{ "metadata": { "name": "", "signature": "sha256:57feea248abc88ebd46bc9cbfb38d9da904c0f7e5e410980331e028e1536d978" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "raw", "metadata": {}, "source": [ "This notebook will load data, perform a tidal analyis, compare with observations, plot the results, and save the analysis in a spreadsheet. Six Tidal Constituents: M2, K1, O1, S2, P1 and N2 are considered." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# imports\n", "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "import numpy as np\n", "import netCDF4 as NC\n", "from scipy.optimize import curve_fit\n", "from salishsea_tools import tidetools\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import bathy_tools\n", "import collections\n", "import pandas as pd\n", "import csv\n", "import math\n", "\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 117 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Run Details" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's define the run that we will be analyzing. We can analyze a different run by changing runname in the cell below. A spreadsheet called tide_runs.ods contains a list of runs that we can look at." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pathname for data - all of the tide runs are stored in this directory\n", "path = '/data/nsoontie/MEOPAR/SalishSea/results/tides/'\n", "#path = '../../myResults/'\n", "\n", "#the run we want to analyze\n", "runname = 'RC5_wO1S2P1N2'\n", "\n", "#joining the two string together\n", "name = path +runname +'/'\n", "\n", "print name" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/data/nsoontie/MEOPAR/SalishSea/results/tides/RC5_wO1S2P1N2/\n" ] } ], "prompt_number": 118 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also load the bathymetry data in case we want to look at that. The package **tidetools** has a function get_SS_bathy_data() that returns bathymetry and grid data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# grid\n", "grid = NC.Dataset('../../nemo-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 119 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Observations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Next, we can load some observations from a text file: /data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv Note: This file contains a mix of M2/K1 measurements from Foreman et al (1995), US tidal harmonics, Foreman et al (2004) and Foreman et al (2012) (for Northern tides).\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '/data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv'\n", "filename = '../compare_tides/obs_tidal_wlev_const_all.csv'\n", "\n", "harm_obs = pd.read_csv(filename,sep=';',header=0)\n", "harm_obs = harm_obs.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'M2 amp': 'M2_amp', 'M2 phase (deg UT)': 'M2_pha',\n", " 'K1 amp': 'K1_amp', 'K1 phase (deg UT)': 'K1_pha'})\n", "print harm_obs" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon M2_amp M2_pha K1_amp K1_pha\n", "0 Sooke 48.36700 123.7330 43.8 282.7 56.9 266.4\n", "1 Port Angeles 48.12500 123.4400 51.8 307.4 66.9 261.4\n", "2 Pedder Bay 48.33100 123.5490 34.2 308.0 62.7 269.0\n", "3 Esquimalt 48.43300 123.4330 36.7 317.1 64.3 268.1\n", "4 Clover Point 48.40500 123.3470 40.3 320.3 64.2 269.8\n", "5 Victoria 48.41700 123.3670 37.3 316.1 62.7 269.2\n", "6 Finnerty Cove 48.47300 123.2950 44.7 357.7 70.8 277.5\n", "7 Port Townsend 48.14500 122.7550 65.2 350.0 75.0 270.8\n", "8 Sidney 48.65000 123.4000 55.4 5.9 76.7 277.6\n", "9 Patricia Bay 48.65000 123.4500 60.3 14.4 76.0 281.3\n", "10 Maple Bay 48.81700 123.6170 68.5 17.0 79.3 281.2\n", "11 Fulford Harbour 48.76700 123.4500 58.2 12.7 75.3 280.0\n", "12 Ladysmith 48.98300 123.8000 70.8 16.3 79.8 281.8\n", "13 Patos Island 48.78300 122.9670 68.0 25.0 79.0 285.6\n", "14 Tumbo Channel 48.79200 123.1080 72.6 31.0 81.1 286.9\n", "15 Whaler Bay 48.88500 123.3250 83.4 32.9 84.7 287.5\n", "16 Silva Bay 49.15300 123.7000 92.2 32.0 86.5 286.7\n", "17 Ferndale 48.83300 122.7170 72.3 23.8 80.1 283.6\n", "18 Blaine 48.99000 122.7600 77.4 25.1 82.3 284.3\n", "19 Tsawwassen 48.99000 123.1330 81.1 27.8 83.4 284.8\n", "20 Sandheads 49.10000 123.3000 86.9 30.9 83.7 286.5\n", "21 Point Grey 49.25000 123.2670 94.5 33.9 90.6 287.0\n", "22 Point Atkinson 49.33300 123.2500 91.8 31.2 86.2 286.1\n", "23 Squamish 49.70000 123.1500 94.2 31.2 87.4 286.8\n", "24 Gibsons Landing 49.40000 123.5000 94.7 30.1 87.2 285.2\n", "25 Halfmoon Bay 49.51700 123.9170 96.4 31.5 88.0 285.8\n", "26 Irvines Landing 49.63300 124.0500 98.8 31.9 88.0 286.7\n", "27 Winchelsea 49.30000 124.0830 95.2 32.6 87.5 286.7\n", "28 Northwest Bay 49.30000 124.2000 95.6 32.7 87.2 286.7\n", "29 Cherry Point 48.86300 122.7570 73.2 21.8 81.5 281.9\n", "30 Friday Harbour 48.54500 123.0100 56.4 11.0 76.3 279.4\n", "31 Rosario 48.64700 122.8700 58.1 4.3 75.3 277.3\n", "32 North Beach 48.71200 122.9080 68.4 18.1 79.2 281.8\n", "33 Bellingham 48.74500 122.4950 65.3 15.2 77.0 281.1\n", "34 Anacortes 48.52300 122.6130 62.2 5.2 77.3 277.2\n", "35 Reservation Bay 48.41500 122.6520 58.1 344.7 73.8 269.5\n", "36 Hanbury Point 48.58000 123.1720 52.8 357.3 75.3 275.1\n", "37 Sheringham Point 48.37500 123.9180 48.7 263.3 54.8 261.5\n", "38 Neah Bay 48.36670 124.6117 78.9 246.2 49.6 248.5\n", "39 Sekiu Clallam Bay 48.26330 124.2967 66.9 258.0 54.2 252.2\n", "40 Port Angeles 48.12500 123.4400 51.4 307.1 66.7 261.8\n", "41 Port Townsend 48.11170 122.7567 68.5 349.7 76.6 270.7\n", "42 Budd Inlet 47.09830 122.8950 145.9 30.3 87.7 289.6\n", "43 Seattle 47.60170 122.3383 107.2 10.6 83.4 277.0\n", "44 Bangor 47.74830 122.7267 102.4 4.1 83.5 274.8\n", "45 Foulweather Bluff 47.92670 122.6167 88.3 3.4 76.5 275.9\n", "46 Everett 47.98000 122.2217 100.9 11.6 80.9 276.9\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", " ... ... ... ... ... ... ...\n", "\n", "[77 rows x 7 columns]\n" ] } ], "prompt_number": 120 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a list of observations that we can compare with our model output. Now we have a struc object called harm_obs that contains the data printed above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = 'other_constituents.csv'\n", "\n", "harm_other = pd.read_csv(filename,sep=',',header=0)\n", "harm_other = harm_other.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'O1 amp': 'O1_amp', 'O1 phase (deg UT)': 'O1_pha',\n", " 'P1 amp': 'P1_amp', 'P1 phase (deg UT)': 'P1_pha',\n", " 'Q1 amp': 'Q1_amp', 'Q1 phase (deg UT)': 'Q1_pha',\n", " 'S2 amp': 'S2_amp', 'S2 phase (deg UT)': 'S2_pha',\n", " 'N2 amp': 'N2_amp', 'N2 phase (deg UT)': 'N2_pha',\n", " 'K2 amp': 'K2_amp', 'K2 phase (deg UT)': 'K2_pha'})\n", "print harm_other" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon O1_amp O1_pha P1_amp P1_pha \\\n", "0 Neah Bay 48.385 -124.616 30.90 231.50 15.50 244.60 \n", "1 Port Renfrew 48.537 -124.476 28.30 234.80 14.07 250.60 \n", "2 Port Angeles 48.129 -123.400 39.10 241.60 20.70 259.40 \n", "3 Victoria Harbour 8.413 -123.399 37.00 247.80 19.70 264.60 \n", "4 Port Townsend 8.112 -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 7.605 -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", "\n", "[32 rows x 15 columns]\n" ] } ], "prompt_number": 121 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don't have model output at all of the above locations. The model outputs are listed below. There is a location.nc file in the run directory for each of the stations listed below." ] }, { "cell_type": "code", "collapsed": false, "input": [ " stations = ['PortRenfrew','SheringhamPoint','PedderBay', 'Esquimalt',\n", " 'Victoria','CloverPoint','FinnertyCove', 'FulfordHarbour',\n", " 'TumboChannel','PatosIsland','WhalerBay', 'Tsawwassen',\n", " 'Sandheads', 'PointGrey','PointAtkinson','GibsonsLanding', 'WinchelseaIs',\n", " 'HalfmoonBay','IrvinesLanding','PowellRiver', 'LittleRiver', 'Lund',\n", " 'TwinIslets','CampbellRiver','MaudeIslandE', 'NympheCove',\n", " 'SeymourNarrows','BrownBay','ChathamPoint','KelseyBay','YorkeIsland']\n", "numsta=len(stations)\n", "#again with spaces because the text file likes that\n", "stations_obs = ['Port Renfrew','Sheringham Point','Pedder Bay', 'Esquimalt',\n", " 'Victoria','Clover Point','Finnerty Cove', 'Fulford Harbour',\n", " 'Tumbo Channel','Patos Island','Whaler Bay', 'Tsawwassen',\n", " 'Sandheads', 'Point Grey','Point Atkinson','Gibsons Landing', 'Winchelsea',\n", " 'Halfmoon Bay','Irvines Landing','Powell River', 'Little River', 'Lund',\n", " 'Twin Islets','Campbell River','Maude Island E', 'Nymphe Cove',\n", " 'Seymour Narrows','Brown Bay','Chatham Point','Kelsey Bay','Yorke Island']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 122 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can plot these locations on a map of our domain." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1, 1, figsize=(8, 10))\n", "ax.pcolormesh(X,Y,bathy,cmap='winter_r')\n", "\n", "for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " ax.plot(lon,lat,'.k',label=location)\n", " ax.annotate(stn, xy = (lon,lat), xytext = (5,5),ha = 'right', va = 'bottom',\n", " textcoords = 'offset points')\n", " print stn, location\n", " \n", "ax.axis([-126.1,-122,47,51])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 Port Renfrew\n", "1 Sheringham Point\n", "2 Pedder Bay\n", "3 Esquimalt\n", "4 Victoria\n", "5 Clover Point\n", "6 Finnerty Cove\n", "7 Fulford Harbour\n", "8 Tumbo Channel\n", "9 Patos Island\n", "10 Whaler Bay\n", "11 Tsawwassen\n", "12 Sandheads\n", "13 Point Grey\n", "14 Point Atkinson\n", "15 Gibsons Landing\n", "16 Winchelsea\n", "17 Halfmoon Bay\n", "18 Irvines Landing\n", "19 Powell River\n", "20 Little River\n", "21 Lund\n", "22 Twin Islets\n", "23 Campbell River\n", "24 Maude Island E\n", "25 Nymphe Cove\n", "26" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Seymour Narrows\n", "27 Brown Bay\n", "28 Chatham Point\n", "29 Kelsey Bay\n", "30 Yorke Island\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 123, "text": [ "[-126.1, -122, 47, 51]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oo8K9hzB16lTC4TBLliyRPPbZF0BtKewTBsKUVZTz6aefcsEFF/D+++9z2WWX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I+FdjsQ7mxq/L1Q6c+GeM+8q/U/9zAXcv8UgPMBxP434WEoUb8RwJJZ3rcIwNOxf2+0zzk4OBzG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"text": [ "" ] } ], "prompt_number": 123 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: Some day it would be worthwhile to place the numbers more carefully so that they don't overlap." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tidal Harmonics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a way of determing the amplitude and phase of M2/K1/O1/S2 from our model output. We will do this by fitting our model water levels to cosine curves with the known frequency of M2/K1/O1/S2." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#constants and fitting\n", "# M2\n", "M2freq = 28.984106 # degrees per hour\n", "M2freq = M2freq*np.pi/180. # radians per hour\n", "#K1\n", "K1freq = 15.041069*np.pi/180.\n", "#O1\n", "O1freq = 13.943036*np.pi/180.\n", "#S2\n", "S2freq = 30.000002*np.pi/180.\n", "#P1\n", "P1freq = 14.958932*np.pi/180.\n", "#N2\n", "N2freq = 28.439730*np.pi/180.\n", "\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", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 124 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fit\n", "def double(x, M2amp, M2pha, K1amp, K1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 125 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 3 frequencies\n", "def triple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 126 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 4 frequencies\n", "def quad(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 127 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 6 frequencies\n", "def sextuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 128 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply this fit to our model output." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=[]; M2_pha=[]; K1_amp=[]; K1_pha=[]\n", "O1_amp=[]; O1_pha=[]; S2_amp=[]; S2_pha=[]\n", "P1_amp=[]; P1_pha=[]; N2_amp=[]; N2_pha=[]\n", "\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", "\n", "ts = 240\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(sextuple,time[ts:],ssh[ts:]) \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", " M2_pha.append(pha)\n", "\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", " #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 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", " #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)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 129 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model data is saved in lists M2_amp, M2_pha, K1_amp, K1_pha. We have also saved the observations in M2_amp_obs, etc.\n", "\n", "We can compare model and observations by plotting." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting M2\n", "labels=['JdF/Islands','SoG','North']\n", "split1=8; split2=20\n", "fig=tidetools.plot_scatter_pha_amp(M2_amp,M2_amp_obs,M2_pha,M2_pha_obs,'M2',figsize=(14,6),\n", " split1=split1,split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 130, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7+KFLFzY/95zfLmRTF05lY9FGiiuKKa4oZlfZLnJzcvn36H/z9LlPs3ryajo7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\n7mh3Js97yx4P59rk+4PJV7FuTwHbUfqbSVIe5a39GkeMiYG4CPdDYsz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"text": [ "" ] } ], "prompt_number": 130 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - K1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(K1_amp,K1_amp_obs,K1_pha,K1_pha_obs,'K1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 131, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xnYCdFZZ3AZ0bc8AtW7Zw/fXXU1hYSElJCTt27GDMmDE+Z7C++uornxkjiouL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\ngJEkpcwAI2lIGGLyMsBIklJmgJE0RAwxeRhgJEkpM8BIGjK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"text": [ "" ] } ], "prompt_number": 131 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - O1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(O1_amp,O1_amp_obs,O1_pha,O1_pha_obs,'O1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 132, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4tx9//HH27NnjLyAVFRVMmTKlxW3p378/55xzDvfee69/vPCWLVuCXgugoKCA\nLVu2+Ld79ep1yLlCjTfu2rWr/+esrKyYze8RcR0FmGTnxQwn6wn8CDOkLFBzVwdbVadWr14dVKcA\namtrWb9+vX+7oKAg6O9+ZmYmRx11lH979uzZbN26lcrKSsDUqRtuuKHFbVGdEnEoBZhm2V21NwOB\nfwl7+h47xLRp0/w/FxUVUVRUFPKEPXr0COplAUhLSyMnJ8e/PWvWLM444wxSUlKora1l1KhRXHjh\nhf79e/fupaamJugc+/fvD+sXauj2229n0KBBXH/99QB0796db7/9NuiYb7/9ljPPPNO/3bAQaMKk\nSBS5OMCUlJRQUlJidzMSSSkwBxiM6X3pCmwDugHf+46JSZ2qqqoKeqyqqoouXepHU0+fPp0f/OAH\n1NTU4PV66d+/P1dffbV/f1lZGbW1tUHnCOzJaQnVKRGHcXGASbQ6VUjjc2LOAt70/TwcWNrIcY2O\no2vI6/VaEydOtLKzs6127dpZWVlZ1ksvvXTIcVu3brVef/11a/HixZbX6w3aV1JSYmVlZfnHImdm\nZlrXXXdd2OP7CgsLrfnz5/u3//d//9fq2LGjNXLkSGvXrl1Wbm6u9eKLL1rV1dXWSy+9ZOXl5Vm7\ndu2yLMuyioqKrKeffjrofOPHj7duueWWoMc8Ho/1zTff+Lcvv/xy/7hmJ2rsPRSJK5fPgWkIzYkJ\npTP1K49lAv8FRgH3Uz/35SbgXt/Px2KGnrUFjgC+4dARBNDCOTE33nijlZWVZeXk5FhZWVnWn/70\np0OO2bVrlzVnzhxr4cKFVnWDf6uff/55UJ3KyMiwzj///LD/bahOhdbY+yUSNy6fA9MQDq5Ts4At\nQBVm7ssVwM99X3X+AnyNWWJ5UCPnafQXD8Xr9VoLFy60Zs6caa1Zsyai/6izZ8+2CgoKrPz8fGvy\n5MlWVVVV2M9tWBy+++47KyMjwxo5cqRlWZb13nvvWYMHD7Y6dOhgnXTSSdbixYv9x4aaHLlkyRKr\nb9++Vl5ennXttddalnVocZg0aZL1u9/9LqLfNR4ae69E4ibJAoxlObs42Oh44CNMMPkM+K3v8Y7A\nO4ReYvkWTJ1aC5zRyHkbfQ8as3TpUmvGjBnWxx9/HNH7O3/+fKtPnz5W586drYkTJ1rl5eVhP1d1\nKrSm3i+RmEuyAGNZratTidL/6/s9g3k8nqguOSmxo/dKbOXiIWRN8Q3xSZS/84lOdcoF9H6JbVw8\nhKwpranIe/0qAAAgAElEQVRTTpjYLyISO0kaYEREJEEkaYBpLYUYEXEvBRgREXEyBZiIKcSIiDsp\nwIiIiJMpwLSKQoyIuI8CjIiIOJkCTKspxIiIuyjAiIiIkynARIVCjIi4hwKMiIg4mQJM1CjEiIg7\nKMCIiIiTKcBEVUJX+Ly8vLr1pcXh8vLy7G6CuJkCjDiU6lRiUa2SmFGAibpE+csa8iZiIiIKMI3T\nzS7jSnVKREJTgGmUbnYpIslJAUZERJxMASZmFGJEJDEpwIiIiJMpwMSUQoyIJB4FGBERcTIFmJhT\niBGRxKIAIyIiTqYAExcKMSKSOBRgRETEyRRg4kYhRkQSgwKMiIg4mQJMXCnEiIjzKcCIiIiTKcDE\nnUKMiDibAoyIiDiZAowtFGJExLkUYERExMkUYGyjECMizqQAIyIiTqYAYyuFGBFxHgUYERFxMgUY\n2ynEiIizKMCIiIiTKcA4gkKMiDiHAoyIiDiZAoxj6NOBiDiDAoyIiMTYW2+9xT//+U86d+7Mdddd\nx2GHHRb+kxVgHMVjdwPCZFmWZXcbRCRWFGBiwuPxQOL8nU90qlMiDvfkk08yZcoUKioqaNOmDZ06\ndWLVqlV07ty5+ScrwMREa+qUhpOJiL0UYEREJA5uu+02KioqAKipqWHv3r288MILQcd4vV5++ctf\n0rt3b0aMGMHatWsVYBxKnxRExD4KMCIiEicHDx4M2q6pqeHAgQP+7bVrYdiwIezb9xEA69at46Lj\njuPTrCxSy8oUYBxGPTEiYg8FGBERiaOf/vSnZGZm+rfT09M599xzAXjySTjmmHX+AAPQD3ivtlYB\nxqH0iUFE4k8BRkRE4uyxxx4jKyuL1157jdzcXB555BH69+/Prl1w9dUAb/mP7QcsBXKBb/Lz6a0A\n4ziJMuFTEyZF3EIBJm40sT+uVKdEEtTKlTBgAMCzwJVBAWYpkLJwIUOLiuxroIu1pk4lSnFTcRBx\nAwWYuFKIiSvVKZEEVV4O7duDZa2nH8ewlEp/gPnZ4Uew5tt1djfRtbQ6mYg4nwKMiIg4yPf7v+df\na//FhzsWct0UL/2oZCltfAHGw/UnnsK7Hy61u5nSCH2CEJHYU4AREREH+XjrxxT9vQgAr+VlbKe+\nfJb1DW0r9rPusGH0+O8CFvfTHBgnS5RhBuqmF0lUCjC20XCyuFKdEkkgx/31OFbvWA1Avx2w9BnI\nPYhWIYszDScTEWdSgBEREQfaXLYZ8AWYp02A2Xh0dwWYBKIQIyKxoQAjIiIOdVL3k+i/K9UEmEpY\n1jOFz158SAEmgSTKMAN104skEgUYR9BwsrhSnRJJILs+WkzaKT+i/QEvH/SEN//2G24/+wG7m5V0\ntMSyiDiHAoxjKMTEleqUSKJYuxaGD4fSUqqHDKZ63lyyOnS2u1VJqTV1Sp8sRCR6FGBERMTJAgIM\nw4aRtmABaRpClpA0J0ZEokMBRkREnKxBgNEk/sSmECMiracAIyIiTqYA4zoKMSLSOgowIiLiZAow\nrqQQIyKRU4AREREnU4BxLYUYEYmMAoyIiDiZAoyrKcSISMspwIiIiJMpwLieQoyItIwCjIiIOJkC\nTFJQiBGR8CnAiIiIkynAJI1EuZOz7oQsYjcFmITTmjshS4upTonYLSDAWMOG8eKVV/KfRYsoLCzk\n+uuvp0OHDna3UBpoTZ2KdU/MGGAt8BVwY4j9nYG5wCfAKmBSjNsjIpFQgBH36AUsBFZj6s41DfZf\nD3iBjgGP3YypY2uB0XFoo4i0VIMemNtOPpmfT5nCjBkzuP/++xkyZAgVFRV2t1KiqKnk82gYzy8F\nbmtkXyrwBfBjYDPwITABWBNwzDQgHVMgOvuO7wLUNDiXrnCJ2EUBJmGpJyakrr6vT4AcYAVwHqY2\n9QKeAvoBg4HdwLHAi8AQoAfwDtAXE3QCqU6J2KVBgKl5+20yO3Wipqb+42ROTg7PPfccF154oY0N\nlYZi1RMzFliO+QO/PMTXCuCiJp4/FPga2ABUAy8BxQ2O2Qq09/3cHtjFoQFGROyiACPusw0TYADK\nMeGlu2/7T8ANDY4vBmZh6tgGTF0bGvNWikh4QsyBqWnbllAXFQ4ePGhDAyVWmvo08jDw92aen9fE\nvh7AdwHbm4BhDY55ClgAbAHaAeOaeT0RiRcFGHG/QuBE4ANMWNkEfNbgmO7A0oDtTZj6JiJ2a2QS\nfwZw+umnU1JSwsGDB/F4PKSmpjJq1Ci7WyxR1FRPzENhPL+pY8LpV78Fc0WsO3AC8BgmzIiInRRg\nxP1ygFeBazFDw24Bpgbsb2p4g8aNidht7VpqTjoJSkv5qG1bpgwcSFVAnXr11VeZOHEiRxxxBCNG\njGDx4sV07drVxgZLtIXzqeRI4NeYK1Z1x1uY4WZN2YwZX1ynF+YKVqARwF2+n78B1mPGIi9veLJp\n06b5fy4qKqKoqCiMpotIiynAJKySkhJKSkrsbkYiSAP+D5gJvAYcj6lxn/r298QMmR7GobWsp++x\nQ6hOicTGtvJtTJk7hbW71nJyz5N5oNeVZJwykjb797MUOK2qCmbMoLS6mmeffRaA7OxsnnnmGXsb\nLoeIZp0KZyLNZ8DTmFVc6iYyWsC7zTyvDWai/ijMcLFlHDqx/0+YxQFux0zoXwEMwEymDKQJkyLx\noADjKprYH5IHM1R6FzClkWPWc+jE/qHUT+w/ikN7Y1SnRGKgorqCYx87li1lW6j2VjNgd1vee6qW\ndgdq+QAYCRzwHZuTk0NZWZmNrZWWak2dCufTyUHgkQjOXQNMBv6DWansGUyA+blv/xPA3cB0zNWv\nFMyEyoYBRkTiQQFGEsP1YRxTjqkxofwAuARzge5j32O3AG8FHBOYRj4HXvZ9rwGuRsPJROJm6aal\n7D6wm2pvNf12wLtPV9GuEjYd3pMzt+/gQGWl/9j09HQbWyrxFk7yuRTojQkjlQGPfxSTFoWmK1wi\nsaQA40ou7YnZCvytif0e4GKgT3ya46c6JRID7254l3NnnUv3zWUsfRpyK+GDnh5y31lBUdFZ7Nq1\ni+rqarKysnjooYe46qqr7G6ytECse2L6Y4LMSILXxR8ZyQuKiMMowEhimYkZgtyU7Hg0RERi7+Re\nJ/OjA4cx85kycithWU8PD9wxhlf7nchnn33GI488ws6dOykuLmbMmDF2N1fiKJzk8w1wDFAV47Y0\nRVe4RGJBAcbVXNoT41SqUyKxsHYt1vBheEr3saZ3B1577Nf85se/Jy01ze6WSRTEuidmJeZ+MNsj\neQERcSgFGEls12PmptQVPwuzUMwK6m9mKSKJzHcfGE/pPhg2jGMWLOCYrCy7WyUOEc4nljxgLfAh\n9XNiwlliWUScSgFGEt9g4CTgDUyQORtz0e0XmPu/3Gdf00Sk1Rq5kaVInXC6b4pCPBbOEsvRpG56\nkWhRgEkaLh9Otgg4E7MSGZibV74JjMH0xhwT5/aoTolEiwJM0oj1cLKSSE4sIg6kACPukU/wXM1q\nzP3GKjC3BhCRRKQAI2Fq6tPLv4Fzmnl+OMeIiBMowIi7vAB8ALyGuYp3LuamlNmYe7qISKJRgJEW\naKr7phT4bzPPPw44InrNaZS66UVaQwEmKbl8OBnAEGCE7+fFwHIb26I6JdIaCjBJKVbDyYrDeH5l\n84eIiK0UYMS9MoAy4FnM8LIjgPW2tkhEWk4BRiKQKFfodIVLJBIKMEnN5T0x0zArlPUD+gI9gJeB\nH9jUHtUpkUgowCS11tSplOg2RUQcQwFG3O18zIiB/b7tzUA7+5ojIi2mACOtoBAj4kYKMOJ+lYA3\nYDvbroaISAQUYKSVwg0xWZguexFxOgUYSQ6vAE8AucBVwHzgaVtbJCLhUYCRKAhnDNpY4AEgHSgE\nTgRu9z0eLxprLBIOBRgJ4PI5MQCjfV8A/wHm2dgW1SmRcCjASIDW1KlwnvQRcBqwEBNgAFZhlleO\nFxUHkeYowEgDSRBinER1SqQ5CjDSQKyWWK5TDext8Jg31IEiYhMFGEke5UBjacEC2sexLSISLgUY\nibJwPuWsBi72HdsHuAZ4P5aNEpEWUICR5JLj+/4HYAsw07d9MdDdlhaJSNMUYCQGwum+yQZuJXjc\n8Z3AwVg1KgR104uEogAjTXD5cLLPgAFhPBYvqlMioSjASBNiPSfGCVQcRBpSgJFmuDzELAEeA2b5\ntscDvwJG2NQe1SmRhhRgpBmxCjFvBPxsNTjWQquTidhHAUbC4PIQcwTwZ+pDy2LgWmCDTe1RnRIJ\npAAjYYhViCnyfT8f6IoZd+wBJgDbgesiecEIqTiI1FGAkTC5PMQ4jeqUSB0FGAlTrIeTrQAGh/FY\nLKk4iIACjLSIS0PMVcCTUTgm2lSnREABRlok1kssZwG9gW9820f6HhOReFKAEQG4CdhJ6KJXN/T5\nOuIfYkREAUbiKJxPQFMwN7pc79suxFzlEpF4UYARqfNf4Nxmjnk7Hg0RkQAKMBJn4XbfZABHY65y\nrQUqY9ai0NRNL8lLAUYi5NLhZE6lOiXJSwFGIhTrOTGXE7w6Wd1f6ecjecEIqThIclKAkVZQiIkr\n1SlJTgow0gqxnhMzhPrgkgGMAj4iviFGJPkowIiIiJMpwIiNIkk+ucBs4Iwot6UpusIlyUUBRqJA\nPTFxpTolyUUBRqKgNXUqJYLnVGBuMiYisaAAIxKOrsAzwFzf9rHAlfY1RySJKMCIA4TzyeiNgJ9T\nMIXi5dg0RyTJKcCIhOs5YDpwq2/7K0xtesauBokkBQUYcYhwPh09SH03Tw3wLfBdzFokkqwUYERa\nojNmaPNNvu1qTI0SkVhRgBEHCWc42dlAie/rPUyAuS92TRJJQgowIi1VDnQK2B4OlNrUFhH3U4AR\nhwlnIs3HwIkNHlsJHB/95jRKEybFvRRgJEZcPrF/MPAo0B9YDeQDFwGf2tQe1SlxLwUYiZFY3Sfm\nl8DVQG/gm4DH2wGLgYsjecEIqTiIOynASAy5PMQApAH9fD9/gRlSZhfVKXEnBRiJoViFmA5AHnAv\ncGPAsWXArkherBVUHMR9FGAkxlweYsZhVibbB/wOM2LgD5j7mNlBdUrcRwFGYixWIaY9pjh0ov5m\nl4F2R/KCEVJxEHdRgJE4cHmIqRvWfAomvDwI/B4YalN7VKfEXRRgJA5aU6ea+tQ0CzOpfwWhQ4zu\nFSMSCQUYkWio9X0/B3gK+Ddwp33NEXERBRhJAIlyhU5XuMQdFGAkjlzeEzMH2AycjhlKdhD4ABho\nU3tUp8QdFGAkjmI1nGxQM8+N57hjFQdJfAowEmcuDzHZwBjgM8yNLrthhpe9bVN7VKck8SnASJzF\nKsSUEHoYWZ2RkbxghFQcJLEpwIgNXB5i6hwGZARsb7SpHapTktgUYMQGsQoxTqLiIIlLAUZs4vIQ\nMxb4I9Ad+B4oANZg7htjB9UpSVwKMGKT1tSplDCOyQSuB/4J/AOYQvBVLxFpjAKMSKz8ATgZ+BKz\n0MwozJwYEWkJBRhJUOGEmOeBY4FHgL9grnLNiGWjRFxBAUYklqqBnZg6lgosBE6ytUUiiUYBRhJY\nOJ+o+mNCTJ0FwOexaY6ISyjAiMTaHqAdsAh4ATOkrNzWFokkEgUYSXDh9MR8hOmyrzMcc+8YEQlF\nAUYkHs4DKjBDnOcCXwPn2toikUShACMuEM5EmrVAX+A7zGplhwNfADW+7QExa109TZiUxKAAIw7i\n8on9TqM6JYlBAUYcpDV1KpxPV2MiObFI0lGAEYmnC4F7gS7UF0ALaG9bi0ScTgFGXCSc4WQbgFJM\nYegY8LXB99WUMZienK+AGxs5pgj4GFiFuTeNSOJRgBGJt/sxyyy3x8yNaUf4AeZZYDuwMuCxocAy\nTD36EBgSsO9mTB1bC4xuVatF7KIAIy4TTvfNncAkYB3gDXi8uZtdpmKGnf0Y2IwpChMw6/jXyQUW\nA2cAm4DOmNVmGlI3vTiXAow4lMuHky0GfhDhc3+IWQTgeeB432MlwD3Af4AzgRswde5Y4EVMqOkB\nvIMZYu0lmOqUOJcCjDhUrIeT/RToDVS18NxDMRMtN/i2XwKKCQ4xE4H/wwQYCB1gRJxLAUYk3i70\nfV8OzAZeo74+WZj7mTVnEVDY4LGtQAffz7mYi29g6tYszJLOGzB1bSiwtMUtF7GDAoy4VDiftlYD\neZiu95bogVkMoM4mYFiDY/oAaZj1/dsBf0b3oJFEoQAjYodzMWEF4ACHDu8KJ8SEchPwHvAgZqh1\n3aqc3QkOLJsw9U3E+RRgxMXC+cR1N/VzVip9j1mYschNCadfPQ0YhLnTchawBFMsvmp44LRp0/w/\nFxUVUVRUFMbpRWJEAUYcqKSkhJKSErubEWuTMEMPOgM7onjeZ4BrgH8CP8HMmzm9kWND1jfVKXEU\nBRhxoGjWqXDGoK0BHseEmLoxwBbwbjPPGw5Mo351s5t9z78v4JgbgUzfcQBPY9b7f7XBuTTWWJxD\nAUYShEvnxJyLCRg1QC1myPPiCM5TCLxB/ZyYfdQvDOAB9mKGl93ke+xe3/e5wFTggwbnU50S51CA\nkQTRmjoVzupk5cAjwALMxMcSmg8wYMYr98EUiraYQvN6g2P+BZyCWQQgCzPc7PMwzi1iDwUYEbvd\njZmY3w0zP+aeKJ33a+BU38+nAV/6fn4dGI+pY0dg6tqyKL2mSPQpwEiSCOfT1yJMkXid+uFkAB81\n87waYDJmpZdUTFf9GuDnvv1PYJarnAt8humleQqFGFfatWsXs2fPprKykrFjx9K7d2+7m9RyCjAi\nTlCDqR1gekPaRXCOWZjA0hkzd/P3wFXAY0A6Zq7NVb5jPwde9n2vAa4mvOHSIvGnACNJJJzumxJC\n/8FubonlaFI3fQLbtm0bAwcOpKysjNraWtLS0li4cCFDhgxp/slOoQAjCcilw8k2AX+i/veaErBt\n+X62g+qU2EsBRhJQrJdYLgrxWNdIXkyS0/3338/u3bupqakBoKqqimuvvZb333/f5paFSQFGxEme\nJrj3peG2SPJRgJEk1JJPYrnARZgbVh6DWXZSpFnbt2/3B5g6O3cmyC2BFGBEnGaa3Q0QcRQFGElS\nzU3sz8KEltcx81YeBO4EesW4XeIixcXFZAX8Qc3MzKS4uNjGFoVJAUZERJxMAUaSWFMhZhZmWeVT\ngYcxq7LswcyRqY15y8Q1xo0bx7Rp02jfvj1ZWVlMnDiRu+++2+5mNU0BRkREnEwBRpJcUxNpPgEO\nYsLMy8BWYD0mzMSbJkxK/CjAiEu4dGK/U6lOSfwowIhLxGpi/wmYuS8TgIWYOyO3w0zq3xbJi4k4\nngKMiNNdH/CzRX3xq0sQdq1OJhIfCjAiQMuSz0mYQPMTzBKXI2LSotB0hUtiTwFGXMalPTHTMIGl\nHzAEM2fTA5yDuQnlJTa1S3VKYk8BRlymNXUqkielYO6W/G4kLxghFQeJLQUYcSGXhpg6i4CzgDLf\ndjvgTUx9soPqlMSWAoy4UGvqVHOrk4XiJb4BRiS2FGBEEtFhQHXAdrXvMRH3UYAROYQ+qUlyU4AR\nSVTPY4aP/QNzFe884O+2tkgkFhRgREJKlGEG6qaX6FOAEZdz+XAygMHAKb6f/wt8bGNbVKck+hRg\nxOVitTqZVoAR91KAEXGDLMycmGeBfMwtANbb2iKRaFGAEWlSU5/a2tH0CjAiiUkBRsQNpmF6Yvph\nQkxbYCbwAxvbJBIdCjAizQqn+8YJK8Com16iQwFGkojLh5N9CpwIrPB9B/gMGGBTe1SnJDoUYCSJ\nxHp1Mq0AI+6gACPiJpWY1TLrZNvVEJGoUYARCVs4n+C0AowkPgUYEbd5BXgCyAWuAq4Anra1RSKt\noQAj0iLhdt/YvQKMuuklcgowkqRcPpwMYLTvC+A/wDwb26I6JZFTgJEk1Zo6Fe6Tfgj0oX4FmBzi\nuwKMioNERgFGklgShBgnUZ2SyCjASBKLdYiZRv0KMH2BHsDLxHcFGBUHaTkFGElyLg0x5dQv9d+Q\nBbSPY1uCXlt1SlpMAUaSXKzuE1PnfOpXgAHYjFmhTMS5FGBE3CrH7gaIRIUCjEirhPOpTivAiOPs\n2bOHmTNnsn//fs466ywGDAhYVVUBRsTNOjazf3dcWiHSGgowIq0WTvfNb4GjMJMn78GsAPMi8EgM\n29WQuunFb9euXQwcOJBdu3ZRU1ND27Ztef311xk1apQCjEgAlw4n20Djw8kAjohTOxpSnZLwKMCI\n+MVjYr/dK8CoOIjfH/7wB+644w6qq+tvX5SSksKvBg3iz599hqeqSgFGBNeGGKdSnZLmKcCIBIn1\nnBiAt31fIrbbsWNHUIABGOr1cv/y5XgAa+xYPAowIm6XAlyM6Xm5Azgc6Iq5r5mI8yjAiERVShP7\nyoGyRr72xb5pIqGde+65ZAX84R8OLAQygDdSUtj1xBMKMCLu91fgZGCib7vc95iI8yjAiERdUyEm\nB7MKWagvu5awFOHHP/4xf/nLX+jQoUNQgHkNuMDrJau9/nmKJIFhwNXAAd/2biDNvuaINEIBRiQm\nmrpcrRVgxLF+9rOfcVpmJl0mTPAHmIsAUlMpLy8P6qkREVeqAlIDtvMJXklTxH4KMCIx01SI+Qhn\nrgAjAkuW0Ouyy0ihPsDUAu2ysvj+++857LDD7G2fiMTao8A/gcOAuzF/Bm6ztUUigRRgRGIqUVat\n0aovUi9gGeV/p6ZyXm0ttb5deXl5bN68mczMTFubKOIESbA62THAKN/P84E1NrZFdUrqKcCIhKU1\ndaqpOTGBx1wK/N63fTgwNJIXE2mNOXPgb5cvoeZH9feByX3nHXI7dSIlJYWuXbsyb948BRgRd+sY\n8LUdmOX72k7zw6BFYk8BRiQuwkk+f8OMMz4NOBpTJN4GTophuxrSFa4kYlnwwAPw9NOQng533QWf\nfAIl9yzhzYMjyaCS/+YVM2LLq7TJaINlWRw8eFDhRaQBl/bEbMAMdfZgLqrt8T2eB3yLbnYpdlKA\nEWmRWN8nZhhwIvCxb1srwEhMPfAA3H47VFSY7fHjYVDlEt7xmgDzGsVMqnqV2e+24YwzzP8ACjAi\nSaPQ9/0pzJyYN33bZwLn29EgEUABRiTOwhlOphVgJK6efro+wAAMPBAcYC7iVaq8bXj4YbjvPigr\ns6+tImKbk6kPMABvASNsaoskOwUYkbgLJ8Q0XAFmMXBPLBslyS0jo/7n4SxhISbAvO4xAaaWNhw4\nAHPnwtSpMHhwcOgRkaSwBbMaWSFmCNmtwGY7GyRJSgFGxBbhhJiZwI2Y4LIFKAZejmWjJLnddRdk\nZgYHmN0/LOavp71Kdvs2eAJGTlZWwpYt8Npr9rVXRGwxAXNx7Z/AP3w/T7C1RZJ8FGBEbNPURJqG\nq7zUHVs3czGeN7vUhMkk8/Ffl3Dcr0eS5q2kfFQxOXNfhTZt8HqhbVuora0/NisLHnoIrrrKvvaK\nOJFLJ/Y31M733e6BpapTyUYBRqTVWlOnmnrSBpyzAoyKQzIJuA8MxcXwqgkwdc45B955x+wGyM6G\nlSvhCN1+VSSIy0PM8cDzQCff9g7gcmCVTe1RnUomCjAiURGr+8QUYoLKPOAcTKHoBJzte0wk+poJ\nMAAvvQQXXghdusBxx8G8eQowIknoSeD/YS6yHQ5c73tMJLYUYEQcIZzkswo4LozHYklXuJJBGAFG\nRMLn8p6YT4GBYTwWL6pTyUABRiSqYn2fmLoVYGb6XmQiWgFGok0BRkRaZj3wO2AGpjZdDKyztUXi\nbgowIo4SzupkWgFGYksBRkRa7gpMPfoH8H+Ye5hdYWuLxL0UYEQcpyXdN3auAKNuerdSgBGJGZcP\nJ3Ma1Sm3UoARiZlYDydz2gow4hLlJfPIPONsUquqqT33HFIVYESkeW9Qv3JmQxYwNr7NEVdTgBFx\nrHA+MdatALPQt13ke2xEjNokSWDr2/+g49kXkloD/z4mlVtO/4bFtQdo16Zd808WkWQ2HNgEzAI+\n8D3W8D5mIq2nACPiaOHMicmiPsAAlADZMWmNJIclS+h09k9Ir4HX+sF5F9XyZek67l50t90tExHn\n6wbcglkh82HgdMwIgRLgXfuaJa6iACPieOGEmLoVYAox9425Da0AI5HyzYFpW+PltX5w0TioTYXK\n2kq+3v213a0TEeerAd4CLsP0ynyNCS+T7WyUuIgCjEhCCCfEtGYFmDHAWuAr4MYmjhuCKUwXhHle\nSUQBk/g/GtqLiye0pTbV7MpKy+KHBT+0t30ikigygAsxS///CvgzZgXNcD0LbAdWBjz2ALAGc6+Z\nfwAdAvbdjKlja4HREbdanE8BRiRhxHLVmlTgC+DHmPvKfIhZmnlNiOPmARXAdExQakirviS6BquQ\nlb/4HGfNHssHmz/AsiwmHDeB6edNJ8UTTq4WkXC4dHWyGUB/4E1gNsFBJFw/BMoxi9Yc73vsdGA+\n4AXu9T12E3As8CLmYlsP4B2gr++4QKpTiU4BRiTuWlOnmnpSa1eAORmYiumNAVMMoL441LkOqMIU\niH+jEOM+jSyjbFkWuw/sJi01jfbp7e1upYjruDTEeIH9jeyzgHD/mBRi6tzxIfadj+npuQTTC+MF\n7vPtmwtMA5Y2fG3VqQSmACNii1gtsdzaFWB6AN8FbG8ChoU4phg4DRNiVAHcpon7wHg8HjpldWrm\nBCIiQeLRXXsFpvYBdCc4sGzC1C5xCwUYkYTUVIjphulen+D7moP5o746zHOHE0gexvTQ1PX4uO2K\nYXLTjSxFJPHcihkd8GITx+iCm1sowIgkrKY+UdatAPMWkI4JMu9iutH/Esa5NwO9ArZ7Ya5gBRoM\nvOT7uTNwJlANvN7wZNOmTfP/XFRURFFRURhNENsowIjEXUlJCSUlJXY3I5FNAs4CRgU81rCW9fQ9\ndgjVqQSjACMSd9GsU831fGQAZwPjMeOHX8es6hLyD3gDbTAT+0cBW4BlhJ7YX2c6ZnzyP0Ls01jj\nRM85W/AAABg3SURBVKIAI+IILp0TEy2FBM+JGQP8ETgV2BlwXN3E/qHUT+w/ikN7Y1SnEokCjIgj\nxGpOTOAKMHfQ8hVgajDr9v8HswLZM5gA83Pf/idaeD5JBAowIuJ8szBhpTNm7uZUzAT+tpjVMgGW\nAFcDnwMv+77X+B5TWklkCjAirtBU8onWCjDRoCtciUABRsRR1BMTV6pTiUABRsRRYtUToxt2SPgU\nYERExMkUYERcRUFFWk8BRkREnEwBRsR1FGKkdRRgRETEyRRgRFxJIUYipwAjIiJOpgAj4loKMRIZ\nBRgREXEyBRgRV1OIkZYLCDDfnnACN/buzQuzZ6OVeURExBEUYERcL1GW3tTSlU4REGCWdunC6H37\nKDtwgOzsbMaNG8ezzz5rdwtFxEdLLMeV6pRTKMCIJIzW1KlEKW4qDk4QEGBKi4ro9cEHlB044N+d\nnp7O119/Tc+ePW1spIjUUYiJK9UpJ1CAEUkoralTGk4mVFdXs2HDBsrKyho/qMEcmJVTp+JJSws6\nJC0tjfLy8hi3VkREJAQFGJGkohCT5FavXk3Pnj3p378/+fn5PPLII4ceFGIS/wknnUR6enpdgiY1\nNZVOnTrRu3fvOP8GIiKS9BRgRJJOogwzUDd9jBQUFLBx40b/dlZWFosWLWLQoEHmgSZWIfvyyy+5\n5JJL+Prrrzn++OOZOXMmvXr1suPXEJEQNJwsrlSn7KIAI5KwWlOntCZuEjt48CCbNm0Keszj8fDJ\nJ5+YENPMMsp9+/Zl2bJl8W62iIiIoQAjkrQ0nCyJpaen0759+0MeP/LII3UfGBERcTYFGJGkphCT\nxDweD6+88grZ2dl06NCBrKwsLrnkEk5t21YBRkREnEsBRiTpJcpYaY01jqGtW7fyySef0K1bN044\ncEABRsQlNCcmrlSn4kUBRsQ1dJ8YiQ4NIRNxFYWYuFKdigcFGBFX0X1ipPUUYERExMkUYEQkgEKM\nKMCIiIizKcCISAMKMclOAUZERJxMAUZEQlCISWYKMCIi4mQKMCLSCIWYZKUAIyIiTqYAIyJNUIhJ\nRgowIiLiZAowItIMhZhkowAjIiJOpgAjImFQiEkmCjAiIuJkCjAiEiaFmGShACMiIk6mACMiLaBP\nsS715ldv8uSKJ8lsk8ntGWPoe9HPFWBERMSZFGBEpIU8djcgTJZlWXa3IWG8svoVJv1rEhXVFQz/\nDhY+Bxm1KMCIJBmPxwOJ83c+0alORUoBRiRptaZOJUpxU3FogQGPD2Dl9yuDAswnwwo44b2vFWBE\nkohCTFypTkVCAUYkqbWmTmlOjAvVWrVBAea1fvCXG4oUYERExDkUYESkFRRiXOgPGWcHBZhLJ2Zw\nxZCr7G6WiIiIoQAjIq2UKMMM1E0friVLsEaOxFNZScnADkz9VX9+P+oORh05yu6WiUicaThZXKlO\nhUsBRkR8NCdGDC2jLCIBFGLiSnUqHAowIhJAc2JEAUZERJxNAUZEokghxg0UYERExMkUYEQkyhRi\nEp0CjIiIOJkCjIjEgEJMIlOAERERJ1OAEZEYUYhJVAowIiLiZAowIhJDCjGJSAFGREScTAFGRGJM\nISbRKMCIiIiTKcCISBwoxCQSBRgREXEyBRgRiROFmEShACMiIk6mACMicaQQkwgUYERExMkUYEQk\nzhRinE4BRkREnEwBRkRsoBDjZAowIiLiZAowImIThRinUoAREREnU4ARERspxDiRAoyIiDiZAoyI\n2EwhxmkUYERExMkUYETEAeIRYsYAa4GvgBtD7L8Y+BT4DFgMDIhDm5xJAUZExG65wKvAGuBzYBjQ\nEZgHfAm87TsmOSnAiIhDxDrEpAJ/wQSZY4EJwDENjlkH/AgTXu4Enoxxm5xJAUZExAn+DLyJqVUD\nMBfhbsKEmL7AfN928lGAEfn/7d17mFx1fcfx95KLRFJujQ8XCc9yLUUuyiVcxLKUBwu1FfCGFHyK\n0BrbUmlrLQKPEh9ruSlQywO2gIC1BUJAKmhBhGyj3AUSErlIIJSbiWgpBRENZvvH93eY2WFm98zu\nzOw5Z96v58mTMzNnZ883k/P7zed3fuccFchAl99/P+B0IsRAreE/s8X6mwDLga0anh8ZGRnp/NYV\nhQFGUhcMDAxA99v5KtkIeADYtuH5R4ADgTXA5sAwsFPDOtXupwwwkrpgMv1Ut4/EvBV4uu7xM+m5\nVk4gRsD6hwFGkopiG+B54DLgfuBiYANgMyLAkP7ebEq2bqoYYCQVULdDTDvDUgcBx9P8vJlqMsBI\nUpFMB/YALkx//5w3Th0bob2+rdwMMJIKqtvfmJ8F5tY9nkscjWm0GzHidSjwQrM3WrBgwevLQ0ND\nDA0NdWobp4YBRlKHDQ8PMzw8PNWbUWbPpD/3pseLgFOA1cQ0stXAFsBPmv1w5fopA4ykDutkP9Xt\nudLTgUeBg4HngHuIk/sfrltna+A24FjgrhbvU625xgYYST3gOTETsgT4E+JKZAuA7Fv7z4CziCMz\nG9PkCE2l+ikDjKQemEw/1YvO7TDgfOJKZZcCZwDz02v/DFwCHAk8lZ5bC8xreI/qdA4GGEk9YoiZ\nkN2Jfmkm8DjwUaL/WkgMuj0JfAj434afq04/ZYCR1CNFDzGdUI3OwQAjqYcMMT1VjX7KACOph4p8\ndTJlDDCSpCIzwEgqEUNMLxhgJElFZoCRVDKGmG4zwEiSiswAI6mEDDHdZICRJBWZAUZSSRliusUA\nI0kqMgOMpBIzxHSDAUaSVGQGGEklZ4jpNAOMJKnIDDCSKsAQ00kGGElSkRlgJFWEIaZTDDCSpCIz\nwEiqEENMJxhgJElFZoCRVDGGmMkywEiSiswAI6mCDDGTYYCRJBWZAUZSRRliJsoAI0kqMgOMpAoz\nxEyEAUaSVGQGGEkVZ4hplwFGklRkBhhJfcAQ0w4DjCSpyAwwkvqEISYvA4wkqcgMMJL6iCEmDwOM\nJKnIDDCS+owhZjwGGElSkRlgJPUhQ8xYDDCSpCIzwEjqU4aYVgwwkqQiM8BI6mOGmGYMMJKkIjPA\nSOpzhphGBhhJUpEZYCTJEDOKAUaSVGQGGEkCDDE1BhhJUpEZYCTpdYYYMMBIkorNACNJoxhiDDCS\npCIzwEjSG/R3iDHASJKKzAAjSU31b4gxwEiSiswAI0kt9WeIMcBIkorMACNJY+q/EGOAkSQVmQFG\nksbVXyHGACNJKjIDjCTl0j8hxgAjSSoyA4wk5dYfIcYAI0kqMgOMJLWl+iHGACNJKjIDjCS1rdoh\nxgAjSSoyA4wkTUh1Q4wBRpJUZAYYSZqwaoYYA4wkqcgMMJI0KdULMQYYSVKRGWAkadKqFWIMMJKk\nIjPASFJHVCfEGGAkSUVmgJGkjqlGiDHASJKKzAAjSR1V/hBjgJEkFZkBRpI6rtwhxgAjSSoyA4wk\ndUV5Q4wBRpJUZAYYSeqacoYYA4wkqcgMMJLUVeULMQYYSVKRGWAkqeu6HWIOBR4BHgNObrHOl9Pr\ny4B3jPluBhhJ0tTI058ZYCSpR7oZYqYBFxAN/87A0cBvN6zz+8D2wA7Ax4CLWr5bhQPM8PDwVG9C\nV1W5virXBtYnJXn6s0oHmKrvK1Wur8q1gfX1s26GmHnASuBJYC1wFXB4wzrvBa5Iy3cDGwObNX23\nigYYqP5/0CrXV+XawPqkJE9/VtkAA9XfV6pcX5VrA+vrZ90MMW8Fnq57/Ex6brx1tmr6bhUNMJKk\nwsvTn1U2wEhSEXUzxIzkXG8g188ZYCRJUyNff2aAkaSeaQwQnbQvsICYQwxwCrAOOKtuna8Aw8Sh\neYiTJg8E1jS810pguy5tpyRV1TLg7VO9ERWQpz+zn5Kk9j1OnB9fKNOJDRsEZgJLaX5i/7fT8r7A\nXb3aOEmScsrTn0mSKuQw4FFihOqU9Nz89CdzQXp9GbBHT7dOkqR8mvVnkiRJkiRJUvl09uaYxTNe\nfccQdT0I3A7s1rtNm7R8N4KDvYHXgPf1YqM6KE99Q8ADwAriXK8yGa++OcBNxDSaFcBxPduyyfsq\ncZ7d8jHWKXO7Ml59ZW5XyiJv+1cWGwOLgIeBh4B9gE2BW4AfAd9J65RFs33kHKK+ZcB1wEZ1r51C\nfJaPAO/u0TZORrP65gH3EH3SvUTfmylTfXOBxcAPib7nEw2vf5I4P23TuufKVN/6xC1GlhL72hnp\n+bH2tyrUB/CXxD64gtHnF5apvtdNIw7TDwIzGP8cmn0o1zk0eerbj1pDeijlqS9Pbdl6twE3Au/v\n1cZ1QJ76NiYa2ewS4XN6tXEdkKe+BdQanznAz4jzBMrgXUQwafUlv8ztCoxfX1nblbLI2/6VyRXA\n8Wl5OvH/52zg79JzJwNnTsF2TVSzfeQQaldoPZNaPTsTn+EM4jNdSXev5NoJzeobBn4vLR9GBAEo\nX32bU7s4yWxiSme2f80lBtdWUQsxZasPILuc4XSifT6A1vtbVeo7iAhpM9Jrb0l/t1VfkQrv7M0x\niydPfXcCL6blu2l1z5ziyXcjuEjdi4Dne7ZlnZGnvj8CriXuHwHw015tXAfkqe/HwIZpeUMixLzW\no+2brO8BL4zxepnbFRi/vrK2K2WRt/0ri42IL8VfTY9fI/7/1O8nVwBH9H7TJqzZPnILMYIPo/eL\nw4Eric/ySeKzndf9TZyUZvX9mNrgxcbAs2m5bPWtJr7UArxMjNxvmR6fS+2LfqZs9QG8kv6eSQyK\nvEDr/a0q9X2cGBhdm17Lvhe2VV+RQkxnb45ZPPlullZzArXR4aLL+9kdDlyUHue9j1AR5KlvB2Ik\naDHwA+Ajvdm0jshT38XA24DniOkXJ/Vm03qizO1Ku8rUrpRFu2170W1DfKG4DLif2Pc3IIJ9dvuD\nNZQr6I/neGr7xZbUBqOgvJ/np4EvAU8RU+eyi1GUub5B4ojT3cT3iWeIabL1yljfekRQW0Nt6lyr\n/a0q9e0I/A5xZGYY2Cut21Z9RZoO0tmbYxZPO9t5ENGovrNL29JpeWo7n2hUR4jPsJv3KOq0PPXN\nIK6udzBx6PROYud8rIvb1Sl56juVaISGiHth3ALsDrzUvc3qqbK2K+0oW7tSFlX7vzKdaMtOJM6l\nyNrueiNUp+7TgF8B/z7GOmWs9VLi/JFvAB8kjqwd0mLdMtQ3m5jJcRJxBO1URtcz1neKote3jpgy\ntxFwM9FW1xtvfytbfUNEO7MJcXuVvYGFwLYtfr5lfUU6EvMsMb8xM5fRaazZOltRO0RadHnqgzjp\n9mLiUOJYU0SKJE9texLTLFYR58NcSNRYBnnqe5o4+e4XxFSrJcSX/DLIU9/+wDVp+XHic/yt7m9a\nT5S5XcmrjO1KWeRt28vimfTn3vR4ERFqVhPnJwBsAfyk95vWcccR58QdU/dcVdqDeUSAgfgMsyk5\nZaxvBjFd++vA9cRA2iAxK2AVUcN9xNGKMtaXeRH4FvF9aQ3N97cq1LcX0cZcl56/lwg6cyhxfVW/\nOWae+rYm5v/t29Mtm7x2bwR3GeW6Olme+nYCvkvM93wzcYLlzr3bxEnJU9+5wOlpeTOiAdqU8hgk\n34n9ZWtXMoO0rq+s7UpZVPFGmEuI6R4QF/U4O/3Jrrz2acp1Yj+8cR85lJjW0ngRluzE4pnE1LrH\nKcfMgUFG13c/cGBaPphaKC1bfQPA14Dzxlin2Yn9ZalvDrUrj80i9r2Dab2/VaW++cDn0vM7EtMe\noXz1jVL1m2OOV98lxCj+A+nPPb3ewEnI89llyhZiIF99f0t0ist542Ugi268+uYANxD73XLiQgZl\ncSVxLs+viCNmx1OtdmW8+srcrpRF1W6EuTvxpbf+8sObEgM1ZbzEcrN95DHgv6ntFxfWrX8q8Vk+\nQu0KX0XWWN9HidHu7NK2dzL60vFlqu8AYpR+KbXP6rCGdZ5g9KBamerblQicS4nzez6Vnh9rf6tC\nfTOAfyW+T9xHTDHLlKk+SZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkaaptBfwHcW3z\nlcD5xPXAIe6O/E9Ts1ljenmM144grlHfybvTDxH3XAH4Q2o3tDqCid0kb5i4w2876z8C/EEbP7M+\ncZ33X1Kum1xKUl5V6r9+TdxTZTmwkLjR4CCtb4rbaYPAL4h7hDSzAPjkBN97W6I/emmCP6+KWG+q\nN0CVMkDcGO064g6sOwKzgS+k10e68DundeA9xtquo4Eb09/dcANwVlo+grhbbbtGaO/fdoS4WeWN\nbfzMq8DbiRuqSVLVVK3/eoW4weWuxE0wPz7Gut2yktY3D57MtjxB9Efqc4YYddLvEiMvV6TH64C/\nJu6OPIvoJOYCi4mRrs+m9TYAvkWMrCwHPpSe35M4avAD4CZg8/T8MHAecUfp04An03tn7/UU0Tls\nB/xn+vkl1I6mbEPcwfhB4O/HqGc2sA9wInBU3fNDwH8B1wOPA2cCHyHuhP4gMUoEcDnwlbSdjwLv\nafI7jiNG9/YjjsqcQ4xcbcvoIyxzgFVpeRZwFfAQ0eHOqnu/dwN3EHfAXZj+PZoZqFseBs5N2/kw\nsDfwDeIz+nyLn5ekKqla/1Xv+8D2aXka8C/ACuBm4ig7wJ8SfdhSYBG1fuWDqa6lRL+Xvcc5af1l\nwMdybsdpRF/4PUbPbmhV63bAXdRq9ciLpK75BPFluNH9xGjQccRI/iZEw7mcaOjfTzSqmQ2JQ/h3\nAL+ZnjsKuDQtLwYuqFv/eiJYZOtl73UrtYZ7n/QY4JvAsWn5z2ndMB5DhBCIhjUbURoCXgA2A2YC\nzxKHxiH+Dc5Ly5cD307L2wNPA29i9HSy46hNUbgMeF/d719c9zvrQ8zfAJek5V2BtWm9OUQnk3U+\nJwOfaVJX/ftmj8+o2/7n6mp7mvi8MqtwOpmk6qla/5U9P52YIjefmOK1FtgtvXY10c/B6Hb988Tg\nHUSA2KKuNojQclpafhMRyAYbfv8go6eu7Znea33gN4DHiL4MWtd6I7UBxPm8sVZDTZ+bPtUboEoZ\n6/BwNuXpO0QAgDiKcADxRf+LxBGNG4lRo12AtwHfTetOY/RUpqsblo8iRrg+THQQs4H9gWvq1puZ\n/t4fODItf53adK5GR1MLJNekx9n83nuBNWl5JTGiBTG6dVBdzQvr1nkC2KnF78oMjPM6wLuAf0zL\ny4mOAWBfYjraHenxzLrl8Xwz/b0i/clqewLYmtpnJklVVLX+axZxTgzEINylxDk/q6j1GfdRCx+7\nEkc7Nkq//6b0/O3E0amFqWaII/67Ah9IjzckQsiTLbYFot+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"text": [ "" ] } ], "prompt_number": 132 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - S2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(S2_amp,S2_amp_obs,S2_pha,S2_pha_obs,'S2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 133, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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HPPPMM9TX1zdvb9q0qVVvyMaNGznwwAO58sorueGGGzjllFP45S9/2al2WKek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\nlvH+cePYsWMHhw8fBqC5uZnt27czbNiw6pZVRAT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"text": [ "" ] } ], "prompt_number": 133 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - P1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(P1_amp,P1_amp_obs,P1_pha,P1_pha_obs,'P1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 134, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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TD0w6y8AOJ9sOvAKswgaY7cHt22kMNP2wtanBZmztittnn33GxIkT2bt3LzU1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\nIyrVVDdxCf9OYK9k3zuAa5PtpcBVVcd/l0gs0uPS1/ohlYr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"text": [ "" ] } ], "prompt_number": 134 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - N2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(N2_amp,N2_amp_obs,N2_pha,N2_pha_obs,'N2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 135, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Od77DoEGDGDVqFN/4xjea/1v26NGDjRs38sILL1BfX8+OO+7Izjvv3KX/TpJSDDCJ9877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\n6xHAy3ix6sqLiBTMdOxkONVrWG/QFKwn/0tYxbkeq+jPxyp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"text": [ "" ] } ], "prompt_number": 135 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model performs well when the dots are close to the red line." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would like to save some statistics so that we can determine which runs give us the best match with observations. So, we will define some functions that will help us calculate statistics." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Mean Error (absolute value)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def mean(diff):\n", " return np.mean(abs(diff))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 136 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "RMS Error" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def rms(diff):\n", " return np.sqrt(np.mean(diff**2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 137 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Complex differences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a way of measuring distances in the complex plane. We can think of our tidal amplitude and phase as a point on the complex plane. So we would like to measure the distance between a point given by the model and a point given by the observations. The function below does this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def complex_diff(Ao,go,Am,gm):\n", " #calculates complex differences between observations and model\n", " #Ao, go - amplitude and phase from observations\n", " #Am, gm - amplitude and phase from model\n", " D = np.sqrt((Ao*np.cos(np.pi*go/180)-Am*np.cos(np.pi*gm/180))**2 + \n", " (Ao*np.sin(np.pi*go/180)-Am*np.sin(np.pi*gm/180))**2)\n", " \n", " return D" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 138 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some other things we will look at are\n", "\n", "$R = \\frac{A_m}{A_o}$, the ratio of modelled to observed amplitude and \n", "\n", "$\\Delta \\phi = \\phi_m - \\phi_o$, the difference betwen modelled and observed phase." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#R\n", "R_M2 = M2_amp/M2_amp_obs\n", "R_K1 = K1_amp/K1_amp_obs\n", "#delta phi (adjust so between -180, 180)\n", "Dphi_M2=M2_pha-M2_pha_obs; \n", "Dphi_M2 = Dphi_M2 -360*(Dphi_M2>180) + 360*(Dphi_M2<-180)\n", "Dphi_K1=K1_pha-K1_pha_obs\n", "Dphi_K1 = Dphi_K1 -360*(Dphi_K1>180) + 360*(Dphi_K1<-180)\n", "#Complex differences\n", "D_M2= complex_diff(np.array(M2_amp_obs),np.array(M2_pha_obs), np.array(M2_amp),np.array(M2_pha))\n", "D_K1= complex_diff(np.array(K1_amp_obs),np.array(K1_pha_obs), np.array(K1_amp),np.array(K1_pha))\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))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 176 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Saving the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now save these statistics in a spreadsheet" ] }, { "cell_type": "code", "collapsed": false, "input": [ "outfile = runname+'.csv'\n", "\n", "with open(outfile, 'wb') as csvfile:\n", " writer = csv.writer(csvfile, delimiter=',')\n", " writer.writerow([\n", " 'Station Name', \n", " 'R (M2)', 'Delta phi (M2)', 'D (M2)',\n", " 'R (K1)', 'Delta phi (K1)', 'D (K1)'\n", " ])\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " writer.writerow([stations_obs[stn],\n", " R_M2[stn], Dphi_M2[stn], D_M2[stn],\n", " R_K1[stn], Dphi_K1[stn], D_K1[stn]])\n", "\n", " #write averages and rms\n", " writer.writerow(['Mean Difference',\n", " mean(M2_amp-M2_amp_obs),mean(Dphi_M2),mean(D_M2), \n", " mean(K1_amp-K1_amp_obs),mean(Dphi_K1),mean(D_K1)])\n", " writer.writerow(['RMS Difference',\n", " rms(M2_amp-M2_amp_obs),rms(Dphi_M2),rms(D_M2), \n", " rms(K1_amp-K1_amp_obs),rms(Dphi_K1),rms(D_K1)])\n", " #without the north\n", " writer.writerow(['Mean Difference no North no PR',\n", " mean(M2_amp[1:split2]-M2_amp_obs[1:split2]),mean(Dphi_M2[1:split2]),mean(D_M2[1:split2]), \n", " mean(K1_amp[1:split2]-K1_amp_obs[1:split2]),mean(Dphi_K1[1:split2]),mean(D_K1[1:split2])])\n", " writer.writerow(['RMS Difference no North no PR',\n", " rms(M2_amp[1:split2]-M2_amp_obs[1:split2]),rms(Dphi_M2[1:split2]),rms(D_M2[1:split2]), \n", " rms(K1_amp[1:split2]-K1_amp_obs[1:split2]),rms(Dphi_K1[1:split2]),rms(D_K1[1:split2])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 108 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now there is a csv file in this directory with data about this run. It should be called runname.csv (where runname is the string we defined at the beginning of the notebook).\n", "\n", "Things to try:\n", "1. Add the complex differences information printed in the .csv file to tide_runs.ods. Also, if you notice any discrepancies, you can correct them. (Check M2 amplitude at Yorke Island)\n", "2. Work through the notebook with a different run. There is a list of runs in tide_runs.ods\n", "3. Commit and push any changes you've made to this notebook and tide_runs.odt. \n", "Try this:\n", " * hg status (see what changes have been made)\n", " * hg in\n", " * hg commit mynotebook.ipynb (write a commit message and then save and exit)\n", " * hg commit tide_runs.odt\n", " * hg pull --rebase\n", " * pg push\n", " \n", "4. Add any new csv files to the repository.\n", "Try this:\n", " * hg add filename.csv\n", " * hg commit filename.csv\n", " * hg pull --rebase\n", " * hg push\n", " \n", "5. Repeat with all the runs listed in tide_runs.odt" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Plots comparing measured and model amplitudes and phases" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,12))\n", "\n", "plt.subplot(3,2,1)\n", "plt.plot(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(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_uw = 180./np.pi * np.unwrap(np.array(M2_pha)*np.pi/180.)\n", "plt.plot(pha_uw, '-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, '-mo', label = 'M2')\n", "plt.plot(D_K1, '-go', label = 'K1')\n", "plt.plot((0,30),(0.05,0.05),'k')\n", "plt.plot((0,30),(0.10,0.10),'r')\n", "plt.title('D error')\n", "plt.legend( loc='upper left' )\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 109, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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TlYtMocLS0c3mTJSiyM3f3/bzvb0zS9UvWwWimzZtysGDB62OOXz4MM2aNaNJkyYkJydb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JAAAg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\ndr7yZg0dX3QeKxPRK4KCXQXYrDY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"text": [ "" ] } ], "prompt_number": 109 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = plt.get_cmap('PuBu')\n", "cmap.set_bad('burlywood')\n", "\n", "fig,axs=plt.subplots(3, 2, figsize=(8,15))\n", "\n", "constituent = ('M2', 'K1', 'O1', 'S2', 'P1', 'N2')\n", "error_D = (D_M2, D_K1, D_O1, D_S2, D_P1, D_N2)\n", "\n", "\n", "for row in range(3):\n", " for ax, error_D1, const in zip(axs[row], error_D[row*2:row*2+2], constituent[row*2:row*2+2]):\n", " \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", " " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+djAexdDRJE45gyPETudGGHjXoMsbdxlqR4SLxj4JCwRtAoW9ovqS0WxDr3Ws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6ZN7Kl9Ndc2r6Vuis3iseLJH97Lr33z31lN+EaU4P2fgt/cBUObYOiXjn4Nw3gvJekvaEsb6KrC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7vopgt45PlPsNrs/PS6K4l0ljPm9CweuPUi7nn0dR6661KWVF1MrfEwlzz6HEM1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\nipwAize04B15PTnjb+7Rt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eGMCYMpdlkZ6LFz+qG5JFWdTK8NWRK7p+rcdPe/WLiyks5Q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RqEEkrijiiNOp+qNh7jK/FuFQgWpGzjAUnPvox3C4DD6fUxkLy/KLZA3Tb/tq7cvyek8G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\nctRHdH74Rv+yXO9yITv3Nc5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z90JRKl+IfIJNtTGu3FA376x9uTrz5dZzOTQUsjFYpVRS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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 181 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Green: D error <= 0.05 m, Yellow: 0.05 m < D error <= 0.1 m, Red: D error > 0.1 m" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = plt.subplots(4,2,figsize=(10,10))\n", "axs[0,0].plot(np.array(O1_amp)/np.array(K1_amp), '-bo', label = 'model')\n", "axs[0,0].plot((0,28),(0.553,0.553), '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),(-23.1,-23.1), 'r-', label = 'observation')\n", "axs[0,1].set_title('O1-K1 Phase')\n", "axs[1,0].plot(np.array(S2_amp)/np.array(M2_amp), '-bo', label = 'model')\n", "axs[1,0].plot((0,28),(0.250,0.250), '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", "axs[2,0].plot(np.array(P1_amp)/np.array(K1_amp), '-bo', label = 'model')\n", "axs[2,0].plot((0,28),(0.31,0.31), 'r-', label = 'observation')\n", "axs[2,0].set_title('P1/K1 Amplitude')\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),(-2.5,-2.5), 'r-', label = 'observation')\n", "axs[2,1].set_title('P1-K1 Phase')\n", "axs[3,0].plot(np.array(N2_amp)/np.array(M2_amp), '-bo', label = 'model')\n", "axs[3,0].plot((0,28),(0.213,0.213), 'r-', label = 'observation')\n", "axs[3,0].set_title('N2/M2 Amplitude')\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),(-27.2, -27.2), 'r-', label = 'observation')\n", "axs[3,1].set_title('N2-M2 Phase')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 111, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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e8I2f63+Pp8lrPdauhb17oUePwC967LHOnp6GyFNPwYgRzlV6s7MlZ+e//5WQ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\n3Ne2bXXHfbVpI93u/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XDgOiTlv64Y1Uhpgnje9iGrD3dTM1nshiwhNnTt348sVxpEJz1D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\n/v1jWLVqFPv3j+G++0ooLg5scEW7mrwxgXsiKoqiREJKikwcP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"text": [ "" ] } ], "prompt_number": 111 }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=np.zeros((numsta,3)); M2_pha=np.zeros((numsta,3))\n", "K1_amp=np.zeros((numsta,3)); K1_pha=np.zeros((numsta,3))\n", "O1_amp=np.zeros((numsta,3)); O1_pha=np.zeros((numsta,3))\n", "S2_amp=np.zeros((numsta,3)); S2_pha=np.zeros((numsta,3))\n", "P1_amp=np.zeros((numsta,3)); P1_pha=np.zeros((numsta,3))\n", "N2_amp=np.zeros((numsta,3)); N2_pha=np.zeros((numsta,3))\n", "\n", "\n", "\n", "for it,ts in zip(range(3),(240,300,360)):\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(sextuple,time[ts:],ssh[ts:]) \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", " 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", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 112 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'M2'\n", "print np.mean(M2_amp[29:31]),2*np.std(M2_amp[29:31])\n", "print (M2_amp_obs[29]+M2_amp_obs[29])/2., np.mean(M2_amp[29:31])-(M2_amp_obs[29]+M2_amp_obs[29])/2.\n", "print 'S2'\n", "print ' South'\n", "print np.mean(S2_amp[14:18]/M2_amp[14:18]), 2*np.std(S2_amp[14:18]/M2_amp[14:18])\n", "print np.mean(S2_pha[14:18]-M2_pha[14:18])\n", "print ' North'\n", "print np.mean(S2_amp[29:31]/M2_amp[29:31]), 2*np.std(S2_amp[29:31]/M2_amp[29:31])\n", "print np.mean(S2_pha[29:31]-M2_pha[29:31])+360., 2*np.std(S2_pha[29:31]-M2_pha[29:31])\n", "print 'N2'\n", "print ' South'\n", "print np.mean(N2_amp[14:18]/M2_amp[14:18]), 2*np.std(N2_amp[14:18]/M2_amp[14:18])\n", "print M2_pha[14:18]\n", "for i in range(14,18):\n", " for j in range (3):\n", " if N2_pha[i,j] >300:\n", " N2_pha[i,j] = N2_pha[i,j]-360\n", "print N2_pha[14:18] \n", "print np.mean(N2_pha[14:18]-M2_pha[14:18]),2*np.std(N2_pha[14:18]-M2_pha[14:18])\n", "print ' North'\n", "print np.mean(N2_amp[29:31]/M2_amp[29:31]), 2*np.std(N2_amp[29:31]/M2_amp[29:31])\n", "print np.mean(N2_pha[29:31]-M2_pha[29:31]), 2*np.std(N2_pha[29:31]-M2_pha[29:31])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "M2\n", "1.14308359042 0.0276748723456\n", "1.17 -0.0269164095794\n", "S2\n", " South\n", "0.262078298327 0.0062534109364\n", "22.082293453\n", " North\n", "0.319881225881 0.00354225144697\n", "17.625497454 2.02667467963\n", "N2\n", " South\n", "0.22706545742 0.0134577946162\n", "[[ 29.64920466 28.47956307 28.6954054 ]\n", " [ 30.01288391 28.96340385 29.17468752]\n", " [ 31.83671097 31.27244748 31.02132175]\n", " [ 30.85940277 30.02646649 29.90739474]]\n", "[[-0.02588851 -0.78357794 2.06147684]\n", " [ 0.08708312 -0.41956367 2.42481443]\n", " [ 1.62589875 0.06752611 2.55098799]\n", " [ 1.58874627 0.23379867 2.86045696]]\n", "-28.9689278 2.7870453083\n", " North\n", "0.174558732276 0.00610342281199\n", "-49.1341775611 5.39293575174\n" ] } ], "prompt_number": 113 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(6,2,figsize=(15,20))\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,0])*np.pi/180.)\n", "axs[0,1].plot(pha_uw, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,1])*np.pi/180.)\n", "axs[0,1].plot(pha_uw, '-go', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,2])*np.pi/180.)\n", "axs[0,1].plot(pha_uw, '-ko', 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", "axs[0,0].plot(M2_amp[:,0], '-bo', label = 'model')\n", "axs[0,0].plot(M2_amp[:,1], '-go', label = 'model')\n", "axs[0,0].plot(M2_amp[:,2], '-ko', label = 'model')\n", "axs[0,0].plot(M2_amp_obs, 'r-*', label = 'observation')\n", "axs[0,0].set_title('M2 Amp')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha[:,0])*np.pi/180.)\n", "axs[1,1].plot(pha_uw, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha[:,1])*np.pi/180.)\n", "axs[1,1].plot(pha_uw, '-go', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha[:,2])*np.pi/180.)\n", "axs[1,1].plot(pha_uw, '-ko', label = 'model')\n", "axs[1,1].plot(K1_pha_obs, 'r-*', label = 'observation')\n", "axs[1,1].set_title('K1 Phase')\n", "axs[1,0].plot(K1_amp[:,0], '-bo', label = 'model')\n", "axs[1,0].plot(K1_amp[:,1], '-go', label = 'model')\n", "axs[1,0].plot(K1_amp[:,2], '-ko', label = 'model')\n", "axs[1,0].plot(K1_amp_obs, 'r-*', label = 'observation')\n", "axs[1,0].set_title('K1 Amp')\n", "axs[2,1].plot(O1_pha[:,0], '-bo', label = 'model')\n", "axs[2,1].plot(O1_pha[:,1], '-go', label = 'model')\n", "axs[2,1].plot(O1_pha[:,2], '-ko', label = 'model')\n", "axs[2,1].plot(O1_pha_obs, 'r-*', label = 'observation')\n", "axs[2,1].set_title('O1 Phase')\n", "axs[2,0].plot(O1_amp[:,0], '-bo', label = 'model')\n", "axs[2,0].plot(O1_amp[:,1], '-go', label = 'model')\n", "axs[2,0].plot(O1_amp[:,2], '-ko', label = 'model')\n", "axs[2,0].set_title('O1 Amp')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,0])*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[:,1])*np.pi/180.)\n", "axs[3,1].plot(pha_uw, '-go', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,2])*np.pi/180.)\n", "axs[3,1].plot(pha_uw, '-ko', label = 'model')\n", "axs[3,1].set_title('S2 Phase')\n", "axs[3,0].plot(S2_amp[:,0], '-bo', label = 'model')\n", "axs[3,0].plot(S2_amp[:,1], '-go', label = 'model')\n", "axs[3,0].plot(S2_amp[:,2], '-ko', label = 'model')\n", "axs[3,0].set_title('S2 Amp')\n", "axs[4,0].plot(P1_amp[:,0], '-bo', label = 'model')\n", "axs[4,0].plot(P1_amp[:,1], '-go', label = 'model')\n", "axs[4,0].plot(P1_amp[:,2], '-ko', label = 'model')\n", "axs[4,0].set_title('P1 Amp')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(P1_pha[:,0])*np.pi/180.)\n", "axs[4,1].plot(pha_uw, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(P1_pha[:,1])*np.pi/180.)\n", "axs[4,1].plot(pha_uw, '-go', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(P1_pha[:,2])*np.pi/180.)\n", "axs[4,1].plot(pha_uw, '-ko', label = 'model')\n", "axs[4,1].set_title('P1 Phase')\n", "axs[5,0].plot(N2_amp[:,0], '-bo', label = 'model')\n", "axs[5,0].plot(N2_amp[:,1], '-go', label = 'model')\n", "axs[5,0].plot(N2_amp[:,2], '-ko', label = 'model')\n", "axs[5,0].set_title('N2 Amp')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(N2_pha[:,0])*np.pi/180.)\n", "axs[5,1].plot(pha_uw, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(N2_pha[:,1])*np.pi/180.)\n", "axs[5,1].plot(pha_uw, '-go', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(N2_pha[:,2])*np.pi/180.)\n", "axs[5,1].plot(pha_uw, '-ko', label = 'model')\n", "axs[5,1].set_title('N2 Phase')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 114, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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W28PINGWSadZuJpOJTHMm389dCBm5/G+w1dH1lS6g0xIDnV6HTqdD6RTL5vwM6de3cUb7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lKWsOANvQI7Qby1eUMuELIBn4z6zMHZ2aew96raWa5SBXWWCt75PQWeqyR+n75z/s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3js28fYP3p/mSY9gbLFR4ef7GTiRBg/Hur71bO5P8AvoJJrJIQQQljRAR8Be1FJHMA/QAOg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\nzIu6hwYNSn7upCR4b1YK7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PMBzV2bmzokIaqEhdMWkvDvCeZ+GcV9lmUU5UASOSGEqKbS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\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V9u2rMCNb8oGtQAZwUR3VVcTrzJqVViqIA8jMnEFq6iIP1UjcpTpZJf/7X7PsQEiIe+/j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\nUb16dRwdHYmKimLKlCkaRdbqc6v5pN0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6NYCoqA0EBOwiMrIqAQFByuO0WE7e0c9ZEruD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"text": [ "" ] } ], "prompt_number": 114 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(1,2,figsize=(15,10))\n", "K1mean=np.average(K1_pha, axis=1)\n", "K1max = np.max(K1_pha,axis=1)\n", "K1min = np.min(K1_pha,axis=1)\n", "asymmetric_error = [ K1mean-K1min, K1max-K1mean]\n", "axs[0].errorbar(range(31),K1mean, yerr = asymmetric_error)\n", "axs[0].plot(K1_pha_obs, 'r-*', label = 'observation')\n", "K1mean=np.average(K1_amp, axis=1)\n", "K1max = np.max(K1_amp,axis=1)\n", "K1min = np.min(K1_amp,axis=1)\n", "asymmetric_error = [ K1mean-K1min, K1max-K1mean]\n", "axs[1].errorbar(range(31),K1mean, yerr = asymmetric_error)\n", "axs[1].plot(K1_amp_obs, 'r-*', label = 'observation')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 115, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LJClNjVXcSkvhiy/y0x5JkhQvrrEmSTFQKGPcJElS2zC4SVIMuByAJElqjsFNkmKgUJYD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\n/fUQ3Pr0galTYdCg0JNw113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EsYtz5oTLj36U/s9IQUvj3BrtKglw2mnhE4oMpnS1q6Qk\nqRg0HN+WUozj3AoquL3xRnhDm5pGvnfvMH5q1Kj8tqspqQlJbrgBut05Pox1KTCJBGy+ORxxBPzy\nl9k9x7rrhpkzH3kkt22Lk+XLQ4g/6KDmt+vTJ4w5a6rilq1f/zoc+/zz4dFHYZNN1t4mLrM3xllL\n49yaDG6bbRa+qZMnp30sg5skqRg0HN+WUozj3Dpwr9C1TZkSJt+oPz5o5MjQlWjmzNA1L05uvjmM\n/zpy+1fD4LxDD813k2LrmGPg7rvhlFPy3ZK2MWtWGI9YVtbytiNGhGrYeec1PhYuE6m1n194Iayf\n169f09t2hHFm+dZSxW2t5QDqO+MMGD06VN/SKHUa3GLnTuBg4BOgqcGKNwFDgCrgZGB2u7RMkjqw\npipuxRjcCqbiFkXhw+pUN8mUddYJU83/4hdh8oC4+PDD0K6bb4bE728L6zl16ZLvZsXW0KHw/PMt\nT7feUaXTTTJl771hgw3CXBat8eGHdbODPv5486FN6cm6qySEH8aXX4a+xWkwuMXORGBwM4//ANgO\n2B4YDmQ+lagkFaGmKm52lezA/vWvEN7qz7aXcuyxIbTdf3/7t6sp558PP/0p7LDxV6FUePrp+W5S\nrPXsGd7XFmp3yUyCWyIRZiW89dbsj/fll+F4w4fXPadar6ysFcGtpCT8U0hzaQCDW+zMApobiXso\ncHfy9otAL6ADD6mXpPbxySdW3FIKJrilJiVp7A1oSQlcd12YrGT58vZvW0N//WuoHl18MWG6xAMO\nCLN6qFnHHBOv8J0r774bPjHaa6/09znuOHjxxdDDNlPV1XDYYaHrcFzHf3ZUvXu3PMatya6SEPoC\nP/ww0aJFXDNqFM3NLmhw63D6AQvqff0+sFme2iJJHcbChVbcUgoiuNXWrjmbZGPKy2Hnndt3AeOm\njBwZpsUv7RGFBhXgpCRt4eCDw3T5jb0xrj9xRnl5x5o4Y9o0GDQos/FqPXqEKeXTXeoiZdUqOPHE\n8A/wxhuttOVaOmPcmqy4Qfj48OCDmXH++Xw0fjxPTp3a5KYGtw6p4V+c8/5LUgusuNUpiMlJnn8e\nevUKs+k35+qrw5v6k08OY4TyZcstw4LSPPdcWEFw//3z15gOpLQ0BJyHHw7zN9RXf+KMRCI+gS2d\nBaWnTw/VxEydeWZYsHvcuLAwZUuiCH7+8/Dp1LRpYRFL5VarxrgBkyZMYMrf/sbuH37I9TU1jBk9\nmpt/9SuOO/tsTvjpT9fY1uDW4XwAbF7v682S961l7Nixq2+Xl5dT7qxAkopYIVXcKioqqGjFm9SC\nWIB7xIjQ0/CSS1refvjwEPKuuSazY2TTrvqqq8Ob5SOPhLlzw2LUHH88fPObcPbZOTlGa/Zpj2Pk\nol0PPgi33w5PPpnbdrWHxtq1YkX4xOi//2160ebmDBkSxnCmFnRu7rVfeWWoTM+cCeuv33y7lJ3p\n08PyHjNmrP1YFEHnzqG7ducmPjKLoojpDzzAzJNP5splyxjdty8Db72VQUcdlVqkc7VFi2DbbeO/\nvmGRLcC9FfBnGp9V8gfAyOT1vsCNyeuGXIBbUofVFu8pttgi1DpS6xOnjvGvf4X1befMye3x2lPR\nLcC9cmV4M99cN8n6xo0LC1S/+27btgvCG7T/9/9C17RNNoGbbgr3b789YRn46dPhpJPaviEF5Ac/\nCGO7CqU0/txzsNNO2YU2CB9apNP9d+LEEHinTVsztCm3mqu4pQJbU6ENwj/wREkJ1Z07c95mm7Hs\n009J/P73JBYvXmvb0lIrbjEzGXge2JEwlu1U4KfJC8ATwDvA28AE4Kw8tFGSOpQoch23+jp8cHvm\nmdD1cNtt09t+k03CGLP61blcqqkJeeyUU8Kxrr4a9tknLA7+zDP1NvzjH+GHPwzlvzzpiAsq9+gB\ngweH7pKFIJPZJBszZEj4p9XcDPKPPx6WB5s+3Tlw2lpzwa2lbpIpC+bNY/DEifz2vfcYctddLKis\nDAN0J09e42PMrl3DB1crV+ao8Wqt44FNga6ELpF3EgLahHrbjCQsCbA78K/2bqAkdTRffRWW9urW\nbe3HUl0li6mTQofvKnnqqWFs23nnpbc9wNKlsMMO8Oc/rzmTX7Zd/2pqQii7//4QKHbYIYxZ+uEP\nYbPN1t4+WrkKtt46zG2/555pHaM9ujFmKl9dOB96KMyY/vTTuWtXe2isXbvsEjL8Pvtk/7xXXw3/\n+Q/cddfax3jxRTjkkPC73tQx4vr96oia6774/vvhZ/BBo6OaWvDCC6Gf96abhhLrNtsAsO66YT2+\ndddtXbvbUpF1lcwFu0pK6rBy/Z5i7twwOd28eY0fo2fPcB5cb73cHbM9FVVXyeXLQ/Y59tjM9uvZ\nEy69FC64IPtfrigKY4WgbnzdTjvBP/8ZJks555y1Q9tqqdWO0whtWtuQIfDyyx2/PL5gQRhw29ja\ng2QlvmkAACAASURBVJn4yU/C30HDAbpvvRWm/Z84sXXBUOnr1QuWLGm8ClZZ2cJSAM3Zd9/wz2X/\n/cMK7FdfDTU1rZqgJIqiFpcckCQpn5qaUTKlI05Q0hodOrhNnw677hoyUKZ+8pMwzGzatMz2q62F\nqVPDe6fUJG8vvAAvvRQW1d5yyzSeZPz4sIKystKjRwhvzcyU3iZyveTAtGlw0EGtn91xww3rAlrK\nhx+GLqVXXRU+qVL7KCkJYwgbGZKWdlfJJnXpAhddFP7Z/PWv8I1vsF+nF6mqyi6EzXjooRaXHJAk\nKZ+amlEypdjGuXXo5QCmTAkTM2ajc+fwofWFF4Y3z81NGAChO+T//V/YZ731YMyY0AWtU6fVvZZa\nFEURW3MG0T//SeKRR7JruIDQFfWWW+rCc3vI9ZID06bBUUe1slFJI0bUTdDz5Zch2A4fXjfbZEP1\nlylIjW+ENV+jspMa59ZwwplWB7eUbbYJn1pNnsztPz6ckkuOYsbgvUMIGzCAQfV/qZYsgfnz4X//\nC9fz5zPpr39lyptvsntNDdfX1ja75IAkSfnU1MQkKcVWceuwY9wqK0MXxbffDmm7pe0bb0R4k3rS\nSaEC19g+VVVhDNJ114Wxa6NHh95KqZm5M+nLO/3BB3ns6GEcduhgBj36aHo7ZXiM1uyTqbZqVzpr\nny1bFiZ/eeuttUvoHeG1r1gR/hHNm9f472+moggGDAi96QYOhN12g9/9zgW282GffcL3ft8GE70/\n9VT44KepsZnZ2HPzG+j75a/Zq2oJl61axZhevfj3qlUc16sXJ1RWhnVIttqq7rL11kRbbsn0//6X\nmb/9LVd+9hmjN9+cgddf3+iSA7ngGLeMOcZNUoeV6/dgY8eG5xs3rvFjnHQSfO97TX9QHXeZniM7\nbMXtz38OS6C15k1vIhEC2eGHr72cwOLFcOutcPPNsN9+YcmBAQOyO86kCROYctNN7L58ObeygjGv\nvMLNO+9cNJ9wZ1rdSafq07176AI4dWpYiLqjef758EFALkIbhN/lESPCZD19+4a1xAxt+VFWBp9/\nvvb9rRrj1oSeW5/Dgd/bjM9vG0nik0+oBUaedhqDjj02TIDUp89avwgJIPHgg1QvX855nTpRu2hR\nWIbAXxhJUsx88kmYWLkpffoUV8Wtwwa31nSTrG/AAPjud+H668PXH38MN94If/gDDB0aZov82tca\n3zeKInoxmii6cs03PVEUZp6YMwfmzGHY7NmUffIJMz/7jARQu2oVI8eNW7NLUwFrq+53xxwTflYd\nMbi1dhmAxhx3XAhu99zT+nFzyl5TSwLkrKtkPaWlif/P3p3H2VT/Dxx/HfuSJUsktFKoqG+KVCbF\njPJtISVLyTKkyVbKSEVhSEmUTBRqiAzfqF8YyhjtyZa1kW3IloyQsczc3x/vuTN3xp2Zu517z733\n/Xw85jHbPfd8Zu5yzvt83p/3m7PnDDJOn2Zww4ZkpaVhtGiBUUQ1GnvLgTarV5P055+kOZbrUkop\npSzi0CGZUStItWq6xs3y0tMloJo1y/nvCwyoCjB6dO5sWsOG0KWLpJwVVWhk2YIFtGcKSRNrEFmt\nWk6gxvr10mSpSRNo0gSjUyeMu+8mY/hwIk/UoUF6ml7h9oHISHjySQm2a9YM9Gjcs2SJNMT2pbJl\n5bOzXifKf/wZuJUrBwd3p3L/jBm0ad+epIULXQrCesfGyhd16xLZpQvMm+fbgSmllFI+UNQat+rV\n87YKCHVBGbj9738SfVeq5Pz3OQHVwqYuzWpddZUUGxk8GLZtK/wJApAwZgxz33mHxv/8w3QyGP7i\ni0wuW5ZOrVrRdcgQCdjyRRJpcXFEzZjBxEfaM3iGaydX7gq3ghNlysis6IIFkiYYLPbtk6qPnqbe\nKmurWtV54GZGqmT58nDLvbFEZr/NuT2Lf8stUip37dq8TS2VUkopCzh0SNsBOArKwG3uXCkmkl/O\nWrJjx5jOCYZ3787k/v3pNHCgBFSFGDRIArcCg7ZDh2D+fPj0U7ps20bVm24iZeNGjIwMsmrWJCZ7\ncX9BC4tyrnDjwcmVi0I1QCvMo49KmmswBW5Ll0Lr1prOGKqqVJGiOfmZNePmaR83QN6vOneGOXM0\ncFNKKWU5rsy4hVOqZND1cTt8GH76SWZa8usSHc0zI0aQdfSorCUrWZKYunXpMnq0NLseNky6Zp87\nd8G2kl6Zrw/SsWNSUrJ1a+mu/dNP8NJLGAcOYPTtS0ZGBpE05HR6uqY+BkibNrBhAxw4EOiRuM6M\n9W3KOvydKulV4AayWHjuXMjM9MmYlFJKBS9f96z1RkaGVBGvXLng22hxEotLTJRqgs5OgAzDwNi1\ni4xz54iiAded34fx/PMYDz4oXbKXLpWptT/+gHvukQ7FUVFQp05ueuXs64ksVkxOZFatkqCtTx9Y\nvDh3ERG5i/vNTH1URStTRvrpLVgAMTGBHk3Rzp2Dr7+WHuwqNBUWuNWq5dt9+SRwa9BALmeuXh1+\nU/ZKKaXy8HXPWm8cOeK0OHIeWpzETzxdf/Xpp9I0uyBp8+YR9fjjTJyTwCB7QFWiBNxxh3yMGiVp\nj0lJsGQJCQMHMjczk8Zly0p65RNPMLlcOTp17EjXtDTptu2EP1IflWsefRTeeCM4Arfvv4drrik8\nX1sFt8LaAZgx43bypA/u6PHH5c1VAzellFIWUdT6NpDZuFOn5MJ4yZL+GVcgBTxwc0daGmzZIulx\nTh09Su+dO2VmbY5RcEBVowZ06wbdutHl/Hmqjh9Pyrhxkl5ZqxYxEycWul5NWUvr1tKAcf9+uOyy\nQI+mcEuXappkqPN3quThwz64o06dJJ188mSpiKuUUkoFWFHr2wCKFZPj7l9/waWX+mdcgRRUa9w+\n+wwefhhKly7gBtOnw4MPutXV2ChRAqNePTKysmS92j//6Hq1IFO6NDzwgKRLWp2ubwt9QbfGDaBu\nXUmZTErywZ0ppZRS3nNlxg3Cq0BJUK1x+/RTGDu2gF+ePy8LhxYudPt+rbheLdxK+3urY0eIi4P+\n/V3fxvF/nJyc+38183+clgZF9EZWQa5SJThxQmp9OFYONaMdgM8CN5B0yTlznFd+UkoppfzMlRk3\nCK+WAEEVuO3bB3ffXcAvv/xSVv57UNLaiuvVNEBzT+vWkv26b5/r2wRiAa62AQh9xYtL8HbsmBxM\n7Cw94wZy9WPYMHMiTKWUUspNhw65tgQmnGbcgipVsmPHQk56J0+GZ5/163iUdZQqJVmyiYmBHknh\nNE0yPDhLlzQrcDt1ykd3Vr06NG8uFXSVUkqpAHN1xi2cWgIEReBmb63WqVMBN9iyRT4eecRvY1LW\n8+ij0iPdis6fl89RUYEdh/KPggI3X09klS/vwxk3kGbcn37qwztUSimlPOPqGrdwagkQFIHbpk3y\nuXnzAm7w7rsQHa3V0MLcPffAtm2BHoVzP/wgn7UNQHhwFriZ1Q7Ap4HbQw9J/0pn1VWUUkopP9IZ\ntwsFReBmvwBczNlojx+XG/Tp49cxKespVUrOO63m8GF45plAj0L5k7NebpZf4wZQoQJERgZHiVal\nlFIhTWfcLmT5wM1mg7lzC7nBzJlyolGrlr+GpCzsqafkc1ZWYMdht38/3HUXtG8f6JEof/LnGjef\nBm6QW11SKaWUCpCsLLkA6ljkqyBanMRC1q4tpCBJVpakSWpREpWtRQv5vHx5YMcBsHu3BG09enjW\ncF4Fr/yBm80WRIFb27awYYNcdVBKKaUC4OhRqdBcsmTRtw2ndgCWD9wSEwupOZKUJKk9t9/u1zEp\n67L3TX/33cCOIzVV+u8NGgQvvBDYsSj/y58qmZEhqby+bgVhSuBWpozkHM+b5+M7VkoppVzj6vo2\n0Bk3y7DZJHArsLXa5MkQE5N7tq5Uth9+gJ07A7PvzZulP9wrr8jTU4Wf/DNuZsy2AZQtC6dP51be\n9RmtLqmUUiqAXF3fBjLjdvSoCcdCC7J04Pbbb3DuXAE9tXfsgJ9/lvUYSuXz1FMwZYr/97t2rVS3\nHD8eevb0//6VNeQP3MzqaV2sGJQuLTN6PnX33ZCWJlPHSqmwZbPZeGPoUGzhcEasLMWdGbfSpSVZ\n5Phxc8dkBZYO3BYskNk2pxNqU6bI4qGyZf0+LmV9/fpJ3Rqfp5EV4scfpU/blCkyYeEvycmyhm7E\nCEnPtH+dnOy/Mai8/DXjBialSxYvDo89prNuSoW5ZQsWcGDKFJIWLgz0UIKCVQNdq46rMO7MuEH4\ntASwdOBW4Pq2kydh1iw5O1fKiSuvlKWP/iqOt2oVPPCABIv+riAZEZE3WLN/HRHh33GoXPnXuJkd\nuJ06ZcId26tLBtGBXinlGwnx8bRr1IjVw4Yx4cQJUmJjadeoEQnx8YEemqV5Euj6I6gKxgDcnRk3\nCJ+WAJYN3LZulSnP225z8svZs6Vc3+WX+31cKnjExMgySLPPO5ctkwsMc+fCffeZuy8VHPw541a+\nvEkzy7fdBmfPwvr1Jty5UsrKukRH88yIEWT99RcGkHXyJDEjR9IlOjrQQ7OknED3xRcl0O3Xj3a1\na5PwzDOQkiLvozt3ypTQ2bN5tjUzqMoZ15AhQReAezLjFg6BW4lAD6AgCxbIzMUFTbdtNjkbf+ed\nC7ZJTs5ND7OnjIHMPOjsQ/i59144cwa+/RbuvNOcfSxaBL17w+ef57YiUKpSJThxAjIzJevQrDVu\nYFKqJEiOun3W7aabTNiBUsqqDMPAOHuWjPR0BleuTNahQxgZGRhaDM6pLr17U3XTJlKmTJFA99Qp\nYpo0IXL3bhg+HP75J/fj+HEoXpyEkiWZe+YMjYsVY8KZMwwfMIDJL79MpwED6Nqnj/eDOneOLlWr\nUtUwSNm7V8aVnk7MlClEFlj1zzo8mXELh1RJywZuiYkwaZKTXyQnS/+2Vq0u+JUGaMpRsWLwzDPS\nGsCMwG3ePBgwAL76Cm65xff3r4JX8eJQsSKkp0vaZNCtcbPr3FkWbo4b5+QqmlIqlKV98glRTZvS\n5ocfSGrdmrQxY+Q9Qd8L8tq/H6NvX4yNG8koW5bBl19OVloaxqBBGM4CJJsNzpyhy/HjVJ03j5Qx\nYzAOHSLryBFiTp4kcssWWLNGKvN5Eijv3w/TpsG0aRhXX41x771k7N3L4IsvlnGdOxcUAbjOuDln\nyVffjh1w8GABMxjvvqstAJTLnnxSmnGb0Ut40CBpJahBm3LGcZ1b0AZujRrBxRfLtLVSKnykp9P7\n11+JnDkTo1gxIpcsoVfVqtLnRgmbDWbMkIyEm28mrXdvombN4q1Nm2g7YwZpBVXlNQwoUwajRg2M\nWrXI+PdfBjdsyOnSpTFefx3j4ouhUye47jp4/XWnvY0uWBdns8HXX8u6jRtukAhm6VJISSGtRg2i\nZszgrd27adu8OWlBkCYJ7s+4hUtxEkvOuC1YAA8/7KRZ7d69MuM2a1YghqWCUMWKku0VHw+vveab\n+1y+XD5/8428ryrljOM6t6BMlbSz93S76y4Td6KUspQ334R27aBBA/m+VCk5ObvtNrmgE+6tmPbu\nhehoiS6SkqBJE3o7/NrVVMS01FSiZsygTfv2JC1cKMHeiBHw6qvS8iohAZo1g2uugS5d4NFHoXr1\n3HVxDRoQeewYTJ0qj9HTT0swWaFCzj56x8bmjmvBArjxRti0Ca6/3kf/DN+z2dyfcatWDbZsMW9M\nVhGoaStbYdVzmjaFsWOlH5adYYAtdpicoUycaMqgDMP9QhbubuPJPqzKqn9L/nFt3SptqfbskV4f\nrmxTkGPH5D1v3z7znysquLVtC88+KwVrJk6EXbucLs31WufOcn5lWguK3bvlTfnPP6FkSbc3z07J\n0RQJ1xV6fFTKdIcOQcOG0pg0fxG4jRtlAfn//Z+8L4Qbmw0++EDWrQ0cCC+84NH7olvOnZMrxrNn\nk7BwIXNLlKBx+fKMOnSI4YbBhgoV6BQdTdc33nAtGy0+Hj7+GFavLjLt1R/nxc6cPClBW0EVk53t\n44sv5E/78kvv9u1v7h4jLZcquWePnCe0bJn356XJgOnTtQWAcluDBnJhacEC7+/rmWdkNlipolSt\nmjvjFrSpkgBXXAH16+dONSsVYPnbnmjvSh8bPRq6dnVeufvGGyVwad9eLuYEEU/K7ufZZtcuCVo/\n/FCebC+9ZH7QBrKP++6D2bPpcvgwz3TvTtY//0ixkVq1iPnwQ7q4GrSBVFQDWQdnUe7OtkH4tAOw\nXKrkggXw4INQIt/IOjFXFmrWrx+YgamgFhMj9RW8mZWYN08uQK5dK4VNlSpMlSp517gFbaok5FaX\n1H4XygIcC5EZhgZsPrV7t7Rc2rq14Ns89JDkpD30kDQxLVvWb8PzRk56YdOmLqcy5mxz5AiRixbJ\nDNvgwReepPqJUaECRsuWZMyaxeCGDaXYiGG4V2ykWDGZmmrVShrQXnqpeQP2kLvr20CLkwTMggWQ\n//Vky8riYoZii4kJzKBU0Pvvf+Xi4Jo1nm2/fz/07w+ffGLezIkKLfnXuAXtjBtAx46Sf2L6jpRS\nATVypGQ2FXXWHBsr66569gzIGgB3Zs9yepnFxkovsxdeoF39+iSMGycnBk4+EsaNo139+qx+7jnZ\nZs4c2lWuTEKlSgEL2uzs6+KKLIJSmOuvh169pMqaBR065H7gpu0AAmD/frnI47i2DWBZXBxZHCbp\n9GkiAzM0FeSKF5dj0Xvvybpdd9hscmzq1y88U/qVZ6pUAfvx1OxUyYLWAfhMjRpw223YFi9m/Pr1\nDImLK/QKr2NPTaVUkNiyRdauuRIIGIakDN51lxQlcCiA4Qmbzcb42Ngi31vsnM6e2WyS5vDHH/Kx\nYwf88Qddduyg6v79pBw/LumFu3cTU7EikRMnFrjwuIvNRtWMDFJOnJBtqlcnZuxYS/Q/y1NsxJvx\nvPyyVKBcskQWZVvI4cPup0pWqgQZGdK/t6B6BqHAUjNuCxfKzEipUvJ9zlWSceOYiI2UYcOCpuO7\nsp6ePaVRtrtT6e+/LzMnw4aZMy4VmvzVDqB8eT9NhHXuzLIJE+RkaeHCQm/quO5IqaLomjWLePll\nGDJEzoBdUbasHFTfew8WLfJq1zmBWEHvLTYbnDxJwpgxtLvqKlYPGCAzYb17065iRRLq1IHKlaFe\nPVkbsXixnMG3bIkRF4cxbhwZFSpI2f3y5TGmT8c4cKDAGTfjwAGMadPIKFdOtklPdz8l0erKlpUT\nnH79/HD1zz2ezLgZRnjMullqxm3BAkkdtusSHS0d3/v2lSseGRnEjBljiSseKvhUqyaFRT78EIYO\ndW2b33+XtjXffeefNcgqdIRMOwDkItrct9+m8e+/M8FmY/jQoUx+5RU69e9P1z59zN25Cnm6Zs0C\nfvkFfvpJys+747LL5Kr7/ffDlVdK8RI35Ly3nDzJhBMnGN6nD5Ojo+lUrx5dK1eWK632j2LF6FKt\nGlVLlCDl77/lvDAri5iePYl8/HFJ3axSxel+0r777sKy+0VwWqo/1LRuLU2TX3tNCgFYxOHDEoO7\ny16g5LLLfD8mq7BM4HboEKxfD23a5P7MMAyMFSvIKFGCyHP1aJDuwSJMpRzExEjw9vzzRaepnz8P\n3brJld9rr/XL8FQIcQzcgrqqJNkX0apUISUmBuPwYbJ27iSmY0citcSqUqFh2DCZcfOk0Mitt8Kk\nSVJZ7uefpUpEYbKypMpXUhJdli2j6u7dpCD10LPOniXmoYeIbNVKplwuuUTur3p1KFcOAzASE8no\n0YPBV10lxTnuuAPj1lsL3aUn6YU+S0m0ugkTJGWyc2do3DjQowEkcGvRwv3twqEJd1GpknWAlcBm\nYBPQ3+F3zwJbs3/uGKbHAqnANsAhDCvc559LwbIyZRx+eOYMaUuWEPXGGyThxSLMQjimaLRsqSka\noe7mm+VKzBdfFH3buDjJGNEOFMoToRS42S+YZZw+LWlDZctiHDmCce21Ulp60yZzB6CUMs8330ip\n+x49PL+Pxx+XE/8OHbCdOXNh4ZD9+2HmTLldjRrwxBNw+DDGiy9iTJ9ORqlS8t4CGA8+iNG9u5wU\n3nKLtCVweAP1SXEOleuSS2DMGOjTBzIzAz0awLN2ABAeLQGKmnE7BwwC1gMXAb8Cy4GawAPAjdm3\nsV9eaQg8lv35MmAFUB/IKmogiYnQt2++H86fT+/mzaXJ4SBzrng4pmio8PDss/Duu4X3Y/v1Vyn5\nv3Ztkf0plXIq/xq3YE6VhALShj79VMpKt24tV2wHDYLIyJwXjTaSthbHojHJybnHPj0OhjGbTQqL\nvPaa9+sBXn8d2rdn2X33ceCXX0gqWZLIf/+FZcvgwAGpPBcZKSl5devmbJYWF+dWSmLYzIT501NP\nwaxZMHWqNKwNME/aAUB4tARwN+fwc+BdoDcQD3yT7/exSJBmn4FbCowAfsx3O5vjAf3oUbjqKnld\n51xUsdlk+v3VV6FdO590YjeDu+Oy6t/hCav+LUWN6+xZuYD39dfQsOGF25w+LTNzL79ccN83T/52\nq/6/lDkyM6Wy1ZkzuQ3g7c83X1q5Us65Vq70/X277MwZaXT49ttS1mvAAOjWjaVLltC2Y0dw/1gT\nzmz+CHjNej/yNjgM52NqQHz+uZxnrVvn9VXKhPh45k6cSOOdOxl19izDy5RhQ4UKdOrRg66jR0t5\nZ2VdW7dKldANG6BWLSBw5zpVq8L27TKD5s4+Ro6UY+9rr3m3f3/KXv7l8jHSnTVuVwA3AT8B44G7\ngDFABvA8sAaoRd4gbR8y81aoRYvkgm2eVKKffoJjx7Thq8U4HpTtqaUQXFdsS5WC6GiZdZsy5cLf\nx8bK+urHH/f/2FToWL1aLmDHxkoW0gcfSNEzX79W/DXjVqjSpSX1qVs3WLWKhAEDmBsTQ+OKFQM8\nMOVvWmgkiGRmwksvyQyYD1JLctbCDh6MsW+flNCfMEFmxbQ2gfU1aABPPy1NaxMTAzaMc+fgn38K\nrDNTqGrVQj9z39XA7SIgERgAnMje7mKgGdAU+Ay4qoBtncbdIxzqRC9ZEsGgQRF5bzBpklSS0Dw1\nSwmmAK0wffpAo0a569jsvv5a3q82btTjjPJORISsp+zdG8aPl7X/nqR+FMUSgZudYZAMpD70EJVq\n1WLV118HekRKqYLMni1Xk+6/3yd3l7MW9vhxBjdsKIVDtKBccBk2TK5cf/GF9OcKgCNHJADz5PRf\ni5OIksACIAFJlQSZSbM32/gFSY+sBuxHCprY1c7+2QVGjBjBiBEjGDhwBNu2ReR939i/H5YulZxb\npUxQq5ak2s+alfuz9HR5yk2f7tmVHqXyc1znFuxr3FwVERHByJEj6dazJ03zVJtSShXEZrNdWNDD\nTGfPSopkXJxPr1Jq4ZAgV6aMrHOLicF24gSV8eNzMpun69tAi5OA5Fx+CGwBJjr8/HOgFbAKKT5S\nCvgLWAzMASYgKZL1gJ8L28EXX8iV6QoVHH44daosLnK1CaSfhUK6oJIJ3R495DNI0ZJ27SAqKrDj\nUqGjSpXcq3+eVNl2RblyluudCuSewE185JFAD0Upy8tpQN20qX8KbkybBtddJ2uafEgLh4SAVq3g\n7rtZ1rkz7VlF0kI/PSezeVpREsJjxq2owK0F0BXYCKzL/lks8FH2x2/AWeCJ7N9tQdImtwDngX4U\nkCppl5gIeY7rGRmyGGTVKjf+DP/SAC00tGghsyDLl8v3P/0k67OV8pUqVeDPP+Vrs7K+y5e31oyb\nneMJnFLKuYT4eOZOmkTjf/+VBtTPPWd+c/tTp2D0aPi//zPn/lVQS4iPZ+4PP9B4xw6mk8Xw2Fjz\nn5MOdMatcEUFbt9ScDpltwJ+Pib7o0gnTkglNMd0NebNg5tukitBIUJn6KzJMGS27fXX5fuPPzYv\nnU2Fp6pVIS3N3H2ULSuBm82m6zKVCjZdoqOpevHFpHTrJg2o09KIqVuXyJMn5apPdnU/X7HZbIy/\n7z6G3HEHxk03+fS+VWjIKTLz9NMYR4+SdfIkMZMm+W3WzZsZt2rVpH9qVlbolshwp6qkz/3f/8Ed\nd8jaWEDOPN55B0aNCuSwfE4DNOt6/HEYMkS+btYssGNRoadKFdi929x9lCwpB6hz56RiqlIqeBiG\ngbFiBRmZmQxu0ICsffswnnwSY/NmqaB1yy3QpQu0bw/5qrTabDbGx8YyJC7O5QIgyz7+mAMpKSRN\nmkSkGX+QCno5RWbOnuUxanHpwQMY2YVm/MGbGbeSJeGii6RmgSe1CoKh12VA49EFC/KlSX7/PZw8\nqYuMlN+UKydNtpUyQ5UqsG+f+fuxWoESpZSL9u8nbfZsosaP563Nm6WgR5ky8NFHMuPWuzf8739Q\npw489hgsXiyFRXBYF7dwYRE7kfS3dg0bsnrQICYAKZMn065RIxLi403+A1Uwsq9R/ox9tB0wgLRX\nXvHbyZI3M27gXbpkRIRkxY0YISu27F9bJWiDwDVFtZ08aaNWLdi5U9KJAHlTuuMOqRKRjzbZVK7y\nR8NIbcCtXJGQIAkE27eb+9jXqgVr1vg8q8on3G0uqoK7Abe3+wi7BtwPPyzl10eOLPx2R4/C/Pkw\nezYJ69Yxt1QpGl90EaPS0hhety4bgE6tWtH1hhvkrDXfh+3wYZaePEmKYRCXmUlsnTq0zO6xpuX6\nVUFyXl+ffy59lBYtKjI9ydvXZNu2EgYU1sa5sH3cfru04GnRwvMxFLUPXzKzAbdPLV0Kt97qELTt\n2ydVIqZNC9SQlFLKp/yxxg10xi0cBUNKjyrCwoWwbRvMnVv0batWhb59oW9fuuzaRdVhw0hJTJR1\ncQcOEHPddUSeOQN790ppvSuvlM/ZH8Yll0hKZs+eDK5TR3usKfc89JC0CnjgAbmA0LKlabsK5Ixb\nMAhY4LZgAeRZ5/j++9Ct2wU53EopFayqVPFPQKWBW/hxDNAMIzeIU0EiPV2mFebNg9Kl3drUSOnB\n0gAAIABJREFUuPJKjA4dyPi//8sNwl59FaOI4hFpO3YQNWMGbdq3J2nhQu2xptwTFSUXGTp2lHSS\nNm1M2Y03a9wg9FsCBCxw++orePvt7G9On5aZtu++C9RwlFLK5/zVyF0DN6WCzIsvwn//K8tDPGBf\ng+ROEKY91pTXWrWSNZcPPwwffijPYR+y2bwP3HTGzSRNmjhMhc6dC02bQr16gRqOUkr5nAZuSqkL\npKRIWe3Nmz2+Cw3CVMC0aCGzL+3aweTJMgPnI+npcjxzcxI6j+rVc/unhqKABW457zM2G0yaBGPH\nBmooSillisqV/bPAuVw56alrJTabHNOVUg4yMiA6Wl4clSoFejRKeeaWWyApSdInMzJkqZMbClqj\ne9VV3q1vAwncNm707j6sLGCBW/v22V98+62kSrZuHaihKKWUKYoXl+Dt2DFz91O+vLkzbu4Wwvjn\nH+jVC3bsMG9MSvmLJ/3SCjR6NDRsKKlmSpnM1CJGN94I33wj5++nT0N0NDabjcrEYrMV/lopaI1u\nSop3aZKgqZKmueyy7C8mTZIFuqHa4lwpFdaqVDE/cDM7VdKdQhi//Sb9OSMipDVn2bLmjUspf8jp\nl9a0qXdpiZs2wdSpsGGD7wanVCFML2J03XVyp/feC6dPs+yyy2jPFJIWevZa8baiJIR+cZLARkt7\n90q0/sQTAR2GUkqZxR/r3Kyyxu3jj2Xt+ksvQXy8VI9WwSs5OW8DWvvX4VLBMiE+nnaNGrF62DAm\nnDhBSmys502rMzOlmfaoUdZsuKiUp66+moToaNoNGcLqp59mOp6/VrwtTAI642auKVMkaKtQIaDD\nUMHPMR2gZUs5uYDA9zSy6riU/+T0qjRRoAO3jAzo3x9WrZJrcTfcELixBFgUMBEoDkwHxuX7fTUg\nAaiJHH/fBGb6cXxuCfeWA12io6l68cWkPPGE9Es7cYKYyZM9m3V7/30oWVKCN6VCTJehQ6lapQop\nMTHyWsnIIGbMGLdfKzrjVrTABW7//iulRH/4IWBDUKHDqoGQVcel/MfMwM1+YeDnn2HPntwCJf58\n3u3cKamR9erBL7+EdSvO4sC7wL3AfuAXYDGw1eE2McA6IBYJ4rYjgdx5v45UucQwDGlaff48g2vU\nIOvgQYwPP8S4+273XthpaXLV7ttvdVlIiDJ1LVkQMAwDo2pVMsqUIeZkBiWOHPGowfvhw9C4sXdj\nuegiOHdOlt2FYqp+4AK3OXOgWTO45pqADUEppcw2ciTMnm3OfdtPCsqWhaFDc2d0/WXRIplAePll\niImRWZkwdiuwA9id/f1c4EHyBm4HgBuzv64IHEWDNus6eJC02bOJGj+eNgMHkjRrFmkffAANGsAr\nr0DfvlCiiNMomw369YMBA2Q9kApJ/pqdtnKAmJaaStTMmTz3SD3eKnUnacuWOZSQd40vZtwMQ2bd\njhyBunW9uy8rCtRh1ma74QZ46y2Xq0n6o6S2Cl/uPr/0+ajcYfbzZfJkSVX0x3PSMORq5rBhMG+e\nfDRrVtjtDQjcscafHgEiAXsuXFfgNuBZh9sUA74B6gMVgEeBJfnux2Zz84H05Pnlj/c8q47LZZ06\nSX3yMWPy/nzTJhg4EA4ehLffLvw85rPP4LXXYO1aKFXKpIEqK/HX+YGlX8PfrJTXz4oVRebOO+6j\nRQsYN67ovvRFjeummySp7+ab3Ru7O/vwFXePkYGbcTt/XqrQKKWU8kq5cv7dX6tWss9ff5WF4AoA\nVw7xw4D1QARwNbAcaAyccLzRCIep04iICCICfSk9HC1ZIrm/M2Zc+Lvrr4fly2HxYpl1u/56uRCd\nP4Po778lwFuwQIM2FV7uvhveeQfuv1/KC9eu7dJmvphxA2sXKElOTibZiynZgAVutmef9b4filJK\nKb8FbvZjTevWUjlSl+vksR+o4/B9HWBfvtvcDozO/voPYBdwLbDG8UYj/J3zqvI6dUrSG+PjC14k\nYxjw4IPSgPidd2TauWdPeWFUrCi93yIiGNK+PUbz5v4dv1JW0KkT7NsHbdvC6tXS1LQIvqgqCdYu\nUJL/YtzIkSPd2j5ggVtSxYpEBmrnSikVQvwRuJ07B+3by9cvv2z+/oLQGqAecAXwJ/AY8Hi+22xD\nipd8B9RAgrad/huicslrr8Htt0ObNkXftnRpeOEFqZA9bJisYxs1imV79nBg0yaSXnhBz3WUU1Ze\nr+Yzzz0nxXkefhiWLpXXSwFOn4azZ31T4MrKM27eCtgat2H16rGhZEk69e9P1z59itxA1xQpM1lq\nXYUKOWY/X1askFkwM/fx/ffwzDOwfn3R+3E8IRk5MmzWuAG0JbcdwIdAHGA/wMUjlSRnAHWR9W5x\nwJx896Fr3AL5Xrxhg7yYNm3y6NJ/wrBhzJ04kcanTzMKGO7muU4wC4tAxAWh9FrxyTaZmfDYY9IO\nY/bsC1I17LffswfuvFNaPHs7rtdfhzNnpG2ip6y6xi1ggdvQOnVoOWECkR06uJQyqSfKykwBP1lQ\nIc3s58uBA9LT99y5oovceWrkSDh5Et58093XSlgFbr6ggVug3oszM6U6Qq9e8uEBm83G0vnzSRkw\ngLiDB4l181wnVLj6uPgj2PN3QBlKrxWfbZORIRdEmjWD8eOd3v7nnyVDec0ailTUuKZOhXXrJNvZ\nU1YN3AKWKnk6Pd2jHg9KKaXyuvRS+bxmTeEVHr2xYoWkSL75pjn3r1TATZ0qswI9enh8F4ZhYBQr\nRsapUwxu2JCstDQ91ymEP8roh3sjeUsoU0b6x9xxhxQqGTDggpscPuybwiQgqZJWXePmrYAFbm1n\nzCAtNTVQu1dKqZCzbJk5gduJE5IiWVSJZqWC1v790ghx1Sqvq+6kpaYSNWMGbdq3J2nhQj3XUQqg\nShWp1tqiBVx2GTzySJ5fHzrkm8IkkNvHzR/8PqPr+7t0iV9SQZRylSvPL83fV57yx/uXYUDz5rIW\nzde+/FLaVX39tSfpOZoq6SZNlQxEquQjj0hj7ddf98GdBT9vj3dmPfb+Gpc3+wml14op26xfL4V/\nFiyAO+/MuX1cHBw/DmPHer+PzZvlJb11q3tjd2cfvtsmSNa4aeCmrESfX8pM/grcKlSQBd4XX+zb\n+x4wAGrWhNhYDdz8QAM3fwduX3wBgwfDb79JSpfKI5Qeex2XRca1fDl07Yrtm2+ocv0n/J0Vx6BB\nBnXrykvR230cPgyNGnk362bVwE278CilVIi44w6ZFfM1e9VKpULOyZMQEyPr2zRoU8o/WreGN99k\nWUQEHXiPpIULfbrGrUoVOHZM6g2FmoCtcVNKKeUdx3Seli0hK0vSTapV81367v79cPAg3HSTb+5P\nKUt55RV5sdxzT6BHolTYSIiPZ+6kSTS22ZjGSYbHxrJx/ytccUl/6OJ924wSJaBSJQneqlXzwYAt\nRAM3pZQKUvnXW2zdClFREsT5ytdfQ6tWULy47+5TKUtYu1b6Sm3aFOiRKBVWukRHU7VKFVKeew7j\n6FGy/v6bzKpTeeypDj7bh71AiRUDN8eLru7SwE0ppULEdddJfv327fK1LyxfDnXqSME9kKDQ/rUW\n5lFB6/x5iI6GcePkDE8p5Tf2FhkZ6ek8Qm1qH/uT42egRg3fLYe2cksAx2PnyJHubauBm1JKhQjD\ngMhIaQvgi8DNZpP1bd99B1dd5f39KWUZ770n1XyefDLQI1Eq6B07Br/+Clu2uL6NvW1G1CMPsaRm\nXX78cxnVqj1S9IYu8mdLAH/SwE0ppUJIZCR89JHT/qZu27wZypbVoE2FDpvNxviYGIbMnYvx/fdy\ntUMp5bITJ2DdOvjlF1izRj48WQfdOzY25+vmz79O3IvzKOHDqKRatdAM3LSqpFJKhZB77oFvv4WM\nDO/vS6tJqlCzLDGRA/HxJN1zD1x7baCHo5Tl/fADTJ4sk9MNG0prmBdfhN27ZU31559DejqkpMCi\nRbKNu/3T0u7qQgPbZokIfaR6deumSnpDAzellAohF18s/Wu++877+1q+HO691/v7USrQEuLjadeo\nEav792dCZiYp69bRrlEjEuLjAz00pSzJ3gg7JkayL+68E+bMkSDNMZhr1Ci3eJW9h+iLL7q3r4PH\nSvO/ywfJmlMf0Rk3pZRSQcG+zs0bZ8/C6tVSUVIpK3Kn0W2X6Gie6d6drEOHMICsM2eIGTmSLtHR\npo1PqWCVlCSBGcjatalToVcvaNIESpYsevvffoNVq1zf3+HD8HOTaEnz+OMPzwadj864KaWUCgq+\nCNx+/BHq14eqVX0zJqV87b335PMXXxR9W+OvvzDeeIOM0qUZ3LAhp9PTcyrbKaVy7dsnM2mzZ3t+\nH6NHw5Ah0lvUFYcOQcXLKkDfvvDWW57v2IEWJ1FKKRUUmjaFtDQ4cAAuvdSz+9D1bcrKNmzILaP9\n7LMyM1y+fAE3PncOHnuMtIYNierfnzbt25O0cCFpqak+H5djf6bk5NyS34FunWHVcSlryX6p0L+/\nd8+LTp1gwgT47DP5uiiHD0ONGkCv/lIS+dVXs3/gOSu3A/BGoC412Wzu5DgghZ/c3EQpl+nzS5kp\nEM+vjh2hXTvPq503bw6jRkmxE29kz2jotIbr/HJ8dHcbf+zD1W1OnYJbboGXXoJu3aBrV7lA8cYb\nBWwwYACkpsrUnB87yVv1uBLMj72Oy9xxPf+8FBb54gsoVsy7ca1cCT17yv2VLl347Z96Cm6/XdIx\n6ddPFsuNHu3V37JnD9x6Kzz9tHzv7gUL/z2O7h0jNXBTCn1+KXMF4vk1bZocqDxJdzl+HGrXljST\nMmW8G4cGbm7TwK2IbXr1kpmBWbPk9ocOwfXXyyzxjTfmu/GMGRAXBz//DJUruzcYL1n1uBLMj72O\ny7xxff45DBwoa9rsKfLejqtdO7n4N2hQ4be//37o0wf++19g506JuHbuhIoVPfpbQC7wVKsG//4r\nt7fu4+jeMVJTJZVSKgRFRsqMRFaWXDm1cyVlauVKmXHzNmhTytfmzZOy47/+mvuzSy6Ri/N9+kg1\n1Zzn+08/SXm7Vav8HrQpFUx27oToaPjyS9+uax43Du6+G7p3z6046czhw/I6BqRxaOvW8MEHMgXo\nofLlJZD6999C0qiDkM64KYU+v5S5AvX8atAAEhLgP/9x/vuCxhUTA5dfLovLvaUzbm7TGbcCttm1\nC267DZYsyX1O22+flSXlyp98Uk5AOXBArtq/9x488EBA1nhZ9bgSjI+9jsu8cWVkSJriU0/JelFf\nj6t3bwnaCkplNgyoW1eur1xxRfYP162T6bqdO53mWbo6rrp15ULPFVdY+XHUVEml3KbPL2WmQD2/\nBg6Uq5jDhjn/fUHjuvZamDsXbrrJ+zFo4OY2DdycbHPunARmjz2WN+3K8fa//SZpWb+tOUONTndD\n27bw8ss+GZcnrHpcCbbHXsdl7rj69oW//5bZ7PxFVn0xrj//hBtugLVr5YKgs9uXKQNHj0K5cg6/\niIqSxdo9e7r8t+T3n/9AfLysibXu4+jeMVLbASilVIjypC3A3r1yEG/c2JwxKeWJV16BKlWkzkhB\nbrgBnupuY0urGKhZU3KFlbKwY8fkYgRIBcbz5/27/4QESY2fPv3CoM1XatWCZ56B4cMLvk2JEvmC\nNpA05/HjXe8p4ISnLQEyM+Xztm0e79o0GrgppVSIatlSrnKeOOH6NitWyKxFMT06KItYsQI+/hhm\nziz6efnape9Ta+8PJD81S5/EytJ++EGyGuwtWyZPhmuugbffhn/+MX//mzfL7PX8+QXWAPGZIUPk\ndbx2rfPf56xvcxQRAZUqwaJFHu/X05YAc+bkDuHuuyWoPnvW42H4lL6rKaVUiCpXTtYErVzp+jba\nv01ZyeHDsm7t448LOLlzlJJC6bEj2f/eIqKfq0BGhl+G6JXkZBgxQj4iInK/tq/HU6EnK0vWez30\nEEyaBBMnys9Xr5YA4aef4MorpS7H3r3mjOHkSclCfOMNJ5VYTVChgsyaDxniPJXQacs2w5BZt7Fj\nPc459mTG7dw5eQ2C/P/79oUpUyTNc/hw8x4TV2ngppRSIcyddMmsLAnc7r3X3DGp4JKeLp+3bPHv\nmq2sLKlG98QTLvQT3LtXcs4SEmjV+2puuEHO96zOMVhbtSpvEKdCz+HDcN99Mon0yy/wwAN5f3/r\nrbK+eO1aea3ddBM8/jisWeO7MdhsUoG1WTMpSOIvvXrB/v2wdOmFvyvwosyDD8ob0KpVHu2zWjX3\nA7eZMyVwBihVSt5WkpPh669lJvSmm6RtwVdf5aZU+pMGbkopFcLcCdx++00yU5wtIFfhJzNT+gFe\nd51837atVGnr2VMKGRw9au7+J06UNUCvveb89zabjcoMxXbqlExfPP98znTxO+/Au+/C9u3mjlEp\nV61cCTffLB/JyfJaKsjll8Nbb0kl1aZNoUMHuOsuCfi8DRbi4+W9/t13vbsfd5UsKRdTXnjhwr/B\n6YwbQPHissG4cR7ts3p191IlMzLg9ddh1KgLf9ewocyQ7t0rbzevvCKprWPHSkDuLxq4KaVUCLvh\nBulj88cfRd92+XJNk1Tiu+/khHHWLLmyDLB7t1x1btJEihpceaXMEAwfLiW3z53z3f5//VVOiObM\nkRM+Z5YtWEB7ppAUFSVnVYMH5/yudm0ZV79+1qzsqMJHZqbMonbpAh99BGPGFPyczq9iRXla//GH\nFPgYPVoupNiDLndfc7/+KoVWExOdFAPxgwcflJaKs2bl/XmhadBdu8LGjbB+vdv7c3fG7YMPpDBX\ns2YF36Z8ebl4tWaNpLb+/jvUrw+dO8vvk5Jk/eKmTbBnj1zg8uX6OG0HoBT6/FLmCvTzq3t3OcHu\n1y/vz/OPKypKemC1b++7fWs7ALcFtB3Avn1ygXv1aln/0qmT3NbZ7c+ehe+/lxOVpCRITZUUvzZt\nZKa3Xj3PxvXPPzIrMWpUbsU9Rwnx8cydNInG584xKjWV4aVLs+HKK+k0cCBd+/TJud358/K8HzxY\nzv2K+tt9zR/lxz1h3bLooTeu/fslYCteHGbPlmKn3uzDZpPX3LvvSkpl6dJyAeW66+SjQYPcr/MX\nHDEMue24cbK+zd2/xVVFbfPjj/DIIzIbbm+SPXmy9A8t0Pjx0tstu2qIq+NavRpiY+Hbb4ve5tQp\nmUH76itJh3Tnbz92TNbhDhwoSw1OnLjwo3hxWeuX/2PZMu3jppTb9PmlzBTo59ecOXJl8PPP8/7c\ncVwZGZJWsnevNEv1FQ3c3BaQwC0jA958U9ITn34ahg6Vkyp39nHkiKyRtAdyf/4pV6HvuEM+GjUq\nutCjYUC3brK2ZPp057ex2WwsTUwkpX9/4g4eJLZWLVq+8w6RHTrYn285fv5ZrvJv3iztBFz9W3xB\nA7fwHteSJdCjh8yUxcbKibuvx5WRIRdMtm2DrVvl87ZtEhRVqpQ3mHv2WfmYNMn9v8XdcRW1zaOP\nyszWSy/J7efNk58V6J9/4Kqr5AV91VUuj2vbNnn9b99e9LjeeEPWHc6f7/rfkV9B29hscOaM84Du\nvvs0cFPKbfr8UmYK9PPryBGZ/ThyJG+KjuO4Vq6Uk/WffvLtvjVwc5tfAzebTQL6556Tq8xvvpm7\nMN+bfdhsEqR9+KFc7f7uO1kH0rx5biDXtCmULXvhfq67TtKQHAPH/JYmJrKsUycOZlajRoV/aTtj\nBpEdOji9bUyMpJTFx3v2t3hKA7fwHdeQIfDppzLLdtdd/h9XVpbMnjsGdFOnSvBQqpRv9uHNNn/8\nIRWPt2yR9W0rV7pQkGfYMDh+HN57z+Vx/fUXXHutpCsWts3x43KMXLVKAl1X/478/NGAWwM3pdDn\nl/K95OTckt7JybkHpYiIwFSMu+UWmDAh70mE4/N+2DA50Xa2KNsbGri5zW+B26ZN0tD64EEp5lFY\n5UZfnMQcOiRpXt9+Kx+bNslV9zvugBYtpJ/VbbfJUpaiGsBP69WLul9+SbtDe/gy8UvSUlPpNXSo\n09sePy5L4ObPh9tvD60AyROhFCBZbVx//gmXXQb33y/VCatVs8a4/LUPd7YZMEDW/733ngRw9oCp\nQIcOyY22bcOocYlL+8jMlHTSjAy5aFnQNiNHSjD58cfu/x2Owj5ws9qJjwpdGripUPfSS/J59Ojc\nnzk+72+9VVJFfP3eqoGb20wP3I4dk7TB6tWlMlrfvlCihG/34co2p05J5tN330kg98sv8PffLuwn\nK0uuRMTGYjza0aVxzZsnFyXWrpUZh1AJkDwR7Cf8Vh3Xli1S6n/PHnmKGm6864Xj/+uvv2R2/ehR\n+bpqVRfu/OmnsVWtSpXR5/k7K+6C1GhnqleXi0Q1azof19GjMiv3009w9dXu/x2Owj5wU8pfNHBT\noS4lRYo0OPYDsj/v//4brrhCUilLl/btfjVwc5vpgdutt0qQdOSItWYEXN7mk0+kI+7332MUM1wu\n6tC2rcwqvvBC6ARIngj2E34rjmv1aim48eab0nfQKuPy9z7c3WbsWFn/l5lZ9PpXAP74g6VNmjD/\npMGjiQWnRzuyz7Zff73zccXGyjHQnkrtyd/h3TbuHSO1HYBSSoWBZs1kEbuz0sgrV0qqmq+DNmU9\nGzdKaiS4HrRZyunTUuf/zTfdmtIwDEnJ8rAdlFIFSkyUPmsJCVJYR7luwAD57ErQlhAfT7sHHmA1\nMJ0TpLzwAu0aNSIhf8SVT/XqBbcEOHhQWgAMH+7euANJAzellAoDpUpJGuSKFRf+Tvu3hY9Zs4L8\n5HLSJPjPf+RKg5uuvlrKdQe75GTpCzZihLym7V/bl5Yo/5k0SYKPZcv0PdQT+YsTFaZLdDTPjBhB\nVoUKGEDWrl3ElCpFl/LlJe+6ANWqFdyEe+xYaRVSp4574w4kTZVUCk2VVOFhyhRZUzRzpnxvf95f\ncw0sXAg33uj7fWqqpNtMS5U8d05OUFJSZE1H0KVZHTkixQm+/1463nqwj5MnpXfSzp3Oq2c68nad\nfSiksum4nG+TlSVVeBcvhqVLJdXcCuMK9D7MHtfSxESW9ejBlhN1aFAhjbY9ehCZmioLZdu1k6Z5\nrVvnWbTbty/ceKONl56JzbMuLi1NiiBt2eK8v55VUyU1cFMKDdxUePjjD7jzTmkKaxjysXOnpFEe\nPOjeYnpXaeDmNtMCty+/hDFjJO4JypO+/v3ljPndd73ex6BBUmXVJ+Py0TaW+B/ruIrc5swZeOop\nKUKyePGFRTX0/2XeuKbFxVG3fn2iHmnP0sSFudVkDx+WZqUJCbBrFzz2mEylNW3K8JcNDqQmwmc9\n8qyL69NHepaOHeubv8PzbTRwU8ptGripcOE4u2YYkt+fnCz9hsyggZvbTAvcOnaEe++VE5agO+lL\nTZUmcFu3yqIVL/dRpYqc31Ws6OW4fLhNwP/HOq4itzl+HNq3l+fNnDnOU/30/xXgce3YIQe02bNJ\nSE9nxr9Qr1h53j+xm+H16rGhZEnuebw/o97uw++/F1zN0qqBm65xU0qpMNKmjazHsNP1bdZjxpql\nv/+GpCS5EB2UYmOlLKpD0OaNe++FGTN8clcqAOxrlubMkfewDRvgwAFJBzbL/v3SB/O666QgiTvr\ns5QfXXMNvPoqbN9Oly++oNPVt1DpxF5ZF/fvv8SMHMm636N59lkXWxBYjM64KYXOuKnwsWiRZJot\nXy7P+6pVpeFx7drm7E9n3NxmyozblCmytm3uXNe3cXcfpm3z/fcScW7fDuXK+WQfP/wAnTvLRF7x\n4h6Oy8fbhM2MiJfbbNoEDzwgM6adOkmWnP3j779lDeMll8hH9eq5X19yCcTESMr4FVe4WH4+e1yb\nNkmPtn79pJ1EYWnlrv4duobSP/sY+3Iiu+J6cCazOJWN4/zn6Vd4bv4IUlOhUqXAjSt3G/eOkUW0\n3FRKKRVK7r5bUv///Ve+r17dvKBNWcesWTKLF3RsNnj+eXj99QuCNm80ayYn8osXw8MP++xulcm+\n/FLWl02YIP3SPv007++zsiR4swdyR47kfr1pk9wmIiK36XLDhtCokXxu2BCuusp5IN+qFbz1lrx3\n+oqrAZryzpn0VL6rPYPNe9qzNHY4296YwFe3pVOpVBwQfNOmOuOmFDrjpsJLy5ZSEe2+++QK9OTJ\n5u1LZ9zc5vMZt61bpfH03r25xdasdlW8wG0WLIDXXoO1a3POqH01UzFvnvR2S0nxYFwuCJr/sQX2\nUdQ2Npu07ps4UZ4SzZp5t49//oFt26SioOPHwYNQr15uIFe2LAwZImnGrqaU++t8Ihgfx0DsIy1N\nlsfu3w/r1sHjkX/z2539KLF5A3z8MTRtGpBx5W6jxUmUcpsGbiqcjBkjV6DfeUdSJx94wLx9aeDm\nNp8HbkOHykzEG2+4vo27+zBlm7NnZTrkvfdkcaaP2Pdx/rzMsPzvf9IazuVxubkfs24fLuPKyJCC\nOr/9Ju9X9p5bZozr1CnJyLUHcrt2SXqx2f8vTwTb4xiofZw+DZUry9vJf/8rF7EGDEAe2AED4Omn\n4aWXoGRJv44rdxsN3JRymwZuKpysWSNLhnbuhPT0wvP8vaWBm9t8GrhlZkLdujJj0KiRa9u4uw/T\ntpk8WXLjHKvp+IDjPsaPl8IWCQlujMuD/Zhxe6uO68QJqbroi3EdPCiprLVrS//J8uU9H5e/ttHA\nzXrjuugiCcpr15Z1rWXKZP/izz+hZ0/Jqf3kE+kT6YdxOWYNjBzp3jEyYFUlzaiapZRSqmg33yyp\nQmBu0KYCb8UKqFUrb9AWFI4fh1GjJLIyUe/e8NVXkkalvLdxY+5zrU8fCYo9tW4d3HorREVJWqtj\n0KaUO+zFaF9+2SFoA3lz/Oor6NVLmpxOnAhZWdhsNiozFLMmmSIicuMgdwU8cNOFmUop5V/FikFk\nZKBHofxh1ix48slAj8IDY8fKIswbbzR1N5UrQ5cuko2pvLNihbRZsKfk1qkD7dpBixalD63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