejgUA\nrcLCAFiypKgfVQ1CQopPWu7UFMq0acS1bk22l36ygNiwMMwrrxD77rv4+3vSJyquiEieiHQBmgMR\nxpgo4HUgDOgC7AemFneKszm+jIyC/coU8DxFg1UU5fzD5r57D+sL7so7QE2ioqxg9/vv0Ly5FdYO\nHwaoAXyO1eDFOV4/Jzf3JG+9ZROq33UX/PCD9fOz8cZygMbAh8C7jtfGWMPBC4fyaPD2Ai1c3rfA\nPmksrk5zR1kU8F8ROQJgjFkM/AF4v2gncXFx+ftRUVFERUWVY8iKoijnLtu3b6f9IRuTY5cxvBYW\nxvBduwgT4eKDB9m+fTsdOnTgww+LtryMW26JZsOGsbRsWXzS8tJoCsvD2rVrWesauvECQERSjTEJ\nQFcRWessN8bMAT5zvPW2brpRUeuja6S7kJAynaJMeIoGe7Z8PBVFqWoCvZS3Jy8PDh2y/r81algL\nlPr1nccnFKk/AbiPOnVg82a7+fvbNAw9eoAV5uyfWl0mcoKRjvcxrF8P1xa1NaymlHeNLE+QFT9s\nkJU/AfuAbyg+yMp1wKuOICtdgPlYJ/JMrIj9jYjMKtKHBllRFEVxMH/GDLoOG8Y2RyCVp2fOZMrj\nj9Nl2TLap6by/cyZ9HzkcWrWLGyiGRBgfRqmToXIyDP3k5uby7hLLikUqdPJC+3aEffzz/j4VGyW\nnfM1yIoxpiGQIyLHjTFB2MfR44CfRCTFUedJ4GoR+bNLkJVrKAiy0rboYliR62PbtjYPXkCAvUk6\nG5Q1Gqz6eCrK+YExMUCChyOPAd7SGDwL3EnRgCn2/XgvbUYBL2HYRFci+Y5EhE7AvQQELGbLFmjX\nrjwzqRoqLciKiOQYY4ZgFytf4G0R2WaM+avj+Jsi8k9jzO0OJ/FTwEDHsR+MMe9h/Q7ysL4Jb5V1\nLIqiKBcCWxMT2d66NVfGxhI7YAAAcfPmsfSdd1jw4ovkrFtHi8sfdwtzf/HFNi/eH/5Qsn5KqilU\nSsRFwDyHH54P8A8R+cIY857jYacAuwDn2rnVGLMI2Iq9m3nsbD/p3LXLvl533dnrQ308FeVC5xQw\nmsIauVHAz/g5pJGC3K1OBCtmuLYZTfFW6zsAaMskVpDK9UwkiQVABq1aQdeudj1s1KgcUzkHKFce\nvLONavAURVEKeGP8eKL79PFoHrkrOZnPFyxgx/ExTC3izfWXv1jzl8WLS9ZPSTSFDz7+eAXMqIDz\nVYN3tqio9VHE6R8D770HffuW+5TFsmTuXDaVMBrs3Y6HGIqinPsYcyvQEht6wxebvmcv8DsiqwH7\nf/TOO/Dss3DqFGRlPQ7M8nA2q/Xz9bXRNkNC4ORJ2z47+y6gA71ZygKS6EM7FtIDuJgaNR6hQQN7\nhqQkcDEoqPaUdo2sWBsbRVGUc4DZEydW9RDKxKNjxnj1fQsLD+fRMWNwyWKQT2oqdO9e8n62Jiby\nQevW+YFUateuTdy8efDKKyxo3Zqf1q0r4wyU6sbu3QX71n/l7HLPoEH0X7OGsV5spF5o144Bq1er\ncKco5xl16tQC+hcpHeAotxgDgwbB/v0waRLYlAqeOMju3Vbj99tvMGUK3HOPM4qmP/VI53msNcAI\nkqhHJnA5p0/b4C2nTsFVV0FWVgVPshqhAp6iKBcUzrxbP23eXNVDqXBOniwwt3NSo4YNJV0aAa9l\n584MXLPG7Sb77oEDGbhmDS01X9l5g6usXrdu5fRZ0miwiqKcPzz1VDd8ff8BxGMjYsbj6zuPp57q\n5lbX3x9svCVvuetO0aqV3Vv+/hS+nNGV9vujePKKKCL5gm58QGdHzS5AN94nkgFEEsUNOVG0PdmV\nQ8lTufnmoimFSk91fWCsAp6iKNWG0vxRJiQkEh09hqioOKKjx5CQkFiids68W4uq6Z9yeUhMtE9A\nXWnRAho3tslmS0pJNIXK+cEnn1R+n0V9PJ9o04ZdjgvX6eOpKMr5RVzcY4wZcwUNGvQmOHgADRr0\nZsyYq4iLe8xrGz+/NBzuyS78xVFu6T9sGM0uvZQuP/zAuMR1rOU4CzlWqMVCjrGWX1jLOvqxiWNc\nxrHcoaxfD/fdVzStUMmpzg+My5MmQVGUc4yEhESmT19FVpYfAQE5DBvWzWOo/KrA+UcZGRPDpWfQ\nECUkJDJ8+OckJxc4Xicn2zxvxc3HU96toKCgihh+teCzz9yfRl5+OZQzo4FyHuPU4FVmeoQNa9bQ\n9fhxljh8PMe7+HhelZrKhi++0CA+inIeEhf3WLECXVEuv7w9GzfuB3pj0yxkAqe4/PL2+XWcOVyX\nzJ1L3Bn8ex8hjE95gVQGAJCXB8uWwd/+BqGhs5k5cx05OUH4+WUwZEjkGcfqfGA8feJExi1YUOJ5\nVQaqwVOUM1BWTVF1wykUrVo1nnXr4li1ajzDh39ebeZTGs3apEmrCgl3AMnJExg9ejU7dtg/bU+M\nG/Yc9zqi9N2blETc8OfKPe7qxIoV7mUHDsBtt1X+WJTqT1qaNesF+xS7slAfT0VRSkJ8fD9CQxsB\n7YDWQDtCQxsRH9/Pre6Z/Hufb92OXTesxqfeALdjb775NePGfcyRI+mkpmZy5Eg648Z9SFyct/QN\nnh8YVydUg6coxVBWTVF1ZPp0z0LRjBlji51LZWj9SqJZS0uDjz+2Eba+/trzX9eePb7ccgscPQph\nDaYQemohrevVpnZtyMw8zontv+HUDXYGprzzPkP/9x8aNLDqi3M579bBg7C3SDpsY+Cnn+Cmm6pm\nTEr15ttvC/Yr85Jv2bkz0ZMmuZkB3z1wIJ0jIvi8mj0JVxSlaoiJiWDOHJgxYzWZmRAYCEOHDvB6\nD1Kcf2+dGrB2XRjLl8PQoXDsmL2vsDRwbO0pyLe3jRdffNerFu+uG+5gquOB8T1JSdx5wx2s+f6L\nMs+1olEBT1GKoaxCUXUjIwN27fL8c//iC1+6dbMRpa680m5t2ljhoKwCbmmFwnHDnuPBIpq1yW/N\nQAT+8x8r1C1dagWV4cPB3z+HNWvcz9O1ay4rV9o/7u++G8b/jdpCxKZlPHjac96tf+Qcgx+trf65\nnnfr3/+24e5dTTRDQ+33GuBtxVMuaL78smC/fXvv9Sqa4nw41cdTURRXYmIiSny/daYcrklJ2+nR\nowO33mqjdE6ZYu+PYCNwMYWTp49G5AhXXQV18qZQ++BCwurXpm5dSEpKpuGhY4UCuTTcuJ5ejVvQ\nsaN9cFXlD4xFpNpudniKUnXccEOsWPfbwlurVrFy6FBVj+7MHD4sMm6cSOPGIg0bjvY4l6ioMbJ8\nua3Xo4dI8+YiISEiN98s0qqV5zbR0WO89rl8+ToJDx9VqH54+ChZvnydiIi89fe/y+CrrpLYyEiJ\njYyUIZd1lof86hXq4EG/etKrcWeJDoiU24Ii5Y5mV8mUF6YU6iM09MlCfYSGPpHfhyuL335bYlu3\nlixPEwHJBHkhLEyWvPNOhX/+lcmDD7pPr2tXkZkzq3pkJcPxf1/l6865slXE+hgRUXCtKIqinOv8\nY/p02QayOCRE4vr3l5MnT0psv36yJDhYtoLML7IgJiWJREaKwJ0e73XgAcdrlrSmn8wl2ON9RNHN\n2X9WVlaFza20a6Rq8BTFC4mJsGFDjsdjOTm5XHwx/PnP8NRTVuPlidkTJ/LYyJFncZSe2bkTpk2D\n99+He++12p1du7oxePBTpKRMy68XGvokzzxzDzExEBNT0P7gQfj+e/jb3zz/Raxd60unTlCnjg2t\n7tzq1IFly1axc6cn/7ixZGVFUD9sGBK8hUvXL6PnKc+atfk5x+Dg/7N33uFRFWsD/83uphAgCSCG\nTkKIcFFpKparAT+4oQrXQlOkKYJIV0EhFEEUuwIqijRRwIoFpF9JxIqFDgKhKVKFhBTSdt/vj9lN\ndpOzQEIJ4Pye5zy7O2fmzJyzZ3fOO2/TmrVPw8PZ2KIDA0f5atYyM48Ao/EkTM3MPGp5rDt796Zh\n06b0qt+E9zOOFdrfO6Q8T69Y4Tdq5KXC8uWFy/btK1p6BMM/B5cLfv65pEdhMBgM544tiYlsj4yk\n8dixjHWn+Rk3Zw6fzZrF/PHjyU1IgEceyatfu7bH+sWfOHSV+zWQPcxhKDP5mgm8g/9ALs9ERdFo\nzJi8/ksKI+AZDAXIzITRo7Vw9PjjcUydOoDjx6fm7S9X7hHeeqszjRvDlCnQpAncfjs8/rh+D9pE\n8dmJc3H9NJd5X+7iyVH3n9bEoKhmjVb1IyJieeEFnfesTx/YsgUqV9b1dX60FLyFIjhheewrr9SC\nwVVX5fokQvZw441OpkyBEyfyt9RU/Zqba/23sn+/nblzwekMJDdoDq/WnMnKXROYkln0P8rRoxeQ\nnDzXpyw5GeLjB1hesxqRkUSEl4KMwv1EhIdc8nm3du/W174gYWEmgqbBmu3bISdHvy9TpmTHYjAY\nDOeC4vj36gwt1s9C8IPPpxR6M5empHI9C0kuVLsLpZnw2QquqV/yE68R8AwGL9atg/vvh6uugvXr\n4fXXN5GSchhvoSgl5Qhr126ibdtYnnkGnnwSZsyAjh0hMhKaNUvk/feXYUtK43uyuPn7NAYPXgb4\n91srqq+bVf3ExFGUKQMjR2qn5LJlfdtMnrycgwdn+JQdPMgp/QkHDYojKWmUTz/R0SMZPrwV/jIZ\nLF+ey759hcuvu87JwoXeJb3ZnVQ0zVp6us7btX699RPpunXliY6Gq6/WW716+lWp7VyborWFO4Eh\nlOM1jhMNXJuSzPbt2y/psOyrVhWOHBoWZrR3Bv98/32+gNeoUcmOxWAwGM4FxffvPQT0AmZ5lfUE\nDuBy6UXUxET43/9g7dpIgrblWB4lEDv1G0bx2WfQvn3xzuFcYQQ8gwEdmOL557VZ40svaSFPKZg6\nNQGXawDgsX8TXK4BTJ36Rl5kpbJlYcgQrfX/+GPo23c5qamj6EJDKgDX8QsLkmby7LPPEBERy8mT\nWkt48mT+9vzz1sFc+vcfTevWsWRnQ3a2fiDLzoY1a5Zz9Khv/czMicTGjmboUGth7Y8/0oFE97l4\nokTF8fPPObz/PjRsqAMtOLz+Fdq2jWXt2k1Mndo5LzdMt25NT6lZHDQojrVrC2s9Bw7sXKjumWjW\nRODHH2HmTPjoI60lFTkEvAEkAKWAk0BTlNrCE0/oYCP798Pixfp7PbRtJYm5acwknAl0YA9T2UZf\nJrGAm9LTLvm8W4sXQ24Ba+LQUJMeweCfb7/Nf9+wYcmNw2AwGEqa2NjrSUxcD7QGygBpwCFiY69H\nKe2GU6sW9OwJW7duZ1W9TAB2ohhCFK+ym9oIt5LFh6IDuTRurM0/Q0NL5pyMgGf4x1HQtPGee+KY\nPTuWoCD45ReoUSO/bkZGDvAZ8LLXEYaRnGzn0CGIiMgvDQiArl1h2jQHGxOn8QRJAIwgiWW8xa+/\n2unbV4f5LVXKd0tOtv4pBgTYadgQAgP18QMD9bZzp4OjFi5nWVn2QmU7dsBrr8HWrcmW55KS8gdf\nfAHjx8Off2qtV8OG0KABZGQk8tprW0hO/iCvxeTJA7jhhkS/Qt7atafWenqzfft2rstIB7Rm7VFV\nhpckjdpAw7RURozYzqJFdcnNhRtvhFtv1atoIn8AAcAHXkd7EJFjPPGE1vTZ7fq7rFMHopyJPLut\nLJ/LK3kJTpN4nydoSCdGUhvVFgAAIABJREFUwIcf+tjlX0q4XHpVUcfdyOfYMWjatGTGZLj48U41\nd/XVJTcOg8FgKGkSEmbRtGkvEhMPAQpQxMY2ICFhVqG6v6xcSQuczCSQCXRlD1PZzCOMYT4tyCKM\nVaRQl19/1ZY077wDDzxwwU+p+AKeUqoV8Cr6Ce4dEXnOos5ktDicAfQUkd/c5eHAO8DVgAC9ReSH\ngu0NlzYXIn9accZU0LRx5cpR9O4Nb70Vi82WX3fpUjh50gn8F4gnX+v1X5zOF4mO1maZUeVf5I+E\nBVR1O7KU37CbOIJogLaZa4iLON4gOziL+mVXA7A/OY0mrfPD57ZsmcuBA4XHW7u2k379CpdPm5bL\npk2Fy4ODdYx8cacXePllvVKvXdgO42t+APAyubnt+P13LdB17gwVK0JWFmzcCHPmfElW1lSfFseP\nT6VLl2F06xZLSIgWpFwurUHKyYF33vkFl+tDnzYuF0yefB9DhvSnVCktpCql/yivT05mlgpkvHRl\nj0xlA48whg+46UQKb3y5ipqRdfnhBx04plw5CAmBEyeCgO4FvpfuwLPMn6+1d9u26RxwO3bAid0N\n+FPSgFo+bZKIYzXT6PbzMNizR9vYXmJs2lRYewfw73/ra2UoWZRSwWhVcxAQCHwuIk8qpcqjVyhq\nAnuATiKS7G7zJNAb7Sg7SEQsQugUn+RkvZjjwZhoGgyGfzpWwpwVWxITWRdRmXcOBZLiNu3cQxrD\nqELPK7KIyU3g5+T8BeMHH4SxY+Gnn+Cxx0bw0UdbECmNUul07FiPefMKiU8+eJ6li0qxBDyllB2Y\nCrQA9gNrlVJfiMhWrzptgNoiEqOUuhF4E7jJvfs14CsRuUcp5QBKF2cchouXC50g/EyjVVrltXO5\nJvLHH6Ox2fS4UlJg6FD49FPQgsMywLvNKECoWROWLYPMzEHUDdpI3InP6ZhhHRVyATvgOJCwzzLf\n2qBBcWzYUDjC5cCBd1oez1/9hx++k3nztGCXmqojaFaoANOnAwRjZaIJVXC5tBnkkiVa+yWiBTen\n8wBWppBpaanMn6+ThDocWgsZHKwFt+zscMt+jh+PompVLQQ6nbpNzZxEGhPGl/JqnmZNR6pqxh0M\nRo4kUPnmR6hfXweM6dYNBg2CVq1C/XwvEYwdC9dfDy1awMiRegUN4gkK+g/Z2TOB2V5tevKjLZp+\ndSbAnXdqafgSk4pWrdICnlL5WrygIGOeebEgIplKqdtFJMM9361RSt0KtAdWiMjzSqkRwBPAE0qp\nekBnoB5QFViplLpKRFx+OykiP/wA4eHaBxe01t5gMBgMp8cTyOX2bfvdCdjtBAc7GTjwSerVrUqd\n+fOZ0R5iY/XzJOhF56pVvwF2Aw3wPBvNn78BGOFXyFu8OJF27V5EEWG5/1QUV4PXBNgpInsAlFIL\ngA7AVq867YE5ACLyo1IqXCkVAWQCt4lID/e+XHRoP8NlxAsvWPuUvfjiaNq0iXVHLfKluBq/TevX\n89lzz9G0bVuu9hf5w01WlvUtn5mpTRuXL4devfQD83XXwf/+F4ivEIH7c2dq1oQePWDu3ED+Sp3D\nyFIzWZo9gTdzixc+90zD/vurn5JynN694Zpr4IYb9EPcu+9qrZfW8IRgLRSlsmeP9gWsUEFrfq67\nDnfAlqPAOnxNIR8Ct/lpTAxUqaITanu24cM3oP/EAsgXCrcAqVSrpp2Vq1TR0T1txxowL8mFC9/r\nkUIvFtgWUiWzPmX2wcMPa5PDV17R5qbgAlriq8FrCbzBzz/r8O+vv64FnoAArZXMzq4NdC3Qpjcu\n10RGH11Kyzo/E/HQQzB3LpY36HnkbLTdX32lhWZvE02HwwRYuZgQEY+XaSD6B3scPUd6jGjnAKvR\nQl4HYL6I5AB7lFI70XPuObNy+e67/AcPMFE0DQaD4UzxBGqJio62nKc9+5OTtXlmnz6ePWlADAWT\nqc+f/xsNG0Lp0vq/uHRpvQAeEgLt2j0F3ERtdrGjiOMsroBXFfjD6/OfwI1nUKca2uTkiFJqFlqM\n/QUY7DUBGi5R9u+HhQt1oJE1a6xvrTVr7FSsCPXrw7XX6tf69WHfvkRGjCiexu+jSZOYn5LC5Gef\n5SmLELje5FrZsgEOh5M+feCzz/TDct++Hg2ev1WTIJYu1dqTOnWge3dYuLA3X5dpStd9TfhECkeF\n7BlUnlajVxBQMZrPPss3aczJgdGjF1qG/e/b91EGDYpFRJs5erY33vi8UP2TJyEgYBAbNmgBWikd\nzGX/fm1yCdlYC6vtqVNH/7EcO6bNCFat0n8w0AhtZe0tFHUDXnP7wsGRI1oTcOAA/PUXaFG2OjDT\nq5/ewGH+7/+0dunYMfjjD0g6GI+Lu7DSEjpFMWdxPK+/roXu7GzvADBhWAurwXnaLJtNawpzcnCb\nvyb7aePipZcVd4ybzo+Hb0FNngyDB/tcpfOZz/BstN05ObBmTWH/u7AwfV8aLg6UUjbgVyAaeFNE\nNiulIkRHCwIdws3zZ1MFX2HuT/R8es74/nv9fwH6YcJgMBgM554HH9TPh61bw//+NwP4uECNiUBf\nRozwd4RIYBTX0fCCCXhy+iqA9lQs2M4BNAYGiMhapdSr6FXLMVYHGDduXN77Zs2a0axZs6KO1XAO\n8Kdh2LtXh63/5BNtQnfHHdq8MSAgl5UrCx+neXMns2Zp/64NG7Sj/9SpsH79ckQKa/xOFcIfICMj\nA/XLL1QA+OUXTp48SSktmRRi2zbYujWOsLDHSUl5Ia+8XLmhrF9/J/v3ayGnUyed307Lgv5u9Uo0\nagQZGdoHatMmHU3zxhsjCdjrtGwhWcKcuVHY7Vr48N7++suGlZBz6JCL774rrFA6etRaUD15MoV6\n9XSOq5MndW60m26C8uVh0aIrsDbRvMYn4bGnr9RUgI2AjcJCUSgNG2rBwlM/X8iIRocX9hYKewJP\n88QTOvCJ9/k4HIdwOlcB//Kqn4DI3dx+u9bAecK5e17hANqN15uJQJu8sTi9vgY9tkistX6/cffd\n8OabIbx720J6PHOTdkh0/9cURUMMRdfGWZkNn8m9D7B2rTaLzcz0Lb/jjguuhCwyq1evZvXq1SU9\njAuC27yyoVIqDFimlLq9wH5RSp1qXrXcV5z50enU2n0PV1xx2iYGg8FgKCaBgXrR3P9fvD9RbDWw\nmWDuJKzI4l3xBbz96CV6D9XRq4ynqlPNXaaAP0Vkrbv8Y7SAZ4n3BGYoGaw0DD//PIry5eH48Vg6\ndID4eGjeXN/IAA5HHLt3F86fNnBgKypX1uZ5cXH5fcTGOvjmm8J9e0wn/fHRtGl0TNLmgh2Tkvjo\nrbfoPmRIoXpbt2qfrB49Ipg16yDepo3HjydzxRXatPHYMZg8WT8EhYbC33/fADwKvOR1tKHAVkqX\n1pqh22/XZpCLFsHq1dt5GS2FFAyf+29Sefy77ZQqVZegIK3JCgzUr7m5vwLp+JpC9iM393dEtBDo\nEQztdhA5iJVAmJPThD17tHDWtKn2kfvuO8/xDmOtwVqb57/l0fzlC2vXYC0UvZlXp6D2SGsK5wCV\nvcrmADWIjNTHDwzU17diRXA6I4C6FDRbgF2At1CncTggN9dfYvKG2GxaKFRKC+n5StsNWAur2Wzc\nqL/3Zs2i6PDGe4R37aqdEmvUKJKGuCjaOE/0y19/dWAleJ/q3vcIkb//7iA1tRVKXYdIAKDvkTZt\nTjnMi4KCAslTTz1VcoO5QIhIilJqMXAdcEgpVUlEDiqlKqN/oOB/7ixEcebHTZu0hjctTX+uVKnI\nhzAYDAZDkUn1U76TK67Qz4IBGS9SKWMB5e1lUArS0n+nEhWZBrxVxN6KK+D9DMQopSKBv9AO4V0L\n1PkCGAAsUErdBCR7zFGUUn+4nca3owO1bC7mOAwXACsNw7FjE6lVazRbtsQSEFC4Tdu2sbz//mL2\n7r0jL1pQkyb1/Gok0tIOW5YfPHg87/30F1/kpwX50SoBXH/9RQ93hudrXC4+fOMNxn32Wd7+/Wlp\n1Li9K9PmPcqzz8Krr75WyLQRwGabzKpVsZw4kZ+6oEoV+Pvv1WjrqDvQsYDS0bEPovNM49J1lH+u\nvRbKq5W0WJvBTMowgSj20I7NLGIMu2lBGmVyV3EspS52e76Ap4Xiq4B78RWk7gWmceKEr9CVmwtO\n5x9AQa3Xj0BXrrsOkpJ0/hVfUrE20eyWZ84oUlBgW4cWhAsKRfYCgqA3dqAShQW23/M+ZWdr084j\nR3BfVysh8qO8+jabvl5ZWTqYS3p6jmXfAQHbmTdPJ6zftk0HxjxwQAvumZkN/Jx/a1q10lEFu3WD\nx5f/h+nDhsFdd5GxbNkZa4jB81vxPZekpJZMmbIi794/ehRmz4a33tI29sHBf2KVvuLEiROWfVgJ\nkTrJRHn3phcdDBcHSqkrgFwRSVZKlQL+AzyFniN7AM+5Xz1/XF8A85RSL6P/fGKAn87VeL7/Xi+u\n7HeLjJdg4FiDwWC4BPkL7a5S0H1lP7/8op8ljx8fxJxxG2n+7ed0Svc4SicXrzsRKdaGdsz5Hf1k\n8aS7rC/Q16vOVPf+9UBjr/IGwFp3+adAmJ8+xFDyNG06VvIf/fO3pk3H+m0zduzr4nD09anvcPSV\nsWNfl9RUkW3bRFauFJkzR+SZZ0TKlr1LoKPAKIGx7tfOYrN9JW+/rY+ZlZUlY7t3l4VhYYUHY7F9\nGh4uQ9r3kEqVsmTuXH2M8PDuAgkF+kkQOCkg0rChSLlyIkFBnsO0F+hb4NB9BdqIw6E/K6W3oCCR\nGO6R+7hCwmjr0yaMttKNEKnr6CghISKBgbqNvi4i0FlgZIF+Rgp09+kjf19PP/XHW14Ou10Ehvi5\nVMOkUiWRUqV0H3a7iM3m2feQnza9T3HpB/kp7+an/H4/53K/BAbq8YSGinTuLPLDDyIul76/lHrQ\np41SD8jYsa/7vSfhTj/9d5KgIJEHHxRJThapVElk7U8ukc6dZfb118sm98XYaLPJnFdeOeVvpWbN\ney3PpWbNe+Wbb0Tuu08kLEykRw+R77/X51Kr1v2W46pUqbtlH3Fxo/ycR4aASP36pxziRYv7/77Y\nc9LFugHXov3v1qHVyI+7y8sDK4HtaPVtuFebke65cxvQ0s9xi3Wd779f5Mor8++bMWOKdRiDwWAw\nFIGuXYcLXCvQSuAe9+u10rXr8EJ1P50xQ8ZGRkqW1yRf1Dmy2HnwRGQJsKRA2VsFPg/w03Y9cENx\n+zZcWAICrP29PDnXCpKSAi+//DO5uT3x1mTk5t7LU08t5Omntb9aWJg2baxYETIyFDpNlE/PBAXN\n49VXW/PTTzB1aiDj5sxh4cyZjJswgZF7Th2t8oreY/jgjZ68+CLcd5/el5mZSmFtyRPAXm644X52\n7NDBTcAT8t8FTCvQwzSgLYGBcNVVsHev1ixlZcFxGvA+ucBC32vCIt7jv1xfrT5N/6U1NyEh+ZGS\nXn21oOkgeKJ1vv661q55tpMnYfTodD/1HwbyNX6lSulxORwgkoHLItB6qVI783Lw5ebqgCn798O+\nfdCpk7/I7MEMGKCPHxSkzUZB9zl+/HE/bSIIDNQmlzabrqvH4+/cH6dTJ50W4frrfX3Kxo3rD7zB\n1KldyM0NxuHIZMCAWHe5NYGB2WRnW+2J4rnnYOyQFzmRuID2oWUY3xwa1XciGzacVkPcpGt+PsM/\n/kjGShu5d+8LPPgg9OunTUFzc7UF6OjRsHdv5YIDAvT38Pbb8NBDvuWZmf7+tjOAUnTq5PcSGEoA\nEdmI9jsvWH4MbcFi1eYZ4JnzMZ7vvoPDXgYT1157PnoxGAwGgzeeVAg6D54dpRx07NjaMkXCnb17\n07BpU4bFNmPqXwU94M6MYgt4hn8OwcFxBAU9QVbWpLwy7xxt2dnaaX/JEh2FMikJcnIEmA7UJJRv\nOMHNwHQCA7N5803tI3bihN5SU2HFijR0ZERvAsnK2ssPP0Dv3jqnyMcf59/4o1u35rkdhR1Px8TE\ncPurS+j1QDQvvQT33qvLv/oKMjND8BXuACYBh/nlFy1w2O0QEeHJERXq56pEEBqqfftEtDAYFgbH\n0+LBeY+fNjXYnxXP/nX5wk2+kFPRT5uqDB5cWFcDUVgHTNFPbh7BLjwcHnsM+veHSZMaMH78Q4i8\nnXd0pfowfHjLvM8OB1SrprcbbwSHY79lEm2HYw9TpliPeOLEgz4BTjzY7RvIytIBQXbv1vfJli0w\nYoS/GO07mVvYmjaPceP6n1KgK8iTT7Zh/Pg+iEz3Kh0GdGDKFLj21kH89sNGJoV8zl2pKfBt4WOM\n37FDZ06HQvkMs7PB5fKXiqI29erp38lrr8Hx49Ckib7GgYFH8iIaelOqVADPP68XEJ52W7uuWAFr\n12aS/92HAoPQAYtPABVo3/6ML4nhH8bhwx6zaI3NBtHRJTceg8Fg+Ccxb95zzJt3ZnVrREZSvrR/\nl5DTUhR134XeANm0fn2x1aGGs+fjj0UiIk5KWFhvgXjRZo3xUrbs/fLAAwnyf/8nEhyszc4CA0Ua\nNBCZNEkEmgqMFMU6uYEwUax3m67dK/36iXToIHLzzSK1a2uTSG0+Z2Wm93/icmlTtuef1+ZzX38t\nkpubK6NjYgrKPSIgw2vESESEU+bPzz+PJUtErrhCBLqKtYnmawIiAQH55plly4pAfz/mcCOkYkWR\nMmVEqlQRCQ/3NqFs66eNv3IR6OCn3J9ZYayf6/WiOBwit9wikpCgr5s3Y8e+LhUqdJawsB5SoULn\nU5o0eurDgwX6ObUppG7TvUCb7n7bKNXK8hyVanWmt+kZ433+NttAgU/z+ps0SZupXldrhoyo7Gsa\n4b1lgoyJipKFs2blHTcnR6RjRxG428/39ZgoJVK6tMjo0SLZ2SJr14q0aSPicDwgMLRA/UclJOQj\niYkRiY4WadFCpGlTkTp1RCpWfEgKmw1/L7BSAgIKf+eXClymJprna6MYJpqffSZy/fX5943dLnLo\nUJEPYzAYDIbzzJYtW+S98HARkF06BKdIUeaIolS+0BsgY7p0OceXzHCmJCWJVKwoctVVkwReF+gk\n0MP9+rrY7Y9JmTIi99wjMn++rr94scjDD4tAH4EEiaGeHAWJoZ5bkBohZcvq49asKXL11SL//reI\ntkcWi62dPPVU/phWrBCJiBAZPnyLzPW68QfXqiW73BLWFBUmL720Na/N0qW6vxtuELeQZSUYtZHA\nwPyHnqAg/TDeqNGnopSvH5pSD0p8/OuyfLn2pSpbVqRqVS3saWG1r/tB31uIvEugbZ4vnc3mu8Ed\nUtgH8R6B1l7+cHrTn62FIuglf/55bu+DogqFRW2jBcIHCpxH7zPq52zYvbvwdR01SgvrAx/ZKT1C\n/SwgxMTIrp07847jdIrce69IhQoiMNDye3E47pG779YLCJ57oFQp/VsZPvx19/2Rv4ACd8nAga/L\nc895Fhr0Qkr9+iLaX9NqaC/ILbec10t2XjEC3vkX8IYP14s/3ve801nkwxgMBoPhPDN38mTZio4n\nMa5Hj8tQwIuJkYyMjHN82QynIzNT5LrrRF59VSQwsLmFxqCv2O33yfDhIjfeqINgeIJzaCGnq8Dj\n0gX9kNyFGIHHBXpI9eoi5cuLhITkP/Dqh1qx2O4Wh0OPw8OePSLXVNM3/vyQMnJL5Wvl1luflBuu\nuFZmUUa2gLw3daqIiCxbpjV311+vH6j9Bw3RAlNAgH7Av+02kQ0bdH+nE1ZOnhT59FORu+/WQiHM\nEniswPGHuh/i9TWy2/XmcIhbsLxDCmtxhgkMl7Jl9bjsdn0OISGnul53Xahb5JxSHCHyXNC/v+/1\nq1VLLzqEh+fK4ErWAt7omBhxup+Ks7NFYmM9QWxEbDbrADNly94lv/0mEhenvz/Pd1+tmoheYOgp\n0Not5LcWvUDysyiltdzNmul2+rfymfhqoZ8RyBYYJu7b/pLECHjnX8C77TaRyMj8+zIsrMiHMBgM\nBsMF4Ml77pHRkZF51kJFnSOVbnNxopSSjTYbv770kmVuM8P5Y/BgHWTj00/BZmsDfGVR63ECA1+g\nbl3ykl57knLv3PlfylGNr3mdBujwcf/HAI4TSOXKL1GlCtSqBVdfrcN09+zpr49+PPLINN54Q/su\nud2dGH5XR44v+ZZPsxtzzLUor3aNsu3oWOoXApvexu19PuTee6FCBe3vZbdDVtYwCvvgATxFePhY\nypbVSc7bty9eougTJyAsrBvwnsXeR6lS5SVcLgptycmPAy9YtBlChw6vUru29pWpXh2qVoVbbrmL\nzMxPC9UuVaoDGRmfF33g/1BEdMh4T04wgM6dYenSrUxMacIjpBXKZzirdBluWruWnTvr0quXbpuV\npb+fP/+cR1bWZnx98EYCR7Hb3yYqCho31n3+9pveXK4P0MGEY8j3p9wJ3EJAwCACA7VPZGys/k0u\nWzYXHVzRu4/fgac5dmwu5cqd10t23lBKISIXeXr2iwellBRl/s7OhvLl9WtOjva3rVkTdu48j4M0\nGAwGQ7GY9vTTtOzalSi3o3RR58iLPsjKmUSuM5xbPv0UvvgCfv1VP7hCONYBPQ7x0kswfz6s+PhF\nYuwLqJ1dhswsqMrvVCKRBu5jNgTieJ+DAAd+gQOw45c0ln7UlVQeRQcZ6QLU9upjP3AvH3wAo0Zp\nofPECf2+VuMGzDtyJcfWvO4z9n2pi1jbYABNSleic2dd9tdfULo07giKdj/nMpRRo7QAGVQwmGcR\nCA0Fmy3TMlqlUkdYuNA3YbnntWHDg5YRHoODD+B16+cxYkSL0wZMMZwepWDxYp0U3sNHH0GTq1bS\nPCWNmYQzgQ7sYSqbeYQxfM5N6Sl0a7eKfSfqAvkPzs2bw/Tp36HzJHbGOwE97KN8eS0MJiToKJqZ\nmXk9AnUonDfwG8aPH8Qrr+ggOYMG6T2VKq3g0KF3C5xJHaDMJSvcGYrH5g0buLp+/dPWW7w4kQkT\nliPiICcnCHiM4OAAqlU7/2M0GAwGQ9HpFx9/dgcoirrvQm9Y2Dp5bFGzsrLOjQ7U4IPH7+7HH7Vv\nRpMmItBCrP3Wukjlyh6zxCyJpLvM5Mxy1M0gXKLoIZDlLrpdCgfz6CPwZZ4p0aOParO2hx8Wyc31\nn5/v2mvHSunS2o8uIkIHZsn3Y+tpYW46TKDFObuG/vKaRUdb5zUTEWnU6GHLNo0b9/fbpqTMGi9H\ntB9o/lbHdo/cRzkJY5ZPeRgzpRthEqM6+rm1h1rcxw8K3HqKn0NXP+XtpHx5bQJdrpxI8+Yi334r\nEhJiXV+pB0r6Mp4VGBPNIm1wZj7qixYlSHR0wf/v3RIcnCC9ep22ucFgMBguAoo6R5b4JHXKwXnN\nSFaR6wznlsxM7avm8Xdr1077fulE1GKxDS9UFsYMuZ9TRyC8nyiJCJolV14pEhUlcu21p+oj32/N\nZhO56irth9amjUjz5v4SPsdLtWo68EmNGgX3+Yty2OacXcdFixKkXLlHfI5frlx/WbQo4ZRtKlXy\n9cGrVGnIKdsYzh3p6b6J5MszQeBry3ulVNDTUr3UBLHb9e+jVi3d9vbb9X1kfX/1laAgXS8gIH/B\nQccJGuanzZ0yYYIOEjRhgl6oCAsT0UGOCte32dqX9GU8K4yAVwwB7wx81OPi/P9PTpp0yqYGg8Fg\nuEgo6hx50ZtoehgTE0O/JUvybFEN557hw7Wvz6BB0KePzmt3222wenWknxYpgDYzjIiA4GDYv783\nc7Obksp1LHTv96YLZdh/3QoicqJJTYWMDPj7b/CfBy4Y0H5qNps2GQ0IgOXLITj4Vmy2h3C53vaq\nP4RatW7l5EmdFHz//vw9Ovl3DctebLazyDVSgLZtY5k7F6ZMGU1mpp3gYCcDB3ambdvYU7Z5552C\nbe48ZRvDuSMkBF56CYYN05+PEQ+4gCVAa6+aczmZNZQ/VQigcx+mpGjT3gULAEr76SHQnWweypXT\nOfCysnRePPjNT5taTJwIMTEwa5b+ffbpA+++G4I24fT183M4LBIWGi5rOiYl8dFbb53SRz0z03qa\nV8pOZOR5GpjBYDAYSpRLRsALAmpGRZX0MC5bvP3u4uNh5kydIFwnZNyOtd/aCWJiYNcuOHAgP2lu\n376R/PyYhUMZEISTH36KwmbzLXc4tlkmx4bSbsFMC3l79+qHY6cTfvstDZfLCYxG+9Y5gVR27w4j\nIABLn7bSpZ2kpxcuj4ry92BePNq2jS2ycFacNoZzx9Ch8MwzcPSop0QBV6N9Q0HfY72AUjgcWvAK\nDITkZNi+HSZMgL59/d1H2YSG6nfHjmm/P4cDdxL5mkBPYLZX/Z5AdzIzYeNGuPlmvdjSvTu8914O\nLldL9H0fC5QBWmG3bzwn18Fw6XA6H3UR2L3bWvC32ZxUrXqhRmowGAyGC4nt9FVKlt3uUIZXHT7M\n9u3bS3g0FyeLFyfSsmU8zZqNo2XLeBYvTjyjdm88+yygBbR+/eCDD2D2bHj2WRgwAN5/X2sM4F/A\n++ggEOPcr18CvUhKgvr1dbvjx/WDbps222nuDlSyE2hHOTyB2poHYfk9dup0DdCnQGk/goJaF6r7\n00/w++8gsg7oAYh7jwA9ELndR7hTCsqWhVWr4IMP7qZcuQE+xytX7hFee+2BM7hihsudb7/1/rQd\nSEIH/qkLRKEXN1IpW1YH/HE6oWNH2LYN+vYFvfAxqsBRRwLbSU+HihXhscdg0SKthf7mGwgJUUBv\ntMA2zv3aG1hGKbdiOScHvv4aHngAXC4XMAd9v38LLAbmY7NZRPYxXPaM37GDcQkJjEtIoMH69VS7\n5hp6DByIiNb6BgXFERVV8J6ciMPxHyPgGQwGw+VKUew5L/QGyNju3WVhWJhPbjNDPlYO9NHRI0/r\nu7Vx3Tr5T1iY/Lp2fZ7f3ezZ2jdo6FAdzKRdO4+vUD8/PhztJTW18LE9yRnfDy4ldYMiJTT0XqkT\nWFPmBQWf8nvs2nX3HhpJAAAgAElEQVS4OBztxG7vLA5HO+nadbiIiEyfnp/s2Xc7LNBNfJOD/yjg\n8qnXoYPOV+Z9zVq2jJemTcdKy5bxxs/N4EO7dp57p6fAowXuuccE+kq5ciKtWul8jp57MypKBHqL\nzlHnnbQ8QeBO6d1b5I03RJYsEdm2TedPFBEpW/ZOy9+Xw3FPXr480LnzrrxSBJZKYf/XoRIU1LZk\nL9xZgvHBK/L86LkBrHzUx47V/s1Hj+qATGFhnQSeE0iV8PD3xWbTftcGg8FguPgp6hx5NpNLK3Qy\nph3ACD91Jrv3rwcaFdhnRzuffHmKPkREZOHMmTI6MlKe7NjxPF22Sxd/DvRxcfF+2yxalCC3RdST\noyANQurJTTclyMcf6wfIBx7QD6z163sCrIjAfX4EvLstj18wOaOHs/kenU6RcePyE0q7jTZFJy73\nJIhuL/BOnoAXECDy2WdF7srwDyc727Ow8aOf+761XHGFyF136XtMKR1oRSesLxx4CESUaivPPivS\np49IixYi0dG6fpUqIoGBd0nhyK4PSa1ad8natVqo09FsPdtjln3YbK1L+tKdFZergAdUB74GNgOb\ngEHu8nHAn+558DegtVebJ91z5zYgzs9x87784TExsmvnzrxrOWmSSJ06IgcPegI49XYvgC0RcIrD\n8bSUKmUWtgwGg+FSoahzZLF88JRSdmAq0AKdrGytUuoLEdnqVacNUFtEYpRSNwJvAjd5HWYwsAUo\ne7r+/turFw1iY1k2f35xhntZ48+BfsUKO3Xraj+hmBioXVu/7tuXyMSJi7jxUA4VgH9l5PC/XYvo\n3BnatIll1SooVUqbQOb7xAVa9lG2rFiW12jQgJaTJhUKiHM236PNBmPHapOjO+7Q5pawCgjAN0H6\nCGAJdeu2ITFRm8QZDEUhIABmzIBevSr5qRHMv/+t/VaDg7Uf3a5dUKEC/P33QbSp8XSv+g9QvXop\nnnjC9yieIEDt21/L+vVXon39goFMIJZjxw7z4YcwciS88oo2AX3vPUhPt/7Nu1wBZ3nmhvNEDjBU\nRNYppcoAvyilVqBtbF8WkZe9KyulPIkU6wFVgZVKqatExK8NrreP+pQp8PbbkJiog1+NHv0uBw9W\nwjvPYm6uC5vtXbQPp8FgMBguN4obZKUJsFNE9gAopRYAHYCtXnXaox1FEJEflVLhSqkIETmklKoG\ntEGHgRt2Jh1GRUeffdK/ywyXC7ZssYgYAjRocJS5c2HnTtixA9avh48/hu++W05IViWeIAmAESSx\n7HAVSoeu5PjxWA4c0Im3HQ5PknOA+1DqEUTyk4rb7Q8xbFhzy75P9T2d7fdYqhSsXAmrV8Ptt38I\nvF2gxnNAazZtaoPdXuxuDP9wevaEXr2mAHdQOLhQFz7/XC86ZGbq30rt2jqS5iefVOd//6tCQWHt\nX/86UKgPux1q1ICIiFygv3vLJzp6NGFh+kFdBN55B8LDIT39Dz+jPnluTt5wThGRg8BB9/s0pdRW\ntOAGOpJPQToA80UkB9ijlNqJnnN/KFhxt1JEieT5qH/7bV1eeEHfMx7/uh07koF3CrQcTW7uPefi\n9AwGg8FwEVJcAa8q4P2U8Sdw4xnUqQocAl4BHgdCT9dRy5bxDBoUZ6ILFsDlgv79ISPjRqxCpiuV\nyTXXwPdLX2T7BwuoWqYMlYFS9p2UJYQG6MXghriI4w2OppfBuSaRf9sgNTeNbc6uwKMAdOvWnOjo\n35k6tQu5ucE4HJkMGBDLuHH9KSmaNQP428/eECPcGc4B36Ejs3orWEYAWjPtckGHDjBmDDRurPfW\nrBnH3r3LSEpakNciOnokAwe28tvLoEFxJCWNIilpok+bp55qRdu2+fX+/BO6dIFvv/0Lq9+8FkAN\nFzNKqUigEVpY+zcwUCnVHfgZeFREkoEq+ApznrmzEHPuv5+Gn3/OdSkpTJu0io9W1OXrr8lLf3Ds\nGKSlVbAci8tlJVsaDAaD4XKguAKetW1eYQrOIEop1Q44LCK/KaWane4Ay5c7WLt2FK1a1eahh3rQ\nrNlpm1z2uFw66uWWLVCz5lq2bm2Lb6qAVuzcuZT77oPAwEH8dWIjzTZ+zn3ZhfPSASxgh24GzJJw\nxrs6kMpAAG6/Hd59F5TqX6ICnTWZfsqz/JQbDEUhGF/hDrSG+D7uuechZs+G0gWyIngWonzzGbY6\nbQ7EM2lTrRokJIDDUQ7wpEnI/83D78U90RJh9erVrF69uqSHccFwm2d+DAx2a/LeBMa7d08AXgL8\nhfO1nnOjoljQtCl7VyZwcN5HLPv1EWJi4Mcf4bXXdGRk/+uo/v4/DQaDwVDSnO0cqbTfXhEbKXUT\nME5EWrk/Pwm4ROQ5rzrTgNUissD9eRvQDBgE3I9ebg5Gzz6fiEh3i37EM6+1bDmapUsnFHmslxsu\nFzz0kPaR++orqF79flJS+lDYjOxdrrjiHYKCtAmZPXUmsckTeMu1x9KjLgvoa4viM9cYUugJQJ06\nsHkzF602TKlbgaYU1mQkIrKmZAZluGxQ6i7gU4s9dyPyyYUeTh5KtQSWWexpiYhV+aWBUgoRuSzV\nSkqpAGARsEREXrXYH4kOOHatUuoJABGZ5N63FBgrIj8WaCNxcaO45ZbOTHkthO7t5lPxX/HMng2H\nDkFqql6ASE3tiI7z4r1YMRTYjchnGAwGg+Hip6hzZHE1eD8DMe5J6S+0Q3jXAnW+AAYAC9wCYbLb\nF2Gke0Mp1RR4zEq4yyceiCMz8yKVMi4gTqfOS5eUBEuW6JxzJ040AuYB07xq9qNGjRT27vVu3Zvd\nSU3pEtOAT6Ww314XoljiWEFWtjY/q1AB1q27eIU7gIiI0hw6tAlfTcZmIiLObdJywz8Vf5rgktUQ\nV6yoOHLkAWCGV2lvKla8LGWjSx6llEJ/WVu8hTulVGUR8Thn3gl4MtV/AcxTSr2MNs2MAX6yOvby\n5bB8+X5q145g5hfxRG6APXv0XBEWprW+W7aA0/kz0BOoidb0/kVwcP3zcLYGg8FguBgoloAnIrlK\nqQHoZWQ7MENEtiql+rr3vyUiXyml2rgdxNOBXv4Od+rengZGceLEoeIM9bLB6dRJjvfu1Zq7TZug\nfXuw2zeRm9sTLQh7NHj3cvDgJ3Ttqtu5XPrV6YwkxI/wH8gRsrJ1FLbAQB2cJTj4Ap1cMZkxYxSd\nOj1NRsY6oDSQTkhIFjNmmGA8hnNBGta+bqklMxw3jRpdz/LlOegAMPq+h3o0bmyyVl+k/BvoBmxQ\nSv3mLhsJdFVKNUTPgbsBz/y5RSn1ITrKdC7QX/ya2uj5cd++vTgc77F9u/6vv+UW/T++di2IHAZq\nAzO92j2Aw7Hz3J+pwWAwGC4KiqvBQ0SWAEsKlL1V4POA0xwjAUg4dU/xQEuU+qBY47wccDqhVy8d\nUn3xYvj1V7jrLrjtNli48ChazvZ+CB2F3X6QO+7I18CdOAEbNmynjlv7sBPFEKJ4ld3URriVTD5k\nO0rVZcsWHa3vYqdt21g+/DCeKVNWePku/ccE5DGcE7p2vYn587fiqyHeRteuN5264XlGB2VZRlLS\nl3llOpDLf0pwVAZ/iLYXt1nsWmJR5mnzDPDMmfUwkezs/+JyQblykJEBZcpAmzYwYgTExZXFV7gD\nmEFaWsszPAODwWAwXGoUW8C7cOgVyqysf2aEuNxc6NEDDh+GL7+En36CTp209u7bb0EkAF/hDmAi\nJ08+wkMP6TDunnx2YazkB3KYSTgT6MAeprKZRxjD57QghTBWMW9RXQqkr7uoads21gh0hvPCvHnP\nASP46KN1iJRGqXQ6dqznLi85ihPIxXC5ol0YIJTgYG114XDoPKFLloBSoIN2WlHmgo3SYDAYDBeW\nYgVZuVDoICudgKZUqJDI0aMLTtvmciI3F7p3h6NH4fPPYc0auPdeLfB99BFUqQI//FAwqbKHPoSF\nTSc0VPvTXXklOLd1pNK+RSzizbxAKgBhzOIOxpDyr5v5YsuHF+r0DAaDIY/LOcjK+SA/CNkodA7E\nghFfPXQBrObOdogsOl/DMxgMBsM55EIFWbmAfAD0ITX1SEkP5IKweHEikycvJzPTwe+/51KlShzf\nfhvL11/r5MuDB8PUqRARAfXrww8/OIFECkfRPMinn2rTzORkOHgQvkttwPv7DgNfAjvz6qdwM+9x\nG2/eW6+EztpgMBgMxWMiMASHA6KioHJl+OMPSE/XZpqzZ/8B9MM3EFdf4GiJjNZgMBgM559LQMAD\nmE52dkuOH9c+BpcrixcnMnjwMp+Ex6VLj+KZZ+Ctt2IZMwbGjYPy5aF5c/j5Z4C6WEXRhMM0b+57\nfKXi0f56YWjTVw8PAXvoFz/vPJyVwWAwGM4vRxg6FObM0ULe5Ml6jvj+e5g9uzxwL76+pPcBe091\nQIPBYDBcwlwiAh5AaZ58EqZNO33NiwWPNi4ry0FQUC6DBsVZ+smkp+vAKcOGLfcR7gB27ZrI88+P\nZvr0WIYO1XmNunTJD7YCm4B3CxxxGjC8UD/aGvdG4MUCe94GWhfzLA0Gg8FQspQlKws++UTnSH35\nZbjnHk+QrYZArHvLp3TpN0tgnAaDwWC4EFxCAl42n3+uzRRvKtkgdmeElTYuKWkUTidERsby4486\nYMpPP+mUBNdeC2lp1l9HTIydYcO08/yAATBzpp7EK1eGAwf8BZ85RHi4NtF0uXRJQADk5PgzyzG5\n4wwGg+HSoy+wg0WL9AKoUtrKo1cv6NwZhg49xrp1hVvVqVP+go/UYDAYDBeGS0TAexhI5pproF8/\nbZroKIGRn6lGDmDy5MLauKSkidx552iuuiqWJk2gSRN46CFo0EDnLGrc+DB//VX4WL//bic0FEaN\nghdf1P4VYWFw5AhANT+jPUxkpA6uEhioBb19+2DPnoN+6qed4VUwGAwGw8XBaLS55VIqVNALgO3b\n4xMJ+emnO/Pgg8M4eDA/CEt4+GOMH9/5go/WYDAYDBeGS0DAGw10BXbx00/av2DqVBgy5MKOwkoj\nt3XrKHr3hsqVY/njD3y2pCTrS3vzzXbWrLHuIzs7m8KJlaficg1kwgQYO1ZH1AwOhrQ0T/qDmmgf\nure92vQBMomK0hN9dDTUqqVfb7lFOHz4QeAdr/oPEBFx8UZTNRgMBoMVEwBQaio//WRdo23bWN55\nR6fVWLvWzsmTTuLj25u0GgaDwXAZcwmkSRgNPA7Mo0KFvuTmgs0GGzdC1aoXbiwtW8azfPnThcor\nVBjNnXdOoHp18rZq1WDAgHhWrSpcv2XL0SxdOgGXC7Zt06kP1qzROe327h2H03klOvd7KXQI7O7E\nxKRz8GB70tL0uYMW7v7zH1ix4jGgFjqSZjCQCcTicCwhJ+fLQv0vXpxIp05Pk5ERhDbLTCckJIsP\nP4w3E77BYCgxTJqEopGfJgFstjY4nV+dts3VV2vLj19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zs/4yIAd4TU1w++1peiM8AWyj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\nZmZmZiXhAZ6ZmZmZmVlJ/A92YIVZFDd4jgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(1,2,figsize=(15,10))\n", "K1mean=np.average(K1_pha, axis=1)\n", "K1max = np.max(K1_pha,axis=1)\n", "K1min = np.min(K1_pha,axis=1)\n", "asymmetric_error = [ K1mean-K1min, K1max-K1mean]\n", "axs[0].errorbar(range(31),K1mean, yerr = asymmetric_error)\n", "axs[0].plot(K1_pha_obs, 'r-*', label = 'observation')\n", "K1mean=np.average(K1_amp, axis=1)\n", "K1max = np.max(K1_amp,axis=1)\n", "K1min = np.min(K1_amp,axis=1)\n", "asymmetric_error = [ K1mean-K1min, K1max-K1mean]\n", "axs[1].errorbar(range(31),K1mean, yerr = asymmetric_error)\n", "axs[1].plot(K1_amp_obs, 'r-*', label = 'observation')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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p9WarF13HIvM0zFdfJStqYpVatfQ8n39u235J7dkDjByJYVu2wHvw\nYBhj4N27t32LYNSpg4VPP42ux45h2+jR9l/3beJEYPt2nbhdqFD627Vpo6+3ShWgUaOM53BZLMC0\naUCLFlo4ZMcOoH797Lc1t2jTRme6/9//WbX5Aw8AV64AISEObhcRUQ6bMQMoUgQYPDjFE8HBQLNm\nWTrm6NE6x23KFL0/wNcXL/n7w1KsGAwAS4kSePn99zHA1zdhnwMHdMm3sWN1f3IhlSrBs2wp/Lfp\nEGJjnd0YSg8DNzeULHDL7EP7scd0BvKAAeiVbzXWrQNu306+SdXJr+L2gw8DTz2VtQaNG6e9yuXL\ntu976RLQs6cu6H3//Vk7v5UGDB+Ol778EpYKFbRTOnUKLw8dmqxTypJvvgECA4G1a9OvwplUkSLA\np59qAZjx43US+PnzEEmymHZIiK40umSJrp7++uuAp2f22pnbGKOT7WfPtmpzDw/giSc0diYiyivC\nwrTOVkBAGsVEgoPTv3ibCU9PrUz5ySfAvn3Ali0GS5YaXL12C72K1MeV81ewZInBli160p07gY4d\nte7XsGHZfFHkEPnatUGnItuxZ4+zW0LpYeDmhhICtzt39NO2adOMd2jTBlizBqX9fPFi6cXYti3x\nqYhvluK+i1tRfvG0rDfonns0+Iq/bGetO3e0LnHfvlkPGm1gjIExBtHXr+O1evUQZQzM+PEwkyal\njmattWIF4O8PrFsHVKpk274tW+qSC3XqAPffj3WvvopzM2Zg/eDBWjb0ySeBLVsyXsMhrxs0SAPc\na9es2rx7d2D1age3iYgoB736KvDii8B996XxZDpZN5s3a9fk76/XAONvb96cfLsaNTQQGzhQu53W\nTUPQfVEgfrx5AD0WBaJ1sxB4eekyAl26aPDYv799Xx/ZUZs26FJ8O377zdkNoXTZkldprx8wkdmp\n+vcX+fZbETlwQKR2bet33LdPrharLIsem6MFOkaMkOtFy8q7Pn9lv1EnToiULm39vC0RkdGjRby9\nbVpoObtSFed46y2Rxx4TadZMC73YYvNmnd29c2e22vTtzJnyeM2aMrZAAZ1XULiwPF67tl0X7M7V\nevYUa1cVjYrSNcRteRtSxsA5buwfyWlWr9ZuPunU6YS32M2bWpgko3nVVrBY9GP2zTfTOIeIrFun\nXd369Rkfh299F3DokFwvX0N8fJzdEPdhax/JjskNtWoVV29k/nyRvn1t2vfgqn8lLF91WfPsYBnl\n6SmvlRsgK1faqWG+vlqj2BrffqsVVrJbHt8eLBaR2bO1Z/L3z7A6V4Ldu7Xwy6+/2uH0FlmzZIn4\nVasmAohftWqyNm4pARKRX34RadHC6s179RIJDHRcc9wNAzf2j+QckZEi1aun7mYS3mJ//inSpIld\nznXhgi4ztGVL8nOsWKFd3fbtmR+Db30XYLFIbJmycm/RUImJcXZj3IOtfSRTJd1QQqpkRoVJ0rHz\n3CZ0QkFs+24hpsTGIuzSX/jGz04FOt55R+d7XbyY8Xa7dums5pUrgdKls3/e7DIGeP55TVv86y/g\nwQe1jek5flyLhXz1FdChgx1OH5fCeeUKXqtfH1FXriQ8RtAFYc+eBfbvt2rz7t05z42Icr/4NMd0\nu5lsFCZJqVw57b6ffTYxM33hQk3RDAoCHn7YLqchRzMGHm3boEe5Hfj7b2c3htLCwM3NREcD4eFx\n06my8KE90NcX9z36Aa4W0QIdxQtH45X3J2S/QAcAVK+u89U+/TT9bS5e1CqXX38NNGyY/XPaU9Wq\nwM8/A2+8AXTurEVXbt0CoCPbn/j5Qc6f10Bi7Fi7zssLDQmBT2AgPjtwAJ0DAxHK0oiJPD21lNqc\nOVZt/vjjwG+/AVFRjm0WEVHSuWReXunPJbPVnj3AggUZd6dZuXibka5dtZ7ZqFF6388P2LjRbrEh\n5ZQ2bfBEyW2c5+aijI7S5fBJjRFnnJe02KCPD3DsSCxQsiRw+jRQqpRNx5j0zjKc+HgILhWshkoS\nim7fBsK7d2/7NDAsTKtDHj4MlC+f/Lnbt4FOnYDWrYEPPrDP+Rzl3Dm91BgSAsydi6DTp7FuyBD4\nlC0L74EDgf/9z9ktdC8nTuhIaFhYxsstxPHy0vi7a1fHNy2vM8ZARDj8ayX2j+7LGMAev/rYWO0m\nfX01GSTd8zRrphWdW7bM/knjXL8ONG6siSXHjmntMWvZ6/VT9gTP+BNl3xkOr5J7cPfd2h8C+m/8\nbbIfW/tIBm5uZsMG4KOPgI3TD2uJp+PHbdp/82Zg+oRJ2LC9LiItvTCgxwrEXA3BC+P87PcH/fLL\n+uU65aXCUaOAI0d0MbncUNpeBAuHDcPiefPQuHhxTIyIwLjixbG3alX0GzkSA4cPd3YL3ctjj+m3\nmH79Mt10yhTg0CFg1qwcaFcex8DNNuwf3Ze9Apfp04EfftD+2iONvCpjAIm+pRdtw8OBwoWzf9Ik\nTp3S6RjWvJbNmxNHFzdvZpDgEmJiIKVLo4qcwbmbJRhMOxgDN8rQrFnAH38Acx79TueIZbSAcwZ6\n99ZK9g75NZ45o4tLHzwIVKyojy1YALz/PvD33zpSmEuICILmzMHWkSMxKSoKY6pVQ7spU+Dduzfn\noOW0xYt1Tbdff81002PHdE7G2bNpf/Eh6zFwsw37R/dlj8Dt7Fkd8dqyBahfP/HxlAFS/7rB6LHq\nORz6YZ9DAiSOnuVy7dtj9H9vY+phH/4eHczWPjKfIxtDridZYZJsJJ5PnqyBm0NUqQI88wzko48w\nuVAhvNm7N8zrr2tvk4uCNiCucEjJkojOlw+v1a8PS2goC4c4S48ewCuvaNpkzZoZblqrFlC2rNaa\nsWMWERFRmg4d0n+vXQOKF8/6cUaNAoYPTx60AWmMYH0TDMQ0QwUvEKXWti26bdyOqfBxdksoBV5L\ndjMJgVtwcLYmJduSt54lfn5YN2sWzn31FdZ36aLlqho0cPBJHYOFQ1xEoULAgAHA3LlWbd6tG6tL\nEpHjiQAjRghKwg/16gmWLMnaaNUvv+g12XfesWJjOxcmoTymTRs0urrN2a2gNDBV0s08/DDw0YcW\ntO1WSvPBypa1af+cyEdfGBCAxdOmofHZs5h45QrGlS6NvRUrcl4YZd/+/Vrx8+RJIF/GCQd//gk8\n95xm7FLWMVXSNuwf3c/KlcCYV5ahddgQNJoYiLk/9EbFirpiTN261h3jxg0ttPzNNzqdN1MPPghM\nneqwOv1Mlczlrl1DbMVKqBD1Ii7EfgIPD36EOwrnuFGGqlQBdn4fgkrPdNQZxC5IRBC0bBm2jh6N\nSWfOcF4Y2ddDDwHjx2vd/wxYLPr3snUrUKdODrUtD2LgZhv2j+4lcHoAPh49DZ3L3sKUc8cwrk4d\n7MmXH2UbjMQvm4bjxReBMWMyrx/y9ttaNPe776w4aUyMTju4eBEoWtQuryMlBm6539qaNfHjyQto\n/80C9B9mp8rhlIqtfSRTJd3IrVvApUtAhbDspUk6WsKC0teucUFpsr+hQ61a083DA3jiCWD16hxo\nExG5pfAoX5Rv6I9C0ZdhAFjCw/HK/yZg3hJf7NmjK+M0bAisWZP+MfbtAwIDtRquVQ4e1Hm+Dgra\nKHdbGBCArg0aYHtEBAJwE3/4j0HXBg2wMCDA2U0jMHBzK6dP6wiCx57sFSbJCZwXRg7Trx+waRPw\n33+Zbtq9O+e5EZFjXLwIfPyxwaBnDaIjIzEIZRAVEQETFARjDKpWBZYs0aXWXn0V6NVL+/Gki3a3\na6fJAw89lFjgJFPBwS7/HYCcZ4CvL17y94elQAEYALdvROPlCRMwwNfX2U0jMHBzK/Frq2S3MElO\nGDZmTEJqpHfv3hjq5+fsJlFeUawY0LOnLjGRiQ4dgL17daSaiMie/P2Bp58G5GYIfIoXxw78HzpP\nn47QFSuATz5J2M7bW6fnNmmi8dbff2sBEn9/TeW++269wGT1PHMWJqEMbNlisGSpwdWr0XgF+XDn\nWjiWLDHYsoVZT66AgZsbOXkSqHG3ZHspAKJcb+hQXdMtk0kYhQoBHTtqtTYiInv55x9dRvW994Bh\n/frBu0ABHEdteI8YgaH792vu4/jxCZ9RhQrp3T//BH77DWjaFFi+XI81c6aN601yxI0y4OUFtG4a\ngu6LAvHuC34oXagdWjcL4YLoLoLFSdzIuHFA+evHMXLZIzqLmchdiQANGkC+/hqT167Fm5MmpTuH\ncv58vZrtsHUL8zgWJ7EN+8e8TwTw8QG6dNEUSCxYAPz8M8zSJYnXki5cADp1Ah59FPjsM632kWT/\nH3/UfcPCbCwCcucOUKKEpooXK2bPl5UMi5PkDbHHTuJK7QeQ778wlKhQyNnNyZNYnITSdfIk0PiO\n66dJEjmcMcDQoVj33ns4N2MG1mcQlT3+OLBxIxAVpRVPP/HzA79YE1FWrV2rUxdefFHnqwVP3YY1\n1x9Bu3aJc9c2Hyyvc3F//x144QUgNjZhf2N0vtuJE1k4+aFDQNWqDg3aKO/wrFUDR0s0w5npPzq7\nKRQn44WMKE85eRKoWYNpkkQLAwKwOCAAjUNCMEUE4555Bl8+9xz6NWqEgQ8/DJQpA5QuDZQpg7Jl\nyqBnnTLYsbQ07uTfooHegw/CuzfLIxORbW7fBl5/Hfj0UyB//rh5aTe2ApNeRpfGKbcuBWzYoOVt\nn30WmDcv2fqTmSxFmSbZuROTPT3xpojdKzUnXec1PggF7LvOK+W8/S2GwntxAPC//s5uCoGpkm6l\nalUg5J5OKPzWSKBrV2c3h8hpUq0VWL482g0aBO+6dWEuXwbCw/Un7vbXe0Kw+vpFNJNYTAQwrk4d\n7M2f3+6LwufEAvc5jamStmH/mLd9+SXw00/AunVx2Y/nzwP33acVkDw9097p5k2gd29dzO3774GC\nBROesjUlMahLF6z77Tf4fPcdLz6RVebMuIU+r1VF8X/+AGrVcnZz8hwuwE1punULKF5MEF28HMz+\n/UClSs5uEpFTBS1bhnVDhsBUqwZLaCg6Bwam+0UmJETQ/sFlGFjsNXwUFoYxVaqg3dSpDl0UPq/M\nEWHgZhv2j3lXRARw771aXKRhw7gHly8H5s7NvALSrVtagvLGDZ1wW6QIAOs/JxYGBGDxtGlofPw4\nJkZHO+ziE+U9O3cChzqPxjPDiwITJzq7OXkO57hRmkJDgQcrnIbJn59BGxFsWyuwTh2Du4oZ3Lx8\nFa8VL46oS5e4KDwR2eR//9O5aQlBGwBs2wY88kjmOxcsCPzwA1CuHNC5MxAZCRFBSWQw5zYqCtix\nA/jsMwzYsAEvnTsHy+3butB3NNfmIus0bAhMvfY8JDBQi9uQU3GOm5s4eRJ4tEQwUIOFSYgAXSsw\nXmYpQ5s3A0U9QvB79UB4exjce2E8Ar8OQcEyuTeFkYhyzr//At9+Cxw8mOKJrVuBr76y7iD58mmZ\n2xdfBDp2xLoRI9ALM7B+xYPwjq9W8scfiT///APUqwe0agXTsyeMlxeix47Fa3FZBrz4RNYoVAiI\nqdsQN0x13BUUxKk2TsZUSTcxezZQ4ctxeKK7h172IyKb/PEH8PzzwLGD0YguWUm/gTlw9Jqpku6J\n/aPrsOec027dgLZtgTffTPLgtWtA5co6l7ZAAauPtTAgAIvHjkXj69cxMSYG44oWxd7oaPQrWhQD\nO3YEWrUCWrbUQmRxKZUAMGvSJFSvWxedevXC+hUrEBoSgqF+fra9EHJLgwYBw8xstL36M7BypbOb\nk6fY2kdyxM1NnDoFtLsZDDR/wdlNIcqVWrTQ71e3UEirvC1bBrzyirObRUQOkjRAMyYxiLPVr78m\nLridzO+/Aw88YFPQBgBV6vqi3KOlcOPn4TCIQaSlEO72/hRVXvcFHk1/BowtWQZESTVtCqw81Bdt\nt7ypawBWrOjsJrktznFzEydPCKqeD+ZSAERZ5OGh8RoAoG9fnW/iANHRTL8kyitiY4HXXgMmT05W\nDFJZO78thfbtDfr29YDJH4vX6teHR74YdBtSDu0zCNqIsqNpU+CPf4ppddP5853dHLfGv3I3cePI\nGa00XLWqs5tClGv16qX/SsfHdCHb0FC7n2PBAmDLFrsfloiyaNs2/ffWLdv3nTNHl4Ts2TONJ7du\n1fzJLLCluBJRdjVpAuzbB8Q+N1Tn3jCd22k4x81NPF92Fb5qOBOFN691dlOIci2LRZdaWrcO6PTD\n80D9+rqarh2PX6+eLul0+XLe6Bs5x8027B9dzyOPaPBWqpTWZejdG/D21qINGbl6Vcv/r1mTRrJL\ndDRQtqymnd11l8PaTmQvNWsCQWsF9/ZuCMyYoausU7ZxOQBKJSYGqBmxCwVbMU2SKDs84j4xP/oI\nQL9+dk+XXL0aKFFCvxQSkfOJAPv36+0DB4CHHgKmTtUpPv376zJsN28mbr95M+Dvrz+NGmn9otWr\n05gf9/ffepWGQRvlEk2bArv3GGDoUB1KJqdg4OYGQkOBVgWD4fEglwIgsofjx4E/i7TXdTaOH7fb\ncT/5BHjrLaBKFbsdkoiyISwscWStcmXgpZeATZu0vL+XFzBzpgZnffrodZzmzTVoGzRI+941a/R+\nqnmrWZzfRuQsTZsCu3cDeOYZvRpx5Yqzm+SWGLi5gZMngcaxu1iYhMhO3ngDmDQ5n+ZM2WnUbccO\n4MIFnQvjwFUGiMgG+/YB99+f+vEKFYDhw4ENG4Bjx3RN7Pnz9aJLjx7A4MG6Xbp/y9u2ZXl+G5Ez\nNG0K7NkDTfH19gYWLXJ2k9wSAzc3cH7PORQyt4C773Z2U4hypaTpT+3aAefOaYnvtcXtV13yk090\nupynp17ZJyLn27dPUx4zUrYsMGSIjq6dOqVFjBo0yGCH2FhdCqBNG7u2lciR4kfcRKCLms6e7ewm\nuSWu4+YGYv8OxvkqzXGXYX0AoqxIa8HdokWBxQfbovOFC5o3de+9WT7+4cO6wPeLL2pweOoUULy4\n3k7v/ETkePv3Az4+1m9fqpSmSQ4apGmUadq7V4fmypa1SxuJckL8BcWzZ4EqHTtqBa1dzObKaQzc\n3ECRw7tw8z7+YRHZ04svArVqeeJatz4o/sMPwPjxWT7Wp5/q3Blvb/05elSXBIgP3IjIOfbt03mn\ndsX5bZQLGaPLAuzeDVSp4qHDzHPmMHDLYUyVdAMVQlmYhMjeSpYEhg0DZl3rCyxenOXa/efOAStW\naCAYr1IlvarJqvBEzrN+vQ6mL1umKdLx6dKpKkTaivPbKJdKKFAC6ETOxYuBqChnNsntcMTNDdxz\ndRcs7ac4uxlEec6oUUCDei0xquh1eB44kPlkmDR8+SXw9NPJs6aKFtVKdhERungvEeW88uU1A3ri\nRKEEIGAAACAASURBVDseVEQX3p7CPplyn6ZNgSVL4u5Urw60aKFrYgwc6NR2uRMGbnlcTNgFFImN\nxF2t73F2U4jynIoVgb79PbBjV1888sMPNgdukZHAN98Af/2V+rnKlXXUjYEbkXNYU5gkpc2bE0fk\n4kfpgCTzVI8cAQoX1i+9RLlM06bA2LFJHhg6VK8+MnDLMQzc8rjw9cE4UbAZWudnYRIiR3jzTWBY\n075Yd7E/PN9/XycCWGn2bKBDB+CeNK6rVKqkaZQNG9qxsURktf37014KICOZFhLi/DbKxWrXBi5e\n1CXcSpYE8MQTmud/5AhQt66zm+cWOMctj7u5YxdOl+P8NiJHqVkTqPh4c1y7YtEKW1a6fRv4/HMN\n/NISP+JGRM6R3hpu2cL5bZSLeXrqKPSePXEPFCigC3LPnevUdrkTBm55nOeeYETcw8CNyJH8xhgs\nuNUPt7+zfk23H37Qq5cPPJD28wzciJzLIYHb1q0M3ChXS1agBNA13ebP16uR5HAM3PK4Esd24c79\nLNVK5EgNGwLHHuiL6Hk/WFUKUkQX3M6ozDgDNyLnuXABiI4Gqla140HDwoDr14H77rPjQYlyVqrA\nrV49oFYtXYGeHI6BW14WHo5CNy/jria1nd0Sojyv/4eNcP56EdzZ/kem265fr/96e6e/DQM3IufZ\nv19TwmyYspq5+DRJux6UKGelCtwALVIye7ZT2uNuGLjlZcHB+LdwU9S4h79mIkdr1dpge+W+CPkg\n83TJyZN1bltG398YuBE5T1YKk2SK89soD2jYEDh2TEekE/TpA2zfDpw547R2uQt+o8/Ldu3CTmmO\nGjWc3RAi91D7nb4ovXEpLHcs6W6za5cu6tuvX8bHqlxZq0oSUc5LOr9NRPCJnx/EijToDHF+G+UB\nBQsCdeoABw4kebBoUeCppyDz5tnnb4XSxcAtD7P8HYxtN5vbN0efiNL18NB6uJqvLH6fvD3dbSZP\n1oW78+fP+FjxywGw/yPKeUkDt3XLl+PcjBlYv2JF1g8YHg6cPg00aWKfBhI5UZMmaadLrps2Lft/\nK5QhBm55WOzOXQgr3yzTL4hEZB/GALd69MX5LxanGXCdOAFs2AAMG5b5sQoV0ouY4eH2bycRpS82\nFjh4ENj/ZwC6NmiAbb6+mBIZia1jxqBrgwZYGBBg+0F37ABatQLycflcyv1SznNbGBCAroMHY9uV\nK9n/W6EMMXDLqyIiYC5egKU2F0Qkykn1J/RFu0vLsfW3O6me+/xzncNdvLh1x+I8N6Kcd/SojngP\nHemLl957D5arV2EAWG7cwMsTJmCAr6/tB+X8NspDUgZuA3x98ZK/PyyFC+vfSnR01v9WKEMM3PKq\nXbsQXqUxqtf0dHZLiNyKZ91akGrVsfbtzckeDw8HFi4ERo60/lgM3IhyXnyapDEG5tIlRIvgtbJl\nEXX+PAz0cZtxfhvlIU2aaAGf2Fi9b4yBMQbRd+7gNU9PRF25kvAY2RcDt7xq1y6cKM3CJETOUGp4\nXzQ8sBi+voC/P+DlBTz5JHD33cCRI9Yfh4EbUc5LOr8tdPNm+LRsic9CQ9G5UiWELl9u+wFv3NBK\nDi1a2LehRE5SogRQoQIQEpL4WGhICHzmz8dnDRui8xtvIDTpk2Q3TLbOq4KDsS9/FwZuRE6Q7+mn\n0Pv9pvglfAb8vykAY7ST27RJ1yq1FgM3opy3bx8waJDeHlaqFNCmDVCoELyXLgV69AAuXQLKlrX+\ngH/8obllhQs7psFEThCfLhm/nvywMWP0xr//wvvMGWD6dOc1Lg/jiFtetWsXfo9uhrvvdnZDiNxQ\n9eoo0PBe4Ndf8e+/+lCLFrYFbQCXBCByhn37dPFtALo2VXyKY8uWQP/+wOjRth2Q89soD0qzsiSg\na7qtWJGYR0l2lWHgZoypZozZZIz5xxhzwBgzMu7xFsaYv4wxu40xfxtjHkyyzxhjTIgx5rAxppOj\nXwCl4epV4MwZbL1wH0fciJzEc0A/vF3zB3z0kd5/803bj1GpEkfcchNjjE9c3xdijHk7jefLGmOC\njDF74vrUwU5oJmXg2jXgwgWgVi3oxNSwsCRRHICJE7VC5Jo11h+UgRvlQSkLlCSoUweoWFEvepDd\nZTbidhvAaBFpAKAlgJeMMfUAfALgXRFpCmB83H0YY+oD6AugPgAfADOMMRzVy2l79sDS6H6E/ZeP\na7gROcuTT+L+k6uxekk0AM22shVTJXMPY4wngK+gfV99AP3j+sukXgawW0SaAPAC8JkxhlMWXMiB\nA0CDBoCnJzRAa9kyeQn/okWBWbOAF17QKC8zMTHAX38BrVs7rM1EzhAfuKW51mifPsCSJTneJneQ\nYVAlIv+JyJ6429cBHAJQBcA5ACXiNisJ4Ezc7e4AvheR2yJyEsBRAJyNm8Nk5058cD0GFSoIChRw\ndmuI3FTlyvBo0hgLBwYB0DXesnAIBm65RwsAR0XkpIjcBrAY2icmdQ5A/GIQxQGEi0jqdSPIaZIW\nJsH27WlfcenQAejUCfDzy/yAu3YBtWsDJUvatZ1Ezlapkl7gOHMmjSf79AGWL2e6pANYPRpmjKkB\noCmAPwD4Qa8UngYwGUDcjERUBhCWZLcwaKBHOWjdypW4FHIQFYtx5Xoip+rXDz5XF6Mk/CBpXpbM\nWMWKwPnzgMXigLaRvVUBEJrkflr93ywADYwxZwHsBfBqDrWNrJRqflt6Q+WffgqsXq1l/jPCNEnK\no4xhuqQzWBW4GWPuArAMwKtxI29zAIwUkeoARgOYm8Hutn9boSxZGBCArg0aYNsff2BqTDQahXHl\neiKn6t0b6376Cb0wA+tX2H4hpWBBLbt88aID2kb2Zk1fNxbAHhGpDKAJgOnGmGKObRbZImHELSpK\n7zz0UNobliypVfOGDtVt08PAjfKwdAM3QEfdli7N0fa4g0xz640x+QEsB7BQRFbGPdxCRDrG3V4G\nYHbc7TMAqiXZvSoS0yiT8ff3T7jt5eWF/2fvzuOjqq//j78+hB3ZQUAWRfaEKKBFcI36K4ugqNQW\nxdq6EDfUupZoUbCKLS5tbbVNreJC3cWVr0K1BrCKggQS9iBbWAUhLJKw5f7++GTCJJnJzCQzc2d5\nPx8PHgn33smcVuDOuZ/zOScjIyOUuMWHsZmZtF65krkFBRiggSlh/OQpDB092u3QRJLO9OxsXn/6\naU4F/sU+fpeVxV8ffJAxt9/O1TfeGPTP8XSWbNcucrGGU05ODjk5OW6H4YbK97/OVKxAATgTeBTA\ncZzvjDHrgF7AQu+LdH90h+PYocLp6cCCBdC3LzRu7P8Fo0bBq6/aYY1//GPV86WldsXhn/+MVMgi\nrurXD15/3c/JK66A886Dv/ylbNOoQO3vkaa68h1jR56/hK3Dv9Pr+CJs05I5xpgLgT84jvOTsuYk\nr2Jr/TsCnwLdnUpvYoypfEjC4eBBPunShVn797Ol3km0PljIqOnTlLiJuMBxHD55+23mjhvHY3v2\nkNW5M+c99RRDR4/GhLDhbfhwuO02uOiiCAYbQcYYHMepwQ6/+FLWZGQVcCGwBfgGuNJxnBVe1zwF\n7HEcZ7Ixph3wLXCK4zi7vK7R/dElGzbYHiKbNwOPPgq7d9uSyOps326X6GbOhNNPr3guPx9Gj4bV\nqyMWs4ibVq+22z3Xr/dzQb9+8PTTcO650QwrroR6jwxUKnkWcDVwflnr/1xjzHAgE5hqjFkMPFL2\nexzHWQ68CSwHPgZu0R0oiv7xDwpbtGDYyy+z7dSlnPzbaZpcL+ISYwzGGEoOHWIcx1FcVFR+LBQa\nCRAfypqMjAdmYe+BbziOs8IYc6MxxrPEOgU43RizBPtg8z7vpE3cFVRjksratbPJ3fXXw+HDFc+p\nTFISXPfudmrGLn//iqm7ZNhVu+IWsTfVE8Xw27MHevaETz+F9HROOgk++6xsFo2IRF1ODvz9kcdo\nV68pWf+dygOj/sSBXQXc9LsJhFL59rvfQf368OCDkYo0spJlxS1cdH90z6OP2lvp1MeOQuvWUFAA\nbdsGfqHj2CXxs8+GBx44dvzKK2HoUPj1ryMWs4jbzj4bfv97OP98HydXr7blkps2qVzSj1DvkUrc\nEsX998O2bfDCCxw5Ysvy9+9H4wBE3Hb0KDRrZjeqNWsW+PpKnn3WrgT84x8RiC0KlLiFRvdH94wZ\nAyNHwtXpS+xvVqwI/CKPjRvhtNNgzhxITbXJXKdOtuuknqBKArvtNujaFe66y88Fp54Kf/2ryiX9\nCHeppMSDTZsgOxsefrj8t+3aKWkTiQkpKfaD3NKlNXq5ZrmJREd5qWSwZZLeunSByZNtl8mjR2Hd\nOnv85JPDHqdILKm2sySou2SYKXFLBA89BJmZ9ukedoP1SSe5G5KIeElPt40KakCJm0jklZTYXKt3\nb+zetFATN4CbbrIPap55BmfuXKY2a6Z5SJLw+vULInF75x0NJA0TJW7xbulS+OgjmDCh/ND69Urc\nRGJKLRO3rVvDHI+IVLB8uZ0ZXL+eU/PErU4d+Ne/4OGHmfXUU2xdt65G8xtF4klaGnz3XTXjDHv1\ngjZt4H//i2pciUqJW7ybMAGysuyU3jJK3ERiTN++NS6VbNfODuA+ejTMMYlIuby8svltGzbYlYEa\nljhOz8lhZEoK8/LzeergQeZmZTEyLY3p2dnhDVgkRjRoYHOzap9N/vznKpcMk4ADuCWGff65fUz4\nzjuA7WKXkwPvvw8HDhxr4JORQUhd7EQkzDwrbo4DIY4DqFcPWraE77+3owFEJPzy8yvtbwvx76nH\n2MxMWjdvztybb8YUFVFaUsL4KVM0T1USWv/+sHgxDBzo54IrrrBtJ//8Z7syLTWmxC1elZbCfffB\nlCn2cQfHErQ5c+xfoEmT3AxQRMq1a2dvVlu32trHEHn2uSlxE4mMvLyyrnjvf1Gr2WvGGEzdupQc\nPcpdqamUFhbWaH6jSDwJ2KDEu1yyhn+/PIsTnu89CxLJtjihxC1evfWWfXr/859XOOw4sGaNSzGJ\niG/GHFt1q0XidtppEYhNRI51lLxnnm32VQuFBQUMmzaNIZdfzuwZMygsKAhPkCIxqn9/ePXVABd5\nukvWMHHzTtCMOZbEJRvNcYtHhw5Bnz52E3SliYerVsGFF8LmzTaJE5EYcfvttmX4PfeE/NJx4+D0\n0+HGGyMQV4RpjltodH+Mvu3b7S31h9U/YE7uCrt2QV091xYJ1t69tiJk795q5myvXGk/oBYW1rpc\n0pjE+YyrOW7J4B//sD2LfYyp/+gjGDHChZhEpHrp6ZrlJhKDPKtt5qsvYdAgJW0iIVq0yO7auf12\nuyo2aZL9VWFVrHdvaNUKvvzSlRgThRK3eLNnDzz6KPzhDz5Pz5ypxE0kJmkkgEhMqtKYRERCkpFh\nF9POPNP2WfAkblX2nqm7ZK0pcYs3f/yjzczS06uc2rMHFiywf3lEJMakpcGKFTXq668VN5HIKd/f\n9kXtGpOIJDNPZ8lqXXEFvP22hnHXghK3eLJpE2Rnw8MP+zz9pz9B+/bw+ONw3nl+lqpFxB1Nm9ru\nkjXoHtShgxI3kUjJy4NTexbDkiXV9DMXkeoE7CwJKpcMAxVyx5OHHrLdrjp18nl63Tr4zW/g1luj\nHJeIBMezz61Xr5BephU3kcg4csT2TOhbvMCuijdp4nZIInEpqMQNjnWXVFlyjWjFLV4sXWo7j0yY\n4PP00aPw8cfa3yYS02q4z+344+GHH+Dw4QjEJJLECgqgY0do9K32t4nURvv2UK9eEBeqXLJWlLjF\niwkTICsLmjf3eXrBAvvh7qSTohuWiISgholb3brQtq1tWy4i4VNhf5sSN5FaGTQoiIv69IGWLeGr\nr2r0HuvW1ehlCUOJW4xzHIepV12Fs2wZ3Hyz3+tmzoSRI6MYmIiErm9fdZYUiSF5eXBq36N2z40S\nN5FaGTUqyAs95ZI18NRTNXpZwlDiFuNmvf02W994g9mjRtkhGX5ofptIHOjVyw4fLS4O+aXa5yYS\nfnl5cFbzpbbOq21bt8MRiWueBYSSkgAX1rBcsrQU3n23ZrElCiVuMWp6djYj09KYd/vtPFVaytz/\n+z9GpqUxPTu7yrWbN8PGjTB4sAuBikjw6tWDHj1g+fKQX6rETST88vLglL0qkxQJB8+zj88+C3Bh\naiq0aBFyueTChXDoUM1iSxRK3GLU2MxMbp00idI9ezBAaUkJ4ydPZmxmZpVrZ86EoUPtPhgRiXE1\n3OemkQAi4bVnj23602alEjeRcHrvvSAuqkG55IwZcN119vuDB0OPKxEocYtRxhiMMZSUlHDXySdT\nXFRUfqwy7W8TiSM13OemFTeR8MrPh75pDuaLeUrcRGohJ+fY7OCBA+G11+DBBwPMEQ6xXNJxbOJ2\nxRX295s21S7meKXELYYVrljBsLp1eXLZMoZPm0ZhQUGVa0pK4PPPYdgwFwIUkdB5ZrmFSImbSHjl\n5UHGyRvtPJ1u3dwORyRuZWQcS9y+/tr+dRo61B73KzUVp1kzpv7qVziOE/A9li+3q2wDBtjfb9xY\n+7jjkRK3GDZu5EiG9uyJadiQoaNHc4OPGW45OXDqqXYQvYjEgRqWSipxEwmvvDy4oF7ZapuPahYR\nqZlLLw2uXHJW3762Ad+MGQGvffdduOyyY39VCwtrGWScUuIWy/Ly7Ie8aqibpEic6dIF9u+3m2tC\noHEAIuGVlwd9i7S/TSTcLr3UJlr+FtLKG/B98w1PHT7M3Kwsvw34PF5+GYqK7Kpe587w4ov2+2rL\nMROQ2lnEsvz8ssmgvjmO3d/24YdRjElEaseYY/vcqq0jqahtW3vTOnQI6tePXHgiyaC01FYsH9/x\nC3honNvhiCSUfv3g8GFb3piWVvX82MxMWrdqxdy777YN+A4cYPyf/8zQ0aN9/rx16+z97/nnISXF\nTu9YtMgmbslGK26xLD+/2hW35cvtzcfXXwoRiWE12OdWpw60awfbtkUoJpEksmEDnNh0F3U3b7T7\nDUQkbIypvlyyvAFfURF3NWpE8e7dfhvwgf05o0bZpA3sipv2uEnsCVAq6ekmqdJ8kTijkQAirsrL\ng9EdvoQzztAsHZEICLTPrbCggGHTpvHkNdcw/Be/8NmAz2PGDLu/zaNLl+Td46Z/rWLVzp1w4ID9\n0+nHRx+Bj34lIhLr0tPh1VdDfpkalIiER14eZNSdB+ec43YoIgnpnHNg7VqbYHXuXPX8uKws+832\n7QzNzfX7gXb7dlugcuGFx4516WJX3Bwn+RYvtOIWqzxlkn7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GpqUx7/77eergQeYuXszI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8Me9/7e2/79sHatbZAh0XXkCCxbBv3abILGjaFNG7dDEhFJSCkp0OD0dFi4FEpL7WTuCIvNxC3I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\ngz4kIvY69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