{ "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", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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" ] }, { "cell_type": "markdown", "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", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../../myResults/kappa10/\n" ] } ], "source": [ "# 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 = 'kappa10'\n", "\n", "#joining the two string together\n", "name = path +runname +'/'\n", "\n", "print name" ] }, { "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", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grid\n", "grid = NC.Dataset('../../nemo-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "markdown", "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", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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" ] } ], "source": [ "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" ] }, { "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", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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" ] } ], "source": [ "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" ] }, { "cell_type": "markdown", "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", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ " 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']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can plot these locations on a map of our domain." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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 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" ] }, { "data": { "text/plain": [ "[-126.1, -122, 47, 51]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JJUBFUZQegAr3bsJHH33EK6+8wjfffMP4C/8NH/0VktMgWA7GQ3JyMk8//TQ3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L54zOcbfC2bmCon9rP5pqbuO+q6COhOeM8vneR9FRqaLRCRYOuB7Px57Uty3xU8+e9b7Pc+d2PM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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])" ] }, { "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": "markdown", "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", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#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" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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.))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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.))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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.))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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.))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply this fit to our model output." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PortRenfrew\n", "Victoria\n", "PointAtkinson\n", "CampbellRiver\n" ] }, { "data": { "image/png": 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2tvJ7IUngGwYOGAZ6uo5k6KHZ5GvWeefRxwlkiflnoOtoaBqWFAV9iQTvLAzh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+fHx8BHP/pX0tLiW8cg5yUfe+JjFFVR03/X6RDM53hxTGJoH0q7KFYKFBYL3dltNCqIleId195B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McBVJNMScrwHkOPZrtxD66016u65v+Zar/58HGRlV8F/snQCgT9+RjEfBoL7e/ow49oENLuhw\n1gHyJPbHbbWDQa4D2xgB5RpAnpUztIh3np6zDLo8SCycowhAw3uoHlAJsbvEm4Gpb3qJBVDYFYOc\nioQobNA9QO6bpl6Yz3ljPuc0TYmjI7IuSCykpNOt3/gCgxWtSSzOz2GayAGUAOTGIMSIW5EHyKqR\ndNrHUldlSRwinfvNc6pPUG1D3lovsShLorYbwO3f+MYfRxUGK4MGObCqmwC5BdPxJH/ifZC7Di3U\nJoOMYNk0PFOKo8CA9RY3nbNYJYeJPY6948BZsQLIWYanHeIYPvrRDQ1yHRjksak4LVc2VbEUOzXI\nqltFRVtbD9rdSXxMZC3xOObRo6tdMGwZIYVECzYA8ml5CkKR6OsZ5AEgU1NrTZW3A7jtx/4nvst/\nDtusdvwCNyK3HiC7CxrkfUpkPYst6S5LLMqZjya+ZuwnCbT5mKKebTDIw/zboxO6j21tqAaAvK5B\ntqGD/rory2CsjkB25GsNQrNqRqx2A2SAUao4jI9o7ZJlltEt8lUPAAxJYs+ereLmb0rJY2AxnzOu\n/ef/wvQFHp2/SWkkKb4i0R9Q1+dfxk0EOTWCO+M7HkQ3voLz4uGLvDV/C2wD2rNeZfAgXmeQW9fQ\nGZjbtUChjg2ArDvlWfWiYBSAbFXB2IyHDviRWTHItXMouQmQP37vFg9/+Id57x/9EUynA3M6SCw6\n/9y8yUnMaADIlxjkcIVUZhKdIITbYJALW4CTGLjy/v4Z0sUDg9xbzS3qhXegEAJj9LUAubEKLTVq\nDSAPUhGZYlpv3/XOO9sBsjEg25S68c2KFzXITiii4ID0xhuXvcjB/75EpYObTQ9S/N8xoZMSFUX8\n3b+73cnJrwMrgFytaUnn9RwpDdfPntDw5Q6xdkEZx7jc9+FYEQ5NYe2/7so44Wnx2MdVj8e0syXJ\nyFLYgtbJASB/6lPw2c+uioI365onRcGsqVAzwZefvcqBUswiw3H8mFjFdHVLFiqlN274OfjsmV9X\ns7ZlGQBGQ0mUw2/96W/hnKMt5zw6OoZnzzxADlTsKx687wAAIABJREFUwCAnh7implMtv/PO7/DR\nex+l0Q5XeojVH/b/t/e9jx/5mZ8ZTmrrDHLrapoAkF89fZWXDl+iNIb5cj8GuW4LKq3RwldhHiwe\noFSMcWIng6y6EaVdDBKLnmg6Sn0lVpmYt9++usm7q9MhxXGdQZ6V3n/+6wzyjuu65vHeZqqofRKL\nXdZDaWhezQfvxJ/8Sfg7f2f7M5IEEhmE6hcZ5OiQqGmufYl+oE6iCQa3AZDP63OkjPZisNrc+/qm\nzlEEHbNVodwuxMAgX3VlGeg6MMhA0TSDBjkmGTboPqqzZ5BfWiz4cp4zS1Pi9AZpc4+3FyuAPGx8\nQGzMMLHnc5jEnkF2vcQiipBqxA3lAbK0mlZJbo9v+xS7AJAHCzZ5guxKIpmRmpSyqkiDRAXgXck3\nEc1vkocDRhG6iNcBctdazyAvH/tmQCC6AJBvIHksBG8nCXfXNMzTeErj6g0GeRQfElnLvIrourWQ\njx5Vv/jiBoNc1F77Oo5qTstQWgp60V0aZNWEqOeuwzbNwP5OkiNM0xBPIh4+vJqB7nWcvX53nUF2\nwlsc7mKQIzHySZRRRLWwg/5rknrnk499e8SXvrQ9JGcAyPXCh+SsaZDPq3Pv370HQI7lCES7wSDb\n1lK3HrhfV1pNU2iKMcvKg2m3LrGoVjro664sA9VOqVy5wSAPMdE7dND9MzJ5hJMNefjuBxabZKcX\nc/+M4/gWZX3GMkyUoQcgOLjcvu2ZwMeP/Rw+0ZonSrFYLhkFedL96fO8ff6nOARaLVYSi7UmWecg\ndSc4dYo0GVrqwDL7+RepiLvju3RugVB+oy2EIFmXKEVTms7SGcFZGSQWTYNhBZCLAiKUZ9XLcgDI\nA4PclNTakBnrY4kDgxwJL01oGv+u+mDErbff9ovPdDoAw8IWGMBuMMgj9BpA3sYA9++Q6hQh3YYG\nObc5Ajn8HdcxyMolXt6wBpBzm5OZzDPIWl4LkAeQLt0lmUcikgEgP3hwNYMsu5Q6SCEuMsidkJgQ\nTgHXAeQMKRz1Wuz3ol4wjg8wTYPYJXMqJ8yr+RAZP9i8VXMku9eBNPUAuazPKeKYelZ4Jr3Zr5IL\nMJEnPC0fMVaKRZbRzJaozJNMddcNAFmpTbvVW03Dg7LkadsgzmO+9OxVEqUQDiYTz4YWZUkWQPCt\nWz4N88kT/3mO2pY8OMnUVOilItEJX3z2RSr7kLPDY88gJwkH4Utc1yC7tqbVji8++yLvvflerHK0\nawl029b/dYDcdBXWyEFi8a7Dl7FGc770B9tdTXq29U5MRyP/9z1YPEDKmIire1hg1UdTVqHRvFwx\nyEfpzSAPinnzzcuVi/7+rsq2A+Rqhgv5D38erz9zgLxtbiQJiHZV4m1yD5DLpkRLTS0lRil+6qfg\nB35g+/N7P9oWe4lBnqqpB8jXTO51sKXpLkkspNhdXhqSuIpTUmBZey1b3gX2Zw8GOU1BFl6DnAlB\n2TUDgxyLaNBB378Pn//8CiC/q6r4r9YyLgrMdEJceQ1yqhSt6ZjVp8M79BKLPPcAeTqSmKAtdM5R\nGIPQY8bcYVbNoBE0WnN7dNvrD0NiXb95HssXEG5JGgWNY10TrzHIZQmqUSwCQM6NYTQaXQbI+oLE\nYg0glyXc05o30pQ/OD7mG5NkgwFrXI3VEhmVNF2DlhGxtag0urK5JjRZM44mlPU5lfYA2WuYjwJA\nvl5i4Tt4gwuFc9jWDuB2FE2JrCWZGN566+rTd6/j1DjqNYA8K2d0QpFFkocP/bte2YXMiKYpqOIY\nu1w1Ck6NPygIo3nlle1jbn2Bi4NNzzqD7ITZucAliZ9/sAmQz6tzDo3X/V3nIOF7AMYs6zlR21Kv\n+ZDPyplf6PfYnGU9pe5y30HftiwWoJMSIcR+5d0saCil3QTI5Qwjo52Nuv0zjqJbFOXpAJALFyo4\nASDfurUJkG9GEY+1ZrlYMG4ajIG7mbd6S5oOoQsPkIP+t3cIqWsYd8/hqNDGD45e4tTPz2+48Q20\n6jHO+ANKGVxk1ueP7WpaLQav5bptgx884ZkQ4eODl1XFKCRZ9mPXNrkHyHpNgwyYwCD35X6hwjgy\nBoQYgGFuc28R2ANkuyTSKaZp0Ol+DLKjw0q5AU4dHlhepR+GIG9wCbYpsELQlhZjoGiKFUCO9LUa\nZGshNenAYvcMcmELEhFvAORtXuRRFKyymiWNlLjAIPeHhQ6JkZL+fLZtKkQRxCrFBTebdYCcRVNM\n02zvrAtXHENXBAY5AOR1Bpk9SuVJAlEXAHIUUZ+XqzTaHiBvO6WsXZMwHg0tizTFzRe45GzDx3/b\n9VJV8Wrb8qTrkOcHvHb6KuC9t6ODufcwLgrSAIKD8ROvvup7m0ZdxzJIGEssYgnf8cJ38Jtv/CZV\n86ecHxzTnZ5yniQcBKTY76N+D6todccXn36Rdx+/G6scTb4/QLZdSaO8BetrZ69x/+AlkqridLmS\nWFzLINslVRxzkNY453iweACBve0TGK9ikGWbUdhzKqWwodH8afGUg/TmkHvw5pvXMMh9iqMQmxKL\nckYbqh9/Hq8/s7fuP59tJK4PCRhRXADI83o+pCntaq7xAHmMpR4alfoN/kAHgHzNtZlo01KGRqMe\nZIs9AHKarqJqU2BRtaHRKTDIoTntuivLgNwzyKmUlLSkWRdO8GZgkJ9/3peG+vLSe+uaT0vJ8XJJ\nOpLo0muQE6npErdihthkkM/PPaMxbRpm1g4hHyrLKAvJ+26+j6pZ0mjD7fFt6romCn9rWXpW6IZ8\nBVxBYlYAOVmziCoK0Faz6Bun4pjRZLIBkNu2pjWOuq19MwcQK73BIN+PY/6f97+fF09POVoD2N5z\ntaQxEquCxZu1RE1DNhJDk902k3RjfOWhsOdUWnsGuW9OAGK9B0C2Kx/jumuGk/NUe9eR8UTwla9c\nvbj0DLIUXp7QdSBV5x1chCTVfmPcJtGAVZOFDV7OdlEN4/bAHOx1OGyKVZrfxRTJbo8FLkk8i+1C\nBWcdIN/QU6oouvYZSbJKw0zaljLo93v2dp9GjzQFUU+pmgVFmtIuS6oKaukdRaodOmgITbIcYV1J\nbgz5vF2x2ER7M8hTfYtl+ZRlHCPLfHVIlpIkMMg9e3XzJtxMEp5EEYvFgpFzZBmcxB4gRw043XgN\nclUNgSn9mtWVY2SdoiO/+xVlSdKtDqgfv/8X6cwTGuXXnlII0qDh70kB21RYozlbPvXrRNtiEBsS\ni5GLeJYkPqjHuY3qh20Kaq0ZmXoI+aiFQCu9PWAjgJQoAtEGiQXQ9BILmxPrbAMgX6VBHgCy6AYG\nWSiLEILOgRHuWoBsDMguoWoKOiFoSh93XdjCh/0IQRL5w/o2Fm4AyDoNfuxiJbFociLpUwmzjCs1\nyMaAaFJKW2DaFhsaBXuJRSs8QP6rfxW+53u2j7s4hlhlg93jOkAexVPMtijQC/e3ZZiDzg2N6j2D\nLITeadeVpqCbwyFNtjorhqCRUTQF566VOoLX6k71TerqjEWa0s2XEIf5E1yYtl3vblu+DDwRAhZ3\neFo8oWxKJi3IUclxekxeVWQBCwjhWeTPfc67eoycGwBy3lpUKfi2u9/Jr776qyzk51kc3OTx+TmH\niwUmnHL6ZvfD5JCuK6lES+taTrITSgX1NSmq/efV4466ywcG+fWz17kzuU9S1zxbRIMP+MU9bB0g\nV8FD/iD1h1QpJC2SCLnTxUI2voIonaOpVgzyQXKDyFqyAx80dRWD3JQriUXZdkPqrM9/UF+XWOy6\n+jF9FUDGZhTW28vYoh5CQnprGLODefVl5jG1K6mUosjdSocpJzsB8qblUbuho5yVM2BlL3PVlWVQ\nzFM61xELWNaB/e0N/oPFza5nuGXQICtFJRwq8x6qbdMODFZv0t5rSj+V5/zX8ZiRtWQZyPwOj5aP\nMCi6ZMUMVVJeklhMp3DQtszalrwoyKqKeOyNwT9w8gHy9pRGxf7+uiZ2DilX8oDD7j2IriYJetcy\n/Mw6+6tbw0II2rb1bGKWbQBk2/nT983spmf7AKM3AfI3Hkz5d9/0TXzq938fDg42mvSarqAwEbV7\n5C3eytID5FAC2waQ+3ETiwl5OaPWipGph8/KOkdidksshF2xLk3XrhhkMSJqGiYT+MpXrl5ceg9v\nQUvpvExkaRekOqUB4sC6BUyx9Rm9h2oVRSsGuZoxkeNBt37V5TfGFYPc2/T0ILsTu0tkSeIbPVqx\nAsj9AfVITeiEQF8zf9IUqvkaQLZ2g70lRDRfd6UpUE0p6xlFkpA/LUKD3sw3K+6QeYD/jqPukMYu\nKdKU+iwf3kFi9maQp/IW8+IxyyhC1znzZlNiEXJ9eO01v0mfZBmP0pR5UTAJEqab5gXenL2JaQSd\nav0aUlUDSO/H9mIBNx//JeIkzL+qIunaAdx+8sXvpesqGhX0+FKSxPEmg2xLChOzWDwbGORIio1D\n7kQmPEnTIcly3cXC25NpUm1Z2KBBBiKpLoPbKPInawI4DSEDBmi6zpfk6yVGZ+g9GeTUeO2tVYqm\n7uh07sFt22KkZ5CvmsMrgFyinaMKXszrEossM1d6yW7TQa/LPCIMuusYjbiykhRFQBOY9NDotC6x\naIXASMnP/Az82q9tH3dRBLHMcLKlXmvWnddzsiCx2MUgN3lYy9gMLZrXcxy7gU6SeICcV6cUxlDP\niuGgPIpD0M4ec3CiTijrUxZxjFss6aIz38cTfPy3Xa8AXzKGJ8ZAc8S97EVeP3udUSdgZL3EYg0g\nwyZAzoBlWCvnTYOuFd/3/A/xy3/0y4iqYTmZ8uDsjLunp8Pf0M/BaXRI6wpyLO85fo/fw6SgXK4i\nmrcdztYBctkWWCNJU8c783c4DMFE88UqHfXin94rBsfRmNLOqbXhIKl4sHjAnfEd6uB5vssHWbYj\nP1aD9nxodg/y1PGBupZBtpXGKIPGUTVdmOtuMFkwOwKavlavrxmA7Gqf5W3aljIA5PPq3GvZ9gCW\n/QbdtCVVHA954ufVOWO9GyRo7Qff2EwDUHEbLJjb4xSUpt6v9yg5QruOvGmH7tuj5GivLvo0hXbu\nu+BTKSllh0tDedbaQWLxfd8H3/mdK4B8kmWcLJe8eH5OlkGVR+FU29HFDiMNsY4HB4n+5NsnE/YA\neblYkNX1MHE/eOuDnIs3sCZGCEHVNIMWu/8ZV04Ylfc4ynzHYGktCW6TQXaGpZQUeU5WVYi1LvrD\n5JCmLWmU4yTzmpEKSIwedJZFAd/5grdg+O7//J/h5s0NH+TaLimihNo+9OxvXROHsuZOgMyEZX1G\npTwD5rVXnm1PjBqa9K66n3oV9NG4ZnCxSGVK1LYcHMDrr+8AyNGqwa2XRxwkB/6goBT/4B/AT/7k\n9jHTdyHbZkkdRau463LGRO8+HMZxYJDrpS+tXpBYtFJeuSn11wCQ3Uri1M+dI+MXWbGDxS7zyB8u\nu+5SUA97gPQ0BVdNKasZRRyTPysHi8WD5GBvBtk0R1T2nDzLsLN8xWKjd/Yh9M8YcYtZ/oDcRBxG\n+VDBqcIaIIRnjr/yFR/f/cJkwp8eHHBaFBwFBvlQegbZWIGTzgNsaweA3M+/+RwiGQ3RvmVd+x6I\nws+db735CcQf/hBl+PxKpUjWmmSn8ZS6KSii1APkwCDHYjPk40AmPD048BKLkGTZa5Br6x2IUlUP\nLhZWCCKtNiQWgO+uCikT6wyyEQIrukFiYVSMaRpMqq91sejBaecs1hjaqqGVAdw6RyzYi0EumxIT\nAHIvsUh1SiMlk7FPct0lsXCio2FTYmGcwYR1oGm2e5EbAzTp8A49g6xMQ9M1NHiADFcXg6IIIlJa\n2i0Si8lXD5BDqbxnkB1yT5nTIcvyGYXW2PMVQM5MqOTucpIZwUicsCyesogiRL7A6meroKsrwNbL\nWvN6HPMoTencCXeTl3n19FWyTtOlzqfglSXZGha4dQt++7fhxRdhAszDwW3edZhaoewhX/ixL3Dv\nP/7vzNKEd87OuHN+Ptw/HvsDatQegcjJXcu7j31Ub6Ek5WLVA3MVg5znfg7mzZImUiybOUoqVCNJ\nbHMtuDXGH7QzNfE2nYFB7gFy5Ryx9gC5rxZfvJJkrQradTSNXTHI2lcgT058rHcv6Vy/+j0sM5m3\nVGy7QPIs/SEVvi6x2HVdB5A3RN5dR1nZQWLR+7iaPSQWxo2HwIceIA8peHt0n6cpjPQUaDYYZM+i\n7QbI65Yvmpa8c0MC0GFy6D0g95BYFLnyyTyyo5ZAfLraHMMEPjiAT3967TB+cMAf/62/xS/+6q8O\n73Fvco+6qWhiwVHqu7t6D+KeQe5LvAddx6zryPOcLFjL5Tl80+1vYh7/N/Ik8Y0j1g5MXr9BL5cw\nbm7TCf8dVdaSwgaDbLqYuVIsFwtGoRlwk0EusFpwMgoAOTBtec6Qyva+wwm/+7f/Nt//K78Cx8eb\nG7xdUpqYun3sAXJVEYWyZp86eBXAjZiQVzMqrbyLxZrEIos8g3xdeaqt/MYWAQ3dAE5T4QHyrVvw\nJ39yvcRiPSq6Z38PYg+QI6X4x/8Y/v7f3z5meieNuvFRoW2+klhkcrRz7CcJ2NIghSRyjrJu6Pex\nQUO2K6I5AeUymtADsC5PmurpYE941dUfLsfR2APkdQZ5z0aPNAVXTH15N44pnhWDB/I09pZ7Zh+A\n3B5R1+fkaUpzng8uGHwVADlztzhdPqDUisMk36zghHfox1OawtF0iuw6vtR1HEnvxiLsyJftm45W\nOW6Nbg0VnP6+ovBjM1Z6BYDrmrTrCL1eFAXI8oBcKeg6SqVILzHIfv7ki6BB7jpiJTckFkfS8Pjm\nTZ6UJUesNZiakfcRV5pE2ZWLhRBEeovE4hd/Ef7DfwBWwLCwXmLRum5gTaMALJP0ag3xhsSis9go\noqssnQz64a7DSL9ezWZXgwzReoCs17yYC1uQmhQrJeOJ3g2QdYoTvlFwXQetMZiuG+Rw2zyIo8gn\nAhZNiOsNDHIP9K0QO1m4KIJIZnTOUhtDlbcDQE7NGOPzs6+8P47BLj2TGAtB1bYbNm+9zOO6K0lA\nVIcsyqeUSmHnxQCwR3pMZO1lGvTC5cOybjHPH5FrjSuW1GqtyfyKzyE7OOCoqvjK8TFC3OHEeICc\ndJom9Q4veVWRrsmkvvEb/R743vfCITAL/33hHLozzOfw0tFLdO/cYxYb3ixLnl8DyIeH3ss8tndo\n1Ywcx3uOvTFzIQW4hOVyP4nFopljI7UCt2VJ0thBP7xt7PYZEBFjivqcyhgmcb3KEwBSrYYm7+Pj\ny8+IY8AGgqTrsG0zMMgT5cnF+/f9Qfz+/e33rwCyowoAuVcA2GCT+Ofx+poAyD4kIBtOMJVtBonF\nNJ7uxSD7MvPYm11HEc1yDSSI/QBykkCmvKduuaajnFUzuj1Oz7038GFyiKShCGW1DQZ5jw26KHw6\nncBSK2ijVWf5lfD67l2OvvQlRicnAyi8O7lLYQtsLDlKAkAODFbvAfn0aQDI+MVhkeeMg0wjz+ET\nz38C2mpoNqqtHT6H/vS7WECEJJBNlE1DKhkYLO9hHHE2nZI/e0YWtALrALl2OVaxYpClJIkuN9h9\n81tvIQDWfJAn8YSq8Rt8VXmAXFk7AOR1KcnFqz9YLSq/NCZrEosaSBM9MO1XlUZtLclMhsHRsnKx\nSIIt3+3bvjnnutP3yIxweA/viwzyXuC0DSzemk3irJoNLPZ1V8/EZybDuI68bi6VyPZ6h26EpfIM\n8rrEaY8egHUtXeRaquCj3UucOqF3voN3kZmyrE4p4pjyrBzkEZP4iKiuETvmX8+A5dUZeZLQzvPB\nBaND7g2Qk/YWj/NHJG3HaJQPwTHVWhXpJ34CfvzHw02TCe9/800+naYchSCfPIfnD57H2YZWBgs3\na4eghPX5F2uzAsjhZ/pn9BZt+WgEZUmhNUmabhwwK5tTRjH5MgSabAHId1TMa/fu8a9v3+ajdb3m\nIJFRNTlWK88g1ysNchxtYX/TdPiXKALsikFucENjmkaju254z20gY93FwnWWOnTetjL34Lbr0EKQ\nph4IXSexKJvSNwoGgDxILKTk8MBweroHSKf1GuTKDSy0ERGm63jxRf/z2xjk4XMIgSm2aahraIT3\nYu4bHq+74hgMKW3r3WxsblcaZOE9pa/rRYhjqEq5BnRCs1XSeZkHci+pFeUhs/IU5RzFohicoDKx\ney2C0Cjb3eZx/pCk6+gab5N4nB4PLkxbrzt3OAjpV9Foyg3hAXLUxtSJ5u74rtcgr8mk/uJf9P/8\n8IfhUAjOwuczF4Koi4YgkeqJ5swoXm9bXgwED6wAcrUY4TpHAbznhgfIudZoYubz3U16B/EBi3aB\nNR4g3x3fpQwNuT2DvO3+/jPXzltkVtowjSue5k998q1zJEYym/mepW0AOUm8j3Hfg9J0KwZ5pEYD\nQIbdAFmJjqp1gw//NJ7utYd9rV5/ZgC5n5dXNRm1IQ0pCt2zA4McBQZ5B/O6DhJ6HWbPICcy3ZmC\nB2HdFlM67BBXraIa21oaxM4yc79hHSVHHiA7t6lB3iNFqH/GzewmnbNURtDolTfplRrIkMzDvXsr\nBnl8j6VdUMYRtxPvC9R7EJ+c+A2jt7g5AGbOsSgKxmtBBAfJATdf/2HK0RSKwr/DFgY5EooqvFvZ\nNKShQ72q/M+MO82TGzfIT0+vAMhLGq24PboNQC0EaWIuyyPWaqzrEouqnlOYiKp+ynHiJRZR1w2f\nxXy+vbwUx2C6iY9SbTuixA4G6VYIskRdC5DXy8waRxsY5LPyjAi/Md72f9KwQV68v5dYOBrqAJD7\nkA8LezWoynZEWfuwkyHuupqRymzn2F9/h8h15LX32V3Ui6FJaV+QbruS2hjKRTNUX8Zqt8Qpinz5\neWzGvoq0FvXuZR67GwXTFJrllGX5jDyKKM/KgUE+MEc7rR7B/z5ZHZFXz8iThOY8R2dLYh3TdG6n\nDrp/Rtz4NL20aUnHJadFkFisyTx+5Efgn/yTcNNoxHd//vP8znTKsdbD3Hrh4AW61tIq7VklaweQ\n3ieBzeeQRBcAcgCFPTiNeoBcFJRak1xwgambBaWJKJazwcElVisP46KAF1XKZ195BZqGT1mLlL6y\nE8sRlV1QSzUwyJNogg39DpckFhe+9wEYCkHjVhILjcYEPXavIb4OnHZtjTWGrrK0PYPsHEYIplN/\nSL3KxYImoWqrAE59o2AvsbBSMj3QPHzoh8+2qOpBYkGDNYamWjUbShSm6/jAB+Dbvg3+wl+4/A4+\nEXDVrLgCyF8dg2zIBrvHvtl9US98WMkelaS+mhXRUfYyHeNL5Y1z+1VxymB12nXkZTWsAwnJzoMy\n+O8oae7wcPGQcdvSiYKSlY//dQD5E5//PJOiYDIVTDsPkFWTUMexJ4zqmnWc+QM/4MdFksChlJyF\nz3guJSaAW4BiphgBv3P/PuvLeA+QT0+D0YAUvO/m+/w9SqFUuhdAnsZT5vaMOjK8c/62PwxXFUlw\n4rlq/4EAkLsxeQhk6p2Y+gPFJEScz2ZXy/xcHSoHzmHXGs1TPMnzoQ/5n+1TCy/e3wNkSefXjnWJ\n7NcZ5P2vbfguSaAuJalJg0F5s/kB7yFNiGNQ7ZjKeh1OzyDPyhmRiPcCyEniAXLTVZQhJMCZ4KTB\nbh1Nr2M+iI/AWUrBYNF2lB7tTBODlUzjJDuhoaQ2EqtX6VZXstgvveT/+e53D8+4P73PonzKeZrx\nvPEGuD1AvnHDT5gHDwKDLAQzIViUJeM1aQJA9M5HKIKYt+g60vA59Gy3L/GqFYPctsMG3TNcBxie\nHh5yfnbGZAtArsQCqyR3xr7+WElJmkSXAfJHPjLUpteb9Ir63G/w1dOVBjkw+LsAsmom3se47TCJ\nXX1fQjDKzLUL1LpEQruOVnTEsfOuB8IQdR3vf7//2WsBshnRYQeAPKsCgyzEXvIi2XiQUmlNV640\nyImI92KQhxKZc5S2HQ6XAwOw4x16J5qmySnTFDsvVxInOdovgS7xaZhR11IEF4aeAW6FvLK02l9p\n6uPiF+XToUFoPA4aZD3xDUI7riwDyiMW5VPyKMItc0Tq5S7VmgfrrmfoagWQo1HN08KPy0pr4m1I\nUWs++cd/DMBJkqwY5OnzNE2B1ZGXWKz1AEynDN3paRRRhs+naBoS2ADIsQsAOc8pjCG9wCDbZkEd\nRZjWkZqU2jlSs8kg3439Gvwdf/AHiIA0o8i7l5TBgSgJGuRxNKaWkiS+wsUiXMZAZ4NESQga4VC6\no2oqVCe9xGKNQb5O/9t1HiBjLZYALJ1DB4D89ttXSyxo4oFBrtpNiUUjJQcH/rC+jYFbl1h0raUJ\nIL1noaXzAHkygc985mqQ3tUrBrlqO+oaKufjri3sBZC1S4c+nD5PYF7NyVSK2fOgPI7G3pM9hBa1\nKlQE2L0HJgl0yzWAXPtq5LyakxLvFbTjw7Ju82D5gHHX0cia3G02uW697tzh53/2Z3n9F36ByQTG\ndQ+QM/I05c7oNnmQ//WXEAwExqFSA0BeSEmkUhYLj1nyHL5Baf7fj32MF9d+/9GRB8dPnkBi79Lo\niG+541PRCq2Jo4T5/GoP4iF/IZ5Qtn4Pe3z6lj8M1zVJCAV6663t4Lb/zE03Jq/OqIxmElWrFDzg\nYKz5kz/x2+ZVFfym1mipMc7ROP87Pcnj94/v+R7fR3PVHroOkPs+mt6FrJda/Xm8viaU0/0C2Jd4\n69quJBbJgWeQ95BYDCAh6DB7Jm5fgJymEDP1ZeIgsbB9hnwIjdjnGRN9ROtqSiEGiUVvM7XLA3KQ\nWGQn1K6giiSlCKfBtr26xHtwAP/m38Bf+SvD5vry0cucFw9ZpCn3lV/ZK62J0xSlPHP8hS94gHwo\nJTMpWVQVowsA2S4keUC7edeRbWGQY6XpC09l15EEU/v+/x9Jw5PDQx7MZtwJD94EyOdYrbk99qtV\npRSjUUyeXygv/Yt/4VcLVgzyEPShI4ry2UqFAIdLAAAgAElEQVRiERjkIRDlisntmhjnHFHTYSLr\n2b7EA+Qs1kh5tX/pOsBVdHSyozOeeXWtI+o63vc++MEfhI9//PL96zrOBkst1yQW8cFei0scBw/V\n2jMIXbGSF+0z9vvvYWRGaNcNTRbn1fkA0vcByKLxjYJVHG8cUNM9S6tpCqkeY4LEYkjSq2Y0Uu18\nB++EMeG8eEJpDOVsJbEY7+HmAcFFJj/mPH80AOTOhCTMrtur2STLQJUBILcOk5aclWcrgHzFIfkT\njx8D8OEsG+bW89PnqdwpnU58k+1aBWcdIGdJRBXerQgVnP4ZRQGxk+RhQpbGkKTpBoNctXPKyHCi\n/SD3AFltAOQsFfzaL/8yP/3zPz9Mpt5BpbBzrFYkMjDIwX0oic1OD+KmDlHRAlrhkLGXRzRNgw6b\nbb+OXGThBgZZJbRthdUaZxsakQ+sp5GSgwN4553rAPJKYtFskVhkqR972/oQlApRzyrBOa+D7sNG\nClughAce110bGmS8zENKqLqvjkHWLqNtyg2p1aJekIpkb4A8iSeoAHSKAhq1Cn7Z9Q5pCl0Iy0pC\nmmy/FsV7HNYhHDCLwCA7R6crFu2aj/hVZNlzz5FYy3FwiUmKV/jy6ZdxpeZ0POI5dURuLdkVc/hQ\na87CGjPXmkRnLBb+M1EK3nPg58YH1wZBzyA/egQvdf89RBlGBecKY4jijPn8aoKln6NaapSDMop4\nfPbWikEOB6urQjpgtfYuqjMqvWo0v5HeoBKCowPN+fnqIHDx6vfRkRlhXEfjmmHt1sIMTcHbCJ7+\n/h4gC7qhj8anGE++DpC/muu55y7/t4sayLptBwZ5FE0QgNqDQZZNsDoJZeZ+czUy2hsgR25K1RXk\nwZS96FYs2i4GC0KDgTqicSVlMP0+LU+Zxn506x0AuWddT0YnFN2SOlIU4ik3shvXA2SAv/yXIcs2\nAPJZ+RbLJOau9r+/MmbYoG/fhj/8Qw+UT6TkkTEsq4rxhSjpeq48QC4KzyCHz2G9iz4xetVF33Uk\nazrK5RKOleHpwQFfzHNeCjqxdWDWUGOV5nZwwqiUYpRFl9nf0WhAqoMPcjzx+isTkS9Dg521REGH\n2btQXNVkNzDAbYuO7HCgqYUgigwnJ/DFL+72MVY4WtlhZbg/gHQh4F/9q+0peH0XcqpHPuwkNGgN\nTXp7AmTsKiq0LVbyIiN2j/31v0HTrhjkrwKk+07o8UritKiG+ZfobC/mKEkgVRO0aymC/lFHlqqp\n9tJBZxlUyxgtJFHbki9WTXpjNdrZKNg/o1vcYJY/ojAGlku6aI1B3hMgd+UE21ripoMs9wFEUvv5\nt61bFBhNp7hPfpLn797d0CDn+i1a7edsX50BPx5nMz8/RlnkI7q7jqJtSaXcaFBNhCLPMtzCEwjJ\nms2il1icU0WaG8pPtNo5kkhR13589hri/26x4Lk+H5selHl5j5WSWFaroBApSZOrAzb6+3v2VQpH\nI8DpoLttGswFDfJ1Eou2q7DG4GpLQ7HBIPcA+SoN8jpAtl076IcTlWK1RgeC5iqeJorAiISus8M7\n9CAbJ3eCU2N8s29vd1c23aDFHpkQd73HOqBc6j2pwx7YSyziEFay6/5+LRTB6rQswcrQbLUHSZQk\nvopzXp17J5XGBqvFczT77cOjEcjiNg8WDxgLQWssi3WbxKuwgJTwC78A//AfMplAvRhzf3qfWf4m\nT6Zj7roRRdteDZCjiLPwBc+NIQngtnd/+EBAqDd/5EeGe3oG+eFDOJncotarAVJEEUmyAsjbAO76\nPpsSUUYxz2bvDP0GcddxcODjxa8DyE3tUw5tsCodKlZSMkr08Luuur8HuMZ1tKwqiGaP76wfN94H\nfNVovt5Dtmvsfq1ef+YA+V/+y8v/bZ1B1sEDcgWQg3/jHhpkah+XuN7J3/uXRnv4l/pSxZTS5VRh\ng5nXX53QPE0hE0fUrqBUcmCQsygENuwpsbiZ3WTRziljQ9E+4UZ6Y2Bmd109c/vK8SucVW+wTGPu\nSA8qq+BBDKsT5Usvwb045p04ZlFVjAP72zPI9bmkSJOQCOY2AHKe+wVilFwGyOsM883I8GQ85nPG\n8OFnz4bPuyxBCIGsphRRxJ3Ya6VrpRhN4mvlEf3EjlTk/UsjTb4840Z2g7pphsXl7bdD89WW0b7O\nmui2Q0XtIG+wUhJFEbdu+UVyW/f5xU2lVVAJbytWN83OcSeEf0YiR9iuolaSNHFDk57d0+LQVSPP\nICuFq1YSC7XH2N9osnAdVec2JRZ7BPX0869ulhsSp7PyjFjs1wPgJU5jlGvIg5fmwp6vyrt7MMi9\nni9tGpZlNbhgpOzXqJtl0C6OebZ8QKkUrshp9YpB3hcgF7ng1ugW2ra4tOBGeoPWOe8HfdUhue/i\nvHdv+Fu++c4306hHFEkCde0PyRcY5GfP4Hishp/pZVDr8y+TkmWaUp2fY5oGqfXwvXsHiIoq0tzs\nGWQgDnHUfR9BkrDapW/5g2wUgelG5NU5VkmMLLwfqtTUSpGm0U6LtboOYw9HKxxO5yG+ehMgb9Nx\nDgDbpLRtjdUa0VhqAgsdGOTp9HoG2a0B5LrrBg1yYlJk1yF3zEFjIJKJl3msMci5zRFO7sUgt+Xq\nHSq76cW8D0COIlBdRhsihwcNsl0QEe8E6f3jRzoAZPz3bpnvrSVNU6gKTWYyYueoGztokDV67znI\n4g4PFg8YIXBRy6wODPKaC8zW60d/FD74wcF+7cN3P8xX6t/g2WSCnC/I23bYvy5eh1HEWcAZ50nC\nKB0PGv/pFH78hReYf/u3b3Rb9wzyw4dwfBh7mZNztM5hlSIej/ZikJ2DyCVUxvBs9mCjIbcnaK4D\nyL6S6idHYlYSi16SMh5vJ2hgjUGORmjnaOhQsRdMuo69AXJmMt+kyopBnkb77R9fq9efOUDeNkjW\nTzDadVjXDh9wFgdguYfEAjsmr2dUxuDKVZlZofcCyGkKup1SNEtvl5K13oEilHb2+ZJ9EtchZZdT\naTk06WVq5DWQe5zAqwpupCcs62cs4pSqfOQZ5K9CA5nneKPwdsYiibirDmjCQNdhgelf5fgY7o5G\nvJ1lXmKxxv4C1OeKIom9xEIIMr06kRaFXyAm2arEWzp3iUG+HRueZhmfPTriIxcYZABVTCgiw0uZ\n9zqulGIySa4FyL08wTlIdUQVGYqFL2X3jh/Hx147tU0eAWsAOZqgmg5MhUCQ6GRwT+l/d8AEW+/3\nQR/ejqsSPrmtbpq9gGH8/7P37rG6ZGd5529VrVWXr77bvp7Tp692G5u2TZsAwYMx4ExiIzJhIhSI\nJhplEhJGJCQTNLlMpAgloBARRckoUhQFicA/I/HPSIwy0QTBaBILEpNAImSbizE2nXbT7us+Z1++\nS1Wt2/yxqr7v26fP3nvVaeMcZvxKrd1u76pd31fr8qznfd7nzYOOU/uGJsuoCrtlkCNO370X86o5\npU1TXLNlkFPUjZtzP+YqVZH40EXykpOGuLlFevAyr2jaBU2WYVdbBjlL8qgOdGUZumEmHUDe9RCP\nmX+7ALmwhmXdbizayqSM1j+25zMW7Tm5czi7pkm6rMQ1Hqz336PPAqXG4PI2zN+2JdcacdV3+dRT\n4eeOE817j94LbcqiGsNqdQmk9wD55ASOJymL0Qia5oEAuZIpq6Jgefcuo7YFLh9Qlc9oVMphzyAT\nDiT9PTY2iQfhANtPhiCxqFjpAJClCPpjCIfc0ehmiUXbBoCbCI9NPF4tAyjsJBZlGT5n//u70eER\nsqRAmzpILFqN9mtGcoQGZCexePPNq7vYoTtwKgS2a1ay0ityNUJaC0rx8z8fFF4PiiwDSSgUNN0z\nSOmpTR0Y5AiAbHS60YE21m+KFausQic3N1sIbbtHwclJSmy9dbHIRHbjM0B4n6UcA4aGMD5asdUg\n37QW7crmcm9pnNnMY+XjO1Ga88OuI60gqcxG9lZLSXEDyQThPV9cwMee/RgvJv8755MZnJ+z8J7q\nis8wz3NOu3ufFwWTaspisWWQhRCM77v24CC0i3/tNTiap9T9IdVayqahmI84Pw975IMAbtdxPdgC\nuoI6yzg9e21TkFt4z/Ex/Pqvb6fe/bHrAKSMReWdxGJ0EJxklOIzn4F/8S8efP3uHqa8xSaWNjkN\n+08EyfMWgJxclljor0gs4uI3f/PBNiG7qfbUO1rfMcjteZTBOWwrMdft+U6aOdgziUiAXBSQmim1\nvmBdFMzLZuNAMYRBzv0eK7egUSmjkQ8FCyKugjdJwmeZySMW9QmLYkS7fHNj2RLLYK1WkIiEPX+L\nZSF5ZxZ8FfMdH8q//bfhH/7DcM2dyYRXxmMWxjDe2Ri1BpqEVZYFiQVQdoO9Z6pPT2FS7VTRw1sY\n5PkoZWwtL81mvLu7fhcguzahzhRzEfJAjVJM59cD5N1ufiOR0WaSenUeTs4dQD44uLq4AO7T3VmL\nkytmXUeytmOQ+zPJdQx0lVUIb/Cpp+Z0C5BvfFs7ANmsaFXGOGsvs7cRY9+1I5bNGU2aIpqGovBd\ne/I0aoHrMzgJlga/OVz2ID2Wxa67Itk+g3NanyJFEc0gZ4xJnGFt/WZj3bRpv+EZdgFybi1122wy\nOFlSRLNXvQ95aS2OmpW/uUnB/fdYreC4OkYYjct1mL/9/Lsq/tgfC35TO/MvEQnjX/4b1JPpFiB3\nzzCbbRnkx+cpZ+NxAMjeM+ru0R9QJzLlvCi4d3LCXnfy7ccugHIZrUo2EouGywB5uezmUC9E7Hbr\nLAOvc4ypO4C8YpKFe+gkoaquZ5B3JRYCj0kENt2RWHQa5JOTB18PW/bW2nrLIPtto5AeIMODD7mh\nQG5XYuE2RXoqLQNAlpKPfjTUCD8oeomF7QoFXatB1WRphnOOm+BBz6SXqgwFcta9lUGOqcOxJa0J\ndo+u3hbp9VZzN0VRQJkEgLwWAmNg7To3KW7eA/vxMi/mKByNt+Sjlta2CJ9ESyzqlWS/3Ce1DkZ+\nUzhdpynlDTJF2ALkP/m+P8nt029hWc3h7IwzIZhfBZCritOioLEWmySM5hMuLq62CIWQhb13D77w\nBTjeS6i7SbXu+gnsH6XcvXu9C0X/nWV6RJNJzs5eDwxyV5B761bQID9Ingr3AWRtSdXWiam3lXz8\n8as/wwZ/ZaGOxiaeNunIkZ3mZFfFJYDsDa1ILhfppemN+8ejGl9WgPzVX/3g/35ZYmExbiuxKLNJ\nMBeP2aDrMcvmlCZN8XWDz5ZkaYZ1PppBTvSUuj2nzgvmRb31ML6uenYnRqPQVefCXtDIFDVakiYp\nwhClgezvMU6OuFi9wTIvqRdBg1wPBMgAt8xzrPOC42RMs15feoZv+ib4a38t/Pvt2YxXp1POrWUs\n5Vv0i+ss2zLI3fcwnYaJf3oK83HGqvvvwXtRXWKQqwo+eu8e3/ibv0nSba67AFn96p9DFyU0Dd57\nGimZzstrATJsJ2chCrSS1KuzDYOcE/bxF1+8+fpxNiaxDisbZl3LbJ0kqCzjx34M/uk/ffD1PUAf\nqzFgsRJWLv703T+DoupaRecBIPfsbQfSb7reNGrTytm2LU5urcluAulJEpi4UoZ21/p+iUXEAlcU\n4OoqzJ0sw63qy4UekfMvYwxes/ZcKnCN0UH3dmABIBvWWm80yBlZNIO8XsN+uU9hLT5tWNiw2dRA\nEZlF6gGy1y1auTB/6/r6NeA7viP0veXyHNaLNLjILJeb7Axs59/JCTyxJzmrqrA5Ew6xu0Wy+0Lx\n+njM3fNz9jvR4+78ky6nVil7acf+dt93/zubKvzv+R745Cc36ac8B60FI5lh0oRULLcMspRBG11f\n3WhnFxiGDAy49LLEoiwDS3eVD6xSkIng3tB2RXqN6yQWsJFYwIO9yIOTxpZB7q3m1mZNJsug3Y2Q\nWEiKIPNQCloNstNBWxvFIPcHBYmntfdpkCMySVkGiQ0t59uOJOoZ5JSbCwWhY5DTCQ5Dg+jsHnck\nFgMYZOktDY6kPIuWnAGbwupb1S2wBj8Kh/1ZPttYFN4UPUAeqRFf/dl/wMV4DOfnnKbp1QB5Pufe\naMTFYsF0tWK8l19ikB8UaRqkd7/6q/Dsk0lgkOua1XJJ2bYcHbGxWLsJIKdNSasUq+Upx9UxtTEU\n3nMnJFWjALK0Fin1JQ1yDMGycaHwFiccbXIWTfLsXm/RlxnkyE7Ij2o8Ei4WuwxW6h16x0ev6Lvv\nRLxk0+QYs97oMG3aVeFbG8XkhUKjCev2lDov2Ouqz2M3aOg2ebvHsj1lnRek2RsBYHed3WKiLGEs\njri7eDV0BDvfMf2OYLD6r0pr+PrV/4TJ5yTrOjBYV2zQ+WzG06+/zq+Mx1R5frkDHSnnHUBeJwll\nB9gOD0Pa8t49uDXLOBuNwFpqIR4IkP+3l1/mF37wB8OFXN6g9UvvweQhPWW8J/Geyd71DPLuPUpK\nWpWStiZMyu6dHxyEdr5X6bd2JRbCGGzSbhnkzrf6gx+EH/iBq6/vfZAdpgPI3eJiLTHLQmhWEjrh\n1VnGWDVbiUWkxeHGx9g5rNfo9GwwSC+SCryhEVwq0ovx7y4KsPU2g+M7/9PT+pREZNEZHOl6gHy5\nC2XMIpskYeyP1ZTMGRrTMpl0IJ24Z+jH7H65T+4M+ajlrLm31fMNAMi3q9tYs0Yrtgxy5CF5V5vY\nniesqnDTXRa7L9K7exeePpSc9hILAkC+VAOQZrxWlnxOa955egpcZpClzmlVwl4SUGhPCFySaVQE\noerzz2+es5dIjNUosH1JzSTvZBppymicXVoD7o/dRh8Ch03AJssNsJTd57xKPwwdOBUF2qzRqUSh\naWwHTgkSi27JuRIgWy1x3iEFQbfcSSwyVW4kFtdFL7GwttnxYt42K4kByLsMcq+D3jDIkQBZmJKm\na/vtm4cDyLkYY3y7aVrUd0Rrk+RGFnuXQU69oU0cFGfbouUBc/D2+DbWNtjSBeu5JN04sNwUPUAG\naO5KLooczs85S1NmV6xl1WxG4hy/e3LCtK43zbSu23/6vwVwey+h7hiT9WpF2bVofuWVDsA+4IDY\nX79YgKgrGqU4lvNQ0NsV5H7t14bfe+c7H3x97/IyzsZIbUGt8N5TyvJSY6Kr4rLEzuGlo3bd/mHt\nje9sW2g+wmJCsW7+FQb5Sxa7DHLiLQa3BchJcWMHIOiASiMYq6JbHJqQJsjjAXJZAs2UVdeqdpbX\nl1rExrzk0QhSvceyucsqL5Hi1WBj1jSDGOSRv8XZ+jVWRY5edLKByBRvf4/VCpLzQ5osD00+rtug\nq4pv/eQn+eXDQ+Z5frmNtJPczXP8es0qTd8CkM/O4PZUct6leHuAvNsKt6ogPTwMKeYdBnm9Dg0i\nbC1ousWlcY68bZGjjDwP+q7rAHLTBICsOw2l6NqkZkJsfEuvOn3vSiwSa7Gp3jDIrZTR4HScjbFO\n4xRctKcbgBwrsZCua3IjMyq1ZZBjLA53JUqZc3hatBh+OFSMwJtLNj2zIg6kFwWYddV5caqN1dxZ\nc4YQA2oA3BjX+ZDvapBjmPT+HqN0SmYNjTUBIDeX7Yqui37eHJQHKGPIq5Cu3LS5HQCQn54/jbYL\ntEoCQG4aigFrwGoVDrmiSVmXJSyXYQ3onuHoKGRHvIejKmR5TF2zEoIyyy5LnMoU5T2fGI14rgPI\nl2oAdEGt0o3EqT+QlGUA4Fm2LeLajY3ESY1IrceldWib7j1aKfb2QjeyGyUWqgRhManYdo/rJBZ7\neyHFfBXAUAoUBdqu0TJlpPTWoo1gTdaDiwdZXSkFRoe6A0loF99LLGRSbCQW10UPkI1tMF2Pb5t2\n4Na5Gw/KGyZdlqQ7zRaWuvsu0jQKIKNHASCn6UZisWgXJEJG10PsAuSy3DbsGsogC69pE4/PdzJq\nNz4BG+/6W+NbtKamLQX7ZVjIHwYg1ycpF3mGOz/nTEpmV6QiRFHw1Ouv8+nXX2fWNOzvh7F/fn61\nPAFCFvZ7vxfKdCuxWK3XjLTm6Ag+97lw/VUQZj4PJBPrCV4IbhfhFFcbQ5Ek/KE/BD/5kw+Wp/bf\n13LZ+Vcbi04XHIwOwj4Y0Xtht0gPZyHznLdn0fuHEL0fescgp9tmV5M8ro/FoxqPDEDepfiN2AHI\nIk47uAEqKnQM8r5BJ12K2LlogOzq4KVcZxnTvBmkgezvkeo9LtYnrIqCVLwemk5EaHn6GI1A14qZ\nrKiLjH0KVKqohYgGyL3+sD5NqTMZ2KfrQHqS8Kd+6ZcAeLwsNxv0+XnQDyvnWNQ1bxYFB90C0+t7\nyxIOcrnRQNZdm+j7GeQN89TpGPvF9PwcxllCo1S4vq4pOq30/n7YHK+TSIROYYFBPpAde9UB5L6w\n4UaAnE3AGGxqmBeBbm7T9Ebf6t0CB+NavBShMUU+Q0eC0ywLALnRocCtUu1W/xvB3l5mkC3WGxrR\njf0BID0XFd5r2oS3SiwiAHK7zsDpjcQpKwwrvcJ7EdWiuShCsx/rGxouSyyayEW2LKFMpkhnqLFU\nVXAESXw8SO8ZZGkNstKXKsKLyEPyYgFPz55m7U5pZcJjk8fC/IvMIu3KIwqRbFq9r4Cq+x7u3AnF\nO4eHkCaCaV1z3jSbLM+uBrmq4Jn1mn/+3HN8W+e3vMsg5/UBjcrYSwOKDRaHGUURDsFXgdPdDEpq\nHU60TLJJ0P4aw3i/oGnCIfo6F4tSlngcLgWbBImF7jIw83l4zp4Fvj8COC1DkV4auvmtdPBB1oBM\nU7792+Ezn7m6WYnWkKc5qQDDTptomUfVwGQZpL7A2G2hoBNdJ76ITNLuQSHB03q2Eou+SC+mUN2U\nNO3iEoN80V6EZiU3PEN/j4wx2tc0aSj07BnkWEed0IE1AGSdglWBQW6sjZJa9RKL29Vt1mZFW4QG\nUt456mtsEnejZ38BVhcJpbUslktOs4z5VWhXCJ45OeHTp6dMjeHgIMiXbmKQ/9yfg5/6KSiSJFgt\n1nVgkK3l6Ag+9akHtxfvY28vyBRZ3CbTLUd5B5C7ovyqCn/jqrgMkA1aLDYHirZrDHZd7DLIWIPI\nQt3UPB9G8mRihPYNOk0ut5qW8isM8tuJXQZZYDFiK7FQIrvRv3H3HuNsTG4txmkadli0CPeHouh6\n0aeStcqYZvUlgBzLILv1mLa9YJXl4N/YMsgDNsflEg7lAetc8Xga/Fka4jSQ/T1WK1ifJtRqC5Cv\nA+n/9Qsv8L/+9E/z9VV1CSBPp3BgDCfG8Np4zK1utTg83G7QM3kZIOd5vpm4G4D8/vfD3/pbm16r\n/ec8O4NJsQXIzXq9KWba2wss2VUb9EZiYacYmXKQdPrHrtq/t2a7ziS9Z4BxBi0Ms3yG9x4jJTKS\nQZ7kE1rbYpTgrOlSis5FjbvgX9p3wlOMZLvtpDdEYqEqlHN4YVj7LnsSeTjsCwWt12ixBcg9SI9K\n09WCKlU0UkLTYGVYIHVkDUAokp1gfEOdbBnkeTGPegbo2tQyI3UtWljkaEEuc6zz0U4aASAfkJqW\npLQbgFxHHpKn07CpPjN/hrU/oVEyNPxo2+g1oH+O1QoKKznvJstFkjDuNrx+bPdd5mdNw9kOQN4F\n2VUF79aaRim+cbEALjPI+cUdmiznTtbZLHb6+7IMAPkqecNuo5sAkHXoouc9yhhEnjEehyzQTS4W\nDoNNBFosGckRppNY9PZUD5JHwFb/25oVOkkppWZt1lsGOUlIEnjPe67+DL2XciI8Br+RN0hZII25\nkUFWCpIdgIzWmCSeQd6VmiQ49P0Si4hMUs8g12YRDqlNi8ocy3YJ3OykAb3ca0xLExq9FDsMcoTM\no+8mO1VznG9oJRi5tb2MBcirFdyZ3OHcnFLnitvj25imIfEeGbEH7jLIFxcws47T9ZpXJxNuXaW3\nA54+O+PTbcvUuQ1APj29Wj986bnTlEWHNld1TekcR0chQ/rkk1df13spu5NnkablqAibVW+XelP0\nlnZjNSYxFs16A5AbKaMIlh5/OWcg23Ew2uncedM9FAEgmzShyP3WBzlNURHOI49iPFIAuVJBA2mE\nR2WORbtAeRlVfbvLoinnkFKzNMNAwqbto8yoM8VE1Zvq2SEMVl0LpipnnWcI+2ZIEbdtNIPcb7CH\nyTF1nvGECptWM4BB7heZi1OBF6DXa9Z1zeiaFG8ymfA//8RPkO3vb76LDUB2ji86xyrL2OtO4AcH\nQV/15JMwS9OgQe4Z5LLcTPyNSbpS8Pf+3oaN6TWUp6cwLXcA8k4qem8PPvvZq9mjzenXHKOlYj8J\nu3Df9SxJ4N/8m6tP4LsMsrcGk7ggbfAepTUikkGeZBMa12BVsgV1A07fqena9UpFmTZbBlnKGxeX\n3SIJ5SwyMyx0t8BFgvSi6Lpw+fZSimwa+QzbOdy1PG4aGnG6OSjELI9VBb4d09r1xod84yITwaRD\nGKvKT0mdRmPxxb1LriY3RZoGoDFV+wi7BchRHqw7z3B+HgDyMnkDLRVPzp4Mh+TINaDf9BYLqJzk\nXoeYF2nKuBuTPV7qCbV503C6XrNOU8qyfIt++I8Yw/Of/zzj7rS5yyAXJ++nVTl7/fzpDiR9gdxV\nB9Qe2FVZhXAel4QaAG1McO1J02s9iHeL0xwGIxNalpcY5F4mddUaoFRgb1uzCt6zqbnk/iBvWDN7\nFruQBSlgBFuJhciCxCLCYi11BdrWmA4gW7EeLrFQHUDu7rmRWEQwyFkGrik3bb992yLUumui4gfU\nQ0yo7ZK6s5y8aLca5Ng9sErnWN+gJZh0yyDHrEU9sfLs/rPcbV5lXWQ8Vh5Tr9cUnUXhTbELkE9P\nYe49/9k5cq2pHtQvvIt3nZ3x74uCufcbgLzTF+famKYpFx3aXHUdafvM5VUHTNhKLMyr70HplifH\nIcMaW3O0yyALY2ipLwHkB7a234ldgsU6g1d+S44MIHmkH6FdQ6MUZWa3RXpfYZDfXuyeYLw3mATo\nvDCtscMkFtkYZS3FSG9BhvfRIGG9hsAVZ38AACAASURBVIkqqFUAyJcY5IjFoQem82zEOsvw+iQs\nDm0bdXqG7eQ+Sp9C4DmWgUKpI500dp9jcSEorWNV16zqmtF1G3RPs9658xYGeV8IPi0lt+7dI+kA\ncs9gPf54xyD3ADlNKUYj9vfD5nqVTc48OO+ECt9R0EvRtpeq/ff3u3TbA5p0wHbslOYWXgim3Qbf\n7rQF/shH4mzevG3Rid8uDBENanavb8waI1POVvcGgdNgzxS6kTVKodJzVKJIEonwnjQWnGYVqXOo\n0mzGvh60wFUYmm03v/qMKp+QRDzDRscmC2ySIHS9qQFoIp9hPA7Zl8avaPomO82WQb5J7gJhnKVm\nirANOnVoGfTDsexVf4+SfbxpcIXjXn1vUxEeI7HoAXKVVRgraFTOu/bfFQBy5DP0h8ezs64FbhEa\n9SykZLyjofypn4If/dHw7/tty90eII/HbwHIf1EpPvl937fJ9+528ape+iO4bIToMjdNl5qtqtBm\n/SaJxUiNSKzDCBsY5KbZ2FpOJqFQ9kFrwK7EwmGxUqC5zLz2r/2qpUspkL7sAHISGGS9Di4WEQ02\ndrvxCRGalfQSC0kaVQMTPIiLjcwDrUO7675IL+L6/qCAt+gdFruQ4X3f1E02WO6NWLXn6I5BdrLr\nahhZMNwXyoaC4Zxp3myATozEor/HKJmj3Zo2S0LjpK4WKMbHv7MS5pnZs5y2X+B8NOJJdRAAcqSG\nvzN0YbUK95rLhN8QgjtvvnmtoPgDp6ecZhl3rKWqAvv70ktxALlIElyS0DQNq7Zl5D1pCt///bDT\nfO8t0Usszj/3NZTO89UHzwEPwSB3ALnxDQflwbbvwQ3r5u7+4azGqx0GeVAWtAxOTCqnUu0m82Ck\nRH1Fg/zwsSuxwGtM4rfpWa2j/Rs3/cSdJSvNVkO5A5aui744YKYKaiUZy3pwircfrHvZiDrPcLrb\noAdokPsN9lbyPpRuOCoCOmySJKpICHYY5AsorWfVtqyahtF1h42eotnbu3T9dAoHacovzOe8/4UX\nNsfh/tenU6jSbZFQnaYUVbVp0jGZPJiAGY/DO7t7F2ajZJOa35Wj9CfwqwByzyDnzWOkVrPfFTi0\n3ke988sMssYKtguD1tEAeZyNacyKWuUslx3rOeAZhK5Y63NaKUnE3e0zDADplQoAWeaWs3pn7Mcu\ncG5E6xp0KjYSi1E2i/oetpXUFbm1eFrWfsukxzDI4zGY9ZjaLmlksi3SK/eiCiYhjLVET8G36NSj\nZQduI9l8COC0cAcYs8YVflOkV6fpjWxM/zlWq1DZnZw+R10UZKQPBZBPT2E/k6HD13LJQqlLAPl7\nvxc++MHw7483DS+3LWspKauKySSsIxuJU7/LdwC5KAIA0BrWZwmNTLEdpdwX98zn8PLL1zPImwp4\n6/DYwDY2zUYaN512jVMeADJ6Brq3iLJpQmsXQdPfSSwA/v7fh7/8lx/8DL28odVBYtFrkHuJRQyD\nvAHIOIwAmVm01QgrkBHrtlI9QF4HiYXRbwH6N12/sbsTFiO2DHKeVVFWc3kOvimp9RplLdYOB8h5\nDtKOafWCJs+ZZvWlVHksSVQwp/ErdAeQNwxyxHooRBhvR/KdXOgvcFZV3BGzbW1KRAgRxvxLLwUA\nepBl/EpR8Mybb16bDfhA18TqsSRBiJAl/a3fujp7cflvCqZNw0Vds9SaqpvrP/7j8Mf/+NXX7e2F\nQ+jyImWSKMquDqCGqIzxJQbZGlrfBszhfZAqxtawqArjNC4TG2IiltwIheYjtFnTqIyRDHU0RTYO\nmdivSCwePnaL9JzX2BTMLkCO1E71QEVaS1bq7SkokkHuwe0sK2mUpErrTQefNkLLA9uNbb+oaJTE\nticcjg4Dgxz1bWwlFk/xYTLd8PgoCJiarvgtJnYZ4BGeldYh7XPdd9nngToHgV2JxRN5zr98xzt4\n/gtfuNQx4xd/MagmEiGYNA3ndc0yy6jGY/b34fOfv7rFpRAB0Lz0EuyPtwC5bluKbnPt9ZXXaYjr\nGvZW34g0mv2uVXWs48fuuHG+QSehAltrHTalGxb0HiCEtPKKdZazXm6lBSoSINs2w9uWVkrg3pbF\njrQ47OVFqTMBIPcpskiQXhSQmIrWN7RyW2RRZpMokF5VYbxUqiKzlqzQXHSV0E3k/JtMQC/HrOyS\nRqYbgDzLZ7RKoSIZZJopztZY6WmSoB+OlXlAmMPK7GPsCpt7EpFQqjjLJAhDpqo6ecSv/hWWo3Dy\nHroG9AzyQSFZSIlbrVhk2UYicX88oTW/ay0rpRhNJhuJ00ZD+eyz4Rc7Y9UeiCwWsFoKSmOpO4au\nkZI8y5jPA/t7nQa5bfsCn1A/Ms7G6LbdMMj94fZBIGO3OM25lrXKsfoiSCx2gOXf/JtX++j38oZa\nL2jT5HKRXpIMBMgeIwC57tpX26gamA2DbNfoNEVojaGTWHgfxSD3Mg/vXWhM1THImRxFAeQgsRiF\na5zDeINOugK7CJAOfTZrTNNeUGc5k6zZSiwimcDxGJSds7ILWpVu6iFiO8FCGK/tsqSwOeejnK/K\nHxvEIPf3eOGFkIV8qqr4f559lnf3LRmviKO+vqYb8MfHYQ+7av+5P6Zac641K625wrb7LbG3FwpI\nj4+hcI66z+IQV3PUz+EiHSOcobaGo+qIRusAkCMKK3v8ZWyDk2Jj8TmE5Em7Lo51lpEn9WbsxnRC\nflTjkQHIG5G415gEXA+QO7P4m+IySLCo3F6WWES85F7aMM8qWikp0iVLvQzp80iA3LO/B/kErSTt\n+oTj6phmQIq3Z37G9VdTtpLHxqEFbR2pgYTLDPIUOLc2pH2uu+gf/AP4t/8W6KyPTGB3p1N4bjzm\noij4wKuvXrrkwx/ebnzHyyWvNQ3LoqCaTDYA+ZqaCGazUIS3N05o0hTXM8jdO//O74Qf/uGr8Vk/\ndvzykJFJORh1bDtxp+9diYT1LToRYczspIhvur5tO4mFXtConPXybDCD3Lah2UKjUoTfFrX0Os6Y\nzxBYPEuau8uHw8jsidAVjVuh5VZikcsqCqTvpvmUsxSV3mZfIjM44zG0izFLt6DdAcjjYo40hiQS\nIPt6inXBf3jlOou2SP0jhDGZNPu0ZkGb+Ut6vpgmBf09zs9hdSJZjQLFMwQg7zLIe3PB2DnOm4ZF\nnl8NkK3lJeCiLJnOZuzvbwHy3h4BGP/zfw7f9m2ba/o17+IibM7rDgz22sX5PGSBrvMR7xlgYS0W\nF3SHWm+kcT1zfJPEwtqGRmYYs9gyrxHvTCkQrqDRQYOcJTtFeoMlFsGLGRUcKIzWUQxylgG2oDVr\nTJJsuvmVssQ4t2nic931G4kFZssgt8sAkCOdNHSTYX3wrnXOYJIdBjk2k2TG1Ppi48l+0VxsJRYR\n+894DNLMWdoL2jxlZe4NWgdgO39m9VMsyoJ3F49TN82GOImJ4+MAPPf24Mm9PV68fZt395qiq+KJ\nJ3j5u7+b/74brO94R/jPV3kQ3x9TrTlvW1bGMIr8rI8/Dr/8y+EgmXtP0+07NUQRYj2DLN2YxLXU\nzgRSrq7D/hFhkdtLLLRrMVJsi8SHyATdaGNVmiT3wvwzNuwfkd/FoxaPxFP361eRVhjXYBKxZZCN\nifZv7DuapdaQ5jsSi0iQ0FvDzLIJqXMIGa5PREIbIXaH7cY2TudIY1muLjYAuRiggTw/D5tbaRKa\nrjChSZKoZ4CtQ8RiAQcC7nkfJu11Fx0fwzd/MxDm1HS61Q5+qNvlPnT37pWXP75Y8Pn1OnTzKctN\ncU3fCehBMZuFNp17M0FpDCutw8m3e+fPPQd/5+9cfX1/+l0soHRiu8ET71m7XgcG2Lk1RggOR4fR\njV22426CNkuaLKNenm31vwNkHlWaoWUKHeOi2zaKvdot0kucJckM5+2ww2FVgW1G1K7GpAkyq7He\nkrokapHtAXKVVZcyOPN8Ht5FZAanuRhzbs5olKIaee6t7zFS08CERGwW0ynY1ZTWrHE5nLX3BjPI\n0ymI9QFrf06TJTw2DpKEmIKX3XucncHqJGU5Ch7GtdbRDNpkEubvvXsBnM6t5YvW0krJ9ApB/RPA\nZ9KUom2RRcHeXjjg9vcA4M//+W1VH1uAfHoKI+9ZW7vxMFZFwWx2fZHSRmLReaha4cPG2rYbYqMf\nfg/66LsuFtY2tKnCtJ3EIgJYQlek50oasyZxDqnuK9KL8A/u2Vt6gCy7641BRqzbSkFiSlrTMchG\n0/YSC7gRnG5Beon3Bp2IHQY5rptfloFuBaUsyZzDodGiA8g+rkhv2yzrnEZlb2GQYwDyZAKimbPW\nZyyKEbpr9rPbJv2m6PfRp0++m1VZceDywQD51q0gj9jfh/d0gPd9nYPLlfHEE9w5OSHpbCd694lY\nhcDUGM6NYWktVSQofMc7wjx997uh8H6TxYmtOeqzVdJOEL6ldm7jux7Te6En0ypV0boGq+5jkCOJ\npsQGgNwqheBuwF6RRNOjGo8EQIZtFaTxLVaCSTsPPWOiJ/Z6HRbqwKLZ7SmIm3vIw7ajzTSforTB\nqzP2ij289yHFO4BBHol9lNYs6zVH1dGmr3pM9BKLkxMoXZBHQCiciWWwRiN4/fWwF84TwSmEtE/k\nBg1hU/zt3w6L1fsee4z1xz7GM9eAlCfWa35rsWBc17DjQdzZHj8wZrNgpH5w0C0uWlNrTRGp1+5q\nlzg97b6r7roWojof9qfvvXIPI9boJOW4Oo4GyGkaAECZTmjsBU2Wk9mw2caOu62OU6FliredPWHP\nANwQfbFVpQJIEZnfapAHAGRXVzRd9TrybgDpO0zgTdcvFuEZpLOowgR5xAAWezKB1XmBdTXrPGOc\nBxZ6lIyiWYjJBMxiSmOX2FJsPYwHslfJ6jHW/oQ6S7kzCSe8WqlBAPm11yDRKcuigMWClTFcU8x+\nKdJ0q6GczUIV/iel5Ik330RcMQe/xns+vr/PtGPJ+kYHp6dXM8CTSVhnjOmkWNYGizatSYpic8i9\nCiBvfJBVhbcWC5vDXU9s/NAPwc/8zIOv32VOrW2oVRYAclZFSROgY5Bt1yraeTJltkV6EdZkuwwy\nOEwiAoOsyk2765siywDT6aB7gOw6H+SIzyFEIIrypMRiMUJsNMiZLKOs5nbZfOUdHrMFyJFs/GgE\nrh6zbs6Ci4UMDPJYjaNsL6HTq9dzVvU9lllJs7g7aB2AHaniy3+MuujarLdt9L4Alxnkb9/f5x9L\nyYevY1sAPvShcMFzoVDux34s7IGxMbWWc2NYWRvNIPcs9Xve0zHI3XpbRxYFj8dhD8vNLRA1rfeB\nQR4AkNdrKGWFtjU2Fdvs35A6GjOiMUsaqRCcviWT9PsxHhogCyG+Rwjx60IIK4T4urf7IEUBaWcT\nYlJBK843dkExGuR+kPRC9SRzW4kFDGKQp/kUaQxeXgQ9qrUhxRvJYJ2dwSx5nEy3rJo6MMhd28iY\n6EH2yQkUwKo/UUoZZZIOYdC/+GLY2OZpyj0hBk1aCNd++tOdhlCpUCBxzXfwuNb8ltZUXaFP7x15\njasOe3vBS/nOne3pu9F6cDHTvXsw8mwAciyD3DOf+/kxLj1HJylH1VE0MITwXSdmjLYLGiU33fxi\nT9+bAlOZo5XEm27ctm3UM2wYgKwzelfu0uFQRRZ6mHoUmuSoAngzXB/JACgV9u8iCQyyyvXWD9p7\n8sj5t1wIRolknRVM8jO000ibRL+L6RTaiylrs8DlSaghKPei6xAgjKn6YoRxnjqTlxnkyPk3nQZ5\n0X7ZAeTlMmRwBhxQ++zKfA6Pe8+/ryqevCaD845ubr7eTby9PfjiFzuP6yumbV8DMJ9DCaydC3Kw\nTlbTb97Hxw++ftfmzTuDESKMm53588QT8F3f9eDrd4vTjK1ppcK0q+ESC1sE1wnnSHcZ5CS5kUHe\nBcgOi00EPu0kFsYMlFis0ElCYjWNX201yBHjP8sgS8oAbBNBngcGWckiWmLRf5fKOawwtCzCPhpZ\nD1FVoFcj6vaCRikKucQ4Q5rm0cVW43HI4qyaU5Z5SbPoCr4GdILt1/XlScoyz/CLRWCQBwDkW7fg\nk58MP8s05Qc//GHSm8TE73//tnUk4ft417ui/yRT5zh3jpX3jCIL6qsKfuInQnInhw1AboSgiPy+\nLy5A1rfxYrkByG1k74U03WqIa1+jVXJp/4iVKgoT9o9WSvD3AkETmQV9VOPtMMifBr4L+IUvxYME\ne5kRra8xKqFhR4M8ACBXqkI4jch2KvkZziBLrXFiGTbXvuAkYrHeaKf8U0jTYExId9SRFjf9c5yd\nhXk6EmIDkIds0Ht74eR7eAh7SnGappx7zyRygYIAkOt6pwvQwQH8gT9w5e8/ZS2fUorxjlflJz4B\nf+NvXP03nnoqsFcbgGxDoVCsHKW3yDk9hZEIGzzEO370AFmZfVx6gUlkAHVNE8Uc9feoV5LUQ5NJ\n9tOumx9x4653TxmrEiNTnLnY6qAj2dt+7OM0Qt53OIx8BrvqmpUoBby5WeBiwel4DIqK1BpkaTcF\ndg1xB9Q+3T+SkjrLUNkbm3cRm6abTqG5mLK25+gs4W69ZZBjQDpsN2fMmHWWcae6jXEOwc2WSX0c\nHcFv/AYcTRKWnQPFyrnotCsE0PrCC+HnU8C/fOYZ3v/KK1f+vhiPefrkBNu9797s4roDam/BtgHI\n3oeW9FqDEHzVV4Xf64Hy/bHbahpnsKLT8EcWV+82yGhNHTTIdfD+NQ/BIEvnL0ksjBA3+gfvAmSP\nxaYClw6TWASLtYJGLzFJQuI0jV1vJRYR710pUKLEeI3pJBbLdolKy+DFHAGQN37o3uESS+0vthKL\nSAa5XieUqaSWilzeC0V+3kcV60IYU+ulpBCCdZHTLs42a1GsC1M/By/uJSjnqJdLVk1DGbkvQDjU\n3bt39dj9vYg957jrPUugivysAN/3feEgWQB1zyCnaRRA7otxubiNY4nuZII3NQbbjfEYhAk1KCZN\nBu8fRQG+HYVCWalw7mzw/vEoxkMDZO/9Z7z3n/1SPUhRBA1L42qMTGh8B5Aj7Zn6FO84Gz+QRYt5\nybsMcmo0bbIOG3S/YUTExgPVPE1i10zyfVSqaJyLZpAPDwN7fHICVZKw2i2cuaKP/P1x6xb82q+F\ne82zjNMk4dU05dYABuupUBu4BcivvHKtIPjb1mv+w/4+1Q6Y+aZvur4LUX86f+IJmDjHhXOBQY58\nxvl8ByCnglW3gDaR+q0eIC8XCRaNS1XQnA+w5esBqnKKVkmOVNC7DZV5jNWI1Fi0XYVmJZEWhxuA\nnFU4p3G7Egvix77uAPJa5XiCxKIZ0OBmPA5eysIaZGa3DDJxLMRGx5xmrLOMNHk9XD9gkZ1OYXlW\n0LBG5+lGYhHL5gObBgHJcsqizHkqP952d4ycP8fHITNya5ayzAIDtnRuUAbnscdCBufOHXgmy3jh\n4IAPvv761ReMx/zAz/4sH/1sWJb7R71uGvQM8mwWAPKqB8jdHJ7N4Od+Dr71Wx98/a7EwjmDJdky\nyJHMa+9iofWaVkp0vdpILGQk8+p1jrYa6TyJNNSmppAFOk2HMcgiAGSfrrYSi0gNstcFTccgF4lm\nrTsf5EhwmmWgKDGEYmGVuQD6ExUY5IhmJf27kN7hhaV2i8EAebmESma0SiJFlyo3JuoZYLuPjkTG\nqshZXdwNrgreR62HsAXIb74JlbEs1msWTcN4AEDuVBJfVoB82xheSRJWzjF6CGuzXAiabt7UEW2i\ngU0x7tndHLzGkobGRgO691YV0FbUrGhVikoUKlWD9jCzLqnbBa2SeHsWDlb/f5VYfKmjB8i1XWGl\nYOU6DbK10UyE91AkY7zVkPntKUiIKIPznoWe5FMSozG+Cf3IBzJYZ2eQr58mtQ2zLNA39QAG6/g4\n6IdPTmCiklA441ywT7muJc9O3L4d8OzxMexVFffSlNeU4vaAU+3zz4efvZY4VKJc/Rne2y2er19j\nxH5/fMu3hEX5mWdg6j3n1gaAHPld9QD53j2YpIJV999jG7v0oOziAiwGI8M40QOA4aZIwinqLOUw\n6RhkIQYB5CqrkMbSunrDwsWCDOcgEyO81QjpLx8OI59hvVR429KoDOHvboDOECZd2k7iVNiNBrkR\nIhqkLxYwlhnrPCcRWwY5dqGfTODiXCBESpslG5vGxrlo9urOnSBN4OQxLsqS5yfvCs1rIg/JsAOQ\nDxIE0C6XrCA67QrbAqEnn4Rv7mjgbz07u/qC6ZT/5Sd/kp/fEfxOp1d7GMNlBnkkBGvv35K5+NjH\nrp72u0V6zrW4JAkaZGOi2ovvuli0eo2WCt0MkyYExx1BLnOk85C15DInEQkmSZBDGGRv0KnEswz6\nYWsHMMg5tV4GgJxqVmanSC+yFmHDIKcJIuu64OlO5hHhRtBrkKVz+GQHIDsX9Qy9XGuichqZIpPT\nja917B7Yz+NSFNR5hmpCd8VGiOg52HeXe+MNmNgOILct4wEEz7d8S6g57+rOvyzxmHO8kqZhrkdm\ne3ejEIK6W2/XUkYxyEqFefz5z4Pz7Ybk2S12vynGY6CtaN2SVkoO8lC0ELt/9JmHTAhameJsh9/+\nvwyQhRD/txDi0w/45zu/1A+S58GHde1WWJWyaLcMcszJtzcGT12Fdy0ot2XRIjdoKcMilfsAkBua\nbaoi8iWXZThkv/KfZ6SmYSQDWGycoxgAkF97rVsc8pSV95j1OvShj2TBeueIr/oq2JtMuJtlvJLn\n3BrgR/hn/gz8zu9Ek2aI6ZT/7hOf4CMvvxz9N77u6wI4TJLOjq7zgYz9rvb2wkHi4iIcJnqA3CTJ\noArg83M4ePF/hCwsam3kBg/bg5U0YVM5kFuAfFOBUP8MvUQiMZbWNVtpT8QCJ0RYoKSvsLbF9p2Q\n+sNh7DMsBGWaUmcK7+5tFrhYcDoeh46AWIPIwvwbwiD3EouJymmUQriTbZv2AQzy2Rk4oWgyxZur\nNzkYHUQv9BDmzssvQ/2ZP8iiLHhf9Q6a9Tq6SUF/j1deCexVZQzL1WqQLrG/B4Tsyjc/8QS/8v3f\nz1PXbbq94fAm5RMY6H/9r6++ZDbb2riNhWAhRLCjiwRDm0Yf6RSfrHGJIpd5YByHSCxUcIBolcQ0\n68ESix7gSusQsu3s0ghFerHaXVninKaRGbjzzqYqXmJhtSTxDi0ERRq6+Q2VWEhfon0TALJabZ4h\n1ou514On3pIoy0p3AJmbnTRgR+4l845B7mqBBszBfh6XrmSdKx6T81CTAdEth2/dCvIi72HsPYu2\nZan1IIA8mQTX0utsRr/U8RjwipQsk4RRZLZ3N3IhaLrxtlaKMhJkHx3BZz8LM+6Q5R3maNtogFxV\nQDPFcE6rMo5UB5Aj948+81CmKjTKcRfbIr0BuvFHLa795N77j34p/sgP//APb/79Ix/5CB/5yEfe\n8jtFAZgRa7NEy5SL9SnTfMoXIzsAQbdBm3EHEjzaaUZqFM0gQycHaCcI+xK1a7k1vkXbttEgAcLk\n/tSn4PCJJ3n+sa8H4rviQBisdR3+mZYypD1Xq0EMVs/+Pvss3J5M+MLhIb8zmfDsgHsoNTA9NZvx\n0z/wA/Cn//SAi7YxSRLO+yKhAQzyiy+GxbBKE3qXyybSM3qXQd6rvw598OsA0RpK2JFY6IpWJez3\n7a4jx91GYpFUSG1pTMOdYk67GibzSEyF9S1Oepx3wUljIItdpopGSmx7j9le52IxUMfm7RqU22qQ\nkyRaB71cwlTlNJnCm7vMq/mgRbbPvqSuoi4Ub775KrfHt0OBUCQ4ffzxwP4W7/hG9PgVCu1ofD1o\nDXj/+8PPd78bKmtZ1jWrsmQ04ID63d/dgc8RUB7yDZ/9LHz0miX5AW0ne5nUVXH7dgDRH/wg+CTh\nvGuVG/tZNxILcYiXZ/g0fL7YA6aUoeNgnpS0eoWRHUDOKjQ3d8GDywA5dR6h2qCJhlCkN4BBdl0G\nRbpFkFg4Fy2xaFsoCsU6SciTnWYlLOMZZEpa3wSQkXYNUwZ4MW/tHh1J5jbtfrX3AxnkglZJUn8e\nGOQBxVYbqZSb8EauuJ0GjV2s7A3CGe9TnwrAb4Jn0TQsrGX8iDeceCzLeEUphNbMrkvdXBFFklDv\nAORYFvrwMADkb/ij30E1+jkg7GFDSB5Tl3hnqLOMw57YG7CHrVYw2lOcd3U00/yJLxtA/vjHP87H\nP/7xL/l94+mM6+PaY90uQL4qigLQJa1dU8sMswrs74vORJ18YbtBO9fiUss0n4aT6wCAfHQE529M\nEa6htpbb1fFgoXlfPXv83yjabmw03kf1Vb8/KilZAfV6Hc3qQFgsf+VX4AMfgC+Ykn/3/vfzzBtv\nMOnztr8XMZ2GgbDRZAy8PEk49551ZA96CAD5t387AIEyTVl1Y6XvBHZTlGXY2E5Pocgz2g6YD11c\nFgtI6xmNTJmLbnMeCJAPxJS0k5jMizmrgSA9McFH3Eq3GftDn2GUKhqlMItzZvneYCadtsLbM3xX\nAzAv5tEgvc/gjMSIJs/Q7Qmz/WE66MceC21bD5o5q3nBoai2lnsDNufFAt592DlQrFY0Sg0CyO97\nX8iOfNu3wd6nLfe0ZjkaMYrshAlh7n7gA93/EAL+1J+62g4Ctp04BqR2H3ssyHOefBJOk4RzKQPz\nFPlZe1BW+iNcssDKcCiNlVgIsS1Oa/WKVkpGbRv0w5Gg7pJNm3P4NABk732wJhuiQdYtrVSMfSex\nGMAgLxZQjDOWQpBJfcmLOdbFInEFxjS0skSkZ4FJj5Q57UosEmtJMsei7RlkHfUMPRM4ycIaJkRw\nwRiyB/YM8szcockUx73kLEmi5+Dt28HD+Fu/FTJgYQwL5zh4iD30yxlPjEZ8YTRi6hzzAVLDPqok\nYQl471lnGWUkC314CL/0S/CHpxLdJXCHuEFtZIK6oKkkj3eHmljsNBqFjPfoMONEpji9wyAP0I0/\nbNxPvP7Ij/zIl+S+b8fm7buE3usgiAAAIABJREFUEC8B/xXwfwkhfvbtPEhRQNskKKDOctYdQG6d\niyrSg64bWDvG+hrTgQSI16NCAMivfWGK8DW1s8GibSBAvnMnnObGnX4YOgZ5QHr1H/9j+Ef/CEZZ\nxkoIVqsV1Y47REx8wzeExf+Jjkn9ms9+9qHBa1T0uazryuaviX0pOUnTUO0fuRAeHQUXjKefhtEu\nQI4scOilOV/8IpRFYE9xLmzwkc/dg0uxmtHKlHnSyTQiN4ReojFin8QaWmOCtGDA4lJV4XBoXYNJ\nYVYMW+D6z1AkilYp2n7+DWSQfdMfUP3WB3kAc3RwAKKpkNpwsTwLdkVtG/09FEXnyHFvzrLIeSoL\nBr5D2Kt+2EyzhGWew2oV2twOWAPyHP7Tfwrj8sg53jCGe0qx/xC6xE389E/DH/7DV///QsCP/3jw\ni4qMXo3x5JMwlTIA5J1OljdFn9bPzSHeN2gVvrx2QOYvyyD1JY1doZVkIjr9MHHa3R7glrIkcR6k\nDo1HvO+Y1Otn8i5AtrallRnOhW5+JrJF81amUaA6q7m16byUiWfCU1+i7ZpGZaQiyDyGMMh9kZ5w\n9wPkeLvH1Qom2RipLS5ZhWKrATLDnjCYNE8GNjIJTGqTJFGkBWyLt59+GsZJwkUHkB91Bvl4Picz\nhhcPD9l7CG3HVErOOotQaS1p5HrR8163DhVNdxAaApD7PShpShqltjLByD1swyCnGUal2Ga52T9i\nSZ5HMd6Oi8X/4b1/0ntfeu9ve++/4+08SN/uMCOlURn1qtMgR3phQrdBtxXW1ZgU9oo9YNjJ9egI\nXvzMPrCmcZ5b1a3Bp6A+vbpXJVvbMRjEIP/gD8Jf/aswUopVknCxXjPp/IWHRp4k/IX/8B/4vn/1\nr35vAfKzz4afV5mm3hDHSvGGUiy9j7bI6f9UVYUCqFXPAKdpVNcnCOPmxRdhb5LQdGX1Q5nTxQLc\n+R5aKm53hZmxB7MenOZ+j9RpGmsD8zoQpLtmRMsak4rBY38DkEWGVin1+nzrRhD5DOMxuA4gG+VR\niSJLsyCxiHyfR0dglwcorTlbdAB5QLEJBNB378V91nnOk1nog95C9CEZ4N/9O/iJf5KyUiowyHU9\n6Bl249B73nSON4uCg4dIuw6K7//+rdQiIt73vu3PaZpuAXLk2O+7OOo6x/qWthtrbaT7EARgJ31J\nqxcYmTLpDpgaol0s+k54iXP41ARw632Uf/AlgOwaWqnABgbZRBbpbSQWskA6h8oud/OLlVikrkSb\ndehGJs6psmpQs5Jdyz2R+cEAeSOxyCZIY3CstwzygIPyxQWM6mdIvOexLCzSrRDRAHkyCYXbH/wg\njNOUC+c4SxImA+bwf5HY2+P5rgZn+hAAeaYUZ2nKWmvKprlx7PbxtV8bft46lFuAbG20G1S/h4m6\nolFyKxOM3D/6zEOeFHghqNfLIM0ZsI8+ivFIuVjUNWQipHgvAeRIPep4HLoAGdbo1HMwCmBwKIP8\n2782BadZO8ut8a1BKUcIMsGv+RqYlSnrbnDEto28P2ZFwalSXNQ1kwH64fvjn/3CL/DffuIT13uu\nvd3otY/vec9DXX6U57yR58FDMvK7EgI+/GH4o3+0A8jdJjCkLfDeXmD8DyYJTZenbE28tKcHl+6N\nJzFScqcHZQPBaWb3SZxGOx+K9KyNXlxGo8DeGl+jU8FeuQOQI0F6X3mulaRddV7MAw8Kdj3uWGy3\nZbEjCyYhHHiWbxyQGc1FvQgAeeAie+cO6NcPWWUZT6ruXQgRlVHo40Mfgq95VwDIvgfID7nQHyUJ\nbwInZcnhQ6Rdfy9jby9IUr7hG2CqFGdZFhwLBoy71arbHBdPo3uJxQCA3LeKbs0SLROmIsxbDVFF\nrrsAN3EOn5iNC4a09sYOdP31uSwwtqGRCmxn0WZtlA5xF6Sn3iNTuy3SGwCQE1eizYpWKoS/CNcP\ncNLoGWScRagtgxzbMKh/n+NsjDQWSx0O6wPcbHpnIXn6HEo3HJddo500HXRI/fzn4S/9JTjKMt4A\n3lCK498HAPmdX/gCAOlDPOs0yzhPU9bLJeUAW8k/+2eDpHJUbBnkdkD33tksvDO/GtFIyX7H+reR\ntTw9g5yLEdJYmrYZ5GbzqMYjB5CVT2mVpFldPBSDrFcVhjUmgYOyA8gDJubxcShaSZzDJRm3qluh\naGwAe/ThD4cCg1JuAXIjRFTbyPvjYDzmpCw5bxqmbwMgb7oG/F5quIQIs+wBRZgxcZTnvF4UwSJn\nwHf1i78If/EvdotL954bpaI9o3tLrsO5CAxY2w6W9iwWYH/zj+BUyV4S/m7suOsBstT7CNfiSahU\nFd1mvb+HrSsMq8sM8sBnqBiH+be+2LR6j/0eZrPQxc74cECdF4FBadI0OoNzfAz3Xj5EGc1yveKo\nOhr0DNBlcF59F3WW8Vz1THiGAYfkPlIhNk0KmrZ9aIB8mOe87hx3q4r9L2dJfWT0zcWmSnGeZeGz\nRl7b600XC3j8jf+BWinwPkgsItftHhi2NhRoT5IAkA3DAbJwHpfawP56HwrLbhh7SRKWRSUKrG1o\nU4XvGeQBEovdQsE0s9sivUiArBQktmOQZYbgPGiQIxnkns0fqRHOGbwiFOnlk1CLMKBQdpyNSY1B\n04RusgMY5KOjoEdtX/kqRgaembwTCGtRLGkBW2vB21XFq2nK60XB8duRKH05Ym+Pd33ucw99+awo\nOFOK9WIRAHJkKBUOuVm2raNprI3uHtq/M3sxCQxyugXIMetmzyBnYkRqLbVuQgbyKwD5SxNFESa3\ndJ0Gcr3YVN/GvuTDQ7g4GWFFTZsm7JddqnsAQL5zJzAqkgSfZgghAkB+iJdcSrlxVagHsGi7cTCZ\ncFJVXCyXTN6On+CP/Aj8s3/28NfHxttgqN8xHvP5gwOWSUL1ECbrsyzjNM+x3uOEQEYupsfHXVvu\neSexaJpBGuTe1P785QOsDBXMEBYXNQCcJs0++DW5HIUCuwEs3GQC7XKEFmvaNB089vsU24gpRqY0\ny4vAYg/4Ho6PYfnmPoYlJoXD0ZZJH8Igv/o7B0ijWbZ1sFkcCJD/+l+H//Of/EHaLOPr9963fYaH\nGFMTYzhvGpZtS/WwDHJV8avzOUenp6jfywzO24z+gPkwADk4oCTURREkSgMOmFkG3gaLNCNTxqJj\noYnT7u5axQnrcKnbSCxkhMQCwq9kYtvu2ncexsa5KAZ5V2KRekci7WWJRQTQ3xwUumJFOh20Nibq\nGfoivVKOcE7jdyUWkSB9l0FOjEG7dnA9xOFhaPDx2msw8glN3wl2gOxtN25Pp7ymFK+XJceRfQD+\ni8Vsxl/5mZ/hd370Rx/u8qLgLM9Zr1aUA4ry+yiUou6zqAO69x4fBz90czallYo7Rbd2R76zftwo\ngpd/o9tNH4tHnPO/Nh4ZgNy3V05t6EaWu2D83kaaxUPfgU7gjEQnyWUGOXJift3XhZ/PT7+Fw2nQ\n8g0x3L70mZRi0Q9WISgeIuVykGWczOdcnJ4yeTsnsfe+F/7CX3j4678McTiZkGvNb8/nDwWQ50XB\nWVFsTO1F5PfdM2jPPpWENss9gzzgYPbSS5A6EU7vnVa8lTJq3PXevaLeB1+Ty+70PgAYHhzAvbsJ\nzqXoNLnMIA/oxqT0DOE9y3UnbxjAQhwfw9lrM7RY0CZbgNxEfg/9PX73s4dI21C3mqPR0eBF9vHH\n4Ts/OkE6z3umodrnYTfnmTGcNQ2rtmX0kPPvyfmcf/m+9/EHPv/5bQXgIxizPOesLFlpTayD6y6D\nPEoT1p0tjB4wf3pwmaEwMmHcve1YYNkzp4FBdvjEX5ZYRAJkSREAcirxXYGddg4Z2QVvA5CdJ00t\na9NJLJIkmgkXpqQxyyDz8BeDGOQkCUSTosJZA5LLGuRILekWIGu0M1uJxQBd+mgUXChG3rPuCING\nyoc6pN7a3+fF+Zx7Zclxv1g/qpGmZMbwjrp+qMuno9HbAshVUYTW9oTmZOUABvk3fgPG9TO0Sm1l\nggMzkAVzUmtpjQkSvQH7x6MYjwxA7tsrJzoA5IM0VFHGdlOCbZpANznNLos2YIP+wAfg7/5deO7p\nOTYJC0ptLcVDbI6TLOOiA8h1mkYXKOzGgVKcTKecXlww+32cqoiK0YgPfeYzvLC3R/UQqbTZaMRp\nUdAsl4M8o3srrXc9vSOxsHbQwexzn4O9mcAJge3cRto0RUWMu6IIMsl7Lx8hnEamnQvGAHlR3x7Z\ntjkmTbca5MgFLs87J5nzOcoY6rbmoDwYDJBffy3FmoQ2TTgsdxbZyNTqe98LrA5IbUOtdfAhf9gM\njjGs1yGHU6cpxYD0bh8zaznTmqUxPCx39Xynzf/wiy8+5B2+PHFYFLw5HrMyZjBAXi5hJFPWPYPs\nPVnk/OnBpfLyEoNshIgCdb08r5AFWItLXZBHDGiPHBwkCoyp0VLizeqhJRaJd6AM2mqyNBukQRam\npNGr4INsl1sNcsQzQACmqRthXYOXsNIrKlVFHzZ6gFzJCYkxtM6wV+4N1pLeuRP8yKtkC5BbKcke\nYl2/PRrxi88/z7t+93fJHrIA/MseD1kMP6sqzoqC9XpN+RCk3DjLWBQFeE/tHMWAtfvXfx0O2/ej\npeSJsiuslDJq7e5lhrmbkzqLtjZILL7CIH9pok/LCB16wPdG1bFemP09XngBXFugU7kt0hsAkNMU\nfuiHYDJS1L1l2ACx+25M85zzboFv0jSqbeT9sS8l96qKl4zh8d/HHWmioqr42H/8jwDMHmIhnY/H\nnI1GASAPOH3/iT8BP/mTMCsfjkE+OAi69VvHgsx7mp4xUSoalO3vwwu/VeG9xosw3oeA0x4gu3pE\nozL2VVcgJyUq8hmOjuDijTnSGLTpnDQGAuRXXgGjFW2SXmKQ/9/23jzKkqy+7/zcWN+LeFtutXR1\n9d5Nb9AsYmnLiJbQAhICJB9r2rY4MoLRyLIHaYxkD1hnBNIRMxaMJGwfhEYW2OiMBDrYRuIgzbiN\n1LLGWGgw0Gy9FPRaXVtXVa5vifXOHzci83VPAy/uq6rOrPx9zqkTmVl540W+dyPiG9/7W2Z1jl7x\nCmDzCsjHhG5kGv1YuhDtomBcuflj36dtIZAHZcl6njPMcyJLJ+TahQXe/rGP8aYvf9lq/KXicBxz\nYmGBYVEQz/i3drs7jXbiwGFSJ7k2eLirxWWgQ3LXIVY7DvIsIRZ1eF7LbaHLklLpp5dHm+E4wtDU\nIM5qBzmbmH1YOMhOWaI8kyiolJrZQQ4CIG9VSXoeutjaqWLRIGnSLWPyMqPwtXG0Hdccw4xOulKg\n8g6qShiuHeQmQqdO/4gUjOsQiwaJ09NcV415wcMPN6rx/Zxx7Bh8+MNWQ/udDmtRxHgysRPInsdW\nFEGaMmnQe2FlxdRDf17r5RR+uL2KM6t2WlioEjOLAW6Rk+XljoPc+K/YPew6gUzSIvXc7SDxDGZ2\nIuplAsqYwvU42juK1prU92dy8qZp+T4Ti3Ip0/TCkM16ucN1Z04am8Z3HLppyn1RxEVs8bE7aLe5\nqxLIRxYWGg/v+z7rnQ7j1VWiBg7yYAA/+ZOmHF7ieeYG32Dloi7ece21EJUl46LYnnezPpgtLZkl\nySPuzRzum/ZnTZapFxdNe2Q9aTPxPQ6FzVdPVlbg7PEBXpnR8bq4jtvoQeHAAdO2mCIkdV1WYlOD\nOHXdmZ2jlRUoJ12cIsVROzV1bQXyqBbIQTBz29Zp+sB6WTIqCuIZ58MzUY7D+z74QY6urVmNv1RE\nrRatNOW44xDN+Ld6nhFVJ07AQtvZdpCzBg5yHWIR6g656xJpI+SyGR3kukRoy2uhi4LSNfHIeZbN\n3P0tDEEVLbJ8TOZ5lHUNY4sYZFWW27WYgUbiNMsUgetU7XpHjR1k0zAoIi9TCs+ESsDs7yWYkK9k\no4ujTSz5QmuhUV1rMCbTr/4qREoxKgp0UZAGQeNEWYCu5/G2P/1T/sEf/VHjsc8JN9xg3QugE8do\npTg7mdC2WDXruC5b7TZMJoy1pjXjOVi3tT+87JJ4HjpNG2mnxUVj0KjJAk6Z4TkhvuubB2XL6+Zu\nYNcceR0eocchmeexUGdRMlt5mnofjz0GcXmA1Pe5rne1ucDlOU5TgRwEjOcUyN12m43qdRPXpWWZ\nYHD9+jqfvu46rt/DsTwz4Tjcur7O6uteR2t5ufHwvuexFscMGwrkmmmBPClL2jOe2HWR9l7PCORh\nUZgLQ5bNPO+WluD++2ElXIYqtCcty5lFxtKSKVUXZD3Ggc/VrUPbyYpug/jfk48McPKUuFrBaXIM\ndQUzXYTkns9ye2cFp4lzpBR03YArqgeFpEGi7jTdomArTc1yo+/TsnhA7SvFelkyLMuZReOz8trX\nwo/9mP34S0EYcs2pU3yp1Wr0MNDtwuOPV3Xfawe5YYhFlkFQdig8j3YlxZqEWCSJEcW6LCiVKXU2\na4ONeh8ULdJ8ROa6kCU7IRYz1mLOMuNiO2UJTrHT7tp1Z3aQkwRajkfmuuhiaGKQG4jTKALyiKyc\nPF0gzyjSwVxLRk8dROkJuaZxsi6Yho/vfCdEjsNQa7Lx2NyHLc+h9wcBf/Pb9U2/DFCuy+Hz53lk\nMsHGK98WyOMxE2bvveD78K53wVvfrHC0pqjyCPwsQ81w7W63zer7eHWAoxPCqTBBiUG+ANQOcjGq\nBHJVqHrWAucAN91ktiveUcaBz5HWiilwnmU7NWNmpBOGDOvwiAbZoNP0oojNSpxMGpQdeybLldh7\nyW6vAXkhiGMGw6HVUlroOHhlydn1ddoWFT/alUAuJpNGy1NKwS/9Evzcz0GsNcOyNM0WGsy7a681\nDlQvckkr56CJi720BA88AN3sCInvc1X7kKmCkeeoBk1yVo8fwCkSIr/b+BiUgu/+blhs9RiFAUdb\nB8krgeI2XFq9aXA1z1uqKlA0EOnTdMuSjTSlyDIyz7OrQ+44rGvdqHnNs/Inf2Jstd2MUrzs4Yf5\ny6UlogZ/a7drjImljsOkbrTTIDSuFoZB0ccpcsI6Sc9x8GaMn992kMuCwsGEJjSo3RuGoPIWaT4m\ncz3KOsRC68YhFmgNVYgFGKHvzTD3KuOPluOR+i6qaO4gRxGozLScz131dIE84/1jcRFWnziEZotS\n+Tv1bG3ugY7DJjAZDmk37AT7NH7lV+BTn7Ifv4c4vL7OsaKgY+sgt1ro4bCRQAZzD/vO74SgKEjS\n1ITVzBjDD2benD8xgDIhqARyZnnt3i3smiOvBXK50Sdzve1ask0EcqsFL3kJvP7m7yVttfCywlQ0\nsBBLnTA04lZrJkVBaHODDkM2qnigxPNoWXbReucjj/Bbv/7reHVf2MuZ+rO2fOpc2drisdGIyOIz\nd5Sik6ZsZhljrWk3EAnvehe86EWVQNZ6RyDPyDXXmO1C16Hul5g0uLjU4692X0gWBPSdtmkP26DY\n/C23AKvX4ZQ5/aBK8ivLmeqn1txzD3z/iw8zbIXc3LmGdDJp9KBQ03YcJpW4ScvS6vzrlSWbec5k\nNKKVZSiLOdV3XdaVYqh1I9G4V/muRx4BsBLIy12HcaUUU2YPjasTw9y8h1vkhG7VKGTGDozbMche\ni3LaQU7TZg5yXjnIngvZxIRYzPiAOB1iQVmgPZMoCJWDPKNAHo+h7XrkrovOR0boN3SQdRqR6gm5\nq+iHJhehqYN84tgK6AleVXKySV3rabquyyYwaljXdz9z1eoqXwxDbApCBo6DAtLaQba4ZgVlSZqm\nje9hS0tw+tEFdDEh9KpOfCKQLwz9vsmEnpxfRCtFR1UXlxmzb2s+9zl43fd5ZEG11DeZmKeghnSC\nwCxV5DlJUTR6EqvpeR6bcYw+c4ZJEFg5WADf1e3y05/85E6g0OXMnJU6jmxs8FCeWwlkgH6asp6m\n5uJi8XnFsCOQG8y7u+82IjsK3J3kUJg5hqxOmr6xcztlK9qZ+w3eh9e8Bm66agG3yGjVpea0biSQ\nXRdeevj5DFstDvkLJJbnX9txtpvsND2Gmq7WbJTltkC2YcHzOO84nHccFi0SjPYaLzx/HmjWqOfg\nQVMi8OCCawRyljVyr+oSUW7erwRydXN13Zlcz2kHuSxzk+hXJbfN0oGu3ofOTA3izHXRabodYtHY\nQS4LdFWLGSqBPMPfsSOQfTLPRddl4opipmOAWiDHZIzJPHe7m2UTB3lpCb7+kIcuM4oqYTgpS7sw\nQ9dlw3EYj8dWYW/7kdueeor7+n36liZRJ03ZGo+ZKEXbojBAWJakec5kMml03VxchMfuP4DSOYFX\nNctqEGq1G9k1R+44lUX/xBJekdP1qiXeGTsATRM6Ow0f0jS1c5Bdl604hsmERGtCS4G8EUWMTp6k\nlWW4trE4tT145Ijd+L3ES18614PAlVtbHHMcIsuKH/00ZS1NGQNtG4GsFCNoLJBvuMEscUWex6iO\nfYdGzulnPgP/w5urUnVJsl0PelZuvx0efEBxuLXAjUu3ADRKtqp50YFbSOMuqhLpTd6Hmo7rMqy+\nThqEeUzTU4rNsjQZ4ZbLu4fimDO+zznfZ8kyRGovcVNVFq/XIJzryivN9sarHUZVDHIChDMaG3WT\nmjC5AqfMablTzusMx1GXeWt7bcoip3CcRvWD633oLCTJRxSeS5kmRpwC3gxzb7oWM2UJTrmTpDfj\n31E76W0vIPdcymxs/o4GFUGiqKpkw4jcc+iFvZ1jaOAgP/ggxOUSUdUNMy1LqzDDru+z6TiMhkOr\nur77kdvX1wET3mXDtEC2KW3ZLktGeU7S8Nq9sgLjU0dRZYZT59GIQL5wLC9T1UDNWAiNJdYk+7Ym\ndHbKdSWWIRZd12UzioxALksrgRw5Dpnr8tSZM/TH428/4Jvx6lfDb/6mmYGXO7/7u/CVr1gPv35j\ng893OtZNHQZ5znqaMnYcq8YucbUcnyQJocW8iz2PYSUsEmg07+68Ew4uTpWqs5z7fb+NUuYYUphp\nmXuayHEYVeveSUMXu6bjumzWTrrWVkuFXaXY0NoIZMub88HBgFOtFufCkGXLEKm9RBDHvPDYMW5r\n8LfWp8mRgctWZaVOlJp5BaZ2kP3RNThlTlCHWDSo4V2L00LnFEoRB1WSXgMHOUtMN7/CcyjSiXGh\nZ3w423Z//TZaF5TOM0IsGjjIkWsEss7GpsnHjC42GIFcTGIStUXmujshFjPWZAcjkM+cgRuCV9CP\nzD2nSbjXND3fZ9PzGE8m1qt6+43bKq3Qt1yx6mQZW0lizkELBzkuCoZF0fgedvPNgHbouC26rSpB\nG6xW/3YLu0ogd7vA+Rtxi5xBy5RJmbXI+jShUiZZJElM21RLB6sul5JoPbMbMo1SipXhkGNra/SS\n5NsP+Gb0evCzP2s/fi/R65miipa87Px5vt7vz9zo4JnUjSEmSlk7yEOlzNO3jUD2/acL5IbzruXs\nxIEmlqsnEeyEN9D8Ahe7LsNKIFvnALguW9UNeQyN4sFr6gSh8XhMy1IgH1pa4mSnw7l2m6W6TMfl\nTK/HF37qpzjaoEzV294G739/ZSqEITrLSJSaOaSs06laVW+8AKfIaTcMsZhuFFKUGeW0g9xAICcJ\nBI5H7jmoLDchFlrPVIu5Frd1omBZJQpqrSlcd+YkvfEYWm5A4blkiRHIszYrASOQk1GALjW569IP\nphzkGR/4n/c8sx103Z18CK3tHOQwZNPzGE0m1qt6+43rqq1vWfWqV3X/nDiOlYPcKUu2ioJJljW6\nbr761aYT8R0Hb6VbN2lj9hyy3ciuEsjDIbB6HV3l06sbhVg4yLHrmqW+WiDb3qBrF8xSIAMcHI85\nNh7Tn0cgCzPz8mp5yrbrWV9r1vOcsWVjl9h1dwSyxQ0h9v2d6ilKNV65iF2X0ZRAtpn7UeWCQyWQ\nG55/keOYY0gSayd9uk27bTx41/PYACaWXakArl1Z4djhw5wcDDgwx4PbnqF+CGjwt95yixHJnuPQ\nynOGaWpuzjOeP3UXLu/8bQzcBYpq7s3qek4n6RWk5I5rwiMaxCDXIjtUHoXnECnfNPnQeqYQi2mB\nXJY5pVslCmqNN2Pb+3ofoWrj5gVplu04yDO6t/V76eYRk8BnUD1sNHGQX/EKsz284u3kQ1iGGXbD\nkI0gYJwk1ufgfsPt9/nIe97DGywF8nKScDbLTPdQi2pQnaqsZdNr96teBf/tv1X5I9XPbFYgdxO7\nSiBvbpptC0irJ5d0xkzmaTquy1YdC5dltGxDLKqrZpPlwmdyMEk4Vpb0JEHhklBHaZeWy1MDrVnL\ncyaOY9V5LXYcho5jxKmNQA6CpwvkhnM/dhyG06snlgJ5VH1tc4GLXZdhlTk1SVOr868zJZDHStG2\naTAQBGwoZd22FUwW+PNOnOBl99+Pb9k+dk9hIZCfNjxN2cxzM3dn/MzqEIv1dQiArCgotEYrhdug\nUUg37FKQGAc5iMlsHGTlUXiKuCo1lzObA/ZMB7lwdgSyn+c7cSjfZh+jEfiqjVuUFFm+4yA3aBi0\nugpO2ibxfRbcePuBY9Z66FdeacKoF3seybRAtgmxaLfZDAJGSWId9rbvWFnhTffcQ9fyerOc55zN\ncyaeZy2Qt6qOsFb3MMdhVM2bDAmxuGB86lPwn/8zBFpvC+Qm5WlqYtdlGATo6gZt8yGHjkPhOKTj\nsVnqtqxBfDDLeCAI6EuCwqVhYYGPvOc9vGVry244sKo1Y8+zWp6KPY+h65qnb4sbQhyGRuBiJ5Aj\n12Xs+5RpapbIbMI8pi5wqVKNHeT6/KsdZCuBHARsVq87sYwH77VabCplYpDnuDn/5T/5J3z6H/9j\n0zbucqdrkqOxXd7NMjby3LhXMwqyOsRifR0CZRLCsrLEz3NUAwe5F/bIGVM4rhGnDQRyvQ8fj9x1\ntlvtZjBTiIXnVeWPaVHqdLuSRlYURiDPsI8oMiLbxzjIWZHTDbszu9hQJbqfB8YRiW8abqVVPXQa\nnMdKQej7OwKZZvkQNd0MhPmZAAAgAElEQVQoYiMMGaepVeOLfUnd0OHgQavhK3nO2bI09zCL8zgG\ntrS21k6R42wnmqdKiYN8objtNnjlK59FIDe8OW7XAkxTkjy3+pBVVRN3azJpFE/3TA6WJZ85dIhr\n50nSE2ZnaYk33XMPd1iERwAcUoqTrsvE86xaE3c8jy3XNe6tjUAOgh2B7DiNH8wcpWjlOeM6xMLy\nAjesBbLFCo6vFFopsiQxIt3iGLphyNaUQLYpV9Rtt9nwPFOuqPHoHZY3NuhMJnPsYQ9x553w/Odb\n1yHvZRkbRUHiuoQNQyzW1yF0THOBrCxnFnW1g9wP++TOyAjkWpw2cJAnE/DxKTyHdtWaI2e2KhZK\nGQfYKVuURUbmuiY8Ik1Nu+sZ3s/ahfZo45YFDj6BG8zczQ92BLIexSS+x6LbMV3wsmzmhg81cRAw\nqsbYllpcimPO9XqsTiYMxEGejRe/2GwPHbIavlyWPDVH99AOMMRUYmpZfGaR6+4IZPZ2iMWuPPIA\nSCvXycZBBlPqZFiW5snXcnm1m6YmG7RBPN0zeX6WsdFqcaM4yJeGellqMLAafoXj8GnfZ+z7VstT\nC77PA62WWZ6yFchhCGVpHsxs4qCrOFDbh8PYdZ/uIDcU6Uop4ixjmCQmftjiGDqt1rZAto0H78Wx\nyaBPEtrztDt9z3tMF6P9wA/8gPlnSTfP2XBd0xhpxhWY6RCLqxxFVhRGWOb5TMKyDo/oBj0Kb5Pc\n62wn6c16g6sd5LAdULgOka7aXQPejDf4dhtU0aIsU3LXuNh5g2YltUB2dQu3KGi5O82ymjrIxUaH\nxPe5Ilw2DYNsewHMsZoFcCAIOLOwwLlz51iyXJXYd9x661z9AJaB+5ViFIZEFu95hykH2UYgex5r\ntUB2nMYrkLuJXSuQk1ogz1jq55nEeW4yMR3H6ikIoJPnbCUJQ88jthTI368UP/bnf84b9vAk2VPM\nK5A9j+OeZxxki6fvxSDgfCWQbVzL2HUZttuQZY1cuKftI88Z5rm1SI9cl3NzXuCiPGdUJ4rYtExt\nt3fatLuuVTx4v9tltdViPcvozRMH97a32Y/dZ/SKgg2tmbRahDN+Zp0OrK1ViXaOItWatHZeZ8Dz\njDnaUj0Kf53COWoS7Bp0oKsdZK8doB2HsBrZpIpSLZALnZJ5HotVqblZ/446Btkt2zhlRqsqE9fU\nQT51Coqr+yS+z6FgkbFtL4AwnFsg91yX1PN4siy5eZ6HVGFmVpTiMdfFLUura3esFFtKmfuHxWcW\neR4n6pUHixC93cSuCrGomXaQ0wYFzqfp5DnDLLMWCfU+NvOckecRWSZ9HTh4kI/98i9zaD+UiNoN\nHD1qtlddZTX85iDg/sGAYatltTy1GIacjyLri8u2QE4SE2JhEwddFAzznEme27nYnreztOo41g+o\nwyxjYnn+dTsdk2gLJpbOws0/OBhwptdjvSgYyM35ktDTmo08Nw7yjJ/Z4iIcO2byAn1VhVg0FHWd\nDozWOpTkFNXczRqUR9tO0iPCzXN8x8y9Jp1c223QWYtCJ2Seu93uelaBXMcgq6KNU+b4TlUPmtni\noMG8l1//OvTywyS+x8CJSJNk5mOYphOG5hysV7MsS50eGA75WhyzZGkyCc24yXH4XK9HzzKss+N5\nJsTC0uSJnnH/sNFvu4VdKZBDpUiqZakm9Run6eQ5W7WLZhtPl+dsZBkj3ye2bTN7+LDZ7ocmH7uB\nO+6A3/5tuP56q+GDdpuF8RhtEfsOUwI5z+0FcqtlKrC4LqGFMNwu9J5lVu1hp7v5pY5DYHFji8rS\nOMhFYXWR7bTbpsxilllnYy93u6zFMWfLkv4ezqTeSxwqS05qzSQIZp67hw6ZCJYjR0xy9AQaCUsw\nuYUnTyoKlVO4JmOuiYO8XeaNHk5Z4KsqSa+hg0zeJtdjMtfbblbSRCAPh0DWxi0zgkqkz9qsBHYW\n0K7e/BEII1SW2XeT9TzTTTZJ5srDuWVtjf/nhhs4tA86Ue4Grq+cf5uHIjCf+6ZSxtywcZB9n1Fd\ny991refNbmBXCuQYttvMZq6Lb3FixWW5LZBblgJ5Jct4qigY+T6R7cl9881m+4IX2I0XmuH78FM/\nZZ1kRBxz7enT1i+/2GpxPo5JisKusL7rstluo5OExPOsHOSoLLdDLKzCPKaalaS2IU5laRzkPLcT\nyJ5nGvUMh4yDwCrcxXUcVjY2eND3GYhAviRcWZY84Tikvk8w49ytRd2BA9BRiqHjNBZ1vZ4JLUDn\npJ4HeW4c5BnPwTq8IdBdnLLAc3bKvDWJQfbyHrkzIvd8Yi8yAnnGGOTBwISaqKQPZfp0B3nGY6if\nZdMtn8wzHTWbuvE1HddlK4pMw585qhG8pKpN/x11hRThouL3TffEk5Zhhn3fZ911jcljUdov8n1G\ndalSx7EKE9wt7EqB3FGKTaUo6y5EFm9wpygYliUTS6ECcCDLeKosGQUBkW2IxOKisUduu81uvHBp\niWOe9/DD1sMXo4jznQ7joiCyuLi0XRdHa8ajkRHINg5yXejd0sWedgDSBg0GnraPsmRUFCSWDnJd\niSbZ3DTZ2JYJPtc/9RSfW1qib1mmUWjGlcDXg4AgTXFmFFT1aaJUVcfbdRsJS6gdZAhXbyf1Pciy\nRiEW3a6ppOHrHqrM8FQVg+w4M4dYtFqgsi4lW0x8j9htNfo72m3zXuSby6gyIfTMQ2EOMzvIYLoa\nvvsXlXlQSFPSLLMXyNPhXpZC55ceeYSTP/qjLO6HOuK7gV6PlbU1tMX9B2A5DDkXBObabSOQg2BH\nIFuu/u0WdqVA7lZB4pnW+FmGshEJWrNV3aBtnoIADgCns8w4WPNk4MqFYe+wuMg//b3f4w8+8hGr\n4XUy2WnHIbZ8MFsYjzk/HJL4PqHN6onWOw+HFnN/ulnJ2Pet3NtYa4ZFwaQsrS6yAN3JhLXz58k8\nz7qT5QvOnOFkr8fKHr5I7yWe5zh8sdcjbFg14b3vhXe+EzqOw5bjkFoK5KuPvZsiCBs7yN2uaVTl\nZF1Ume24tw1iKNttUFkHzYhJENAhbCz0FxZg89QyqizwXTNnmzjIYHJKv+8u52kCedZyd9P8/wSy\n5TnUOnqUQ6ur1nV9hYb0enzf5z7HweHw2//us7DcanG21WJSlnYO8pRAnliugu4WdqdAdhw2axch\nz60K9HcqkZAUhVWBc4AVz+OJqsi6a3mTF/YYS0vccOIEdz/yiNVw5ftcc+oUX44iOpZzZnE85vzW\nFqnnWbk2fa1ZB+uHw24QbFeQGIWh1cNhV2s2tTYC2TbEaTTiiXPnCLMMZbmPHz5xAoBbFhetxgvN\nuMnzOBNFFA3n3c//vGlV23FdtjyPrKHr2evBiRMQBQ6ZN+UgNxTIKuvhlDmeU5V5U2pmcRpFMB45\nkCvGgc+i1zXNShoK5HPHl1A6x3OrGGRm6+Y3TaAUqevuOMg2pRbrjrRJYp0PAcBLXmK2lnV9hYb0\n+3z4n/9zHvvYx6yGL0cRZ6PIWjtFYciorn7ieVYmz25hV6q+juOw6Tgk43FjJ2J7H1qbWn5lSctS\nIB8IAh4OAuI0tRov7EFqMTjHkvwNp07xxV6P2NL1XEwSTm9s4JYljoXAXdCaVbC+wPWjiLV2myLL\nyC1LzQ2qY5gUhbX7e2A04vGNDdpztGn/geGQv/qZn+GqOllWuKj4ccxgNGJk6RrFUwK5ievZ7RqB\nHIeKNAisBbIzWUCVBc50iMWMDvJgABsbQOIxDnwWvE6jbn5gBPLpbxw2YR61i63UzFUsagLHIXFd\n8z5YCuS245D4PvlkMp9Avusu88ZIJZlLwxVXEOQ5oWVY6HKnw9k4Zqw1bYtrdxyGppY/WIcJ7hZ2\npUDuuq7pRjaZ0LK8OcZKGQe5LK0d5KPtNp89dIgVy7bFwh7kAlzEbz59mvOtFh1LYbiQZZwcDgkt\n5/6C47AG1nN/0OmwHkWMh0PaaYqyFelKmSoWtgJ5MuHh0WiuB1R18CAvv/9+kwEmXHyiiKNzNFXp\nuC5bvm+S9BoK5EcfhYXOlIPcoPpDLZD90dUoneNUSXpNBfLZs0BeMgl82niNBfLiIhz7cp++s0iv\nZVY9cpg5DrrGV4pSKbI0NZ30LEIslFJ0koRhkphk3XmcQEnQu3R0OmZreS+L45jMdXnK8+haXLv7\nQcB6HFNOJqRBICEWF5qu67JZt4i1dJB7nmeWmbW2drDu6HQoXBfJf99nOA7ccIP18DvOnAGgY3lD\nWcwynkhTOkliNX7guqxWpRJtxGm/3WYtjhmvr9O2FKcLSrHqOGYFx7LMz4Es46GioD/PCs4LX2hC\ntPZwJvWeIoo4NEcVmE5VQSVL08YO8je+AUt9tS2Q87KcuQNdp2OS9NzNa2C6ioXjzBxiMRjAE0+A\nyl0mgW+OIc/xGjrIAEeiI3juTqm5JjHIUHWzrJr12MYgg+lIuzWZ7Pml8n3Hm98Mf+tvWQ1VccyB\ntTW+EcdWJs/A81jrdEjPnyfIMiuDZbewK4+843ls+j6TJLEOsVh2Xc46DhOtrW/Q/mDAa//qr3it\nZTyqsEc5exb+xb+wHv6C1VUAYssbylJZ8qjW1s7pgu8bcWr5cBhWlTTOnztnHd6w4DisuS6J1rQs\nw1UO5DnHPG8+gfz3/p4pcCtcGuKY3/jAB/gPH/+43XDfZysITIhFg3EHDphGH0uDSiDnORk0j0Fe\nu46+u0BQJ8g1aFQ1GMDx4+AUDolfhXk0dJCvu85so8AhrcblSlk1W6g7ato6yFD1E1hfZ9RqEclD\n5t7hQx8yoS02tNvcePw4n19ZoWNx7W65LgpYr/JH9jK7UiB3fZ8t3zcOsmWx62Xf56znMQFrgcxg\nwKfe8Q7e+5Wv2I0X9iYLC6Z3rSXPq5zfw/VSV0OuTVO+GobEtuI0CFjzPBKwLtI+GI04ubpK2/IB\ndcFxWPU8xmBdHurKPOdL/T59y2vANlID+dIRRdz26KO88dQpq+GdSiCnWUaTW/M115jt8sAuxCKO\nzXPUxrpD3x1Q1I2qHGfmMocLC8ZBHjz8dylbkalBXBSNBPKLXmS2ndBUcQI7BxkgKgpGeU5WFPYC\nuShYW1sjc13rajTCHsNxuOX4cQrHoWMZHjEYjTi1umodIrtb2JUzvuv7bAYBSZJYC+SVVoungoAt\n16VjK5AXF1Eg5WmERoRxzFfe/GZurtdLG3J9lnHfYEBsK05bLVZ9n5FSRJZzvz+ZcHJzk7bl+bfg\n+6z6PluOQ8dSIN+hNeejiL5FgpHwHFHHmlrGnHamHeQGMZTXXmu2N11X1f+tBfKMD0dKGZH8+OMQ\nujviNG/oID/0EByZvJKiFZljaNDND+B1r4OnnoLAvQAOctVyPs3zRg8b0wzynCe3toiTxLqSjLD3\nuKUKk+pYmjyDyYRTGxuE85obzzG7UiB3goDNIDCtDi1vjivtNk+1Wmy5Ll3bpaG6frFUsRCaMBhw\n26OPmtpTFtyoNSPfp2N5cVlstTjbbjN0HOuHw8FkwsnxmMhWpEcR533fnH+WLsRt1fJeJDfmvUOd\nDGmZud4LAtbb7cYC+fbb4ROfgJff4ZoSU2lqQiwauJ6Li3DsGLT8KffWdfFmXGYeDEyr6OW+qf5g\nI5AdB5aXzXHXd52sQRz0NFFZMiwK0jxv9F5Os1IUPJplUslpn3HLuXMAdC0fdAdJwunRSATyxaAb\nhmyGIZM0pWUrkOOYp6KILd+3drBQCt7+dnjrW+3GC/uTK64wW8tWn9fUN3XL5NKrOh1OdLusBQGx\nZfzvUpLweFHQtjz/rur1eKzXY9P36VrGYrcXF7n10Ue5U27Oewfb1bqKA1HEU70e44YdGJWCN7wB\nup5rSkwlSWOBfOSI2XZ8hwmg606uM/5NKyvVdqBIahe7oUCuaTsOk0rU5o6Db9nufVSWxkG2Fchl\nySNK0ZFzcF9xS5W3cdByFXSQpjyZptZhgruFXSuQt8KQJMusBXK/02FcFa3vzFOH733v2wkME4RZ\nqJtSWIoFt6rF/KilwA46HQ6vr/PVlRXrh8OrtrZ4yHWtBfLCYECQZXxjeZmubRfKpSW++uY3I4+n\ne4yrroLv+i6rocvdLk/1+4zyHJurduw4bAUBejIxArlB/Hm94NP1HUauS641Xp6jZhSndYLdQmfK\nQW7Q7nqa2HUZVeLe1kGuu1lmeU5gGT+8ohSPBIF1uJewN7nC93nk7rvpWTZYWswyHi/LPT9vdqVA\n7rdarEUR4yyjZZlc4HS73HLiBE8sLtKxXOoWBCve+lb4i7+wH9/r4eU5oeXcJ4q4/uRJNtpt6xiy\nq8ZjHohj2rbH0O9zw8mTbEQRHVuBXDvx0uRjb/HYY3D33VZDQ88jnkw4WRS0LVxPz3Hwy5JJ7SA3\neEi98kqzjSpxmmmNVxQzP+h6HvzCL8Abf8iZ20GOXJdhJYptHeQIGNYOsqVAvga4b3l5zwsdoSHt\nNtecPm3dMOua0YivtFp7ft7sSoHciiLaacrpssS6sEwc88JvfANABLJwaVlYsHbQAFhZ4es//uP8\np/vusxsfx9xw/Lj50nLuXz+Z8EivZ+XiAdDvc9PjjwP2cWzcfLPZPv/5tkch7EGOnjvH/UFA21LU\ndbKMrToGuYHz+r73GW3fdoyDnBUFfp43CnX6tV+DO26ZCrFo0M1vmsjzGFXud+Y4M4d5TBMrxSjP\nScvSWiC/WCmOLyzQ3+NCR2jInCE1104mfLnfJ97jCda7UiDTbnNgdZVHytL+DY5j7njgAQA6lkvV\ngvCccOAAV58+zSHbDkRRxA2VOO30+1a7uHU8NruyLe3UanHDE08A9vWgiSIoip21a2FfcPuJE/z1\nwoK9QM5zhllmBHIDB6zfN9EhtTjN0xS/KBp3JAsdh7Ru8zxPiEUlzBPPsyqVGDsOQ61Ji6JRqMk0\nt1Wva9uNVtij/MRPwOtfbz38ujRlPQyJbVcgdwnWAlkp9V6l1P1KqfuUUv9eKWV3J37Wo3I4sLHB\nw2WJ3QIx4Pv8/T/9U977wQ9axW8JwnNGXQnANrTAdTl6/jwAHUv39qbqwtaxvTEqxev+63/l7/zZ\nn+HMUz9Vaq/uO17xxBOcjiLalnOvk+dsZRk5WDmvkecxdl2yLDMhFg0JnZ0Qi7ws8WwcZN9nWB17\n4vuEFnk0kesy1No0y7J8L1Wvx4NvehP/+qtftRov7FHuvhv+6I+sh99QnTfxHr9+z3P0/xG4TWt9\nB/AQ8I4Lc0iGq1dX+XIYzvUGLyQJP/+xj13AoxKES0Bdd7sOMbDgdV/8Iv/q/e+fudXuMwmr7OVV\n2/hh4MXHjvH7v/7r1uOF/cnNa2sA9gK5KNiqO+nZxO56HiPPI0sS4yA3JHQcEtdFZxmp1oQWAjn2\nfUaeh9aa1PMILVaTFlyXNaUYa239XnLoEDcdP86SbZiUsC85Us/5OavaPNdYq0+t9T1a6zr+4bPA\nlRfmkAy3nz7NY1FEZ54nEHGOhb2I58HWFrz0pda76GjNP/zEJ+yPYXmZP3zXu3h3FWphjcQuCg05\nUnWibFtev+Oq/m9mm9zmeYx8nzxJ8C1C/FylCIqCJMtILON/I99n5PtkeY5bljgWf8ei53HO9003\nWVuBfNVV1c7sqhkI+xO3yn05YZkkvlu4UP73TwJ/coH2BcDzq0LVnXlEblXLTxD2HHM4t8D8wnRl\nhb/9F3/B0Xmco7vvtq5mIOxfjlRz11Ygd8qSraIgdRwCG4FcubdZmuJZ5sB08pytoiDRmtBGILda\nDH2fZDIhzLLGcdAAS77Ped9nDLRtnby6Du6NN9qNF/Yny8v8zS99iTeORs/1kczFt7wCKaXuAQ49\ny3+9U2v9yep3/hmQaq1//5vt513vetf213fddRd33XXXtz2wm4ZDYE6B/MlPwh7PohQEK179aqgq\nWVhRx0EferbTf0Z+/5teEgThmzKo3M7AUtR1tGazLJm4Lm2L5LbI9xkFgQmxmFMgp1pbJbjFrRaj\nICAZjwktH3YXw5DzQYCb57RsBbJScPr0ThcUQZiF5WX+8i1vgQ996JK83L333su99957wff7LdWn\n1vr7vtX/K6X+PvCDwKu/1e9NC+RZuaq6KESWdfgA+KEfsh8rCHuZj34U5skgfsELzE3x1lvt9yEt\nogULVBTxkgcf5DssY/BXypKzSjHxPFo2AjkIGAWBCbGwPIc6ec5mWZIAgU2b6DA0Ank0shfIrRbn\n2m06W1v2DjLsPCwLwqxst5W8NA9WzzRe3/3ud1+Q/c5TxeI1wC8Ab9BaX/BYhnaVlHBwHoEsCPsV\n150vBn8wgDNnQJJzhEtNHPO5n/5pDlvGvR7QmjOOYwSyRXJb5LqMWi2y0QjPViAXBVtlae8gex7D\ndptkY8NaIC9FEefbbcauS1vuo8KlpO66c/XVz+1xzMk8Mcj/EugA9yilvqCU+sAFOiZDp8PpH/kR\n/oZlq1xBEARhD1LXzbasX38AOON5THzfWiAPo4hsPLZ3kMuSrcpBDi0eVLuuy0YcG4FsUUkDYDGK\nOBfHjFzXykkXBGuOHoU//mO4/fbn+kjmwtpi0lpf3Kj9TocDa2sS+yQIgrCfqMsc1gliDTkEPBmG\nJL5Py6JJTd91WY9j0vGY0DYGuSzZ0ppEKasQi77nsdVqMZpDILfjmCvOn+dLhw9bxWILwlz88A8/\n10cwN7u3ivPystlK/JMgCML+4YorzNayksttwJf7fdNgwyK0YMn3OdfrMZlM5hPIQAqEFvG/jlL0\nx2NOjUbWx0AU8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3840,)\n", "2400 2880\n" ] } ], "source": [ "print ssh.shape\n", "print 25*48*2, 30*24*4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use Full Time Series for Best Estimate of Amplitudes/Phases" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "348.994371286\n" ] } ], "source": [ "#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)" ] }, { "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", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4uJji4uLY3PllZWWcnp8fCzDP5OVR+eijCjBZysz6mNkrZva6mf3NzO4K1+9j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\nyT+TW/cAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Vq7nwwgupqqqitraW9957j7KysvoiA8DLL79MXV1ddLumpoaVK1dGtz/44AMO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\noaoWOwWmS8ap7WCa5wFdCTwZ+MskT1ij9q3WOPVdDXy0qn5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aa9TV1cWWa2pqeOmll2LLa9eu5YADDmDatGnccMMNjBs3jnnz5rWqHWbGtdde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\nJEm98v8BcVNdMgnVcysAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MzEDg/aTl5cCgjpxw8eLFXHDBBWzevJn6+nree+89Ro0a1VhkAHjttddoaGhI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\nFYqTGDMzMzMzKxQnMWZmZmZmVij/H4WkdYjDnRGaAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZvXp1o2MGDRqUuF1WVkZ1dXWrte+666786le/YurUqQwcOJBTTz2VFStWtPbHISLNUYAp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\nKLJNwKaIWJNeLwIuAZ6StG9EPCXplcB/D/bhduu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AknaR9G/pyMp6Se9O849LZw1+JGm5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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wxsyOB64A5rn7aGB+uI2ZHQCcDRxAUM/+28yyUjvdnY0bN6asU+vWrePwww9n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\neAr4cES8POB9ua6n+nECY2ZVUtdJTDnkvXJobYX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9lltu8UsuucQff/zxlK/TENWp1FSrJHKWLnXv3j2oU8OHu3/ySb5b1KpaUqfy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\nxgHGzMzyzAHGzIY5h5hqDjBmZpZnDjBmZg4xS3C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9IiImpiMcDwFHpPGnALuk8Z9K444A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\ns0L5f7TxZmus5b/XAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7+69//WuvrKz0f/zjH15eXu7Tpk3z7du3+/Tp071///7+j3/8w93djzvuOK+o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\n0tXV1f+CExgzM8szJzBmNk54npgBurq6mD9/Pj0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model performs well when the dots are close to the red line." ] }, { "cell_type": "markdown", "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": "markdown", "metadata": {}, "source": [ "### Mean Error (absolute value)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def mean(diff):\n", " return np.mean(abs(diff))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RMS Error" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def rms(diff):\n", " return np.sqrt(np.mean(diff**2))" ] }, { "cell_type": "markdown", "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", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "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" ] }, { "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", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#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))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Saving the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now save these statistics in a spreadsheet" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "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])])" ] }, { "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": "markdown", "metadata": {}, "source": [ "# Plots comparing measured and model amplitudes and phases" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2H2uzjUe6PadjW3bQx3s8oT98L16/8ILWAwZo3aaN1pUqmcBSq1Za9++vdYMG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mKC4uWv37S88/L/XqJdWu7b59QTHp6dMTlJUVooiIPI0ZE3di/5490syZ0qBBTlBo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\n+j/RYvOdZvS2xAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,12))\n", "\n", "plt.subplot(3,2,1)\n", "plt.plot(np.array(M2_amp), '-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), '-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, '-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, '-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" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_kappa10 = M2_amp\n", "M2_pha_kappa10 = pha_uwm" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_c2dB = M2_amp\n", "M2_pha_c2dB = pha_uwm" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_smoothincrnshlat = M2_amp\n", "M2_pha_smoothincrnshlat = pha_uwm" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_smoothkappa10 = M2_amp\n", "M2_pha_smoothkappa10 = pha_uwm" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_topogbottfric = M2_amp\n", "M2_pha_topogbottfric = pha_uwm" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_rnshlat2 = M2_amp\n", "M2_pha_rnshlat2 = pha_uwm" ] }, { "cell_type": "code", "execution_count": 217, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_bot1em2B = M2_amp\n", "M2_pha_bot1em2B = pha_uwm" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_bot1em2 = M2_amp\n", "M2_pha_bot1em2 = pha_uwm" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_oldtopog = M2_amp\n", "M2_pha_oldtopog = pha_uwm" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_topog = M2_amp\n", "M2_pha_topog = pha_uwm" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2_amp_rnshlat = M2_amp\n", "M2_pha_rnshlat = pha_uwm" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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N6MPAgbE4ntyunzArMrdmDbz+OphkPZ/gRf1z/jrnr8axvf2PpJRM5EiahqJz\n/bFwdc7eOukWFvo65IAA/cDDv6POwcG5Hmt+lvu/GSGEMBadTv9VZr160LUrab9s5+Y+G4J7BTO6\n+Wja/9yeujZ1WdlxJVVHVGXd0HVsaLgB9aAd/kUyWDlzJdXKJBCmnqD/O/3xdvWmlGMp3O3ccbZ2\nxsbcJtsbcbjUcmR+81mMCunG8vgBjArpzrzms3Cu9exJfP+lRvMalBpnRw38HqxYUWqcHTWaP+fs\ndSEMqEWVFpRxLssMj2L6CbAia2vWQPfuBmm6spcX/TWd0JpmgMMNHFd0YuCdblQpU+bFGvx31Dmr\n1TdeUjKyLIR4OURGovbrT9Ite268tZmQHccJ3dmXQ5UPEV8hnlfavMLQakNpVa4VLtYuDx4W3yKe\nUuPsKL7F++FyaeNu5Dj5fGPWcF6P0LIzYyfrNevBCpYOmI9pxZzNdJcVK0RB8XXPr+mY0JGhE89S\npHt3KFbM2CHlPydP6pelrFvXIM13HtGZz85OIq38FYrNfY3bDQ6xM/wGQe+NNkh/LyuZ4CeEyPe2\nnNuCNkJL8Oxg9p85Q31fX1oObYlpRVNal3iFuI/XcvrnvWyrYMoBn+McKXmE8vblae/fnnYV21HL\no1aWS6ZtObeFhqUaZrq7nCSfQuRM68mt8dtflGmuJlAAJn7luXHj9DuJTp9ukObjNfFU+KAKGanp\nvHmhO2eSI4lqEsm+SSHPt+HIE4ICAgjKZP3moKZNCQoNzUHEeUMm+AkhXjraCC1jV4+lw56eRGig\nZYw7YxzG0PpuS1axnIM+e7k15B4tSreiX81+rC6/mqK22VjuCNldTghD+uqtrwi8G8iIFb547tsH\nDRoYO6T8Q1X1JRjLlxusiz2X9lAioygf9vyQXi16Abk0GODllfmW2f+1iUoBJiPLQoh8z8+pOndT\nbbnT4h5Jsb0xrfUlOptErOLNec+1Nu3f/oK6Xo0wM5HP/0LkN12+7oL7IVvmnA+Hw4fzZtONguDY\nMXjtNbhw4bGVenLTqc2naLC/ATeDbmJtnsmOoIWUjCwLIV46ZXWOFHeswYLSS6DWaKy2N2JQeDPO\na3cyNWm3scMTQvyHKX2mUCeuDiMvt6HcvHkFZuMKg1u9Grp1M1iiDPDjHz/S2qO1JMo5JKthCCHy\ntbiwOK5Ui+PH3vMgwRaPmW+Q6hSPRboFWkv5RkqI/M7H3YeORTsy0dsEdXwQxMQYOyTj+7cEo1s3\ng3WhTdIT0XU2AAAgAElEQVSyXruevi37GqyPwkKSZSFEvqTL0PHXhL9otrgZtypdwfq8FWPWvMuK\n+IGMCunOosDvcS6tMXaYQohsmNR3Euu8NnOqyTvwyXNsI/+yOnJEv65y9eoG62LfL/uIc46jVY1W\nBuujsJBkWQiR7ySfT+aLN76gQ+qrvHEznqZhqSzZlkyyZjnr+YBkzXIWhiSgLZtu7FCFENng6ezJ\nmyXe5Aubf1A3b4WDB40dknGtXq1fW9mAJRjL9y+na5Gu2V4bXmRNapaFEPmGqqqcmn+SoXuGcKtE\nBH/u86DaR98QNHUqHTS76cC5hydr4Gisq/GCFUI8lwl9J+B93ZvDXSdRe9gwOHDAILvW5Xv/lmBs\n2mSwLjS3NGyy3cSm9obrozCRZFkIkS+kxaSxcMA3jPf+mp5pDnzVeBZWM++PvKxeTVBmIzAv6TJF\nQryMitgWYWDZgQTt3somM0tMFi/W7wZX2ISFgY0N+PkZrIttK7dhZ2VHzbI1DdZHYSJLxwlRCAX1\n7QuXLz99h5cXQUbYOCDy2x2M2PUNh8rvY3n5YTQb+IUsLyXESyg+JZ6yX5ZlvcUcmswZARER4OLy\n7Ae+TD78EBwcICjIYF10fbsrFetXZOI7Ew3WR0EmS8cJIZ7t8uXMd1/K4zC0+//mt+E/8mGDVTT2\nK8+pjy7gaO+Wx1EIIfKKk7UT71d6n6Ad89nR+XVMxo2D2bONHVbe0en0JRjbtxusi7v/3GVHkR1M\n6zTNYH0UNpIsC1EInXONZaOVFcGaUuxHoT4qLa0iOed8O28COHOGO+/NZIz2Futb/sns9rPo3uDN\nvOlbCGFUo7qNYtbpWYw7UAHzPYv0tcv29g9PMNI3XHli3z5wdoZKlQzWxZqf1+Bj6kMZtzIG66Ow\nkWRZiELI9KI5YwNd6BDyFhGaaFpauTM2cC41f78A9etDrVpQu7b+4uOTeyURFy+iBk3kzz+TGdru\nGB5lPAgfcpri9sVzp30hRL5nY27D2Bpj+fnqTxxIN8H06NHH7g8yTlh5w8BrK6uqyuorq3mztQw+\n5CapWRaiEPKzqshdxZXYNrEkH/gR2+rv4BJijxP3OPH7D/otaQ8d0v+8dQtq1HiYQNeqBWXLZrrk\nUZa10EWKEOTmRvKqUL6o04R5tVYzoekXDG85HMWASycJIfKnNG0anmM8mLO2Kl0j/3zsvqCmTQkK\nDTVOYIak1YKnJ+zapR+EMICr+69ScXNFIj+NxMWmkNWCP4c8r1lWFKU1MBMwBRaqqvrVE/e7ASuA\nYvf7m66q6tIn2xneajgth7bEtKIp7Xza5TQsIURWYmIom2qNk1cVfqywBKrVIfmeDSXty2Jyw4Rv\nPjpMrdK1KFP7dRyGOmBfJgPT00f1ifOqVTBqFCQlPT76XKsWlCiRdS20iSnH2o9nUGcHUsuEceDd\nMCoUqWCEJy+EyA8sTC1odqEsHzW/yJ9LfAlDpT4qnblq7NAMZ88eKFbMYIkywE/rf6KhdUNJlHNZ\njpJlRVFMgVlAC+AacEhRlI2qqkY8ctow4G9VVT++nzifVRRlhaqqGY+2ZbfHnbFuY5nafSoY7u9I\niMJNVVH79iPV3Ym1XVdgcqkExf6oS3Szo1S4VIlwrwNsbr2ZibcmYnPPBt+VvpQ7Vw4/cz/qlAvE\nq3N/HL5ywNr+LsqRI/rR5wULYOBAfalGWhohWLOeUihYoaKhPTHcrdWRwIozGOw/mKCuQZibmhv7\nlRBCGNmdxDhul4zlbvk3iDhvRQe8WGq1jptm140dmmEYuARDl6Fj7Z21fNj9Q4P1UVjlqAxDUZT6\nwHhVVVvfvz0WQFXVqY+cMwioqqrqUEVRygK/q6rq80Q7qk37yrgGO1G+rDMhp2QRbSEM4rvvOPDd\nVdp2WUzGHYWhKz+glaYh2632sqjtfBb2nkWHjh1QVZWLcRc5fP0wh64e4tD5Qxy7cwzbdFt8rvvg\nc82H6s7VqeNbB696XjjUtsc88Qatejag2NEy9NNMZAG/0sPqFYa1G8odr1iCh+6kXpl6xn4FhBD5\nRCXnilxqF02GvQkZ86LxsBzGvcCNlNznyOm408YOL3dlZOi/fdu/X1/GZgAnN52k4YGGRE+IxsrM\nyiB9vCzyugyjBDz2nUkUUPeJcxYAIYqiXAfsgUw/VqkaS97WdCbW7UoOQxJCZOrvv/knaC/9ep2g\ndY3WvGHzBjuv7WS9Zj1YwcLeszCtqJ/IpygK5VzKUc6lHN2rdAdAp+q4GHeRI9ePEPZPGCsvruSj\nhI+w22WH93JvKidXJvGeB7dbOfDH9r38VuwaWzr3wlXjSt1VvtSbLomyEOIhb4tStP+1B9OGT4Xa\ns4lz28d7IYOJcNhj7NBy365dUKqUwRJlgGXBy2hbrK0kygaQ02Q5O8PSnwDHVFUNUBSlHBCsKEo1\nVVUTHj0ppfZxEva3RbGWyT5C5LrERG51+IJ+7aOpVac2P77xI4qi0KFjh2w3YaKYUN6lPOVdyj+W\nQF+4c4HD1w6zP3w/4TvOkljsKL9X3oGa5oxy3ZWMdR7cJtFQz0wIUUCV9q+AzXZbzDc3Ja37CHSz\n38BGY41XU19jh5b7Vq82aAmGNlnLeu16ZrcuRGtW56GcJsvXgJKP3C6JfnT5UQ2ASQCqql5QFOUS\nUAE4/OhJrhtc+N57Gl2cOhMaGkpAQEAOQxNC/Cuh13iGVNdiXtuSxT0X59oKFCaKCd6u3ni7etOj\nag/Ojw6n9s02fFfqIHf7/Yrttn68ranMweKbc6U/IcTLo9N7nRh5YhLVymiwPtWEc6/tZt2P//DN\nsK+e/eCCJD0dfvsNjhwxWBd7ftlDgmMCLaq3MFgfBVloaCihOVhhJafJ8mHAW1EUL+A60B3o8cQ5\nZ9BPANyrKIo7+kT54pMNNXNvyvaa2+nWtxsBlQJyGJYQ4l+pc9bwWcwdTrU7x4EBYQadXDdqwTiC\n3p1OUuUoSszsQXSDQ+wMv0HQ3HEG61MIUTDVaF6DUuPsKL7FG+0dLWFlwijXSaGGZbKxQ8tdISFQ\nvjyULm2wLlbsX0FX366YKCYG66MgCwgIeGwQdsKECc/1+Bwly6qqZiiKMgz4A/3ScYtUVY24P6kP\nVVXnAZOBJYqiHAdMgDGqqt55sq01O9bQeGhjLuy9AIbb2EaIQiXjxHm+m7uLNZ23EDb0MI5Wjgbt\nr0bzGtx+/SbN9pTFt6obZ26VI+r1SGo0r2HQfoUQBc/eyL0s678MpyFOAPj+6suy2KWELptOp5bt\njRxdLlq9Grp3N1jzmhgNm203s7XDVoP1Udjlq01Jtvy0hYHHB3J5ymVZWkqIHNKlpLGyxmeM6DyP\n4GF/UsPD8AnrlnNbaFiqIU5WTg+OxWvi2Ru5V9ZPF0L8J61OS9VxfvTfWp6Rm+fqV48o6NLS9Gsr\nnzih35DEAH6d+SufRH/C2SlnDdL+y+h5V8PIV+P1bXu0pVhSMRauXGjsUIQo0FRVJaTVd3zQfj7L\neq3Ik0QZoJ1Pu8cSZQAnKydJlIUQz2RqYsr/3pzH1Ob7iJqwxNjh5I7gYKhUyWCJMsBPp37ijXJv\nGKx9kc+SZcVE4SP/j5h2Yho6VWfscIQosMKHruft6t8SFPAxr1Z6ib7OFEK81BpXakxLh0Z8FLUb\nNTXN2OHknIFLMOL/iWen2076d+5vsD5EPkuWAbr07YKVxooVv64wdihCZMuWc1vYuGEjw1sNp1ap\nlgxvNZyNGzay5dwWo8Rzdclp3kr9lC7lmzC07UdGiUEIIV7UzA/ms83vACEf/M/YoeSMRgObNkHX\nrgbrYvWq1fia+FLa1XCTB0U+TJZNzU0Z7TOaKWFTyA/11EI8izZCy9jVY7Hd407EVV/91u2rx6KN\n0OZ5LPEH4ui3bTDlXEyZPvznPO9fCCFyqqh9UcY79mBk6nxSY1KNHc6L++MPqFYNihc3SPOqqrL6\n8mp6+fcySPvioXw1we9fGakZVBhTga9f+ZoubbsYMTIhni2w0qucvxTPneb3SNr/C7b1uuESYp/n\nW7enXE5h4NB+nC0Twu5pF7Cyts+zvoUQIjdpUzX4v1+Gt9IHMGbhF8YO58X07AmNG8PgwQZp/uqB\nq1TcVJGrn13F2drZIH28rAr0BL9/mVma8YHnB0z+c7KxQxHimaoUKUt/TScyzDLgPV/URBv6pLen\nikuZPIshPT6dLwaN4y/vrWwdslUSZSFEgWZqacU8p/Z87TybyL8ijR3O80tJga1b4bXXDNbF8nXL\naWTWSBLlPJAvk2WAgYMHcivjFn+E/mHsUIT4b1aQYHeXVL+zuGxoQnKNk3z/3hSOpB0h6scoVK1h\nv73RpemY138ui6rNI7j6BNwq1TJof0IIkRcaDBtPm/P2jJk32uDvo7lu61aoVQvc3Q3SvKpVWRu3\nlj6N+xikffG4fJssW9hZMNx1OF9sLaBfv4hCI049x7wuP1D+kjdr/w5i7P8+Qr1uwqU6/9DwZEO+\nbPclN3+5iarL/Td7VVXZMHwDn/t8xrr4JpTv80Gu9yGEEEZRogQzLKoSXGI7O2bvMHY0z8fAq2CE\nbwvnYpGLvBZguJFr8VC+TZYBhg0ZxnndefaE7TF2KEJkSbWJxsXCjgqHUljPByRrlrNiQwpNrxdl\n0aBFbGixgUYHGvHNq99we/PtXJ24uv/L/bzrOJC5Bx1p+O3qXGtXCCHyA7d3PyDoWHFGnhqJ5pbG\n2OFkT1KSfnJf584G62JZ8DLa2rbF0szSYH2Ih/J1smzjYsNgm8F8sU5Gl0X+5XWzEml2iWz4J5Lv\nOM53nKODRkOFWDdalGvBoZGH+HbAtyxtupSm25syp8Mc7ux8asf353Z++Xl6x7zFB0dVuk/fAHZ2\nufBshBAiHwkIYGikiuKUzowvZxg7muzZvBnq1wc3N4M0r03Wsl67nv6tZW3lvJKvk2WA9we/z1Hd\nUY6GHzV2KEJk6mjxaPoctcf0yQHj+yPIiqLQwbcDJ8ac4PMBnzOz/kya/9qcxZ0Xc/fA3RfqM2ZX\nDD1De9IsXsdHbT+BGnmzQ58QQuQpRcFkyFDmRZZiuvV0ruy6YuyIns3AJRi7f9lNskMygdUDDdaH\neFy+WTpufNOm+hteXgQtXfrY/aM/Hs1Zk7NsnLQx74MT4j9EH43Ge403J+cmUure4/+WgqytCZo8\nGfr0AeeHs5UzdBks/3s547eNx+OKB+/de4/2H7fH3j97K1gknU3ijfFvkFbyAltOl8Zs81ZQsr0C\njhBCFCz37kHp0vQZ+wopp3WsWrQKE7N8OtaXkKDf2vry5cfe93NT/3f7Y+tryw/v/2CQ9guDArt0\nXNCuXQTt2qX/A3vCmEFj2K3dzenzp/M+MCH+w+KViyl3o+hTiTIAFSrAoUNQtiy8/TYcPgyAmYkZ\n/Wr24/zH53mr/1uMrDySV2e+yrq31pEUkfSf/aXdTmPk2JFc8TnLr2viMFuyTBJlIcTLzcEBevTg\n2+TShHiG8MesfLxK1saN+rWVDZQoa2I0bLbbzDsd3zFI+yJzZsYOIDuKeBXhzYw3mfDjBFZ/IZOY\nRP6gTdayPHE5tQ/FE1SrFtjaPn6ClxcsXQq3bsGSJfD66/oatsGD4Y03sLCxYWj9ofSv1Z/Z+2Yz\nMHQg/l/686HVhwR8GoB1WWtCtoSw/vv1KKkKOnMdKaYpbKuzlcMrddgtWgFFixrjqQshRN4aMgTX\nVq2Y+L8gRm8bTbObzbAqZmXsqJ62Zo1BSzA2rtyIi7kL1cpUM1gf4mn5pgzj3yiCmjYlKDT0qXOi\nIqKo9GMljg05RtmSZfM0PiEyE/z9Jnpf6U1UzVmY9nzz2Q/QavUzpOfOhf37oVcvePdd8PUFICE1\ngZm7ZzJj7wwanG5AccviaMI09P+nPwv4lTqlyzO221gGXvDke++uMHWqgZ+hEELkI02bohs6hJon\np9LlThc+m/WZsSN6XHw8lC4NkZHg6GiQLjoN6ET1utUZ/854g7RfWBTYMoxn8azoSRdNFyYumWjs\nUIQAnY75u76nT0LN7CXKAKam0LYtbNoER47oR6IDAiAwEH75BXsTK8a1HMeFjy7g18ePHz1/ZG+L\nvfzq+jvr3OL59PXPqHm1Jml/OcJE+XcghChkhgzBZM5c5vWex7d233Ip5JKxI3rchg3QrJnBEuW4\n83GEuIXQ/zVZBSOvFZhkGeCztz7j15RfuXHrhrFDEYXczRFf84f3AYZOnP9iDZQuDZMm6UcgBg2C\nWbP0xz7/HOfbiUxpN4XyiysScyWV2YOno+n7B9pbzlxdr3AgUQVz89x9QkIIkd917gxnz1In1ZbO\nHp0ZtWwUugydsaN6aM0a6NbNYM2v/nk1lU0qU9KlpMH6EJnLN8lyUNWqBFlZQalSWZ5TrkY52ia1\nZdLiSXkYmRBPCA5m8aHd1DWrRUn3HJYEWVjo69t27YLgYIiLA39/6NSJ0kmmjNz6AU5LXge729ht\nbMnbms6UsJBF6IUQhZCFBQwYAHPmMH3AdHZ77mbrzK3Gjkrvzh346y9o394gzauqyqrIVfTy72WQ\n9sV/yz/J8rFjBNWpQ1CLFv953mfdPmPF3RXcuZvzTR2EeG6RkWh7vc2K6pcY2mZE7rZduTL88ANc\nuQLt2uGRcZEQq5UkVjtNiZk9uNvgEDutVlK8hDZ3+xVCiIJi0CD4+WecM8yY1GgSYy6OIeV6irGj\ngnXroGVLsM/eEqDPKzIsksNFD/Pmq9ks+xO5Kt8kyygKTJgAX3wB6elZnlalURWaJjRl6kKZ3CTy\nWGoqdO1KSOt+xDvfpX19w4wgYGcHAwbg1rAStwPP0CwkkdfiT9EsJInbgRG4FbMwTL9CCJHflSih\nn+exfDnvtH4HmyI2fPXlV8aOyuAlGMvXLaepWVOcrJ0M1ofIWv5JlkE/2alUKVi+/D9P+7T9pyyM\nWci95Ht5E5cQAO+/DyVLMs/sFH28+mBqYmrQ7iKd7rEvJIXtmkt8zwm2ay6xLySFSMcX2/VPCCFe\nCkOGwOzZmKAwv+98vnf4ngvBF4wXT0wMhIVBu3YGaV7Vqqy9u5beTXobpH3xbPkrWQb96PLEiZCW\nluUpdV6pQ82Emny7+Ns8DEwUaj/+CCEh3Hx/GtuLbmdI1yEG79In1hUnzePHnDT640IIUWg1awY6\nHezeTY0yNejq2ZWRK0aiSzfSZL9166B166fX2s8lJ7ad4LLrZToHdDZI++LZ8t+mJI0bg7c3LFum\nL+TPwqctPqXbgW58lPYR1hbWeRigKHSOH4eRIyE0lEVLf6aebb28mY3s5UVQFseFEKLQUpQHo8s0\nbcrXb3+Nzw0fNs/YTIcxHfI+ntWrYehQgzW/NHgpr7q/ioWplOAZS/7ZlOTROPbvhzfegHPnwDLz\nmf+qqtJ4aGM6Vu/I6AGj8yhSUejEx0OtWjBxItqO3fAb6cfkXpPp1LCTsSMTQojC6+5d/cDBqVPg\n4cGi7YuYtn4aRz8+ik1Jm7yLIzoaKlSAGzfAOvcH7jKSM/Ae682ifosIrB6Y6+0XVi/HpiT160Ol\nSrB4cZanKIrCxw0/Zub5maRlZF2yIcQL0+mgd2/9RiI9ehCyIoR453jDTewTQgiRPY6O+mU3FywA\noH/L/jgUdWDq5Dye/P/rr/paZQMkygC71+4mzTaNAP8Ag7Qvsid/Jsugr12ePBk0mixPadujLcUS\ni7Fw1cI8DEwUGlOmQGwsTJ8OwLyD8+hT2vAT+4QQQmTD0KEwfz6kp6MoCvP7zWeW4yz++f2fvIth\n9Wp90m4gy/Yvo6t7V0yU/JuuFQb599WvUweqVYOFWSfCionCWP+xTDsxDZ2aj3bxEQVfcLC+Hm7N\nGrCw4Oaxm2wvsp2h3QxXlyaEEOI5+PlBuXL6baYB/9L+dC/VnZE/j0SXlgc5wfXrEB4Or7xikOZT\nbqWw1W4rb3d82yDti+zLv8ky6EeXp0yBlKwXHH+t72vYJNuw4rcVeRiYeKlFRsJbb8HKlfo1PYFF\nKxdR36I+ns6eRg5OCCHEA/9O9Ltvav+pHPA8wIZvNhi+77Vr9Tv2ZTG3Kqc2/ryRImZFqFqmqkHa\nF9mXv5PlmjWhdm2YNy/LU0zNTRldYTRTDkwhP0xWFAXc/Y1HGDlSv+43oE3RsiJxBUNaGX65OCGE\nEM/htdfgzBk4fRoARytHpjWbxvCrwxncZDC1SrVkeKvhhGwJyZXuQraEMLzVcH27434ipEzlXGk3\nMz+d+oke5XoYrH2Rffk7WQYICoKvvoLk5CxP6TWgF+lp6fy27be8i0u8nO5vPMKoUQ8O7Vyxk3tO\n93i1/qtGDEwIIcRTLCzgnXdgzpwHh6Kio0hPT+dK6k0irvpSJNiLpaOWMvmnyTnqqtXrdZjx5hTc\ngr307d7rxoyZwbR6vU5On8VT7vxzhz9d/6Rf53653rZ4fvlvneUn+ftDgwYwd65+tC8TZlZmfOD5\nAZNCJ/Fam9dQlGyvBiLEQ/c3HuHQIf06nvfNPzif3rV6y8Q+IYTIjwYNgqpV9WWb9vb8/vVuEr3h\n96a/o566xDztBO6V3Um1CTcYXHwwPJoi3L/+IG9QyPwncH17ClcaXeNoSHmSNXOYZzWEew1PU3KH\nY64/pZ9X/UxVpSqerlL6lx/keJ1lRVFaAzMBU2ChqqpPbdKuKEoAMAMwB26rqhrwxP3qf8YRHg4t\nW8L582Bnl+kpaYlplBtXjgWdFtC6aesXfDai0Dp+HFq0gNBQqPzwa7Xo49F4r/Lm9OjTeLrIm5YQ\nQuRLXbro38MHD+a9pu9hc7AI3/T5gQxHLZgk4JBqg1bJwM7CDp2iQ0VFVVR0PLyuor+NAjp0D8+7\nf3+GmoGqqPoEWmuBSbI5DY7Vw+KShtUr1uNS2wUT85x/Ya+qKk0HNqXHKz0Y3HVwzl8b8ZTnXWc5\nRyPLiqKYArOAFsA14JCiKBtVVY145BwnYDbwiqqqUYqiuD13R35+0LSpvoj/o48yPcXCzoLhrsOZ\nuHWiJMvi+cTF6d9ov//+sUQZYMFPC6hvXV8SZSGEyM+GDIERI+Ddd8EKrDU2mK5uTcb7y7FY3In+\n9yoS3/gGE5ZPwEQxwUQxQUHR/1SUp449evzfY52KNaF2XBe+djhJ6vvLMQtpiLZoOkdfCcdrqxd+\n8/xoYNqAFt4tqN+sPg61HDAxe/7k+cqBKxwtepRNr24ywAslXkSORpYVRakPjFdVtfX922MBVFWd\n+sg5Q4Biqqp+/h/t/PfIMuiL95s1048u29tnekrynWTKTC7D2m5raVyn8XM/H1EI6XTQsSOUKaNP\nlh+hTdFSeWRlvnrzKzo27GikAIUQQjyTqkLFijB/PiEJGYx8ZxLmNTR8sG8YMxrMIv2oFd8s/JTA\ndi+4C97Fi7xToyFHUothHmjzsN2QZGqWM2fqwa3sCN/BH4f+YNetXdzJuIP/FX8amTeiecXm1GhW\nA/sa9tlKnieMncAhy0NsnrD5xWIVz/S8I8s5TZa7oh8xHnD/di+grqqqwx8559/yi8qAPfCdqqrL\nn2jn2ckyQM+eUKUKfPJJlqeM/3w8e9P2smPqjhd4RqLQmTQJtm6FP//UTxR5xB8L/6D/xf5Efhkp\n9cpCCJHfff897N1L/LJ59Fnch+JbimOZZEmqbSo32t1gWf9lOFk5PV+bN27Al1/CqlWMdbUlwvs6\nxUO8sNTYkWqVyI3Ay1RMrcfUHX899rCoe1FsP7Gd7Ue2syt2F9pULTUu16ChVUNaVG5BleZVsPO3\nQzHV52tbzm1BG6EleFYwi0v9SNPbDXm3/7uYVjSlnU+73HqFxH15WoYBZCfTNgdqAM0BG2C/oigH\nVFV9bIudoKCgB9cDAgIIuL9s12M+/xwaN9bv2uOYeUH9h0M+ZNa3szgSfoSafjWz+TREofTvxiOH\nDj2VKAPMD5tPn5qyY58QQhQIffrA+PHsPb5JnxgPeZgYx2vi2Ru5N/uJZ1wcfP21fofAPn3gzBki\nP+9BxX9KYVX339TJCafUYkR6Wz31cE8HT/o36k//Rv1RVZXzd87rk+dj25kRPwPbn22pMaUGjWwb\n0cKvBYlmiUw4OIEm4a1Jrp5GlVV1GGs7lqndp4JPLrw2hVxoaCihoaEv/PicjizXA4IeKcP4GNA9\nOslPUZSPAGtVVYPu314I/K6q6tpHzsneyDJA795Qvrw+cc7C6LGjOWN6hk2TpN5HPBTUty9cvqy/\nodHA0aNQqRL4+xO0dOlj5948dhOfNT6cHiUT+4QQosAYNEi/mdR/5Aj/KSkJvvsOZsyATp307ZQs\nmash6lQdJ2+d1CfPJ7az/95+dDEqJpEOaMpoyIhqi21aOC4h9pQv60zIKcllcltejywfBrwVRfEC\nrgPdgSdX0N4AzLo/GdASqAt8+8I9jhsH9evDe++BU+Zfp1R/tTpzNs2hV5tenDkVTX1fX1oObSlf\nZxR2ly8TtGvX48eOHycok7+jBStlYp8QQhQ4Q4dCmzbw8cdgbp79x6Wl6UeRJ02CJk3gr7+gQgWD\nhGiimFDVvSpVW1ZlVMtRZOgy6NmxJ7H3EtiTEA7+P2E1sx9vayoT63bFIDGI55OjNU5UVc0AhgF/\nAKeB1aqqRiiKMkhRlEH3zzkD/A6cAMKABaqqnn7hTr299dtLzpiR5Sl2sXZY37Mm3OoMEVd9sdvj\nztjVY9FGaF+4W1F4aFO0/JT4E0Nayo59QghRoFStCmXLwsaN2Ttfq9WvsV+hAmzZor+sXm2wRDkz\nZiZmFEsrRu1DDVFjXCgxswd3GxxCY5WCYi37RuQHOd6URFXVbcC2J47Ne+L2dGB6Tvt6YNz/27vz\n8Kiqg4/jv5MJht2wKNYABqogoBYFeYWg5FU2oYK4VJCKggrKUrBii/K+Nlap0LigUn0VKOLCoqKA\nBhcWEY3IooKtRFCboCibStgDWc77x52QEGZCJpNZ7uT7eZ55ZubeO+ce7s0Nv5w595z/dabBHjtW\nao4lMqEAACAASURBVNjwhNVT731OCdvP1hej1kvrn9BTF4xUwzcaaurG6erXv1+VVQOxadnLy7T/\n1P26KuWqSFcFABCokSOd+1Guvdb/NtZKixZJ//M/zj1Qs2c7LcoR0n1kd91Wd7TGLxmunnkpem9F\npmb2eU4zhkyLWJ1QIvqnu/alZUtnPvjHfPfmOO+0lro99zol/Ku1dFtX1fy4g27NG6DzGrcIc0UR\nVfbsqdBmz615Trck36I4487LAwCqtWuvdYabzcryvX7FCqc751/+Ik2Z4nS5iGBQliRPG49mDJmm\nQ912a2G3hTrUbbdmDJkmTxtuMI8G0T/dtT8TJ0odOkjjxkmNy8xzUlPKq5mngrhCmcOnKPfSNcpb\n2pKvM6qzr792fnmexI6NO7S08VI9+bsnT7otACD6pA0fLiUkODP6nXNOyYq6dZV25IiUnS09+KB0\nww1SXHQ0ivRt1VdqJb79jlLuDcvJydL110uPPCJNnnzcquKvM+5ZMlxr4lfI5CbwdUZ1lpvr9HPv\n2FFpCQknrk9OPvZy+svT1aVWFyU1SApf/QAAVScnR2nffee8/vHHY4vTTjnFGYt52LDAbv5Dtefe\nsCw5k5O0by/98Y/S6acfW1z8dcbyg8vVcEdDvdPpHb3Q9QW+zqiOCgqkgQOlnj2V9mT5rcWFhwv1\n0sGXlN4vPUyVAwCETadOztByQIDcHZabN3dm9UtPdx5epb/OsEVWF425SHsK9+jWVrdGsLKIiHvu\ncaa09tO/vbRlc5bpQP0D+m3Kb8NQMQBAWHloMEPlREdnnWDce680c6a0Y4fP1SbOaMzZY/T4uscV\nzAQscKEZM5yprOfPl+JP/nfhs2ue1S1ncWMfAAAo4f5UkJQk3XSTc0erHzfdfpP2Ht2rZauXhbFi\niKgPPnBuAn3zTalBg5NuvmPjDi1rvEyjbhgVhsoBAAC3cHc3jGITJkjt2jlfuZ955gmra9StoRF1\nRmhKxhT16NIjAhVEWGVnO3c5v/SS1KpVhT4yfc50dUnoojMbnPjzAwBwkeRkpflZDlSGiYauCcYY\nG3Q97r5bys937nT1Yc93e9TyHy310YiP1K5lu+D2hei1b5/UpYt0xx3S6NEV+khhXqHa3t1Wj9z4\nCBORAAAQ44wxstZWeDxh93fDKPanPzktidu2+VzdoHkDDcobpMlzJvtcjxhQWCgNHix17SqNqnh3\niqUvLdXB+gfVt0vfEFYOAAC4UeyE5SZNpNtuk/72N7+b3D3wbi06uEi79u4KY8UQNvfeKx04ID31\nlGQqPgHNc2uf48Y+AADgU+x0w5Ck3bulc8+VPvtMOussn5sMuGOAWrVrpSlj/N8QCBeaPduZkWnN\nGqlRowp/bPsX29V6Xmt9dc9X9FcGAKAaqL7dMCTptNOcAcfLaV0ef8V4zfhxhg7nHw5jxRBSH3/s\n3Nz55psBBWXJubEvJT6FoAwAAHyKrbAsOTf6vfaaMyKCD12u7aLWv7TW9AXTw1wxhMTWrdJ11zkt\ny23aBPTRgsMFeunASxrVk+HiAACAb7EXlhs1kkaOlB56yOdqE2c0tu1YPbHhCRXZojBXDlXqwAGp\nf39p/HjpyisD/viyOct0uO5h9UnpE4LKAQCAWBBbfZa90gYNclqXL7pIqlWrZEVystKef14FBwrU\nZkIbTbl+iq7pdk2V7RdhVFTktCg3aODM1BfADX3Frhlxjdq2b6uH7vT9hxUAAIg9gfZZjo1JScra\nvl1pBQXS2rXHLU7zPsfXjdcdDe5Q+nvphGW3uv9+54bOuXMrFZS3f7FdSxst1bSB00JQOQAAECti\nrxtGBQ0fPlzfHvlW67asi3RVEKg5c6SXX5Zef11KSKhUEdPnTNel8ZdyYx8AAChXtQ3L9ZrV001H\nb9LD8x+OdFUQiLVrpXHjpMWLndFPApCxJUOLFy3WqO6j9HDu3xW/IV6LFy1WxpaMEFUWAAC4XbUN\ny5I09vdjtezQMn3303eRrgoqYts26ZprnD7K558f8McLswo1Yf4EHfi2UEcSPGq7tKMmzJ+gwqzC\nEFQWAADEgmodlpt3aq7f/vxb/f3lv0e6KjiZQ4ekq6+WxoyR+vWrVBFT731OB95oqDl9X5HdNELT\nLl+gA2801NT7GEYQAAD4Fps3+CUnH7uZT5J0+LAzq1+dOidsOr73eF2+/nL9Le9vql+zfrhqiEBY\nKw0dKrVtK/3pT5Uupm1isnTxt9pWo0Dqmq6aU4fq1rx2+rnx1qqrKwAAiCkxGZbTnn/+xIWLFkl/\n+IMzgkKpvq4XXn2hOmZ01NMLntaEwRPCV0lU3IMPSt99J73/fqVGvpCkwz8c1opGK7S7+S+Ky07S\nGR9cqJ1d1ilvRUuZWpUrEwAAxL6YDMs+9e8vrV4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KipSYWLIsN1fKzJT69o1cvSIt3EPH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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "#plt.plot(np.array(M2_amp_topog)*0.97, '-b*', label = 'topog')\n", "plt.plot(M2_amp_obs, 'r-s', label = 'observation')\n", "#plt.plot((np.array(M2_amp_topog)-np.array(M2_amp_smoothkappa10))*100.)\n", "#plt.plot(np.array(M2_amp_rnshlat2)*1.08, '-k^')\n", "#plt.plot(np.array(M2_amp_bot1em2B)*1.07, '-c^')\n", "plt.plot(M2_amp_oldtopog, '-mo', label='oldtopog')\n", "plt.plot(M2_amp_c2dB, 'b*', label='c2dB')\n", "#plt.plot(np.array(M2_amp_topogbottfric)*1.03, '-yo')\n", "#plt.plot(np.array(M2_amp_smoothincrnshlat)*1.03,'gs-')\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*-')\n", "plt.plot(np.array(M2_amp_kappa10), '-gx', label = 'kappa10')\n", "#plt.plot(20*(np.array(M2_amp_smoothincrnshlat)*1.03-np.array(M2_amp_obs))**2)\n", "#plt.plot(20*(np.array(M2_amp_topogbottfric)*1.03-np.array(M2_amp_obs))**2)\n", "plt.plot(100*(np.array(M2_amp_oldtopog)-np.array(M2_amp_c2dB)), 'x')" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TEhFCWFQIETGhRJhCidShRKlQolUY0cZwou3CiLYPJ9ohnCiHCKIcIsGsyROdB4dYB265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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "#plt.plot(np.array(M2_pha_topog)+2.9, '-b*', label = 'topog')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "#plt.plot((np.array(M2_pha_topog)-np.array(M2_pha_smoothkappa10))*100.)\n", "plt.plot(pha_uw, 'r-s', label = 'observation')\n", "#plt.plot(np.array(M2_pha_rnshlat2)-0.8, '-k^')\n", "#plt.plot(np.array(M2_pha_bot1em2B)-0.5, '-c^')\n", "plt.plot(M2_pha_c2dB, 'b*-', label='c2dB')\n", "plt.plot(M2_pha_oldtopog, '-mo', label = 'oldtopog')\n", "#plt.plot(np.array(M2_pha_topogbottfric)+2, '-yo')\n", "#plt.plot(np.array(M2_pha_smoothincrnshlat)+2.2, 'g*-')\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*-')\n", "plt.plot(np.array(M2_pha_kappa10), '-gx', label='kappa10')" ] }, { "cell_type": "code", "execution_count": 221, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 221, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XntvTfPTRR8nLy+Ojjz4CrIJ9+oFOG4xSsHvEfNbM2Wgt4e5uZDc1EVpdbQ2H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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diffy_obs = pha_uw[1:]-pha_uw[0:-1]\n", "diffy_orig = M2_pha_oldtopog[1:]-M2_pha_oldtopog[0:-1]\n", "diffy_new = M2_pha_smoothincrnshlat[1:]-M2_pha_smoothincrnshlat[:-1]\n", "diffy_smooth = M2_pha_topog[1:]-M2_pha_topog[0:-1]\n", "diffy_slow = M2_pha_rnshlat2[1:]-M2_pha_rnshlat2[0:-1]\n", "diffy_bott = M2_pha_bot1em2B[1:]-M2_pha_bot1em2B[0:-1]\n", "plt.plot(diffy_obs,'r',label='obs')\n", "plt.plot(diffy_orig,'m',label='orig')\n", "plt.plot(diffy_new,'g*', label='new')\n", "plt.plot(diffy_smooth,'bs',label='smooth')\n", "plt.plot(diffy_slow,'k', label='slow')\n", "plt.plot(diffy_bott,'c', label='bott')\n", "plt.xlim((0,15))\n", "plt.ylim((0,50))\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 225, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 225, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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he3q6tUMSQogqXUxPQ2Xmku5qxKtMXis0GKwTlBBCiHpndHW1uPxGckF8fNGcBPbM7oub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rWAYPhkGDDk1j3ZrC5XAmvRFJJCpuJC7pGykRb6i4iUx5Kv7ccgts3Ah//3tsr/Bb68bB1BUx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\nQvj/DWu51bBLOIgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "je=15\n", "plt.figure(figsize=(14,7))\n", "plt.subplot(1,2,1)\n", "plt.plot(pha_uw[:je], M2_amp_obs[:je],'ro-')\n", "plt.plot(M2_pha_oldtopog[:je],M2_amp_oldtopog[:je],'ms-')\n", "plt.plot(M2_pha_topog[:je]+2.9,np.array(M2_amp_topog[:je])*0.97,'b^-')\n", "plt.plot(M2_pha_rnshlat2[:je]-0.9,np.array(M2_amp_rnshlat2[:je])*1.07,'k>-')\n", "plt.plot(M2_pha_bot1em2B[:je]-0.6,np.array(M2_amp_bot1em2B[:je])*1.07,'c<-')\n", "plt.plot(M2_pha_smoothincrnshlat[:je]+2.2,np.array(M2_amp_smoothincrnshlat[:je])*1.03,'g*-')\n", "plt.arrow(365-20, 0.55+0.2, 20, -0.2)\n", "plt.text(365-100, 0.55+0.2, \"too much amplitude drop in Boundary Pass\")\n", "plt.subplot(1,2,2)\n", "plt.plot(pha_uw[:je], M2_amp_obs[:je],'ro-')\n", "plt.plot(M2_pha_smoothincrnshlat[:je]+8,np.array(M2_amp_smoothincrnshlat[:je])*0.9,'g*-')\n", "plt.plot(M2_pha_rnshlat2[:je]+6,np.array(M2_amp_rnshlat2[:je])*0.86,'k>-')\n", "plt.plot(M2_pha_bot1em2B[:je]+5,np.array(M2_amp_bot1em2B[:je])*0.84,'c<-')\n", "plt.plot(M2_pha_topog[:je]+12,np.array(M2_amp_topog[:je])*0.92,'b^-')\n", "plt.plot(M2_pha_oldtopog[:je]+9,np.array(M2_amp_oldtopog[:je])*0.87,'ms-')\n", "plt.arrow(265+20, 0.55+0.2, -20, -0.2)\n", "plt.text(265+20, 0.55+0.2, \"too little phase shift in JdF\")" ] }, { "cell_type": "code", "execution_count": 270, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Bd5di36ueKvtciu9Zd9VaT3lnoB08iX0XH6i3Ta0J5RCajsYeo2tsLZdcl7t/eorx2+eQ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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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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### First Plot: M2 D error. Second Plot: K1 D error. 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", "execution_count": 262, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 262, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YY6onn5xpKQwjt/G/+XTrmfbAROAzoJUv6wbMxa3w7ggsYdfMwSxcZH1waY5K\no/S72+crLh6sztSpvDVsWKbt2qkeeKBqkyaR2+y1V5n26qXasmXk+pYty/Too1V//nPVZs0itykp\nKavy/q9fr9qkSfz/N8PIJgYPVr355tT0Fe03C2UqEtoPtolPh9W6BN6Z4txz4YMP4JNPMi2JYRhx\nchfwp7CyM4EnVHWbuoDUS4CeIrIf0FxVZ/l244CzYr1QtPA43bvn8eab8OqrcMghkdt06JDHsGHQ\nvn3k+gMOyOPvf4f77oMuXRJbvb1qlfmDGblPKkfCov1mCwvz2L7dzYAVFiY+qWhGWIpo1Aiuugr+\n+c9MS2IYRqyIyJnAMlX9MKxqfyqH3FmGC1AdXr7cl8dEtEU/LVpUcMABcNBB0LJl5Db77ltBURHs\nu2/0+mOPhaOOgjZtql9cFInVq2HvvatsYhhZTyqNsGi/2T32qKBePahXDxo3jtwmFswISyF9+sC4\ncS5QnGEY2YGITBGReRG2M4CBwNBg85qUpX//YvLzB1cqc6uqT465TSr6iIatjDRqA6k0whL9vcWK\nOeankI4d4eij4amn4MorMy2NYRgAqhrR8hCRQ4EDgQ9c6ELaAe+JSE92D0bdDjcCttzvB8uXR7t2\neLDp3r2LgKoX/VS3MCiWhUOh/b/9bQizZ+dRVBR5cVE4ZoQZtYFUGmG9exeydSucc84Qjj8+jyZN\nKv+Wpk2bxuzZ0+jRYwVQyNKl8fVvISpSzCuvwNChMHt2piUxjNwjkyEqROQz4EhV/U5EugGPAz1w\n042vAp1UVUXkHaA/zkG/HBilEWIcZoP+2r4dmjeH776DPfaovv0//gFffAF3VxlC2zCym88/h169\n3Hc5FXz8Mfzyl7BoUfVt49VhNh2ZYkpKnAVuRphh5Bw7LSZVnQ88DcwHJgB9AxZVX+ABYDGwJJIB\nli3Ur+/8zBYvjq29jYQZtYFUB2tduNAFWK4JzAhLMXl58LvfwZgxmZbEMIx4UNWD1McI88e3qmon\nVS1Q1UmB8vdU9TBf1z8z0sZO167uIRILZoQZtYGmTd2qxVT5Z2etESYipSKyUEQWi8iNUdoUicgc\nEflIRKbFc26uctVV8MILbgrAMLKZ8vIZlJSUUVQ0jJKSMsrLZ2RaJCPFFBTAggWxtbUQFUZtQMR9\nj9esSU1/ixbVnBGWsGO+T8p9D3ASzjF1toi8rKoLAm32Au4FSlR1mYi0ifXcXGbvvaF3b3j4Ybju\nukxLYxgX0TdOAAAgAElEQVSRSTSqupFbFBRAeXlsbS1EhVFbCE1JpiL91sKFcM01yfcTiWRGwnrg\n/CE+V9VtwJO4AIdBLgKeU9VlAKq6Oo5zc5q+fV3MsB07Mi2JYURm1KjJlQwwgKVLRzB69JQMSWTU\nBKFk4bFg05FGbSFVfmGq7vdz8MHJ9xWJZIywtsBXgeNQMMMgnYFWIjJVRN4VkUvjODenOeYYaNIE\nXnst05IYRmSiRYKuLqq6kVsUFLhMHrG8EJoRZtQWUmWErVzpVha3apV8X5FIJk5YLGuvGwDdgROB\nJsBMEXk7xnOB3ePsFBUVxSVkphCB446bwcUXT6Zbt+iZ1w0jU0SLBF1dVPVUMm3aNKZNm5a269VF\nmjVzD5Avv3SxDKOxY4fzY62ph41hpJNUGWE16ZQPyRlh4cEM21M5nQe40a7VqroJ2CQiM4DDfbvq\nzgUqG2G5RHn5DCZMmMSqVSOYPt2Vmb+NkU3071/M0qWDK01JukjQpWmTIfzFavjw4Wm7dl0iNCVZ\nlRH2ww8upliDBmkTyzBqjFwxwpKZjnwX6CwiHUWkIXAB8HJYm5eA40UkT0SaAD1xcXdiOTenGTVq\nMp99Zv42RvbSu3cht91WQl7eEI45Zhj16w9h8ODqo6rXJkRkmIgs8yu454jIKYG6gX719kIRKQ6U\nH+nTHi0WkZGZkTw+YvELs6lIozaRK0ZYwiNhqrpdRK4FJgF5wIOqukBE+vj6+1V1oYhMBD4EdgBj\nfRBEIp2b5GfJKszfxsgFGjcu5IQTCpk61S0mWR41AU+tRYG7VPWuYKGPmH8B0A0fMV9EOvuArWOA\nX6vqLBF5RURKszlgK7hYYR98UHWbVatsZaRRe0ilEXbKKdW3S5Skckeq6gRcNOlg2f1hx3cCd8Zy\nbm0iG/xtDKM6JkzYpWCuugouuAAGDYJ6dSuMc6QUI2cCT/jV25+LyBKgp4h8ATRX1Vm+3TjgLCCr\njbCCApfTtipsJMyoTeTKSFjdUrVpJFJW9aZNB3HttRFzCRtG2lF1uU5DRtiRR7pI0zPqXrzWfiLy\ngYg86GMbAuxPZT/V0Aru8PLl5MDKbpuONOoaqTDCNmxwfRxwQGpkikRSI2FGdEJ+NaNHD2Hz5jwa\nNqzg889L+eijQk47LcPCGQYubMHWrXDooe5YxI2G/fvfkCOLkGNCRKYA+0aoGoybWrzZH98C/B34\ndZpESxv77QebN1e9+tGMMKM2kQoj7JNPoHNnl46wpjAjrAbp3buwkpPzsmXQowd07w7FxVWcaBhp\nYMIEOPVUZ3yFuPhiGDYM1q6FFi0yJlpKUdWYhp9F5AHgv/4wfPV3O9wI2HK/HyyP6kmXLSF2RHaN\nhh17bOQ2Fi3fqE20bu2+06qVdVw8xDIVmWyYHTPC0ki7dvDEE87vZuZMOPDATEtk1GUmTHDJ5oPs\nvTecdJLzH/rtbzMjVzoRkf1UdaU/PBuY5/dfBh4Xkbtw042dgVmqqiKyTkR6ArOAS4FR0frPphA7\nsRhhXbumVybDqCn22MOFW9mwwYVeSYRYjLBkw+yYT1ia6dULbroJfvnL1GV4N+omySTf/vFHeOst\nOPHE3euuvNJNSdYRbhORD0XkA6AX8P8A/Crup3EhdSYAff3KSIC+wAPAYlz6tax2yg9RnV+YTUca\ntY1kpyRr2ikfbCQsIwwYALNnQ58+MG5c4kOlRt0l2eTbU6fCz38Oe+65e11JCVx9NcyfD926pUzk\nrERVL6ui7lbg1gjl7wGH1aRcNUFBATz0UPR6C1Fh1DZCRliis07pMMJsJCwDiMDYsTBvHvzud4mP\nZhh1l2STbwdDU4RTvz5cfnnVD2wj9+jaFRZUEY3RRsKM2kYyI2EVFbB4MXTpklqZwrGRsAzRpAlc\ne+0M+vSZxI4diY1mGHWXZIIBqzoj7OUqclRceSUUFsKtt1oam9pCfj589RVs2QKNGu1eb0aYUdtI\nxgj74gs3Mty0aWplCiepkTARKfUpPRaLyI0R6otEZG0gJUhZoG6giHzs0388LiIR1ELt5plnJlcy\nwMBSGxmxkUww4E8+gW3b4JBDorfp0sUtzX7llUQlNLKNBg1c7sglS3av27bN+QnWlhWxhgHJGWHp\nmIqEJIwwEckD7gFKcak9LhSRSGtrpqvqEX77iz+3I3A10F1VD8OlLvpVorLkKpbayEiUa64ppmHD\nysGA27UbRL9+1UdjCAVorc4XMRQzLB2EFhkYNUs05/w1a1z8sDqWKcGo5eSCEZbMdGQP3MqgzwFE\n5Elcqo9wr4NIqn4dsA1oIiIVQBOqiLVTW7HURkaivPlmIYcfDq1auWDA335bQdOmsSXfnjABrrmm\n+mucdx5cdx18/TXsGynUaYqovMhgRLXtjcSJ5hdmU5FGbaRNG5gzJ7FzFy6En/0stfJEIhkjrC3w\nVeB4GdAzrI0Cx/rl38uBG1R1vqp+JyJ/B74ENgGTVPXVJGTJSfr3L2bp0sGVHKw7dBhEv36lGZTK\nyHYmToQnn4Q5cwpp08YZXVu2QKdO8M470DP8Vxjgxx9djLpnn63+Os2auVAqjz4Kf/xjcjKXl89g\n1KjJbNlSn0aNttO/f/FOgzHSIgOjZigogCkRvB3MCDNqI8mMhC1aBL9Kw/xcMkaYVt+E94H2qrpR\nRE4BXgS6iEg+8AegI7AWeEZELlbV/4R3kC0Rp2uC8NRGX35ZwT77lHLqqeaUb0Tm66/dNOHjj1d+\naDZq5BJvDx9etR/X1Klw1FGRQ1NE4qqr4De/gRtuSDyUSqRwGvPmDeass2DNmh288cb/gGGJdZ4C\nRKQfLvZXBVCuqjf68oHAVb68v6pO9uVHAg8DjYFXVHVAJuROhIICGD1693ILT2HURnJhOhJVTWgD\njgYmBo4HAjdWc85nQGvgAuCBQPmlwL0R2mtdYtMm1a5dVZ98MtOSGNlIRYVqcbFqWVnk+s2bVQ84\nQHXmzOh99O2revvtsV9zxw7VLl1U33orPlmDFBcPVrcms/LWrl2Z/u1vqj/9abAe1QR1UiIb8H/A\nFKCBP97b/+0GzAUa4F4WlwDi62YBPfz+K0BplL4Tv2k1xA8/qDZt6r5LQe67T7VPn8zIZBg1xbx5\nqt26xX/emjWqzZs7/Rcv8eqwZNww3wU6i0hHEWnoDatKi95FZB8R9/4sIj28ElsDLAKOFpE9fP1J\nuMjUdZrGjV1spgED3JupYQS56y6XgmPo0Mj1odGwaJlyVHc55ceKCBxzzAzOOy/xWHY//hh5wD0/\nP48bb4Rbby0mP39wxDZp4Brgr6q6DUBVQ7+8M4EnVHWbOr/XJUBPEdkPaK6qs3y7ccBZaZY5YVq0\ncKOgy8M8cG060qiNJDoStmiRGwVLRyD1hKcjVXW7iFwLTMKtbnxQVReISB9ffz9wLnCNiGwHNuJX\nQKrqXBEZhzPkduCmLf+V1CepJfTsCZdeCtde6/L3xUJV/jZG7WD2bLjjDpg1ywVTjcaVV7rYXjNn\nwjHHVK5btAi2b686NEU45eUzmD59EsuXj9j54I4nlt2GDfDRR1UvQAlOy0+aFLtsKaIzUCgitwKb\ncX6r7wL7A28H2i3D+cFu8/shlvvynCG0QrJ9ID15MlHFDSNbad0avvsOduyIb+Vv2qYiSTJYq6pO\nwOVVC5bdH9i/F7g3yrm3A7cnc/3ays03u1UZzz0H55xTddtk09cY2UvIuP7xx/q8//52BgwopkOH\nqv+nDRvC4MFutGzy5Mp1oSj58bzdjRo1mc8/jxTLbki136+NG+G006BHj2I+/bTyApT8/MoLUHr3\nLqR370JE/hK7cDEiIlOASOs7B+N0YEtVPVpEjsLlizwoVdfORp/WkBF2ciCayerVzlfQMGoTDRq4\nYKtr10LLlrGfF48RNm3aNKZNm5aQfGAR87OSPfZw8ZnOPdcl/K5qmiB6+prqH5JBbDQtu4hkXD/z\nzGCOP7564/qKK+Cvf4U334TjjttVPmEC9O0bnxyJxrLbvBnOPBM6dICHHipkwoRdC1AaN66gX7/Y\nwmmkAlWNGjxNRK4BnvftZovIDhFpgxvhCowV0Q43Arbc7wfLo4bXGRZtbjiDFBTsHqbCpiON2kpo\nSjJeI+zyy2NrG/5yNXz48LjkMyMsSznuOLjgAucf9p/d1ow6li+HBQuSD/hqo2nZRzLGdWg0bNiw\nXeEINmxwU5TPPRefHNFi2S1ZUsG6dZFXWW7Z4kJb7L23e5moV2/XSFcW8iLwC2C6iHQBGqrqahF5\nGXhcRO7CTTd2BmapqorIOhHpiXPQvxQYlSnhE6FrV3jxxcplZoQZtZWQEda5c+zn5Mx0pFGzjBgB\nnTrN4IgjJtOixa4Rqn32KeQf/3AjG82aJR/wNVWjaUbqSDabwuWXO9+w//0Pjj9+V2iK5s3jkyNS\nLLsDDxxEly6l/PSn8OCDsHnzrlHUBg22s3ZtMQccUMi4cZCX/ckf/g38W0TmAVuBywBUdb6IPI1b\nMLQd6OtXPoELZ/EwsAcuRMXEtEudBJGi5luICqO2Eq9z/tatLm9kfn7NyRTEjLAsZtq0GdSrN4m5\nc3c9AGfMGEzz5nDjjYXcey+8+WYxAwZUfkjm5Q2ifftSVKv3/6mogM8+s/RJ2Ub9+skZ1w0aQFmZ\n8w177bVd/mDxEh7LLjiVOGECnH/+DLZvn8S6dbu+f02bDmbwYKhfP/sNeL8q8tIodbcCt0Yofw84\nrIZFqzHatoV165yfTChXpI2EGbWVeI2wpUvhgAMiJ7mvCcwIy2JGjZrMihWVR6g2bx5BYeEQrr/e\nPeAiPSTPP7+UkSMLueoq+Oc/o3+Z3n7brcJctSryA3/btthH08ynLHWoQkVFMc2bD2b9+ujO7NVx\n6aUwaNAMevSYzIcf1ufII7fTrVv8/5doU4mnnAKHHz6ZqVMrf0d//HEEY8YM4cwz7f+fjdSrBwcf\n7EbDevZ0CyhUoUmTTEtmGKknXiMsnVORYEZYVhNtSmrLlsojVJEekhdc4By0i4qgb98ZPPbYLgPp\nssuKee21QiZNgttvhxYtivnDHyqPprVpM4iPPipl0CAYMgRefz26kWU+ZanlwQdh9epCHnoIxo5N\n3Jl98uQZqE5i9mz3f3nrLRgwILX/lx07bBQ1F+nadZcRFhoFS0dMJMNIN2aEGQmTTILvpk3h6afh\n0ktncOWVk6io2GUgvfrqYM48ExYsKPSO1YWI7D7l1L17IX/4Axx0kJsWDY7KhYysU08t5I47csun\nLJtH7ebOhYED4Y03oKCgkHPOSVyuUaMm8+23Nft/sST0uUnQL8ymIo3aTJs2sHhx7O0XLnRRCdKF\nGWFZTCSn6HimpERg1arJlQwwgB07RrBx4xD23HPXgzjalNNTT0H37pOZM2f3h/kllwxBpJD16yN/\njRYsyGPRIjf1AakxfpLtI5tH7datg/POg5EjU/Mmlqxzfywk+x01MkNBwa5V12aEGbWZREbC+vSp\nOXnCSdgIE5FS4G5ctPwHVPW2sPoi4CXgU1/0nKr+xdftBTwAHIJLBH6VqgajUxtU7RQdK6l4EO+5\nZ+Q+OnTIY8oUuOSS7bsFBgUQqaCoCNq1g+7dZzB58qRKgT/DjZ/qDKxYDKjq+rjrrupH7TIxUqbq\nEmWfdBJcdFFq+kzHKFUqvqNG+gnGCjMjzKjNxGOEqTojLDRwkBbiSTSpuxLT5uFyqXXEJbidC3QN\na1MEvBzl/Edwhhc4Q7BFlHbxZ880KhEteXJJSZQs0An0MX78dM3PH1SpLj9/oI4fP123bVOdOFF1\nv/0i93HkkWX61luqY8ZM144dw/sYpM8/P103bFD9/nvVoqL45dhvv0F6+eXT9bzzVPPzVevVGxqx\nj44dh+rbb6u+9FKkzzJIx4+fXumejB8/XYuLB2uvXkO1uHhw3PXh3HOP6hFHuCTuqaKq/0u2QpoT\neNfkls36a/Nm1UaNVLduVb37btV+/TItkWHUDAsWqHbpElvbFStU27RJ7nrx6rBElcsxwMTA8U3A\nTWFtioD/Rji3BfBpjNdJ7m4YKXkQx9LH+PHTtaSkTHv1GqolJWW79d+rV2Tjp2XLodqzp2qTJpEN\nLCjTJk1U99xTtX79yH3AUG3SRLV+/ch9dOhQpo8+qjp/vurJJ0dvc+ih0fsIGq2R78cuQ626+mA/\nxcWDtXv3odqgwWD9179SbxxV93/JNtJthAFPAnP89hkwJ1A3EFgMLASKA+VHAvN83cgq+q7JW5U0\nnTq5B1RZmerw4ZmWxjBqhlWrVFu1iq3t66+rHn98ctdLlxF2LjA2cHwJMDqsTS9gDfAB8ArQzZf/\nDHgHeAiXuHss0CTKdZK7G4aqpuZBnGwf1Y2mRTPSevUaWm0fxcVlun696jHHVN9HdQbl0UdH7iMv\nb6gedJDqUUeptm4dWY6CgjIdO1b10EOTN+TqKpkcCQPuBMr8fjc/wt/Aj/gvAcTXzQJ6+P1XgNIo\n/dXgnUqe005TfeEF1d/9TvXeezMtjWHUDNu3q+blqW7bVn3b++5T/c1vkrtevDospFTiQkTO8Yrn\nan98CdBTVfsF2jQHKlR1o4ic4t8Yu4jIz4GZwLHqcrXdDaxT1T9HuI4ODRwX+c0wjCwlTn0Snvx2\n+PDhqGragyWIiABfAP+nqktFZCCwQ72vq4hMBIb5Nq+raldf/iugSFV/F6FPTUS/pos//hFatYL3\n33cLQs4/P9MSGUbN0KaN84GsLivEgAEuUOv11yd+LRGJS4fVS/A64clt2+OS2+5EVder6ka/PwFo\nICKtfLtlqjrbN30W6B7tQsNUd25Fuw8u2JZDW/n46ZSWlFHUayilJWWUj59eqa5T/iAE3bl1yh9Y\nqU2q+qhOxur6KCkeXKk+tJWWlFVZf/JJZXzxuTLrHeXQQ4ZGbFPUa2jG/09JbXFSVFTEsGHDdm4Z\n5ATgG1Vd6o/3p7JOW4bLIRlevtyX5xyhWGHmmG/UdmJ1zk93jDBIfHXku0BnEekIrAAuAC4MNhCR\nfYBvVVVFpAduKP87X/eViHRR1U+Ak4CPE5TDyCGqSuIc6yq7VPRRnYzV9VFdWIZo9X/4QykdOkCH\nDtC27XY+jvCtt/haqUdEpgD7RqgapKr/9fsXAo+n+tpBw7KoqIiioqJUXyJhCgrg/vtdxHwzwoza\nTKxG2KJF8Rth4aP58ZLQdCSAn2IMhah4UFX/KiJ9AFT1fhH5PXANLvntRuA69WEoRORwXIiKhsBS\n4EpVXRvhGlk9nG/UXcrLZzB69JSAoXbybuE0qqsPD7eRnz+IkSPrdniHeIfyU3TN+rjRre6qusKX\n3QSgqn/zxxOBobjpyKmB6cgLgV65OB25Zg0ceKBLV/T++7D//pmWyDBqhrPOgssvh7PPjt5m40Zo\n3Ro2bIC8JEIpxqvDEjbC0kG2KzHDSIbqDLW6SIaMsFLgRlX9v0BZN9zIWA/cdOOrQCc/sv8O0B/n\noF8OjFLViRH6zXr99ZOfwKpVsGULNGyYaWkMo2b4zW9ciq6rr47eZu5cl2933rzkrhWvDrOI+YaR\nIaqaWjXSygXAE8ECVZ0vIk8D83Gj+X0DFlVf4GFgD+CVSAZYLlBePoNt2yZTr159Tj89u9J3GUYq\niWU6MhP+YGAjYYZhZBGZGAmrKbJZf0WeDh/MyJElZogZtYry8hlcd91kfvyxPoccEvllo7x8Bv37\nT2b79voUFCT3QmIjYYZhGEaVjBpVffouw8h1wl82li+PnOpuwIBJfPqpa/Pll+nNJ5xoiArDMAwj\nR0lHcnfDyDTRXjZ++csptG8PBx0E558f7YVkSlpkNCPMMAyjjpGO5O6GkWmivWx0757HW2/Bq6/C\nIYdk9oXEjDDDMIw6Rv/+xeTnD65U5mLdnZwhiQwj9UR72WjRomLnSFjLlpl9ITGfMMMwjDpGKgIb\nG0a2U11g7Vjb1CS2OtIwjKzBVkcahpFKYonHmMqYjXHrsHiyfQc3oBRYCCzGBToMry8C1gJz/FYW\nVp/ny/9bxTUiJSnPOqZOnZppEWLC5Ew9uSJrrsjpf/MJ66V4N1ww1lleF80GjgrUDfT6bSFQHCg/\nEpjn60ZW0XdN3qqUkSvfjVyRUzV3ZDU5U0+8OiwhnzARyQPu8YZYN+BCEekaoel0VT3Cb38JqxuA\nC4SY86+KyeSNSicmZ+rJFVlzRc4McDswRFWPAP7sj0MR8y/A6bdS4D4RCb3djgF+raqdcTl00zNv\nUUPkyncjV+SE3JHV5Mw8iTrm9wCWqOrnqroNeBI4M0K7iENyItIOOBWXP7JWTD0YhpGTrARa+P29\ngOV+/0zgCVXdpqqfA0uAniKyH9BcVWf5duOAs9Ior2EYtYhEHfPbAl8FjpcBPcPaKHCsiHyAU2w3\nqOp8X/cP4I/Angle3zAMIxXcBPxPRO7EvZQe48v3B94OtFuG03vb/H6I5b7cMAwjfuKZu9Rdvg7n\nAGMDx5cAo8PaNAea+P1TgE/8/mnAvbrLb6xKnzDbbLOtbm2J6KRq9NUUnA9X+HYGLjH32b7decAU\nvz8auDjQxwM4vXdkqI0vP4EoOizT99E222zLzBaPfkp0JGw50D5w3J7Kb4eo6vrA/gQRuU9EWgPH\nAmeIyKlAY2BPERmnqpeFX0RrySopwzAyh6pGDX4lIo+p6kn+8FmcsQW767h2OB233O8Hy5cTAdNf\nhmFUR6I+Ye/iHFI7ikhDnAPry8EGIrJPyJFVRHrgwmGsUdVBqtpeVQ8EfgW8HskAMwzDSANLRKSX\n3/8F8Inffxn4lYg0FJEDgc7ALFX9GlgnIj29frsUeDHtUhuGUStIaCRMVbeLyLXAJFyoiQdVdYGI\n9PH19wPnAteIyHZgI87githdIjIYhmGkgN8C94pII2CTP0ZV54vI07gV3NuBvn75OUBf4GFgD+AV\nVZ2YdqkNw6gVZHWwVsMwDMMwjNpKVuaOFJFSEVkoIotF5MZMy1MVIvK5iHwoInNEZFb1Z6QHEfm3\niHwjIvMCZa1EZIqIfCIik0Vkr0zK6GWKJOcwEVnm7+mcbIjDJCLtRWSqiHwsIh+JSH9fnlX3tAo5\ns/GeNhaRd0RkrojMF5G/+vKsuqfxYvoreUx/pZZc0V/VyJpV9zVV+ivrRsLEBYJdBJyEc3idDVyo\nqgsyKlgUROQz4EhV/S7TsgQRkROADcA4VT3Ml90OrFbV2/3DoaWq3pSFcg4F1qvqXZmULYiI7Avs\nq6pzRaQZ8B4uPtSVZNE9rULO88myewogIk1UdaOI1Af+B9yAW7WYNfc0Hkx/pQbTX6klV/RXNbJm\nnQ5Lhf7KxpGwWAPBZhNZtwpKVd8Avg8rPgN4xO8/QhYEmYwiJ2TZPVXVr1V1rt/fACzAxYfKqnta\nhZyQZfcUQFU3+t2GOP/S78myexonpr9SgOmv1JIr+gtyS4elQn9loxEWKRBsNgdDVOBVEXlXRK7O\ntDDVsI+qfuP3vwH2yaQw1dBPRD4QkQezYYg8iIh0BI4A3iGL72lAzlDQ0ay7pyJST0Tm4u7dVFX9\nmCy+pzFg+qvmyKXvRdb91kLkiv6C7NdhqdBf2WiEZdf8aPUcpy7v3CnA7/3wdNbjV3pl670eAxwI\n/AyXVubvmRVnF354/DlgQDAWHmTXPfVyPouTcwNZek9VdYeq/gwXb6tQRP4vrD5r7mmM5JKsYPqr\nJsjK3xrkjv6C3NBhqdBf2WiEVRsINptQ1ZX+7yrgBdx0RLbyjZ9vR1wOvG8zLE9EVPVb9eCCZyZ0\nT0XkChF5I3C83r9ZJYSINMApsEdV9UUR2QF8l233NCDnY6r6IqTuntYUqroWKMdFpM+J72kUTH/V\nHDnxvYjnt+adzR9Nh1zh+ssXZ+U9zTUdloz+ykYjrNpAsNmCiDQRkeZ+vylQjEuHkil5jheRt0Tk\nBxFZAzyDi2WEiPQGmgGfishK4CXclyZ4fkMRWSUiTUVkmojsEJGfhrV5wZcX+uPL/VTGWhH5SkRu\n887JVckpIvKpiHwcpX6/wOHZpOieqmpzdcmYEZGHReSWWM8VEQEeBOar6t2BqleBy/3+5WQ4cGc0\nOWvqniaDiLQJTSmIyB7AycAc3O89a+5pnJj+qjl2+16E6zwR+Z+I/ByczvPH34vIShEZ60dXIuJf\n2naIyF1h5Wf68of8cRcReUlEvvV69hGcT1CoffhvramIbPEvgWvErZg72NenZeSpCv2Vdb+1XNFh\nKdNfmuI8banYcEPji4AlwMBMy1OFnAcCc/32USZlxSVD/wGn9AV4CliDSzj8FfBPXO671/19XYUL\nshvs4yRgst+fhnOIvDNQ3xr42m+Fvux3wHG4wL/74x5CN1Yjay/ciMG3uIC/K4CtXs6rgHHAh8AH\n/gu8T4L35ArgjSh1DwO3xNHX8cAO/7+e47cdOH+FV3GR1icDe2X4OxlJzlNSdU9TLOthwPte1g+B\nP/ryVtl0TxP4XKa/kpftiTC9cGWE70X7MJ3XGPcgPMz3cSHOsGwM7AW8Aoyp4pqXA4v99fIC5c8D\nC4F/++OjvDx74RZerMcZU9H01xPAzf7cPYDHgJn+eBhuZKqm72ckvVCajb+1XNFhqdJfGf+x2Zay\nL8TPge/jaH828GFY2V3AH/z+VGCIVyyhUCbXAvf5ssIo/f4/4OVqrv1vYBQwlt0Tv08DbgHe9Mrt\nZaAN8B9gLTAL6BBovwPoByzFGZa3B+S9goAR5tvm46KibwW2+Gu8FKg/KND+YQKGGvBH3INhmVe2\nO9sDjYA7gS9wRuoYoHGmvxe22VZbt1TovLD6y4E3cMbaqb6sFc7/6HbgoSjntfK6oGWU+ofwRpg/\n7o0LtQDOCHsKN5q2DmcMHxloexPOmF8HfAycFajrBEzHGaKrgCcDdQW4xPVrcAbkeZn+f9kWecvG\n6UgjMRYBFX6arVREWlbTvhfuBx/kFCpPUa7ApW0p8ceX4t5G4u13JyLSBDci9xTwNC4/X4OwZhcA\nlwWbUVIAACAASURBVOBWleUDM3HD061wo3NDw9qfhZuL744LB3BVFfKpqv4LZ9Tdpm6KMloIgZ1O\nleICA16PGy3s4v8G+RtOKR7u/7YF/lyFHIZhJEcqdF6QUPiDR4FQPuNf4Vw3tlRxXiGwUlUjhaqo\n1LefDr0YN4IS4gzcaFkL3EvnPYG6JcDxqronMBx4TERCq+1uASaq6l44fTPKX6MpzgB7DNjbf4b7\nRKRrFfIZGcKMsFqCupUux+OMhrHAt95v4SfhbUXkZJyS+XOgLB+or6qLw5qPAy4TkQLcsOrbREFE\nrsIZQndWIeovgXWq+iZuahTcm+HOj4J74/xMVdcBE4BPVPV1Va3A+bkdEdbnbar6g6p+BdyNm4aI\nhXhizpyPm46Yry42zE5D0PswXA1c5+XYAPyV6PlSDcNIkmR1XhW8ABSJyJ64F89HojUUkXY4o+m6\nKvoT4AYR+R433dkEN0of4g1VnaiqijOcDg98xmfVJY1HVZ/254cc0rcCHUWkrapuVdW3fPlpwGeq\n+oi61XtzcVOq58Xw2Y00Y0ZYLUJVF6rqlaraHjgU56MVdMJERI7GjQKdo6pLAlWn4obhK3WJ+/H+\nAvg9VYyCichZwK3AKVp19O3LfZ94o+pFdjkxhvgmsL+ZyqtLNuMWGAQJxmX6Eve5U81+Ea4TYm+c\nYn3POwF/jzMe29SAHIZheBLVeSJygneUXy+BlEO+z824GYEhQCtVnUmEFzYR2Rvn83Ovqj5VlZjA\nHaraUlX3U9WzVPWzQH1Q320EGotIPX+Ny8Sl6AnplUPZpVf+5OWaJS69z5W+vAPQM3SOP+8isiwG\nmOGon2kBjJpBVReJyCM4/ycAROQI3ND6Fao6NeyUUwlTXr6fTSIyAeeAnx/pWn6q7l84P4qIKx59\nu3Y4g+4oETnfFzfBKZ1WUYy3WFYPHYCbpgztL4/hnEj9bvTyhAgaXit938FrhlgNbAK6qV/ybxhG\neolH56mLdN+8iu7G4Ubqh0Wq9FOfk4EXVfWvMYgXbdQ9qn4TkQ44vfoLnCO/isicUF/qAoL+1rc9\nDhd0dwbuBXG6qhbHIJeRYWwkrJYgIgeLyHUi0tYft8dNy830x4cCE4FrVfWVsHOb4Fb8hBtmIQYB\nvVT1y/AKEfkF7i3zl6r6bjViXopzEu2CG3I/3O8vw72p7ew2yn40bhCRvfxn7o/zN6uOb4CDwsrm\nAheLSJ43LAsDdU8DV4hIV3+/dk5HquoO3HTI3f7tGBFpKyKmBA2jhkhG51WHqk7H+X2OjnDdPXGr\nuv+nqoNiETXBuqY4I201UM+PdB0akOM8/2ILzjlfgQpgPNBFRC4RkQZ+O8q7lBhZhhlhtYf1QE/g\nHRHZgFNEH+KcycH5LLQG/h1hGP4XwFuqujVSx6q6MuBvEE4Z7o1yQqDf8ihtLwPuUxd0L7R9gwuf\ncVmgnYbth78thh+/hEvyOgengB6Mcm5w/0Ggmx+uf96XDQBOx+X/ugjnG+JOVJ2IGyl8Hbf0+LWw\n/m7EOdG+LSJrcY6xXSLdBMMwUkIyOi8SlfSFqk5V1R8i1J2NW5l5ZaDfdQGDqMp+Y6hTf/35uKjw\nM3Errg/FJYkO8XOcvlmP04H91eUs3YALzfEr3KzASpyPakOMrCO0lD/+E91Iwd24pJUPqOptYfVn\nAjfjlu7uwMXQeN3X7YWLeHsI7gt3VVUO30bNIiL3AvNU9Z+ZliVexEWt76Sqn2ZaFqP2ISKNcWEA\nGuEeYi+p6kARGQb8BhcaAFyMrYmZkdIwjFwlISNMXET0Rbjh2uXAbOBCVV0QaNNUVX/0+4cBL6hq\nJ3/8CG7O+t8iUh9oqi7sv5EBxCXufVl3JR3NGcwIM2oaEWmiqhu9rvofcANwIi7W011Vn20YhhGd\nRKcjewBL/NDnNlzU4EqxlkIGmKcZbl4bEWnB/2fvzMOjKq/H/zkkCigugCKILBqsKEYBFaloiApJ\nWqxgXVHr3loXoLa1FRIgFLFVqxVQWxfs17W21roRJUEhCVoFF3ADUYKogGBFRNAfSML5/fHegUky\nk8w+d5LzeZ77ZO5933vfMzczZ84973nPgZNU9QGvX60ZYOlFVe/LRAPMwzcFZ42WiZeSBJwnLAs3\nXQ3RpTgxDMNoRKxGWHfqL9df7R2rh4iMEpFluOX6Y73DBwP/E5G/i8hb4up57dHwXMOIBFXNMi+Y\nkUxEpI2ILMEt5pgftAJ4jIi8LSKzvBALwzCMqIg1RUVE3gd11c+fFpGTcFmID/PGHIhbsfK6iNyB\nK83QKImeiJiXwzBaGarqKw+Tt/q1v+fFLxeRfFxZqj94XabiAqgvDz7P9JdhtE6i0WGxesLW4Iqn\nBuiB84aFE2gBkC0inb1+q1X1da/53zijLNy5vt8mT56cdhlMTpO1JcjpZ9SFTZQBx6pb2avqhL6f\nXVnMG57j+y1TPhuZImcmyWpyJn6LlliNsDeAQ0Wkt4jsjqv192xwBxHJEZFAvayBnkLaoK4Ew2ci\nEli+PwxXmNQwDMNXiMh+galGEWkPDAcWi0jXoG5nAE2lPjAMwwhJTNORqlorItfiEtZlAbNUdZmI\nXOm134Mr0nyRiGwHtlC/jt4Y4FHPgKsBLsUwDMN/dAMe9MrItAEeVtWXROQhEemPC834GLgynUIa\nhpGZxFy2SFVfwAXcBx+7J+j1LcAtYc59G5ehvUWQn5+fbhEiwuRMPJkia6bI6TdU9V1ChEuo6kUh\numckmfLZyBQ5IXNkNTnTT8zJWlOBiKif5TMMI7GICOqzwPxYMf1lGK2PaHWYlS0yDMMwDMNIA2aE\nGYZhGIZhpAEzwgzDMAzDMNKAGWGGYRiGYRhpwIwwwzAMwzCMNBBzigrDMAyAsrJqZsyoYNu2bNq2\nrWXs2AJGjMhLt1iGYRi+x4wwwzBipqysmnHjyqmpmbbzWE1NMYAZYoZhGM0Q83SkiBSJyAci8pGI\n/D5E+0gReVtEFovImyJySoP2LK/tuVhlMAwj+ZSVVVNYWEJ+fimFhSWUlVXvbJsxo6KeAQZQUzON\nmTPnplpMwzCMjCMmT5iIZAF34uo+rgFeF5FnVXVZULcXVfUZr38u8BTQJ6h9HLAU2CsWGQzDSD6h\nPF0rVhTz2muwfn0elZWhVcjWrVmpEtEwDCNjidUTNghYoaqrVHU78DgwMriDqn4btNsB+DKwIyIH\nAT8G7gdaRHZsw2iJhPJ0rVw5jbvvnkvfvnDccbUhz2vXri4V4hmGYWQ0sRph3YHPgvZXe8fqISKj\nRGQZrsbk2KCmvwDXAztiHN8wjBSwbVtoT1dubha//jWMH19ATk5xvbbddpvAQQcNT4V4hmEYGU2s\ngfkRFURT1aeBp0XkJOBhEekLjAC+UNXFIpLf3DVKS0t3vs7Pz2/RhTwNw2+0bdu0pysQfD9z5kS2\nbs2iXbs6zj23iMmT83jkEbjwwqavX1lZSWVlZSJFNgzDyBhiKuAtIoOBUlUt8vbHAztU9eYmzqkB\njgd+DfwMqAXaAXsDT6rqRSHOsQK4hpFGysqqOe+8crZs2TUlmZMzgenTi5pc/bh0KZx8Mvzf/8GP\nfhT5eFbA2zCMTCZaHRarEZYNLAdOBdYCi4DRwYH5IpIDrFRVFZGBwBOqmtPgOkOB36rqT8KMY0rM\nMNLI+vVwyCHVDB48l7o65+kaM2Z4ROknXn0VTj8dnnsOBg9uum8g11hFxTQzwgzDyFiiNcJimo5U\n1VoRuRYoB7KAWaq6TESu9NrvAc4ELhKR7cAW4Lxwl4tFBsMwks+998IFF+Rx773R5/z64Q/hoYdg\n1CiYNKmaZ54JndC1/grMaU1fNMWISDugCmgL7A48o6rjRaQT8E+gF7AKOEdVv06boIZhpJXAg2S0\nxOQJSxX2JGkY6WP7dujdG+bMgdzc2K/z299Wc8cd5dTVBU9pFjN9eiEjRuRRUFDC3Lk3ei3+m44U\nkT1U9TtvBuBl4LfA6cCXqnqLlyexo6re0OA801+G0Qqo/yCZAk+YYRgtn//8Bw49ND4DDODddyvq\nGWDgErqOHj2RPffMY906f6shVf3Oe7k7zvO/EWeEDfWOPwhUAjc0OtkwjIynqdJsGzbApEmNU/lE\nir+1n2EYaWPmTLjuuvivEy7NxaGHZvHss3DppbXM9XGCfRFpA7wF5AB/VdX3ReQAVV3vdVkPHJA2\nAQ3DSBqhEla/+WYxhx8Oa9fm8eWX4JzksWFGmGEYjVi8GD79FEaObL5vc4RLc7H//nV07w7jxhWw\ncmVxzE+SyUZVdwD9RWQfoFxETm7QriISct7RUuwYRmYTKmH1hg3T2LRpImVleaxdW8nPfz6PTZti\nu74ZYYZhNGLmTLjqKshOgIYYO7aAmpr6RlZOzgTGjCkC6ucaKy+Pf7xkoaqbRKQMOAZYLyJdVXWd\niHQDvgh1TrARZsRGU1NBhpFswnnyO3XKom9f6Ns3nxkzbgzylk2J6vpmhBmGUY8vv4SnnoKPPkrM\n9UIldB0zpn6esREj8hgxIg+RG8NdJi2IyH5Arap+LSLtgeE4LfsscDFws/f36fRJ2XIJNRVUU+Mq\nNJghZqSC5hJWQ3wPkrY60jCMetx8M3zwAfz976kf22/JWkUkFxd438bbHlbVW70UFf8CehImRYXp\nr/gpLCyhoqKxYV5YOJE5c6amQSKjtVFWVs0115TzySeRJaxOSZ4wwzBaJrW1cPfdzhNmgKq+CwwM\ncfwrYFjqJWpdhJsK2ro1K+Fj2bSnEYoRI/KYNw8efXQiffuG9uTHgxlhhmHs5Lnn4KCDYGAjs8Mw\nUk8kU0GJIJJpT78YaX6RozWxaVMeJSV5XHtt4q8d13SkiBQBd+By59zfsHakiIwE/gDs8LbrVXWe\niPQAHgK64DLm36uqM0Jc39z5hpFCTjkFfvELOC9cfYsk47fpyHgQEdNehpFphPjW/uAH8OSTkeVM\njFaHtYlKuPoDZQF3AkXAEcBoETm8QbcXVfVoVR0AXALc6x3fDlynqv2AwcA1Ic41DCOFvPceLF8O\nZ56ZbklaEKq2xbjV1SqnnKyMPq+KosIS8odOprCghH5HVHHbnxM7Vv7QyQjaaOvcaTLXXK384NDi\nkO1FhSU7r1E2u4o+ORPqtffJmUDZ7KqEyVlY0LwctsW5NeDzz11C1n79kqMi4pmOHASsUNVVACLy\nODAS2FnEW1W/DerfAfjSO74OWOe93iIiy4ADg881DCO13HknXHkl7LZbuiUxDJgyBUTgkUfyyMra\nNd22ciUcfzwUFSXmh1EVPv889LRnr151HHYYPPNM6J/KuXOz6NYN9toL1q2rYPPmxpUhZs6cGNWU\nZqg+RUV5LFoEy5enLkbOcFRVwUknQZuYXVZNE48R1h34LGh/NXB8w04iMgr4I9ANKAjR3hsYACyM\nQxbDMGIgoPC3bMlm0aJaHnigALD4EiNxxBLDVFEBs2bBW29BVgP74pBDYNo0uOgieO21+B4aNm+G\nyy6DHTsK6NWruNEKuKlTixgxAsrKalmzpvH5J59cx0MPueucf342b73VuM+CBVlcfTXsuWc1TzxR\nf5VdqLizhrFpr7xSjAgcfHAeENpY3L49uhi55v4nFne2i6oqGDo0iQOoakwbcCZwX9D+hcDMJvqf\nBCxvcKwD8AYwKsw5Onny5J3b/Pnz1TCMxDB7dpXm5Eyo54vPyZmgs2dXpUyG+fPn1/uOO5UUm07y\n2wZoQUFxSu+n34jlM7Z6tWrXrqpNqfsdO1R/9CPVyZNjl23pUtW+fVV/8QvV//f/nKyFhSU6dOhk\nLSwsqSdj6Pcxvl6fgoLikPNbgweX6O23q3bpErp9331L9PjjVQcOVO3QIXSf/PySsHLst9943Wuv\nKp0wQfW775p/3839T/ygF/zEEUeovvlm5P2j1WHxKJjBwJyg/fHA75s5pwbo7L3eDSgHftVE/2jv\nl2EYERLuR6OwsCRtMrU0I6y1/4BF+xnbvl31xBNVb7yx+WuvWaPapYvq668333f27CotKCjWoUMn\na0FBsf7+91W6336qs2ZF/l6aMtIC7U0ZakOHTg55L44+erK++qrqG2+oHnNM6D5Dh05uUo61a1XP\nOku1Tx/VefMav99gWU85JfT/pGvXEh05UrVz59DtJ55Yojt2hL+nLfEz/sUXqvvso1pbG/k50eqw\neKYj3wAO9aYT1wLnAqODO4hIDrBSVVVEBnpW1QYREWAWsFRV74hDBsMwYiSVOZhaMw3jgloT4T5j\nGzfu+owFT3198kktHTsWMH588/fqwAPhjjvctOSbb0L79qH7hZrimzevmD//GS67LPL/SaCqQ1Pt\nEL4yRLh0G1271jF4sHvduXNk2dlDyfHEE/Dss3DOOdVs21ZeLz7tzTeLOfJIWLcujw8/DP0/6dgx\ni0sugZUrs9mwoXH7okVZdOkCJ5wAHTtWM3duOWvXtuxKBtXVMGRI4ynxRBJzqJmq1gLX4rxZS4F/\nquoyEblSRK70up0JvCsii4HpQGDh+xDc9OXJIrLY24pifheGYURNqnIwGa3XsA33GVu8uI7hw2HC\nBGcgVVTcSFVVKatW3cjGjeW88EJ1RNc/7zw48kg4//xqCgtLyM8vpbCwhLKyXeeHKsBcWzuNF16Y\nG/sbC8OIEXnMmTOVyspS5syZWs8gGTu2gJyc4nr9XQ3V4VH1aYrTT4ejjmq8QGDDhmls2DCXJ56A\nYcNC/0969qxj1Cjo1i10+8kn17F4MVx4IcyfX1HPAIPAw0bi72k6SXo8GHEma1XVF4AXGhy7J+j1\nLcAtIc57mTgMQMMw4ufyywuYN6+Y2trQhbWNxNFaDduxYwuori5m69b6n7Fbby3iu+/g2msr+Prr\n+j/mq1ZF7jkUgVGjqrnoonLq6up7Zdasge++y2PRIn94fCOtodpcn+aoqwv9fjt3ziI3F8aNK2Dl\nyuJ6hmnw937s2AJqakK3H3QQnH023HVXNp9+2niMlvawUV0Nf/tbcsewjPmG0QpRhWeeyWP4cNix\nI3aFbzRPdvYEzj+/dRq2Q4bkIQLDhk1k+/bGn7H77sumqqrxedH8mD/4YEU9AwycV2bs2In87Gd5\n9O5dy5Iljc9Lh2Hc3JRmpH2aojkPd3OGXiSGYGvwom/c6NKhHHNMcsfJSCPMltcaRnw8/DC8/Ta8\n/noe7dvbdyNZFBZOpGvXIm66yRm83bqlW6LUUlEBJ5+cR1lZ6M9YIn7Mw8WdHX98FvfdB2VlBYwb\nF97z09JoypMVIJL4tqbaIxkj01mwAAYPTn7exIwzwpqr8RVJDTDDaM18+CH85jcwb174YGYjMcyZ\nMxVwea1OPRXmz4cDDkizUClk9mw47bTw7Yn4MQ9nyLVvH5nnp6WRivcbPMaqVVls3FjH9Okt656m\nIh4M4qwdmWxC1Y4sLCyhouLGRn379p3IeedN5YEHSvj008bthYUTdypEw2itfP+9W9102WVw9dXp\nlqYxLa52ZJD+mjLFrWCbPx/23z+NgqWIujro2tWtXOzZM3y/srJqZs6cG2QwDI/qxzzUg3dOzoQW\nZxT4lQ0bXALdzz+HPfZItzSJ47jj4PbbXbb8aIhWh2WcJyyc63nTpixqa2G33fwRhGkYfqS4GA46\nCK66Kt2StD4mTYLaWjjuuGoOPrgC1ZYdLrFwoUsj0ZQBBvHHQLU2T5ff6NzZxU29+KJbndkS+OYb\n+OADGDQo+WNlnBEWzvV81FF1TJ0KixbVUlPTuH3r1pYTMGgYsVBeDo8/DkuWuFVlRvOISA/gIaAL\noMC9qjpDREqBK4D/eV3Hq+qcpq8Fxx9fzZ13llNZ2fLDJZqbikwk8RpyRnyMGgVPP91yjLBXXoFj\nj4W2bZM/Vsalibj44gKyssLnUQmVZ6VbtwksXTqc559PmZiG4QvKylz+pBNOKOX000u4+upqOndO\nt1QZxXbgOlXth6sSco2IHI4zyG5X1QHe1qQBFmDmzMYpGVpifiWA555LnRFmpJeRI93/uza0jyTj\nSFU8GGSgJ6ysLI/TToOtW6NbXtupUx6jRrk53gsuSOc7MIzUECpWZtasYo46quV5XZKFqq4D1nmv\nt4jIMqC71xy1P7G1VClYtQrWr0/NdI6Rfnr1gh494L//hbwWoFqqq+HGxqHlSSEuI8zLcn8HkAXc\nr6o3N2gfCfwB2OFt16vqvEjODcVzz7k4g3feyWOPPaJfXjtvHhQVuUDCnBxLY2G0bEJlCm/NJXTi\nxSvRNgB4DVf1Y4yIXIQr4fYbVf26uWu0hvxKAGVl8OMfJ7fci+EvAlOSmW6EffstvPMOO0tJJZuY\njTARyQLuBIYBa4DXReRZVV0W1O1FVX3G658LPAX0ifDcenz9tQsmfuSR2Fdg9Ovncn+ccEI1W7eW\ns3Fjy4/LMFovrcXrkgpEpAPwb2Cc5xH7K+4BE2AqcBtwecPzSktLd77Oz89vFfmVwMWDXd7obhgt\nmVGj3HbbbZkdc/rqq9C/f+R2RmVlJZWVlTGPF48nbBCwQlVXAYjI48BIYKchparfBvXvAHwZ6bkN\nuf56+MlPID8/DomB3r3hsMMq6gXGgnkIjJbHjh2tw+uSbERkN+BJ4BFVfRpAVb8Iar8feC7UucFG\nWDAzZ05k5cosvv225eVX2rIFXn4Z/vnPdEtipJLcXPf3nXfg6KPTK0s8VFVF583Lz88nP8gwmTJl\nSlTjxROY3x34LGh/NbtiJXYiIqO8OIoXgLHRnBvgxRfdyq6bm52wjAxV8xAYLZtvv4XPPitgv/1i\nLwZsgIgIMAtYqqp3BB0Pzn1/BvBupNcMFHl+9NFS9ttvaosywABeegmOPx723jvdkhipxNXxdFOS\nmUx1deqC8iE+T1hEWV69J8enReQk4GER6RvNIFu2wM9/Dvfck7gvdbi4jFWr6lixAvr0sdJHRuai\n6qaC8vLyOPtsuPNOy58UB0OAC4F3RGSxd2wCMFpE+uP04MfAldFeODfXVS/Yti01S+FTRSpTUxj+\nYtQoGDcOJk9OtySxsXWrSy58wgmpGzMeI2wN0CNovwfOoxUSVV0gItlAJ69fROeeemope+/tAvLb\nt6/v9ouVUHEZPXtO4LjjijjhBDjooGo+/7ycdessZszIPP78Z6ipcU907dvncdpp/v3MxhtPkWxU\n9WVCzxi8EO+127WDQw+F995LfpHgVLFjhwvK//3v0y2JkQ6GDIE1a9zq2N690y1N9Cxc6GLH99or\ndWPGXLbIM6iWA6cCa4FFwOjg4HoRyQFWqqqKyEDgCVXNieRc73zdffdiHnywgPPOS+wPSbhSGVu3\nwrHHlvD++1b6yMg8ysvh0kudMunRo/n+fqMlly0KxcUXu7IoV1yRIqGSzBtvwIUXumzjRuvk8svh\nqKOcRyzT+MMfYPNmuPXW2K+RsrJFqlorItcC5bg0E7NUdZmIXOm13wOcCVwkItuBLcB5TZ0bapzv\nv7+RkpJi9torsV6ocGks2rWD/fYLfVvefz+L6mrnqszOtilLw1/U1MBFF7n6hJlogLVGBgyAxYub\n75cp2FSkEcjHmYlGWHU1/OpXqR0zrjxhqvoCDdzynvEVeH0LcEuk54Yj1SsXw8WMtW1bx69+BZ9+\nCrm51SxbVs769TZlaaSH4IeA7OxaVqwoYNKkvIzP09OaGDAA/vWvdEuROGbPdikKjNbLsGHOG7ph\nAxlVneP7790MwoknpnbcjClblMqVi6FKH+XkTGD69OG89ZZ7cl2/vqKeAQYtt/yI4T8C2fArKm6k\nqqqUl166ka++KqdXr+p0i2ZEQf/+bkl/XQvIGrJ2LaxcmdqgZsN/tG/vDLHZs9MtSeSUlVVz0kkl\nqJZy7rkllJWlTo9mTNmiVOY2Clf6KHC8Rw/o0iWbZSEmUC3NhZEKQmXD37x5GnfeOdHXgfhGffbZ\nBw44wK2SPPzwdEsTH88/D4WFsNtu6ZbESDejRsGTT7qYR7/TsLxbRUVqZ7UywghLR0bpcDFjAVpL\n+RHDn1g2/JZDIC4s042w2bPh7LPTLYXhB0aMgGuuge++i73CTapId3k3309HFhZO9GVG6XBTlpYI\n00gF9hDQchg4MPOD87duhfnzXW1ew+jUCY47znmV/E66H2h97wnza0qIgFE4Y8ZE5s7N4pRT6rju\nOv8Zi0bLpLXUIGwNDBiQ+cHslZUuLUEmBWIbySWQPX/UqHRL0jSbNqX3gTbmPGGpIJI8O37g2GPh\nzjtTV3XdMABmz67mzDPn0r9/Fh077sp1l8m0tjxhAOvWuQSRX36ZeYWPAyt03303mw4davnLXyxN\nj+H49FPn5V23zqV08iOvvgqFhdXss085q1fXf6CNdQYuZXnCjF3k5sK775oRZqSWXr3y6NEjj4UL\n0y2JEQ9du8Luu7sfrV690i1N5DQMaAYYN87S9BiOd9+t5vvvKzj22GwOOMB/eTQ//BDOOAMefzwP\n1fAL8ZKNGWEJIGCEGUYqKS+HgoJ0S2EkgkBwfiYZYekOaDb8S8BA37x5Gm+/7Y75KY/munUufnHa\nNPjxjwGaXoiXTOIKzBeRIhH5QEQ+EpFG1cJE5AIReVtE3hGRV0TkqKC28SLyvoi8KyKPiUjGlrDN\nzXW5fgwjlVRUuJQARuaTiZnz0x3QbPiX8AZ6+vNobt7sVm9efLErsZRuYjbCRCQLuBMoAo4ARotI\nw0XWK4E8VT0KmArc653bG/g5MFBVc3Gli86LVZZ0E/CEZUD4mtFC+O47F89w8snplsRIBJm4QtJW\n6Brh8KuBvn27S6MycCBMmpRWUXYSjydsELBCVVep6nbgcWBkcAdVfVVVN3m7C4GDvNffANuBPbxi\n3nsAa+KQJa0ccAC0aQOff55uSYzWwoIFznuy997plsRIBJnoCbM0PUY4/GSgl5VVU1hYwtChpfTu\nXcKGDdX89a/+WQQTT0xYd+CzoP3VwPFN9L8ceB5AVb8SkduAT4H/B5Sr6otxyJJWRNzy7HffIxJL\n2AAAIABJREFUhQMPTLc0RmugosLiwVKBiPQAHgK6AArcq6ozRKQT8E+gF7AKOEdVv451nIMPdtMk\n//sf7L9/AgRPASNG5LF0KUydOpGBA1Mf0Gz4F7+k0Am1eKRdu2LKy/0RmwbxGWERT76JyMnAZcAQ\nbz8H+BXQG9gEPCEiF6jqo3HIk1YCU5IWo2OkgvJyeOCBdEvRKtgOXKeqS0SkA/CmiMwFLgXmquot\nXjzsDd4WEyKujuTixZllXG/blsfPf56X8XnOjMQSXPrvu++yePXVOiZNSr2BHio2beVKfy0eiccI\nWwP0CNrvgfOG1cMLxr8PKFLVjd7hY4H/quoGr89/gBOARkZYaWnpztf5+fnk5+fHIXLyyM2Faqud\nbKSANWvc1Pcxx6RbkviprKyksrIy3WKERVXXAeu811tEZBluFuB0YKjX7UGgkjiMMNg1JZlJRtj8\n+fDrX6dbCsOPBJf+O/98V1Uh1fg1Ni2YeIywN4BDvSD7tcC5wOjgDiLSE/gPcKGqrghq+gCYKCLt\nga3AMGBRqEGCjTA/k5vrErYaRrKpqIBhwyDLP3okZho+WE2ZMiV9wjSDp+sG4OJbD1DV9V7TeuCA\neK8/YIArgp0pbN0KCxfCSSelWxLD75x+OjzyCPziF6kd10+xaeGIOTBfVWuBa4FyYCnwT1VdJiJX\nisiVXrdJQEfgryKyWEQWeee+jYuzeAMIJHe4N1ZZ/EC/frB8OdSG/p8bRsKw1BSpx5uKfBIYp6qb\ng9u8tPhxr43OtOD8116DI4+0xSFG8xQVuZmib79N7bhjxxaw//7+XjxiZYsSSJ8+8NxzcHjDRB2G\nkSDq6txq3CVL4KCDmu+fafixbJGI7AbMBl5Q1Tu8Yx8A+aq6TkS6AfNVtW+D83Ty5Mk795sLp6it\nhX32gfXroUOHJLyRBDNpkpP5ppvSLYmRCQwbBtdem/pakrm51WRnz2WffQKLRxJb3q1hSMWUKVOi\n0mFmhCWQM86A0aPhnHPSLYnRUnnjDZdk8P330y1JcvCbESYigov52qCq1wUdv8U7drOI3ADsq6o3\nNDg3av01aBD85S8wZEgChE8yJ54IkyfDcP84FQwfM2OGe3hM5YKiQP3KNWugbYrSwUerw+LKmG/U\nJ5CmwjCShZUqSjlDgAuBk72QisUiUgT8CRguIh8Cp3j7cZMpU5Lffut+UDPBWDT8wU9+ArNnO29+\nqnj0UTjrrNQZYLFgtSMTSG6uCz40jGRRUQHjx6dbitaDqr5M+IfVYYkeb8AAWBRyiZK/ePll52HY\nY490S2JkCgcf7IrVL1wIJ5yQ/PFU4eGH4b77kj9WPJgnLIFYDUkjmXzzDbz1FuT5I72NkQQyxRM2\nfz6cckq6pTAyjdNPh2efTc1Yb70F27alxuCLBzPCEkifPq46++bNzfc1jGiprITBg8370JLJzXWr\nrL//Pt2SNM28eWaEGdEzcmTqjLCHH4YLL/RPeaJwmBGWQLKy3MrIlho0baQXiwdr+eyxBxxyiL91\nyKZNsGwZHN9UkTrDCMExx8DXX8NHHyV3nNpa+Mc/nBHmd8wISzCB8kWGkWisXmTrwO9TktXVziPr\n52Bnw5+0aeMC9JPtDZs718WgHXpocsdJBGaEJRgzwoxksHKlm+Y+6qh0S2IkG78bYTYVacRDKuLC\nHn4Yfvaz5I6RKGI2wkSkSEQ+EJGPvAK2DdsvEJG3ReQdEXnFqyEZaNtXRP4tIstEZKmIDI5VDr9h\naSqMZBDwgvk9vsGInwEDXFCxX5k3D04+Od1SGJnKKae4h4wNG5Jz/c2bXfmvc89NzvUTTUxGmIhk\nAXcCRcARwGgRaZgnfiWQp6pHAVOpX5ZoOvC8qh4OHAUsi0UOPxLwhGVQjlkjA7BSRa2H/v3dKutU\n5lOKlC+/hFWr4Nhj0y2Jkam0bw+nnpq8OqlPPglDh8J++yXn+okmVk/YIGCFqq5S1e3A48DI4A6q\n+qqqbvJ2FwIHAYjIPsBJqvqA1682qF/Gc8ABzlvx+efplsRoKWzf7lICWGby1kHHju4HZMWKdEvS\nmMpKV7A72zJMGnGQzCnJTJqKhNiNsO7AZ0H7q71j4bgcCNi9BwP/E5G/i8hbInKfiLSYRfciFhdm\nJJZFi1yQaZcu6ZbESBV+jQubP9+mIo34GTHCBc9v25bY665e7So5nHZaYq+bTGI1wiKebBORk4HL\ngEDcWDYwELhbVQcC3wI3hDk9IzEjzEgklpqi9TFwoD+NMAvKNxJBly7Qr5/zrCaSRx+FM8+Edu0S\ne91kEqtTeQ3QI2i/B84bVg8vGP8+oEhVN3qHVwOrVfV1b//fNGGElZaW7nydn59Pfn5+jCKnjtxc\nWLAg3VIYmU5ZWTUzZlTw6qvZHHZYLWVlBYwY0bLS5VdWVlKZaE3cAhgwAKZPT7cU9Vm7Fr74Ao4+\nOt2SGC2BwJRkomJdA2WK7r47MddLFaIxRJCLSDawHDgVWAssAkar6rKgPj2BecCFqvpag/OrgStU\n9UMRKQXaq2qoFZYai3zpZuFCuOoqf69wMvxNWVk148aVU1MzbeexnJxipk8vbHGGWDAigqq2iDWg\n8eivhx6q5vLLKzjhhGzatatl7Nj0G+CPPQb//jf85z9pFcNoISxb5jz8n36amFXfS5bAqFEunU+b\nNCbfilaHxeQJU9VaEbkWKAeygFmqukxErvTa7wEmAR2Bv4q7w9tVdZB3iTHAoyKyO1ADXBqLHH6l\nXz/44AOXtdcCWI1YmDGjop4BBlBTM42ZMyem/cfYSC5lZdX84Q/l1NZOo7raHaupKQZI6//epiKN\nRNK3r5s2XLLEeX7jJVCmKJ0GWCzEbCKo6gvACw2O3RP0+grgijDnvg0cF+vYfqdDBzjwQFea4fCG\niTsMIwK2bg391dy6NSvFkhipxq8G+Pz5cN11aRveaGGIwJFHVnP22RUcdFA2bdvG5vEtK6tm+vQK\nKiuzGTQo88I2zE+TJALB+WaEtUwC8VrbtsWuPMKxZQt89FFtyLZ27XyYPMpIKNu2+c8AX7XKfS6P\nOCJtIhgtjLKyahYtKmft2mnU1Lhj0Xp8G4ZtvPIKjBuXfq9xNGSY4y5zsBWSLZfAF7+i4kaqqkqp\nqLiRcePKKSurjvva778Pxx0H/foVcMghxfXacnImMGaMJQtLJSLygIisF5F3g46VishqEVnsbUWJ\nHLNtW/8Z4PPnu6lIq9hgJIoZMypYuzaUx3duVNcI7TWO/BrpxjxhSSI31y2XNVoeiZouauhNO+KI\nAh55JI9bb4VLLsmjrAxmzpzI1q1ZtGtXx5gxRRnzdNeC+DswE3go6JgCt6vq7ckYcOzYAmpqiut9\nxrp3n8CYMQm19aLC8oMZiSacx3fLll0e33AzDp984n5fFyzwn9c4WswISxJ+8oQlc+oslWOkapym\nxvjkE1i+PP4vfqjVj/PnF/OXvzgDDJw73Yyu9KKqC0Skd4impPmEAv/zgAG+cWMdmzYVMXx4ej4L\nqi4of9KktAxvtFDCeXxfe62OU0+FnJxqysvL+fTTXTpy8eJiunSBdevyOPtsyM2tZdGixtfIqLAN\nVfXt5sTLTLZvV23fXnXz5vTKMXt2lebkTFCnSt2WkzNBZ8+uyqgxUjVOqDEOOWSC/uY3VXrqqaqd\nO6v26FFcrz2w9e9fojt2RDZOQUHoaxQWliTsvWQi3nc+7boneAN6A+8G7U8GVgFvA7OAfcOcl5B7\nsmOH6ogRqlOmJORyUTF7dpUOGVKsu+8+WQsKihP+nTZaL6H1+Xh94okqffpp1e7dQ+vIAQNKdOvW\npq+Rzs9ptDospjxhqUJEfCydYRiNiPMb68c8YZ4n7DlVzfX2uwD/85qnAt1U9fIQ52mi9Otnn7ks\n+lVVqQuOb6256ozUUVZWzcyZc4NCLobv/Gzl55dSVVXa6JyhQ0uprCyN6BrpIGodFo3FluqNDPaE\nqapefLHqvfemV4ahQyeHfJoYOnRyxNcI54F68skqrapS7d079Bj9+k3Wb76pf52CgmIdOrTxU3Wo\nMQ44YIL++MdVmpur2qGD6r77hh5nzz0n64QJqjff3LynLNQ4Bx44Qa+9tkqvv161c+fI7tfs2VVa\nWFiiQ4dO1sLCEp09u0rr6lQfe0y1a9cqbd++/hidO0/QgQOrdK+9VAcOVO3d2zxhoSADPGFRtOnk\nyZN3bvPnz4/r3tx1l+oPf6haWxvXZSLGvLVGOsmUz9/8+fPrfc+j1WFpV3BNCpfhRtif/6w6Zkz6\nxv/++/BTZz16lOhXX0V2nXBfhjZtSvS441R79Qrd3rlziXbooHrKKaqXXValPXrUN0wOPniC3nFH\nlf7736o/+EHoa/zgByW6cKF7L+HkOP74Ep0wQXWvvUK39+xZopdcovrTn6p26hS6z4EHluhNN6ke\nfXT8X/zhw8NPV27Y4Pr40Y3uBzLBCMN5vgKvrwMeC3NeQu9NXZ3qiSeqzpiR0MuGJREPcIYRK5mq\nI6PVYTEH5nvLsu/AZcy/X1VvbtB+AfA7XADrZuAqVX0nqD0LeANXR/InscrhZ3JzYfbs9Iy9YQOc\nfTYccEAB2dnFfPzxrimF3r0ncPjhRRxxBNx6K1xwATz/fOhg9K+/hk8+Cf0xOeGELBYsgLKyAsaN\nK24wbTGB6dOLGDrUray6+uoKVq+uv6Lw44+nUVIykWHD8vj229BjdOuWxSCvzkKoVWM5OROYOLGI\nESPglVeyqapqfI3ddsvipJNg773ho4+y+eqrxn0OPTSL8ePhqKNCv5doVqZ9/33o97LPPll06uRe\nNwy+ttWP/kRE/gEMBfYTkc9w8WD5ItIfUOBj4MpUyNKmDdx/PwwZ4uru9eqV3PH8mCrDaD20Fh0Z\nkxHmGVB3AsNwxbxfF5FnNah2JLASyFPVTZ7Bdi8wOKh9HLAU2CsmyTOAwApJ1dTm13nvPRg5Es46\nC266KY85c0J/kBcuhF/+Em65pZpNm+qvQlmypJiePWH58jzatQutjPfc0ynj5r4sP/kJ3HZbNqsb\nlXiHY47J4qmnoLCwljVrGrcHK/zmxgn3o9GnTx2XXeZe33dfbchVq4FxEvHFj/THy1Y/+h9VHR3i\n8AMpF8TjsMPg179239vnn0+uXjn99AJefLGYHTtifyAxjHhoFToyGrdZYAN+CMwJ2r8BuKGJ/h1x\nHq/A/kHAi8DJuIDXcOclwVmYOnbscKvp1q5N7jjBsVb9+xfr3ntX6cMPR3bu9u2qhx0WevrsqKNK\ndNOmxLiFm5vfT8QYkVwjFS7uTHWj+wF8OB0Z65Ys/fX996q9e1fpkUeGjq9MFEVFqr/4RePYR8Mw\nwhOtDot1OrI78FnQ/mrg+Cb6Xw48H7T/F+B6YO8Yx88IRJw37J13oFu35IwRagVT9+7FdOwI0PwT\nRHY2dO2azfLljds6dsxi770T4x0KN5UYeKpOxBiRXCMVLu7W4kY30kNFRTW1teW8996u71KiC3xX\nVMCKFfDMM3nsvrt9bg0jWcSUokJEzgSKVPXn3v6FwPGqOiZE35OBu4AhqrpRRE4DfqSq14hIPvAb\nDRMTlsgl3umgrKyaq66qYLfdsunTJzmJRQsLS6iouDHE8YnMmTM1ZdeIBL8tJTb8hx9TVMRKsvRX\nsr+vdXUwYABMmQJnnBH35QyjVRGtDovVE7YG6BG03wPnDWsozFHAfTiDbaN3+ATgdBH5MdAO2FtE\nHlLVi0INVFpauvN1fn4++fn5MYqcWgIeqs8+c0+rK1fG9rQaLnv7pk3wyCPw8svxZ29vzkuVKFrF\n/L4RFZWVlVRWVqZbjIwi2QW+H3wQ9t0XRo1KyOUMw2iKaOYudVesQzZQg1u6vTuwBDi8QZ+ewApg\ncBPXGUoLjQlLRI6TULFF3btP0GHDqnTffVXPOUf1mGMSk0slVN4rw0g1WExYs4TTLQMGxJ8/afNm\n1QMPVF24MAGCGkYrJFodFpMnTFVrReRaoByXomKWqi4TkSu99nuASbiA/L+KW8KzXVUHhbpcLDL4\nnXBPq198EfnTaqhC0WvWTGPPPSeyfHkeXbqETw8RrRfLvFSGkRmEK/C9enUR118PN90Eu+0W27Vv\nuw2GDmVnWhjDMJJLzHnCVPUF4IUGx+4Jen0FcEUz16gCQmR2ynzCpSlYurSOCy6Am2+Ggw4KP91Y\nWwtr14bPndWli3ttQeCG0boI950fPDiPCy+EU06Bxx+HJUuiK3a/di3MmAFvvpmqd2IYRsxGmNE0\n4eKs/vSnIt5+G44+GoqKqnnttXJWrtzVZ9myYo49Fl59NY/vvrN8U4ZhNCbcd76sDP74RzjyyGra\nty/n888jX0E5aRJccQX07p0UkQ3DCIH/C3j7WL7maGo14CefwPHHl7B+feNVTgcfPJHnn59KTU2o\nArouE70ZXUZLxFZHJoZjjy3hzTcjX0H5zjswfDgsX+6C8g3DiI1UrY40IqApD1WvXtC3bzbr1zdu\n69kzi759oW9fm2o0DCN6OnRofgVlcCjEe+/VctZZBey7r+kWw0glZoSlkUjK29hUo2EY0RJOt7z5\nZh233QZdulQzZUp9L/uLLxZTVpa4hK+GYTRPm3QL0JoZO7aAnJziesfcysbhaZLIMIyWQCjdcsgh\nEyguHs7SpXDZZY1XXtfUTGPmzLmpFNMwWj3mCUsjtrLRMIxk0Jxu+fDDbF5+ufF5iUr4ahhGZJgR\nlmZsutEwjGTQlG7ZY4/IVl4bhpFcbDrSMAyjlWGhEIbhD+JKUSEiRcAduKz596vqzQ3aLwB+Bwiw\nGbhKVd8RkR7AQ0AXXMb8e1V1RojrZ3SKCsMwosNvKSpE5AFgBPCFquZ6xzoB/wR6AauAc1T16xDn\n+lp/NZVCxzCM2IhWh8XsCRORLOBOoAg4AhgtIoc36LYSyFPVo4CpwL3e8e3AdaraDxgMXBPi3Iwh\nUwoQm5yJJ1NkzRQ5fcjfcToumBuAuar6A+Albz/jGDEijzlzplJams+cOVN9b4Bl0mc4U2Q1OdNP\nPNORg4AVqrpKVbcDjwMjgzuo6ququsnbXQgc5B1fp6pLvNdbgGXAgXHIklYy5QNiciaeTJE1U+T0\nG6q6ANjY4PDpwIPe6weBUSkVKsFkymcjU+SEzJHV5Ew/8Rhh3YHPgvZXe8fCcTnwfMODItIbGIAz\n0gzDMPzOAaoaSLO8HjggncIYhpG5xLM6MuJgBxE5GbgMGNLgeAfg38A4zyNmGIaRMaiqioh/A78M\nw/A1MQfmi8hgoFRVi7z98cCOEMH5RwH/AYpUdUXQ8d2A2cALqnpHmDFMuRlGK8NPgfmw01v/XFBg\n/gdAvqquE5FuwHxV7RviPNNfhtEKSVXtyDeAQz0FtRY4Fxgd3EFEeuIMsAsbGGACzAKWhjPAwH/K\n2DAMA3gWuBi42fv7dKhOpr8Mw2iOeFNU/IhdKSpmqeofReRKAFW9R0TuB84APvVO2a6qg0TkRKAa\neIdd05rjVXVOzMIYhmEkGBH5BzAU2A8X/zUJeAb4F9CTJlJUGIZhNEdcRphhGIZhGIYRG77MmC8i\nRSLygYh8JCK/T7c8TSEiq0TkHRFZLCKL0i1PABF5QETWi8i7Qcc6ichcEflQRCpEZN90yujJFErO\nUhFZ7d3TxV5S4LQiIj1EZL6IvC8i74nIWO+4r+5pE3L68Z62E5GFIrJERJaKyB+94766p9Fi+it+\nTH8llkzRX83I6qv7mij95TtPmLgksMuBYcAa4HVgtKouS6tgYRCRj4FjVPWrdMsSjIicBGwBHgoK\nKL4F+FJVb/F+HDqqaloTTYaRczKwWVVvT6dswYhIV6Crqi4Rt6r3TVx+qEvx0T1tQs5z8Nk9BRCR\nPVT1OxHJBl4GfovLw+WbexoNpr8Sg+mvxJIp+qsZWX2nwxKhv/zoCWs2CawP8V0AbqYkmQwjJ/js\nnoZJMNwdn93TJuQEn91TAFX9znu5Oy62dCM+u6dRYvorAZj+SiyZor8gs3RYIvSXH42waJPAphsF\nXhSRN0Tk5+kWphkyKcnkGBF5W0Rm+cFFHozUTzDs23saJOdr3iHf3VMRaSMiS3D3br6qvo+P72kE\nmP5KHpn0ufDddy1Apugv8L8OS4T+8qMR5q/50eYZoqoDgB/hamCelG6BIsGrLOzXe/1X4GCgP/A5\ncFt6xdmF5x5/EpdgeHNwm5/uqTROhOzLe6qqO1S1P66kWZ64xM7B7b65pxGSSbKC6a9k4MvvGmSO\n/oLM0GGJ0F9+NMLWAD2C9nvgniZ9iap+7v39H/AUbjrCr6z35tsRl2TyizTLExJV/UI9gPuJ4Z6K\nSL6IfBa0/56IxFWhWFyC4SeBh4E7RORUfHhPg+R8RFWfhsTc02SirsZsGXAMPrynUWD6K3lkxOci\n0u+aiFwiIgtSJVew/groBXx6TzNNh8Wjv/xohO1MAisiu+OSwD6bZplCIiJ7iMhe3us9gQLg3abP\nSj7iVjx9B7wH9BWRv3vyPQvcJiL/BT4B2oc5f7SIPCoivURkh4i08Y6LiMwUkWUi0s3bnhWRNV6/\nnhHKVykiX3n/31Dt3YJ2zyAB91RVj1TVau/6pSLycDTnizRKMBx4wgkk7oQmEnemihByBo4n/J7G\ni4jsF5hSEJH2wHBgMT67p1Fi+it5hP1cBHSeiGwWkXVBOg8ROUdE/isi34rI/OYG8fTT5UH7+Z6+\nOsfbnyoi74rIdi8Iv+H5wd+1vwH9PLk2isgr4qrNpJRwegEfftcyRYclTH+pqu82nGt8ObACl8Q1\n7TKFkfNgYIm3vecXWYGPgZdwlQy+97bZQCfcSpO13r1dEOb8R4Dzgd7ADpyx3ga4F3gb2N/r1wX4\nJTDY69czAtl6A98BHwBnAf8IkvMzXI3Rh3CJfN/2PsAHxHAP8oHPwrSV4p4Go7neid57XOJ90bYB\nv/fu6YvAh0AFsG+a//cN5VzsfZ/ivqdJkDUXeMuT9R3geu+4r+5pDO/L9Ff8sjXUC5c29bnwdN4p\n3usDcT/Qf/T2T/V0zURc3E5zY88HLvNeF+AFWwe1XwQUed+jd5rRX8uAf3nnZeOqLKz19i8hjA5O\nwv0MpReK/PhdyxQdlij9ldabbVvSPhw7FZK3fyuu9l1wnytCKSScsbXO+yD19r4Mu+NWebyBW27b\n8JxsIjfCJuGeFIpDyPR/wN3A88BmYAHQFZjuKcJlQP+g/quAG4D3ga+AB4C2Xls+QUaY1/dUT/Fs\n85TmZmBxcHtQ/1KCDDXgZzjv4ZfABOorffHkWOG1/zPUfbLNNtuSs8Wj80Jcaz5wOXCap3eKwvR7\nGJjczLUa6pF+nq7shGeEebJ+BawMHgtneC4FvgFqgF8Ete2He7DeCGzAVaAJpJw6EDeV94V3zTHp\n/v/YFn7z43SkkRgEXOI73FPEWxGeNwhYqfXzBj0GHIpTcqGWY0fDRTgj5V9AoYh0adB+Ns5A2w9n\nKL2Gy7XUCRek2TBHzPm4p9Uc4AdASZhxFRcnOQe4CXhcVfdSF5S8s71BfwBE5AiccXgBTsF1xgVi\nBhiLW5acB3TDKca7wt4BwzCSQaw6LxSn4zwvZ2qCyumJSFuc4fVpkH49Hjcr0Bm4BTcNF2A9MEJV\n98YZZH8Rkf5e229wnrf9cDMS41VVvdCR53DeowNxD56/EpGCRLwHI/GYEdYyEeBpEdmIe9KqxBke\nkTACF2AYzDDg36r6TVxCuZqh3YFnVfUj3FPe+UFdFPiPqi5W1W24QOFvVfURdY94/8ItVw7uf6eq\nrvGMw2k0KCIfThSazzcT3H4W7qn6ZVX9HjetsSOo/UqgRFXXqssNNQU4KxBLZxhG0olH54W6Vj5u\nOum/CZDtHE+uT3H664ygtk9UdZan3x4CugUeTFX1eVX92HtdjZvaCiwu+h73wNdbVetU9RXv+HHA\nfqp6o6rWeuffD5yXgPdhJAH7kWiZKDBSVTuqam9VvdYzaiLhR7jpwGBOAyaLyKVxynUxUKG7lkY/\nwa4AxgDBK0m2Ntj/f0CHBv2DczJ9inv6SzQHErTCTV2Cvg1B7b2Bp7zA240447IWn+XcMYwWTEw6\nT0T+5gXNbxaRQFZzxT1ofY8z7EIuIIqCf3pyHaCqw1R1cVDbup1vYFfizw6ebD8SkddEZIOnV36M\n85iBm8JcAVSISI3sKo/VCzgwoIu888bjvGWGD8lOtwBG2miUu8RbVtutgZIA9zT4E2C2iGxV1X9E\nO5i3euQcoI2IfO4dbgvsKyJHqeo70V7To2eD12sjOCdU3pZvgT2D9rsG9VsLHB5oEJE92KUMwRl/\nl6rqq5EIbBhGWmj0vVfVX+IWFzVkC87omQs8ISJnqmptJNcM0R51lndv6vJJ4ELgGVWtE5GnAtdS\nlzfrt8BvRaQfME9EXsfpoo9V9QfRjmmkB/OEtTLEZfhtB+yGM4jaejlZwHnBXgh1nucO/ylwr4j8\nNOh67YB23m47bz8Uo3DeocOBo73tcNzUwUWBy0X7doCrRaS7iHTCxZI9HsF564De3lLoAEuA80Qk\nW0SOBc4MansSOE1EhnhPxX+g/nfnb8BNgRQdIrK/iJwe5XsxDCMJNKPzwp7mGTpFuBCKx4JS9WR7\n18sCdhNXyDncb2msZXZ297YvgR0i8iNc7GvgPZ0mIn08HfYNUOdti4DNIvI7EWkvIlkicqSn0wwf\nYkZY6+MiXIqIu4GTcFN893htI2g8FbnzSU9VX8TlPXpQREZ4h7/DKQHFBZh+28S4D6jqanVJ975Q\nV9rhTuB8cYWPQwXHN3zSbNj+GC5Wogb4CLgxTN9gnvD+bhCRN7zXE3HB/RtxK5oeDXrf7wPXeGOt\nxa1kCp4GnY5b8VkhIt8Ar+KjRIKG0cppSueFQ2FnEs7huEU/D3pGz/3e9c7DPfh9h/NYhbtOOD0U\nVr95IRtjcXGwX+FiXZ8J6tcH56XbjJupuEtVq1R1By58pD9uZeT/cKmF9m7m/RppIrAYnVGiAAAg\nAElEQVSkNXwHkSLgDpzVf7+q3tygfSTOM7DD265X1XneCpWHcHPRCtyrqjO8c0pxy4X/511mfKJW\noBixIa4K/OfAwd4ToO8RkY+By1V1XrplMVoPInIr7ofue5zxf6n3Y20YhhEVTXrCPO/EnTiX7BHA\naBE5vEG3F1X1aG+p/yU4qxtgO3CdqvbDJfO8RkT6em0K3K6qA7zNDLD00xG3wi8jDDDDSCMVQD9V\nPRq3gm58muUxDCNDaW46chCwQlVXeUvvHwdGBndQ1eDppw64OWxUdZ2qLvFeb8El2uwe1DfWuXIj\nCajq/1S1ORe9YbR6VHWuN+0DsJD6OeMMwzAipjkjrDv1Y19WU9+QAkBERonIMlxQ99gQ7b1x+VEW\nBh0eIyJvi8isQP0lw4gGVT3YpiKNNHMZjeMoDcMwIqI5I6y55beuk+rTqno4Lo1BvcLIItIBl+l8\nXNBU119xdcv64+KQbotGaMMwjGQiInO9Is0Nt58E9SkGvlfVx9IoqmEYGUxzecLWAD2C9nsQlLSy\nIaq6wFu+21lVN3jLgJ8EHlHVp4P67UzAKSL348osNEJEIjICDcNoOahq2kMVVHV4U+0icgkuj9Sp\nTfQx/WUYrZBodFhznrA3gENFpLeXH+lc3FL8nYhITiDfkogM9ATY4B2bBSxV1TsanNMtaPcMXMX7\ncG/G99vkyZPTLoPJabK2BDkzAW/F+PW4DO1bm+qb7vvZkj4bmSJnJsnaGuScPbuKgoJihg6dTEFB\nMbNnVyVV1mhp0hOmqrUici1QjktRMUtVl4nIlV77PbiklheJyHZcluFAjaohuNwp74hIIAN7IBXF\nzV4hUgU+xtXeMwzDyARm4hJpzvWeP19V1avTK5JhGA0pK6tm3Lhyamqm7TxWU1MMwIgReeFOSynN\nli1S1RdokEVdg1bRqeotuOrvDc97mTCeNlW9KNRxwzAMv6Oqh6ZbBsMwmmfGjIp6BhhATc00Zs6c\n6BsjzPcZ8wsLSygrq063GE2Sn5+fbhEiwuRMPJkia6bIaaSeTPlsZIqckDmytnQ5t20L7WfaujUr\nDmkSS7MZ89OJC2xVcnKKmT690DeWq2EYyUFEUB8E5icCEVE/61fDaOkUFpZQUXFjiOMTmTNnalLG\njFaH+d4TBgH34dx0i2EYhmEYRoZw7bUFtG1bXO/Y/vtPYMyYJhc/p5RmY8L8gp/ch4ZhGIZh+JuN\nG/Po2RMOOWQiW7dmsX17He+9V8TAgf6ZVcsYI6xdu7p0i2AYhoGITAVOx63u3gBcoqqfNX2WYRip\n5Jtv4IYb4Omn8xg0aJfRVVICV18N//kPiA8CHzIkJmwC06cXWUyYYbRwMiEmTET2UtXN3usxwNGq\nekWIfhYT1oIoK6tmxowKtm3Lpm3bWsaOLbDfJB/zu9/Bl1/CAw/UP75tGwwYAFOmwNlnJ37caHVY\ns54wLzHhHbg8Yfer6s0N2kcCfwB2eNv1qjpPRHoADwFdcE+M96rqDO+cTsA/gV7AKuAcVf061Pjd\nuk00A8wwDN8QMMA8OgBfpksWIzVkQr6plkishu/y5fD3v8N77zVua9sWZs2Cn/4UTjkFOndOguBR\n0KQnTESygOXAMFwJo9eB0aq6LKjPnqr6rfc6F3hKVfuISFegq6ou8epHvonLMP2BiNwCfKmqt4jI\n74GOqnpDiPF1332V5cuhS5fEvWnDMPxJJnjCAERkGvAz4DtgcKiHSPOEtRzSscqutRPK8I0kU4Iq\n/PjHMHw4/PrX4a9/3XXOU/bww+H7xEKiV0cOAlao6ipV3Q48DowM7hAwwDx2PhWq6jpVXeK93gIs\nA7p7/U4HHvRePwiMCifAGWc4q9UwDCNVNFfAW1WLVbUn8H/AX9IqrJF0MiHfVCZSVlZNYWEJ+fml\njXKChk+02nSmhLIyWLUKrr226bFvvBFeeQWefz5W6RNDc56ws4BCVf25t38hcLyqjmnQbxTwR6Ab\nUKCqixq09waqgH6qukVENqpqR69NgK8C+w3O0zfeUH76U1i5ErLs824YLZpM8YQFEJGewPOqemSI\nNp0ctJ/vbYZh+JgovdeVlZVUVlbu3J8yZUpUOqw5I+xMoKg5Iyyo/0m4uLHDgo51ACqBG1X1ae/Y\nxmCjS0S+UtVOIa6nqsrgwTBhApx+eqRvyzCMTCQTjDAROVRVP/JejwEGqerPQvSz6cgWQllZNZdd\nVs4XXwRPjdmCsXgIN8Xbps1ETjxxKp99VsLHHzduHzhwIm++GXoK+E9/gtdeg6efjlyOn/8cVq+u\nZseOxCy6SHRg/hqgR9B+D2B1uM6qukBEskWks6puEJHdgCeBRwIGmMd6EemqqutEpBvwRbhrlpaW\n0q2bm7/de+/8jCmzYBhG8zR8iswQ/igihwF1QA1wVZrlMZJMQUEeInDccRNp3z6L11+v48orzQCL\nh3BTvEOGZFFVBWVlBYwbV1xvSrJbtwmsXVvEmWfCHXdAjyDrZM0a+POfYdGiEBdtguHDqzn//HLq\n6tKz6KI5I+wN4FBvOnEtcC4wOriDiOQAK1VVRWQggGeACTALWKqqdzS47rPAxcDN3t+wdmtpaSlb\nt0LPnnDggRG/L8MwMoD8/PoPVlOmTEmfMBGiqmelWwYjtTz0EPTrl8dLL7kf5enT4b//TbNQGYwq\nfP55bci2PfZwOUEDBtDMmS7Rart2dYwZU8Spp+bxpz+5NBPjx0OfPtXcfXcFS5Zks/fetSxbVsAh\nh0RuPM2aVVHPAIPYinwHVnJGjao2uQE/wq2QXAGM945dCVzpvf4d8B6wGFgAHOcdPxGXsmKJ17YY\nN7UJ0Al4EfgQqAD2DTO2Bvj971Wvu04Nw2jBeN/5ZvVSJmzB+svIXLZtU+3VS/Xll3cd27RJtWNH\n1U8/TZtYGcuWLarnnad6yCFV2qvXBHUmmdtycsbr7NlVEV3nww9V+/ev0t13b3iNCRFfQ1V16NDJ\n9c4PbEOHTo74GrNnV2lOTkCO6HRYs3nCVPUF4IUGx+4Jen0LcEuI814mzOpLVf0Kl/YiYn75Szjm\nGLeiYY89ojnTMAzDMGLjgQegb18YMmTXsb33hp/9DO66y8UhGZGxYoXLeHDMMfDee3nMm9fY0xWp\n9+nQQ6FLlwqWLInPi9W2bWiPnIs2iIxQKzkjJWPKFvXuDSecAI89Blc0yk1tGIZhGIll61aYNg2e\nfLJx25gx8MMfwqRJ5hgIRcNEqz/8YQF3351HaSlcdZUrGTRiRF5ccVeJSB0ydmwBNTX1Y886dpzA\nW28Vcf/9cPnlTZc3WrsWPvwwdlMqY4wwgGuucXPAzd0UwzAMw4iX++6D/v1h0KDGbX36OCPs4Yfh\nyitTL5ufCZVo9aWXirnpJrj66sQFu4fzYkVTazpc7FmPHnlcdhk8/jiMHl3Nv/61y6C85poCRPK4\n7z5YsAA6dAjnTYuAaOYuU73RIKairk61Tx/V//434qlawzAyCCwmzPAJ336r2q2b6ltvhe/z0kuq\nRxyhumNH6uTKBAoKikPGWRUWliR0nPqxWNHHlTXH9u2ql1xSpW3a1B8jK2uC9u1bpbNmqW7enOSY\nMD/Rpo1zY951l3sCMQzDSBci8hvgVmA/dXGuRppIRnHtv/0NBg92q/DCcfLJ7nfpxRddmRzDkaoK\nA+G8WIlKLZGdDWvXVrBjR/14r7q6afTqNZHLLstrJEd5eZRjJETSFHLJJTB1KnzxhdWTNAwjPYhI\nD2A48Em6ZWntJKO49pYtcMstMLfpCjmIwLhxLmeVGWG7SMQ0YaTEG1fWHJEalAE5RBonmG2K5mpH\n+o5OneDYY6sZMiR0vSnDMIwUcDsuPY+RZJqqLwgwfXpsNQab4q67YOhQyM1tvu8FF8Drr8OHH8Y8\nXIvj8ssLyMoqrncsJ2cCY8ZknqWabIOyWU+YiBQBdwBZuJJENzdoHwn8AZcTbAdwvarO89oeAEYA\nX6hqbtA5pcAVwP+8Q+NVdU4kApeVVfPBB+WsXj2NFSvcsVRmtzUMo3Xj6bzVqvqO2AqhpBLOy7V1\nK7Rpk8dTT8G8eYmd+vrmG7jtNqiqiqx/+/au9M2MGXDnnTENWY/mplaTMfWaaMrK8igshLq65EwT\nppJQqyedQVmUkOs3aYSJSBZwJy6n1xrgdRF5VlWXBXV7UVWf8frnAk8Bfby2vwMzgYcaXFqB21X1\n9mgFnjGjgtWr489uaxiGEQ4RmQt0DdFUDIwHCoK7h7tOaWnpztcNqwMYzRMq/1JNzTTOPXci+fl5\nnHEGfPJJLdUhJkOysqLzVASMmw8/zCY7u5aVKwv4/+yde5yXc/bA36fpgtDFSrER417aCrm0plya\nGULrsojcb+tSYV3SNFshd1bFj6zLYi27yHWoidSIKG1IRE2iIoqUpJqZzu+PzzP1ne8839t87985\n79fr++p5PrfnPE/f+XzPcz7nc85++0X3m3L55dCli4tj2bp1TJetJ0O4pdVol17Tqag9/zzMmAFz\n5hTQsmX2/yZH8juLO/VaOK994DBgYsD5UGBohPbvB5V1AuYGlY0A/hpp1wA+u4sSEd3WMIzMhAzf\nHQl0Ab4HvvI+VcBioJ1P2+Q8pEZEqPn+8MNHbG7jt0OudesbdaedpuncudFdx3+XXWyR1wcMUL3n\nnhhvMIhQuwr32We4Pvqo6h/+EHnXYSLupaF8+61qu3aq77+f9EtlLLHOYZGWI3cBlgScLwUOCW4k\nIn8CbgM6UPcNMRyDROQcXH7Kv6rqz9F0SqXDn2EYRiCq+imwU+25iHwFHKi2OzIphJrvt9tuy3wf\nylKxalUBRx3lYn317x/+OqEsbrGssAwZAmec4f7Ni3EltLoaXnwR3n/f/yd57do8pk+HpUv966dP\nz+P44+H3v4e33or/XhqCKlxwgctuc0g9LcEIRSQlTKMZRFVfAl4SkSOAp4B9InR5EOdHBnAzcA9w\nYTTXSvb6rGEYRgxENUcaDWPw4ELmzSth2bLw832oHXJ77w2nnALPP1/BDz/UXZ477rgC5s51y2fv\nvBO/X9khh0Dz5hUceGA5rVtH5891/vmFfPNNAQ88AB07wu67V/Pxx/XH7tKlhsceg6Kiasp9ckR3\n7VrDJZfA0qXw+uvx30tDljMfeghWroThw6O+jEFkJWwZ0DHgvCPOGuaLqr4jIk1FZAdV/TFMux9q\nj0XkEeDVUG2DfSr69esDuLeeKVPyOPzwGq67Ljsd/gyjsRO3P0WaUdU90i1DLnPccQVsvz20aVPK\nDjvE7uDdsyeMHl3BJZdMYsOGLYrczJklbLMNNGtWwKmnQteu1XzwQf3+saywlJVVsHr1JL78Mnp/\nrsmTS+jTByZMKODAA6GsrJAhQ0IbGUIZIUpKiunXz52//HI1SwLXrzw2bozuXhoS8uPLL136punT\noVmzqC5j1BJurRKnpFXi/LqaAx8B+wW1yQfEO+4BVAbVd6K+T1iHgOOrgX+HuH7YtdejjlKdODGO\nxVvDMDIKMtwnLJZPpPnLiMzzz6v+4Q+q1dUNHyOUn9Whhw7fHOk+EZHXQ11nm22G6267qTZvHl0U\n+ddem6ZFRcO1d+8RWlQ0vJ4M0dQH38vvfnejtm07TU87TXXBAtemsLBEe/ceoYWFJXXGiDbafe0Y\nBQUjdPvtS/Qvf0m+z1k2EOscFtYSpqrVInIlMAkXouJRVf1cRC716scDpwDniEgVsBY4o7a/iDwD\n9AZ2EJElwN9U9XHgDhHphjPlfwU0KPNWly7w6adQVNSQ3oZhGEayaehOvY0b4YYb3DJXrD5WgYQK\nttmiRd7mHMSJiLwe6jr775/Hf/4DZ53VlPffr18fKuhnKKKph/r30qdPAWPGQPfuFTRpMok1a7ZY\nuubNK+GEE2DduoKQS7OzZuVx770uS8DSpRVcfXV9q15ZmYWKipWIccJU9Q3gjaCy8QHHdwJ3hug7\nIET5ObGJ6U/nzvh+qQ3DMIz0E080+wcfhH32gWOOiU+GaDdzxRt5PdR1dtihhj32gO23T38U+WHD\nYPLkcqZOreu4v2zZaF59tZS//a2ABQuqmTGj/pgdO9awYAE8/DBUVpZTXW2hohJB1kXMD6TWEmYY\nhmFkHqF3HYaPZr9qFYwe7VIHxcvgwYXk5yc/enuk66RKjkio+tte9twzj0sugZISfzlHj+7Lgw/C\n/Plw0EGpyQ3ZGMi63JGB7L8/fPYZbNrkkqgahmEkm3gyfjQ2GprIefRoOPlkt9oRL8lO8hztdVIl\nRyQiWQajkTOVVr1cp9ahPiMREY0kX8eOUFEBu++eIqEMw0gaIoKqZnQuIBEZAfyiETJ+RDN/5TpF\nRcMpL6+f0LioqJSJE2/27bNokdvV+Omn0N4vZ4ERF35LxPn5wxgzJnqFMBFj5CqxzmFZbQkD96b0\n6aemhBmGkVIyWlHMFAoLC3nrrRJqarb8WOflDaOoKHRcxxtvhKuuMgUsWSTCIpcpVr1cIOstYdde\nC7/7HQwdmiKhDMNIGllkCTsfWE2YjB9mCXOR6nfeuYKvvpq8+cf64IP78tBDBTzzTH2n+xkz4LTT\n4IsvYJtt0iOzYcRDrHNY1ithjz8Ob70F//pXioQyDCNpZIoSFiGB9/ts8Qe7GRf3sF7Gj8auhM2d\nC4WFbnlx663r1lVUwKmnwgMPwJ//7MpUoVcvuPRSOPfc1MtrGIkg4cuRIlIM3IeLE/aIqt4RVN8f\nl4Jok/e5TlWneHWPAf2AH1T1gIA+bYH/ALvhkt+e5vcmGQ1dusDYsQ3paRiG4Y+qRrVlLdaMH336\n9IlXtKzh9tvdsmKwAgZQUACTJ8Nxx8Hbb1dQWVnO0qVNWbKkmrZtCwFb1jKyg3izfoS1hIlIHvAF\ncAwuhdEsYICqfh7QpqWq/uodHwC8qKp7eudH4AK4PhmkhN0JrFTVO0XkBqCNqtZbUIzmTXLtWmjX\nDn75Jb6AfoZhpJ9MsYSFQ0Q6qOp33vHVwMGqeqZPu0ZrCVu4EA47DCorYfvtQ7d75JEKLrtsUp2Y\nU/n5JYwZU2T+RUZWkmhLWE9goaou9gZ/FugPbFbCahUwj22BlQF174hIJ59xT8RF0gd4ApgK+Ht1\nSfh72RZYBzmwxcAwcoDGoXQkJONHLnPnnXDZZeEVMIDnnrOgn0bjJpLqsgsQmAp0KXBIcCMR+RNw\nG9ABKIziujup6vfe8ffATiFbRjGpn3ACnH++iytjGIaRTBKV8SNXWbYMnn/eJXWOREPjiBlGrhAp\nxGlUr7Wq+pKq7gecADwViwC1CS9j6RNMly4wb148IxiGYRiJ4J574Lzz3K71SESbUsgwcpVIlrBl\nQMeA8444a5gv3vJjUxHZQVV/DDPu9yLSXlWXi0gH4IdQDaNxbO3SBV55JczVDMPISOJ1ajUyi5Ur\n4Z//dDsjo2Hw4EIqK0vqBf0cNCh0HDHDyCUiOeY3xTnmHw18C8ykvmN+PrBIVVVEegDPqWp+QH0n\n4FUfx/wfVfUOERkKtG6oYz7ARx/BwIGWR9Iwsp1scMyPlsbomF9aCj/8AOPHR9+nrKyCceMmBwT9\n7Gv+YEbWkvA4YSJyLFtCVDyqqreJyKUAqjpeRK4HzgGqcDshr1HVWV7fZ3AO+DvgrF1/U9XHvRAV\n/wV2JUyIimgnsfXroU0bWL0amjeP7sYNw8g8TAnLXtasgT32gA8+gPz8yO0NIxdpdMFaa9lnH5gw\nITEJXw3DSA/ZooSJyCDgcqAGKFPVG3zaNCol7Pbb3TLk00+nWxLDSB+NLndkLV26uOVIU8IMw0gm\nInIkLsxOV1WtEpEd0y1Tulm3Du67D958M92SGEZ2kTNKWOfOtkPSMIyUcBlwm6pWAajqigjtc5ay\nsgrGji1n0aKmbNpUzddfF9Kli/lzGUa05IwS1qULPPtsuqUwDKMRsBdQICK3AuuBa1X1wzTLlHLK\nyioYMmRSnZ2NQ4aUAJhjvWFESaQ4YVmDWcIMw0gUIjJZROb6fE7Evby2UdVDgetwm4waHWPHltdR\nwKA22v3kNElkGNlHzljC9toLvvnG7ZTcaqt0S2MYRjYTLoG3iFwGTPDazRKRTaFiI+ZyAm+Ldm8Y\n8cc6zBklrHlzty16/nzo1i3d0hiGkcO8BBwFTBORvYHmoYJTByphuYZFuzeM+i9Xo0aNiql/xOVI\nESkWkfkiskBE/LZh9xeRj0VkjojMFpGjIvUVkZEistTrM0dEEhIeuXaHpGEYRhJ5DNhDROYCz+Di\nJDY6Bg0qpEWLkjplLtp9SCOiYRhBhLWEiUgecD9wDC6F0SwReSUwYj7wpqq+7LU/AHgR2DNCXwXu\nVdV7E3kznTubEmYYRnLxdkWenW450k2rVgW0aQNdu5ayYUNttPtic8o3jBiItBzZE1ioqosBRORZ\noD+wWQlT1V8D2m8LrIyyb8IDMnbpAo89luhRDcMwjGDuuANGjizg0ktN6TKMhhJpOXIXYEnA+VKv\nrA4i8icR+Rx4AxgcZd9B3jLmoyLSOmbJfTBLmGEYRvKZOxdmz4Zzz023JIaR3URSwqLKuaGqL6nq\nfsAJwFMiEsnK9SCwO9AN+A64J5rrRCI/H77/HtauTcRohmEYhh933gmDB9tOdMOIl0jLkcuAjgHn\nHXEWLV9U9R0RaQq09dr59lXVH2oLReQR4NVQY8ayxTsvz+WQ/Owz6NkzZDPDMDKEeLd3G6nn66/h\n9ddh3Lh0S2IY2U/YBN6eQvUFcDTwLTATGBDomC8i+cAiVVUR6QE8p6r54fqKSAdV/c7rfzVwsKqe\n6XP9mBPgnn02HHUUnH9+TN0Mw8gAsiWBdzTkagLvIUOgRQtnDTMMoy4JTeCtqtUiciUwCcgDHvWU\nqEu9+vHAKcA5IlIFrAXOCNfXG/oOEemGW+78Crg0lpsMh/mFGYaRTLxNRvt4p62Bn1W1expFShk/\n/ghPPWVzrGEkirCWsHTTkDfJ116D+++HiROTJJRhGEkj2yxhInI3Tgm7xacu5yxho0bBkiXwyCPp\nlsQwMpOEWsKyEbOEGYaRCrwNSKcBR6ZbllTw66/wwAPwzjvplsQwcoecSeBdy267wc8/u49hGEYS\nOQL4XlUr0y1IKnjsMTjiCLf5yTCMxJBzlrAmTWD//WHePOjVK93SGIaRjYjIZKC9T9UwVa3dzT0A\n+He4cXIlgXdVFdx9Nzz3XLolMYzMIt4d3jnnEwZwwQVw6KFwySVJEMowjKSRLT5h3u7vpUAPVf02\nRJuc8Qn717/g0Ufh7bfTLYlhZDaN3icMLJG3YRhJ5xjg81AKWK5QVlbB2LHlTJ/elH33raasrNBy\nQxpGAslJJaxzZygrS7cUhmHkMKcDz6RbiGRSVlbBkCGTqKwcDcD//gdDhpQAmCJmGAkiomO+iBSL\nyHwRWSAiN/jU9/dyQM4RkdkiclSkviLSVkQmi8iXIlKeqNyRtZglzDCMZKKq56vqw+mWI5mMHVu+\nWQGrpbJyNOPGTU6TRIaRe4RVwkQkD7gfKAb2BwaIyH5Bzd5U1T94wQrPAx6Oou9QYLKq7g285Z0n\njJ13hg0bYMWKRI5qGIbReNiwwX+hZP36vBRLYhi5SyRLWE9goaouVtUq4Fmgf2ADVf014HRbYGUU\nfU8EnvCOnwD+1PBbqI+Is4bNm5fIUQ3DMBoPLVpU+5ZvtVVNiiUxjNwlkhK2C7Ak4HypV1YHEfmT\niHwOvAEMjqLvTqr6vXf8PbBTjHJHpHPn8EpYWVkFRUXD6dNnJEVFwykrq0i0CIZhGFlLUVEheXkl\ndcry84cxaFDfNElkGLlHJMf8qPZXq+pLwEsicgTwlIjs69NM/MbzEn8ndB93WVkFFRXlvPpqU155\npZrBg+vu6Al2OAWorDSHU8MwjFqmTSvg4ovhq69KWb8+j622qmHQoGKbIw0jgURSwpYBHQPOO+Is\nWr6o6jte/Jy2XrvAvr/3xgP4XkTaq+pyEekA/BBqzFiDHQYrWN99V1fBqq6Gu+8O5XBaahOMYaSQ\neAMdpgMR6Ynzd20GVAOXq+qs9EqVWD7+GGbNgsrKArbe2uZEw0gWYYO1egrVF8DRwLfATGCAqn4e\n0CYfWORZtHoAz6lqfri+InIn8KOq3iEiQ4HWqlrPOb8hwQ6LioZTXl4vly5bb11K8+Y3s3YtiIyk\nunpkvTa9e49k6tT65YZhpIZsCNYqIlOB21R1kogcC1yvqvXyR2ZzsNbTT4eePeGvf023JIaRXSQ0\nWKuqVovIlcAkIA941FOiLvXqxwOnAOeISBWwFjgjXF9v6NuB/4rIhcBiXBLchBBqR88BB+QxcSK0\nagXHHltNeXn9NuZwahjJoTbo54YNTWnRor6LQJbxHdDKO27NFgt/TjB/vouM/+ij6ZbEMHKfiMFa\nVfUNnMN9YNn4gOM7gTuj7euV/4SLOJ1wQu3oadOmhjZt3PHgwYVUVpbUWZJs3nwYv/xSzOrVTlEz\nDCMx5KAP5lBguojcjdvcdFia5Ukot94KQ4bAttumWxLDyH1yLmK+n4LldvQUbz6vnfjHjdvicHrp\npcVMnlzAQQe5JLXduqVcdMPISUIH/dzig1lrKcsUwiTwLsHtAB+sqi+KyJ+BxwDfLYPZlsC7shJe\nfx3GjUu3JIaRHVgCbx/KyioYN25ywI6evlG/cf/73+4t8MwzK5g/P2eWTwwjbfTpM5Jp00bWK8/L\nG8lRR42kTZsKKiomsXz5aCArfMLWqOr23rEAP6tqPft5NvqEXXIJtG8PN92UbkkMIzuxBN44S1dD\nFaYzz4TVq93ySVVVziyfGEbaCOUicMQRNQwaBFddVe4pYFnDQhHprarTgKOAL1MtQDJ87JYsgRde\ngC9TfjeG0XjJSSUsXl56qbyOAgZu+WTs2NJ68cZyyNnYMJJC//6FvPlmCZs21XURuPbaYvr1g3vu\nacqiRWkUMHYuAR4QkRbAb955ykiWj91dd8GFF8IOO8QtomEYUWJKmA+hdli+9Z9g6bAAACAASURB\nVFYep58Oxx4LeXkVjBqVU87GhpEUpk8v4OyzYfly/6CfoSxlmYqqfggckq7rR+NjFyvLl8O//gWf\nfZYICQ3DiBZTwnwIt3xSVARlZc5aVl1tAV8NIxyffw5vvumCfm63nf/fhd9mGiM0yUisfc89MHCg\n8wczDCN1RModiYgUi8h8EVkgIjf41J8lIh+LyCci8q6IdA2oGyIic0XkUxEZElA+UkSWisgc71Mc\nPG46GTy4kPz8+jnTrr22Lxdc4HZPHnZY4idCw8g1brkFrr4attsudJt+/QoYM6aIoqLS1AmWpaxY\nAYsW+b8krllTQyz7AGrz5/bqNZL77htO9+6WP9cwUk1YS5iI5OHScxyDC0g4S0ReCYyYDywCClR1\ntadMPQwcKiJdgIuAg4EqYKKIvKaqlbgckveq6r2Jv6X48QthEZwzbeut/SdCC/hqGI7582HyZHjo\nochtazfTiNTPdtEYCfY3/ctfClmwoIA774TDD3eJtRcv3mI57NBhGCtWFFNcDPfdB/vtF95n1c+v\nbPToEtq1M3cKw0glkZYjewILVXUxgIg8C/QHNithqjojoP0HuByRAPsBH6jqeq/vNOBk4C6vPqO3\noUfaYem3hNKihQv4+ssv4d/8DaMxcMstcNVV9rcQK34K0pQpJRx4ILz3XgF7711AWVn9l8TCwgIe\neAAKCqBXrwo++WQSX33l77OaDL8ywzBiJ5IStguwJOB8KeEdUi8EXveOPwVuEZG2wHqgHy5/ZC2D\nROQc4EPgr6r6cyyCp5tQAV8nTiygZ0+YMMG9jRpGY2T+fCgvh//7v3RLknhE5A/AQ0BLXNq1s1T1\nl0SN76cgVVePpnXrUvbe2807oV4Sr7rKhdnp0aOcZcvqK1kXXlhKx44FzJlj7hSGkQlEUsKi9jAQ\nkSOBC4BeAF6OyTuAcuBXYA6wyWv+IFAbDvBm4B6cAlePTI447TcRnnQSPPaYexu96KIK/vc/C2Fh\nND5uucUFPd5++/Dt4o02nSYeAa5R1XdE5HzgOuBviRo8Xsf7du1gzz2bsswno2WbNnncfz8MHVqN\n32M3dwrDSC2RlLBlQMeA8444a1gdPGf8fwDFqrqqtlxVH8Ol9EBEbgW+8cp/COj7CPBqKAEClbBs\n4YILYM2aCq67blKdHZQWwsJoDHzxBUyaFJ0VLPjFatSoUckTLHHsparveMdvAhNJoBIWand2LApS\nqDF2262GQw6Ba68tZMmS8OndDMNIPpGUsA+BvUSkE/AtcDowILCBiOwKTAAGqurCoLp2qvqD1+Yk\nvKVMEemgqt95zU4C5sZ5HxnHG29YCItMJVeC7GbqfURrBcti5olIf1V9GfgzdV9U4+aKKwp5++2S\nOgGjY1WQIuXQjWbzkWEYySesEqaq1SJyJTAJyAMe9ZYZL/Xqx+PeANsAD7o0alSpak9viOdFZAfc\n7sjLVXWNV36HiHTDLXd+BVya4PtKO6GWFH77zXwu0kmyoo2nmky9jy+/hIkT4f770yZCQgiTwHsY\nzu1irIiUAq8AGxN57Q0bCth9d9h994YrSNEoWfGkdzMMIzHkZALvTKCoaDjl5fW327drV8rcuTfT\nrl0ahDJC/r8UFZUyceLNaZCoYSTqPhJtTTvnHNhrLyhtYMivWJPfphsR2Rt4SlXrbVgSER0xYsTm\n82h8Wjdtgu7dYfRoOP74REtrGEaiCfZrHTVqlCXwzgT8lgP22GMYPXoU84c/uNhJ/funUcBGSjKi\njaeDRNxHoqxptYrcqlVN+eijav71r0Igdy0sIrKjqq4QkSbAcNxGI19i9Wl97TVo0gT69YtPRsMw\nUkO8fq2mhCWJcMsB774L554LL70Exx5bwaOPZp5fT66SCKfndFNVBcuXx38fiYgV5afIDRtWQsuW\n2bW8GyMDROQK7/gFVf1nIgZVhZtvhuHDQbLGFmgYRjyYEpZEQvlc9OoFH30Ef/5zBWedZTsoU8kf\n/1jIlCkldZ757rtn5q4wv6XCpk0LuOoq2HrrQjp2LGHJki330aTJMA49NPr7SIQ1rTEG/VTVscDY\nRI87aRKsW+fC3BiG0TgwJSxNbLstbNpkOyhTSVUVPPtsAUOHwqxZzkK5YEENXbpk3q4wPwvT9Okl\nbL89PPxwAccfX8Drr9e1tBYWFnP77S5Y8HHHRb6GiL817Ztvali5En73u/D9V6+GL7/MjeXddFNr\nBSspccuRhmE0DkwJSyO54p+ULTz0EOy8M9x0UwEiTun68Ufo0gVmzoSePSMMkEL8LEzr1o2mV69S\nTjghdNT0Xr3ghBPgn/8Mr4i9+y7MnVtI69Yl/Pzzluvsttsw9t23mH32gcsug2uugRkz6lrkBg4s\n5LPPCnj44dxY3s0Epk51yblPPz3dkhiGkUpMCUsjifoBy9R4UZnEypXO0jBlSl1/mx12gHvugYsv\nhg8/hGbN0idjIKEU9I0bwyvohxwCr7wCJ54ITzwBxx5bt14V/v53uOMOeOKJ0H6Lixe7HXq77VZB\ns2aTWLVqi6I2eXIJxx4LH35YwGefFTJkiAX9jJdbboFhwyDP3r8Mo1ERUQkTkWLgPlycsEdU9Y6g\n+rOA63EJuX8BLlPVT7y6IcBFXt0/VHWMV94W+A+wGy732mnZljsyEfjtoMzLG0b37tH/gKUqXlS2\nK3ojRjgrQ5cu9esGDIAnn4R774Ubbki9bH78/HPDFfRDD92iiF1xRQXvvef+3/Lyqlm3rpCamgJm\nzoTddgPw91vs1An+8Q+YP7+c6dPrWuRUR1NTU8ruuxew++4W9DNe3nsPFi2Cs85KtySGYaQcVQ35\nwSleC4FOQDPgI2C/oDaHAa2842Lgfe+4Cy4S/lbeOJOBfK/uTuB67/gG4PYQ19dc57XXpmlR0XDt\n3XuEFhUN17Fjp2m7dqqvvBJd/8LCEnX2jbqfoqLhMctRWFiivXuP0MLCEn3ttWl16vLzh9UZPz9/\nWJ02mcwnn6juuKPqjz+GbrNokeoOO6guXBjdmOGeVzxUV6vecIPqjjtO09//PviZ3xjTde66a5o2\naVJ3jO23H6YTJkQ/Ru/eI3y/X717j2jA3UXG+5sPOy+l6oOLhj8PqAF6BNXdCCwA5gOFIfpHdc/F\nxaoPPdSQp2UYRqYR6xwWaRI6DJgYcD4UGBqmfRtgqW6ZwB4JqBsOXOcdzwd28o7bA/NDjJfUh5Wp\nzJzplIZJk8K3+/hj1TZt/H8kCwpGRH29SEpWNIpespQSP1ljuc6mTapHHql6//2Rx77rLtVjjnF9\nIsmQDKV0xQp3/aOPdsfBCnqs4ydCQU+Ukh8tGaaE7QvsDbwdqIQB+3svpM28F9SFQBOf/hHvd9Ys\n1V12UV2/vuHPzDCMzCHRStipuGXE2vOBwLgw7a8FHvaO9wO+ANoC2wAzgDFe3aqAPhJ4HjRecp9W\nBjN9ulPEbrutvtLxzTeq552n2q6d6r77+v9Itmw5XF980SkUkRSXI47wH2PrrYdr+/aqTZr4K3r7\n7z9Cv/5a9dVXU2Mpa4jyM2GCaufOqlVVkcevqlLt1k31ySfDt0uG9fHQQ0t0xx2n6fXXRydrNCTC\niuX/zGOzyMVCJilhtR8fJexG4IaA84nAoT79Ir4o9O+vOmZMfM/MMIzMIdY5LJJPmEao34yIHInL\nqdbL054+F5E7gHLgV2AOzqxf9wKqKiIhrxMYcTqatB+5Qq9ecPXVFZSUTGLTpi0+OTNnllBdDYMH\nF/DllzB9ur9j9MCBxYwYAUOHVvDLL5P49tst9QsXljBrFqxaVcDEifDVV/5fgy5d8njxRTjnnGqm\nTKlfv2JFDT17wk8/lddJNgzJCbURa0yq9evhr391vk1No9iC0rSpa3vMMRU89lg5qvX939atg6VL\nkxOtfqedSigogKZNE/PMErHxI9mJnoNTfmQJOwPvB5wvBXbxa1hefks9H81a/8off2zK3LnVnH12\nbmcYMAwjDOE0NOBQ6i5H1nkDDCjvijPJ7xlmrFuBv3jH84H23nEHbDnSl1AWl96961pcQi1b1dSo\nHnCA/xht2gzXW29V/d//Ilt2wllDNm1SPeSQ+C0ukaipUd1zT//rHHig/3VuvdVZGmLhtdemaatW\nde91jz2G6fDh03TAANVWrVTbts2OZb5UW7ESASm2hOF8Vef6fE4IaBNsCRsHnBVw/ghwss/Ym597\np07Dddw41eHD/Xz9sse/0jCM8MQ6h0WyD3wI7CUinYBvgdOBAYENRGRXYAIwUFUXBtW1U9UfvDYn\nAbVJbl8BzgXu8P59KYIcjZJQYQrcPocthIrM36QJtG3rP0bXrnnceKM79tulGRhmIJI1pFWr5MaK\nmj8fLroIVqzwv87cuTX06wdDh8Lq1RWMG1fOmjVN+fDDav7v/2KzMowdW87q1XWtbYsWjeaBB0oZ\nPbqA++6DWbPqWx+bNBlGp07FqEZOObNuHSxYkPwYccm2YuUCqtq3Ad2WAR0Dzn/vlfkwEoCff36H\nN9+cyrvvvsnKlRag2TByhXit+WGVMFWtFpErgUm4X/5H1S0zXurVjwf+hnPIf1Dcr0+VqtaGvXxe\nRHYAqoDLVXWNV3478F8RuRAvREWD7yCHScRyUjRjRPNjHUrRA38lrmnTYZxzTmyxooLDYFx+eSFz\n5zrFZ9Qo2HXXQq6+ur6yeNddxaxcCaedVsGqVZPYsGFL/R13lLDzztGH6wil+Hbtmsdll7ljv+d1\n8snF/OMfBRx/PDz+OMyaVT+kR2FhAY89BjfdBDU1qQlyGu7/zYiJQNX6FeDfInIvbhlyL2Cmf7eR\nABxySCkvvdSHPn2mMm1a/VYWoNkwspN4E3inzOzfkA+NfDkyEctJqVqSCl4SPfXUaXrkkdE7mfvJ\n2bz5MD3wwGn69dehrxN4H337pneZcONG1WHDVNu0maYdOtS9l512Gqbt20/Tvn3djrhsXCpMBWSQ\nYz7Oer8E+A1YDrwRUDcM54IxHygK0b/e/2uqd5sahpFaYp3D0j7RhRWukSthqvGHKUjUGLFSXa1a\nVKR61VXRtU/Ej1Om7AY8+GD/eznooOh8+RozmaSExfsB6v2/mvJtGLlNrHOYpS3KcBKxnJSOJam8\nPHjmGZePsUcPOPvs8O0TkUczU3YDbrON/720bBmdL5+RO0yceHOdc/PTMwwjEFPCjKTRpg28+CIc\neSTstx8cdJB/u3Xr4Kuv4legIm0wiJZ4lSNLam2Ew5RvwzBqMSXMSCpdusD48XDyyTBrFuy0U936\n6dPh/POhU6dCmjQpYfHihitQmWJlSJQyaBiGYeQ24pYwMxMR0UyWz4ie0lKYMKGCXXYpZ+PGpjRt\nWs022xTy4YcFPPAAnHSS2x05btzkAAWqb9ZaDHLpXlKJiKCqEYJ8ZAc2fxlG4yPWOcyUMCMlvPpq\nBWecMYl167ZYh7bdtoSHHy5iwABTTgyHKWGGYWQzsc5hTaIYsFhE5ovIAhG5waf+LBH5WEQ+EZF3\nRaRrQN2NIjJPROaKyL9FpIVXPlJElorIHO+T1es02ZJ2JZ1y3n9/eR0FDGDt2tE88cTkem2z5XlC\n9siaLXJmEiLyZ2/+qhGRHgHlbUXkbRH5RUTGpVPGRJAt341skROyR1aTM/2EVcJEJA+4HygG9gcG\niMh+Qc0WAQWq2hW4GXjY69sJuBiX7uMAXLDXM7w+Ctyrqt29z8TE3E56yJYvSDrljGX3Y7Y8T8ge\nWbNFzgxjLi5WWEVQ+XpgOHBtyiVKAtny3cgWOSF7ZDU5008kS1hPYKGqLlbVKuBZoH9gA1Wdoaqr\nvdMPcCk8ANbgIuVvIyJNgW2om9ojJ5YcjOiwHYNGtqGq81X1S5/ydar6LrAhDWIZhpFDRFLCdsFF\njK5lqVcWiguB1wFU9SfgHuAbXN7Jn1X1zYC2g7xlzEdFpHXMkhtZxeDBheTnl9QpczsGG5K6zzAy\nAnP4MgwjLsI65ovIKUCxql7snQ8EDlHVQT5tjwQeAHqp6ioRyQdeBY4AVgPPAc+r6tMi0g5Y4XW9\nGeigqhf6jGmTnGE0MlLpmC8ik4H2PlXDVPVVr83bwF9V9X9Bfc8FDvKbD716m78MoxESyxwWKU7Y\nMqBjwHlHnDWsDp4z/j9wCtsqr/gg4D1V/dFrMwE4HHhaVX8I6PsITlmrR67skjIMIzNR1aSZYm3+\nMgwjEpGWIz8E9hKRTiLSHDgdeCWwgYjsCkwABqrqwoCq+cChIrK1iAhwDPCZ16dDQLuTcA6whmEY\nmYqfQmVKlmEYcRExTpiIHAvch9vd+Kiq3iYilwKo6njPknUSzvcLoEpVe3p9rwfOBTYB/wMuUtUq\nEXkS6IbzqfgKuFRVv0/43RmGYTQQETkJGAv8DudSMUdVj/XqFgPbAc2BVUChqs5Pk6iGYWQpGR2s\n1TAMwzAMI1eJGKw1HUQKEJtJiMhiL1DtHBGZmW55ahGRx0TkexGZG1DWVkQmi8iXIlKeCbtSQ8iZ\nccF8RaSjF6Bznoh8KiKDvfKMeqZh5MzEZ7qViHwgIh+JyGcicptXnlHPNFZs/oofm78SS7bMXxFk\nzajnmqj5K+MsYeICxH6B8yFbBswCBqjq52kVLAQi8hVwoBeSI2MQkSOAtcCTXrBcROROYKWq3un9\nOLRR1aEZKOcI4BdVvTedsgUiIu2B9qr6kYhsC8wG/gScTwY90zBynkaGPVMAEdlGVdeJiyU4HRcA\n9UQy6JnGgs1ficHmr8SSLfNXBFkzbg5LxPyViZawiAFiM5CMc9BV1XdwviqBnAg84R0/gftip5UQ\nckKGPVNVXa6qH3nHa4HPcTHzMuqZhpETMuyZggt86h02x/mdriLDnmmM2PyVAGz+SizZMn9Bds1h\niZi/MlEJizVAbLpR4E0R+VBELk63MBHYKWADxPfATukUJgIZG8xXXEqu7rgMERn7TAPkfN8ryrhn\nKiJNROQj3LN7W1XnkcHPNAps/koe2fS9yLi/tVqyZf6CzJ/DEjF/ZaISllnro5HppardgWOBKzzz\ndMajbh06U5/1g8DuuB203+EyL2QEnnn8BWCIqv4SWJdJz9ST83mcnGvJ0GeqqptUtRsu3VmBuKDP\ngfUZ80yjJJtkBZu/kkFG/q1B9sxfkB1zWCLmr0xUwqIKEJspqOp33r8rgBdxyxGZyvfeenttrLYf\nIrRPC6r6g3oAjxDnMxWRTSKyh3f8oIgMb+A4zXAT2FOq+pJX3ERE7vXqM+KZBsj5r1o5E/1ME426\n/LNlwIFkyfc0BDZ/JY+s+F7E+rcmLg7nJhFJ6u9xiPkrI59pts1h8cxfmaiERQwQmymIyDYisp13\n3BIoJI2BZ8XtdPpeRLYJKG4jLu0KwJvARBFZBiwCWopIvS+yiIwXkYtF5Dxvcrg3qL6/V/64d763\niLwsIj+IyI8iMlFE9o5C3pEisgn4Q1B50oL5quplqnqLd50+IrIkUh+vrQCPAp+p6n0BVd8AXb3j\nc4GXgvumklByJvOZNhQR+V3tkoKIbA30Bebg/t7P9Zql/ZnGiM1fyaPe98JvzhORi2rnPBFpJyLP\niMgyEflZRKb7zXmBeHPb994mi9qyZt78timg7G4R+RL3zPYSkbO98np/a95cs0lEfhGRNeJ2z54X\n3+OInjDzV8b9rWXLHJaw+UtVM+6DM41/ASwEbky3PGHk3B34yPt8mm5ZgcW4nJw3As/gEqdXA+tx\nu2C6ec+1EigHBnvtWwaN8zWws/cFWoDzcckLqJ+Ay4jwmHd+sDd+a1wqrJuAzyPIKjhFcBXwK7DR\nu84FwJPAJ8DH3hd4pzifyyZgD5/yPsCSKMf4ozfOR94f2hygGHjau48vvWfaOs3fAT85j030M02Q\nrAfggjh/5Ml2nVfeFvfCkBHPtAH3ZfNX/LLVzl+188L5ft+LwDkvoO9FOP+c2nu8CueXI8DFfnNe\n0LU34ZzBjw8oO9Gb82oCykYCr3lyVgE1wGi/v7XguQa3WaMK2Bfo5F2zSRKfZ6j5K+P+1rJlDkvU\n/JXWh22fhH8pvgJuAH4EWnllmyekEH1WA90DzrsCH3vH5wHvAK8Dx3llbXHr8XcCj4cYs633R9Qm\nzHULgJXe5LQSaBZQdx7wLnAvTklbiMs7ej7O8vQ9cE5A+38CD3lf+DXAVGDXgPrNSpjX9mZgG+A3\nb+L8xevXobY+oG/w5Nnd+8Nbg9v59kxQ++O9P8pV3j0ckO7vhX3sk6ufRMx5PvWbgGHAfwPKnvfK\nNoXp9zJwTYi6OvOIV/YDcDJblLBzcC/AK3AJ5Gvb9QRmeHPKt8C4oPny796cuBqnDHT2ylsAd3tj\nLsf5VG2V7v8z+9T9ZOJypBEfH+KUkGsjNRSRbrittYE5P4/Dvd0F8hRuggA4AzfZbAgzdAHwnW5J\n5u7HucCLqjoVpwydEFTfE/fG0xan6PwX6AHkAwOB+4OWXc/EWeB+h1OCng5xXcX5S67DvQl+q6rb\nqer26vxjQjpSestLL+G2HbcBngNOqW0vIt1xZvSLPbnHA694/QzDSA7xznl+vIxztN5eRNrgrDMv\nhxl3a9yKwKdRyNBEXEqs1tRdU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+G++xIT+DgDKAduUNVNInI7cCMwVET2B07HrQDsArwp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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3840\n" ] } ], "source": [ "print te" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 395.97944743 265.27882144 294.28144055 459.62740038 259.43123497\n", " 419.36860775 400.24743082 340.69624846 270.76685176 257.52778847\n", " 368.84786472 323.80977649 415.10913589 420.37431892 458.08391796\n", " 317.80666244 256.67113834]\n", "[ 3728.73486032 3634.27543967 3839.70422065 3649.13631622 3795.20265062\n", " 3592.25108011 3748.85085509 3745.8279799 3623.16624008 3832.23421633\n", " 3614.41653159 3642.28554533 3801.63004698 3577.82616154 3793.98612059\n", " 3672.71956027 3664.73075634]\n", "34.9467343718 2.4625652132\n", "[ 66.375 66.625 66.875 ..., 907.875 908.125 908.375]\n" ] } ], "source": [ "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" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#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", " " ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "M2\n", " JdeFuca\n", "0.566473575537 0.00107413813035\n", "0.512333333333 -0.0541402422041\n", "0.904425829302\n", "255.166931508 0.110182641787\n", "270.8 15.6330684916\n", " South\n", "0.921389404642 0.00124701428043\n", "0.94525 0.0238605953583\n", "1.02589632053\n", "29.0766794931 0.0382896110481\n", "31.35 2.27332050691\n", " North\n", "1.07272145622 0.000967712443223\n", "1.1705 0.0977785437833\n", "1.0911499842\n", "273.488567563 0.0907302575414\n", "274.05 0.561432437035\n", "===============================================\n", "K1\n", " JdeFuca\n", "0.560431621768 0.00680483251239\n", "0.542666666667 -0.0177649551012\n", "0.968301297766\n", "256.016639805 0.655155098653\n", "261.533333333 5.51669352828\n", " South\n", "0.878928908748 0.00778957979123\n", "0.87225 -0.00667890874804\n", "0.992401081951\n", "286.390145228 0.478756819497\n", "285.95 -0.440145227774\n", " North\n", "0.582143043562 0.00355468117027\n", "0.5675 -0.0146430435616\n", "0.974846313593\n", "262.890432667 0.479528682577\n", "260.7 -2.19043266658\n", "===============================================\n" ] } ], "source": [ "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 '==============================================='" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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 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" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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" ] } ], "source": [ "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]))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "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" ] } ], "source": [ "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]))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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78IqKtY/5s+jFF1k8dChy+ul4duyg68yZOQK8jJ6FP/6ARo1CUEljygmRl4C1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\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EmiQ9RHs60plM7/UrF7CFdhQB0J4iLmAzndnMM70zybk7kx/f6sjqhQ+zeTNAsPF5x5Zz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\nP4w3E77BYCgxTJqEopGfJgFstjY4nV+dts3VV2vLj19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zs/4yIAd4TU1w++1peiM8AWyj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\nZmZmZiXhAZ6ZmZmZmVlJ/A92YIVZFDd4jgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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)]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p9WarF13HIvM0zFdfJStqYpVatfQ8n39u235J7dkDjByJYVu2wHvw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\n7QzNzfX7gXb7dlugcuGFx4516WJX3Bwn+RYvtOIWqzxlkn7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GpqUx7/77eergQeYuXszI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8Me9/7e2/79sHatbZAh0XXkCCxbBv3abILGjaFNG7dDEhFJSCkp0OD0dFi4FEpL7WTuCIvNxC3I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\nJEk1Z3CTJEmSpJr7fwePN0XPXVVRAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }