{ "metadata": { "name": "", "signature": "sha256:467f2e0df8e5286bd26baddac756a6745336e0f6e90264845fa8351f9c8576a2" }, "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. Four Tidal Constituents: M2, K1, O1 and S2 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": 12 }, { "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 = 'RC4_wO1S2'\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/RC4_wO1S2/\n" ] } ], "prompt_number": 13 }, { "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": 14 }, { "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": 15 }, { "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": "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',\n", " 'HalfmoonBay','IrvinesLanding','PowellRiver', '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',\n", " 'Halfmoon Bay','Irvines Landing','Powell 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": 16 }, { "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 Halfmoon Bay\n", "17 Irvines Landing\n", "18 Powell River\n", "19 Lund\n", "20 Twin Islets\n", "21 Campbell River\n", "22 Maude Island E\n", "23 Nymphe Cove\n", "24" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Seymour Narrows\n", "25 Brown Bay\n", "26 Chatham Point\n", "27 Kelsey Bay\n", "28 Yorke Island\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "[-126.1, -122, 47, 51]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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r2LZtG3/84x8BeOaZZ0TT7yDM1vt32mdPORfGb4HDNkqnOCc1z/zz3+3yTDv2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\nGyX3PS4kQjU2JIFvSQ2SIjW4TM6J5MU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JDdi8q9vnd036KSb/jxIjEAn0mz1QrA6L82Rx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ETwkdHhMtIeJwY4UcAIvhFqNC8e95NZYHsnsLEb2NlBxf3OIq8nbiffeUfMMuWuMauEYWf9SGeA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"text": [ "" ] } ], "prompt_number": 17 }, { "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", "\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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "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": 19 }, { "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": 20 }, { "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": 21 }, { "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=[]\n", "M2_pha=[]\n", "K1_amp=[]\n", "K1_pha=[]\n", "O1_amp=[]\n", "O1_pha=[]\n", "S2_amp=[]\n", "S2_pha=[]\n", "\n", "M2_amp_obs= np.zeros(numsta)\n", "M2_pha_obs=np.zeros(numsta)\n", "K1_amp_obs=np.zeros(numsta)\n", "K1_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(quad,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", " #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]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "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": 23, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rgMf89cJOp5N9+/Z57RZev349ffr0oXfv3hxyyCHcc889/npZwHaN/d///R8P\nPvig1+Lz8ccfc8IJJ5Cbm8uQIUMoLS2t31dUVMQdd9zBySefTEZGBpdccgmLFy/mmmuuISsri2uv\nvbb+2Llz59K3b1/y8vK45ppr/PoziES7K6+EPXtgQFkpb1YUk2KqWNVHASYGHACKgWOAga7vTwZu\nwYaYvsB81zbAkcCFrj9HAY/ip9ppjGHv3r1e69TOnTsZPHgwhYWF5Ofnc/XVV/t1mJPqlEgEcQsw\nO/v0YcEdd1CbktLk4f9Z/R+Of+J4jv3XsQzrMYz0pIawk56UzvUnXh+MVkeFQpruifkXtjjUWQN0\n8nKc8aapx1988UWTlpZmEhMTTUFBgfn666899h933HEmPj7eAAYw6enpZsGCBR7HbNu2zdx9993m\nlltuMUuXLvX6Ok0pLCw08+bNM2PGjDF33HGHMcaYJ5980hQVFZldu3aZ3NxcM336dFNbW2tmzJhh\n8vLyzK5du4wxxpx66qmmoKDArFq1ytTW1hqHw2GKiorM008/7fEacXFx5pxzzjF79+41GzZsMPn5\n+eadd95pVTuDqan3SiRUevc2Zigfm0pSjAHzH0rMxeMcoW6WX7l+x0nT0oHlwAA8609n1zbYXpib\n3Z7zDjDUy7mafA+8mT9/vsnOzjZJSUkmPz/fLFu2zGN/SUmJSUpK8qhTzz//vMcxe/fuNQ8++KC5\n6aabzLx581r1b0N1yrum3i+RkFm92picHGPALIuPN52yskxmZqY55ZRTTHV19UGHz/lmjkn7U5ph\nCoYpmPS7083v3vudOfuFs82YmWPMko1LQvBDNI121KlQz4npBmx0294EdG/PCdesWcNll11GZWUl\nNTU1bNiwgZEjR3pcwfriiy88llV1OBx88skn9dvbtm3j6KOPZsqUKdx3330UFxczZ86cVrUjLi6O\nu+66i0ceeYSffvqp/vE5c+bQt29fLrroIuLj4xk3bhz9+/fnjTfeqH/epEmTOOKII4iPjyfRdUXY\neLkCd8stt5CdnU2PHj0oLi7ms88+a1UbRWLZZUeUspBiUqniNUq4JG0Wpw5XD0yMiMcOJ9sOLAS+\nwgaYujvCbach0HTF1qY6m7C1q8127NhBSUkJ+/btw+FwsGPHDkaOHEllZcMt6pYtW4bD4ajfrqio\n8OgNKS8v57jjjuP222/ngQceYPTo0TzxxBOtaofqlEiYc+uBWZmayqlOJ9vLyigvL+eTTz7hueee\nO+gpjy6fTV8xAAAgAElEQVR/lMqaht8lFY4KPtzwIbPHz+aVsa9wYvcTg/kTBFSoQwwcvCJBu64c\nrlixgoSEhrF+xhg2b95MWVlZ/WNdunTxeE5ycjIFBQX124899hi7d++uLyAVFRXccMMNrW7LgAED\nOPvss7nvvvvqxwtv2bLF47UACgoK2LJlS/12jx49DjqXt/HGnTt3rv8+PT09YPN7RKJOaSm3zrUB\n5vW4EsYlzGLSrxO5/PJQN0yCxIkdTtYd+Dl2SJm7lq4OtqtOffXVVx51CqC2tpa1a9fWbxcUFHj8\n3k9LS+Pwww+v3545cyZbt26lqqoKsHXqpptuanVbVKdEwlSjOTCnJyVR6ba7oqKC9evXH/S0lMSD\nh5klJyQHsKGhE+rLjpsB99+E3V2PHWTKlCn13xcVFVFUVOT1hN26dTvo5nVJSUlkZmbWb8+YMYPT\nTz+d+Ph4amtrGT58OOeff379/j179lBTU+Nxjv379/v0AzV25513ctxxx3HjjTcC0LVr14P+0a1f\nv54zzjijfrtxIdCESZH2+/JL+OwzOKqslGNuKCbONYn/F8/NYl9aIslR8Dt+0aJFLFq0KNTNiCR7\ngTnAYGzvS2dgG9AF+NF1TEDqVHV1tcdj1dXVdOrUMJp66tSp/OxnP6Ompgan08mAAQO46qqr6veX\nlZVRW1vrcQ73npzWUJ0SCTNeJvEPOOccdi1eXH+BPSMjg6FDDx7ZevPPbuad796pX5EsPi6e0f1G\nB7X5zYm0OlVI03NizgTecn0/FFjSxHFNjqNrzOl0mgkTJpiMjAyTlZVl0tPTzYsvvnjQcVu3bjVv\nvPGG+eijj4zT6fTYt2jRIpOenl4/FjktLc1cf/31Po/vKywsNPPnz6/f/p//+R/ToUMHU1xcbHbu\n3Glyc3PNCy+8YBwOh3nxxRdNXl6e2blzpzHGmKKiIvPUU095nG/cuHHmtttu83gsLi7OfP/99/Xb\nl156af245nDU1HsoEgxPPmlMeroxp6U1zIExJSXGOKJrDkxjaE6MNx1pWHksDfgAGA48QMPcl1uA\n+1zfH4kdepYM9AK+x/s9DZp8D7y5+eabTXp6usnMzDTp6enmoYceOuiYnTt3mjlz5piFCxcaR6N/\nq6tWrfKoU6mpqea8887z+d+G6pR3Tb1fIkHjNgfGnHiiMfv3G2PsXO2BAwea5ORkk5iYaCZPntzk\nKR78+EGTcGdC/byYtD+lmQ/WfRCkH6B1COM6NQPYAlRj575cBvzG9VXnH8B32CWWj2viPE3+4N44\nnU6zcOFCM336dLN69eo2/aXOnDnTFBQUmPz8fHPNNdd4nTzVlMbFYePGjSY1NdUUFxcbY4z58MMP\nzeDBg01OTo45/vjjzUcffVR/rLfJkaWlpaZv374mLy/PXHfddcaYg4vDpEmTzO9///s2/azB0NR7\nJRJoFRXGpKR4TuJ/I77ELC+N7gBjTHgXhxA6GvgvNph8DvzO9XgHYB7el1i+DVun1gCnN3HeJt+D\npixZssRMmzbNfPrpp216f+fPn2/69OljOnbsaCZMmGDKy8t9fq7qlHfNvV8iAddEgKnjdDrNTz/9\nZCorK5s9zbCnh9UHmLqv8170/SJHMNGOOhUp/b+un9OT7qwbOfReSUtWrVrF66+/TmpqKhdffDH5\n+fl+Oe+WLTChVynvVDdM4r8saxbPTk9kdPj0sAdEe+6ELK2mOhUF9H5JyLTxPjDeDHt6GKWbSj0e\nO7ffufxn3H/80VK/ak+dipTipuIQ4fReSXMWL17MqFGjqKqqIjExkZycHFauXOkxKbitaj8speaU\nYlJcAeYCZpGSnsjq1dCzpx8aH8YUYoJKdSoK6P2SkPBjgAF7n5iL/3Nx/byYtMQ03rroLYoKi/zU\nYP9pT50Kh9XJRCTGXXfddVRUVFBbW0tVVRW7du3ir3/9a6vOUVMD118PeXlw6KHw2GNAaSkJv7AB\n5t1UuwpZakYiM2dGf4AREZEI4OcAA3DeEefxwpgXKCos4he9fsEb498IywDTXqFenUxEhD179nhs\n19TUsGPHjladY/JkePJJqLAXnnjphlKucBaT4LCrkI18eRY7DiSSkQHxunwjIiKhFoAAU6ekfwkl\n/Uv8cq5wpVIuIiE3ZswY0t1+caenpzNmzJhWnWPWrIYAM5RS3q5qCDDMmkVcUiJZWQowIiISBgIY\nYGKFyrmIhNy9997LxIkTyc7OpmPHjvzlL3/h7LPPbtU5cl1rSQ2llIXYSfxfHGYDDInqdBYRkTCh\nAOMXkTLhUxMmI5zeKwm0jz6CO4bbHphUqngrqYRB386iW0HsBhhN7A8q1akooPdLAk4BxoMm9otI\nzPtZfCnzjQ0w3x5ZwnE/xHaAERGRMKMA41cRXeHz8vLqEpyEuby8vFA3QaJZaSkUFxNfbefA9NEQ\nMgkTqlORRbVKAkYBxu8i5Ter1256EZG6AENVwyR+BRhLw8mCSnVKRLxTgGmShpOJSGxSgBERkXCm\nABMwqvYiEpkUYEREJJwFKMDUOmt56r9P8fn2zxnUeRCXH3s5CfEJfmhwZFHFF5HIowAjIiLhLEAB\nxhjD+S+dz9wf5lLhqCA9KZ23v3ubV8e+GnPz7zScTEQiiwKMiIiEswAOIftm5ze89/17VDjs3Z0r\nHBW8+927fLvrW7+cP5IoxIhI5HALMM7RJXxw7SzenpvIrl2hbpiIiAgBnwOz37GfxHjPC3eJ8Yns\nr97vt9eIFLp8KSJhqbQU7r0XqqvhqqtgdH5DgKk9u4Rjv53FmlGJJCZCaip8+CEceWSoWy0iIjEr\nCJP4B+QPIDc1lwpHBbWmloS4BPJS8zgyP/YKYKQMntPSlSIxZNkym1cqbG85RSmlzKstJqGmii96\n9+YCM5FvfrgKyK9/zuDBsGJFaNobrrTEclCpTonEsiCuQrZh7wYmvTaJVTtWcWT+kTx37nP0yOkR\nkNcKtPbUqUgpbioOIjFk4kSYPt1+P5RSFlJMKlXMjo/nPKeTWpKADsAX1AWZnBzYsydULQ5PCjFB\npTolEqu0jHKb6T4xIhJVnE77p3uAeSMu1RVgABzAbmBq/XN69w5+O0VEJLa99dBDlA0YAHv3suOw\nwxRggkghRkTCztVX2yFkDT0wJVySnu4KMHUcwD4A4uNh2rQQNFRERGLKG2+8wYUXXshvfvMbZt55\nJ8NuvJEsp5MlwBFbt/LiG2+EuokxI1KGGaibXiSWlJbiPLWYeEcVizuUsPWRWSxc/Fuee+45Kisr\nAYiPTyc1dRFdu57AzJlw3HEhbnMY0nCyoFKdEolyzzzzDL/97W+pqKjgiLg4PjaGXGAJcBpQCZx8\n8sksXrw4tA2NIO2pU1qdTETCi2sZ5XiHvQ/MKa77wJx7wd9JSEjglVdeITMzk7/97W+cddYJoW6t\niIjEiClTplBRUUE/8BpgAFJTU0PWvlgTKVfodIVLJBboRpZ+pZ6YoFKdEolyXbp0IWfbNpZAfYAZ\nmZBAWa0d7Jyens5bb73FqaeeGspmRhRN7BeRyKcAIyIiYezW887zCDBnp6Xxr+ef55JLLmHixInM\nmzdPASaIIuUKna5wiUQzBZiAUE9MUKlOiUSzNWswQ4cSt3cvK9PSuO6oo7jrwQf5+c9/HuqWRTTd\nJ0ZEwtquXbBlC/TqBRkZjXYqwASMQkxQqU6JRCvdByZgNJxMRMLW449Dt24wbBh06QIffOC2UwFG\nRETCmQJM2IqUK3S6wiUSgb75Bo45BiorGx7LyYEdOyBphQJMoKknJqhUp0SijQJMwKknRkTC0urV\nkJTk+Vh1Nex+SwFGRETCmAJM2FOIEZGAOfxwcDg8HxtqSsm/UAFGRETClAJMRFCIEZGAGTAAfv97\nSEuzw8iKU0uZW1tMnAKMiIiEIwWYiBEpY6U11lgkgq1dC3veLuWYG4qJq1aACRbNiQkq1SmRSKcA\nE3RaYllEwptWIQsJhZigUp0SiWQKMCGhif0iEr4UYEREJJwpwEQkhRgRCRwFGBERCWcKMBFLIUZE\nAkMBRkREwpkCTERTiBER/1OAERGRcKYAE/EUYkTEvxRgREQknCnARAWFGBHxHwUYEREJZwowUUMh\nRkT8QwFGRETCmQJMVFGIEZE22bcPxo+HHj3gioGlOIsUYEREJEwpwESdSLkJmm4iJhJmfv5zWLoU\njqsuZSHFpFJF1agSUmYrwIQL3ewyqFSnRMKVAkzY0s0uRSSo9u2zo8fcA8ybCSXM+ZUCjIiIhBEF\nmKilECMirZacDENNQ4B5jRIuTp1FaqYCjIiIhIk2BphaZy1O4wxCA6U9FGJEpNVSPy1lgVuAuSh5\nFj16JTJ8eKhbJiIiQpsCTFVNFRe+fCEpf0oh9U+p/G7u79Aw0fClECMizXI6YfFimD0bfvwRZt92\nG1XDhpFUW8VHHQuYfckMbp+cyJIlkJIS6taKiEjMa2MPzC3zbmH2N7OpNbU4nA4eXf4oT/33qSA0\nWNpCIUZEmlRbC2ecYb8uvhgu7PlXRtx7LynAa8Co8u3kHHI7t90GGRmhbq2IiMS8dsyBeff7d6ms\nqazfrnBU8PZ3bweqpdJOCjEi0qR//xs++gj274cj95XydtX/kYoNMBcA5QcO8Oqrr4a4lSIiIrR7\nEn+3rG7EuS2UlRSfRM+cnoFoqfhBoEPMKGAN8C1ws5f9HYF3gM+AL4FJAW6PiLTC+vVQWQlDqZvE\n7+Q14rgAqHUdk5OTE8omirRWD2Ah8BW27lzbaP+NgBPo4PbYrdg6tgYYGYQ2ikhr+WEVskfOfITs\nlGwykjLITMqkU2Yn7vj5HQFqsLRXc+syP+LD8/cCTb27CcDXwC+AzcByYDyw2u2YKUAKtkB0dB3f\nCahpdC6tvy8SAm+/DX8eU8pbB+wk/tc5nQsT/guJ+6ipqSElJYU333yT4uLiUDdVvNB9Yrzq7Pr6\nDMgEPgHOxdamHsCTQD9gMLALOBJ4ATgB6AbMA/pig4471SmRUPHjMspby7by7vfvkpyQzNl9zyY7\nJdvPjRV37alTza2HOhr4g+vE3n4zxwG30HSIGQJ8B6xzbb8IlOAZYrYCA13fZwM7OTjAiEiInJFb\nyghHMYlUMTu+hFt7z2LZrN3MmzeNiooKSkpKOProo0PdTJHW2Ob6AijH1qSurj8fAm4CXnc7vgSY\nATiw9ew7bH1bEpzmikiz/HwfmC5ZXZh0zCT/tU8CprkQ8zfguRaen9fMvm7ARrftTcCJjY55ElgA\nbAGygLEtvJ6IBEtpKRQXk1hbRc1ZJRz/2Cy+7JZIfHw+Awf+b6hbJ+IPhcCxwFJsWNkEfN7omK54\nBpZN2PomIqGmG1nGtOZCzF99eH5zx/jSr34btku/COgNzAUGAWU+PFckJv24/0fW7VlHr9xe5Gfk\nB+ZFXAGGqiooKSFx1iy6JOpGlhJVMoFZwHXYoWG3ASPc9jc3vEHjxkRCTQEm5vnyqeQw4LfYK1Z1\nxxvscLPmbMaOL67TA3sFy90w4G7X998Da7FjkVc0PtmUKVPqvy8qKqKoqMiHpotEl2krp/GbN39D\nUkISjloHz577LGMH+LkDs1GAYdYsUICJCIsWLWLRokWhbkYkSAJeAaZjF9s7GlvjVrr2d8fOlTmR\ng2tZd9djB1GdEgkSBZiI5c865ctEms+Bp7CruNRNZDTA+y08LxE7UX84drjYMg6e2P8QdnGAO7ET\n+j/BzpHZ1ehcmjApMW9r2VZ6P9zbYw37tMQ0Nv3vJjqkdWjmma2gABNVNLHfqzjsUOmdwA1NHLOW\ngyf2D6FhYv/hHNwbozolEgwKMFElUBP76xwAHm7DuWuAa4B3sSuVPY0NML9x7X8cuAeYir36FY+d\nUNk4wIgIsHbPWpITkj1CTFJCEuv3rPdPiFGAkchwow/HlGNrjDc/Ay7GXqD71PXYbYD7He3c08gq\n4CXXnzXAVWg4mUhoKMCIG1+Sz0TsfJV3gSq3x/8bkBZ5pytcEvO2lW/jsL8f5hFi0pPS2XjDxvaH\nGAWYqBSlPTFbgX81sz8OuAjoE5zm1FOdEgkkBZioFOiemAHYIFOM57r4ujGESBB1zuzME2c/wRVv\nXkFSQhI1tTU8d+5zCjASa6ZjhyA3JyMYDRGRIGkhwDiNk/i4QN+/XcKNL8nne+AIoDrAbWmOrnCJ\nuOzYv4P1e9fTK7cXh6Qf0r6TKcBEtSjtiQlXqlMigdBMgHnxyxe5YvYV7K/ez/Hdjuf1ca/TObNz\niBssrdGeOuXLk17DzmPZ3pYX8BMVBxF/U4CJelEeYm7Ezk2p+/kMdqGYT7BL9web6pSIvzUTYD7b\n9hnDnh5WP8Q6MT6R47seT+nlpaFssbRSoIeT5QFrgOU0zInxZYllEQmSDz6A1auhf3849VQfnqAA\nI5FvMHA8MBtbAM8CvgCuxN7/5f7QNU1E2q2FIWQfbvgQ47bGRo2zhmWbl2GMqftgLFHOl08tk708\npstNImHi1lvhYdf6gXFxcPXVcH9zH98UYCQ69ACOw65EBvAH4C3gVGxvjEKMSKTyYRL/oRmHkhCX\n4PFYdkq2AkwMiZR3Wt30Il5s3Ah9+8KBAw2Ppaba3/8FBV6eoAATU6J8ONka7H3F6uZrpmCXTe6H\nXTr52CC3R3VKxB98XIWsxllD8XPFfLbtM2qdtQBMHzOdMUeMCXaLpR0CNZzsTeDsFp7vyzEiEiA/\n/gjJyZ4hJjnZPn5QiFGAkejyb2Apdt5mHHAO9qaUGdh7uohIpGnFMsqJ8YksvHQhr695nR0VOzi5\n58kcdehRQW6whFJzyWcv8EELzz8K6OW/5jRJV7hEvCgvhx49YM+ehsdycmwPTVaW24EKMDEpynti\nAE4Ahrm+/whYEcK2qE6JtIfuAxOTAtUTU+LD86taPkREAiUzE+bNs7lkyxbo0gVee00BRmJGKlAG\nPAPkYy+qrQ1pi0Sk9RRgpA0i5QqdrnCJtMDhgKSkRg8qwMS0KO+JmYJdoawf0BfoBrwE/CxE7VGd\nEmkLBZiY1p46pdubikQJBRiJMedhRwzsd21vBrKaPlxEwo4CjLSDQoxINFKAkehXBTjdtjNC1RAR\naQMFGGknX0NMOrbLXkTCnQKMxIaXgceBXOAKYD7wVEhbJCK+UYARP/BlDNpo4M/YNfgLsWvv3+l6\nPFg01ljEFwow4ibK58QAjHR9AbwLzA1hW1SnRHyhACNu2lOnfHnSf4HTgIU03DzsS+zyysGi4iDS\nEgUYaSQGQkw4UZ0SaYkCjDQSqCWW6ziAPY0ec3o7UERCRAFGYkc50FRaMEB2ENsiIr5SgBE/8+VT\nzlfARa5j+wDXAh8HslEi0goKMBJbMl1//gnYAkx3bV8EdA1Ji0SkeQowEgC+dN9kALfjOe74j8CB\nQDXKC3XTi3ijACPNiPLhZJ8DA314LFhUp0S8UYCRZgR6Tkw4UHEQaUwBRloQ5SGmFPgnMMO1PQ64\nGhgWovaoTok0pgAjLQhUiJnt9r1pdKxBq5OJhI4CjPggykNML+DvNISWj4DrgHUhao/qlIg7BRjx\nQaBCTJHrz/OAzthxx3HAeGA7cH1bXrCNVBwkJjid8M9/wnvvQWEhTJ4MHTs2OkgBRnwU5SEm3KhO\nidRRgBEfBXo42SfAYB8eCyQVB4kJV18Nzz4LFRWQlASdO8NXX0FWlusABRhphSgNMVcAT/jhGH9T\nnRIBBRhplUAvsZwO9Aa+d20f5npMRPyopgaeeML+CeBwwO7d8PbbMHYsCjAi1i3AT3gvenVDn68n\n+CFGRBRgJIh8+QR0A/ZGl2td24XYq1wi4kdOJ3i7kFtTgwKMSIMPgHNaOOa9YDRERNwowEiQ+dp9\nkwr0x17lWgNUBaxF3qmbXmLC+efbnpfKSoiPh9xc+G5aKXljFGCk9aJ0OFm4Up2S2KUAI20U6Dkx\nl+K5Olndb+nn2/KCbaTiIDGhqgpuuw3mzoUePeDxSaV0n6gAI22jEBNUqlMSmxRgpB0CHWL+QUNw\nSQWGA/8FLmjLC7aRioPEHg0hk3ZSiAkq1SmJPQow0k7BvtllLjATOL0tL9hGKg4SWxRgxA8UYoJK\ndUpiiwKM+EF76lR8G55Tgb3JmIgEggKMiC86A08D77i2jwQuD11zRGKIAoyEAV8+Gc12+z4eWyhe\nCkxzRGKcAoyIr54FpgK3u7a/xdamp0PVIJGYoAAjYcKXT0cP0tDNUwOsBzYGrEUisUoBRqQ1OmKH\nNt/i2nZga5SIBIoCjIQRX4aTnQUscn19iA0w9weuSSIxSAFGpLXKgUPctocCe0PUFpHopwAjYcaX\niTSfAsc2euwL4Gj/N6dJmjAp0UsBRgIkyif2DwYeAQYAXwH52FUzV4aoPapTEr0UYCRAArU62f8D\nrgJ6A9+7PZ4FfARc1JYXbCMVB4lOCjASQFEeYgCSgH6u77/GDikLFdUpiU4KMBJAgQoxOUAecB9w\ns9uxZcDOtrxYO6g4SPRRgJEAi/IQMxa7Mtk+4PfYEQN/wt7HLBRUpyT6KMBIgAUqxGRji8MhNNzs\n0t2utrxgG6k4SHRRgJEgiPIQUzes+WRseHkQ+AMwJETtUZ2S6KIAI0HQnjrV3KemGdhJ/Z/gPcTo\nXjEibaEAI+IPta4/zwaeBN4E/hi65ohEEQUYiQCRcoVOV7gkOijASBBFeU/MHGAzMAI7lOwAsBQY\nFKL2qE5JdFCAkSAK1HCy41p4bjDHHas4SORTgJEgi/IQkwGMAj7H3uiyC3Z42Xshao/qlEQ+BRgJ\nskCFmEV4H0ZWp7gtL9hGKg4S2RRgJASiPMTUORRIddveEKJ2qE5JZFOAkRAIVIgJJyoOErkUYCRE\nojzEjAb+AnQFfgQKgNXY+8aEguqURC4FGAmR9tSpeB+OSQNuBP4DvArcgOdVL5GYt3btWk488USy\nsrIYOHAgq1atsjsUYEQC5U/AScA32IVmhmPnxIhIayjASITyJfm8jF1qebrr+AnYe8j8MoDtakxX\nuCSg1q9fzzPPPEN1dTXjxo1j0CDf5wZXV1fTu3dvtmzZgtPpJC4ujg4dOrD+xRfJOPtsBRgJmSjv\nifkEGAysxM7hrMXOjxkYovaoTknkUYCREAv0cLJVwJE+PBZIKg4SMN9//z2DBw+mvLwcp9NJWloa\n7777LieffLJPz1+9ejVDhgyhvLy8/rHh6em853AQ73AowEjIRHmImQecB9wLdMQOKTseGBai9qhO\nSWRRgJEwEOjhZP/FdtnXGYq9AiYSFR544AHKysqora3FGENFRQU33XSTz8/Pzs7G4XDUbw8F3qyo\nUIARCaxzgQrsEOd3gO+Ac0LaIpFIoQAjUcCXEHM88BGwHlgHfOx67Ats171IRNuzZw9Op9PjsbKy\nMp+f361bN371q1+RkZHBScBC7KQxM3q0AoxI4JRjh5A5gGeBh4GdoWyQSERQgJEo4cunq1EBb4VI\nCE2YMIE333yTiooKANLT05kwYUKrzvHoo48ytkcPTvnDH0isrcWMHk3cK68owIgEzvnAfUAnGoYi\nGCA7ZC0SCXcKMBJFfOmJWQfsxRaGDm5f61xfzRkFrMHeiOzmJo4pAj4FvsTem0YkqEpKSnj44Yfp\n0aMHnTp14sYbb+Tmm5v65+pd3JIlFN91F4m1tVBSogAjEngPYJdZzgayXF++BphngO3YEQV1hgDL\nsPVoOXCC275bsXVsDTCyXa0WCRUFGIkyvkyk+SMwCfgBcB9z09LNLhOAr4FfAJuxRWE8dh3/OrnY\noWqnA5uwkzN/8nIuTZiU8KVllCVMRfnE/o+An7Xxuadgh6M9DxztemwRdpGAd4EzgJuwde5I4AVs\nqOmGXVCgL571EFSnJJwpwEiYak+d8uWT1oVAb6C6lecegp1ouc61/SJQgmeImQC8gg0w4D3AiIQv\nBRiRYDvf9ecKYCbwGg31yWDvZ9aSxUBho8e2Ym8fAPYC22bX9yXADOzcm3XYujYEWNLqlouEggKM\nRClfPm19BeRhu95boxuw0W17E3Bio2P6AEnYudBZwN+Baa18HZHQUIARCYVzsGEFoJKDh3f5EmK8\nuQX4EHgQO9S6blXOrngGlk3Y+iYS/hRgJIr58onrHhrmrFS5HjPYscjN8aVfPQl7k7LhQDpQii0W\n3zY+cMqUKfXfFxUVUVRU5MPpRQJEAUbC0KJFi1i0aFGomxFok7BDDzoCO/x43qeBa4H/YG/m/Aww\nooljvdY31SkJKwowEob8Wad8GYO2GngMG2LqxgAb4P0WnjcUmELD6ma3up5/v9sxNwNpruMAnsKu\n9z+r0bk01ljChwKMRIgonRNzDjZg1GCXWL4QOz+mtQqB2TTMidlHw8IAccAe7PCyW1yP3ef68x1g\nMrC00flUpyR8KMBIhAj0zS7LsevvL8BOfFxEywEG7HjlPthCkYwtNG80OuZ14GTsIgDp2OFmq3w4\nt0hoKMCEjS1btjBt2jRefvnl+uWxJSbcg52Y3wU7P+ZeP533O+BU1/enAd+4vn8DGIetY72wdW2Z\nn15TxP8UYCRG+PLpazG2SLxBw3AygP+28Lwa4BrsSi8J2K761cBvXPsfxy5X+Q72pplO4EkUYiRc\nKcCEjc8//5xTTjml/ialXbp0YcWKFWRn6xYhMaAGWzvA9oZkteEcM7CBpSN27uYfgCuAfwIp2Lk2\nV7iOXQW85PqzBrgK34ZLiwSfAozEEF+6bxbh/Rd2S0ss+5O66SW0FGDCykknncSSJQ1zrZOTk7n1\n1ls95iRI1A4n2wQ8RMPPdYPbtnF9HwqqUxJaCjASgQK9xHKRl8c6t+XFRCKSAkzY2bp1q8d2dXU1\n69evD1FrJMiewrP3pfG2SOxRgJEY1JpPYrnABdgbVh6BXXZSJLopwISl4uJiXnzxRQ4cOABAeno6\nI0Y0tZCURJkpoW6ASFhRgJEY1dKnsXTsjb7GA8dgV245FztPRiS6KcCErX/84x9s27aNuXPnEhcX\nx8vUpdcAACAASURBVHXXXcf48eND3SwRkeBSgJEY1twYtBnY1cLew05qfB+7ekuvILSrMY01luBS\ngIkI1dXVJCQkkJCQEOqmhKUonRMTrlSnJLgUYCQKBGpOzBHAj9gVxVZj1+MXiX4KMBEjOTk51E0Q\nEQk+BRiRZkPMMdggMx5YiL0zchZ2Uv+2wDdNJAQUYETC3Y1u3xsaruDVdYOEanUykeBQgBEBWtd9\nczw20PwSu8TlsIC0yDt104tXlY5KkhOSSYj3w3AiBRiJMlE6nGwKNrD0A07A3sMsDjgbexPKi0PU\nLtUpCTwFGIky7alTbXlSPPZuye+35QXbSMVBPOyu3M05M85hyaYlxMfFM6VoCredclvbT6gAI1Eo\nSkNMncXAmUCZazsLeAtbn0JBdUoCSwFGolB76lR8G57jJLgBRuQgk16bxPLNy6k1tTicDu5efDdv\nfvNm206mACMSiQ4FHG7bDtdjItFHAUbkIG0JMSIh9+HGD6l2VtdvVzgq+GD9B60/kQKMSKR6Hjt8\nbApwJ7AUeC6UDRIJCAUYEa/0aU0iUueMzuyq3FW/nZaYRo/sHq07iQKMSCS7G3gHONm1PQn4NGSt\nEQkEBRiRJjU3Bi2cVoDRWGPxsHTTUn4x7Rf124d3OJzSy0tJTUz17QQKMBIDonxODNj5L32AZ4B8\nIBNYG6K2qE6JfynASAwI1MT+KYTPCjAqDnKQjXs38sH6D8hMzuSMPmeQnODjPUMUYCRGRHmImQIM\nxtaovkA37I2Zfxai9qhOif8owEiMCPTqZOGwAoyKg/iHAozEkCgPMSuBY4FPXH8CfA4MDFF7VKfE\nPxRgJIYEenUyrQAj0UEBRiSaVGFXy6yTEaqGiPiNAoyIz3z5BFe3Asyr2KR0LloBRiKNAoxItHkZ\neBzIBa4ALgOeCmmLRNpDAUakVXztvhlMwwowHxD8FWDUTS9tpwAjMSrKh5MBjHR9AbwLzA1hW1Sn\npO0UYCRGBXpODIR+BRgVB2kbBRiJYTEQYsKJ6pS0jQKMxLBAh5gphH4FGBUHaT0FGIlxURpiymlY\n6r8xA2QHsS0er606Ja2mACMxrj11ypdPdOfRsAIMwGbsCmUi4UsBRiRaZYa6ASJ+oQAj0i6+fKrT\nCjASWRRgRKJZhxb27wpKK0TaQwFGpN18+WSnFWAkcijAiES7/9L0cDKAXsFqiEibKMCI+IWvY9BC\nvQKMxhpLyxRgRDxE6ZyYcKU6JS1TgBHxEIzVyUJNxUGapwAjcpAoDzHxwEXYnpe7gJ5AZ+x9zUJB\ndUqapwAjcpBAhZhwWgFGxUGapgAj4lWUh5h/Yedrngb0x86VeQ84PkTtUZ2SpinAiHgVqNXJtAKM\nhD8FGJFYdSJ25cy6my/vApJC1xyRJijAiAREc5/2tAKMhLcgBph1e9axvXw7/Tv2Jyc1JyCvISKt\nUg0kuG3n47mSpkjoKcCIBExzn/i0AoyEryAGmNvm38Zfl/yV5IRkAN6+6G2G9RgWkNcSEZ89AvwH\nOBS4B7gAuCOkLRJxpwAjElCRMlZaY42lQRADzMcbP2bEtBFUOCrqH8tPz+fH3/0YkNcT8aconxMD\ncAQw3PX9fGB1CNuiOiUNFGBEfBKoOTF1wm0FGIllQZ4D8/VPXxPX6P/WzsqdVDoqSUtKC9jrikiT\n3Ic6bwdmuL43rn0a6iyhpQAjEhS+fPp7lIYVYO7Crlr2KKFbAUZiVQgm8R+ZfySm0ajK/PR8BRiR\n0Kkb6hyHvai22/V4HrAeDXWWUFKAEQmaeB+OORG4Cqh0bWsFGAm+EK1CdmL3E7lp2E2kJqSSnZJN\nbmous8fPDvjrikiTCrFBZS5wNnCI6+ssgn8jZpEGCjAiQeXLGLSlwDBgBXY5y3zsWvzHBrBdjWms\ncSwLg2WUt5RtYXv5dvoc0ofMZK0+LpEhyufEfAkc5cNjwaI6FcsUYETaJNBzYrQCjIROGAQYgK5Z\nXema1TXorysiTdqCrUXTsQVwArA5pC2S2KQAIxISviafUK8AoytcsShMAoxIpIrynphDgMnAKa7t\nD4A7Cd3EftWpWKQAI9Iu7alTzT2p8c0u646t+y0dzEKh4hBrFGBE2i3KQ0ydLNefZSFthepU7FGA\nEWm3QIWYdYTPCjAqDrFEAUbEL6I8xBwNPI/tkQHYAVyKnRcTCqpTsUQBRsQv2lOnmludrBCtACPB\npgAjIr55Avhf7EW2nv+/vTuPk6us8z3+6XTSJA1CgCBruCEYNk2ULYm40IBwAVFEHQSjDuJ18CoO\nXhkvipchI94BZVBxFGVEkXGuLAICIqiR0LJIEmQJgRAhEBRw2EJkEhKydd8/fqdS1Z3q7uqu7ZxT\nn/frlVdOnTpd/Typ1Hnqe57lAGcm+6T6MsBIqVBJ8knDCjBe4WoFBhippnLeE7MQeHMF+xrFdqoV\nGGCkmqr36mSuAKP6M8BIGp5lwDnAT4i2aRbwZFNLpHwzwEipUsnNLk8mllf+OXB9sn1yPQulFmOA\nkTR8pxLt0fXAdcQ9zE5taomUXwYYKXWG033TzBVg7KbPKwOMVDc5H06WNrZTeWWAkeqm3sPJ0rYC\njPLCACNp+H5BceXM/nqB9za2OMo1A4yUWpV8YyysAHN78rgr2XdIncqkVmCAkTQyM4FngCuB+cm+\n/vcxk6pngJFSrZLumzSsAGM3fZ4YYKSGyOlwstHAkcTczKnAL4lA80gzC4XtVL4YYKSGqNd9YgoK\nK8BMIu4b839wBRiNlAFGUnU2ALcCHyN6ZZYCvwNOb2ahlCMGGCkTKgkx1awAczSwBHgcOGuQ4w4m\nGqb3V/i6yiIDjKTaGAt8gFj6/zPAxcQKmpX6EfA8sKhk34XAo8RIg+uBbUqe+xLRji0BjhpxqZV+\nBhgpM+o5zKAd+CPwLuK+MvcS3f+PljluDrAauJwISv3ZTZ91Bhip4XI6nOwnwBuBW4Cr6RtEKvUO\nYBWxaM3UZN+RwG1AD3BBsu+LwH7AT4mLbbsCvwX2So4rZTuVdQYYqeHqtTpZtSvATCe6+Z9KHl8F\nHM/mIeazwLVEA6E8MsBIqp1ZwKvAGcmfUr3A1hW8xp3EEOlSc0q25xM9PRDt1pXAeqI9W0q0b/OG\nUWalnQFGypzBvklWuwLMrsDTJY+fAWaUOeZ44HAixHgZK28MMJJqq5Jh0NU6lWj7AHahb2B5hmi7\nlBcGGCmTBvs2uTPFFWBOZvgrwFQSSL5FdNcXenzyNuyhtRlgJGXPl4F1xBCygXjBLS8MMFJmDfaN\nsrACzK3AFkSQ+R0wG/hOBa/9LDCx5PFE4gpWqQOJYWYAE4BjiC77m/q/2OzZszdtd3V10dXVVUER\n1DQGGKnhuru76e7ubnYxsuwU4FjgiJJ9/duy3ZJ9m7GdyhgDjNRwtWynhur5GAu8GziJGD98E7Gq\nS9kTeD+jiYn9RwB/ARZQfmJ/weXEPJzryzznhMksMcBIqZDTif21MolocwoT+48GLgIOBV4qOa4w\nsX86xYn9b2Dz3hjbqSwxwEipUK+J/aUrwHyF4a8As4FYt//XxApkPyQCzGnJ85cO8/WUBQYYSel3\nJRFWJhBzN88lllHuoDjB/x7g08Bi4Jrk7w3JPtNKlhlgpFwYLPn0ECvAlFPpCjC14hWuLDDASKli\nT0xD2U5lgQFGSpV69cQ0YgUY5YUBRpKUZgYYKVcMKqqeAUaSlGYGGCl3/Kap6tQ4wNz157u45+l7\n2OV1u/ChN32I0aP8LypJqoIBRsqlrIyVdqxxGtU4wFyy4BK+8NsvsH7jejraOzhwlwOZ+7G5tI9q\nr2GhpdbhnJiGsp1KIwOMlGrVtFNZadxsHNKmxgFmY89GOv+5k3Ub123at1XHVlz9was5dsqxtSix\n1HIMMQ1lO5U2Bhgp9appp5wTo+GrwxyYtRvXsrFn42b7l69eXtXrSpJakAFGyj1DjIanTpP4O8d0\nMnXHqYxuK75WT28Pb9v9bVW/tiSphRhgpJZgiFHl6rwK2a2zbmX6btPpaO9gl9ftwo0n3cjkbSfX\n7PUlSTlngJFaRlbGSjvWuNlcRlnKHOfENJTtVLMZYKTMcU6M6ssAI0lKMwOM1HIMMRqcAUaSlGYG\nGKklGWI0MAOMJCnNDDBSyzLEqDwDjCQpzQwwUkszxGhzBhhJUpoZYKSWZ4hRXwYYSVKaGWAkYYhR\nKQOMJCnNDDCSEoYYBQOMJCnNDDCSShhiZICRJKWbAUZSP4aYVlfHALP4xcXMvGwmO1+0MydcfQIv\nr3m5Jq8rSWohBhhJZbQ1uwAV6u3t7W12GfJniADz0uqXeG7Vc0zedjKdY4oNxp/++ic+/5vP8+gL\njzJq1Cim7TiN06efziETD9l0zPLVy5nyr1P462t/pZdeOkZ1MG3HaSz45ALa2rLy307KtuSz5geu\nMWyn6sEAI+VaNe2UY4Za1RAB5uJ5F3PWb8+io72DUW2juHXWrbx14ltZsWYFB//gYJavXk4PPQA8\n8uIj3LjkRm6ZdQuHTjoUgLufvpuNvRvpJRr1dT3reOiFh3h5zcts37l94+srScoWA4ykQTicrBUN\nEWAWPb+Is287m7Ub17Jy3UpeWfsK7/7pu+np7WHOk3N4bcNrmwJMweoNq/nqHV/d9LhzTCc9vX2P\n6entYezosfWtmyQp+wwwkoZgiGk1FcyBWfziYtpHtffZ9+r6V3l5zcu0t7Vv6l3pb+3GtZu2D/1v\nh7LPhH02hZbOMZ18+qBPs2XHljWukCQpVwwwkirgcLJWUuEk/inbT2Fj78Y++7Zo34Ltxm3HUXse\nxfix41mzfk2fYzrHdPKZgz+z6fGY9jHc+fE7+e6C77L05aW8ffe38+GpH65f3SRJ2WeAkVShrEz4\ndMJktYa5Ctm5t5/Lhb+/kI72Djb0bOCGk27gXZPfBcALr77AOXPP4Z5n7mH5muXs0LkDZx5yJh+d\n9tFG1UZSBZzY31C2U9UywEgtp5p2KiuNm41DNUa4jPKTK57k2f96ln132JcJnRMaUFBJtWSIaSjb\nqWoYYKSWZIjRwLyRpdSyDDENZTs1UgYYqWVV0045sT/PDDCSpDQzwEgaIUNMXhlgJElpZoCRVAVD\nTB4ZYCRJaWaAkVQlQ0zeGGAkSWlmgJFUA4aYPDHASJLSzAAjqUYMMXlhgJEkpZkBRlINGWLywAAj\nSUozA4ykGjPEZJ0BRpKUZgYYSXVgiMkyA4wkKc0MMJLqxBCTVQYYSVKaGWAk1ZEhJosMMJKkNDPA\nSKozQ0zWGGAkSWlmgJHUAIaYLDHASJLSzAAjqUEMMVlhgJEkpZkBRlIDGWKywAAjSUozA4ykBjPE\npJ0BRpKUZgYYSU1giEkzA4wkKc0MMJKaxBCTVgYYSVKaGWAkNZEhJo0MMJKkNDPASGoyQ0zaGGAk\nSWlmgJGUAo0IMUcDS4DHgbPKPD8LWAg8BNwNTGtAmdLJACNJzTYeuBZ4FFgMzAC2A+YAjwG/SY5p\nTQYYSSlR7xDTDnyHCDL7AScD+/Y75kngnUR4OQ/4tzqXKZ0MMJKUBhcDtxBt1TTiItwXiRCzF3Bb\n8rj1GGAkpUhbnV//rcC5RIiB4on/ggGO3xZYBOzWb39vb29v7UuXFgYYSXXQ1tYG9T/P58k2wAPA\n5H77lwCHAs8DOwHdwD79jsl3O2WAkVQH1bRT9e6J2RV4uuTxM8m+gXyCuALWOgwwkpQWewAvApcD\n9wM/ALYEdiQCDMnfOzaldM1igJGUQvUOMcO5LHUYcCrl583kkwFGktJkNHAAcEny96tsPnSsl+G1\nbdlmgJGUUvX+xvwsMLHk8USiN6a/acQVr6OBFeVeaPbs2Zu2u7q66OrqqlUZm8MAI6nGuru76e7u\nbnYxsuyZ5M+9yeNrgS8BzxHDyJ4DdgZeKPfDuWunDDCSaqyW7VS9x0qPBv4IHAH8BVhATO5/tOSY\n3YG5wEeAeQO8Tr7GGhtgJDWAc2JG5A7gfxArkc0GCt/alwNfI3pmxlOmhyZX7ZQBRlIDVNNONaJx\nOwb4FrFS2Q+B84HTkucuBS4DTgD+nOxbD0zv9xr5aRwMMJIaxBAzIm8m2qUO4Ang40T7dQ1x0e0p\n4ETgr/1+Lj/tlAFGUoOkPcTUQj4aBwOMpAYyxDRUPtopA4ykBkrz6mQqMMBIktLMACMpQwwxjWCA\nkSSlmQFGUsYYYurNACNJSjMDjKQMMsTUkwFGkpRmBhhJGWWIqRcDjCQpzQwwkjLMEFMPBhhJUpoZ\nYCRlnCGm1gwwkqQ0M8BIygFDTC0ZYCRJaWaAkZQThphaMcBIktLMACMpRwwxtWCAkSSlmQFGUs4Y\nYqplgJEkpZkBRlIOGWKqYYCRJKWZAUZSThliRsoAI0lKMwOMpBwzxIyEAUaSlGYGGEk5Z4gZLgOM\nJCnNDDCSWoAhZjgMMJKkNDPASGoRhphKGWAkSWlmgJHUQgwxlTDASJJSauXKVdxwwaWsO/AgA4yk\nltHW7AJUqLe3t7c5v9kAIymj2traIDvn+axrSDvV0wPnnANXXAEdHXDccc9x23ffwt09zzMemN+2\nBRMfe4xd3rB73csiSdWqpp3KSuPWnBBjgJGUYYaYhmpIOzV7Npx/PqxbF4/35jjm8UvGA/OAwxnN\nPvufyv33X1r3skhStQwx9WCAkZRxhpiGqns7tX49bLMNrFkTj/dmCfN4E+PZmAQYWAOMH38YK1bM\nrWtZJKkWqmmnnBNTjgFGkpQyX/lK/wAzMwkwbZsCDHQyZco7m1dISWqQrFyha1xPjAFGUk7YE9NQ\ndWunVq2C97wHfvc76O0tDTCvMI+DOZztWEP0vIwZ8x6effYqdthhTF3KIkm1VE075bfzUgYYSVLK\nnHFGNE+bB5gZHM5c1tAJrKC9vY0bbxzPDjs0u8SSVH9ZuUJX/54YA4yknLEnpqHq1k5NmQJLlw4W\nYKK52nVXWLzYlZUlZYdzYqplgJEkpUx3N0yeDMuWlQ8w69o72XprOOAAOPFEmD/fACOpdWTlCl39\nemIMMJJyyp6YhqppO/XEEzBtGqxe3TfA3DtqBqfsPpdPntHJTjvBCSfAFlvU7NdKUkM5J2akDDCS\npBTq7oa2ts17YF6+ei73HdfJ2LHNLqEkNVfrfmM3wEiSUmqbbWDv3iXcVhJgjt1iLss/0EmbfWuS\n1KJzYgwwkqQUe+9eS+heWwwwx42by3kXGWAkqaD1vrkbYCRJKbJx40buuusuVq1axcyZM9n+xRfp\neOdMOja+wvOTZnDbh+fys3d1cthhzS6pJKVHVq7p1GbCpAF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"text": [ "" ] } ], "prompt_number": 23 }, { "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": 24, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tGrt37/YWkJKSEiZPntzotgwYMIBTTjmFu+++2zteePPmzX6vBZCbm8vmzZu9\n97t3777fsQKNN+7UqZP3dkZGRsjm94jEHAWYeOfGDifrBvwGO6TMV0NnB5tVp7766iu/OgVQVVXF\nunXrvPdzc3P9/u6np6dz0EEHee+/8sorbNmyhbKyMsDWqWuuuabRbVGdEolQCjANcrpqbwJ8/xJ2\n8zy2n6lTp3pv5+XlkZeXF/CAXbt29etlAUhOTiYrK8t7f+bMmZxwwgkkJCRQVVXFsccey5lnnund\nvmfPHiorK/2OsW/fvqDeUG233norhx9+OH/9618B6NKlCz/++KPfPj/++CMnnnii937tQqAJkyIt\nKIYDzMKFC1m4cKHTzYgmhcBsYAi296UTsBXoDGz37BOSOlVeXu73WHl5OR071oymnj59OkcddRSV\nlZW43W4GDBjApZde6t1eVFREVVWV3zF8e3IaQ3VKJMLEcICJtjrVk7rnxJwEvOu5PRxYWsd+dY6j\nq83tdpuJEyeazMxM06pVK5ORkWFefvnl/fbbsmWLmTVrllm8eLFxu91+2xYuXGgyMjK8Y5HT09PN\nlVdeGfT4vp49e5p58+Z57//ud78zbdu2Nfn5+Wbnzp0mOzvbvPTSS6aiosK8/PLLJicnx+zcudMY\nY0xeXp55+umn/Y43YcIEc/311/s95nK5zNq1a733L7jgAu+45khU12coElYxPgemNjQnJpD21Kw8\nlg58BBwL3EvN3Jdrgbs9tw/BDj1LAXoBa9l/BAE0ck7MlClTTEZGhsnKyjIZGRnmgQce2G+fnTt3\nmtmzZ5sFCxaYilr/Vr/++mu/OpWWlmbGjh0b9L8N1anA6vq8RMImxufA1EYE16mZwGagHDv35SLg\n956fao8C32OXWD68juPU+cYDcbvdZsGCBWbGjBlm9erVTfqP+sorr5jc3FzToUMHc/nll5vy8vKg\nn1u7OGzYsMGkpaWZ/Px8Y4wxH3/8sRkyZIhp06aN+fWvf20WL17s3TfQ5MglS5aYvn37mpycHPPn\nP//ZGLN/cZg0aZK56aabmvRew6Guz0okbOIswBgT2cXBQQOB/2KDyf+Aqz2PtwXmEniJ5euxdWoN\ncEIdx63zM6jL0qVLzQsvvGBWrVrVpM933rx5pk+fPqZ9+/Zm4sSJpri4OOjnqk4FVt/nJRJycRZg\njGlenYqW/l/P+/TncrladMlJCR19VuKoGB5CVh/PEJ9o+Tsf7VSnYoA+L3FMDA8hq09z6lQkTOwX\nEQmdOA2/esLvAAAgAElEQVQwIiISJeI0wDSXQoyIxC4FGBERiWQKME2mECMisUkBRkREIpkCTLMo\nxIhI7FGAERGRSKYA02yq6iISWxRgREQkwixbBi++WIwxW7nqlH30GD9SAaaZomXVGq36EuX0WUlY\nKMD40epkYaU6FQP0eUlLc7vhb3+DW26ZCVxMP2AppXYNdwWYZtWpaCluKg5RTp+VhJwCzH4UYsJK\ndSoG6POSluR2wwknwNy5G4B+9KOUpdiLUC0lgcSFP3PEyLYOt9JZzalTUV3hc3Jyqt+8RLicnByn\nmyCxTAFGIpTqVHRRrZKWNGsWzJ0LsJp+JPoEGBhFGmc9u4t/xnmIaY6orvK7du1yugki4jQFGIlg\nqlMi8euZZ3YAT9OP/7KUYp8AA6UYunTp5GwDo1y0nB4K2E0vInFOAaZeGk4WVqpTIuK1Y8cOOnUa\nyEFVO1lKhSfAuBhFK0qpxOV6hk2bJtC5s9MtdVbcDicTkTimACMiIhHq6aefpk/VTpZ4AwyMoiOl\n/JOEhIP5/vvucR9gmksVX0SijwKMiIhEoFVbVvHdru/Y99XKWgEGSqkkKWk0//oX9OrlcENjgKq+\niEQXBRgREXHI9u3beeGFFygtLeX000/n0EMP9W67ZcEt3L/kfvr/DPNeKakVYMDlOo6+feHEEx1q\nfIyJlrHSGmssIgowjaQ5MWGlOiUS47Zs2cJhhx1GYWEhVVVVpKam8t577/Gb3/yG73d9z6F3HkrP\nf5ex9EfINv4BBlwcdNCxfPbZB2RmOvo2Ikpz6lRCyzZFRCREFGBERMRBDzzwALt376a8vJyqqipK\nSkq48sorAVizcQ29Hi9j6fpAAQbAkJDwkwJMC1KIEZHIpwAjIiIO27lzJ5WVlX6P7dmzhx92/8Br\nj/6NJaXsN4SsWmpqKkcffXQYWxv7FGJEJLIpwIiISAQ488wzycjI8N7PyMjguJOPY/ztg3jwuU8D\nzIFxkZiYSHJyMiNGjOChhx5yqOWxSSFGRCKXAoyIiESIk08+mX/84x8ccMABtGnThgsvvJDeAyuY\n+/g+sitgaSKMSrABJiMjgwsuuIDCwkK2b9/OggULyMrKcvotxJRomfCpCZMi8UYBptk0sT+sVKdE\n4s2aNZT8+jAy9pWztCuMOhtKP4H0onTuuPgOrrjiChITE51uZURrTp2KluKm4iASTxRgWoRCTFip\nTonEkzVrYPhwKCxkWbcE8s53U5oCGckZTDlqCjePvNnpFkaF5tQpfSsQEUds2ACvvw4uF4wbB507\nG1atWoVr6VJ+9Ze/4FKAERGRSOQTYBg2jD1PXUu/xbeyr2IfF/zqAq47+jqnWxgXouUMnc5wicSQ\nNWtg2DDb0QKQllbJoEGnkLT8Q9795RfSgOJjjyVrzhwFmGZQT0xYqU6JxLhdJbtI+u57Wo8c7Q0w\nzJ8PPpP9pXHUEyMiUWXKFCgqgurvfOXlz+BevJB33WWkAW8B9xYVsVgBRkREHLRqyypOf/l0ftr7\nE/1+hqVPA2XgHjqUBAUYR+kbgoiE3fbtNQEGYJiZz1xjA8ybwDig9Xc/ONQ6ERER2L5vO7957jcU\nlxfbAPMUZJfD0s4w79bjuEEBxlFaYllEwm7s2JqTV8NZwgJe9wswVSRSVTXQwRaKiEi8W7pxKWWV\nZfTbDkuneQKMC0btgFc+etvp5sU9hRgRCavdu2H0aLjwQshPW8IC8kmjkjfpzjhSqCIT6Eli4gyn\nmyoiInGsdWpr+v7stj0wbs+FLA2UVsAPT2m0gNM0nExEwubhh2HyZDuUbARL+Cgxn0TK+GlwARd8\n8xpVJT8DxSQk9GLQIP15EhER5xxT0oFPnja0rvAEGOyFLAHK9pQ52DIB9cSISJisXQt//jO43TDM\nLGGeySexsozyEwvotvQ1Th2bRFpaZ7Ky+tC9exIvvOB0i0VEJG6tWUPikUfRutTN6q6t/QIMQEJC\nAqWlpXU9W8JAIUZEwuL99+1vOwcmnzTKeJMC3rv4NRJSkpgxwy69vHQpfPstdO/ubHtFRCRO1boO\nTPf/fkdZgv9X5uTkZBYsWOBQAwU0nExEQmjdOli/Hvr2hd699w8w43iNVX1r/gzl5jrXVhERkdoB\nhvnzqaqoIDExEbfb7d0tISGByspKBxsq6okRkZB46CEYMMCuRNa7N7x21f4BZuiIJAZqETIREYkE\nAQIMGRm0adOG/Px80tLSAEhMTCQ9PZ2RI0c63OD4Fi1XctaVkEWiyLp1NsBUDxf27YGZ5Srguj6v\ncfHvk7jySvDtoZ89G+bMgc6d4bLLoE0bZ9ofK5pzJWRpNNUpkShmVq+mavhQkvYWU3HEEJIXfuR3\nIcuSkhKuueYaPvroIw488EAefvhhevTo4WCLY0Nz6lS0FDcVB5EItXat/enbF3r2tI/NmwdnnmlP\nZgUaQpbZOonCQv/j/OMfcOONUFICKSnQtSv873+QlRX2txQzFGLCSnVKJEqZ1asp+fVhZJZUsLx7\nIqf+NoNZF89laNehTjct5jWnTmk4mYg02cMPw8CBMH48HHIITJ9uH+/XD8rLAweYKpII9F2vOsCA\nfe727fDvf4fvvYiISBxas4ayIYPJLKlgaSqM7F7Ftm1FnP3a2U63TBqgECMiTbJhA1x7rR0yVlho\nf//xj/DGG5CeDm9O8Q8wZ3kCTEYGXHKJ/7GMscHFl9sN+/aF7/2IiEicWbOG8iFDSCsts9eBKYPS\nT4AnYcNnG5xunTRAq5OJSJP8+KMd9uW7TH5ZGZx/PgxzL+H9inwSKKNoVAHd7niNMXcksX07nHEG\nXH21/7FcLjjlFDsf5pdf7GMJCXDCCeF7PyIiEkc8k/hTSkr2u5AllZD0nr4iR7poGSutscYiEWb7\ndujVq3oImBuYAvwfw3GzgDLSqIKCAnjtNUhquBiUlMCll9rrybRvD9OmwVFHhfhNxDjNiQkr1SmR\naOGzCtl/U1I4uryc2petbNehHTu273CkefFEc2JEJOwOOABefNEu3pKQ8ADwOMMpZgElpFHFmwwM\nOsCAPc5zz8HmzXZCvwKMiIi0uFrLKL/717/iTk312yUlJYXTTjnNoQZKsNRXJiINqqiww8Zat655\nbOdOePppSEuDysrXOby8hAVAGvAmcH56O/YGGWBERERCbfWiN+h6wjhal7pZ0zub9u/8i+vbdqMq\nNZXHHnuMnTt3kpSUxNixY3nsscecbq40IFqGGaibXsQh995rVw4zBg491M5b6dgRhg6Fzz6zAWc4\nv2EBi7wBZhwuxpw8gXfeecnp5sc1DScLK9UpkQi2Y+XHJB19DNm/wNKucMKFSfTt/iuWX7Lc6abF\nNV0nRkRCYu5cO62leunjpCQ7zGvWLDtvxQaYJSwgjzTKecuVwDlJSaRmZrBy5UoOPPBAZ99AnFOI\nCSvVKZFItWYN5UOHkFJUwtKuMOoCKE2BlIQUtl61lZz0HKdbGLeaU6c01kNE6rRkSc1qYQCVlbBi\nBaSm2p6ZmuvAlPNO4mj+c9EJ3H1oEuPGjaNLly7ONVxERARqViErKmFZtwRGne+mNMVucuMmPTnd\n2fZJkynEiEidunWz13zxvV5Lx442xDx67hIu+Ke9DszbCQXcOfg1PnosieRk59orIiLi5TOJ3z1s\nKFedVwV7vobKUjKTM7li2BWkJaU53UppomgZZqBuehEHVFTAscfCqlX2Wi7G2DkxRyUsgfx8KCvj\ni94FfHj5a/zuj0nUWuBFHKbhZGGlOiUSSWqtQsb8+ZSlJPLkyidZX7ieo7ofxdj+Y6v/TopDNCdG\nREKmqsrOjdmzB448ErpvrAkwjbkOjISfQkxYqU6JRIoAAYaMDKdbJQEoxIhIs7nd8NZbsHGj/Zs/\ndGiAnZYowEQThZiwUp0SiQQKMFFFE/tFYtQPP/zAiy++iDGGc845hz59+oTkddxuOO00+PBDO3k/\nIQH+/nf4wx98dlKAERGRSKYAE1dCfYZuDPAgkAg8DdxTa3t7YAbQCRuo7geeC3AcneGSuLN69WqG\nDRtGiWd94/T0dD7++GMOO+ywFn+tefPg9NOhuLjmsZQUO6E/KQkFmCilnpiAugPPAwcABngSeNhn\n+1+B+7D1aZfnseuAi4Aq4Arg/QDHVZ0ScZICTFQKVU/MI0E8vxC4sY5ticCjwHHAJmA5MAtY7bPP\n5cAqbIFoD3yDDTWVQby2SEy75ZZbKC4upvqLUXFxMddffz2zZ89u8df6+Wc7cd+XMTbEtPlaAUZi\nSgUwGfgMyAJWAh9ga1N34HjgR5/9DwHO9vzuCswF+gLu8DVZROqlABOXEurZdhqwAvsHfkWAn5XA\nuHqePxT4HliPLRovAwW19tkCtPbcbg3sRAFGBIBdu3ZR+8zunj17QvJaw4bZCfzVEhKgVy8FGIlJ\nW7EBBqAYG16qL2r0AHBNrf0LgJnYOrYeW9cCzRgTEScowMSt+r6NPAj8s4Hn13eJ067ABp/7G4Fh\ntfZ5CpgPbAZaAeMbeD2RuDFx4kSWLFniHU6WmZnJOeecE5LX6tUL3ngDzj0Xdu2CgQPhvZtrAszS\njh25autWznj4YSZPnqwlKSVW9AQGA59iw8pG4H+19ukCLPW5vxFb30TEaQowca2+EPOPIJ5f3z7B\nDA6+HntGLA/oje3SPwwoCuK5IjHtwgsvZOfOndx///0YY/jTn/7EZZddFrLXGz3aDiszBlxLawLM\nO4mJjN22jcpt21j1xRfs2LGDO++8M2TtEAmTLOA14M/YoWHXY4eSVasvqWvyi4jTFGDiXjDjQg4E\n/oQ9Y1W9v8EON6vPJuz44mrdsWewfB0J3OG5vRZYB/TDDlfzM3XqVO/tvLw88vLygmi6SPRyuVxc\nffXVXH311eF9XZ8A890hh3DWt996x3iWlJQwbdo0hZgItXDhQhYuXOh0M6JBMvBv7BzMN4GB2Br3\nuWd7N+yQ6WHsX8u6eR7bj+qUSJgowEStlqxTwYwJ+R92ZbEvqZnIaIAPG3heEnai/rHY4WLLgHPw\nn9j/AHZxgFuBjtiiMYiaFWGqadUXkXCotQrZ30eM4Pqbb6a8vNy7S05ODrt21f5fVCKRVicLyIUd\nKr0TO8E/kHXAEGwtOgR4CTsPpnpi/0Hs3xujOiUSDgowMSXU14n5Bf/lJ4NViV197D/YlcqewQaY\n33u2PwHcCUzHnv1KwE6o1LcjEScEWEZ5/JYt3HbnnVRWVuJ2u8nIyGDy5Lq+94mExV+D2KcYW2MC\nOQr4f9gTdKs8j10PvOezj28a+Rr4l+d3JXApGk4m4gwFGPERTPI5Dztf5T9Amc/j/w1JiwLTGS6R\nUKrnOjDfffcdN910Ezt27GD8+PH87ne/08T+KBGjPTFbgP+rZ7sLOBcIzZVh66Y6JRJKCjAxqTl1\nKpgn3Y0NMt/jvy5+flNesIlUHERCRReyjFkxGmLuAxqaKBbMPi1NdUokVBRgYlaoQ8xa4GCgvKEd\nQ0jFQSQUFGBiWoyGmEilOiUSCgowMS3Uc2K+wF4PZltTXkBEIpQCjES3v2LnplQXP4NdKGYlNRez\nFJFopgAj9QjmG0sOsAZYTs2cmGCWWBaRSKUAI9FvCPBr4G1skDkZe9LtD9jrv9zjXNNEpNkUYKQB\nwXTf5AV4LJgllluSuulFWooCTNyI8eFki4ATsSuRgb145bvAGGxvzMFhbo/qlEhLUYCJG6EeTraw\nKQcWkQikACOxowP+czUrsNcbK8FeGkBEopECjASpvm8v7wCnNPD8YPYRkUigACOx5UXgU+BN7Fm8\nU7EXpczEXtNFRKKNAow0Qn3dN4XARw08/1CgV8s1p07qphdpoi1FW1j0yr2ccemjJFVUKsDEkRgf\nTgZwBHCk5/ZiYIWDbVGdEmkOBZi4FKrhZAVBPL+s4V1ExCnr96zn99cP4q0ni0iqgncOTqTDPVdz\n++mnM3fuXDIzM3nkkUeYOHGi000VaYo0oAh4Fju8rBewztEWiUjjKcBIE0TLGTqd4RJpgtvuPpFr\nbpxDWhW82Q/OGg9tZx9A4VeFlJXZcxDp6enMmzePESNGONxaaWkx3hMzFbtCWT+gL9AV+BdwlEPt\nUZ0SaQoFmLjWnDqV0LJNEZGIsWQJ1970vjfAjBsPlYmw48sd3gADUF5ezvz58x1sqEiTjMWOGNjn\nub8JaOVcc0Sk0RRgpBkUYkRikWcSf0qlm7f7JzBuPFQlQkZyBpmtM/12TU1NpV27dg41VKTJygC3\nz/3MunYUkQikACPNFGyIycB22YtIpPNZhcycdhqrHr2BjPRWZCZncsmQS3j+6edJT08nJSWFjIwM\nevTowfnnn+90q0Ua61XgCSAbuASYBzztaItEJDgKMNICghmDdhpwH5AK9AQGA7d6Hg8XjTUWCUaQ\nyyh//vnnzJs3j+zsbCZMmECGikdMivE5MQCjPT8A/wE+cLAtqlMiwVCAER/NqVPBPOm/wChgATbA\nAHyJXV45XFQcRBqi68BILXEQYiKJ6pRIQxRgpJZQLbFcrQLYU+sxd6AdRcQhCjASP4qButKCAVqH\nsS0iEiwFGGlhwXzL+Qo417NvH+AK4JNQNkpEAjPG8MaaN/hmxzcMOGAAp/Y9FdfSpQowEk+yPL//\nBmwGZnjunwt0caRFIlI/BRgJgWC6bzKBG/Afd3w78EuoGhWAuulFgElvTuK1r1/jl8pfSEtKY2rK\nCVx142wFGAkoxoeT/Q8YFMRj4aI6JRKIAozUI9RzYiKBioPEvW92fMPgJwZTWlkKwPANsOA5SKtC\nAUYCivEQswR4DJjpuT8BuAw40qH2qE6J1KYAIw0I1ZyYt31um1ovYAjv6mQicW/3L7tJTkymtLLU\nL8AUnpBHGwUYiT8TgYeABz33F3seE5FIoAAjIVZf8snz/B4LdMKOO3YB5wDbgCtD2jJ/OsMlca+o\nrIheD/Wiz7c7vQHmvUNSyF+5k7S0rAafL/EnxntiIo3qlEg1BRgJUqiHk60EhgTxWCipOIgAa2fP\noNvp55NaaZg/qBVd/7OEfp0GON0siVAxGmIuAZ5sgX1amuqUCCjASKOEeonlDKA3sNZz/0DPYyIS\nTkuW0PvM30KlgYICRmkImcSna4EdBC561UOfryT8IUZEFGAkjIL5BjQZe6HLdZ77PbFnuUQkXHQd\nGJFqHwGnNrDP++FoiIj4UICRMAu2+yYN6I89y7UGKAtZiwJTN73ELwUYaaIYHU4WqVSnJH4pwEgT\nhXpOzAX4r05W/Vf6+aa8YBOpOEh8UoCRZlCICSvVKYlPCjDSDKGeE3MENcElDTgW+C/hDTEi8UcB\nRkREIpkCjDioKcknG3gFOKGF21IfneGSuOB2u3n99dcp//BDJjzxBAkVFQow0mTqiQkr1SmJLwow\n0gJCPZysthTgS6BvU16wiVQcJOYZYzj99NMpev993v3lF9KA7w45hD6ff64AI00S4yGmE3AH0BUY\nAxwCjACecag9qlMSPxRgpIU0p04lBLHP2z4/s4FvgDea8mIiUrfFixf7BZg3gUHffktpRYXTTROJ\nRM9hVyHr4rn/HXY1TREJJQUYiRDBnN69n5qEVAn8CGwIWYtE4pR78WK/ADMOSE5KYu/evaSnpzvc\nOpGI0x47tPlaz/0KbI0SkVBRgJEIEkxPzMnAQs/Px9gAc0/omiQSh5Ys4Zibb/YLMCYhgS5dunDA\nAQc43DiRiFQMtPO5PxwodKgtIrFPAUYiTDAh5vgAj53U0g0RiVueVchc5eXsOOoo/tylC66kJAYN\nGsS8efOqx4uKiL+/Yoc5Hwh8ArwAXOFoi0RilQKMRKD6vh39EbgU6A2s9Xm8FbAYODeE7apNEyYl\nNmkZZQmhGJ/YD5AM9PPc/gY7pMwpqlMSmxRgJIRCtTpZGyAHuBuY4rNvEbCzKS/WDCoOEtU27d3E\njP/NoLyqnHGHjOPgDgcrwEjIxXiIGQ/MAfYCNwGDgb9hr2PmBNUpiT0KMBJioQoxrbHFoR01F7v0\ntaspL9hEKg4StdbvWc/gJwazr3wfbuMmLSmNf6VO5oRr7yaxslIBRkImxkPMF8BA4GhseLkfuBkY\n6lB7VKcktijASBg0p07V961pJnZS/0oCh5heTXlBkXhQ6a5k7a61pCWlccdHd7C3bC9u4wZg4Mx9\njPrybyQCbycksOvUU7lAAUaksao8v08BngLeAW53rjkiMUQBRqJAtJyh0xkuiRrb921n5HMj2VC4\ngSpTRdv0tmwu2gzA8M9gwZv4rUKWlJrKzp07yczMdLLZEoNivCdmNrAJu/jMYOAX4FPgMIfaozol\nsUEBRsIoVD0xhzfwXKfGHYtEtN/N+h3f7/qeSre9ZMWOfTtISUzh8PXlLJjlH2CqgNTERHbs2KEQ\nI9I444ExwH3AHqAzcLWjLRKJdgowEkXqCzEPEHgYWbX8Fm6LSEz4bNtn3gADUO4u56LSg3n8n6tJ\ndcNbCS7GuY13LEx6ejpdunQJfDARqcs+4N/AAUAPz2NrnGuOSJRTgJEoU1+IyQtXI0RiSb92/di0\ndxNVxsaUkZtTeGL6tyRVwseD2/FqwXGk3DsLd5WbVq1aMWfOHJKTkx1utUjUOQ34O9AF2A7kAquB\nAU42SiQqKcBIFApmDFo69noxR2N7ZhYB07Djj8NFY40lamwo3MCRzxzJ3rK9DPmxnDnPlJFSaXir\nv4szzzKkpmZQ0LeAB0c+SPv27UlICOaasyKNF+NzYv4HjAI+wM6JyQfOAy5yqD2qUxKdFGDEQaFa\nYrnaq9illmd49p+IvYbMWU15wSZScZCoUlpRynezX+DQsy8nobyCdw5O5PRxVVQl2u2JrkSKry8m\nLSnN2YZKTIvxELMSGAJ8jp3DWYUNNoMcao/qlEQfBRhxWKgm9lcbABzic38+8HVTXkwkXqSv+IxB\nE66A8go25f+a80atoaqq2OlmicSS3UAr7OiAF7FDyvQ/mUiwFGAkygUzjuW/wAif+8OxZ8BEJJAl\nSyA/H8rKoKCArFlzSE3LJNFlu2HSk9IZd8g49cKINM/pQAkwGZgDfA+c6miLRKKFAozEgGC6b9YA\nfYEN2DkxPYBvgErP/XB03aubXqKDT4BZcURXnr5+DJOPvpqslCyu/uBq1u9Zz/EHHs+Nv7mR5ERN\n5pfQivHhZJFGdUqigwKMRJBQz4np2cD29U154UZScZDI5xNg3u6fwNiz3LgTXWSmZLLykpX0bdfX\n6RZKnInxEHMmcDfQkZr3aIDWDrVHdUoinwKMRJjm1KlghpOtBwqxhaGtz896Gg4wY7A9Od8BU+rY\nJw9YBXwJLAyiPSKRxyfAzBuYxdiz3FQlgsGwr3wfjy9/3OkWisSae7HLLLfGzo1pRfAB5llgG/CF\nz2NDgWXYerQcOMJn23XYOrYGGN2sVos4RQFGYkwwE/tvByYBPwBun8cbuthlIvAocBywCVsUZmHX\n8a+WDTwGnABsBNoH02iRiFJrDsylI7+gam/N/GKD4ZfKcK5ILhIXtuJfTxpjOvAI8LzPY/cCNwH/\nAU703M/HLmxztud3V2Audoi1bz0UiWwKMBKDggkxZwO9gfJGHnsodqLles/9l4EC/IvOROwVlzd6\n7u9o5GuIOKtWgOG11/jtsn8wdeFUSipKADuR/4LDLnC4oSIx40zP7xXAK8Cb1NQnA7wexDEWsf9Q\n6S3YyweAPcG2yXO7AJgJVGDr2ffY+ra00S0XcYICjMSoYELMV0AOtuu9MbpiFwOothEYVmufPkAy\nsAA7FOAh4IVGvo6IMwIEGJKSuGrEVSS6Enl21bOkJ6dzx6g7GNF9RMPHE5FgnIoNKwCl7D+8K5gQ\nE8i1wMfA/dih1tX/03bBP7BsxNY3kcinACMxLJgQcyc1c1bKPI8Z7Fjk+gQzwzEZe5GyY4EMYAm2\nWHxXe8epU6d6b+fl5ZGXlxfE4UVCpI4AA3aS2l9G/IW/jPiLw42UeLNw4UIWLlzodDNCbRJ2Emh7\n4OcWPO4zwBXAG9iLOT8LHF/HvgHrm+qURBQFGIlALVmnglkNYDUwDRtiqscAG+DDBp43HJiKndwP\ndmKkG7jHZ58pQLpnP4Cnsev9v1brWFr1RSJHPQFGJJLE6Opkp2IDRiVQhR3yvLgJx+kJvA0M9Nzf\nS83CAC5gD3Z42bWex+72/J4D3AJ8Wut4qlMSORRgJEqEenWyYuBhYD529bCFNBxgwI5X7oMtFCnY\nQjOr1j5vAUdjFwHIwA43+zqIY4u0uCVLlvDggw/y+uuv43bbvP7GG29w3HHHcdJJJ/Hxxx8rwIg4\n707gGKAzdn7MXS103O+BkZ7bo4BvPbdnAROwdawXtq4ta6HXFGl5CjASJ4L59rUIWyRmUTOcDOC/\nDTyvErgcu9JLIrarfjXwe8/2J7DLVc4B/oftpXkKhRhxwKOPPsqUKVOoqqoiKSmJvLw8zj33XH77\n299SUmIn6JfMm8d8Y0ioqFCAEXFOJbZ2gO0NadWEY8zEBpb22LmbNwOXYFfLTMXOtbnEs+/XwL88\nvyuBSwluuLRI+CnASBwJpvtmIYH/YDe0xHJLUje9hEx5eTlZWVlUVFR4H8vKyqJLly58+609GTsc\nu/pEGijASNSI0eFkG4EHqHlfk33uG89tJ6hOibMUYCQKNadOBfMtLC/AY52a8mIikai4uLj6fyKv\nhIQEb6jxDTArunbl1wowIk56Gv/el9r3ReKPAozEocZ8E8sGxgHnAAdjl50UiXo5OTnk5uaydu1a\n71yYqqoq/vKXv/Dvq67ivbIy0oC3ExJoP3OmAoyIs6Y63QCRiKIAI3GqoYn9GdjQMgs7b+V+4Hag\ne4jbJRI2LpeLuXPnMmjQIBITE+nYsSNvvfUWlw8Zwly3mzTgkw4dyJ47lxHHHON0c0VERCwFGIlj\n9Y1Bm4ldLex97KTGD7Grt/QKQ7tq01hjCQtjjB1aplXIJAbE6JyYSKU6JeGlACMxIFRLLB8MbMeu\nKCz9TUAAAB9PSURBVLYaux6/SExTgBERkYinACNS75yYX2GDzDnYec0/YydPdgK2hr5pIg5QgBGJ\ndH/1uW2oOYNX3Q3i1OpkIuGhACMCNK775tfYQHMWdonLI0PSosDUTS+hpwAjMSZGh5NNxQaWfsAR\n2DmbLuAU7EUo/59D7VKdktBTgJEY05w61ZQnJWCvlvxhU16wiVQcJLQUYCQGxWiIqbYIOAko8txv\nBbyLrU9OUJ2S0FKAkRgUqjkxdXET3gAjEloKMCLR6ACgwud+hecxkdijACOyH31Tk/imACMSrZ7H\nDh97HXsW73Tgn462SCQUFGBEAoqWYQbqppeWpwAjMS7Gh5MBDAGO9tz+CFjlYFtUp6TlKcBIjGtO\nnarvG5tWgJHY5RNgVg3twUuX9OJP+zbTo00Pp1smIsHLwM6JeRbogL2O2TpHWyTSUhRgROpVX/KZ\nSuSsAKMzXNJyfALM2/0TGHuWG5ISaZXaii/++AXdWndzuoUiLSLGe2KmYnti+gF9ga7YCzMf5VB7\nVKek5SjASJwI1cT+qcCtQHfgcGzPzF+wRSO3KS8m4jifAPP+oemMPctNVSJUmSqKyop4auVTTrdQ\nRIIzFigA9nnub8KuUCYS3RRgRIISzOpkWgFGYkOtOTAXn9eGqsSazVWmipKKEufaJyKNUYZdLbNa\nplMNEWkxCjAiQQsmxFSvADMV2zPzKVoBRqJNgEn8/+/wSWQk1xSH9KR0zhpwloONFJFGeBV4AsgG\nLgHmAU872iKR5lCAEWmUYMegOb0CjMYaS9PVsQpZlbuKqQun8tKXL5GVksV9x9/H6N6jnW6tSIuJ\n8TkxAKM9PwD/AT5wsC2qU9J0CjASp5pTp4J90jFAH2pWgMkivCvAqDhI02gZZYljcRBiIonqlDSN\nAozEsVCHmKk4vwKMioM0ngKMxLkYDTHF1Cz1X5sBWoexLX6vrToljaYAI3EuVNeJqTYWGAys9NzX\nCjAS+RRgRGJVltMNEGkRCjAizRLMtzqtACPRRQFGJJa1bWD7rrC0QqQ5FGBEmi2Yb3a1V4C5CK0A\nI5FKAUYk1v2XuoeTAfQKV0NEmkQBRqRFBDsGzekVYDTWWBqmACPiJ0bnxEQq1SlpmAKMiJ9wrE7m\nNBUHqZ8CjMh+YjzEJADnYntebgN6AJ2w1zVzguqU1E8BRmQ/oQoxkbQCjIqD1E0BRiSgGA8x/4ed\nrzkK6I+dK/M+8GuH2qM6JXVTgBEJKFSrk2kFGIl8CjAi8WoYduXM6osv7wKSnWuOSB0UYERCor5v\ne1oBRiKbAoxIPCsHEn3ud8B/JU0R5ynAiIRMfd/4tAKMRC4FGJF49wjwBnAAcCcwDrjR0RaJ+FKA\nEQmpaBkrrbHGUkMBRiQoMT4nBuBg4FjP7XnAagfbojolNRRgRIIS6tXJImEFGBUHsRRgRIIWoyGm\n9lDn6vdXXSScGuqsOiWWAoxI0EIdYiJhBRgVB1GAEWmkGA0x67GBxYU9qbbb83gO8CPODXVWnRIF\nGJFGak6dSghin2HApUCp575WgJHwU4AREasnNqh8AJwCtPP8nEz4L8QsUkMBRiSsggkxWgFGnKUA\nIyL7GwG863P/PeBIh9oi8U4BRiTsggkxtVeAWQzcFcpGyf9v787D5KrqPIy/ISEGQYIYhzU8zSIq\nsqhIQARpZHBAZwR3MToijuIoyqjjsA0SdWYEcUGHxxVEFGUxIAPIIgJNkH0NCRAkEISAIArjgCxJ\nSM8fv1up6kpV963uWs699X6ep5++det29Tnp1D31vWe5WsUAI6mxh4nVyAaInpmjgId6WSD1KQOM\n1BN5x6D1egUYxxr3mZsevoln5l3ObgcezaTnlhlgpHEo6ZyYipcAxwC7Z4/nAV/Eif3qJgOMNCGd\nmtif0gowNg59Ynh4mI+e/1HuvfA0LjrpOaY9D4/stTMbXvxbA4zUopKHmIoXZd+f7GkpbKf6jwFG\nmrCJtFN5bnaZ2gowKrErf38l9134s1UB5tyXw4cH7+DxyZNL/0lMUku2A35C9MgAPAZ8CFjYsxKp\nfxhgpJ4bbU7MAK4Aoy57+srLuPCkZ1cFmHe9B55c+QxPL3+610WTlJYfAJ8lLrJtBnwu2yd1lgFG\nSkKei9sLgW1z7Osku+n7wbXXsnJwkDWWLVsVYJ6fDDPXnckDn3mg16WTCqfkw8nmAzvk2NcttlP9\nwAAjtVWnhpNVVFaAOS37Je/HFWDUbtkqZGssW8b9e+zA7D3vYuqUyUyfNp2LZl/U69JJSs8S4Gjg\np0TbNBu4r6clUrkZYKSk5Ek+KawA4xWuMmuwjPIzw8t5/JnH2XCdDZm8xuSxX0PSakreE7M+0Ra9\nIXt8FTCH6vzNbrOdKjMDjNQRnVqdrF4vV4CxcSgr7wMjdUzJQ0xqbKfKygAjdUynh5O5Aow6wwAj\nqXXnU105s94w8LbuFkelZoCRkpXnE2NlBZgrsseD2b5dO1Qm9QMDjKTx2QVYCpwOXJ/tq7+PmTRx\nBhgpaXm6b1JYAcZu+jIxwEhdUdLhZFOAvYEDiJECvyICzR29LBS2U+VigJG6YiLt1Gj3iamorAAz\nQNw35t9xBRiNlwFG0sSsAC4C/pHolVkMXAkc0stCqUQMMFIh5AkxBwF/A5wDnA28NNuXxz7AIuAe\n4LBRjtuJaJjekfN1VUQGGEntMQ14J7H0/yeBbwG/bOHnfwQ8Ciyo2Xc8cBcx0uAcYHrNc0cQ7dgi\n4M3jLrXSZ4CRCqOTwwwmA3cDf0vcV+ZGovv/rgbHXQo8DZxCBKV6dtMXnQFG6rqSDif7KfAq4ELg\nTEYGkbx2B54iFq3ZLtu3N3AZsBI4Ntt3OLAN8HPiYtsmwG+ArbPjatlOFZ0BRuq6Tq1ONtEVYGYR\n3fz3Z4/PAPZj9RDzKWAu0UCojAwwktpnNvBX4NDsq9YwsG6O17iKGCJd69Ka7euJnh6Idut0YDnR\nni0m2rfrWiizUmeAkQpntE+SE10BZhPgwZrHS4GdGxyzH/AmIsR4GatsDDCS2ivPMOiJOoho+wA2\nZmRgWUq0XSoLA4xUSKN9mtyI6gowB9D6CjB5AskJRHd9pcenbMMe+psBRlLxHAUsI4aQNeMFt7Iw\nwEiFNdonysoKMBcBLyCCzJXAHODEHK/9EDCz5vFM4gpWrR2JYWYAM4B9iS778+pfbM6cOau2BwcH\nGRwczFEE9YwBRuq6oaEhhoaGel2MIjsQeAuwV82++rZs02zfamynCsYAI3VdO9upsXo+pgFvBd5H\njB8+j1jVpeEJvM4UYmL/XsDDwA00nthfcQoxD+ecBs85YbJIDDBSEko6sb9dBog2pzKxfx/g68Ae\nwJ9qjqtM7J9FdWL/VqzeG2M7VSQGGCkJnZrYX7sCzJdofQWYFcS6/ZcQK5CdTASYg7Pnv9/i66kI\nDDCS0nc6EVZmEHM3jyGWUZ5KdYL/tcAngDuBs7LvK7J9ppUiM8BIpTBa8llJrADTSN4VYNrFK1xF\nYICRkmJPTFfZThWBAUZKSqd6YrqxAozKwgAjSUqZAUYqFYOKJs4AI0lKmQFGKh1DjCbGACNJSpkB\nRiolQ4zGzwAjSUqZAUYqLUOMxscAI0lKmQFGKjVDjFpngJEkpcwAI5WeIUatMcBIklJmgJH6giFG\n+RlgJEkpM8BIfcMQo3wMMJKklBlgpL5iiNHYDDCSpJQZYKS+Y4jR6AwwkqSUGWCkvmSIUXMGGElS\nygwwUt8yxKgxA4wkKWUGGKmvGWK0OgOMJCllBhip7xliNJIBRpKUMgOMJAwxqmWAkSSlzAAjKWOI\nUTDASJJSZoCRVMMQIwOMJCltBhhJdQwx/c4AI0lKmQFGUgOGmH5mgJEkpcwAI6kJQ0y/MsBIklJm\ngJE0CkNMPzLASJJSZoCRNAZDTL8xwEiSUmaAkZSDIaafGGAkSSkzwEjKyRDTLwwwkqSUGWAktcAQ\n0w8MMJKklBlgJLXIEFN2BhhJUsoMMJLGwRBTZgYYSVLKDDCSxskQU1YGGElSygwwkibAEFNGBhhJ\nUsoMMJImyBBTNgYYSVLKDDCS2sAQUyYGGElSygwwktrEEFMWBhhJUsoMMJLayBBTBgYYSVLKDDCS\n2swQU3QGGElSygwwkjrAEFNkBhhJUsoMMJI6xBBTVAYYSVLKDDCSOsgQU0QGGElSygwwkjrMEFM0\nBhhJUsoMMJK6wBBTJAYYSVLKDDCSusQQUxQGGElSygwwkrrIEFMEBhhJUsoMMJK6zBCTOgOMJCll\nBhhJPWCISZkBRpKUMgOMpB4xxKTKACNJSpkBRlIPGWJSZICRJKXMACOpxwwxqTHASJJSZoCRlIBu\nhJh9gEXAPcBhDZ6fDcwHbgeuBrbvQpnSZICRpF5bD5gL3AXcCewMrA9cCvwO+HV2TH8ywEhKRKdD\nzGTgRCLIbAMcALyy7pj7gDcS4eXLwA86XKY0GWAkKQXfAi4k2qrtiYtwhxMhZmvgsuxx/zHASErI\npA6//uuBY4gQA9UT/7FNjn8xsADYtG7/8PDwcPtLlwoDjKQOmDRpEnT+PF8m04FbgS3q9i8C9gAe\nBTYEhoBX1B1T7nbKACOpAybSTnW6J2YT4MGax0uzfc18hLgC1j8MMJKUis2Bx4BTgFuAHwJrAxsQ\nAYbs+wY9KV2vGGAkJajTIaaVy1J7AgfReN5MORlgJCklU4DXAt/Jvv+V1YeODdNa21ZsBhhJier0\nJ+aHgJk1j2cSvTH1tieueO0DPNHohebMmbNqe3BwkMHBwXaVsTcMMJLabGhoiKGhoV4Xo8iWZl83\nZo/nAkcAjxDDyB4BNgL+2OiHS9dOGWAktVk726lOj5WeAtwN7AU8DNxATO6/q+aYzYDLgQ8A1zV5\nnXKNNTbASOoC58SMyzzgn4iVyOYAlU/tfwaOI3pm1qNBD02p2ikDjKQumEg71Y3GbV/gBGKlspOB\nrwAHZ899HzgJeDvwQLZvOTCr7jXK0zgYYCR1iSFmXHYg2qWpwL3Ah4n26yziotv9wHuA/637ufK0\nUwYYSV2Seohph3I0DgYYSV1kiOmqcrRTBhhJXZTy6mSqMMBIklJmgJFUIIaYbjDASJJSZoCRVDCG\nmE4zwEiSUmaAkVRAhphOMsBIklJmgJFUUIaYTjHASJJSZoCRVGCGmE4wwEiSUmaAkVRwhph2M8BI\nklJmgJFUAoaYdjLASJJSZoCRVBKGmHYxwEiSUmaAkVQihph2MMBIklJmgJFUMoaYiTLASJJSZoCR\nVEKGmIkwwEiSUmaAkVRShpjxMsBIklJmgJFUYoaY8TDASJJSZoCRVHKGmFYZYCRJKTPASOoDhphW\nGGAkSSkzwEjqE4aYvAwwkqSUGWAk9RFDTB4GGElSygwwkvqMIWYsBhhJUsoMMJL6kCFmNAYYSVLK\nDDCS+pQhphkDjCQpZQYYSX3MENOIAUaSlDIDjKQ+Z4ipZ4CRJKXMACNJhpgRDDCSpJQZYCQJMMRU\nGWAkSSkzwEjSKoYYMMBIktJmgJGkEQwxBhhJUsoMMJK0mv4OMQYYSVLKDDCS1FD/hhgDjCQpZQYY\nSWqqP0OMAUaSlDIDjCSNqv9CjAFGkpQyA4wkjam/QowBRpKUMgOMJOXSPyHGACNJSpkBRpJy648Q\nY4CRJKXMACNJLSl/iDHASJJSZoCRpJaVO8QYYCRJKTPASNK4lDfEGGAkSSkzwEjSuJUzxBhgJEkp\nM8BI0oSUL8QYYCRJKTPASNKElSvEGGAkSSkzwEhSW5QnxBhgJEkpM8BIUtuUI8QYYCRJKTPASFJb\nFT/EGGAkSSkzwEhS2xU7xBhgJEkpM8BIUkcUN8QYYCRJKTPASFLHFDPEGGAkSSkzwEhSRxUvxBhg\nJEkpM8BIUsd1OsTsAywC7gEOa3LMt7Pn5wOvGfXVDDCSpN7I054ZYCSpSzoZYiYDJxIn/m2AA4BX\n1h3zFmAr4GXAx4DvNn21EgeYoaGhXheho8pcvzLXDayflMnTnpU6wJT9vVLm+pW5bmD9+lknQ8ws\nYDFwP7AcOAPYr+6YtwGnZtvXA+sBGzR8tZIGGCj/f9Ay16/MdQPrJ2XytGelDTBQ/vdKmetX5rqB\n9etnnQwxmwAP1jxemu0b65hNG75aSQOMJCl5edqz0gYYSUpRJ0PMcM7jJuX6OQOMJKk38rVnBhhJ\n6pr6ANFOuwBziDHEAEcAK4Hjao75HjBEdM1DTJrcA3i07rUWA1t2qJySVFbzgVf3uhAlkKc9s52S\npNbdS8yPT8oUomADwFTgNhpP7L8w294FuK5bhZMkKac87ZkkqUT2Be4mrlAdke07OPuqODF7fj7w\n2q6WTpKkfBq1Z5IkSZIkSVLxtPfmmOkZq36ziXrdDlwNbN+9ok1YvhvBwU7ACuAd3ShUG+Wp3yBw\nK7CQmOtVJGPVbwZwMTGMZiFwYNdKNnE/IubZLRjlmCKfV8aqX5HPK0WR9/xXFOsBc4G7gDuBnYH1\ngUuB3wG/zo4pikbvkeOJ+s0HzgGm1zx3BPG3XAS8uUtlnIhG9ZsF3EC0STcSbW9Fkeo3E7gCuINo\nez5d9/zniPlp69fsK1L9phG3GLmNeK99Jds/2vutDPUD+BTxHlzIyPmFRarfKpOJbvoBYE3GnkOz\nM8WaQ5Onfq+neiLdh+LUL0/dKsddDlwAvLNbhWuDPPVbjzjJVpYIn9GtwrVBnvrNoXrymQH8mZgn\nUAS7E8Gk2Yf8Ip9XYOz6FfW8UhR5z39FcipwULY9hfj/81Xg37J9hwHH9qBc49XoPbI31RVaj6Va\nn22Iv+GaxN90MZ1dybUdGtVvCPi7bHtfIghA8eq3IdXFSdYhhnRW3l8ziYtrS6iGmKLVD6CynOEU\n4vy8G83fb2Wp355ESFsze+6l2feW6pdSxdt7c8z05KnftcBfsu3raXbPnPTkuxFcpO65wGNdK1l7\n5Knf+4GziftHAPypW4Vrgzz1+wOwbra9LhFiVnSpfBN1FfDEKM8X+bwCY9evqOeVosh7/iuK6cSH\n4h9lj1cQ/39q3yenAvt3v2jj1ug9cilxBR9Gvi/2A04n/pb3E3/bWZ0v4oQ0qt8fqF68WA94KNsu\nWv0eIT7UAjxFXLnfOHv8Daof9CuKVj+Ap7PvU4mLIk/Q/P1Wlvp9nLgwujx7rvK5sKX6pRRi2ntz\nzPTku1la1UeoXh1OXd6/3X7Ad7PHee8jlII89XsZcSXoCuAm4IPdKVpb5KnfD4FXAQ8Twy8O7U7R\nuqLI55VWFem8UhStnttTtznxgeIU4Bbivb82Eewrtz94lGI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"text": [ "" ] } ], "prompt_number": 24 }, { "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": 25 }, { "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": 26 }, { "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": 27 }, { "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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "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": 29 }, { "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", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha)*np.pi/180.)\n", "plt.plot(M2_pha_uw, '-bo', label = 'model')\n", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "plt.plot(M2_pha_uw, 'r-o', label = 'observation')\n", "plt.title('M2 Phase')\n", "\n", "plt.subplot(3,2,4)\n", "plt.plot(K1_pha, '-bo', label = 'model')\n", "plt.plot(K1_pha_obs, 'r-o', label = 'observation')\n", "plt.title('K1 Phase')\n", "\n", "plt.subplot(3,2,5)\n", "plt.plot(D_M2, '-bo', label = 'M2')\n", "plt.plot(D_K1, '-go', label = 'K1')\n", "plt.plot((0,30),(0.05,0.05),'k')\n", "plt.plot((0,30),(0.10,0.10),'r')\n", "plt.title('D error')\n", "plt.legend( loc='upper left' )\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+fJlZs2ZZ3K9hw4YcOGA13ySgg03z5s2jW7duAMyZM4fx48cX+vURorJTCjZv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\nXCdBIZHvLGUevFO5B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WrAAKYapTBbU+Rwzx4ICYG//4Zq1fRcu2a+j7x/iSJiI5lfvGub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\n/5hO7YDajO8ynlva3kL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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(6,6))\n", "plt.plot(D_M2, '-co', label = 'M2')\n", "plt.plot(D_K1, '-mo', 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", "cmap = plt.get_cmap('PuBu')\n", "cmap.set_bad('burlywood')\n", "\n", "fig,axs=plt.subplots(1, 2, figsize=(20,12))\n", "\n", "error_D = (D_M2, D_K1)\n", "for ax,error_D1 in zip(axs, error_D):\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.axis([-126.1,-122,47,51])\n", " \n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XHXV5PHVqNNZqgzrA8+np3Lh1K7fv2MHigQMbXRQB9hVxM3bvZt3p03w+fDhJ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\nHww3DcdSasFaZsVaasVSamHZy8u8Gg0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l3+ax4KZHcHm8uNxerHnPcmDTvg50sO9GvF2IhWXXqYlxlH3/KHFN33uA+ElX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WDqKooipGdvoc7eQp0X8jXxmKyyoj9L5xWffEnv+2JhmRo/eXaU/3TVSvAax8gMgGKnyYx+40WP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yAJa/+jscesO78+9lOvym2/OFIamUYOvOj1BNpa1uiOdYVHQBxzYEZdvk8daAEx31Zp4BTpgq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10bF5sozvI2s0rJzWdcno79D97Nhu1yxpKe17SQgy3Fv3o2vYnRSele2sEGSx4Djr1oB9vc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\nVGbIaJ9E84El1+K1fv0GNm7YyJWXX0krVrz5TT/J3e+5i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efZCSahLxnsLwNLywgUWl56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wvH0FYV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\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P7x/Dq7oO6tlnYHxAvbWDThO85UiTf/I7vx92pAooipqy0BhUBk1rqUqjqL1RgSXIWi1B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IrL3735KW8L2X34OBZLFBmmyyH9XZlGBvNrDcGnI0NsLaVK1Mhg4sZkU0kIIURbOvfq01x7SGat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\nx9RMBdexGRsx28B2Mt8eYM/tZp5+GEYEQ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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "First Plot: M2 D error. Second Plot: K1 D error.\n", "Markers increase in size as D error increases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Green: D error <= 0.05, Yellow: 0.05 < D error <= 0.1, Red: D error > 0.1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = plt.subplots(2,2,figsize=(10,5))\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')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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yqcfgwTBXsz4oSsaixpaiJDlbt3qNrY4dUzdIPpNRY0tRMhs1thQlydmyBdq0kfcdO6pn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\ntm3w6KPh1zn0JydH4pE//RT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M4HhEt80GPkb0mKIoSlSEyrMVztTfJ0BHYA9wDvAGoqjO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\nCv4eEyfqdioFWVmppiuyL7zQxdKlMGNGKtu2BR7v39/FD34AjY2wc2c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"text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "print np.mean(O1_pha[14:18]-K1_pha[14:18])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "-24.2412463451\n" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=np.zeros((numsta,3))\n", "M2_pha=np.zeros((numsta,3))\n", "K1_amp=np.zeros((numsta,3))\n", "K1_pha=np.zeros((numsta,3))\n", "O1_amp=np.zeros((numsta,3))\n", "O1_pha=np.zeros((numsta,3))\n", "S2_amp=np.zeros((numsta,3))\n", "S2_pha=np.zeros((numsta,3))\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(quad,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", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(4,2,figsize=(15,15))\n", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,0])*np.pi/180.)\n", "axs[0,1].plot(M2_pha_uw, '-bo', label = 'model')\n", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,1])*np.pi/180.)\n", "axs[0,1].plot(M2_pha_uw, '-go', label = 'model')\n", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha[:,2])*np.pi/180.)\n", "axs[0,1].plot(M2_pha_uw, '-ko', label = 'model')\n", "M2_pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "axs[0,1].plot(M2_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", "axs[1,1].plot(K1_pha[:,0], '-bo', label = 'model')\n", "axs[1,1].plot(K1_pha[:,1], '-go', label = 'model')\n", "axs[1,1].plot(K1_pha[:,2], '-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].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", "S2_pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,0])*np.pi/180.)\n", "axs[3,1].plot(S2_pha_uw, '-bo', label = 'model')\n", "S2_pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,1])*np.pi/180.)\n", "axs[3,1].plot(S2_pha_uw, '-go', label = 'model')\n", "S2_pha_uw = 180./np.pi * np.unwrap(np.array(S2_pha[:,2])*np.pi/180.)\n", "axs[3,1].plot(S2_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')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Gtvhk3gd+SL/CYsS/20tEGg9DmQMY9S6UMzxE1LaDxFa6BHsBK1pj+ybQMLYxf2zYmy8x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s2dRXpiepb1b9u2YJvlDYzP/gVubvn63KXiLy/1Y3GoTGUlJUmS9IKQgVyuyTrSwFJTwbJGU/ak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\njp2A+yhragGcAC4DFfXv0/D19X3y3svLCy8vr8xFpV9o67s96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cowy32AG08XO2nI08VO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\nqY1Ro8fy6vJX8BcVQUICo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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs = plt.subplots(2,2,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[0,0].errorbar(range(29),K1mean, yerr = asymmetric_error)\n", "axs[0,0].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[0,1].errorbar(range(29),K1mean, yerr = asymmetric_error)\n", "axs[0,1].plot(K1_amp_obs, 'r-*', label = 'observation')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EyZL7NFga+BkoAujAfGAO0AD4DnAAYoF+wD6gHHASOGU8f7fxuWfJHUYrGzcOWv02kCad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