{ "metadata": { "name": "", "signature": "sha256:f734eb92afb29f36a88481815a6dee062ebb97864f0113bf1752c80f88e9ceaf" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will load data, perform a tidal analyis, compare with observations, plot the results, and save the analysis in a spreadsheet. Eight Tidal Constituents: M2, K1, O1, S2, P1, N2, Q1 and K2 are considered." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# imports\n", "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "import numpy as np\n", "import netCDF4 as NC\n", "from scipy.optimize import curve_fit\n", "from salishsea_tools import tidetools\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import bathy_tools\n", "import collections\n", "import pandas as pd\n", "import csv\n", "import math\n", "\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 162 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Run Details" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's define the run that we will be analyzing. We can analyze a different run by changing runname in the cell below. A spreadsheet called tide_runs.ods contains a list of runs that we can look at." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pathname for data - all of the tide runs are stored in this directory\n", "#path = '/data/nsoontie/MEOPAR/SalishSea/results/tides/'\n", "path = '../../myResults/'\n", "\n", "#the run we want to analyze\n", "#runname = 'corr15'\n", "runname = 'topogbottfric'\n", "\n", "#joining the two string together\n", "name = path +runname +'/'\n", "\n", "print name" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "../../myResults/topogbottfric/\n" ] } ], "prompt_number": 240 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also load the bathymetry data in case we want to look at that. The package **tidetools** has a function get_SS_bathy_data() that returns bathymetry and grid data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# grid\n", "grid = NC.Dataset('../../nemo-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 164 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Observations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Next, we can load some observations from a text file: /data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv Note: This file contains a mix of M2/K1 measurements from Foreman et al (1995), US tidal harmonics, Foreman et al (2004) and Foreman et al (2012) (for Northern tides).\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '/data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv'\n", "filename = '../compare_tides/obs_tidal_wlev_const_all.csv'\n", "\n", "harm_obs = pd.read_csv(filename,sep=';',header=0)\n", "harm_obs = harm_obs.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'M2 amp': 'M2_amp', 'M2 phase (deg UT)': 'M2_pha',\n", " 'K1 amp': 'K1_amp', 'K1 phase (deg UT)': 'K1_pha'})\n", "print harm_obs" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon M2_amp M2_pha K1_amp K1_pha\n", "0 Sooke 48.36700 123.7330 43.8 282.7 56.9 266.4\n", "1 Port Angeles 48.12500 123.4400 51.8 307.4 66.9 261.4\n", "2 Pedder Bay 48.33100 123.5490 34.2 308.0 62.7 269.0\n", "3 Esquimalt 48.43300 123.4330 36.7 317.1 64.3 268.1\n", "4 Clover Point 48.40500 123.3470 40.3 320.3 64.2 269.8\n", "5 Victoria 48.41700 123.3670 37.3 316.1 62.7 269.2\n", "6 Finnerty Cove 48.47300 123.2950 44.7 357.7 70.8 277.5\n", "7 Port Townsend 48.14500 122.7550 65.2 350.0 75.0 270.8\n", "8 Sidney 48.65000 123.4000 55.4 5.9 76.7 277.6\n", "9 Patricia Bay 48.65000 123.4500 60.3 14.4 76.0 281.3\n", "10 Maple Bay 48.81700 123.6170 68.5 17.0 79.3 281.2\n", "11 Fulford Harbour 48.76700 123.4500 58.2 12.7 75.3 280.0\n", "12 Ladysmith 48.98300 123.8000 70.8 16.3 79.8 281.8\n", "13 Patos Island 48.78300 122.9670 68.0 25.0 79.0 285.6\n", "14 Tumbo Channel 48.79200 123.1080 72.6 31.0 81.1 286.9\n", "15 Whaler Bay 48.88500 123.3250 83.4 32.9 84.7 287.5\n", "16 Silva Bay 49.15300 123.7000 92.2 32.0 86.5 286.7\n", "17 Ferndale 48.83300 122.7170 72.3 23.8 80.1 283.6\n", "18 Blaine 48.99000 122.7600 77.4 25.1 82.3 284.3\n", "19 Tsawwassen 48.99000 123.1330 81.1 27.8 83.4 284.8\n", "20 Sandheads 49.10000 123.3000 86.9 30.9 83.7 286.5\n", "21 Point Grey 49.25000 123.2670 94.5 33.9 90.6 287.0\n", "22 Point Atkinson 49.33300 123.2500 91.8 31.2 86.2 286.1\n", "23 Squamish 49.70000 123.1500 94.2 31.2 87.4 286.8\n", "24 Gibsons Landing 49.40000 123.5000 94.7 30.1 87.2 285.2\n", "25 Halfmoon Bay 49.51700 123.9170 96.4 31.5 88.0 285.8\n", "26 Irvines Landing 49.63300 124.0500 98.8 31.9 88.0 286.7\n", "27 Winchelsea 49.30000 124.0830 95.2 32.6 87.5 286.7\n", "28 Northwest Bay 49.30000 124.2000 95.6 32.7 87.2 286.7\n", "29 Cherry Point 48.86300 122.7570 73.2 21.8 81.5 281.9\n", ".. ... ... ... ... ... ... ...\n", "47 Sneeoosh Point 48.40000 122.5467 102.6 18.3 78.4 282.0\n", "48 Turner Bay 48.44500 122.5550 94.4 16.7 75.4 281.4\n", "49 Armitage Island 48.53500 122.7967 57.3 0.5 75.6 276.4\n", "50 Friday Harbour 48.54670 123.0100 56.5 9.7 75.8 278.8\n", "51 Richardson 48.44670 122.9000 52.2 340.1 71.3 270.9\n", "52 Cherry Point 48.86330 122.7567 73.4 22.8 81.7 282.8\n", "53 Blaine 48.99167 122.7650 76.3 24.8 78.4 286.3\n", "54 Port Renfrew 48.55000 124.4300 70.8 241.1 45.3 254.1\n", "55 Little River 49.74000 124.9200 99.4 32.9 90.2 287.0\n", "56 Twin Islets 50.03000 124.9300 101.3 35.4 90.4 287.5\n", "57 Campbell River 50.04000 125.2400 82.5 18.4 84.6 284.0\n", "58 Seymour Narrows 50.13000 125.3400 94.6 320.1 69.2 272.1\n", "59 Owen Bay 50.31000 125.2200 85.0 319.9 67.8 272.7\n", "60 Big Bay 50.36000 125.1300 75.5 14.9 83.3 283.5\n", "61 Chatham Point 50.33000 125.4400 90.3 305.1 65.4 270.5\n", "62 Yorke Island 50.44000 125.9700 117.1 271.8 55.8 260.0\n", "63 Powell River 49.86000 124.5500 100.7 34.3 90.4 286.6\n", "64 Lund 49.98000 124.7600 102.2 35.4 88.9 287.9\n", "65 Nymphe Cove 50.13000 125.3600 61.5 350.4 77.0 279.9\n", "66 Brown Bay 50.16000 125.3700 93.5 315.9 67.9 270.1\n", "67 Maude Island E 50.13000 125.3300 55.6 7.4 81.1 283.9\n", "68 Welsford Island 50.22000 125.1300 99.4 35.1 91.1 286.9\n", "69 Redonda Bay 50.26000 124.9900 97.5 36.7 87.1 287.4\n", "70 Channel Islands 50.31000 124.7500 102.6 35.9 89.9 288.0\n", "71 Turnback Point 50.42000 125.1200 102.0 37.0 91.7 287.6\n", "72 Orford Bay 50.59000 124.8600 101.5 37.2 90.3 288.1\n", "73 Waddington Harbour 50.87000 124.8700 103.4 38.0 89.2 288.2\n", "74 Shoal Bay 50.46000 125.3600 89.9 307.5 66.6 269.6\n", "75 Kelsey Bay 50.39000 125.9600 117.0 276.3 57.7 261.4\n", "76 Tacoma 47.26670 122.4133 113.9 11.8 83.8 277.9\n", "\n", "[77 rows x 7 columns]\n" ] } ], "prompt_number": 165 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a list of observations that we can compare with our model output. Now we have a struc object called harm_obs that contains the data printed above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '../Idalia/other_constituents.csv'\n", "\n", "harm_other = pd.read_csv(filename,sep=',',header=0)\n", "harm_other = harm_other.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'O1 amp': 'O1_amp', 'O1 phase (deg UT)': 'O1_pha',\n", " 'P1 amp': 'P1_amp', 'P1 phase (deg UT)': 'P1_pha',\n", " 'Q1 amp': 'Q1_amp', 'Q1 phase (deg UT)': 'Q1_pha',\n", " 'S2 amp': 'S2_amp', 'S2 phase (deg UT)': 'S2_pha',\n", " 'N2 amp': 'N2_amp', 'N2 phase (deg UT)': 'N2_pha',\n", " 'K2 amp': 'K2_amp', 'K2 phase (deg UT)': 'K2_pha'})\n", "print harm_other" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " site lat lon O1_amp O1_pha P1_amp P1_pha \\\n", "0 Neah Bay 48.385 -124.616 30.90 231.50 15.50 244.60 \n", "1 Port Renfrew 48.537 -124.476 28.30 234.80 14.07 250.60 \n", "2 Port Angeles 48.129 -123.400 39.10 241.60 20.70 259.40 \n", "3 Victoria 48.413 -123.399 37.00 247.80 19.70 264.60 \n", "4 Port Townsend 48.112 -122.758 45.00 249.90 23.90 268.40 \n", "5 Bangor 47.748 -122.727 46.60 251.90 26.00 273.90 \n", "6 Seattle 47.605 -122.338 45.80 255.40 25.20 274.50 \n", "7 Tacoma 47.267 -122.413 45.90 255.10 25.50 277.20 \n", "8 Cherry Point 48.863 -122.758 45.60 260.00 25.60 281.40 \n", "9 Friday Harbor 48.540 -123.010 42.30 256.40 23.60 274.90 \n", "10 Hanbury Point 48.580 -123.172 43.60 253.60 23.40 271.40 \n", "11 Sidney 48.658 -123.383 44.40 255.80 24.20 275.20 \n", "12 Fulford Harbour 48.765 -123.453 43.00 257.80 23.40 277.80 \n", "13 Patos Island 48.783 -122.967 45.50 262.10 24.50 284.60 \n", "14 Tsawwassen 48.991 -123.137 47.20 261.80 25.90 282.60 \n", "15 Point Atkinson 49.334 -123.250 48.30 263.20 26.80 283.10 \n", "16 Winchelsea Islands 49.300 -124.083 47.70 263.50 27.40 286.20 \n", "17 Little River 49.744 -124.918 49.26 263.94 28.62 285.67 \n", "18 Twin Islets 50.029 -124.936 49.29 264.24 28.62 286.97 \n", "19 Campbell River 50.042 -125.247 48.46 263.74 24.60 280.57 \n", "20 Seymour Narrows 50.135 -125.347 41.27 254.54 21.28 271.47 \n", "21 Owen Bay 50.311 -125.223 38.19 251.34 20.97 267.47 \n", "22 Big Bay 50.394 -125.136 46.63 262.44 25.33 282.07 \n", "23 Chatham Point 50.332 -125.441 37.46 249.04 20.39 265.97 \n", "24 Yorke Island 50.444 -125.975 32.16 241.04 17.10 257.67 \n", "25 Alert Bay 50.588 -126.937 30.60 239.84 16.00 251.77 \n", "26 Port Hardy 50.720 -127.476 29.70 233.50 15.40 245.50 \n", "27 Montagu Point 50.639 -126.213 31.10 237.60 16.60 251.30 \n", "28 Siwash Bay 50.680 -125.763 31.30 239.40 17.10 253.20 \n", "29 Winter Harbour 50.490 -128.044 27.26 231.20 13.39 242.90 \n", "30 Bella Bella 52.177 -128.111 27.80 236.20 14.20 247.20 \n", "31 Tofino 49.144 -125.937 24.50 227.20 12.30 237.90 \n", "\n", " Q1_amp Q1_pha S2_amp S2_pha N2_amp N2_pha K2_amp K2_pha \n", "0 5.50 222.10 22.80 272.6 16.60 222.80 6.00 266.40 \n", "1 5.04 225.90 21.04 268.7 15.15 217.30 4.92 263.10 \n", "2 6.60 232.80 14.60 326.4 11.60 280.10 2.70 332.70 \n", "3 6.10 236.00 10.20 332.8 9.10 292.00 2.00 341.90 \n", "4 7.40 243.60 16.80 13.0 14.20 321.80 5.00 18.30 \n", "5 8.00 247.20 25.70 29.5 20.80 333.50 7.30 28.50 \n", "6 7.50 250.60 25.80 37.9 21.20 340.20 7.20 36.50 \n", "7 7.60 250.60 28.20 37.8 22.50 341.20 8.20 39.60 \n", "8 7.60 253.20 17.90 50.3 15.40 354.50 5.00 50.50 \n", "9 6.80 244.00 13.30 34.9 12.20 341.30 3.50 40.60 \n", "10 7.50 247.00 12.70 18.0 11.30 324.90 3.80 37.90 \n", "11 7.50 247.00 13.20 26.8 12.00 334.60 3.80 37.90 \n", "12 7.00 251.60 13.90 37.2 11.90 342.60 3.90 40.00 \n", "13 7.80 253.20 16.70 54.8 14.30 354.20 4.90 58.50 \n", "14 6.90 258.50 20.00 55.0 17.20 0.20 5.60 59.40 \n", "15 7.70 258.80 22.90 59.9 18.40 2.90 6.20 59.90 \n", "16 8.00 257.40 23.60 62.0 20.60 5.60 6.40 64.60 \n", "17 8.38 257.20 25.02 61.6 21.64 5.42 6.80 62.56 \n", "18 7.89 258.59 25.82 64.8 21.82 9.12 6.92 63.66 \n", "19 8.08 252.39 20.27 43.6 19.20 2.82 5.42 49.76 \n", "20 7.25 244.99 30.27 339.6 20.48 290.52 8.29 333.06 \n", "21 6.37 244.89 27.52 339.6 17.89 290.92 6.89 335.26 \n", "22 8.20 224.79 19.29 35.3 15.94 346.02 4.72 35.56 \n", "23 5.82 243.69 29.44 326.8 19.57 276.22 8.05 322.36 \n", "24 5.33 234.89 38.56 301.2 25.73 248.12 10.70 293.76 \n", "25 5.18 231.09 40.63 290.0 26.97 237.72 11.19 279.96 \n", "26 5.00 224.30 42.00 281.4 27.30 227.80 10.90 276.20 \n", "27 5.20 230.40 49.60 292.7 31.60 238.70 12.50 285.50 \n", "28 5.20 232.50 50.60 296.7 32.70 242.50 14.00 290.00 \n", "29 4.89 224.50 29.55 273.1 20.74 219.00 7.87 265.80 \n", "30 4.90 225.60 40.10 280.0 27.10 227.50 10.90 271.10 \n", "31 4.40 219.60 27.90 269.5 20.30 215.60 7.60 261.60 \n" ] } ], "prompt_number": 166 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don't have model output at all of the above locations. The model outputs are listed below. There is a location.nc file in the run directory for each of the stations listed below." ] }, { "cell_type": "code", "collapsed": false, "input": [ " stations = ['PortRenfrew','SheringhamPoint','PedderBay', 'Esquimalt',\n", " 'Victoria','CloverPoint','FinnertyCove', 'FulfordHarbour',\n", " 'TumboChannel','PatosIsland','WhalerBay', 'Tsawwassen',\n", " 'Sandheads', 'PointGrey','PointAtkinson','GibsonsLanding', 'WinchelseaIs',\n", " 'HalfmoonBay','IrvinesLanding','PowellRiver', 'LittleRiver', 'Lund',\n", " 'TwinIslets','CampbellRiver','MaudeIslandE', 'NympheCove',\n", " 'SeymourNarrows','BrownBay','ChathamPoint','KelseyBay','YorkeIsland']\n", "numsta=len(stations)\n", "#again with spaces because the text file likes that\n", "stations_obs = ['Port Renfrew','Sheringham Point','Pedder Bay', 'Esquimalt',\n", " 'Victoria','Clover Point','Finnerty Cove', 'Fulford Harbour',\n", " 'Tumbo Channel','Patos Island','Whaler Bay', 'Tsawwassen',\n", " 'Sandheads', 'Point Grey','Point Atkinson','Gibsons Landing', 'Winchelsea',\n", " 'Halfmoon Bay','Irvines Landing','Powell River', 'Little River', 'Lund',\n", " 'Twin Islets','Campbell River','Maude Island E', 'Nymphe Cove',\n", " 'Seymour Narrows','Brown Bay','Chatham Point','Kelsey Bay','Yorke Island']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 241 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can plot these locations on a map of our domain." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1, 1, figsize=(8, 10))\n", "ax.pcolormesh(X,Y,bathy,cmap='winter_r')\n", "\n", "for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " ax.plot(lon,lat,'.k',label=location)\n", " ax.annotate(stn, xy = (lon,lat), xytext = (5,5),ha = 'right', va = 'bottom',\n", " textcoords = 'offset points')\n", " print stn, location\n", " \n", "ax.axis([-126.1,-122,47,51])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 Port Renfrew\n", "1 Sheringham Point\n", "2 Pedder Bay\n", "3 Esquimalt\n", "4 Victoria\n", "5 Clover Point\n", "6 Finnerty Cove\n", "7 Fulford Harbour\n", "8 Tumbo Channel\n", "9 Patos Island\n", "10 Whaler Bay\n", "11 Tsawwassen\n", "12 Sandheads\n", "13 Point Grey\n", "14 Point Atkinson\n", "15 Gibsons Landing\n", "16 Winchelsea\n", "17 Halfmoon Bay\n", "18 Irvines Landing\n", "19 Powell River\n", "20 Little River\n", "21 Lund\n", "22 Twin Islets\n", "23 Campbell River\n", "24" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Maude Island E\n", "25 Nymphe Cove\n", "26 Seymour Narrows\n", "27 Brown Bay\n", "28 Chatham Point\n", "29 Kelsey Bay\n", "30 Yorke Island\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 168, "text": [ "[-126.1, -122, 47, 51]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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JJUBFUZQegAr3bsJHH33EK6+8wjfffMP4C/8NH/0VktMgWA7GQ3JyMk8//TQ3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L54zOcbfC2bmCon9rP5pqbuO+q6COhOeM8vneR9FRqaLRCRYOuB7Px57Uty3xU8+e9b7Pc+d2PM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"text": [ "" ] } ], "prompt_number": 168 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: Some day it would be worthwhile to place the numbers more carefully so that they don't overlap." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tidal Harmonics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a way of determing the amplitude and phase of M2/K1/O1/S2 from our model output. We will do this by fitting our model water levels to cosine curves with the known frequency of M2/K1/O1/S2." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#constants and fitting\n", "# M2\n", "M2freq = 28.984106 # degrees per hour\n", "M2freq = M2freq*np.pi/180. # radians per hour\n", "#K1\n", "K1freq = 15.041069*np.pi/180.\n", "#O1\n", "O1freq = 13.943036*np.pi/180.\n", "#S2\n", "S2freq = 30.000002*np.pi/180.\n", "#P1\n", "P1freq = 14.958932*np.pi/180.\n", "#N2\n", "N2freq = 28.439730*np.pi/180.\n", "#Q1\n", "Q1freq = 13.398661*np.pi/180.\n", "#K2\n", "K2freq = 30.082138*np.pi/180.\n", "\n", "# initial phase calculation\n", "# our start is currently Oct 26, 2002\n", "# data for phase output from bdytides.F90; found in ocean.output\n", "K1ft = 1.050578\n", "K1uvt = 296.314842\n", "M2ft = 0.987843\n", "M2uvt = 245.888564\n", "O1ft = 1.081364\n", "O1uvt = 312.950020\n", "S2ft = 1.0\n", "S2uvt = 0.0\n", "P1ft = 1.0\n", "P1uvt = 55.79460\n", "N2ft = 0.98784\n", "N2uvt = 353.570277\n", "Q1ft = 1.081364\n", "Q1uvt = 60.631733\n", "K2ft = 1.114095\n", "K2uvt = 52.129248\n", "\n", "# for start of Apr 21, 2003\n", "new = 'true'\n", "if new == 'true':\n", "\n", " K1ft = 1.065505\n", " K1uvt = 111.481741\n", " M2ft = 0.982328\n", " M2uvt = 250.506179\n", " O1ft = 1.105495\n", " O1uvt = 142.040782\n", " S2ft = 1.000000 \n", " S2uvt = 0.000000\n", " P1ft = 1.000000\n", " P1uvt = 241.335269\n", " N2ft = 0.982328\n", " N2uvt = 205.684028\n", " Q1ft = 1.105495 \n", " Q1uvt = 97.218631\n", " K2ft = 1.159036 \n", " K2uvt = 42.361669\n", "\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 242 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fit\n", "def double(x, M2amp, M2pha, K1amp, K1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 170 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 3 frequencies\n", "def triple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 171 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 4 frequencies\n", "def quad(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 172 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 6 frequencies\n", "def sextuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 173 }, { "cell_type": "code", "collapsed": false, "input": [ "# function for fitting 8 frequencies\n", "def octuple(x, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " P1amp, P1pha, N2amp, N2pha, Q1amp, Q1pha, K2amp, K2pha):\n", " return (M2amp*np.cos(M2freq*x-M2pha*np.pi/180.)+\n", " K1amp*np.cos(K1freq*x-K1pha*np.pi/180.)+\n", " O1amp*np.cos(O1freq*x-O1pha*np.pi/180.)+\n", " S2amp*np.cos(S2freq*x-S2pha*np.pi/180.)+\n", " P1amp*np.cos(P1freq*x-P1pha*np.pi/180.)+\n", " N2amp*np.cos(N2freq*x-N2pha*np.pi/180.)+\n", " Q1amp*np.cos(Q1freq*x-Q1pha*np.pi/180.)+\n", " K2amp*np.cos(K2freq*x-K2pha*np.pi/180.))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 174 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply this fit to our model output." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1,1,figsize=(12,5))\n", "for stn in (0,4,14,23):\n", " print stations[stn]\n", " fT1 = NC.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", " ax.plot(time,ssh)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "PortRenfrew\n", "Victoria" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "PointAtkinson" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "CampbellRiver" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XRv6r6JsmrjBNjCxLSCCPwhDLaQoty+AIJrtvWhbaWYZVQYH8QP69F1ZWat3L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esdgOnMbTiHffvfrh0oP04BIG2cqASSp58MBpzi/TDvYastY21EGwIdGYJAdEbcvkMOKnf/py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"text": [ "" ] } ], "prompt_number": 243 }, { "cell_type": "code", "collapsed": false, "input": [ "print ssh.shape\n", "print 25*48*2, 30*24*4" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(3840,)\n", "2400 2880\n" ] } ], "prompt_number": 244 }, { "cell_type": "code", "collapsed": false, "input": [ "#allocate space for our arrays\n", "M2_amp=[]; M2_pha=[]; K1_amp=[]; K1_pha=[]\n", "O1_amp=[]; O1_pha=[]; S2_amp=[]; S2_pha=[]\n", "P1_amp=[]; P1_pha=[]; N2_amp=[]; N2_pha=[]\n", "Q1_amp=[]; Q1_pha=[]; K2_amp=[]; K2_pha=[]\n", "\n", "M2_amp_obs=np.zeros(numsta); M2_pha_obs=np.zeros(numsta)\n", "K1_amp_obs=np.zeros(numsta); K1_pha_obs=np.zeros(numsta)\n", "O1_amp_obs=np.zeros(numsta); O1_pha_obs=np.zeros(numsta)\n", "S2_amp_obs=np.zeros(numsta); S2_pha_obs=np.zeros(numsta)\n", "P1_amp_obs=np.zeros(numsta); P1_pha_obs=np.zeros(numsta)\n", "N2_amp_obs=np.zeros(numsta); N2_pha_obs=np.zeros(numsta)\n", "Q1_amp_obs=np.zeros(numsta); Q1_pha_obs=np.zeros(numsta)\n", "K2_amp_obs=np.zeros(numsta); K2_pha_obs=np.zeros(numsta)\n", "\n", "ts = 240\n", "te = ssh.shape[0]\n", "\n", " \n", "for stn in range(numsta):\n", " fT1 = NC.Dataset(name+stations[stn]+'.nc','r')\n", " time = fT1.variables[\"time_counter\"][:]/3600. # want hours not seconds\n", " ssh = fT1.variables[\"sossheig\"][:,0,0]\n", "\n", " fitted, cov = curve_fit(octuple,time[ts:te],ssh[ts:te]) \n", " if fitted[0] < 0:\n", " fitted[0] = -fitted[0]\n", " fitted[1] = fitted[1]+180\n", "\n", " M2_amp.append(fitted[0]*M2ft)\n", " pha = fitted[1]+M2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " elif pha < 0:\n", " pha = pha+360\n", " if stn == 6:\n", " print pha\n", " M2_pha.append(pha)\n", "\n", " if fitted[2] < 0:\n", " fitted[2] = - fitted[2]\n", " fitted[3] = fitted[3] + 180\n", " K1_amp.append(fitted[2]*K1ft)\n", " pha = fitted[3] + K1uvt\n", " if pha > 360:\n", " pha = pha-360\n", " K1_pha.append(pha) \n", " \n", " if fitted[4] < 0:\n", " fitted[4] = -fitted[4]\n", " fitted[5] = fitted[5]+180\n", " O1_amp.append(fitted[4]*O1ft)\n", " pha= fitted[5]+O1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " O1_pha.append(pha) \n", " \n", " if fitted[6] < 0:\n", " fitted[6] = -fitted[6]\n", " fitted[7] = fitted[7]+180\n", " S2_amp.append(fitted[6]*S2ft)\n", " pha= fitted[7]+S2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " S2_pha.append(pha) \n", " \n", " if fitted[8] < 0:\n", " fitted[8] = -fitted[8]\n", " fitted[9] = fitted[9]+180\n", " P1_amp.append(fitted[8]*P1ft)\n", " pha= fitted[9]+P1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " P1_pha.append(pha) \n", " \n", " if fitted[10] < 0:\n", " fitted[10] = -fitted[10]\n", " fitted[11] = fitted[11]+180\n", " N2_amp.append(fitted[10]*N2ft)\n", " pha= fitted[11]+N2uvt\n", " if pha > 360:\n", " pha=pha-360\n", " N2_pha.append(pha) \n", " \n", " if fitted[12] < 0:\n", " fitted[12] = -fitted[12]\n", " fitted[13] = fitted[13]+180\n", " Q1_amp.append(fitted[12]*Q1ft)\n", " pha= fitted[13]+Q1uvt\n", " if pha > 360:\n", " pha=pha-360\n", " Q1_pha.append(pha) \n", " \n", " if fitted[14] < 0:\n", " fitted[14] = -fitted[14]\n", " fitted[15] = fitted[15]+180\n", " K2_amp.append(fitted[14]*K2ft)\n", " pha= fitted[15]+K2uvt\n", " if pha > 360:\n", " pha = pha-360\n", " if pha < 0:\n", " pha = pha + 360\n", " K2_pha.append(pha) \n", "\n", " #now the observations\n", " location=stations_obs[stn]\n", " M2_amp_obs[stn]=harm_obs.M2_amp[harm_obs.site==location]/100\n", " M2_pha_obs[stn]=harm_obs.M2_pha[harm_obs.site==location]\n", " K1_amp_obs[stn]=harm_obs.K1_amp[harm_obs.site==location]/100\n", " K1_pha_obs[stn]=harm_obs.K1_pha[harm_obs.site==location]\n", " \n", " #O1/S2/P1/N2/Q1/K2 are in the other file\n", " if (harm_other.site==location).any():\n", " O1_amp_obs[stn]=harm_other.O1_amp[harm_other.site==location]/100\n", " O1_pha_obs[stn]=harm_other.O1_pha[harm_other.site==location]\n", " S2_amp_obs[stn]=harm_other.S2_amp[harm_other.site==location]/100\n", " S2_pha_obs[stn]=harm_other.S2_pha[harm_other.site==location]\n", " P1_amp_obs[stn]=harm_other.P1_amp[harm_other.site==location]/100\n", " P1_pha_obs[stn]=harm_other.P1_pha[harm_other.site==location]\n", " N2_amp_obs[stn]=harm_other.N2_amp[harm_other.site==location]/100\n", " N2_pha_obs[stn]=harm_other.N2_pha[harm_other.site==location]\n", " Q1_amp_obs[stn]=harm_other.Q1_amp[harm_other.site==location]/100\n", " Q1_pha_obs[stn]=harm_other.Q1_pha[harm_other.site==location]\n", " K2_amp_obs[stn]=harm_other.K2_amp[harm_other.site==location]/100\n", " K2_pha_obs[stn]=harm_other.K2_pha[harm_other.site==location]\n", " #Mask the arrays so that we can do statistics without the 0's throwing thigns off.\n", " O1_amp_obs =np.ma.masked_values(O1_amp_obs, 0)\n", " O1_pha_obs =np.ma.masked_values(O1_pha_obs, 0)\n", " S2_amp_obs =np.ma.masked_values(S2_amp_obs, 0)\n", " S2_pha_obs =np.ma.masked_values(S2_pha_obs, 0)\n", " P1_amp_obs =np.ma.masked_values(P1_amp_obs, 0)\n", " P1_pha_obs =np.ma.masked_values(P1_pha_obs, 0)\n", " N2_amp_obs =np.ma.masked_values(N2_amp_obs, 0)\n", " N2_pha_obs =np.ma.masked_values(N2_pha_obs, 0)\n", " Q1_amp_obs =np.ma.masked_values(Q1_amp_obs, 0)\n", " Q1_pha_obs =np.ma.masked_values(Q1_pha_obs, 0)\n", " K2_amp_obs =np.ma.masked_values(K2_amp_obs, 0)\n", " K2_pha_obs =np.ma.masked_values(K2_pha_obs, 0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "351.698240166\n" ] } ], "prompt_number": 266 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model data is saved in lists M2_amp, M2_pha, K1_amp, K1_pha. We have also saved the observations in M2_amp_obs, etc.\n", "\n", "We can compare model and observations by plotting." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting M2\n", "labels=['JdF/Islands','SoG','North']\n", "split1=8; split2=20\n", "fig=tidetools.plot_scatter_pha_amp(M2_amp,M2_amp_obs,M2_pha,M2_pha_obs,'M2',figsize=(14,6),\n", " split1=split1,split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 246, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3s6fN7AUze8XMrgufH25m88zsdTOba2ZDk15zaVinXjWzqmy11d159913Wb9+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\nCzERsVbS54EeYDxwSUSslPTZtPw7EXGDpMMlrQJeAv6iWe0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"text": [ "" ] } ], "prompt_number": 246 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - K1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(K1_amp,K1_amp_obs,K1_pha,K1_pha_obs,'K1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 247, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+QlVVFbW1tWzcuJGSkpL6IgPASy+9RF1dXWS7pqaGNWvWRLbfffddjjvuOKZP\nn84dd9zB+PHjmT9/frvaYWbccsst/OIXv2D79u2R/fPnz2fUqFF8+ctfJisri6lTpzJmzBgee+yx\nyPMuv/xyjj76aLKysugZ/kQ4uv31brjhBvLy8jjssMMYP348L774YrvaKNKtqQem2zKzLDN7EdgG\nLHX3VwgCzLbwKduAweHHhxLUpnqbCGpXh73//vtMmTKFDz/8kJqaGt5//31KSkqoqqqKnLNq1Spq\namoi23v37m3QG1JZWcm4ceO48cYbufPOO5k8eTL33Xdfu9qhOiWS4tQD06JkhxiAxgNpO9Vfvnr1\nanr06HHgYu5s3ryZPXv2RPYdcsghDZ6TnZ1NYWFhZPuee+5h586dkQKyd+9err322na35dhjj+UL\nX/gCd9xxR2S88JYtWxq8FkBhYSFbtmyJbB922GFNrhVrvPGQIUMij3Nzc+M2v0ck4yjAdGvuXufB\ncLJhwL+Z2fhGx+t7QJq9RGde/5VXXmlQpwD279/PW2+9FdkuLCxs8HM/JyeHESNGRLbnzp3L1q1b\n2bdvHxDUqeuuu67dbVGdEklRCjCtSnbV3gxE/yQcFt7XxPTp0yOPi4uLKS4ujnnBoUOHNuhlAejV\nqxf9+vWLbM+ZM4fS0lKysrLYv38/Z511Fueff37k+K5du6itrW1wjY8++qhNb6ixH/zgB4wbN47y\n8nIADj30UN5+++0G57z99tt8/vOfj2w3LgSaMCnShTI4wCxbtoxly5Yluxlpw913m9l84ERgm5kN\ncfd3zewQ4L3waXGpU9XV1Q32VVdXM3jw4Mj2jBkz+MxnPkNtbS11dXUce+yxXHXVVZHje/bsYf/+\n/Q2uEd2T0x6qUyIpJoMDTJfWqY6OQ2vrFy3PiZkEPBF+XAQ828x5LY2ja6Curs4vvvhi79u3r/fv\n399zc3P9kUceaXLe1q1b/bHHHvOnn37a6+rqGhxbtmyZ5+bmRsYi5+Tk+Le//e2YbYhl+PDhvnjx\n4sj2f/7nf/rAgQN9/PjxvmPHDs/Pz/eHH37Ya2pq/JFHHvEBAwb4jh073N29uLjY77///gbXmzp1\nqn/3u99tsM/M/F//+ldk+7LLLouMa05FzX0PRRIqw+fANIbmxMSqJ4OA/PDjHOBvwFnAnYTnvhBM\n6r8j/PgY4EUgGzgC+BdgMa7b0vegieuvv95zc3O9X79+npub6z/5yU+anLNjxw6fP3++L1261Gsa\n/Vt99dUJyMH8AAAgAElEQVRXG9SpPn36eFlZWczXikV1KjbVKkm6DJ8D01hn6lS8i8UcYAtQTTD3\n5SvA14CvRZ3zS2A98A9gXDPXaemNN1FXV+dLly712bNn+9q1a9v51xmYO3euFxYWekFBgV999dVe\nXV3d5uc2Lg7vvPOO9+nTx8ePH+/u7itWrPATTzzRDzroIP/0pz/tTz/9dOTcWJMjV65c6aNGjfIB\nAwb4t771LXdvWhwuv/xy/973vteh95oIKgySdN0swLgrxMT6Ao4D/h4OJv8E/ju8fyDwJPA6sLA+\n6ISPfTdcp9YBpc1ct6XvQUzPPvusz5o1y1944YVmz2nJ4sWLfeTIkT5o0CC/+OKLvbKyss3PVZ2K\nTbVKkqqbBRj3ztUpC56f2szMY7XTzEiH9ou+V5JkGTyErCXh/3ca55MAqlOZQd8vSZoMHkLWks7U\nqVSY2C8iEj/dNMCIiEia6KYBprMUYkQkcynAiIhIKlOA6TCFGBHJTAowIiKSyhRgOkUhRkQyjwKM\niIikMgWYTlOIEZHMogAjIiIpJhSCkpLga8X9CjBdQZVdRDKHAoyIiKSYUAgmTrwV+DGj2csnFzlQ\npwDTSaruIpIZFGBERCTFHAgwNzEaeBbID/+5Z9o0JijAdFja3ydG0kc6/FuTNKUAE5PuE5M4qlOZ\nQ7VKusqtt4a46aYKYCmjqW0QYM4ETp8wgYULFya1jcnWmTqV1lVeP2hERAFGUpnqlEj3FAqF+N73\nyoCqJj0wZwJVyWxchtDEfhFJXwowIiKSgioqKnBvKcD0pLy8PHkNzAAKMSKSnhRgREQkRW3fvj1G\ngDGq6AkcxWWX/YXS0tKktjHdKcSISPpRgBERkSQIhUKUlJRQUlJCKBRq9rzhH38cowfmU0ANRx21\nnpkzFWA6S1VfRNKLAoyIiCRBKBSirKyMqqpgQNiKFSuYN29epEcltD5ExcoKDtvyEQ++/jr9aTyE\nbBA5OfCrXyWn/ZkmrVcnE5FuRgGmXbQ6WeKoTolkvpKSEhYtWtRg34TwCmOh9SEm/2gyRyyu5tkt\nkF8Hz5kx3p0qICsrhxNOmMftt5eiUWQHdNvVyUSkG1GAERGRFDXt3mkcMbuaZ/cfGEL21cnDOX3v\nCADKy8s1B6aLqSdGRFKfAkyHqCcmcVSnRDJf4+FkOTk5zJs3D46C8rPOZsXG/Q3mwOQcO5AdL+9I\nZpNTXmfqlCb2i0hKaHaypAKMiIikgNLSUubNm8eECROYMGFCJMBc/8sprNi0v8kyyoX5hcltcIZT\nT4yIJEUoFKKiogKAM844g1tuuYXq6moAsrOzeeyxxyjNy1OA6QT1xCSO6pRI93TFjz9Dxc3PkL+v\nYYDJ7pPNY39+TEPIWtGZOqUQIyIJ17hLPvxDrME5l40axcy331aA6QSFmMRRnRLphtato/LE4+i3\nt5Znh8KZn4WqVTAwZyAPVzysANMGCjEiklZirfASrQhYBvQGBZhOUIhJHNUpkW5m3TooKoLdu1k1\nzCi+1KnKhpyeOcy7cB6lIxRg2kJzYkQkYxQBS1GAERGR1BE9b3PF/fdHAgynnMLuJ+Zx+pgJTDhy\nggJMAqknRkQSJhSCigrYvj3EK6+UUV1dP5wsG/c6iqhlKdAHWJpXxPgdyxVgOkE9MYmjOiWSuaKH\nQI8mmPuSD3DKKbBkCeTmJreBaUz3iRGRlBcKQVkZBNNgSsnOnsfYsRUMGgTbt5fT+4VXWcp36EMd\nf6aI35y0nPEKMCIikmQVFRVNAsyzwJ5p05igAJM0Gk4mIgkxbVp9gAlUV5cyaNBCFi5cyK8vyWMp\n08IBZgqX9FnOtf+tACMiIsm3fe/2JgHmTOCuX/0qqe3q7hRiRCTuQiF48cWm+7dvB1aupGjaePqw\nj2cKpvCbs/7IH//cEy3qIiIiyXbr325l78AXmgSYqpafJgmgjzpFJO4qKiDWdIHjP2p4I8vT/vhH\nFmgImYiIpIDQ+hCz/3ATzy5sGmCysrMoLy9PbgO7OfXEiEjcbd/edF8RK7lvfcMbWYYW96SkBEpK\ngt4bERGRZPnDn25h5f0EN7IcCmdOhaojgSPhhGtO0H1gkkwhRkQ6LBSi1dARCsErrzTcV8RKljKe\n7LqGAaasDBYtCr7KyhRkREQk/kKhEOPGjePggw9m3LhxhEIhWLeOn92y6kCAuQyqxgCXgl1q3P61\n25Pd7G5PSyyLSIc0XG0McnJg3jyazGUpKQlCSb36ANOHfQ3uA9P4PIAJE2Dhwvi+j0ymJZYTR3VK\nJD2FQiEmT55MdXV1ZN9xvXqxJjubXh99xHPDjPHhG1nW+9H4H3Hjv92YhNZmHt3sUkQSrqKi4Wpj\nVVXBvnr1vTRr1hzY11yAERERSYaKiooGAWY08LeaGnp99BGccgofPjGPMYePZWDOQMYOGcuCLy9Q\ngEkR+u1BRLpc414aaBhgthVNYXCjAFNeDitWNOzZ0ZxJERFJlOhllNfm5XH0kiVMyM1lwnFTktwy\niUU9MSLSIeXlQdCol50dTOAvKWl6T5giVrIsOsAsb9oDU1oaDEebMCH4ijU0TUREpCuVl5eTnZ3d\nIMA8Z8amhx4C3cgypWlOjIh0WCgUDCHbvj2YvF/fI5+VBXV1wWMNIUsezYlJHNUpkfS14v77OeHr\nX6f//v38MzeXbQ8/zIQp6n1JhM7UKYUYEem0WJPys7Lg5LpGQ8hi9MBI/CjEJI7qlEiaWrcOiopg\n92445RRYskQ9MAmkif0ikhQNJ++HgJLwV4hLRqzkqSwFGBERSVFRAWbXCaM556t9KfnTuYTWa33/\ndKCeGBFpUf2QMQjmwdTPU2k4eT8ElBHcxxiKyGZ5D6fn/hoNIUsi9cQkjuqUSJppFGCOmvI2H2R9\nDEBOzxzmXTiP0hGamBlv6okRkbioDyqxbkDZcInlCg4EGFhKtQKMiIikpkZDyC65emgkwABU1VZR\nsbKihQtIKlCIEZFmtXYvmMaCAAN9gGcKChRgREQktcSYA7Ovd49kt0o6QCFGRDqk4RLL5RSRHQkw\nj2dlUTlzpgKMiIikjmYm8ZefWk5OzwP3DMjpmUP5qbpRWapTiBER4MAk/ZKSA0PGGt8LJvoGlNH3\ndbnmpDyW9/BID0zvxx+nZNKkhL8HERGRmFpYhax0RCnzLpzHhCMnMOHICZoPkyY0sV9EGk3SD8JK\n/c0mm5vYH7FyJYwfD/t0H5hUo4n9iaM6JZLCtIxyytJ9YkSkU2Ld52XCBFi4sJUnKsCkNIWYxFGd\nEklRCjApTauTiUjiKcCIiEgqaxRgFv12GiV/OpeSWSW6F0wGUE+MiLQ4nCwmBZi0oJ6YxFGdEkkx\nMQLMlMcuoqo2KHS6F0xqUE+MiHRK9CT9CRMUYEREJI3FGEJ214u/igQY0L1gMoF+8xARIAgtzQaX\negowIiKSyjQHpttQT4yItI0CjIiIpLIWAozuBZN54hpizGyima0zszfM7PoYxweZ2QIze9HMXjaz\ny+PZHhHpIAUYyRBmdpiZLTWzV8J155pGx8vNrM7MBkbtmxauY+vMrCTxrRaRVrXSA6N7wWSeZif2\nm9kv2vD83e5+UzPP7wG8BnwO2Aw8D1zk7mujzpkO9Hb3aWY2KHz+YHevbXQtTZgUSRYFmLSlif1N\nmdkQYIi7v2hm/YA1wLnuvtbMDgN+C4wGTnT3D8zsGOBh4CRgKPAkMMrd6xpdV3VKJFk0hCxtxWti\n/2RgNcEP+NUxvtYAX2zh+ScD6919g7vXAI8AUxqdsxXICz/OA3Y0DjAikkQKMJJh3P1dd38x/LgS\nWAscGj78E+C6Rk+ZAsxx9xp33wCsJ6hvIpIKFGC6rZZ+G/mpuz/Y0pPNbEALh4cC70RtbwJOaXTO\nb4ElZrYF6A9c0NLriUgCRQWYZwoKuKWykmsXL6a01dn/IunBzIYDY4HnzGwKsMnd/2nW4EPBQ4Fn\no7Y3EdQ3EUk2BZhurdmeGHf/n9ae3Mo5belX/y7worsfCnwK+JWZ9W/D80QknqICzONZWfzb++8T\nWryYsrIyQiHdIEzSX3go2R+BbwF1BPXo5uhTWni6xo2JJJsCTLfX6rgQMzsS+CYwPOp8d/fJrTx1\nM3BY1PZhBJ9gRTsNuDV8wX+Z2VsEY5FXN77Y9OnTI4+Li4spLi5ureki0hGNemDK3n+f/eFDVVVV\nVFRUqDcmRS1btoxly5Yluxkpz8x6AX8CZrv7n83sOIIa949wL8wwYI2ZnULTWjYsvK8J1SmRBFGA\nSVtdWaeandgfOcHsn8D9wMsEn1ZBEGKeauV5PQkm6p8FbAFW0XRi/08IFgf4gZkNJphnc7y7f9Do\nWpowKZIIjebATKysJLR4cYNTJkyYwMKFC5PUQGkPTexvyoKU8iDBHMxrmznnLZpO7D+ZAxP7RzQu\nSqpTIgmiAJNROlOn2jJD92N3/3l7L+zutWZ2NRACegAPhFd/+Vr4+L3AbcAMM/sHwdC26xoHGJHu\nLBQKUVER3FG4vLw8vj0gMSbxX7t4MX975hmqqoK7HOfk5FBernX1JXnMrC3/ACvDNSaWzwD/DvzT\nzF4I7/uuu/816pxIGnH3V83sD8CrQC1wldKKSJIowEiUtvTEXAIcRRBG9tXvd/e/x7dpDdqgmiHd\nTigUoqysrEGAmDdvXnyCTAurkCU0SEmXysSeGDPbCvympVOAL7v7yAQ1KXhR1SmR+FKAyUidqVNt\nCTF3AJcQLCsZWRff3cd35AU7QsVBuqOSkhIWLVrUYF9chnJpGeWMlaEh5i53/+/OntPVVKdE4kgB\nJmPFezjZl4Aj3L26Iy8gIilMAUbSTFvCSaIDjIjEkQKMNKMtv628BAwAtsW5LSISpby8nBUrVnR6\nPkpofYiKleHhYKeWUzoiPBxMAUbSWHhujHNgKWQHdgNr6m9mKSJpTgFGWtCW4WRPAccDz3NgTkxb\nlljuMuqml+6qs/NRQutDlM0to6o2HIR65jDvwnmUvp+nANMNZOJwsnpm9jDwaeBxgiBzNsGHboXA\nH939xwluj+qUSFdSgOkW4j0npjjG7laXWO5KKg4iHVMyq4RFbzacV3PN/pP42Z3/VIDpBjI8xCwH\nPu/uleHtfsATwESC3pijE9we1SmRrqIA023EdU6Muy/ryIVFJPUUvQN3PbgGausUYCTdFQDRczVr\ngMHuvtfMPk5Sm0SksxRgpI2ymjtgZn9p7cltOUdEkqf81HJyeuYAQYBZOhOyFWAkM/weeM7Mbjaz\n6cAzwMNm1pfgni4ikm4UYKQdmh1OZma7gb+18vxPuvsRXd6qpm1RN71IB4XWh3jioe9x1+1rIgFm\n4ZVXcvdPfwro3i+ZLJOHkwGY2UnAaeHNp919dRLbojol0hkKMN1SXObENDMXprF97r6yIy/cHioO\nIp3QaBWyhVdeyblf/GJibqIpSdUNQsxngZHu/jszKwD6uftbSWqL6pRIRynAdFtxndifClQcRDoo\nxjLKJZMmJeYmmpJ0mRxiwkPITgRGu/soMxsK/MHdP5Ok9qhOiXSEAky31pk61eycGBFJPaH1IUpm\nlVAyq4TQ+lDLJ+s+MJLZyoApwEcA7r4Z6J/UFolI+yjASCcoxIikifp7vix6cxGL3lxE2dyy5oNM\nCwGmvLycnJycyKkdvYmmSJLtc/e6+o3whH4RSRcKMNJJbQoxZpZrZqPj3RgRaV7FyorITSsBqmqr\nqFhZ0fTEVnpgSktLmTdvHhMmTGDChAmaDyPp6lEzuxfIN7MrgcXA/Uluk4i0hQKMdIFWx5aY2WTg\nLqA3MNzMxgI/cPfJ8W6ciLRTG4eQlZaWKrhIWnP3u8ysBNgDjAK+5+6LWnmaiCSbAox0kbYMkJ8O\nnAIsBXD3F8zsyHg2SkSaKj+1nBUbV0R6Y3J65lB+atQwMM2BkW7G3RcCWpFCJF0owEgXastvODXu\nvsuswcIBdc2dLCLxUTqilHkXzosMISs/tZzSEeHeFAUY6SbMrBJobhkwd/e8RLZHRNpIAUa6WFt+\ny3nFzL4M9DSzkcA1BHdGFpEEKx1ReiC41FOAkW7E3fsBmNmPgC3A7PChLwOHJqtdItICBRiJg1bv\nExNe8eVGoCS8KwT80N0/jnPbotug9fdFYlGAkRZk+H1i/unux7e2L4HtUZ0SiUUBRlqgm12KdEcK\nMNKKDA8xK4FfAXPCu6YC33D305LUHtUpkcYUYKQVcQkxZvZ41KYD0S/giVydTMVBpBEFGGmDDA8x\nRwA/A+pDy9PAt9x9Q5LaozolEk0BRtogXiGmOPywDBhCMO7YgIuAbe7+7Y68YEeoOIhEUYCRNsrk\nEJNqVKdEoijASBvFdTiZma1x9xNb2xdPKg4iYQow0g6ZGGLM7Ep3v6+z53Q11SmRMAUYaYfO1Km2\n/PaTa2ZHufu/wi92JKB/jSKJpgAjAnCDmW2n4RDnevVDn78NJDTEiAgKMJJQbfkN6FpgqZm9Fd4e\nDlwZtxaJSFMKMCL1/gac08o5ugGmSKIpwEiCtWl1MjPrA4wh+JRrnbvvi3fDGr2+uuml+1KAkQ7K\nxOFkqUp1Sro1BRjpoHjPibmMhquTOYC7P9SRF+wIFQfpLkKhEBUVFQCUl5dTmpenACMdphCTOKpT\n0m0pwEgnxHtOzEmEgwvQBzgL+DuQsBAj0h2EQiHKysqoqqoCoPqpp/icOz1qahRgREQk9SjASBK1\n+huRu18dvW1m+cDcuLVIpJuqqKiIBJgiYEF1NT1AAUZERFKPAowkWVYHnrMXOKKrGyKSyULrQ5TM\nKqFkVgmh9aEWzy0ClhJ0ez5TUKAAIxKDmQ0xswfMbEF4+xgzuyLZ7RLpFhRgJAW0+puRmT0etZkF\nHAP8IW4tEskwofUhyuaWUVUb9LKs2LiCeRfOo3REaYPzysvLqX7qKRZUV9MHeDwri94zZyrAiMQ2\nE5gB3BjefoOgNj2QrAaJdAsKMJIi2vLb0d0cmNRfC7zt7u/Er0ki6S+0PkTFymCC/va92yMBBqCq\ntoqKlRVNQkxpXl4wB4agB6b3zJmUTJqUyGaLpJNB7j7XzG4AcPcaM6tNdqNEMpoCjKSQtoSYs939\nuugdZvZjd78+Tm0SSWuNe16yGo/aXA9rHl1DyaySYAWy0tLIMsr1k/hP0xAykdZUmtnB9RtmVgTs\nTmJ7RDKbAoykmLYssfyCu49ttO8ldz8uri1r+HpaulLSRsmsEha9uajBvizLos7rYD3wCEGfJpCT\nk8OSW2+laNo0LaMsXS6Tl1g2sxOBXwDHAq8ABcAX3f0fSWqP6pRkLgUYiZO4LLFsZv8FXAUcZWYv\nRR3qDzzdkRcT6a5OGHwCg3IHsebRNXxQ+8GB/VVVjPvOd6CuTgFGpB3cfY2ZnQGMDu96zd1rktkm\nkYykACMpqqXVyR4GzgEeA74QfnwOcKK7fzkBbRNJS+WnlpPTMyeyndMzh/OPPr/JefWrkGUrwIi0\nm5ldAOS4+8tAGTDXzMYluVkimUUBRlJYs8PJzCzP3T8MjzlucpK7fxDjaXGhbnpJN9ET+88oPINb\nl98azJEJDycrqj2wjPK2oiIGL1+uACNdLsOHk73k7seZ2enAjwgWofm+u5+cpPaoTklmUYCRBOhM\nnWopxMx397PNbAOxQ0zC7hWj4iDprPEcmaKVsGwh9HYFGImvDA8xL7r7p8zsDuAld/99rDmcCWyP\n6pRkDgUYSZC4zIlx97PDfw7vYLtEpJGid2Dpk0GAYcoUBmsImUhHbTaz+4AJwB1m1oeO3cBZRKIp\nwEiaaKknpsWxxe7+97i0KHZb9AmXpK36JZdPeKuKpTOhz37YdlYRgxeoB0biK8N7YvoCE4F/uvsb\nZnYIcJy7L0xSe1SnJP0pwEiCxWs42TJiDCOr5+7jO/KCHaHiIOkmek5M+anlHPTCq4y7+Dtk19Yp\nwEjCZHKIqWdmnyCYXgaAu29MUjtUpyS9KcBIEsQlxKQSFQdJJ41vdnnGlmwWz3R6VNdoFTJJqEwO\nMWY2GagADgXeAwqBte5+bJLaozol6UsBRpKkM3Wq1fHDZpZjZuVmNs/M/tfMrg2PPRaRGCpWVkQC\nTNE7sOCBagUYka73I+BU4PXwQjNnAc8lt0kiaUgBRtJUWyZBPgQcA/wc+CXB3ZFnxbNRIpmg6B0i\nc2CeGVugACPStWrcfTuQZWY93H0p8OlkN0okrSjASBpry29Ux7r7MVHbS8zs1Xg1SCTdlZ9aTvWK\np1gws5o+++HxMVn0fnimAoxI19ppZv2B5cDvzew9oDLJbRJJHwowkuba0hPzdzM7tX7DzIqANfFr\nkkh6K30/j8UzPdID03ve45SMmZTsZolkmnOBvcC1wAKCW8mek9QWiaQLBRjJAK1O7DezdcAo4B2C\n1coOB14DagF39+Pj3khNmJR0sXIljB8P+/ZpDowkXSZP7E81qlOSNhRgJIXE5WaXUSZ25MIi3Y4C\njEjCmNn5wB3AYKC+ALq75yWvVSIpTgFGMkirw8ncfQOwG8gDBtZ/ufuG8LFmmdlEM1tnZm+Y2fXN\nnFNsZi+Y2cvhe9OIpB8FGJFEuxOY7O557t4//NWmAGNmvzOzbWb2UtS+k81sVbgePW9mJ0Udmxau\nY+vMrCQO70Uk/hRgJMO0ZTjZD4HLgTeBuvr9rd3s0sx6EAw7+xywGXgeuMjd10adkw88DZS6+yYz\nGxRebabxtdRNL6lLAUZSVCYPJzOzp939Mx187mcJFgF4yN2PC+9bBtzu7iEz+zxwnbuPN7NjgIeB\nk4ChwJPAKHeva3RN1SlJXQowkqLiPZzsQuAod69u57VPBtbX99aY2SPAFGBt1DkXA39y900AsQKM\nSEpTgBFJqPAwMoDVZjYX+DNQX5/c3f+3tWu4+3IzG95o91bgoPDjfIIP3yCoW3PcvQbYYGbrCerb\nsx1+EyKJpAAjGaotv229AgwAtrXz2kMJFgOotwk4pdE5I4FeZrYU6A/8zN11DxpJDwowIslwDsEi\nMwBVQOPhXa2GmGbcAKwws7sJhlrXr8p5KA0DyyaC+iaS+hRgJIO15Teu24AXzOxlYF94n7v75Fae\n15Z+9V7AOII7LecCK83sWXd/o/GJ06dPjzwuLi6muLi4DZcXiRMFGElBy5YtY9myZcluRly5++Vm\nZsAgd3+/Cy/9AHCNu88zsy8BvwMmNNeMWDtVpySlKMBICurKOtWWOTFrgXuAlzkwJ8bd/alWnlcE\nTHf3ieHtaUCdu/846pzrgRx3nx7evh9Y4O5/bHQtjTWW1KEAI2kiE+fEmNk5BAGjFtgPXOjuT3fg\nOsOBx6PmxHxYvzBAOCTtcveDzOwGAHe/I3xsAXCzuz/X6HqqU5I6FGAkTXSmTrXlZpeV7v5zd1/i\n7svCXy0GmLDVwEgzG25m2QRzax5rdM7/AaebWQ8zyyUYbvZqu96BSBcJhUKUlJRQUlJCKBSKvU8B\nRiTZbgM+6+6HAOcDt3fRddeb2Rnhx2cCr4cfPwZMNbNsMzuCYBj0qi56TZGupwAj3URbfvtabma3\nE/wgrx9Ohrv/vaUnuXutmV0NhIAewAPuvtbMvhY+fq+7rwt/qvVPgl6e37q7QowkXCgUoqysjKqq\nKgBWrFjBjTfeyK233hrZV/3UU3zOnR41NQowIslT6+7rANz9OTPr394LmNkc4AxgkJm9A3wfuBL4\nlZn1Jphrc2X4NV41sz8QfMBWC1ylLhdJWQow0o20ZTjZMmKM/21tieWupG56ibeSkhIWLVrUYN/A\ngQP54IMPACgClgJ9QAFG0kaGDifbBPyEAze4vDZq2939J0lql+qUJJcCjKShuC6x7O7FMV5wSEde\nTCQdRQeYZwoKOE0BRiSZ7idYzbK5bZHuRwFGuqE2/yYWvjHlF4GLgKMJlp0UyQjl5eWsWLEiMnQs\nJyeH//f//h+LbrmFBdXV9AEez8qi98yZCjAiSVS/EIyIhCnASDfV4nCy8GT7KQTB5VNAHnAusNzd\n9yekhaibXhIjFApRUVEBBKGmNC+P/WecQY+aGp4pKKBy5kxKJk1KcitF2i4Th5OlKtUpSQoFGElz\nnalTzYaY8MTHU4CFwB+Ap4D17n5ERxvaUSoOEi+h9SEqVoaDy6nllI4oDQ5oFTLJAAoxiaM6JQmn\nACMZIF5zYo4G3gPWAmvdfX+wdL5IZgitD1E2t4yq2vCKZBtXMO/CeZS+n6cAIyIiqUsBRqT5EOPu\nnzKzowmGki01s/eB/mY2xN3fTVgLReKkYmVFJMAAVNVW8cRD36P0zn8qwIikKDMrj9p0DqxS5gDJ\nWp1MJGEUYESAVib2u/tagvXzv29mnyYINKvMbJO7n5aIBookStE7cNeDa6C2TgFGJHX1Jwgso4GT\nCO5hZsAX0E0oJdMpwIhEtHqfmCZPMMsiuFvyU/FpUszX1Fhj6XLRw8mK3oGlM6HPfhRgJGNk8pwY\nM1sOTHL3PeHt/sAT7v7ZJLVHdUriSwFGMlBn6lRWe5/g7nWJDDAi8VI6opR5F87jmv0n8dSDWQow\nIunlE0BN1HZNeJ9I5lGAEWlCv6lJt1b6fl4wB0ZDyETSzUMEw5v/l2A42bnAg8ltkkgcKMCIxNTu\n4WTJoG56iQstoywZLpOHkwGY2YnA6eHNv7n7C0lsi+qUdD0FGMlwcVliWSvASEZTgBHJBLnAHnf/\nnZkVmNkR7v5Wshsl0iUUYERa1NJvbVoBRjKTAoxI2jOz6cCJBDXqd0A2MBv4TBKbJdI1FGBEWtXq\ncLJUWAFG3fTSZRRgpBvJ5OFkZvYPYCywxt3Hhvf9092PT1J7VKekayjASDcS79XJtAKMZAYFGJFM\nss/d6+o3zKxvMhsj0iUUYETarC2/wWkFGEl/CjAimeZRM7sXyDezK4GvAPcnuU0iHacAI9IubVqd\nLNkrwKibXjpFAUa6qUweTgZgZiVASXgz5O6LktgW1SnpOAUY6aY6U6faGmI+C4ysXwEG6JfIFWBU\nHGcfTnIAAB/USURBVKTDFGCkG8v0EJNKVKekwxRgpBuLa4iJXgHG3UeZ2VDgD+6esBVgVBykQxRg\npJvLxBBjZpWEl/qPwd09L5Htqac6JR2iACPdXFzuExOljPAKMADuvjm8QplI6lKAEclI7t4v2W0Q\n6RIKMCKd0pbf6va5e51ZEJK0AoykPAUYkYxlZgNbOu7uHySqLSIdpgAj0mlt+c1OK8BI+lCAEcl0\nf6f54WQARySqISIdogAj0iXaOrE/qSvAaKyxtIkCjEgDmTgnJlWpTkmbKMCINBD31cmSTcVBWqUA\nI9JEJocYM8sCvgwc4e63mNnhwBB3X5Wk9qhOScsUYESaiEuISaUVYFQcpEUKMCIxZXiI+Q1QB5zp\n7mPCc2UWuvunk9Qe1SlpngKMSExxWZ1MK8BIsoTWh6hYWQFA+anllI4obf5kBRiR7uoUdx9rZi9A\nMKHfzHolu1EiTSjAiMRFs7/taQUYSYbQ+hBlc8uoqq0CYMXGFcy7cF7sIKMAI9KdVZtZj/qN8I2Y\n65LYHpGmFGBE4qal3/i0AowkXMXKikiAAaiqraJiZUXTEKMAI9Ld/QKYB3zCzG4DvgjclNwmiURR\ngBGJq5aGkw1PYDtE2k4BRqTbc/fZZrYGOCu8a4q7r01mm0QiFGBE4i6rtRPMLMvMLjGz74e3Dzez\nk+PfNOmOyk8tJ6dnTmQ7p2cO5aeWHzhBAUakWzOzgfVfwDZgTvhrW2vDoEUSQgFGJCFaXWI5FVaA\n0aov3UuzE/sVYETaJRNXJzOzDQRDnQ04HNgZPjQAeNvdkzLUWXVKAAUYkXaK631izOyF+hVg3H1s\neN8/3P2EjrxgR6g4iAKMSPtlYoipZ2a/Bea5+xPh7c8DZe5+ZZLaozrV3SnAiLRbZ+pUq8PJ0Aow\nkmwKMCLS1Kn1AQbA3f8KnJbE9kh3pgAjknBtCTGNV4B5Grg9rq2S/9/evYfbVtf1Hn9/3EjiDVQ6\n3oAHJClMUUDwUsY204Naolkpoml6yjTNc/KUkKlUVppdrCxLU7IbRIAGhujO3FImFxU2IKBugUeQ\nIDPteE1of88fYyz2ZLEuc60155pjjPl+PQ/PHnPMMcf8fZlrjt/8jMtvaIEBRtLSbkzyS0kOTHJQ\nklcDn591ozSHDDDSTKx6OhlAkkPZPQLMBzd7BBgP088pA4y0IQM/new+wOuAx7Wzzgd+eVb3MLOf\nmlMGGGlDpnJNzBKjvCy8QcHm3uzSzmEOGWCkDRtyiFmQ5B4AVfWVGbfDfmreGGCkDdtIPzXOzS6X\nHAEGb3apaTHASFpFkocBfw7cp338BeD5VXXFTBum+WCAkWZu2WtiqurAdqjKbcAPVtV9quo+wFPb\nedLkGWAkjedtwM9V1QFVdQDwynaeNF0GGKkTxhli+Yqqeuhq86bJw/RzwgAjTdSQTydbaqj/zR7+\nf9F720/NAwOMNFHTOp1swY1Jfgn4S5pTy56DI8Bo0gwwktbm2iSvAf6Cpm86Abhmtk3SoBlgpE4Z\nZ4jl44H/QTPM8lnt9PHTbJTmjAFG0tq9kKY/Ogs4E/j2dp40eQYYqXPGGmIZZjsCjIfpB8wAI03N\nkE8n6xr7qQEzwEhTM9XTyRwBRlNjgJG0RknOYffImYtVVT1tk5ukITPASJ01zi/GhRFgPgSQZGs7\n77FTbJeGzgAjaX0eDdwAnApc2M673X3MpIkwwEidNs6vxrsuBBiAqtqe5G5TbJOGzgAjaf3uDzyR\n5trM44G/B06tqk/OtFUaFgOM1HnjXNh/bZLXJDkwyUHtSGWOAKP1McBI2oCqurWq3ldVP05zVGYn\n8OEkL5tx0zQUBhipF8YJMeseASbJsUmuTvKZJK9aYbmjktya5IfHWa96ygAjaQKS3CXJM2mG/v8Z\n4PdoRtAc9/XvTHJzkstH5r0pyVVJdiQ5K8neI8+d1PZjVyd50iRrUccYYKTeGHt0sjWvONkCfAr4\nAZr7ylwMHF9VVy2x3Dbg68ApVXXmEuty1Je+M8BIm26Io5Ml+Qvgu4Fzgb+pqstXeclS63gc8FXg\nz6vqYe28JwIfrKpdSd4AUFUnJnkI8NfAUcADgX8ADqmqXYvWaT/VdwYYadNNZXSyCYwAczSws6qu\na9d3GnAccNWi5V4OnEHTQWiIDDCSJucE4GvAK4BXJLfroqqq7rnaCqrqn5IcuGjetpGHFwLPbKeP\no7nm5hbguiQ7afq3C9ZbgDrIACP1zkq/JDc6AswDgetHHt8APGp0gSQPpOkgvp8mxLgba2gMMJIm\nqKrGOQ16o15I0/cBPIDbB5YbaPo3DYUBRuqllX5NbnQEmHECyZuBE6uq0uxOG9RpD3PPACOpZ5K8\nGvhWVf31Cou5w20oDDBSby37i7KqbgXeB7wvybfRBJkPJzm5qt4yxro/D+w/8nh/mj1Yo44ETmtP\nB9gXeHKSW6rq7MUrO/nkk2+b3rp1K1u3bh2jCZoZA4y06bZv38727dtn3YzeSvIC4CnAE0ZmL+7L\n9mvn3YH9VM8YYKRNN8l+asUL+5PcBXgq8GzgQOBs4J1VteQGfNFr96C5sP8JwI3ARSxxYf/I8qcA\n51TVWUs85wWTfWKAkTphiBf2T0p7Tcw5Ixf2Hwv8NnBMVf37yHILF/Yfze4L+79jcadkP9UzBhip\nE6Z1Yf/oCDC/stYRYKrq1nbc/vcDW4B3VNVVSV7cPv8n62mwOs4AI6njkpwKHAPsm+R64HXAScCe\nwLb27ICPVtVLq+rKJKcDVwK3Ai81rfScAUYahGWPxCTZRTMCzFLGGgFmUtzD1RMGGKlTPBKzeeyn\nesIAI3XKVI7EbNIIMBoKA4wkqcsMMNKgGFS0cQYYSVKXGWCkwTHEaGMMMJKkLjPASINkiNH6GWAk\nSV1mgJEGyxCj9THASJK6zAAjDZohRmtngJEkdZkBRho8Q4zWxgAjSeoyA4w0FwwxGp8BRpLUZQYY\naW4YYjQeA4wkqcsMMNJcMcRodQYYSVKXGWCkuWOI0coMMJKkLjPASHPJEKPlGWAkSV1mgJHmliFG\nSzPASJK6zAAjzTVDjO7IACNJ6jIDjDT3DDG6PQOMJKnLDDCSMMRolAFGktRlBhhJLUOMGgYYSVKX\nGWAkjTDEyAAjSeo2A4ykRQwx884AI0nqMgOMpCUYYuaZAUaS1GUGGEnLMMTMKwOMJKnLDDCSVmCI\nmUcGGElSlxlgJK3CEDNvDDCSpC4zwEgagyFmnhhgJEldZoCRNCZDzLwwwEiSuswAI2kNDDHzwAAj\nSeoyA4ykNTLEDJ0BRpLUZQYYSetgiBkyA4wkqcsMMJLWyRAzVAYYSVKXGWAkbYAhZogMMJKkLjPA\nSNogQ8zQGGAkSV1mgJE0AYaYITHASJK6zAAjaUIMMUNhgJEkdZkBRtIEGWKGwAAjSeoyA4ykCTPE\n9J0BRpLUZQYYSVNgiOkzA4wkqcsMMJKmxBDTVwYYSVKXGWAkTZEhpo8MMJKkLjPASJoyQ0zfGGAk\nSV1mgJG0CQwxfWKAkSR1mQFG0iYxxPSFAUaS1GUGGEmbyBDTBwYYSVKXGWAkbTJDTNcZYCRJXWaA\nkTQDhpguM8BIkrrMACNpRgwxXWWAkSR1mQFG0gwZYrrIACNJ6jIDjKQZM8R0jQFGktRlBhhJHTD1\nEJPk2CRXJ/lMklct8fwJSXYkuSzJR5IcNu02dZYBRpJmKsk+Sc5IclWSK5M8Ksm9k2xL8ukkH0iy\nz6zbOTMGGEkdMdUQk2QL8BbgWOAhwPFJDl202DXA91XVYcCvAm+bZps6ywAjSV3we8C5VXUocBhw\nNXAisK2qDgE+2D6ePwYYSR2SqpreypPHAK+rqmPbxycCVNUblln+XsDlVbXfovk1zXbOnAFG0hQk\noaoy63b0RZK9gUuq6kGL5l8NHFNVNye5H7C9qr5r0TLD7qcMMJKmYCP91LRPJ3sgcP3I4xvaect5\nEXDuVFvUNQYYSeqKg4AvJDklySeSvD3J3YD7VtXN7TI3A/edXRNnwAAjqYOmHWLG3i2V5PHAC4E7\nXDczWAYYSeqSPYAjgD+qqiOAr7Ho1LH2cMuAD7ksYoCR1FHT/sX8eWD/kcf70xyNuZ32Yv63A8dW\n1ZeWWtHJJ5982/TWrVvZunXrJNu5+QwwkiZs+/btbN++fdbN6LMbgBuq6uL28RnAScBNSe5XVTcl\nuT/wb0u9eHD9lAFG0oRNsp+a9jUxewCfAp4A3AhcBBxfVVeNLHMA8I/Ac6vqgmXWM6xzjQ0wkjaB\n18SsXZLzgf9VVZ9OcjKw8Kv9i1X1xvbazn2q6sRFrxtWP2WAkbQJNtJPTTXEACR5MvBmYAvwjqr6\njSQvBqiqP0nyp8AzgM+1L7mlqo5etI7hdA4GGEmbxBCzdkkeDvwpsCfwWeAnaPqv04EDgOuAH6uq\nLy963XD6KQOMpE3S6RAzCYPpHAwwkjaRIWbzDKafMsBI2kRdHp1MCwwwkqQuM8BI6hFDzGYwwEiS\nuswAI6lnDDHTZoCRJHWZAUZSDxlipskAI0nqMgOMpJ4yxEyLAUaS1GUGGEk9ZoiZBgOMJKnLDDCS\nes4QM2kGGElSlxlgJA2AIWaSDDCSpC4zwEgaCEPMpBhgJEldZoCRNCCGmEkwwEiSuswAI2lgDDEb\nZYCRJHWZAUbSABliNsIAI0nqMgOMpIEyxKyXAUaS1GUGGEkDZohZDwOMJKnLDDCSBs4Qs1YGGElS\nlxlgJM0BQ8xaGGAkSV1mgJE0Jwwx4zLASJK6zAAjaY4YYsZhgJEkdZkBRtKcMcSsxgAjSeoyA4yk\nOWSIWYkBRpLUZQYYSXPKELMcA4wkqcsMMJLmmCFmKQYYSVKXGWAkzTlDzGIGGElSlxlgJMkQczsG\nGElSlxlgJAkwxOxmgJEkdZkBRpJuY4gBA4wkqdsMMJJ0O4YYA4wkqcsMMJJ0B/MdYgwwkqQuM8BI\n0pLmN8QYYCRJXWaAkaRlzWeIMcBIkrrMACNJK5q/EGOAkSR1mQFGklY1XyHGACNJ6jIDjCSNZX5C\njAFGktRlBhhJGtt8hBgDjCSpywwwkrQmww8xBhhJUpcZYCRpzYYdYgwwkqQuM8BI0roMN8QYYCRJ\nXWaAkaR1G2aIMcBIkrrMACNJGzK8EGOAkSR1mQFGkjZsWCHGACNJ6jIDjCRNxHBCjAFGktRlBhhJ\nmphhhBgDjCSpywwwkjRR/Q8xBhhJUpcZYCRp4vodYgwwkqQuM8BI0lT0N8QYYCRJXWaAkaSp6WeI\nMcBIkrrMACNJU9W/EGOAkSR1mQFGkqZuqiEmybFJrk7ymSSvWmaZ32+f35Hk8BVXaICRJM3AOP0Z\nYICRpE0ytRCTZAvwFuBY4CHA8UkOXbTMU4DvqKoHAz8FvHXZFQ44wGzfvn3WTZiqIdc35NrA+iQY\nrz8DBh1ghv5dGXJ9Q64NrG+eTfNIzNHAzqq6rqpuAU4Djlu0zNOAdwFU1YXAPknuu+TaBhpgYPh/\noEOub8i1gfVJrXH6s8EGGBj+d2XI9Q25NrC+eTbNEPNA4PqRxze081ZbZr8l1zbQACNJ6rxx+rPB\nBhhJ6qJphpgac7mM9ToDjCRpNsbrzwwwkrRpUjVu1ljjipNHAydX1bHt45OAXVX1xpFl/hjYXlWn\ntY+vBo6pqpsXrWs6jZSkgauqxTuKtEZj9mf2U5K0Duvtp6Z5WONjwIOTHAjcCDwLOH7RMmcDLwNO\nazuJLy8OMGAnLEmaqVX7M/spSdpcUwsxVXVrkpcB7we2AO+oqquSvLh9/k+q6twkT0myE/ga8BPT\nao8kSeuxXH8242ZJ0lyb2ulkkiRJkjQNU73Z5VpN/OaYHbNafUlOaOu6LMlHkhw2i3aux7g3gkty\nVJJbk/zwZrZvo8b829ya5JIkVyTZvslN3JAx/jb3TXJekkvb+l4wg2auS5J3Jrk5yeUrLNPn7cqK\n9fV5u9IXY98IsyeS7JPkjCRXJbkyyaOS3DvJtiSfTvKBJPvMup3jWuo7kuRNbX07kpyVZO+R505q\nP8urkzxpNq0e3zL1HZ3korZPujjJUSPP9aa+JPsn+VCST7Z9z88uev6VSXYluffIvD7Vd5ckF7Z9\n65VJfqOdv+z3bQj1tc+9vP0OXpFk9PrC8eurqk78R3OIfidwIHBn4FLg0EXLPAU4t51+FHDBrNs9\n4foeA+zdTh/bl/rGqW1kuX8E3gs8c9btnvBntw/wSWC/9vG+s273hOs7GfiNhdqALwJ7zLrtY9b3\nOOBw4PJlnu/tdmXM+nq5XenLf+Nu//r0H839217YTu8B7A38JvAL7bxXAW+YdTvXUM8dviPAE4E7\ntdNvWKiH5maml7af5YHtZ3unWdewjvq2A/+znX4y8KE+1gfcD3hEO3134FML3y9gf+A84Frg3n2s\nr23zXdt/9wAuAL53ue/bgOp7PLANuHP73Levp74uHYmZ7M0xu2fV+qrqo1X1n+3DC1nunjndM96N\n4ODlwBnAFzazcRMwTn3PAc6sqhsAqurfN7mNGzFOff8K3LOdvifwxaq6dRPbuG5V9U/Al1ZYpM/b\nlVXr6/F2pS/G3f71QntE4nFV9U5orgdq/35u+560/z59Rk1cs6W+I1W1rap2tQ9HvxfHAadW1S1V\ndR3Nj6ijN6ut67HMNuBfacInNDvZPt9O96q+qrqpqi5tp78KXAU8oH36d4BfWPSSXtUHUFVfbyf3\npNkp8iWW/74Npb6fptkxeku7zMLvwjXV16UQM9mbY3bPeDdL2+1FwLlTbdHkrFpbkgfS/HG+tZ3V\np4uxxvnsHgzcuz3s/bEkz9u01m3cOPW9HfjuJDcCO4BXbFLbNkOftytr1aftSl+sddvedQcBX0hy\nSpJPJHl7krsB963do4feDPQm6I/hhez+XjyA5jNc0NfP80Tgt5N8DngTcFI7v7f1pRkd8HDgwiTH\nATdU1WWLFutdfUnulORSmu/Vh6rqkyz/fRtKfYcA35fkgiTbkzyyXXxN9XXpzpGTvTlm94zdziSP\np9mofs/0mjNR49T2ZuDEqqok4Y6fY5eNU9+dgSOAJwB3BT6a5IKq+sxUWzYZ49T3i8ClVbU1ycHA\ntiQPr6qvTLltm6Wv25Wx9XC70hdD+1vZg2Zb9rKqujjJm2l+EN+m3Y4Pou4krwa+VVV/vcJifaz1\nHcDPVtW7k/wo8E6aU+iW0vn6ktyd5kyOVwC7aPqk0XpW+k3R6fraI4KPaI+Cvr/dVo8+v9r3rW/1\nbaXZztyrqh7dXq91OvCg5Vax3Lq7dCTm8zTnNy7Yn9unsaW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"text": [ "" ] } ], "prompt_number": 247 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - O1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(O1_amp,O1_amp_obs,O1_pha,O1_pha_obs,'O1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 210, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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bWxvbrq6u5qWXXoptr1mzhgMOOIDJkydzww03MGrUKGbNmtWidpgZ11xzDb//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\n6RZ0/PHHbxpetWoVq1atGmY7F58BRtKQrV27lrV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"text": [ "" ] } ], "prompt_number": 210 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - S2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(S2_amp,S2_amp_obs,S2_pha,S2_pha_obs,'S2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 211, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BBrTnhAsXLuT8889n48aNbNmyhQ8//JCRI0fWFxkA3njjDerq6hLLtbW1vPzy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\ni4iZEfE2sskE/3qEfetlbUQcWmHbuMsSEY+l+sgmOScxVkv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"text": [ "" ] } ], "prompt_number": 211 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - P1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(P1_amp,P1_amp_obs,P1_pha,P1_pha_obs,'P1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 212, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ySWL9rFmzGDlyJN/4xjfo0KEDkyZNYs899+TBBx9MHHfOOeew11570aFDBzqF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\nuqS70zL3T/N9S9LXJK2U9EtJfzbCZ5wh6cuSjgbeAVwu6Z6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"text": [ "" ] } ], "prompt_number": 212 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - N2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(N2_amp,N2_amp_obs,N2_pha,N2_pha_obs,'N2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 213, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+8+bNY+TIkfTv35+LLrooq69BpGQowJQUd/8EGOPunwYOBcaY2eeAK4B57j4S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\nTL20zRGuQQJMuVxm7ty5vcPJACZMmODhZGY2Yj4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xs0brHOC7KZT9nOwzMR64WdKZwDPA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\notAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 213 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - Q1\n", "\n", "fig=tidetools.plot_scatter_pha_amp(Q1_amp,Q1_amp_obs,Q1_pha,Q1_pha_obs,'Q1',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 214, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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33nqrX3bZZf7MM8+kfJ+GqE6lplolkbNggXv37kGdOuoo902b8t2iVtWSOpXv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\nmQOMmQ0hDjH1cIAxM7M8c4AxsyHGIaYvDjBmZpZ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"text": [ "" ] } ], "prompt_number": 214 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plotting - K2\n", "\n", "fig=tidetools.plot_scatter_pha_amp(K2_amp,K2_amp_obs,K2_pha,K2_pha_obs,'K2',figsize=(14,6),\n", " split1=split1, split2=split2, labels=labels)\n", "\n", "ax_amp,ax_pha = fig.axes\n", "min_value, max_value = ax_amp.set_xlim(0, 1.2)\n", "ax_amp.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)\n", "\n", "min_value, max_value = ax_pha.set_xlim(0, 360)\n", "ax_pha.plot([min_value, max_value], [min_value, max_value], color='red',lw=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 215, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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733N391//+tdeVVXl//znP72iosKnTp3qO3bs8GnTpnmfPn38n//8p7u7H3/8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\n6Ohg9uzZzJ49m46Ojq03OoExM7NG5gTGzMYA5eE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"text": [ "" ] } ], "prompt_number": 215 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model performs well when the dots are close to the red line." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would like to save some statistics so that we can determine which runs give us the best match with observations. So, we will define some functions that will help us calculate statistics." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Mean Error (absolute value)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def mean(diff):\n", " return np.mean(abs(diff))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 186 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "RMS Error" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def rms(diff):\n", " return np.sqrt(np.mean(diff**2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 187 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Complex differences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a way of measuring distances in the complex plane. We can think of our tidal amplitude and phase as a point on the complex plane. So we would like to measure the distance between a point given by the model and a point given by the observations. The function below does this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def complex_diff(Ao,go,Am,gm):\n", " #calculates complex differences between observations and model\n", " #Ao, go - amplitude and phase from observations\n", " #Am, gm - amplitude and phase from model\n", " D = np.sqrt((Ao*np.cos(np.pi*go/180)-Am*np.cos(np.pi*gm/180))**2 + \n", " (Ao*np.sin(np.pi*go/180)-Am*np.sin(np.pi*gm/180))**2)\n", " \n", " return D" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 188 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some other things we will look at are\n", "\n", "$R = \\frac{A_m}{A_o}$, the ratio of modelled to observed amplitude and \n", "\n", "$\\Delta \\phi = \\phi_m - \\phi_o$, the difference betwen modelled and observed phase." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#R\n", "R_M2 = M2_amp/M2_amp_obs\n", "R_K1 = K1_amp/K1_amp_obs\n", "#delta phi (adjust so between -180, 180)\n", "Dphi_M2 = M2_pha-M2_pha_obs; \n", "Dphi_M2 = Dphi_M2 -360*(Dphi_M2>180) + 360*(Dphi_M2<-180)\n", "Dphi_K1 = K1_pha-K1_pha_obs\n", "Dphi_K1 = Dphi_K1 -360*(Dphi_K1>180) + 360*(Dphi_K1<-180)\n", "#Complex differences\n", "D_M2= complex_diff(np.array(M2_amp_obs),np.array(M2_pha_obs), np.array(M2_amp)*1.03,np.array(M2_pha)+2.3)\n", "D_K1= complex_diff(np.array(K1_amp_obs),np.array(K1_pha_obs), np.array(K1_amp)*0.99,np.array(K1_pha)-0.5)\n", "D_O1= complex_diff(np.ma.array(O1_amp_obs),np.ma.array(O1_pha_obs), np.ma.array(O1_amp),np.ma.array(O1_pha))\n", "D_S2= complex_diff(np.ma.array(S2_amp_obs),np.ma.array(S2_pha_obs), np.ma.array(S2_amp),np.ma.array(S2_pha))\n", "D_P1= complex_diff(np.ma.array(P1_amp_obs),np.ma.array(P1_pha_obs), np.ma.array(P1_amp),np.ma.array(P1_pha))\n", "D_N2= complex_diff(np.ma.array(N2_amp_obs),np.ma.array(N2_pha_obs), np.ma.array(N2_amp),np.ma.array(N2_pha))\n", "D_Q1= complex_diff(np.ma.array(Q1_amp_obs),np.ma.array(Q1_pha_obs), np.ma.array(Q1_amp),np.ma.array(Q1_pha))\n", "D_K2= complex_diff(np.ma.array(K2_amp_obs),np.ma.array(K2_pha_obs), np.ma.array(K2_amp),np.ma.array(K2_pha))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 267 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Saving the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now save these statistics in a spreadsheet" ] }, { "cell_type": "code", "collapsed": false, "input": [ "outfile = runname+'.csv'\n", "\n", "with open(outfile, 'wb') as csvfile:\n", " writer = csv.writer(csvfile, delimiter=',')\n", " writer.writerow([\n", " 'Station Name', \n", " 'R (M2)', 'Delta phi (M2)', 'D (M2)',\n", " 'R (K1)', 'Delta phi (K1)', 'D (K1)'\n", " ])\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " writer.writerow([stations_obs[stn],\n", " R_M2[stn], Dphi_M2[stn], D_M2[stn],\n", " R_K1[stn], Dphi_K1[stn], D_K1[stn]])\n", "\n", " #write averages and rms\n", " writer.writerow(['Mean Difference',\n", " mean(M2_amp-M2_amp_obs),mean(Dphi_M2),mean(D_M2), \n", " mean(K1_amp-K1_amp_obs),mean(Dphi_K1),mean(D_K1)])\n", " writer.writerow(['RMS Difference',\n", " rms(M2_amp-M2_amp_obs),rms(Dphi_M2),rms(D_M2), \n", " rms(K1_amp-K1_amp_obs),rms(Dphi_K1),rms(D_K1)])\n", " #without the north\n", " writer.writerow(['Mean Difference no North no PR',\n", " mean(M2_amp[1:split2]-M2_amp_obs[1:split2]),mean(Dphi_M2[1:split2]),mean(D_M2[1:split2]), \n", " mean(K1_amp[1:split2]-K1_amp_obs[1:split2]),mean(Dphi_K1[1:split2]),mean(D_K1[1:split2])])\n", " writer.writerow(['RMS Difference no North no PR',\n", " rms(M2_amp[1:split2]-M2_amp_obs[1:split2]),rms(Dphi_M2[1:split2]),rms(D_M2[1:split2]), \n", " rms(K1_amp[1:split2]-K1_amp_obs[1:split2]),rms(Dphi_K1[1:split2]),rms(D_K1[1:split2])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 249 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now there is a csv file in this directory with data about this run. It should be called runname.csv (where runname is the string we defined at the beginning of the notebook).\n", "\n", "Things to try:\n", "1. Add the complex differences information printed in the .csv file to tide_runs.ods. Also, if you notice any discrepancies, you can correct them. (Check M2 amplitude at Yorke Island)\n", "2. Work through the notebook with a different run. There is a list of runs in tide_runs.ods\n", "3. Commit and push any changes you've made to this notebook and tide_runs.odt. \n", "Try this:\n", " * hg status (see what changes have been made)\n", " * hg in\n", " * hg commit mynotebook.ipynb (write a commit message and then save and exit)\n", " * hg commit tide_runs.odt\n", " * hg pull --rebase\n", " * pg push\n", " \n", "4. Add any new csv files to the repository.\n", "Try this:\n", " * hg add filename.csv\n", " * hg commit filename.csv\n", " * hg pull --rebase\n", " * hg push\n", " \n", "5. Repeat with all the runs listed in tide_runs.odt" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Plots comparing measured and model amplitudes and phases" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,12))\n", "\n", "plt.subplot(3,2,1)\n", "plt.plot(np.array(M2_amp)*1.03, '-bo', label = 'model')\n", "plt.plot(M2_amp_obs, 'r-o', label = 'observation')\n", "plt.title('M2 Amplitude')\n", "plt.legend( loc='upper left' )\n", "\n", "plt.subplot(3,2,2)\n", "plt.plot(np.array(K1_amp)*0.99, '-bo', label = 'model')\n", "plt.plot(K1_amp_obs, 'r-o', label = 'observation')\n", "plt.title('K1 Amplitude')\n", "\n", "plt.subplot(3,2,3)\n", "# use the un-wrap function to plot the M2 phase more smoothly\n", "pha_uwm = 180./np.pi * np.unwrap(np.array(M2_pha)*np.pi/180.)\n", "plt.plot(pha_uwm+2.3, '-bo', label = 'model')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "plt.plot(pha_uw, 'r-o', label = 'observation')\n", "plt.title('M2 Phase')\n", "\n", "plt.subplot(3,2,4)\n", "pha_uw = 180./np.pi * np.unwrap(np.array(K1_pha)*np.pi/180.)\n", "plt.plot(pha_uw-0.5, '-bo', label = 'model')\n", "plt.plot(K1_pha_obs, 'r-o', label = 'observation')\n", "plt.title('K1 Phase')\n", "\n", "plt.subplot(3,2,5)\n", "plt.plot(D_M2, '-bo', label = 'M2')\n", "plt.plot(D_K1, '-go', label = 'K1')\n", "plt.plot((0,30),(0.05,0.05),'k')\n", "plt.plot((0,30),(0.10,0.10),'r')\n", "plt.title('D error')\n", "plt.legend( loc='upper left' )\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 269, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Dhw4VqJ5CCCFEgezeDSdPQseOxMYmEhUVT1qaF97eVkJCgpweVSuEEEIIIUqWEhEU8va2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\nalKobNIYrIxISyP+ggtY2LQp3hUrkuHvT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s65yi3uqYQk1gYPhnXrYNQowE9XHjwYPvgg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z5p7XH1r400LVDq+tS9pd4vb+m7repLnr5nrWmagrBAAAgMDwNijUSlJmkd+3HNtX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\n6XNN7aOpj1rXLpevnxprrbUDBpT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/B24gNDxXcRqnXvpzKYrTPjOz0e5+3MzSgO3Aj4Dr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\nRERERERGICWFRERERERERERGoH8A2I+tpnbq6gcAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 269 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_topogbottfric = M2_amp\n", "M2_pha_topogbottfric = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 251 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_rnshlat2 = M2_amp\n", "M2_pha_rnshlat2 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 234 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_bot1em2B = M2_amp\n", "M2_pha_bot1em2B = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 219 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_bot1em2 = M2_amp\n", "M2_pha_bot1em2 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 192 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_corr15 = M2_amp\n", "M2_pha_corr15 = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 148 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_topog = M2_amp\n", "M2_pha_topog = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 104 }, { "cell_type": "code", "collapsed": false, "input": [ "M2_amp_rnshlat = M2_amp\n", "M2_pha_rnshlat = pha_uwm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12,5))\n", "plt.plot(np.array(M2_amp_topog)*0.97, '-bo', label = 'topog')\n", "plt.plot(M2_amp_obs, 'r-s', label = 'observation')\n", "plt.plot(np.array(M2_amp_rnshlat2)*1.08, '-m^')\n", "plt.plot(np.array(M2_amp_bot1em2B)*1.07, '-c^')\n", "plt.plot(M2_amp_corr15, '-go', label='corr15')\n", "plt.plot(np.array(M2_amp_topogbottfric)*1.03, '-yo')\n", "makeit = np.array(M2_amp_corr15) + (np.array(M2_amp_bot1em2B)*1.07-np.array(M2_amp_corr15)) + (np.array(M2_amp_topog)*0.97-np.array(M2_amp_corr15))\n", "plt.plot(makeit, 'k*-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 256, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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O4+HDSR41iu7z57Nr7lwUpeKTJk7nnabz1505NvYY/g8/AQ89BMOHs2lTJB98MIUNGw5z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qjp8bgmxlViUUxorc+51zHAtxjdYETx8oe7jxxKqWrAhUJuj8ghrfUF7QYsQs6/Ik0p\nZcUIw8u01qvcxXL+FQMex+6L1GMn51/xo7WOBUKB5uTy3CvoQJw2qYdSyoYxqcfqAn5PkU+UUn5K\nqQD3dmngAeDA9V8liqDVwED39kBg1XX2FUWI+z/xVI8g51+RpYxB+BcDv2utP/J4Ss6/Iu5ax07O\nv+JBKVUptTuLUqoUcD+wh1yeewU+DrFSqjvwEemTekwt0DcU+UYpVQfjqjAYk7j8W45f0aaU+j+g\nA1AJo8/UG8B/ga+BWsBJoI/W+kphtVFkLYtjNxnoiPFzrQZOAMM9+sSJIkQp1R7YDOwn/afZCcAv\nyPlXpF3j2E3EmJVXzr8iTil1J8ZNcyb3skxrPU0pVYFcnHsyMYcQQgghhCjRCnxiDiGEEEIIIYoy\nCcRCCCGEEKJEk0AshBBCCCFKNAnEQgghhBCiRJNALIQQQgghSjQJxEIIIYQQokSTQCyEEEIIIUo0\nCcRCCCGEEKJE+3/ZJrFnjT9sEAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 256 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12,5))\n", "plt.plot(np.array(M2_pha_topog)+2.9, '-bo', label = 'topog')\n", "pha_uw = 180./np.pi * np.unwrap(np.array(M2_pha_obs)*np.pi/180.)\n", "plt.plot(pha_uw, 'r-s', label = 'observation')\n", "plt.plot(np.array(M2_pha_rnshlat2)-0.8, '-m^')\n", "plt.plot(np.array(M2_pha_bot1em2B)-0.5, '-c^')\n", "plt.plot(M2_pha_corr15, '-go', label = 'corr15')\n", "plt.plot(np.array(M2_pha_topogbottfric)+2, '-yo')\n", "makeit = np.array(M2_pha_corr15) + (np.array(M2_pha_bot1em2B)-0.8-np.array(M2_pha_corr15)) + (np.array(M2_pha_topog)+2.9-np.array(M2_pha_corr15))\n", "plt.plot(makeit, 'k*-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 261, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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h/iM51jTtIFD9FtP/Bmr/wzKfAJ/cl+iEuAcREZuZNm0tRqOBnBwThw4157ff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"text": [ "" ] } ], "prompt_number": 261 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = plt.get_cmap('PuBu')\n", "cmap.set_bad('burlywood')\n", "\n", "fig,axs=plt.subplots(4, 2, figsize=(8,20))\n", "\n", "constituent = ('M2', 'K1', 'O1', 'S2', 'P1', 'N2', 'Q1', 'K2')\n", "error_D = (D_M2, D_K1, D_O1, D_S2, D_P1, D_N2, D_Q1, D_K2)\n", "\n", "\n", "for row in range(4):\n", "\n", " for ax, error_D1, const in zip(axs[row], error_D[row*2:row*2+2], constituent[row*2:row*2+2]):\n", " ax.pcolormesh(X,Y,bathy,cmap='PuBu')\n", "\n", " for stn in range(numsta):\n", " location = stations_obs[stn]\n", " lon=-harm_obs.lon[harm_obs.site==location]\n", " lat=harm_obs.lat[harm_obs.site==location]\n", " if error_D1 [stn] <= 0.05:\n", " ax.plot(lon,lat,'og',label=location,markersize=10,markeredgecolor='g')\n", " if error_D1 [stn] > 0.1:\n", " ax.plot(lon,lat,'or',label=location,markersize=10,markeredgecolor='r')\n", " if 0.1 >= error_D1[stn] > 0.05:\n", " ax.plot(lon,lat,'oy',label=location,markersize=10,markeredgecolor='y')\n", " \n", " ax.annotate(stn, xy = (lon,lat), xytext = (5,5),ha = 'right', va = 'bottom',\n", " textcoords = 'offset points')\n", " ax.set_title(const)\n", " ax.axis([-126.1,-122,47,51])\n", " \n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0ll4TPifA/4+tZcHdanfSLszEiZKD7J4+MYYoXx2/PTyFwgsLquQfPdjtRPLb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wH7/I/g+iED0US9Zj8rpaTq+Bi6hucHmIZO1fVn1PPppuU4uJ9ivGfjSp56uo9M0qQpa9f7EL+u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\n6xStkZqayrBhwzAajYSEhPDjjz+Sm5tLTk4Os2bNo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F2YkYPj+WbDHqfLO+iFQjY/uYCQ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pC9C58h7S1Rfj3q3UbkHPei557y8YWPu8fw2F+0dcyLTw8IP+LY9kg5Bz7ntyVGo5kQUhUIRd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\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QpTsQIRA1MExLy05dUOp2goD2vghHuoP4IwbFLp3aEg9n1JbhdFqOwG1dAZo6Apw6rwxd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\nd9DxFxPevgZ4hRBOaQXL+ARwcsK5bUl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klCxevBiAM844AyMayekf4sHf3wvAmx/1T3FO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\nul28PX9pvRzVp5rZ1aO4w3bsBBxnUodwpgbUHUooaHm5XiC7