{ "metadata": { "name": "", "signature": "sha256:a595037e881fd0112ce4a00217d0913dde12524b87a3381a88fdfe5df589a3fe" }, "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." ] }, { "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": 30 }, { "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 = 'CBase_FTK1b'\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/CBase_FTK1b/\n" ] } ], "prompt_number": 31 }, { "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": 32 }, { "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": 33 }, { "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": 34 }, { "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" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 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 Seymour Narrows\n", "25" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Brown Bay\n", "26 Chatham Point\n", "27 Kelsey Bay\n", "28 Yorke Island\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "[-126.1, -122, 47, 51]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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r2LZtG3/84x8BeOaZZ0TT7yDM1vt32mdPORfGb4HDNkqnOCc1z/zz3+3yTDv2\nUom+T62HwkS4YwoUJrf9Rktz3PEbQ6HW37bFgaIoShdGfe7dkOrqapK/MxIuPgrumw/ecrjqVCb+\n8ytOPPFE1q9fzyuvvMLhhx/Of//7331+nvnyzwDY0Ze5+yrukVavIB3q+lzlHnvpeVidAdd/F674\nFCZtluvb2EymKWguMYjNvXrn4wseh5WZsCITVmXAsWshuQEmbfrWdrMmpUFM+8359HFpUzvg122a\no6Ioyt6gRWyUFgSDQU455RTePjge3l4N20rhvMPh2AFw/p/pG5PO1q1bCYfD5Ofns3DhQrKzs/f6\neWb9g2L+ZgfhXnU3bEqRjZQA1Puwg90iNeaWufBhP9kYWA7f/woGVGBH/qLl/ZfPkvx4kP7wpfGS\nr781qamwDIlBqI6B/uVY/80tr3/byUu/8Ri41imY8y3C3Ry/RjrsNRfuN30gj7/9yFa9E0VRlH1F\nA+qUJqy1XHzxxYwYMQJWb4SKYph4EBw5Gg7OgpU3senEPJKSksjPz2fx4sX7Jtgr75Gqd8kBSK9z\nS8yCCOCgV0rMlsbL+ctnSYDb318VgT55A8weCH8bBwMqWt/JLqYR8qphaS4UJolg3907Oe58qVt/\n0RLYnigV8pbmYr6atfPvuWWuDJoL9qGl8K/RcOHS1s1NURSlG6BFbLoR8+fP5+mnn2bQoEGwZo3s\nXP8evPo2eAz0SSOxOEBSWhqFhYVMmTKFI444glmzdhZ0e8LU3wl4XcEa9LY0WQe9kF4nQXPrJXKd\n/uVQ00xwTp8i368/AwWp2JN+tOuHrcqAlb1knFYvHebiQtC7SgLfavwSqFfrh91k9dnLT8R8ZxP0\nqZKiOZGmOkh3OmYeCtPr4cTV8PZg98Jzl4k5vzAJhrT+/SiKonRl1CzfzTH/eVYGsY3t0nnNNNwh\nEegGCHhFG27wYke55nRTMkOEO8DrQ6EiTs4N+KA8TrT1gWVSfvb8L8Rs/9PPseMu3fUz5z0pJv5R\nRVIIJy6IPaDtkevm/relWA7AIZuhOgb7y5Nc4Q4ttfZzlsv3rz/VxjaKonQqHW2WV829G2Mumgjf\nlAIJcHM7Nzyp88mfnde2EOxNbEoRQXzQNtd0PuNw99ohpXDVxzB6O/YnpwOH7P5ZKxytvSANvrMR\nkGC65j78VvH2YLEiPPeibM/Px/zpf3DHDhkDiUE4ZQWM2QaHblLBrihKj0M1927M1KlTmTvX8SNP\nPQT7/oKRWhVYAAAgAElEQVR9vqcpmSE+74h5vToGsmqwqde757z6nJzzcT7EhmBwGfx5gnPQOemX\nC2BoqaSutea5Kx6Bz/NkY6ITXd9K4W6unS/5768Nl/S7Rg8McurG/2dYy3r3v3fe16gi7Dlnter+\niqIo7Y1q7spuSUhIkMHI/nDree1z06pY8VfXxECvWsioaynYn30JXh0NW1LE554SkKpxBsltbzRw\n9DoYUtomzdsOvxzz6Svic6+OaXXrVfPsS0CuFLU5bQVceyzkV0JlLORXyEmnrIQi511N3gDDS7D9\ndp8qpyiK0t3RaPluzD//+U84aQzc91sYGt7lORs3buSoo45i1KhRjB49mocektzxF154gVGjRuH1\nevn888/dCxoNbEsSH3piAzQzqpiZb8rg9BViki9JEB+3Lyzm+Ymb4dLPYEB5203qALnVUO+D7YmY\nd/5vj6ebmyWFjXGF8PwoEewAJ62Cl5+Dh96Q6nM3fQAz34RZ/4PMOhXsiqL0eNQs380xPzoU1hTD\nxiKyQ3EEg0HKxqVT9tJnpDlR84WFhYwdO5bq6mrGjx/PK6+8gjEGj8fDpZdeypxbR8OYvnLDsPMn\nURkLCUHwhkV4r8mQ/bcfCTk1UiEu2UltG1De5CsnuQGbfU3bfkPNXW7EPYglYEQRGLvLwDqz6DGY\n1w8O3QT/Gwp3OPnpR6+DXzmuiYO2YQddgSmdgc24tk3zURRF6WjULK98O2uL4NO1AGynUvbNLiP9\np5OxL35Jbm4uubm5ACQlJTFixAi2bNnCMcccA8CcxvXAaEk/A9GcK6VoDdUx4lvPqZYo8+VZYuKu\n98HYwqb8dg7cDvCt1d02btzIBRdcwPbt2zHGcMkll3DFFVdQWloKZz0Ba6ugTwb86CZIiAVjwRrM\n9vt2vVg4YoMI9YW9JWVuQLlYDup9TYIdUMGuKMp+iWru3Rxz3HB4ZyUkxUF1vew8KA/++1NISsSm\nX9d0bkFBAVOmTGH58uUkJSXJ9UcOgt+dAQf2heIE8aF7rPiwQcz0qQEZL8kVoQtSUja9DvpXSHW6\nPWjru7MgPPnkk/Tq1YvrTk+A2z+Gylo49Fdy78M2ShGdgA9SAti+v5E5H7tWXAcgqXdnLxc/+6Ay\nGF4s++NDTUVzbKYKeEVRuhZaoU75Vsqe/xS+Pwrm/xpOHAknjYSHroWkRNF8S2cAUo/+rLPOYubM\nmU2CXTDgCYuWXu+TynOrMkSTL40Xc/kXOfBJXzle64e+joUgMSg++dT6Pc4zNzeXsWPHAq4FYfPm\nzbz22mtceOGFcu9TD4WPP5MFxIZU+XyV5VbAW/0w5pO/SUR8aTwcvFVM8UcVYK88XnLyK+JEsCuK\nouzHqHDv5qSlpWFf+hJ70D3Y/y2Hv14MaXEiGL/uBY0Gs+Z+kk8dz/nnn88ZZ5zR4vqp3n7iW0+r\nh/igBNKVxUtVOG9YIs49jrbe4BSqiVSti+S6B3yY8j9ggre3as4FBQUsXryYSZMmsW3bNnJyciQy\nf1As1JZCWZxYDOb1k4pzyVK7nmIn4n1NhmjrSQ1ST35QmUTNZ9ZKL/kXRsocAz6IbZQ6+IqiKPsR\nKtx7GLbPVdCvQoLeUgJQ64Pr/wnDcvjNtF1r2IvipolZfVAZZNZJAZoGrwjPhKD4tJMDkFUDFbEi\nZOfnS9GZkgTRmB0TuGmc/q3zq66u5swzz2TmzJkkJ7utWm2fqyAmLH+RdX7RvuND4v9f2AfmDIC3\nBkuDmHoffJkNl38qVodIvEDQC+8PFGvD9kRZrAQ9ENu4y7koiqL0VDSgrieS3CCBcAEvLFwHLy2G\nEXnwnUcwnof534zHCQQC/OpXv6K4uJiTTz6ZcePGwcuTRaBvSYbxW2FxrqstR4LsUgIi4NPrpXNb\ncYJo3TUxsgAIG4y9Heu7eadpBYNBzjzzTH784x83WRBycnIoLCyUoL8vQ5CUJnMoTILLFsmFw0qk\nfSzAx33dG752gFgPRm6HBX1l3gPKpZ98vwqwRgPqFEXZL9GAuh6KNH7BLd5SlNhU1MVm/Xb310VM\n2CszpUY8wGantWvYiIneG5YFxFHrRNj3rXSD7sA149f5ZBzbCNby44tXk5mZyQMPPNB06rXXXktm\nZibXXXcd99xzDzcs+RC+c7l7j4uWSA77Z72dKnjTgNfB1wt6fSo+98qv4ZM7IbEc+qfBXdOwh2tf\ndkVRui4aUKfsFTbudxLsltwg5VhTAqLlVsdgtt+Hqbtz19cl3yBm8fxKKela6VSsa3T+Bi2S917n\nE7P54DJs1m+xMTdhY26SlLkGrxxvzvwNPP3007z//vuMGzeOcePG8eabb3L99dfzzjvvMGzYMGbP\nng3nnSz+8rCB7BrR4HOr4Y0h8twRJ8NvbhH/+p2z4Zh18NWNfPDvR7AF63nioiu5+a2SDn23iqIo\nXR3V3PcTTNXdbvpYTjX4wtj43+3+3M3JUJwovu6tznUhj1u4ZmQRfO9rgBbpduDUpy9OkGh6EF+9\n4/e23LL7ORbfK4PnR8r37EFiXgdYky6uAIBT34IbH8Su2IIpupfUoXdSXl4OSD79CSecwPLly1vx\nVhRFUaKDau5Ku2CTbxDt3dimNq6m9q5dn9zoAWskDS27RnqrN3hFm671i098axJ4xeTe/D6m4h7X\nT18SL1H4QS+EPLsU7KZkBmbbfZht97k7v86CD/tL3MBrw2HSJjhvGVzzkXxS6xkdkym/K+u3jBo1\nildffRWQsrobN25sn5emKIrSTVHhvj+R1CC+8bR60cLDu1k01vtgXRr0rRBBnVnnHgsbEfQnrRJt\nGsCCsbe5mndutZyXVy2LgdjQTgF2ZssfMVv+6O6ojJUUuIpYEep5VfJ997sSJHfkeuzoy7CjL2Pd\nkAta3OuJJ55g1qxZTJgwgerqamJiYlAURdmf0Wj5/YnYkGjuFXEi6GGX5V1t7tWYmP8T03xqPazO\nkHS4Bq9UhCuLk97pZ38lPvFIUZuEoAjz0ngJiDNWTPNBL/jlFBOeLoLc6xULQaS17De94NkDZTxt\nsWz7wuL3D/hgVSbGu+tStMOHD+ett94CYOXKlbz++uvt/+4URVG6Eaq570dY7+/BH4arXoTv/g1O\nfwoq6nZtnu9V6/Z1zxMfPSGPLAqSGsQX/mkfyW+PBM/V+1yhXh0jhXRCHjfyPUJKQOZRHieWgTeG\nSBpbQZoEyr06HKYWyOIhqUG0+QOKd/u7ioqKAAiHw9xxxx1cdtll7fTGFEVRuicq3PczrO9m2FgI\nn66B2Svg2hcAMNU7VHHLqIPDN4rmXuMXIR3wOdXrYmCro9VXxro++ZhG0eo9VgLv0urdVDzAbP6j\nLAQaDaQE+NmDS+DSe+Gx38HcVKkn3+CVvuxbk2RBEfDKXFZkgrGce+65HHbYYaxYsYL8/HyeeOIJ\nnn32WYYPH86IESPo27cvF110USe+UUVRlK5HayP1CoBKoBEIAhOBDOBfQH/n+DlA+S6uPQF4EPAC\njwN/2OG4Rst3MuaEYfDWKhiTD8/8HPobiZ6Pc6PnzZY/iqD+OF8C8LYnyoFav9s8pk8V/OBLGedV\ny/ng5MI75yQEsWnXyeKhwimEE+sU2DlzliwyAA45DIY8KgIexM/fr0Ii7Qc6f1ZOcJ9NaxmdryiK\n0t3oKtHyFpgKjEMEO8D1wDvAMOA9Z3tHvMAjiIAfCZwLjNj76SrtQdlzC+CsUfDWjyEhsUm7NiG3\nNrztfZUI2FHbRcD2q5C/gvigaOq+MGxLhH+PkAI5X+SIRl+cIOb22JCY9hOCUnM+plGC+YoSJd++\nIg4SHUf8kEFw0m8lRa8mRhYQ5XGwPlXu57FiBYjThjCKoiitoS1m+R1XGKcBTznjp4Az2JmJwGpE\nsw8CzwGnt22KSnuTlpYGz/wQ0uNFYGbVuvXZm5PomNYHlsvxPk4Ee9hIqpwvLAF1X2WJJr41SQRz\n0Cv13RuNFMABuebLbPHLl8aLFn/3T+CEcfDspZCS4OTRSwlbgh4R7N/0kkXEqgyxDGxL7NyXpSiK\n0g1pbbS8Bd5FzPKPAo8BOcA25/g2Z3tH+gDNk443AZP2aqZK++J1AuQaPSJII8VpdiSzTgRyfoVo\n0yGPBMvV+UTAx4Zk/6oM0e4DXtG0h5XIeQa5v9cpW1sdI39NMY2QlAC3/QIqYmCCUw/+8zyZy5Zk\nuXdlLLw7SO4X2wgDyjGV92BTrm/6VtoX8+SrkgHR3ykg1Gigzo89+JLoTkxRlFbTWuF+OLAVyEJM\n8d/scNw6nx1plTP91ltvbRpPnTqVqVOntnJayt5ivb/HNNwp2nmjRwR0QhDD7SKcLRDvaOepMTBp\nM3zYTwLeEhtEM/eH5LzSONG416dJZ7nUgJjXezkWgVq/BOD5w/IZXCpzyLtaguxAzqmMhcM2wptD\nROOPWAcq4mBtusyhMhZSApjKewAJ0rN9rorOS+yBmBdeAJz0xPWpYrnxakyMouwrc+bMYc6cOZ32\nvL1x5t8CVAM/Q/zwhUAe8D5wwA7nHgrcivjcAW4AwrQMqtOAuihi6u4UwZsSkDz1mEY3dS1S5KbR\nqUwHcu7bg2VcmAghrwTYZdeIgM+olyI2cSH5ZNeIKT3kkUh7EOGeV90UwGdCt8uiYXuiFM/5PA82\nporFIOiR+yQ1iPvAKXnb3P+uwr39MPOelMHjB8OSXBlPfx97+g+jNylF6YF0hYC6BCDSeDsROA5Y\nBrwGXOjsvxB4ZRfXLgKGAgMQdeAHznVKV6HWLylt5XHS9KUkXlLfgh4R6mEjmltyg/wZ9q6Sfu9l\ncWImD3lEG4+kyPnC4iuviBUte3WGPGN7otxzTKEI6WbrOeu7GZtwo+S451eKef7wDZBSL/dudKrp\njd8iufOVsdJH3smrN+cfytSpUznppJOaaswrbcfMeQqWZ8GZ58A/xshi7y//VcGuKN2Q1gj3HGAe\nsAT4FPgv8DZwD3AssBI42tkG6A1ESoSFgMuBt4CvkNS5r9tp7kp7EOn9nlMtgXBNAW9xIpCrY0RQ\nFyaJIC9OkIj53lUyDnrkuL9RhG5FrPjWa/0yLomX8wJOgZuvs+Q4YjUw4enuXGIbZaExtcAR5ltd\nrd0aaXyzNVkE/MYUCdArj4O1RcydO5c33niDSy5Rv/DeYqdeKP9HGOkUDDpvGSzqHdU5KYqyd2hX\nOAXTOF2EJMh3oFkoRsQ0H3SC70BS577KkvGKXhL4BjC2UL571bod4SpjxeQOsigYXCbjvpXiCojc\n2x+WZ1XHSDBdcQJ80F+OB7zi+wVZjCQ71xlgRBH88hGYvxwO7AfPXYIduetud0rrMJH/KzzxKpTG\nY68+LqrzUZSeSFcwyys9HOv9vVSBi3Vy0ROConGXxItw3pgimvumFKkUVxovgn5jqiv8M+ugKlau\nDRvRuHtXSYBdTrUIdpBmM7V+WJkpQj/Y7E/QWLEixDu+/zGForX3qhVzf2ad7A953CCvbUlw/S9g\n6iHw3CWQFr/X72HatGnk5ORw4IEHNu1bsGABEydOZNy4cRxyyCEsXLhwr+/fbTiqAC5cCnMHRHki\niqLsLaq5K4B0dQPEb17qCMitSWKebzSu9r0hVbRrEOEeqTo3qEyEMIhQP9DJksysEy28NF6ujQ9B\nTMhNvTtwu0Tfg/w1bnHCO4IeMbuDPM8fFuEfKWhTFt9k3icx6GrzGXVy74AXO/DXbXoH8+bNIykp\niQsuuIBly5YBkr1xww03cPzxx/PGG28wY8YM3n///Tbdt7thhjjWlYf/B4A98UdRnI2i9ExUc1c6\nBWtuEb+239GcPVb834kNIthr/SKkfWH5bE2Wb68jcAvSRBsP+ESD94fFCmBwK9olBCVYrzxeLAG1\nftmOlLa1SKR9Vo0I7EFlYsbvUyVR95M2w8giGFrqnFcrx4aUQk6NaPXVMRJxX5iEKbq3Te/giCOO\nID09vcW+vLw8Kiok37u8vJw+ffq0w9vu2tjV6XD6N3DpqVARh/nkb9GekqIobUQ1d6UFTSVoK2Ml\neh5EQ9+YIuOaGBHMIIVrIn3hG50/pUFlMLxExkcVuGb3L7Pd62Ia3QfGhURop9aL1u2xzv2c6xqN\nLBYi58aFsDE3yVwjzW4iBXWqYiSKvjxOfPqZtXJtUgM29+pW/f6CggJOPfXUJs19/fr1TJ48GWMM\n4XCYjz/+mPz8/Fbdq7tjfrJEBpd+BpuTsWeeE90JKUoPQjV3pXPxOoFtSQ2iaQe9oiX3qRKTenxQ\nNGt/o5jfm/9peq1o9F/3kqj7N4ZI+dgP+otZvsGpXhd0quLVxIhALnSi4MviRfMP+MQE7w1LHEB2\njXxSAhDTiAlPlyj7RKf9bGadLA5SAzK3RiPm/WU5bt/6wvv36nVcfPHFPPTQQ2zYsIEHHniAadOm\ntcNL7iZ80F8WSn84PNozURSljajmrrTAcJuYx+t9Yjav94kQBjGfb3I0+MpYt8hJJNIeIGSgX6WM\nB5VC72onAt/x2cc0uufXxLiR9iOLYISTghUXcn3okaj7SGGdRqeufWTbNjsW9Ip7AOQ7sj/D6TSX\nXQOxIWzWb3f7+3fU3FNSUqislN9jrSUtLa3JTN9TMO/9A3vMBTvvv+c9uOEYmPN32ZEQlOj548/v\n3AkqSg+kozX31pafVfY3Ig1iQDTyylgRuH0rRdPOqJNo9lWZ8j/9Lcki2MMeGZ+0CvqXy7EhpWKW\nD3jFjG+NG7QX9MizluTKuQa3Ul7YiEDOqhGffcRkXxnrztHvBNV5nYC7vpViIbBIydqAT4L+BpY3\nLSTMpgcgt1p62++BIUOGMHfuXKZMmcLs2bMZNmxY+77nKGMWPA7E7FrAZ9XA6SvgvDPhnndlX3aN\n1J7PqHNrz8cHxWoCrXZ/KIrSsajmruyE4Ta3S1zA60bHl8eJ+bzOJ61bQQLiVmbKuDBJtGeAoSVw\n1lcy7lcB65xAtebR9iWOGT5SJQ8k4j6iaceFYIBTca5/hdtHvizeXRzEhmSu6fVitveFZcEQWQCs\nS5dnggiroVLXntzqpgwAm3AjAOeeey5z586luLiYnJwcpk+fzoEHHsgvf/lLAoEA8fHxzJo1i3Hj\nxu3L6+1SiHBH/i0OKN4pw8B88HeYcpFsnL5CAu1gZ+EO4LXYIb/q8DkrSk+gozV3Fe7KThictLig\nEyxX65dPo0dM8+VxYq4PGxH0VbGwrFnAXKQIzogiuMgJykoMSinaOp8bfR/wSUGcBq+7KEh3BHuk\naE1Sg6TLgdvvPeSR8rcBn2jsvrAbpJdbLZo/yCLgC6dZYaQ2fp9K0fZzqsWfHxdqEu77G+bpl6VJ\nTyRt8Zzlu0wfNDfNkyYyC/q4C7khpZLJ4LFw+jfYS0/pxJkrSvdHhbsSNVpo8DV+t/HL9kRXMw56\nXKFekCafep8sBCZtgiM2NHWBa6oLD6K9R7T/sjjXD1/rl7S2hKBohPEh0fxzq+W4x7q59ZHe8SDz\njPjYs2rETBzyiGm+3icff6Pb0MYxIzOwTBYpBomqb4WpvidgXnxB3uN/hsuOu97DjvzF7s9/9L/w\nh8mysS7NPeALw+/mQVo99srjO3DGitKzUOGuRJ2mAjeVsVLUBkTjjgTKGdwUtK97iSZfGStCc3ix\nmMynFLjpbfWOZh9JXWvwipm9MlZ85bGNEgkf2yjpbIOcoirZNeKvB7EAANQ5ufIgzwsbt4pdJGYg\n4ucHKaATEey51W7hHetkCBgLjZ6mdLueivn38/BZnvx7jtsKgL34tNZd++ILMOsQeH+A7HjgLekQ\n2L8Ce9nJHTRjRelZaCqcEnWsuUUEc6xT4KbOJ4IwJQBJQTG593K07fFbJagtISjnrOglle6eGw2b\nk0Wzr/WL5m4QM3xsCPKq3II5VTGwOUWEc5FjJciqdYvsxIbcAjkJTsGdhmbBerV+dztieYj46xt8\nUsHugGI575te4pevca5xFiAmcEdU3nWnURYnC6rZA8VNEVlAtQJ71tnY2QNcS8lvjhf/e8S6oihK\n1NFoeaVVWN/NGO9tIlwTnej4iHANeEVg5juBcwPKxXQfMYWvT4OEBvjfUNG+kxpEOB+8VSLqQczn\nqzJk8VCaIPs2pojA2JwspvlIUJ0/LClxkU52vavk/KIEt+BNc80+UkjHH5ZnguujTwi6pWxL4yWq\n3ieR96ZkBiQEsfE9qxGNuXM2JMVI859j1sLC3vJv11bCRqwyZXGwJsNNZVQUJeqo5q60HoNoa3U+\n0bjT6l1/dYNXtOa0evHlDi8Wk3dKQEzrAcfvvSFVfPRVMTC3v1S/S2qAg7aJoKiIk3uGPHJ+cQLE\nNcLiPLEAxDS6Aj6S8pYSEG2+b6XMr8Yv+/xhuY8vLH52J13O9r4Km3yDLELS60Vr3ZQiLoJFveW+\nkYh+mlXt60ksyZXgxI/z4dwvIbca88nfMKUzWnW5eeQNmLhZBDvIYisST6EoStRR4a60GsstIshj\nGyX3PS4kQjU2JIFvSQ2SIjW4TM6J5MU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JDdi8q9vnd036KSb/jxIjEAn0mz1QrA6L82Rx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ETwkdHhMtIeJwY4UcAIvhFqNC8e95NZYHsnsLEb2NlBxf3OIq8nbiffeUfMMuWuMauEYWf9SGeA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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: Some day it would be worthwhile to have the numbers increase from Juan de Fuca to Johnstone Strait. And to place them 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 from our model output. We will do this by fitting our model water levels to cosine curves with the known frequency of M2/K1." ] }, { "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", "\n", "# initialize fit\n", "M2amp = 1.; M2pha = 180.\n", "K1amp = 1.; K1pha = 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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "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": 37 }, { "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", "\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(double,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", " #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": 38 }, { "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": 39, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CDG1g/zCgJ9AL+DnwRLhe2O12s2/fPowxh+xbt24dvXr1okePHrRt25Z77703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\nSXV1b4gxwEiSOmzLli3MmDGDAw44gKOPPpp99tmHhx56KJ4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"text": [ "" ] } ], "prompt_number": 39 }, { "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": 40, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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79nkLSFFREbfddlu929KrVy/OO+88HnnkEe944e3bt/u8FkBOTg7bt2/33u/U\nqdNRx6puvHG7du28t1NSUgI2v0ck6ijAxDo3djhZNvD/sEPKKqvr7GCj6tS3337rU6cAysrK2Lhx\no/d+Tk6Oz9/95ORkunbt6r3/1ltvsWPHDoqLiwFbp26//fZ6t0V1SiRMKcDUKdRVextQ+S9htuex\no4wfP957Ozc3l9zc3GoP2LFjR59eFoCEhATS0tK896dOncrZZ5+N0+mkrKyMoUOHcvHFF3u379+/\nn9LSUp9jHDp0yK83VNV9991Hv379+OMf/whAhw4d2Lx5s88+mzdv5pxzzvHer1oINGFSpAlFcYBZ\nsGABCxYsCHUzIkkBMBPoj+19aQfsBNoDP3v2CUidKikp8XmspKSEtm0rRlNPmjSJ0047jdLSUtxu\nN7169WLcuHHe7QcPHqSsrMznGJV7cupDdUokzERxgIm0OtWZmufEjABmeW4PApbUsF+N4+iqcrvd\n5sorrzSpqakmPT3dpKSkmGnTph21344dO8yMGTPMokWLjNvt9tm2YMECk5KS4h2LnJycbP7whz/4\nPb6vc+fOZu7cud77//Vf/2Vatmxp8vLyzJ49e0xmZqZ58803jcvlMtOmTTMtWrQwe/bsMcYYk5ub\na1566SWf440aNcrcddddPo85HA7z448/eu9fe+213nHN4aimz1AkqKJ8DkxVaE5MdVpTsfJYMvAZ\nMBR4jIq5L3cCj3hun4AdepYIHAv8yNEjCKCec2LuuOMOk5KSYtLS0kxKSop56qmnjtpnz549ZubM\nmWb+/PnGVeXf6nfffedTp5KSksyFF17o978N1anq1fR5iQRNlM+BqYowrlNTge1ACXbuy1jgBs9P\nuWeBH7BLLPer4Tg1vvHquN1uM3/+fDNlyhSzZs2aBv1Hfeutt0xOTo7JysoyN998sykpKfH7uVWL\nw08//WSSkpJMXl6eMcaYzz//3PTv399kZGSYk08+2SxatMi7b3WTIxcvXmy6d+9uWrRoYW699VZj\nzNHFYcyYMeaee+5p0HsNhpo+K5GgibEAY0x4F4cQ6g18hQ0mXwP/43m8JfAJ1S+xfBe2Tq0Fzq7h\nuDV+BjVZsmSJef31183KlSsb9PnOnTvXdOvWzbRu3dpceeWVprCw0O/nqk5Vr7bPSyTgYizAGNO4\nOhUp/b+e9+nL4XA06ZKTEjj6rCSkongIWW08Q3wi5e98pFOdigL6vCRkongIWW0aU6fCYWK/iEjg\nxGiAERFXJPqnAAAgAElEQVSRCBGjAaaxFGJEJHopwIiISDhTgGkwhRgRiU4KMCIiEs4UYBpFIUZE\noo8CjIiIhDMFmEZTVReR6KIAIyIiYWbxYpg2DVJSyrhl2Pe0v1ABprEiZdUarfoS4fRZSVAowPjQ\n6mRBpToVBfR5SVMzBp59Fm655TPgEnrwC0twkolbAYbG1alIKW4qDhFOn5UEnALMURRigkp1Kgro\n85KmZAxccw288cbPQBd6UMgS7EWolhBP9rrdZHfPCHErQ6sxdSqiK3yLFi3K37yEuRYtWoS6CRLN\nFGAkTKlORRbVKmlKs2fDG28ArKIHVAowMIRERj+1m+efj+0Q0xgRXeX37t0b6iaISKgpwEgYU50S\niV2TJgEU0oPtLKGwUoCBw5SSkNAqpO2LdKr0IhK5FGBERCQMGWP4+OM76MH/sYRST4BxMoREDuME\n/sp112WGupkRTdVeRCKTAoyIiISpf//733Q48CxfeAMMDKEvh7ke6MvHHw/mxBND3MgIp4ovIpFH\nAUZEREKkpKQEl8tFampqjfv8OHMmX5jDVYaQbSYu7kbeeAPOOitYrY1eutiliEQWBRgREQkBYwy3\n3XYbqampZGZmMnToUAoLC73bDxYf5L8/+m/GPnIqv5vyWpUAA5BNVhYMHx6S5kcdhRgRiRwKMCIi\nEiKvvfYaL7zwAqWlpZSWlrJo0SJuuukmAErdpZwx6Qw+mfUsT41fTFpJaZUAAwMHXsdXX0GGFiRr\nEgoxIhIZFGBERCSE5s2bR1FRkfd+cXExn332GQBf7fiKuHXf89lEF5nFsCTFN8AAlJRMpn374LY5\nminEiEj4U4AREZEQO/bYY2nWrJn3vsPhIDs7G4BDX69g7oQiG2CawZB03wADdi6NNB2FGBEJbwow\nIiISBv74xz9y7LHHkp6eTnp6OhkZGTw/8Xluf2YkJ104zgYYYEgxHN6Nz3XoU1JSuPHGG0PV9KgU\nKZcRNsaYULdBRIJNAaZRPFeKj5S/85FOdUokBhw5coSPP/6YI0eOkJuby6cLJ3LW1X8l8wgsccAQ\nU9ED43Q66dOnD6Wlpdx4442MGzeu/O+yeDSmTkXKf0kVB5FYowDTaAoxQaU6JRJr1q6lqH9fUopK\nWNIShhyEw66KzfHx8ezbt4+0tLTQtTHMNaZOaTiZiIQfBRgREQlna9fCoEGkFJWwNNvBkN/A4US8\n36yTk5M5++yzFWACKFLO0OkMl0iUKSuzNcDhgJ49wem03fSuzz4jfeRIBZgmoJ6YoFKdEokVngBD\nQQHuAQMYPjaBxXtXQQG4PnBxnOM4hg0dxiOPPEJSUlKoWxvWNJxMRCLKgQOQmwvr19v7vXoZTj/9\nLpb+7XHmlJWRBJSccw6JM2YowDSCQkxQqU6JxIJKAYaBA2HePNzJSazYvoIiVxH9O/QnLVG9L/5q\nTJ3StwMRCbrbb4fvvrOdLQArV/6LxBVPewPMDIeDlx0O3lOAERGREHOVubj6X1ezYfEsPplwiIwj\nxhtgSEnBCZzS8ZRQNzPm6BuCiATdypUVAQagv+tt5nCEJOBd4BJjyFiyNFTNExERAWDd7nX0eb4P\nx+4sYclLkFEMX2bD1mdv4uKUlFA3L6ZpYr+IBF3fvlB+vbBBLGY+/6oIMEAZUFLSMXQNFBGRmLfv\n8D5OfvFkb4DJLIYlHSFvNDz/3Wuhbl7MU4gRkaB7/HHo0QOGJC9mPnkkUcq7ZHIJqZTRHGhOfPzk\nUDdTRERi2KKfFtF5xxGfADPkWrsKWVK8JuyHmkKMiATN6tWQnQ1ZWXDcrsV8XJpHEsVs7JPPNUnb\nKeNfwCRgPd27nxjq5oqISAxruflnFr5YagNMWxiSDIcnA5/Bfbn3hbp5MS9SVq3Rqi8iEe7AAWjV\nCkpLy4eQ2QBTdl4+5p3pjBgZzxdfQFwcJCbC55/b3hppOK1OFlSqUyLRZO1azKBBOAoKWNIOhuyF\nwyV2U3yzeMbdMI6//e1voW1jFNASyyIS9iZNgrFjfQPMu+ST/MF0zj43HrcbvvoKDh6E/v2hefNQ\ntzjyKcQEleqUSLSotIxy2YBTyD8xjVmvLMCUVvw/npKSwqFDh0LYyOjQmDql4WQiEhSJiUcHmEuY\nTmKKXSTR6YSTT4a8PAUYEREJkSrXgYmbv4DhvS8iMS4x1C2TKhRiRCQgdu2Cyy+HPn3g6qvhwEdH\nB5j0zHjOPDPULRUREaHaC1mSksIll1xC1Z7WpKQkjhw5EqKGCug6MSISAEeOwODBsHUruFyQunox\nL1UKMGNSpzP4pHhmzLA9MOV+/BEWL7YT/886y3ebiIhIwNQQYADS09Nxu90+u7tcLubPn88555wT\nitYKCjEi0kgHDsC2bdCpE6Sl2ceWL4fdu22AqW4IWWZSPAsX+h5n9my4+OKK4HLaaTBzpp3oLyIi\nEjBr1+IeOBDngQOs65rJkqeuZXRysneihsvlKp+74aOkpCS47RQfOs8pIg32zjvQrp09adWuHXz4\noX08Ph6MqT7AlBHP4cNHH+uaa6CoCAoL7c/nn8O77wb3/YiISIxZuxb3IBtglnSEky7bz7gFf+L+\nT+/37pKZmckZZ5xBUpK9NozT6SQpKYkzNR46pBRiRKRBdu2CMWPg8GE4eNDNoUN3MGJEc5o3z+CD\nD/7Khe2+qDbAJCXBBRf4HssY2LvX97HSUtvDIyIiEhCeIWTOggMszXZ4L2RZ5CriicVP+Ow6Y8YM\nrr76anr27MmwYcP48ssvyczMDFHDBSJn6U0tXSkSZj7/HM47zw4fhieBvwJFAJzqaManzjLiy0pZ\n3Cafl4ZPZ9GX8ezfb5/z7LOQVOVix/37w6pVUFZm7ycnw4IFMGBA8N5TtNESy0GlOiUSSSrNgdnR\nK4cTLtrB/riK4WHJ8ckU3V0UwgbGhsbUKc2JEZEG6dwZiovL7/2T8gAzCJhriokvA/LzGTx9OoPj\n6/5T8957MHw4rFtn58U8/bQCjIiIBECVSfyuf02m7NUBOEpcGAwpCSlc0+eaULdS6hApZ+h0hksk\nDD33HPzpT1BcnI/b/T6DMMwHkoB36cgFrk12gkw9FBbaXhhN6G889cQEleqUSCSoEmDK5szhvscf\n57nnn2Pvvr04k50MGjmIuZPm0iyhWahbG/UaU6cipbipOIiEodWr7apiCxasYe+sk5lPkSfAxHN9\ni2/4eW+PUDcxpinEBJXqlEi4q2YZ5b889BBPPvmkzzVfmjVrxq233sqjjz4awsbGBoUYEQmYw4dh\n2jTYvx9+/Wvo3ds+/uqrMG4cOBwwoGwxs47kkkQJMxy/4srED5g2PYfzzgtt22OdQkxQqU6JhLO1\nazGDBuIoOMD6bi359JW/ct1pvyfnmBy2bt161O7t2rVjx44dIWhobNGcGBEJiKIiOPlk2LzZrhYW\nHw9vvw1nnw033GDnxAxiMbPII4kS1vXMZ9ct01l6ZjwnnBDq1ouIiOAJMINwFBzgy2wHeZfuxfHZ\nXSzf/x3JycnVPiWp6uozEna0xLKI1Oi112yAKSqCkhL7+4Yb4ODBo68D80FcPqvumc5//U4BRkRE\nwoRnCJmjoIBl2U7yRhvvMsqvrHyF+/73vqOCTLNmzXj44YdD1GDxl3piRKRGe/ZApWHCgB1KnJkJ\n57ZczJs7K64DMzpxOisH6k+KiIiEiUpzYPb26cZ5F+3gMIXezQ4cjBg5glmzZvHSSy+xfv16unXr\nxtixYxk6dGgIGy7+0DcOEalRXp69nkuRZ6n8Zs1gyBBwLFnM9L15OCnmPfIZkzqdKW/G06VLaNsr\nIiICHD2Jf+Z0yl4+EeeRItzGTbO4ZgzuNJiMpAxyc3PJzc0NdYulniJlwqcmTIqEyOuvw6232qWP\nf/1reOe/F5N6Xp6dEJOfz+HXp5OUFo8jUv6axBBN7A8q1SmRcFHNKmSkpPDD3h/43czfsWn/Js44\n5gz+fs7fSUtMC3VrY5pWJxORJuFy2VXIWrem+lCyeLHtnvEEGKZPr/d1YCR4FGKCSnVKJBzUEGAk\nPDWmTmliv0gY+8c//kFOTg7HHHMMTz75JIH8kvTGG9C8OXTqBNnZ8O239nFjDCtWrGDZM89gcnMV\nYEREJDwpwMSUQJ+hGw48DcQBLwFVrxrUGpgCtMPOz3kCmFzNcXSGS2LOlClTuOGGGyjyTEhJTU3l\nqaee4vrrr2/y11q7Fvr1s9eEKdexI2ze7OaSSy6mYPZsZh05QhJQkJtLxpw5CjARQD0x1eoEvAa0\nAQzwAvD3Stv/CDyOrU97PY/9GRgLlAG3AB9Xc1zVKZFQUoCJSIG6Tswzfjy/APhLDdvigGeBXwPb\ngGXADGBNpX1uBlZiC0RrYB021JT68doiUe3VV1/1BhiAQ4cO8eqrrwYkxKxceXQm+flneOWVaT4B\n5l3gnp07Wa0AI5HLBdwG/AdIA1YAc7C1qRNwFrC50v4nAJd7fncEPgG6A+7gNVlEaqUAE5NqG042\nEliO/QO/vJqfFcAltTx/APADsAlbNKYB+VX22QE099xuDuxBAUYEgObNm5efofB5LBA6dQJ3la9k\n8fHg/HK+T4C5BNj4008BaYNIkOzEBhiAQmx46eC5/xRwe5X984Gp2Dq2CVvXBgS8lSLiHwWYmFXb\n6dSngVfreH6LWrZ1BCp/29kKDKyyz4vAPGA7kA5cVsfricSM8ePH89FHH3l7Y1JSUnjggQcC8lqn\nnQajRsG0aRAXZyf4f3D3Ys6871XiqAgwxunkBF3JUqJHZ+Ak4EtsWNkKfF1lnw7Akkr3t2Lrm4iE\nmgJMTKstxPyfH8+vbR9/BgffhT0jlgt0wXbp9wUO+vFckajWu3dvVqxYwaRJkzDGMHr0aHr16hWQ\n13I44MUX4be/ha1bYZBZTPY1eeBysbpLF67csoWkxERatWrF22+/HZA2iARZGjAduBU7NOwu7FCy\ncrWN0dbkF5FQU4CJef4MbD8O+D32jFX5/gY73Kw227Dji8t1wp7BquxU4EHP7R+BjUAP7HA1H+PH\nj/fe1kWJJFb06NGDRx55JCiv5XDYelB1GeXe06ezZf9+CgoKyMnJIV7zYcLWggULWLBgQaibEQkS\ngH9i52C+C/TG1rhVnu3Z2CHTAzm6lmV7HjuK6pRIkCjARKymrFP+rAbwNXZlsW+omMhogE/reF48\ndqL+UOxwsaXAFfhO7H8KuzjAfUBbbNHoQ8WKMOW06otIMOg6MFFFq5NVy4EdKr0HO8G/OhuB/tha\ndALwJnYeTPnE/q4c3RujOiUSDAowUSVQq5OVO4Lv8pP+KsWuPvYRdqWyl7EB5gbP9onAQ8Ak7Nkv\nJ3ZCZdUAIyLBoAAjkeGPfuxTiK0x1TkNuBp7gm6l57G7gA8r7VM5jXwHvO35XQqMQ8PJREJDAUYq\n8Sf5XIOdr/IRUFzp8a8C0qLq6QyXSCApwESlKO2J2QE8X8t2B3AV0C04zfFSnRIJJAWYqBTonphe\n2CCTh++6+HkNeUERCS23281jjz3G9OnTad26Nc9ceSXdrr9eAUYixRTsEOTapAajISISJAowUg1/\nks+PwPFASYDbUhud4RJpInfccQfPPvssRUVFDALmA0mgABOForQnJlypTokEggJMVGtMnfLnSe9i\n57HsasgLNBEVB5EmkpmZSUFBgU+A+f6EE+i2apUCTJSJ8hDzR+zclPL3Z7ALxayg4mKWwaQ6JdLU\nFGCiXqCHk7UA1gLLqJgT488SyyIShpxOp0+AmeFw8MO11/LfCjASWfoDJwPvYwvgucBq4Ebs9V8e\nDV3TRKTRFGCkDv4kn9xqHvNnieWmpDNcIk3k1Rtv5PKJE0kC3gPGNm/O1999R8eOugh5tInynpiF\nwDnYlcjAXrxyFjAc2xtzfJDbozol0lQUYGJGoHtiFjTkwCIShhYvZvTkyTiAxW3a8O+zzmLZ/fcr\nwEgkysJ3rqYLe72xIuylAUQkEinAiJ9qCzEfAOfV8Xx/9hGRcOBZRtnhWYVs8PTpDNYQMolcbwBf\nYudtOoDzsRelTMVe00VEIo0CjNRDbd03BcBndTz/V8CxTdecGqmbXqQxdB2YmBTlw8kATgFO9dxe\nBCwPYVtUp0QaQwEmJgVqOFm+H88vrnsXEQkl88UXMCQPR3EJZuRIHAowEj2SgIPAK9jhZccCG0Pa\nIhGpPwUYaYDavsksCFYjRCQwXJ9/hsnLI7HUzfs9nTx+3i/Mch8hjbRQN02kscZjVyjrgQ0xidgL\nYZ4WwjaJSH0pwEgDOUPdABEJkMWLcQwZQmKpm3d7wIWXulm66ytun3N7qFsm0hQuxI4YOOS5vw1I\nD11zRKTeFGCkETSmRCQaeebAxLvKeLcHXHIZlMVBWVkxS7YuCXXrRJpCMeCudD81VA0RkQZQgJFG\n8rcnJgXbZS8i4a7SJP7Vg47jqisSKYuzmxKcCfRs3TO07RNpGu8AE4FM4HpgLvBSSFskIv5RgJEm\n4E+IGQmsBD7y3D8JmBGwFokIbre77p2qU2UVspxPlnFsVjfSEtNIT0wnu3k2Tw9/umkbKxIajwP/\n9Px0B+4B/h7SFolI3RRgpIn4s6TZV8AQYD42wAB8g11eOVi0dKXEhHnz5jFq1Ch2795Nz549ef/9\n9+nSpYt/T65hGeWSshKWbltKmbuMAR0HkJyQHNg3IWEjBpZYDieqUyJ1UYCRKhpTp/x50pfAQGxv\nTHmI+Rro05AXbCAVB4l6W7dupWfPnhw6ZOcpO51OOnXqxIYNG3A66+g01XVgpBpRGmIKgZoKggGa\nB7EtPq+tOiVSCwUYqUagrhNT7lvgKs++3YBbgC8a8mIiUrPly5cTFxfnve92u9m1axe//PILbdu2\nrfmJCjASW8rXB/9fYDt2WWWwdapDSFokIrVTgJEA8GdOzO+BXtiVYKYCB4A/BLJRIrGoTZs2lJWV\n+TzmdrvJyMio+UkKMBK7RgLPYWvSAWAC/l2kWUSCSQFGAsSfbzuHgLs8PyISIIMHD+acc87hww8/\npKysDKfTyUMPPURSUpJ3n1J3Kc8vf56vd33N8J8zuPCmZ3AowEhsOgRcjT25BjAKO9RMRMKFAowE\nUG1j0N6vdNtU2ddgz4IFi8YaS9RYs2YN1157LZs2baJfv3689tprtGnTBgBjDB988AFbtmyhf//+\nDBo0yPs8Ywwj3hjBZ1s+o8+GIuZPhqQyMCNH4vjnPxVg5ChROiem3LHA34BTPfcXAbcCm0LUHtUp\nkcoUYMQPgZrYn+v5fSHQDjvu2AFcAewiuEPKVBwkKuzbt4+uXbuyb98+jDHEx8fTo0cPvv766zon\n73/z8zcMfGmgT4B5v6eTXp+t4bis7sF5AxJRojzEhBvVKZFyCjDip8bUqdq+NS3w/JwOXI7tmZmB\nDTFnNOTFRGLd0qVLKS0tpfzLTmlpKRs2bGD79u11PrfIVcTgn/AGmHd7wDVXJVNkSgLcapGwcn0T\n7SMigaAAI0Hiz/iTFKAL8KPn/nGex0SknlJTU4+6kGVpaSmpqal1PrfvhiJmvlREM0+AGXV5HB2b\nt6VHqx6Baq5IOLoT2E31Z+7Khz7/AXghmI0SERRgJKj8CTG3YS90udFzvzM6yyXSIIMHD+akk05i\n+fLlHD58mNTUVK699lpatGhR+xMXL6bZWcOhFBad1JpbrkjgzPa9mZQ/iYS4hOA0XiQ8fAacX8c+\nHwejISJSiQKMBJm/Y9CSgJ7Ys1xrscstB5PGGkvUKCkp4cUXX2T9+vUMHDiQK664onxMaPW0jLI0\nkObEBJXqlMQuBRhpoEBN7C93Lb6rk5X/lX6tIS/YQCoOEpsUYKQRFGKCSnVKYpMCjDRCY+qUP9+G\nTqEiuCQBQ4GvCG6IEYk9CjAiIhLOFGAkhBqSfDKBt4Czm7gttdEZLoktCjDSBNQTE1SqUxJbFGCk\nCQRqieWaFGEvMiYigaAAI+KPdsDLwGzP/ROA60LXHJEYogAjYcCfb0bvV7rtxBaKtwPTHJEYpwAj\n4q/JwCTgbs/977G16eVQNUgkJijASJjw59vRE1R085QCm4GfAtYikVilACNSH62xQ5vv9Nx3YWuU\niASKAoyEEX+Gk50LLPD8fI4NMI8GrkkiMUgBRqS+CoFWle4PAgpC1BaR6KcAI2HGn4k0K4GTqjy2\nGujd9M2pkSZMSvRSgJEAifKJ/f2BZ4BewLdAFnAJsCpE7VGdkuilACMBEqjrxPwOGAd0AX6s9Hg6\nsAi4qiEv2EAqDhKdFGAkgKI8xAAkAD08t9dhh5SFiuqURCcFGAmgQIWYDKAF8AhwR6V9DwJ7GvJi\njaDiINFHAUYCLMpDzGXYlckOAPdgRwz8L/Y6ZqGgOiXRRwFGAixQSywbYBNwEza4HPD8GKBlQ15M\nJJytXLmSiRMn8uGHH2KMwe12M378eDp06EBOTg4vvfRS072YAoxIY92DrUmnYy/C/ArwfEhbJBJN\nFGAkzNWWfGZiJ/VvwgaXqoJ5rRid4ZKAevHFF7n11ltxOBw4nU7OPvtsTjnlFO6//36KiooASElJ\nYcqUKVx44YX1Pv7HP37M/Z/eT0lZCeObnc2I6x9XgJGAi/KemP8AJ2JHC6wG3qD6OZzBojol0UMB\nRoIkUMPJwomKgwSMy+UiLS2NkpIS72Opqam0adOGjRs3+ux7ySWX8M4779Tr+J9u+pQRb46gyFXE\noJ9g/mRIKkMBRgIuykPMTGAbcBY2uBwBvgT6hqg9qlMSHRRgJIgaU6dq+/bUr47nhmrcsUiTOnDg\nwFGPOZ1OEhISfB5zOBxkZGT4dcxN+zcx+4fZJMUn8cH6D44KMPP7NCdPAUakMS4DhgOPA/uB9sD/\nhLRFIpFOAUYiSG3JZwHVDyMrl9e0TamVznBJwBhj6NKlC5s2baL831lKSgqTJk3iN7/5DYcPH8bp\ndJKamsqKFSvo2rVrrcdbvn05ea/mUeYuw+lwYjD02VDkDTDv9oCHb+3Hl79bEYR3J7EsyntiyrUB\nkird3xKidqhOSWRTgJEQCFRPTG5DDigSaRwOB3PmzOHcc89l/fr1ZGRk8Oabb3LOOefQo0cPpk2b\nRkJCAmPHjqVz5851Hm/czHEUlhR675++NY45kysCzDVXJjEl76+Be0MisWEk8CTQAfgZyAHWYK8b\nIyL1oQAjEcifsSzJ2OvFnI7tmVkITMCOPxaJCl26dGHt2rW4XC6fYWR9+/alb9/6DbH/+dDP3tuD\nfoI5k8tIKoP3esCoUXHExTtpm9a2ydouEqP+FxgMzMHOickDrglpi0QikQKMRKjallgu9xpwAvB3\n4FnsWa7XA9kokVCpOg+mIYZ3HU5SfJLPHJgZPR1cfBkUO8oochVx3pvnoaEnIo3iAnZj61gcMB84\nOaQtEok0CjASwfzpiemFDTHl5gHfBaY5IpHv6eFP02rVeu6ZPJ+kMlh6cgdG5xdQVnbIu09BcQEH\nSw7SvFnzELZUJKLtA9KxowPewA4pK6z1GSJSQQFGIpw/PTFfYbvsyw0CNCNZpAZJy1by4ANfkFQG\nZuRIHNOn43L69rqkJ6aTnpgeohaKRIULgCLgNmA28ANwfkhbJBIpFGAkCvgTYk4GFgGbsRe+/MLz\n2Grg64C1TCQSLV6MycuD4mJmHZ9A9qlL+HrPd/xp8J9Iik8io1kG6YnpvDfqvfIVOUSkYQqBMuyw\nssnYIc97QtkgkYigACNRwp9vUZ3r2L6p8c2ok5aulPC3eDF4Asz7PZ1ceKmbsjhISUhh+qXTOSHr\nBHYU7qBn655kJmWGurUSA6J8ieWLgUeAtlS8RwOEaoym6pSEPwUYCTONqVP+9MRsAgqwhaFlpZ9N\n1B1ghgNrge+BO2rYJxdYCXyDvTaNSOSpFGA+/lWKN8AAFLmK+Oeaf5KTmcOg7EEKMCJN4zHsMsvN\nsXNj0vE/wLwC7MKOKCg3AFiKrUfLgFMqbfszto6tBYY1qtUioaIAI1HGn4n9DwBjgA2Au9LjdV3s\nMg67mtmvgW3YojADu45/uUzgH8DZwFagtT+NFgkrlQIM+fn8+ayNlO2uGGkZ74ynVXKrEDZQJCrt\nxLee1Mck4Bns6pvlHgPuAT4CzvHcz8MubHO553dH4BOgO771UCS8KcBIFPInxFwOdAFK6nnsAdiJ\nlps896cB+fgWnSuBf2IDDNjlMkUiR5UAw/TpPLn1c85981yOlB4h3hlPRrMM/jDoD6FuqUi0uNjz\neznwFvAuFfXJAP/y4xgLOXqo9A4gw3M7E3vyDWzdmoqde7MJW9cGAEvq3XKRUFCAkSjlT4j5FmiB\n7Xqvj47AT5XubwUGVtmnG5CAXd8/HfgbugaNRIpqAgzx8eR2zmXJdUv499p/k5KQwui+o2mT2ibU\nrRWJFudjwwrAYY4e3uVPiKnOncDnwBPYodblq3J2wDewbMXWN5HwpwAjUcyfEPMQFXNWij2PGexY\n5Nr4M8MxAegHDAVSgMXYYvF91R3Hjx/vvZ2bm0tubq4fhxcJkBoCTLnebXvTu23vEDZQYtGCBQtY\nsGBBqJsRaGOwk0BbA7804XFfBm4B/g1cip03c1YN+1Zb31SnJKwowEgYaso65c9qAGuACdgQUz4G\n2ACf1vG8QcB47OR+sBMj3cCjlfa5A0j27AfwEna9/+lVjqVVXyR81BFgRMJFlK5Odj42YJRil1i+\nHHsZgPrqDLwPlJ9tOEDFwgAOYD92eNmdnsce8fyeDdwLfFnleKpTEj4UYCRCBHp1skLs+vvzsKuH\nLaDuAAN2vHI3bKFIxBaaGVX2eQ84HbsIQAp2uNl3fhxbJDQUYERC7SHgDKA9dn7Mw0103B+AMz23\nhwDrPbdnAKOwdexYbF1b2kSvKdL0FGAkRvjz7WshtkjMoGI4GcBXdTyvFLgZu9JLHLarfg1wg2f7\nROxylbOxF810Ay+iECPhSgFGJByUYmsH2N6Q9AYcYyo2sLTGzt38K3A9drXMZti5Ntd79v0OeNvz\nuyauKYMAACAASURBVBQYh3/DpUWCTwFGYog/3TcLqP4Pdl1LLDclddNLaCnASASK0uFkW4GnqHhf\nt1W6bzy3Q0F1SkJLAUYiUGPqlD/fwnKreaxdQ15MJCIpwIiEk5fw7X2pel8k9ijASAyqT/LJBC4B\nrgCOxy47GSw6wyWhoQAjESxKe2LCleqUhIYCjESwQPbEpGAv9HUFcCJ25ZYLsPNkRKKbAoyIiIQz\nBRiJYbWtTjYVu6zymcDT2FVZ9mHnyJQFvGUioaQAIyIi4UwBRmJcbSHmeOBn7Ipia1BwkVihACMi\nIuFMAUak1uFkJ2KDzBXAfOyVkdOxk/p3Br5pIiGgACMS7v5Y6bahYix1+YSUUK1OJhIcCjAiQP0m\n0pyMDTSXYpe4PDUgLaqeJkxK4CnASJSJ0on947GBpQdwCvYaZg7gPOxFKK8OUbtUpyTwFGAkyjSm\nTjXkSU7s1ZI/bcgLNpCKgwSWAoxEoSgNMeUWAiOAg5776cAsbH0KBdUpCSwFGIlCjalTtc2JqYmb\n4AYYkcBSgBGJRG0AV6X7Ls9jItFHAUbkKPqmJrFNAUYkUr2GHT72L+xZvAuAV0PaIpFAUIARqVak\nDDNQN700PQUYiXJRPpwMoD9wuuf2Z8DKELZFdUqangKMRLlAXexSK8BI9KoUYIrPHU7pm6+SqgAj\nEmlSsHNiXgGysNcz2xjSFok0FQUYkVrVNicmHUjDnun6HdAB6AjcCPQLfNNEAqRSgJnfpzktT5lH\n5pOt+e+P/hudSRWJGOOB24E7PfcTgSkha41IU1KAEamTP9034bACjLrppWlUCjBL+rUl7/w9HHGU\nApCSkMIrI1/h8l9dHuJGijSNKB9Otgo4CVjh+Q3wNdAnRO1RnZKmoQAjMSTQq5NpBRiJDlXmwFx4\naZk3wAAUuYpY9NOiEDZQROqhGLtaZrnUUDVEpMkowIj4zZ8QU74CzHjgPuBLtAKMRJpqJvF3aHkM\njkrhPzk+ma4tu4awkSJSD+8AE4FM4HpgLvBSSFsk0hgKMCL14m/3TahXgFE3vTRcDauQffPzN5wx\n6Qzcxo3buOmV1YtPx3xKs/hmoW6xSJOI8uFkAMM8PwAfAXNC2BbVKWk4BRiJUY2pU/4+6QygGxUr\nwKQR3BVgVBykYepYRnl30W6++OkL0hLT+H85/494p1Yok+gRAyEmnKhOScMowEgMC3SIGY/tiekB\ndMeuUPY2cFpDXrCBVByk/nQdGIlxURpiCqlY6r8qAzQPYlt8Xlt1SupNAUZiXKCuE1PuQipWgAHY\nhl2hTCR8KcCIRKu0UDdApEkowIg0ij/f6rQCjEQWBRiRaNayju17g9IKkcZQgBFpNH++2VVdAWYs\nWgFGwpUCjEi0+4qah5MBHBushog0iAKMSJPwdwxaqFeA0VhjqZsCjIiPKJ0TE65Up6RuCjAiPoKx\nOlmoqThI7RRgRI4S5SHGCVyF7Xm5HzgGaIe9rlkoqE5J7RRgRI4SqBATTivAqDhIzRRgRKoV5SHm\neex8zSFAT+xcmY+Bk0PUHtUpqZkCjEi1ArU62f9v787j5CjrPI5/hoQAioAYRIT4GkBRkUNFE0CR\nQcQFdQUVD4yuiK64nrsei4gucd1VFG9Zb0TUFcUQXOQQAzKiyCWQGCRRAkEuOVRUDjEJmf3jV5Xu\n6XTPVM/08VT15/16zWuqq2t6nieTrqe/Tz3PU64Ao/QZYKRBNY9YOTO/+fKfgI37VxypBQOM1BUT\nfdpzBRilzQAjDbLVwIy6x9swfiVNqf8MMFLXTPSJzxVglC4DjDToPg+cCTwa+AhwOPCBvpZIqmeA\nkbqqLGOlHWusGgOMVEjF58QAPBk4MNu+EFjex7LYTqnGACMV0u3VyVJYAcbGQcEAIxVW0RDTONQ5\nr1/eSPRrqLPtlIIBRiqs2yEmhRVgbBxkgJHaVNEQcxMRWIaITrV7sv2PBH5H/4Y6207JACO1aTrt\n1EYFjpkHvAX4W/bYFWDUewYYSWGYCCqLgRcBj8q+Xkjvb8Qs1RhgpJ4qEmJcAUb9ZYCRtKF9gHPr\nHp8H7NunsmjQGWCknisSYhpXgLkE+Gg3CyWtZ4CR1NztxGpkw8SVmeOA2/pZIA0oA4zUF0XHoPV7\nBRjHGg+Y5Xcv5/6LL2Cv+e9h6O+rDTDSFFR0TkzuUcDxwH7Z44uBD+HEfvWSAUaalm5N7E9pBRgb\nhwHyrvPfxdWL/ocfnbyaTR+Cu5+3L9uc91MDjNSmioeY3COy7/f2tRS2U4PHACNN23TaqSI3u0xt\nBRhV2M9v/jlLzvzi+gDzgyfCGw/4NXfPmFH5T2KS2rI78E3iigzA3cDrgGv7ViINDgOM1HcTzYkZ\nxhVg1GN/veh8zv3ag+sDzOGvgD+vvY8H1jzQ76JJSstXgHcRnWyPA96d7ZO6ywAjJaFI5/a1wG4F\n9nWTl+kHwaWXsm5kfzZavWZ9gHloBmy3+Xbc/u7b+106qXQqPpxsKbBngX29Yjs1CAwwUkd1azhZ\nLl8B5tvZL3k1rgCjTstWIdto9RpW7vcU5h94PZvNmsUmMzbhnFef0+/SSUrPKuCDwLeItmk+cGNf\nS6RqM8BISSmSfFJYAcYeriprsozyPWvu5a7772J4q2E2mblJv0solVLFr8RsTbRFz8oe/wxYQG3+\nZq/ZTlWZAUbqim6tTtaonyvA2DhUlfeBkbqm4iEmNbZTVWWAkbqm28PJXAFG3WGAkdS+H1JbObPR\nGPDi3hZHlWaAkZJV5BNjvgLMRdnjkWzfvl0qkwaBAUbS1OwN3AqcBlye7Wu8j5k0fQYYKWlFLt+k\nsAKMl+mrxAAj9URFh5PNBA4CjiBGCpxDBJpf97NQ2E5ViwFG6onptFMT3Scml68AM0zcN+YDuAKM\npsoAI2l61gLnAf9EXJVZCfwUeFs/C6UKMcBIpVAkxBwFPBpYBJwBbJPtK+JgYAVwPXDMBMc9k2iY\nXlrwdVVGBhhJnbEp8DJi6f+3Ap8Fzmzj578O3Aksq9t3IrCcGGmwCNiy7rljiXZsBfD8KZda6TPA\nSKXRzWEGM4DfAM8j7itzJXH5f3mT4xYDDwCnEEGpkZfpy84AI/VcRYeTfQt4CnAu8D3GB5Gi9gPu\nIxat2T3bdxBwIbAOOCHb9z5gV+A7RGfb9sAFwC7ZcfVsp8rOACP1XLdWJ5vuCjBzicv8N2WPvwsc\nyoYh5u3AQqKBUBUZYCR1znzgfuCd2Ve9MWCLAq/xM2KIdL3FdduXE1d6INqt04A1RHu2kmjfLmuj\nzEqdAUYqnYk+SU53BZjtgVvqHt8KzGtyzKHAc4kQYzdW1RhgJHVWkWHQ03UU0fYBPJbxgeVWou1S\nVRhgpFKa6NPkdtRWgDmC9leAKRJIPkNcrs+v+FRt2MNgM8BIKp/jgNXEELJW7HCrCgOMVFoTfaLM\nV4A5D9iECDI/BRYAJxV47duAOXWP5xA9WPX2IoaZAcwGDiEu2Z/V+GILFixYvz0yMsLIyEiBIqhv\nDDBSz42OjjI6OtrvYpTZkcALgAPr9jW2ZTtk+zZgO1UyBhip5zrZTk125WNT4IXAq4jxw2cRq7o0\nPYE3mElM7D8QuB24guYT+3OnEPNwFjV5zgmTZWKAkZJQ0Yn9nTJMtDn5xP6DgU8C+wN/qDsun9g/\nl9rE/sez4dUY26kyMcBISejWxP76FWD+k/ZXgFlLrNt/PrEC2clEgDk6e/7Lbb6eysAAIyl9pxFh\nZTYxd/N4YhnlWdQm+F8KvAW4Djg9+74222daKTMDjFQJEyWfdcQKMM0UXQGmU+zhKgMDjJQUr8T0\nlO1UGRhgpKR060pML1aAUVUYYCRJKTPASJViUNH0GWAkSSkzwEiVY4jR9BhgJEkpM8BIlWSI0dQZ\nYCRJKTPASJVliNHUGGAkSSkzwEiVZohR+wwwkqSUGWCkyjPEqD0GGElSygww0kAwxKg4A4wkKWUG\nGGlgGGJUjAFGkpQyA4w0UAwxmpwBRpKUMgOMNHAMMZqYAUaSlDIDjDSQDDFqzQAjSUqZAUYaWIYY\nNWeAkSSlzAAjDTRDjDZkgJEkpcwAIw08Q4zGM8BIklJmgJGEIUb1DDCSpJQZYCRlDDEKBhhJUsoM\nMJLqGGJkgJEkpc0AI6mBIWbQGWAkSSkzwEhqwhAzyAwwkqSUGWAktWCIGVQGGElSygwwkiZgiBlE\nBhhJUsoMMJImYYgZNAYYSVLKDDCSCjDEDBIDjCQpZQYYSQUZYgaFAUaSlDIDjKQ2GGIGgQFGkpQy\nA4ykNhliqs4AI0lKmQFG0hQYYqrMACNJSpkBRtIUGWKqygAjSUqZAUbSNBhiqsgAI0lKmQFG0jQZ\nYqrGACNJSpkBRlIHGGKqxAAjSUqZAUZShxhiqsIAI0lKmQFGUgcZYqrAACNJSpkBRlKHGWLKzgAj\nSUqZAUZSFxhiyswAI0lKmQFGUpcYYsrKACNJSpkBRlIXGWLKyAAjSUqZAUZSlxliysYAI0lKmQFG\nUg8YYsrEACNJSpkBRlKPGGLKwgAjSUqZAUZSDxliysAAI0lKmQFGUo8ZYlJngJEkpcwAI6kPDDEp\nM8BIklJmgJHUJ4aYVBlgJEkpM8BI6iNDTIoMMJKklBlgJPWZISY1BhhJUsoMMJIS0IsQczCwArge\nOKbJ8/OBpcCvgEuAPXpQpjQZYCSp37YCFgLLgeuAecDWwGLgt8CPs2MGkwFGUiK6HWJmACcRQWZX\n4AjgyQ3H3Ag8hwgvHwa+0uUypckAI0kp+CxwLtFW7UF0wr2PCDG7ABdmjwePAUZSQoa6/Pr7AMcT\nIQZqJ/4TWhz/SGAZsEPD/rGxsbHOly4VBhhJXTA0NATdP89XyZbANcBODftXAPsDdwKPAUaBJzUc\nU+12ygAjqQum0051+0rM9sAtdY9vzfa18gaiB2xwGGAkKRU7AncDpwBXA18FHg5sSwQYsu/b9qV0\n/WKAkZSgboeYdrqlDgCOovm8mWoywEhSSmYCTwe+kH2/nw2Hjo3RXttWbgYYSYnq9ifm24A5dY/n\nEFdjGu1B9HgdDNzT7IUWLFiwfntkZISRkZFOlbE/DDCSOmx0dJTR0dF+F6PMbs2+rsweLwSOBe4g\nhpHdAWwH3NXshyvXThlgJHVYJ9upbo+Vngn8BjgQuB24gpjcv7zumMcBPwFeA1zW4nWqNdbYACOp\nB5wTMyUXA28kViJbAOSf2v8IfIy4MrMVTa7QVKqdMsBI6oHptFO9aNwOAT5DrFR2MvBR4OjsuS8D\nXwNeAtyc7VsDzG14jeo0DgYYST1iiJmSPYl2aRZwA/B6ov06neh0uwl4BfDnhp+rTjtlgJHUI6mH\nmE6oRuNggJHUQ4aYnqpGO2WAkdRDKa9OppwBRpKUMgOMpBIxxPSCAUaSlDIDjKSSMcR0mwFGkpQy\nA4ykEjLEdJMBRpKUMgOMpJIyxHSLAUaSlDIDjKQSM8R0gwFGkpQyA4ykkjPEdJoBRpKUMgOMpAow\nxHSSAUaSlDIDjKSKMMR0igFGkpQyA4ykCjHEdIIBRpKUMgOMpIoxxEyXAUaSlDIDjKQKMsRMhwFG\nkpQyA4ykijLETJUBRpKUMgOMpAozxEyFAUaSlDIDjKSKM8S0ywAjSUqZAUbSADDEtMMAI0lKmQFG\n0oAwxBRlgJEkpcwAI2mAGGKKMMBIklJmgJE0YAwxkzHASJJSZoCRNIAMMRMxwEiSUmaAkTSgDDGt\nGGAkSSkzwEgaYIaYZgwwkqSUGWAkDThDTCMDjCQpZQYYSTLEjGOAkSSlzAAjSYAhpsYAI0lKmQFG\nktYzxIABRpKUNgOMJI1jiDHASJJSZoCRpA0MdogxwEiSUmaAkaSmBjfEGGAkSSkzwEhSS4MZYgww\nkqSUGWAkaUKDF2IMMJKklBlgJGlSgxViDDCSpJQZYCSpkMEJMQYYSVLKDDCSVNhghBgDjCQpZQYY\nSWpL9UOMAUaSlDIDjCS1rdohxgAjSUqZAUaSpqS6IcYAI0lKmQFGkqasmiHGACNJSpkBRpKmpXoh\nxgAjSUqZAUaSpq1aIcYAI0lKmQFGkjqiOiHGACNJSpkBRpI6phohxgAjSUqZAUaSOqr8IcYAI0lK\nmQFGkjqu3CHGACNJSpkBRpK6orwhxgAjSUqZAUaSuqacIcYAI0lKmQFGkrqqfCHGACNJSpkBRpK6\nrtsh5mBgBXA9cEyLYz6XPb8UeNqEr2aAkST1R5H2zAAjST3SzRAzAziJOPHvChwBPLnhmBcAjwee\nALwJ+GLLV6twgBkdHe13EbqqyvWrct3A+kmZIu1ZpQNM1d8rVa5flesG1m+QdTPEzAVWAjcBa4Dv\nAoc2HPNi4NRs+3JgK2Dbpq9W0QAD1f8PWuX6VbluYP2kTJH2rLIBBqr/Xqly/apcN7B+g6ybIWZ7\n4Ja6x7dm+yY7Zoemr1bRACNJSl6R9qyyAUaSUtTNEDNW8LihQj9ngJEk9Uex9swAI0k90xggOmlv\nYAExhhjgWGAd8LG6Y74EjBKX5iEmTe4P3NnwWiuBnbtUTkmqqqXAU/tdiAoo0p7ZTklS+24g5scn\nZSZRsGFgFrCE5hP7z8229wYu61XhJEkqqEh7JkmqkEOA3xA9VMdm+47OvnInZc8vBZ7e09JJklRM\ns/ZMkiRJkiRJKp/O3hwzPZPVbz5Rr18BlwB79K5o01bsRnDwTGAt8NJeFKqDitRvBLgGuJaY61Um\nk9VvNvAjYhjNtcCRPSvZ9H2dmGe3bIJjynxemax+ZT6vlEXR819ZbAUsBJYD1wHzgK2BxcBvgR9n\nx5RFs/fIiUT9lgKLgC3rnjuW+FuuAJ7fozJOR7P6zQWuINqkK4m2N1em+s0BLgJ+TbQ972h4/t3E\n/LSt6/aVqX6bErcYWUK81z6a7Z/o/VaF+gG8nXgPXsv4+YVlqt96M4jL9MPAxkw+h2Ye5ZpDU6R+\n+1A7kR5MeepXpG75cT8BzgZe1qvCdUCR+m1FnGTzJcJn96pwHVCkfguonXxmA38k5gmUwX5EMGn1\nIb/M5xWYvH5lPa+URdHzX5mcChyVbc8k/v98HPj3bN8xwAl9KNdUNXuPHERthdYTqNVnV+JvuDHx\nN11Jd1dy7YRm9RsF/iHbPoQIAlC++j2G2uIkmxNDOvP31xyic20VtRBTtvoB5MsZziTOz8+m9fut\nKvU7gAhpG2fPbZN9b6t+KVW8szfHTE+R+l0K/CXbvpxW98xJT7EbwUXqXgjc3bOSdUaR+r0aOIO4\nfwTAH3pVuA4oUr/fA1tk21sQIWZtj8o3XT8D7png+TKfV2D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"text": [ "" ] } ], "prompt_number": 40 }, { "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": 41 }, { "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": 42 }, { "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": 43 }, { "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": 44 }, { "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',\n", " mean(M2_amp[:split2]-M2_amp_obs[:split2]),mean(Dphi_M2[:split2]),mean(D_M2[:split2]), \n", " mean(K1_amp[:split2]-K1_amp_obs[:split2]),mean(Dphi_K1[:split2]),mean(D_K1[:split2])])\n", " writer.writerow(['RMS Difference no North',\n", " rms(M2_amp[:split2]-M2_amp_obs[:split2]),rms(Dphi_M2[:split2]),rms(D_M2[:split2]), \n", " rms(K1_amp[:split2]-K1_amp_obs[:split2]),rms(Dphi_K1[:split2]),rms(D_K1[:split2])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "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": 46, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Seb75cVR06Ekniw6dT8a5VGvjZbdZ86sPtbZvUzJxcS+cHIMVfr6ca2X21Z6X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\n7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XHjYMMGThktfzQ6cuYqdY2qAe4776gJQ2XLWj5dSIg/SUlxbE7KmPXk6xvGuHGBZL5m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\nbQArVLBjxKKwku5jw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AzmIvSxscRHR+OZkoLB2xv/7t3Rff45NG0Kn38O5cqZ7b98uVpN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\nT3JyFjVrRpC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"text": [ "" ] } ], "prompt_number": 46 }, { "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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fsoWTVVVe/T9NMX+huWss/XJ201mHQdIa0Z2iicmM4fQXpx22e5N+aao5CeFa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\nblzEB5M+4L6K+2r3hWtpXg1DWeCnu1e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dXEOC1cJPPG/i2u8SbNuebrOfqkEXAbC+tI7xWf57u+4/xH8tgeJl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\nr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NWmz/krcoRRzKHp5pzvKzV8/upVYm7SP+4cB+Brr9kEiLa1E6Fu+ACZlMHopChHX5lk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iRDKUUY+PkF3ve02PieyAdVLqTyxst4/js/CSw3hDLkwvE/oV5/K6XQp9FOyDLFS8dm2DpY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\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e/d1Y/8Rvd1q7lsPpDOcefh+ay3MoKTAeZhgPKZFx2/2P4vnPfLTz+JP3PUrPCwm0ZTXZ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do8h96sR9bRnCzVqcbJrAwWJIbpMCZplLA7WrG3K0dn1sV1tWSwGaRSSQgxh9ztFxvZdfenE0D2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\n4OmLGYwPv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7r4Tn8wOElsLRpFbCw/Gi1z/85OrE3v/gshhBArRa7BXXuyt3ydIEoIjaXd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\nduftL7L72FkKnk0YRhQL8zPY1T9aeqU4wJZejxsTs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"text": [ "" ] } ], "prompt_number": 47 }, { "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": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 } ], "metadata": {} } ] }