{ "metadata": { "name": "", "signature": "sha256:e3f2299ba1202226ef30e199da8cab0503260411eefcd57d2b82c19cc0f00388" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Taking a closer look at \"the river particle\"" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Salt wedge was transferred here from http://nbviewer.ipython.org/urls/bitbucket.org/salishsea/analysis/raw/tip/Idalia/ParticleTracking.ipynb" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Imports" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from numpy import *\n", "from pylab import *\n", "import netCDF4 as NC\n", "import numpy as np\n", "import datetime as dt\n", "\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "from matplotlib import animation\n", "\n", "from salishsea_tools import (nc_tools,tidetools,viz_tools,stormtools)\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bathymetry grid" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grid = NC.Dataset('/ocean/imachuca/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc','r')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "bath = grid.variables['Bathymetry']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trajectories at varying depths: 2006 December 14 - 15" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rd = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/riverparticles/depths/ariane_trajectories_qualitative.nc','r');\n", "rd_lont=rd.variables['traj_lon']\n", "rd_latt=rd.variables['traj_lat']\n", "rd_dept=rd.variables['traj_depth']\n", "rd_xs=rd.variables['init_x']\n", "rd_ys=rd.variables['init_y']\n", "rd_lont.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "(48, 6)" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Salinity: salt wedge slice at river mouth: 2006 December 14 - 15" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tracers = NC.Dataset('/data/nsoontie/MEOPAR/SalishSea/results/storm-surges/tide_fix/dec2006/all_forcing/1hour/SalishSea_1h_20061214_20061215_grid_T.nc')\n", "sal = tracers.variables['vosaline']\n", "ssh = tracers.variables['sossheig']\n", "timesteps = tracers.variables['time_counter']\n", "s_depth = tracers.variables['deptht']\n", "s_lon = tracers.variables['nav_lon']\n", "s_lat = tracers.variables['nav_lat']\n", "nc_tools.show_variables(tracers)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'nav_lon', u'nav_lat', u'deptht', u'time_counter', u'time_counter_bnds', u'sossheig', u'votemper', u'vosaline', u'rain_rate', u'snow_rate']\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trajectories for different stages in tidal cycle" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cyc = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/riverparticles/times/tidal_cycle/ariane_trajectories_qualitative.nc','r');\n", "lon_cyc=cyc.variables['traj_lon']\n", "lat_cyc=cyc.variables['traj_lat']\n", "dep_cyc=cyc.variables['traj_depth']\n", "x_cyc=cyc.variables['init_x']\n", "y_cyc=cyc.variables['init_y']\n", "lon_cyc.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "(25, 8)" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing original vs 2m: particle trajectories" ] }, { "cell_type": "code", "collapsed": false, "input": [ "orig = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/riverparticles/compare_riverdepth/original/ariane_trajectories_qualitative.nc','r');\n", "lon_orig=orig.variables['traj_lon']\n", "lat_orig=orig.variables['traj_lat']\n", "dep_orig=orig.variables['traj_depth']\n", "x_orig=orig.variables['init_x']\n", "y_orig=orig.variables['init_y']\n", "lon_orig.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "(48, 3)" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "m2 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/riverparticles/compare_riverdepth/2m/ariane_trajectories_qualitative.nc','r');\n", "lon_2m=m2.variables['traj_lon']\n", "lat_2m=m2.variables['traj_lat']\n", "dep_2m=m2.variables['traj_depth']\n", "x_2m=m2.variables['init_x']\n", "y_2m=m2.variables['init_y']\n", "lon_2m.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "(48, 3)" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing original vs 2m: Salt wedge" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tracers1 = NC.Dataset('/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/all_forcing/restart/SalishSea_1h_20061214_20061215_grid_T.nc')\n", "salo = tracers1.variables['vosaline']\n", "ssho = tracers1.variables['sossheig']\n", "timestepso = tracers1.variables['time_counter']\n", "s_deptho = tracers1.variables['deptht']\n", "s_lono = tracers1.variables['nav_lon']\n", "s_lato = tracers1.variables['nav_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "tracers2 = NC.Dataset('/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/rivers2m/1hour/SalishSea_1h_20061214_20061215_grid_T.nc')\n", "sal2 = tracers2.variables['vosaline']\n", "ssh2 = tracers2.variables['sossheig']\n", "timesteps2 = tracers2.variables['time_counter']\n", "s_depth2 = tracers2.variables['deptht']\n", "s_lon2 = tracers2.variables['nav_lon']\n", "s_lat2 = tracers2.variables['nav_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Salt Wedge (2D)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Slice (in coordinates)\n", "x_slice = np.linspace(-123.2,-123.12,num=5)\n", "ylocn = 49.101\n", "y_slice = ylocn*np.ones_like(x_slice)\n", "\n", "shape1 = x_slice.shape\n", "shape2 = y_slice.shape\n", "\n", "shape1, x_slice, shape2, y_slice" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "((5,),\n", " array([-123.2 , -123.18, -123.16, -123.14, -123.12]),\n", " (5,),\n", " array([ 49.101, 49.101, 49.101, 49.101, 49.101]))" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# Conversion between indices and coordinates\n", "ilonl = -123.2\n", "ilonr = -123.12\n", "ilat = ylocn\n", "iyl, ixl = tidetools.find_closest_model_point(ilonl, ilat, X, Y, bathy, allow_land=False)\n", "iyr, ixr = tidetools.find_closest_model_point(ilonr, ilat, X, Y, bathy, allow_land=False)\n", "ixl,iyl,ixr,iyr\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(307, 420, 318, 414)" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# Slice (in indices)\n", "n=8\n", "x_slicei = np.linspace(ixl,ixr,num=n)\n", "y_slicei = np.linspace(iyl,iyr,num=n)\n", "\n", "shape4 = x_slicei.shape\n", "shape5 = y_slicei.shape\n", "shape4, x_slicei, shape5, y_slicei" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "((8,), array([ 307. , 308.57142857, 310.14285714, 311.71428571,\n", " 313.28571429, 314.85714286, 316.42857143, 318. ]), (8,), array([ 420. , 419.14285714, 418.28571429, 417.42857143,\n", " 416.57142857, 415.71428571, 414.85714286, 414. ]))" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))\n", "land_colour = 'burlywood'\n", "\n", "# Figure 1\n", "N=5\n", "ax1.scatter(rd_lont[0,N],rd_latt[0,N],color='0.30',marker='s')\n", "ax1.scatter(rd_lont[1:,N],rd_latt[1:,N],color='r')\n", "viz_tools.plot_land_mask(ax1,grid,coords='map', color=land_colour)\n", "ax1.plot(x_slice, y_slice, linestyle='solid', linewidth=3, color='black')\n", "ax1.set_xlim([-123.25,-123])\n", "ax1.set_ylim([49,49.2])\n", "ax1.set_title('Ideal Slice')\n", "ax1.set_xlabel('lon')\n", "ax1.set_ylabel('lat')\n", "\n", "# Figure 2\n", "viz_tools.plot_land_mask(ax2,grid,color=land_colour)\n", "ax2.plot(np.round(x_slicei), np.round(y_slicei), 'o',color='black')\n", "ax2.set_xlim([300, 340]); ax2.set_ylim([390,440])\n", "ax2.set_title('Slice for Salinity Profile')\n", "ax2.set_xlabel('x index')\n", "ax2.set_ylabel('y index')\n", "\n", "# Salinity Slice\n", "salx= np.array((np.round(x_slicei)),int)\n", "saly = np.array((np.round(y_slicei)),int)\n", "\n", "fig, (ax3, ax4) = plt.subplots(1, 2, figsize=(16, 8))\n", "\n", "# Figure 3 \n", "land_colour = 'burlywood'\n", "viz_tools.plot_land_mask(ax3,grid,coords='map',color=land_colour)\n", "ax3.scatter(rd_lont[0,N],rd_latt[0,N],color='0.30',marker='s')\n", "ax3.scatter(rd_lont[1:,N],rd_latt[1:,N],color='red')\n", "ax3.plot(s_lon[saly,salx],s_lat[saly,salx],'ok')\n", "ax3.set_xlim([-123.25,-123])\n", "ax3.set_ylim([49,49.2])\n", "ax3.set_title('Slice for Salinity Profile and Particle Trajectory')\n", "ax3.set_xlabel('lon')\n", "ax3.set_ylabel('lat')\n", "\n", "# Figure 4\n", "t=47\n", "sali=sal[t,:,saly,salx]\n", "mesh=ax4.contourf(sali,10)\n", "cbar=fig.colorbar(mesh)\n", "ax4.set_ylim([4,0])\n", "ax4.set_xlabel('Index black dot from left to right')\n", "ax4.set_ylabel('Vertical grid cell')\n", "ax4.set_title('Salinity Profile')\n", "ax4.set_xticks(np.arange(n))\n", "ax4.set_yticks([4,3,2,1,0])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kSdIUGYKlbDEIq2OsECRJUhHY5pGyxyAsSZIktcgQLGWTQViSJElqgSFYyi6DsCRJktQk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\nDtEdv+YFGm8QjrduYoEYLXsDcC/1FosyaPc7qFn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qQpUdOX8/PviO/ZJuRqZ97fsX+xr2yNewd76G0dh5/6MbnRpIwd8IQ27KdqTmfIqrNsBw\nedToIXW2cODoRSt2nTF6IbCMuaOWLWGw7rorL585emGjE2wsrrNszSGECcGz6Idks+22O35ZbXtW\n231A5PuUx6hMyhOlA8J5bSPXz9O3HEPYCU0DDiZMZX0Y4bxI5cc+DvhmnfsOEGY2u4GRp8eA8Poe\nXvr9cEaGVEmSlIw/As8nDKnZDDiI/nwnkiTlQJznES2XJw8lzIJ7I+FI6eLS8u0IJ5yHMHPkfMIk\nR9eULvuXbjuBcA69W4DX4qy5kiSlwQbgA8CFhAPJPybs6yVJGqWfXXOrXVK6QDhh74l11rmbSjfd\ny2gckh8E7GMWg5l77Jx0EzLP17B3voa98zVUjH5RuuTM7kk3oAdZbbvtjl9W257VdivOiqgyZPWF\nJzBzT7+89srXsHe+hr3zNZR6leUvulltu+2OX1bbntV2yyAqSZIkSYqVQVSSJEmSFCuDqCRJkiQp\nVgZRjbL6QiciliRJktQ/cc2aqwwwgEqSJEmKg0FUBlBJkiRJsTKIFpgBVJIkSVISDKIFZACVJEmS\nlCQnK5IkSZIkxcogWkDT5ixMugmSJEmSCswgKkmSJEmKlUG0oKyKSpIkSUqKQbTADKOSJEmSkmAQ\nlSRJkiTFyiBacFZFJUmSJMXNICrDqCRJkqRYGUQlSZIkSbEyiAqwKipJkiQpPgZRSZIkSVKsDKLa\nxKqoJEmSpDgYRDWCYVSSJElSvxlEJUmSJEmxMohqFKuikiRJkvrJIKq6DKOSJEmS+sUgKkmSJEmK\nlUFUDVkVlSRJktQPBlE1NW3OQgOpJEmSpEiNS7oByobqMLr6whMSbIkkSZKkrDOIqmOGUkmSJEm9\nMIiqJ4ZSSZIkSZ0yiCoyhlJJkiRJ7XCyIvWFExxJkiRJufQ94F7guqplWwEXAbcAvwS2bLURg6gk\nSZIkqV2nAfvXLFtICKK7AL8qXW/KIKq+sSoqSZIk5c6lwEM1yw4ATi/9fjrw5lYbMYiqrwyjkiRJ\nUu5tS+iuS+nntq3u4GRFkiQptWbetJIVu85IuhmSlAmDu/W+jeWPw/Inqhbc3/EmhkuXpqyIqu+s\nikqSJEnZMHsKLNqmcmnTvcCzS78/B7iv1R0MopIkSZKkXpwPHF76/XDgvFZ3MIgqFlZFJUmSpFw4\nC7gceAFwJ/BO4ATg9YTTt7y2dL0px4hKkiRJktp1SIPl+3WyESuikiRJkqRYGUQlSZIkSbEyiCoW\nqy9s2U1ckiRJUkEYRCVJkiRJsTKISpIkSZJiZRCVJEmSJMXKIKq+c3yoJEmSpGoGUUmSJElSrAyi\nkiRJkqRYGUQlSZIkSbEyiKqvHB8qSZIkqZZBVJIkSZIUK4OoJEmSJClWBlFJkpQLgyxJugmSpDYZ\nRCVJkiRJsTKIqm+cqEiSJElSPQZRSZIkSVKsDKKSJEmSpFgZRCVJkiRJsTKIqi8cHypJkiSpEYOo\nJEmSJClWBlFJklQ885NugCQVm0FUkiRJkhQrg6gkSZIkKVYGUUXOiYokSZIkNWMQlSRJambSYNIt\n6NykwWy2W1JhjEu6AZIkSYqI4VNSRhhEJUmSsqxZ+Jw0CGuWxNcWSWqTQVSRcnyoJEkxsfopKcMc\nIypJkpQlnY7/NLBKSiEropIkSWlnmJSUMwZRSZKktDKASsopu+YqMo4PlSQpIlGffsVAKyllrIhK\nkiSlgWFRUoEYRCVJkpJkAJVUQHbNlSRJSkLU3W/beTxJSgkropIkSXExDErqp0P6sM1P9GGbGEQV\nEScqkiSpCQOoJI1g11xFYtqchUk3QZKkdCl3vU1TCE1TWyQVmhVRSZKkKBn2JKklK6KKjFVRSVKh\npa362UgW2igp9wyiipRhVJJUKGnsfitJGWDXXEmSpE4ZPCWpJ1ZEFTmropKk3MpL9TMPz0FSplkR\nlSRJasXgJkmRsiKqvrAqKkmSJKkRg6j6xjAqSVKKWeWVlCCDqPpm9YUnJN0ESZIkSSlkEJUkSZIk\nxcogKkmSVFR2z5WUEIOoJEmSJClWBlFJkiRJUqwMouoLJyqSJCkj7J4rKQEGUUmSJElSrAyikiRJ\nRWdVVFLMDKKSJEmSpFgZRBU5x4dKkiRJasYgKkmSJLvnSoqVQVSSJEmSFCuDqCRJkiQpVgZRSZIk\nBXbPlRQTg6giN23OwqSbIEmSJCnF4giiY4FrgCWl63sCVwB/As4Htmhwv+8B9wLX1SxfBNxV2uY1\nwP7RNldRMIxKUuE02m9LkjRKHEH0SOAGYLh0/RTgo8AewLnARxrc7zTqh8xh4CvAS0qXC6JsrCRJ\n6kqj/bayxu65kmLQ7yC6AzCXED4HSsueD1xa+v1i4G0N7nsp8FCD2wYaLFeKWBWVpEJptt+WJGmE\nfgfRrxIqnhurll0PvKn0+4HAjl1s9wjgWuBUYMteGqj+MoxKkiRJqjWuj9t+I3AfYRzn7Krl7wJO\nAj5OGCO6rsPtfhP4VOn3TwNfBt5db8VFixZt+n327NnMnj273mqSJI2y4trbWPGn25JuRu4s+kfp\nl1/D7GnhohSaNAhrlrReT1KbrsMh9CP1M4jOAg4gdM2dCDwNOAM4DJhTWmcXYF6H272v6vdTqEyC\nNEp1EFVyps1ZyOoLT0i6GZLUkZl77szMPXfedP2kH/wqwdbkx6JtSr+8NtFmSFLMdi9dyn6UVENS\no59dc48hdLudBhwM/JoQQsu7oDHAcYQKZyeeU/X7W/DQgiRJispQ0g2QpGKI8zyi5VlzDwVuBm4k\nnIZlcWn5dsDSqvXPAi4nVE3vBN5ZWv55wqlfrgX2AT7Uz0ZLkqS2NNpvJ27GrBVJN0GSVKOfXXOr\nXVK6AJxYutS6m5HddA9psK3DImyXJEmKRqP9tiRJo8RZEVVBOT5UkhS1uSxLugn55/lEJfWRQVSS\nJEmS1ImjCaflvA74ITCh0w0YRCVJUjHNT7oBkpRJU4H3AHsRpgIeS5ictiNxjRGVJEmSJGXfP4H1\nwGTgqdLPv3W6ESui6ivHh0qSJEm58iDwZeAOwoSzDwMXd7oRK6KSJCk3BlnCEpxkJzKTBmHNkqRb\nISlGy1eHSxPTgQ8Suug+ApwNvB34QSePYxCVJEmqNkTlLOeSlCUH9r6J2aVL2Sd3G7XKywjnjX6g\ndP2nwCw6DKJ2zZUkSZIktesmYCYwCRgA9gNu6HQjBlFJkpQOZ/dv0zNmrejfxiWpWK4FzgD+CPyp\ntOw7nW7ErrnqGycqkiRJknLpC6VL16yISpKk4vJcoq1NcvInSdEziKpvps1ZmHQTJEmSJKWQQVR9\nZRiVJEmSVMsgKkmSUm3mTSuTboIkKWIGUfWdVVEpXtPmLNx0kSRJSiODqGLhF2Kp/+qFT0Op8mwu\ny/q38aH+bTqTnLBIUsQ8fYskZVy7IbN6PU+vJEmSkmQQVWymzVnol18pQr1UOQ2lyrNBlrAEK3iS\nlGYGUUnKmKi72RpKVRQzZq1g5eUzk26GJAnHiCpmjlOTuudYT6lP5ifdAEkqHoOoYmW1RepcnAHU\noCupIScskhQhu+ZKUkoZCiVJUl5ZEZWklEm6C64BWJIk9ZtBVJJSIukAWi0t7ZAkSflk11zFxvGh\nUn2GPimlhoDFCbdBknLKiqgkJSRNFdB60tw2SQlxwiJJETGISlLM0h5Aq2WlnZIkKVvsmitJMTHU\nSZIkBVZEFQvHh6rIslQBrSfLbZdqzZi1ov4N8+NthyQVnRVRSeoTA5yUnEGWsATHM0pSWlkRlaSI\nZb0CWk/eno8kSUqWQVSSIpLHAFotz89N2TWXZUk3oXicOVdSBOyaK0k9MqBJOTaE5xKVpD6wIqpY\n+EVdeZT3Cmg9RXu+kiSpPwyiktShIgbQakV+7pIkKRoGUcXGL6/KuqIHUClJM29amXQTJEkRMogq\nVn6JVxYZQCWphhMWSeqRkxVJUgOGT6lg5gNnJt0ISSoGK6KKnV/ulXZWQKV8mzFrRdJNkKTCsyIq\nSSWGz/asvvCEpJsgSZIyzoqoEuEXfqWJFVBJkqR4GUSVGL/8K2m+B6V8G2RJNBsaimYzueOERZJ6\nYNdcJa46CNjlT3EwfEopdjZwYNKNkCT1m0FUqWIoVT8ZQHvn/6UKa6jB8sUxtkGScsQgqtQylCoq\nBlBJfTNUZ9nimNsgSRlkEFUmGErVDQOopEQMNVi+OMY2SFLKGUSVOYZStWIAlYplLstYxtxoNjYf\nODOaTY0yVGfZ4j49VlwmDcKaiCaFktSzFbvO6MNWV/ZhmwZRZVxt4DCYFpsBtL/8/1KezJi1gpWX\nz0y6GfkMp5LUBoOocsVqaTHlKYAedNBBrFmzZtP1SZMm8eMf/zjBFgX+P0kxGmqwfHGMbZCkPjOI\nKrcMpfmXpwBaVh1C612Pm/87UooM1Vm2OOY2SFJEDKIqhGlzFvqFOkfyGEDTxv8XKSOG6ixbHHMb\nJKkLBlEVhmE0+wyg/ef/iJQDQ1W/L47h8ZywSFIXxiTdAClOBplsmjZnYWH+dpMmTWp6vZ8MoZIk\nKS5WRCWlVlHCZ7U0TEwk5ckgS1jCYNLNSM4QdtWVlEpWRFU4RQw3WVOkCmhaWA2VJElxMohKSo3M\nBNBLL4WXvxx22QWOPRaeeirpFkmK0vykGyBJ+WcQVSFlIuwUSGYCKMCf/wz77w9//CPceit87Wtw\n1FFJt0oqhJk3rUy6Cdk0FMNjTCpw92dJXTGIqrAyE3xyLFMBtOynP4Unn6xcf+IJOOOM5NojqWsz\nZq1IugmSVFhOViQpdpkLn9UmToSxY2HjxsqyzTZLrj0RcHyoJEmKmxVRFVqmA1EGZbICWuuww2CL\nLUIYBZg8GT75yWTbJEmSlDFWRFV40+YstCLUZ5kPn9We/Wy49lr48pfhgQfgwANh0LFRklJuCE/j\nIilVDKKS+iZXAbTaDjvAV7+adCskKV0mDcKaJUm3QlJG2DVXIseBKSG56IIrKVPmsizpJkiSOmBF\nVFJkDJ/ZY7d0qUCGsHuupNQwiEol7Y4VrRe2iv5l3gAqKXfmA2cm3QhJyi+DqFSlWRhtFraqbytS\nKE0sgF51FQwNwd/+Bq96VTiP59ZbJ9OWDCvSe1XFNsgSluCkYpKUJgZRqYVOw1YRQmmiFdB77oF9\n94VHHw3XL7oI9t8frrwyuTZlTF7fl5JSwAmLJLXJICrViDJk5S2UpqIL7mWXwcBA5fr69eF0Ko88\nAk9/enLtyoA8vAfVN1u1uP3BWFqRgBmzVrDy8plJNyM+QzhOVFIqGESlmJRDXBbDQCoCaNkWW8Dw\n8Mhlw8MwaVIy7cmALL7nFLurgeEmt0+LqyGSpGIwiEpqKFUBtGy//WC33eC662DNGpg8GY46Cjbb\nLOmWdaU2JEb5mhtA1YGpSTdAklQsBlEpZu3OzpukVAbQsnHj4Le/hVNOgdtvh1e/Gt70pqRb1bFG\n74Hq5d3+HdL+/lIq7dXi9qtjaYXiMYTdcyUlziAqJSCtYTTVAbTahAnw/vcn3YqudPJ37zSUpvE9\npcz4Cs275u4bV0OUA05YJKkNBlFJ2QmgGdZrSGwWSg2gisDspBsgSSoWg6iUkDRURQ2g/dePv3HS\n7xvl2hTgw8BzgfcAzwdeAPw8yUYlZj5wZtKNkKR8MohKBWQA7T/DojLqNOAqYFbp+t3AORQ1iObZ\nEI4TlZQog6iUoLirogbQ/jOAKuOmA/8GHFy6/njfHuks4JC+bV2SlHIGUSlhcYRRA2j/GUCVE2uB\n6pPyTi8tkyQpUgNJN6CPhodrT3ovZUCUgcYAGniuTkVh5/2PhnzvNwHeABwLvBC4CHg1oRPnbyLa\n/vDwblXXmlVED2x804pdZzS8bRlzG962hMGGt628fGb9G/I+RnRxH7ftzLlSEwdA9PuU4SuGG38+\ndutVAyuhD/s/K6JSylSHpG5DjgE08FydUsd+SThnaDmVLQDuT645kqS8MohKKdZpKDWABp6rU+ra\nW4FfU5mcaEvgzcB5ibVIkpRLBlEpI5qFUgNo4Lk6pZ4dD/y06vrDwCIMopKkiBlEpQwyeI7kuTql\nyNQbAzQ29lakSd7PJTqEp3GRlAiDqKTMMixKkbsK+ArwDUIofX9pmdS5SYNOWCTl15bAKcCLgGHg\nXcCKTjY0Ot45AAAgAElEQVRgEJWUOQZQqW+OAD4O/Lh0/SJCGJUkqdqJwDLgXwmZckqnGzCISsoM\nA6jUd48BH0u6EYrZEHbPldSJpwP/Ahxeur4BeKTTjRhEJfXmnntgyRIYMwbe/GZ45jMjfwgDqCRJ\nUmpMA/4BnAbsSRjCcSTwRCcbMYhK6t6tt8LLXw7r1sHAABx9NFx9Ney4Y9ItkyRJUheuXv4oVy9/\nrNkq44C9gA8AVwJfAxYCn+jkcQyikrp31FHw6KOwcWO4vnYtfPzjsHhxos2SpE7NmLWClZfPTLoZ\n+eOERVKsljG3943Mhu1mV13/5Gdr17irdLmydP0cQhDtiEFUUvfuvrsSQgGeeiosi5DdcqVYnFz1\n+zAjT+MyDCyItzmK3RCOE5XUrr8DdwK7ALcA+wHXd7qRMRE3SlKRvPGNMHly5frkyTA4mFx7JHXr\nqtJlAqG71S3ArcAMYLME2xWpQazMSVJEjgB+AFwL7AGMKpu2YkVUxbJ2Lfz0p/Dww7DvvrDrrkm3\nKNuOOy5UQBcvDmNE3/te+MAHkm6VpM4tLv18L7A3sL50/ZvAZUk0KFXmA2cm3QhJSpVrgZf3sgGD\nqPLlz3+G3/8env1s+H//Lyw77zxYvRpe/GL42Mdg1arQhXRgINz2+tcn2+YsGzsWvv1t+Na3wvWB\ngebrx2zanDBcwe69Utu2BJ4GPFC6vkVpmYpgCLvnSoqNQVT5cdZZ8O53h9OIDAzAPvvAhAlw4YWw\nfj0MD4f11q+v3Off/x1uvz2Z9uZJnwJotwGyHEDrXTeUSk2dAFwNLC9d3wdYlFRjUmV+6aeV0c45\nYZGkOgyiyofh4RAq16ypLPv1r8NEOmvXNr7fgw/2v22KTW0AbbWOoVQa5TTgAuCVhEmKPkaYlCIz\n5rIsmlkjG7GbriRFwiCqfHjyyXCpNjwcqqONbLYZvOY1/W2XYtFOAG11P0OpCm434EbgpYQAemdp\n+Xaly9UJtSudrI5KUs8MosqHSZPCxEM33VQ5ncjAwMguo2PGwNOfDuvWhdC6995wZoNvEevXwzHH\nwJIl8MxnwoknwktfOnq9+++Hf/s3uOIK2GorOO00eMMbon9+qqvbANpqW4ZSFdCHgfcAXyYE0Vr7\nxtucjMhjIB3CcaKSYmEQVX4sWwZz54YwOmlSmMl1++3hoIPgnnvghS+Ec8+FnXcOYbVZtfS974Uf\n/jB09b355jDe9E9/CvetNjgIV10Vguvdd8Nb3gLXXAO77NLXp1p0UQbQRts3jKpg3kM4pduxwO8S\nbkv25DGQSlKfGUSVHzvtBNdfH8aEbrZZpRp6xx2j120WQqESQss2bAjV0SOPrCxbvx7+8IdKBRbC\nY/72t9kNoldeCb/8JWy5JRx+OGy+eWJNqRcE+x1ApYLbCHyDcO7QQpoxawUrL5/Z/QYcP9qYExZJ\nqtHi27iKYOnSpcyZM4fZs2czZ84cli5dmurtNrVhQ5gpd2AgnKJluF4PszaMqzlGM2ZMCLe160yY\nMHLZwEDooptFP/lJqPwefzx85CMwYwY89ljSrQJCAI07hBp6VVAXA/8KpOtcTDVm3rQy6SY0Np9K\nhVSS1JAV0YJbunQpRx55JKtWrdq0rPz7vHnzktvuH/4Ahx4aurvuuSecfTbssEPj9ZcvhwMPhAce\ngKlT4bnPhcsuC2HxE58I4z3bbPdJJ53E2q23ZsLjj7Ng40bmjRsHW2wRxoJWGxgIY0c/+MEw7nTC\nBHjRi0J33UbbXbuWCRMmsGDBgp5e3774wAcqVeA1a8Jrf8YZ8L73JdIcg6CUiP8ijBd9CijPADdM\nOLeoOpHl7rpDOE5UUt8ZRAvupJNOGhEWIQTGk08+uaeg1NN2770X9tsPHn00XL/ySnjd68LYz3rn\nq/z73+GNb4THHw/XV68OFwhV0c98BnbbLYzfbKJueJ4yBV77WuZ95zuw9daj7/Se94SJjy6+OEyW\n9OlPw/jxrbcbQdiPXG31c906ePjhZNqSEo4VVQEl1x8/r7IcSCWpj+yaW3BrG5xj88naU6HEud3f\n/35k4HzqqTDO895766+/cuXorrTVnngCLryw5cPWDc+PP87J69bBs59d/04f+QgcfXQYV/mNb9St\nvDYL5amy//4juxpPmACvf31y7UkJK7MqmL3qXKbjgeve2V1XkkZoJ4h+vs1ljYwFrgHKI9T3BK4A\n/gScD2zR4H7fA+4FrqtZvhVwEXAL8Etgyw7aohoTasc4lkycODG57T7jGSF8VnvqqdA9tp5ttw0T\nBzUyblzjbr1r1sAFF8DSpawtV1RrNAzPd9wBX/96qMQ++WT4+Y1vwO23j1itX2G/J7WvL4RZhg84\nIExQ9JznwPe/Dy9/eexNk5So/wV+D3y3dFkBnEPY585pcd8dgd8A1wN/Bhb0r5ndGyTBCXOyNH50\nqA/bnDR66Iqk4moniNY7KeLcDh7jSOAGKuclOwX4KLAHcC7wkQb3Ow3Yv87yhYQgugvwq9J1dWnB\nggVMnz59xLLp06dzxBFHJLbdpQ8/zJyJE5k9ZgxzgKUTJsCxx8KUKfXvMGNGGL85eXL927fbDhYs\nGD150o9+BLvvHu57yCFMuPLKundvGJ7vu2/0BEabbRaWV+lX2O/KvffCK18Z2rnFFmF24LIpU+D/\n/i90ib77bnjrW+NvX0pZFVWB3E2YNfelpcsM4Dbg9cAXWtx3PfAh4EXATOD9wG59a2mWZSmQSlKf\nNOtq817gfYQuOdVVyS1o/xxjOxBC62cIkx8APB+4tPT7xcAFwCfq3PdSYGqd5QcA+5R+Px1YjmG0\na+UxiieffDJPPvkkEydO5Igjjuh57GK32126dClHfuhDrHrggU3LVm21FbzsZTS858AAfO97cPDB\n8PGPw3XXhQrl+PGwzTawyy4sffvbOfL661lVHjsKrFqxAh5/nHml6uCCMWNYNWUKq6oqo03D8667\nwtixI5eNHRuWV1mwYAGrVq0a0T236XavvRaOOw4eeoilu+/OSbfdFt0kR29+M1x9NUs3buSkxx5j\n7fz5TPj611lw7LHpGq8qKSkvIFQ0y24AdgVWUTmg3MjfSxeAx4Abge1KP1WP40clFVizIPpD4BfA\nCcDHqEzl/ijwQKM71fgqoeJZPdve9cCbgJ8BBxK68nRiW0KXXUo/t+3w/qoxb968voSQbrZbdzzl\nPfe0nuRoYADmzAljGr///RDmLr0UbrgBLr6YkwYGWFVzKpdV//wnJ8OmgDtv40bYaitO3nvv9sLz\n5puHSYre/Ga4667Q/fe880Z1IR4RytesYeKDD3LE9OnMu+++cA7S6nOa3nor7L03PPYYS4Ejf/c7\nql+NniY5Gh6GP/yBpRs3ciThWyXDw3DFFawqnR/VMCoV3vXAN4EfEfb7/0YIoxMIFc92TQVeQujm\nq1Y8/6ikAmrWNfcR4K/AwcDtwBOEk11PAZ7bxrbfCNxHGB9aPdXpuwiV1j8SZudb12mjqwzT+git\nMqTleMoNG+Ccc+Bb34Lrrx+94pgxcPjhoTJ67bVhoiJgbYPzidaO0px3331csHgxy5cv54ILLgjB\n7OabYdkyqAnIAOy1VxgrumFD+LnXXmH5unXwX/8F228Pu+zCvKee4oJf/ILl227LBbfdxryf/Syc\nLuXgg0ee6/SsszadQuUkoPYR257kaHgYvvAF2GUX2GMPOP/8ENaf/vTetisp74YIHxEfJAytuQ04\nnBBCX9vmNjYnjCs9klAZ7c7ZXd+TuSzr+r4zZq3o/oF7kcbuukNJN0BSnrUzC94BwJcJ3WvuA3Yi\ndLN5UYv7zSrddy4wkVAVPQM4jMqEB7tA4x6XDdwLPJvQ/ec5pTbVtWjRok2/z549m9mzZ3f4UIpb\n0/GU69fD7Nnwpz+FyXYGBsIYxze9afQdyreXt9vg8UaN0hweDqdk+etfw+laXvIS+Pa3w5jKdevg\npJPg3/999IbGjAmTFV1+ebh85jMjJ1A6+GA47TT4+c8r5+p84olw/S9/gec/PyyranP9SF4Vyv/5\nz3AO0yuvhBe+MLRt21IHgS9+ET71qcopbQ45JITpU09l7dveNjL81m5Xo3gKl2Jace1trPjTbUk3\nI25PAF8qXWo92sb9xwM/IdT3zqu3wqJ/VH6fvRpmT+u4jQDMvGklK3ad0dV9B1nCElI6cY7VUSmn\nrmP0HKzF1k4Q/R/gVYQJgl4C7Au8o437HVO6QBjTeRQhhG4D/INQjT2O0AWoE+cTjs5+vvSz7o4O\nRgZRZUPT8ZTnnBOqnNWz277rXfBAnZ7iW28Nr3kNXHYZPPkkCwiH+KsrgdOBUaM0N2wIp2JZVyrU\nX3JJ+FkOj0ccEc5H+oxnhG60AwPwvOdVJgF64IFNVdgR1qwJoXP8+Mq2IFyvPn/n298eQuRjjzGh\nQRV34sSJoUvv614XxsOuXRuqtldeGboiT5wIp5wy8nV64gk4/XT43veY8KpXhbBcb7uSNpm5587M\n3HPnTddP+sGvEmxNJgwApxK68n6t0UqLtqm6sgLoMojmmmNHpRzavXQp+1FSDUmNdmbNXQ/cX1p3\nLGFq9pd18Vjlb9WHAjcTqqp3AYtLy7cDllatfxZwOaFqeifwztLyEwiz991C6CZkqSJH5s2bx4kn\nnsicOXPYZ599mDNrFie++MXMW74c/vznEBSrPfJI3eoeAwPws5+F6uXUqcwbGOBEQil+n9LPE6lT\njt+4sRJC6xk/PoS+V7wizNa7++7h5yteAXfeWT+EQqiY7rRTGD9arnoODITru1VNKrnzzrBiBbzt\nbSzYYw+mb7PNiM1sCuW33x5CZ7kr8/r1cP/9cNVV4XptqBwY2DTr8IJjjunLTMmSCu/VhAi1L2FY\nzjXUn/2+fUXrnlsrbV11JSlC7VREHyLMlHsp8ANCV9hOx3xcUrpA+P5/Yp117mZkLjikwbYeBPbr\n8PGVIZsmOVqxIlT9nngiBKkJE0Z0XWXcuBAAq5bVdqGcdvLJMHcuDA4y76mnGvcDHzMmhMLh4dDl\ntZG1a+G734VrrgmhFUJVspXNN4f3vS+cFmXx4sryyZPhpz+FQw+tLHvhC+Hss0Nbly6tP/PwnXdW\nHr9seDi8JhC6Bh90UKi+DgyEx18QTunXr5mSJRXeZbR3gHuks2i8x28ht91zq1kdlZRTA61XYXNg\nDWHn8nbCWM8f0P7MuUkZHm7QtVEp9eSTcMstsNVWYQba/faDX1V1hRsYCN1f//znEE5f/vIwCc+z\nnrVplbpj+TY8xQ7v+Qrj73lw9G0zZoSZdrffPowN/d//heOPD9svn5qldHoXIATWrbYK1cd27bxz\nmMH3j38MgbO6yyyEMHraaeF8pu0aHoZ582D58hA2J04MldU//KESRi+5JMwgPGlSCKHlcajqiOND\nVbbz/kdDe/vNLFrS5LZhwpwPURgerndm0VZB9MDGN7UKosuanPq8VRBdefnMprfHLokwurgP21zT\n7O0mFcUBEP0+Zfjjw8e0XqtDnx74LPRh/9dORbRc/XyK/nwcSXDjjWEiojVrQjfT//iP0ZXJ4eEQ\nAh99NITD2nN4NjJuLH/79gfZ5n9+yOQ/3ATAwPjxYVbbL34xVFrLjjoqhNJzzgnnIP32t0dua+PG\n9kLo2LHwtKeFAHj88SFEV83iO8ITT8A3vtFZEB0YCKeK+cIXQuX4xS8OMwWPq/qX3mefcJGk1r6c\n6KNbFW2P1VFJOdIsiD5G41OjDDPy3KBSb972NvjHPyrjPU89NZyG5frrK+Ft8uSwDNoPoSXDm43n\nvk8dPvqG5V9l2pyFI5cdcki4bNw4OohCqIrWdostmzQpnM/03HNH3zZ9engOtRVRCLPydmqzzeC4\n4zq/nySNtjzpBjR1Nk2ros3MZVnTqmgzM2atSF9VFOKdWXcIyxCS+qLZWI7NCWND610MoYrWX/4y\nctKhtWthxx3DKUie+1yYNg1OPLFp1bDbLpSrLzxh02WEMWPC49YaP370snnzQkX36KPh7Aazaxx8\ncAiptRMJTZ4Mxx7bVdslKWK7EM4BeiOwunSJ5xw2Z3V/15k3rez6voNNeyWnWBrPOypJHWina67U\nfzvtFMJo2YYNoRp55ZXw3/8dWzOqw+i0OQvDOMt99gnnFR0zBr70Jbj66jDB0MBAaOepp46cbKjR\ntsaMqZyC5vLL4Te/CaH2/e+HV786jqcnSa2cBhwPfIUw4+07CTPmJ8+qaH2ed1RSRuV10gVwsqJs\nufbaEMaqu62OHx8qjeeeCzfdBJ//fBg3OjQEg6PH9PRzUplpex8Rut2OGRMqt5deCn/7G+y1F7zg\nBW21Y1QXYKWeExWpWs4nKyq7GtiLcNb13WuWRaH+ZEXVmo0VbRFEm40VbRVEm40VTXUQrdavQLo4\n4u05WZGEkxVZEVVa7LknvPWtYZbXsvXrQ0X01lvDaVoeeyyEwAsugG9+Ew47LLbmrb7s5E2/T5uz\nEF7zmtHrtAgtqy88wTCaEQZQFdiThAroX4APEE6tNiXRFlWzKtqc1VFJGdL5+b6kftlzz5HjJ8eM\ngec9D77znUoIhTB50ac+lUwbGT2mtO74UmWSf0uJDwKTgQXAywjRps5Mb33kWNHeOHZUUkYYRJUe\nH/gAvOQlsPnm4dQnW28dxl+uWzdyIiMIYzOrJBUeOn1cQ046GUClTf4APArcSZgv9a3AiiQbNEqD\n+eDaMZdlXd93xqx0vQwtGUYlpZxBVOkxYUIYe3nBBfCTn4TJi6ZPD11wJ0+urDd5Mrz3vcm1U7lh\nAJVGuQjYsur6M4ALY29FSquihlFJio5BVOkydmyYtGi//UJVFOClL4Vly2DWrNB993/+Bz760WTb\n2QODT/IMoFJD2wAPV11/CNg2obakUubCaBSGkm6ApDwyiCob9tkHfvc7WLkSPvShcOqUDDMEJcMA\nKrX0FLBT1fWpwMZkmtJEQt1zywoZRiUpYs6aq0wzVKgdvk+kth0LXAr8tnT9NcB/JNKSs2h+Kpcm\nZt60sumpXJoZZEnTU7lkjjPpSkopK6LKpDxUtrLe/izIw/tEitkFwEuBHwM/Ipw/9IJEW9SIVVFJ\nyjSDqDIlb8EiT88lTfL2PpFisFvp50uBHQnnD70HeC4hjCYjpZMWlRlGJal7ds1VJhgq1A7fJ1LX\nPgy8B/gyMFzn9n3jbU6bzgYO7O6uc1nGMub23IQZs1aw8vKZPW9HkorGIKrUy3u4WH3hCUybszDp\nZmRa3t8jUgzeU/q5P/BkzW0TY27LSI4VlaS29edz67N92KZdc5UBhjQ1YhdcKXKXt7ksPRIeKwoZ\n6KIbxflEhyLYhiRVMYhKKWCY6owBVIrccwjjQycTxoS+tPRzdmlZslI+VhQyEEYlKWUMosqEIlRF\nDVatGUClvnkD8CVge8I40S+Vfn4YOCbBdrUnBVVRMIxKUiccIyop9QyfUt+dTjjb5MHADxJuS32O\nFZWkXLEiqswoSlXU0FXh6yHF6ilCBTSbrIpKUqYYRJUpRQijUAlgRQ1hRX7uUsIuAo4inEt0q6pL\nOmRgrCikNIxGMWGRJEXIrrlSylUHsrwHccOnlLiDCecRfX/N8mkJtKVzKTivaJnnF5Wk5qyIKnPy\nHsaayWulNI/PScqoqYTQWXspvE6ropDSymgaTHLMrSSDqDKqyGG0LA+hNOvtl3JoCvBx4Lul688H\n3phcc+pIqHuu8FyikiJlEJVyIGuhNEttlQrmNGAdMKt0/W7gM8k1pwt9nLTIqqgkRccgqsyyKlpf\nmkNpWtslaZPpwOcJYRTg8QTb0ljGqqKpCaNOWCQpRQyiUo6lJZSmoQ2S2rIWmFR1fXppWbakrCoK\nKQqjkpQSBlFlx/nnw/bbwxZbwFvfCo8+alW0A0mEUgOolDmLgAuAHYAfAr8GPpZkgxrKWFVUkjSS\nQVTZcM01cPDBcPfd8NhjsGwZzA99jAyjnet3KDWASpnzv8DewC+BtwLvJATRlwG/SbBd3bMqKkmp\n5nlElQ0XXwwbNlSur10LF12UXHtyJMrzlBo+pcy6BfgisB3wY0K98ZpEW9SOs4BDurvrzJtWsmLX\nGZE2px2eX1SSAiuiyoYtt4Tx40cumzJl069WRaPRbaXUCqiUeV8DXgXsAzwIfA+4GTge2CXBdvUm\nhVVRSLgy6oRFklLCIKpsOPRQ2GEHmDQJxoyByZPh5JNHrGIYjVZ1KG0UMg2gUu78FTgBeAlwMPAW\n4MYkG9SSY0XjNZR0AyTlhV1zlQ1TpsDVV8MZZ8CDD8J++8ErX5l0qwrFwCkVwjhgLiGEvo4wPvT4\nRFvUq7OBA7u761yWsYy5DW8fZAlLGOxq23bRlVR0VkSVHVOmwHvfC8ce2zCEWhWVpK68gdAd92/A\ne4CfE07dcjDwswTb1Z6MVkWdvEhSkVkRlXKoXiC3oimpiYWEOHcUYYxo3yy5EQZ36+cj1JHSqihY\nGZVUXAZR5c60OQsLG7qaVYSrbyvq6yOpodfG+WCJhNEUM4xKKiK75iqXitZFd9qchR095/L6RXud\nJOVYgt1ze5lBNxHOnCspBQyiUoZFESYNpZKSsCTuuXj7eCqXKDheVFLRGESVW3kOVv0Kjnl+zSSl\nT+RhNONVUcOopCIxiEoZEkfl0jAqKbdSXhWFjITRoaQbICkPDKLKtbyEqri7zubldZOUflmqirYK\no5kbKypJCTKIKveyPP4xy22XpHbFOl60h6poXGKpijphkaSEGURVGFmalCcN7Uz68SWpazmoimai\ni64k9cAgqkJKayhNY5skKQ55qooaRiWpNYOoCi8NoTTpx28kjW2SlF+RhtEEq6KSpNYMolKVuENp\nWgNotbS3T5K6YlVUkhJlEJUa6GcozUIAlaQkWBUdrW9hNMkJiyYNJvjgktLAICq1IapQagCVpNZi\nGy+akaoopLAyOpR0AyRlnUFU6lA3odQAKknZk6aqKKQwjEpSD8Yl3QApy6rD5eoLT2h6e1bVe16S\n1G9LboTB3SLY0FnAIRFsp0uDLGEJdkOVpFoGUSkieQidkpQmkYXRZs4GDuz+7nNZxjLmRtacVmbM\nWsHKy2fG9niS1MRY4I/AXdD5ETe75kqSpHzr46RF7YhyrChE3EU3yQmLJGXdkcANwHA3dzaISpKk\n1Ipl4qIeJy1K4ryijheVlLAdgLnAKcBANxswiEqSpFSLJIzmrCoqSQn7KvARYGO3G3CMqKSGnKhI\nUmFkbKwoOF5UUn88uvxqHlt+dbNV3gjcB1wDzO72cboqo2bE8PBwV92VJZUYRKWKnfc/GvK934zD\n8Pk93DmSiYuazaDbIoiu2HVG09vbCaL9mEG35zB6Zg/3XdzDfddYJVaRHQDR71OG+V0f8s+rB2Bk\nWz8LvAPYAEwEngb8BDisk83aNVeSJGVC38eLZnCsKEQwXtQJiyR15hhgR2AacDDwazoMoWAQlSRJ\nReJYUUmKmrPmSoqO3XIlpZFV0fqcRVdSQi6h1M+4UwZRSaMYQiWlWc9hNKdVUcOopCwxiEraZPWF\nJxhCJSmjVVEwjErKDoOoJAOopMyxKtqYYVRSFhhEpQIzgErKsr6PF22iVRhNsiraFWfOlRSzcUk3\nQFL8DJ8qimlzFo5a5vtfbTmblucV7dUgS/pyXlEIVdGezy/ajiF6O5eopMIyiEoF4hdwFUW9AFrv\nNv8nsm/JjTC4W5d3Pgs4pPvHnnnTSlbsOqPh7XNZxjLmdv8APYotjEpSFwyiUgH4ZVtF0SyAtlrf\n/5Ps6imMNhNBVbRVGO1nVVSS0swgKuWYX6xVFJ0G0Fbb8H+nQPpcFW2HYVRSERlEpRzyS7SKIooA\n2mq7/j9lQ5arov3UUffc+cCZfW2OJG3irLlSDvXry7mUFtPmLIztfR7nY6k3Xc+i28OpXCD9p3OR\npDQyiEqSMsNQqESc3fsmMnc6F0nqM4OolFN+WVeeGEDVLquiCRjq8n6THBcrFZlBVMoxv7grD3wf\nq1Ndh9FmrIpKUqQMopIkSWBVFMKERZIUA4OolHNWk5Rlvn/VLauiFTNmrYj9MSWpFYOoJEnKpa7C\nqFVRSYqFQVQqAKtKkhSRjFZFJSltDKJSQRhGJRVRX7rotmBVVJJaM4hKkqRc6ziMtuqem/eqqBMW\nSYqBQVQqEKuiyhLfr8qytFVF+z5h0VB/Ny8pfwyiUsH45V5SEVkVlaR0MYhKkqRCiHu8aNqqopKU\nJgZRqYCsikpSG6yKSlLfGEQlSanjwRL1S+RV0RZhNLNVUScsktRnBlGpoPyiL6moOgqjraqiEYir\nKtr3CYskqQMGUanADKNKI9+Xypy8VkUlqY8MopKkVJg2Z6EhVLGJuyraKow6VlRS0RhEpYLzi7+S\nZgBVUiIdLxrBxEWtpL4qOpR0AyRliUFUkiFAiTCAKlOsikpSpAyikqRYGUCVJmmrirYKo71WRTua\nsMiZcyX1kUFUEmBVVP1nAFVatR1GY6iKSlJRGEQlSX1lAFWhZKAqKklpYBCVtIlhQVEygCpLslYV\nNYxKyjqDqKQRDA7qlQFUhRdDVVSSss4gKkmKhAFUWVeUqmiqJiyaNNjnB5CUVgZRSaMYJtQJA6jy\nJLJZdItaFR1KugGSsmJc0g2QlE7VwWL1hSck2BKlleFThXYWcEhvm5h500pW7Dqjp20MsoQlWFWU\nlD0GUUktGUpVzQCqvFtyIwzuFsGGzgYO7G0Tc1nGMuZG0BhJhXBm0g1on11zJXWk3A3TMFI8/t1V\nJG110c34WFFJSpIVUUlds1JaDIZPqQd5qIrOJ1NVFknZYEVUUiSsluWPf1MVXZ6roh3NnCtJfWAQ\nlRQpg0v2GUClikhm0S3qDLqS1EQcQXQscA1sOlS3J3AF8CfgfGCLBvfbH7gJuBX4WNXyRcBdpW1e\nU1pPkhQBA6h6MBH4PbASuAH4XLLNiVFGq6KSlKQ4guiRhB3ScOn6KcBHgT2Ac4GP1LnPWODrhJD5\nQiGce4YAABrLSURBVMIE6eX564aBrwAvKV0u6FfDJXXHMCMV0pPAvsAMwj5+X2DvRFsUEauiHRpK\nugGSsqDfQXQHYC4hfA6Ulj0fuLT0+8XA2+rc7xXAX4C/AuuBHwFvqrp9oM59JKWIYVQqpCdKPzcj\nHFR+MMG2RKplGM17VXR+fzYrqbj6HUS/Sqh4bqxadj2VUHkgsGOd+20P3Fl1/a7SsrIjgGuBU4Et\no2qsJBWZBw8UgTGErrn3Ar8h9IgqjlZhNGVVUScskpSkfp6+5Y3AfYRxnLOrlr8LOAn4OGGM6Lo6\n9x2us6zsm8CnSr9/Gvgy8O56Ky5atGjT77Nnz2b27Nn1VpPUJ9PmLPS0Lsqs5cuXs3z58qSbkTUb\nCV1znw5cSNj/L69e4YdVv+9euqhi5k0rWbHrjKSbISly15UuKutnEJ0FHEDomjsReBpwBnAYMKe0\nzi7AvDr3/RsjK6U7EqqiEMJt2SnQuA9KdRCVJKkTtQcwP/nJTybXmOx5BFgKvIyaIHpoEq2JyyEt\nbm/jfKKtQmiU5xNdefnM9lf2PKJSj2oPvf0oqYakRj+75h5DCJDTgIOBXxNC6DZVj30cocJZ64+E\nsaRTCeNMDiJUTwGeU7XeW/DQgpRqdveUCuOZVIbLTAJeT+gVlQuDu7VYoVUIbUMUldAlDPbekF4t\n7mDdNc70KxVVPyuitcrdbQ8F3lf6/SdUPq62A75LqJBuAD5A6NYzljAWtDxNwOcJ3X6GgdXAf/a5\n3ZJ6ZBddqRCeA5xOONA8Bvg+8KtEW9SllqGzVjshtEU1tJ0Q2qoa2kkItRoqKWlxBdFLSheAE0uX\nWnczspvuL0qXWodF2zRJkpVrReA6YK+kG9GJjgNnt9rokttKlCG0rxZ3sK7VUKnQ4qyISiowq6KS\nktLXwJmxcaHQYTVUkvrEICopNoZRSf0UW4WzLIZxoe2E0L5WQzvplru4g3WthkqFZxCVJEmZEnvg\nrCemcaGtpKZLriR1yCAqKVbtVkXrjVm0mtofjg9VmqUidHYjZZMTlfVtkqLFHaxrNVQSBlFJKdMs\nFFXfZiiV8iVTgTOCcaGtRD0uVJLSxiAqKXb1qqKdVuUMpVI2ZSpw1pPhcaFWQyWliUFUUiKi7A5q\nKJUUC8eFSlJkxiTdAEmKkuMdO+PrJUUopeNCwWqopPQxiErKHcOVpMg5LlSSImXXXEm55DlLJXWl\nmzGgbYTQJM8XmopqqCTVMIhKkqTiiWDSoXY5LhS75UoaxSAqKbesikoFF0fYTPG4UOhjNVSSemQQ\nlZRrhtHGHEur3IixujlCDONCU1sJXdzBulZDJdVhEJUkSemXVNhsJKZxob2wGiopzQyiknLPqqiU\nIWkLnF1KcnIi6DCEdmpxB+taDZXUgEFUkiTFK+thM4Jxoa2kNoRKUkQ8j6gkFZDjQ5UYQ2h6Jicq\n69cpW6yGSmrCICpJBWMIlboUw+REvbASKilL7JorSQVhAJV6ENPkRN1WQ7sOoVZDJSXEICop94o+\nUZEBVOq/JMeFWgmVlEUGUUnKKQOo1KEuu94mOS60pxBqNVRSggyikpRDhlCpgQjGeXaq3+cLlaSY\n7QicATwLGAa+A5zU6UYMopIkKV9iDJuZHBcKVkMl9WI98CFgJbA5cBVwEXBjJxsxiErKtSKOD7Ua\nqtxLoKpZj+NCJRXU30sXgMcIAXQ7DKKSJCnzUhI2G8nsuFDoXzVUUhFNBV4C/L7TOxpEJUlSMlIe\nNnuR2hDaT3bLlYpmc+Ac4EhCZbQjBlFJkhSfHITPKMaFdiOSENpJNVRS9iyOYBtPLYeNy1utNR74\nCeFT5bxuHmagmztlxPDw8HDSbZCUIMeHKkoDAwOQ7/1mHIaHOxpBlD5JTU4UWSXUSYqklDgAot+n\nDDOpD/lnzaj93wBwOvAAYdKirozprVWSlE5FDKGS+iupyYkSCaGS1NirgfnAvsA1pcv+nW7ErrmS\ncsUAKqkfkpqcKLExoYs7WNdqqFQ0lxFBQdMgKikXDKCSktSPcaGpnphIknpkEJWUaQbQCseHSt3r\npdttv8aFRsqxoZJSxiAqKbMMoZLaFcX4zm5lqkuuJMXEICpJkjItyZCZiXGhVkMlpZBBVFImWQ2V\niiPJoNlMJkKoJKWUQVSSJCUmrSGzlcxMTmQ1VFJKGUQlKQecqEhZkdXg2alOq6GJh1BJilnP53+R\nJEkqkqi75KYihC7uYF2roZIiYBCVlDmOD5WUlFyGUElKgEFUkiSpDVGPC01NCF0cdSMkqTWDqCRl\nnONDpf5rJ4R2Ug1NTQjtlN1yJUXEyYokSZJ6lGgItSuupAwyiEqSpMKKorttN+cLjUyvIXRxB+ta\nDZUUIYOopExxoiJJ7ejHeT6jEGk11EqopAwziEpShjk+VEWUppCZWJfcKELo4g7WtRoqKWIGUUmS\nlAppCpjtSCSEWgWVlBMGUUmSFJushc1GMh9CF3ewrtVQSX3g6VskZYbjQ0fzNZHil/kQKkkpYBCV\npIwzjErplNoQuriDda2GSuoTg6gkSVKb2q2GpjaESlJKGEQlKQesikr9F2sIPZP+hNDFHaxrNVRS\nHxlEJWWCQUtSkmIPoZKUcwZRScoJw7qUA/+/vTuPlqSqDzj+fTPDhBlACIgMA8ibKCCcI8woEAQi\nQ5BNcQghKiRsajSLiQsKjBrDGHOQ4MnBEwwkkWhDBMJyggckcZiQwSD7MgtkWAIOCYZFNNEgB5E4\nnT9+t+2aft39ul8vVdX9/ZzT51XX0nX7vuqq+tXv1q1BBqGVLuY1GyppwHx8iySNkI0rz2fR0cvz\nLoZUeN30fNupnrOhZkIljREDUUmSVHqDCCy7UfggtDLgz5ekLhmIStKIyTbRNTuqsso7sOxGT0Fo\nEbOgNsuVNAQGopIKz3sfZ86gVEVTpgCzEyMXhErSkBiIStKYMCiV+qs0QWili3nNhkoaEgNRSYVm\nNnQwDEql3pQmCJWkgprIuwADVK1Wq3mXQdIMGYAOnwFpexMTEzDax81hqC6u3pl3GXpWqiC00sW8\nZkOlIVoG/T+mVJk3gPjnpcEc/8yISioUA9D8+OgXaXozDkLzyIJWclinJHVolK/smhGVSsQAtDgM\nRpszI9oXpc6IliYIrcxgGbOh0pCZETUjKil3BqGSiq4UQWhliOuSpB7NyrsAkqRi8cKAtLnCB6EV\negtCzYZKyoEZUUnSFN4vqlHTUwdDMzGMILQyhHVI0oAYiErK3aKjl5uFk9SRoQeU3RpmFrQfzIZK\nyskod7pgZ0VSyRiMFo9Z0To7K+qL6uLqncUPJmeqjFlQA1EpJ3ZWZEZUkiQNjUHoDFUG8JkGodLo\nKdHv2s6KJBWG2bfiMUstdWCQQWgF7wWVNJIMRCUVisFo8RiMSm0MKgitYAAqaaTZNFeSJKlbg86C\nDlqJmu9JGk1mRCUVjlnR4jErKmWYBZWknhmISpI6YjAqMZggtMJwA1CzoZIKwEBUUiGZFZVUOP0O\nQiuYAZU0tgxEJRWWwWjxmBXV2Pla5tUvFfILQM2GSioIOyuSJEmjY9DP8+xFJe8CSFJxTORdgAGq\nVqvVvMsgqQ/MwhXPOGarJyYmYLSPm8NQ5fYmx+YiB4/9Usm7AJgNlQplGfT/mFKFG/r8kTCgso70\nAdVAVBohBqPFM27BqIFoX1T5vTE7NlfyLkCGgahUIAaiNs2VJEnqt0reBWhgECqpYOysSFIpjFv2\nrQzMUktNVCheECpJBWQgKkmaMYNRKalQ3ADUbKikAjIQlSRJ6kUl7wJIUvkYiEqSemJWVGOrQvGD\nULOhkgrKzookSZK6Ucm7AJJUfgaikkrBrFuxbVx5vh1KafRV8i5AB8yASioJA1FJUl8YjGqkVPIu\nQBcMPiWVkIGoJEkqtkreBSgYA09JI8BAVJLUN2ZFNa1K3gUoKYNPSSPGQFRS4Xl/aLkYjEp9YOAp\nacQZiEqSJOXNwFPSmPE5opKkvjOLLXXgpRvrL0kaM2ZEJUmShsGAU5J+zkBUUqGZWSsv7xXV2DPw\nlKSWbJorSRoYLyRo7NjcVpI6YkZUUqFlM2oGNZIKx4BTkmZkIu8CDFC1Wq3mXQZJA2JQWi6j0ER3\nYmICRvu4OQxV5o3AsdngU1LPlkH/jylVuKHPHwkDKqsZUUnlZKZUUl8YVEpSLkb5yq4ZUWlMGZgW\nU9mzomZE+2JAV+slqWzMiNpZkaSRs+jo5aUPekaRFwgkSVKNgagkSZIkaagMRCWNLLOixWNWVJIk\ngYGoJGnIDEYlSZKBqKSRZlZUkiSpeIYRiM4G1gC1/tH3A+4E1hPdOm3TYrljgEeAfwfOyYzfHlgF\nPAbcDGzX/yIL4NZbb827CKVnHfauH3U47sHoXeu+k3cRpjArOrIaj/kj4sG8C9CDspbdcg9fWcte\n1nKXXqtYrWPDCEQ/AmwAas9SuRQ4G9gXuB44q8kys4EvEV9wH+BkYO80bTkRiO4J3JLeawAMonpn\nHfbOOuzdXeuLF4iO+8WBEdZ4zB8RZT7RLWvZLffwlbXsZS13qbWL1To26EB0V+DtRPBZe/bMHsBt\nafifgRObLHcg8DjwJPAK8PfA8WnaMuCyNHwZ8Gv9LrSk0WPgUww+WmekNTvmS5JGT7tYrWODDkQv\nJDKemzLj/o16Qd8F7NZkuV2ApzLvv5vGAewEPJeGn0vvJWlaBkD5MQAdC82O+ZKk0dMuViuE44C/\nTMNLqd8vshewErgP+GPg+02WPRH4cub9qcBfpOH/aZj3v1us/3GiaZAvX758+fLVj9fjqJVWx/xG\nHpt9+fLlK16DOKYMqqz/27CexljtFOCibgs7p9sFunAw0Yz27cCWwKuAy4HTgKPTPHsC72iy7H+x\neaZ01zQOIgu6AHgW2Bn4Xov1v76HskuSpM61O+ZneWyWpMEZ1m0RjbHabkRWtJAOo351dMf0dxZx\nkDqjyfxzgCeASWAusJb6DbAXUO+ZaTlg14uSJBVH9pgvSRo97WK1wjmMeFQLRI96j6bXeZl5FgI3\nZd4fm+Z5HPhkZvz2RCdHPr5FkqTiyR7zJUmjqVWsJkmSJEmS+m174nmi7TKjWwJ3E+niDcDnM9NW\nEG2Z16TXMQMsa1H1WoedLD8OOqmH3YDVRK/RDwEfzkxbgdtir3Xotth5HXyFuNe+8cFrK3A77LUO\n3Q5b6/nB5zlp9b8uunb7yyJrd85RFrOJfWiZmqc/Cawnyn1PvkXp2nbAdcDDxDZzUL7F6che1I+1\na4AfUZ7fqJILgLPT8Dm0vld0fvo7B7gLOCS9Pxc4c2ClK4de67DT5UddJ/WwAFichrcmmjK8Ib13\nW+y9Dt0WO6+DXwGWMPXE2u2w9zp0O2xuNtF0axLYgoLfS9Sg1f+66JrtL8tS543nHIfmWJaZOBO4\ngnI1T99IXEgro8uA96XhOcC2OZZlJmYBz9D8cZYqsEeoP0N0QXrfznzgXmCf9P5c4OODKVpp9FqH\n3S4/qmZSD18HjkjDbou916HbYnd1MEnzQNTtsLc6dDts7i3ANzPvl6dXWUxSvkC0UXZ/WRaN5xxl\nsCvRj8nhlCsjuhHYIe9CzMC2wHfyLkSPjgK+nXch8jIr7wL0YCeiuQzp704t5ptFXH19jmimsiEz\n7Q+BdcDfMp5NqHqtw06XH3Xd1sMkcYX97sw4t8Xe6tBtsT914HbYWx26HTZX+Aefj7hJph5ziqzd\neVvRXQicBWzKuyBdqhIB9H3AB3IuSzcWAc8DXwUeIJ5rOb/tEsVzEnBl3oXIS9ED0VXEVcjG17KG\n+WoPW21mE9E8ZVfgrcSDtgEuITbgxURK/M/7WO4iGWQddrr8KOhHPUI0kbqO6D36x2mc2+LmZlKH\n3SxfZv2qw2bcDjfX63Y0yttht6yH/Ey3vyyiTs45iug44tn2axjesxz75RDiYsWxwIeIJullMAd4\nE3Bx+vsi5WptMRd4J3Bt3gVR9x4hmj4B7ExnTaA+A3yiyfhJyt/sZiZmWoe15nszWX4UdVoPWwAr\ngY+2+axJ3BZnUodui93VwSTtt7Pppo+qXuvQ7bC5g9i8ae4nKVeHRZOU8/fQyTGn6FqdtxXReUTm\nfyNxMe9F4PJcSzQzZbpNYwFR3zWHAt/IqSwzcTyb7xvHTtEzou3cAJyehk8n7n9o9GrqzcvmAUcS\nV6ogThJqTqCcB5lezbQO13ax/DjopB4miOaOG4AvNkxzW+y9Dt0We68Dt8Pe69DtsLn7gD2oP/j8\nPZSrI5cyare/LLJ2521F9ymiw5lFRHPLfwFOy7VEnZkPbJOGtyLuWSzL/v9ZIvjfM71/G9FTdFmc\nDFyVdyE0M9sT7dkbu8lfCNyUhvcl2oyvJbqlPiuz/OVp3DriZGEc7+XptQ5bLT9uOqnHQ4nmRmuZ\n+ngMt8Xe69BtsbM6hDjoPQ28TBzA35vGux32Xoduh62V9cHnrf7XRdduf1lkb6T1OUeZHEZ5LrYs\nIup7LfGonzL9PgH2Izq1Wgf8A+XpNXcr4PvULwJIkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ\nkqQiehfR7f7PiAeTN7MbsDrN9xDw4cy0LwAPM7XnxLnAV4keONcSvVlO5wriGaAPEo/AmNPF95Ak\nSZIklcQbiGfBraZ1ILoAWJyGtyYeB7J3en8k9Wdjn59eAB8igkmAHYlnWk5MU5ZjM8NXAr87ffEl\nSVI3Zk0/i6QR8OO8CyBN4xHi+ZvtPEtkNSG26YeJZ3wCrCKemwhwN7BrGt6bCG4Bngd+COyf3h8F\n3AHcD1xDPNcN4J8y67w381lSUXS7T18K3NiH9a4APt5k/CTRgmAmbgXe3MX8S5n+uxwGvKXFtLnE\n837XEC0xBmWSzurkC0QLjwuA04GdW8zXblqnfgc4dZp5zgAuajHtUz2uX9qMgag0Hqp5F0Dqs0lg\nCRF0Nnof8I9peB2wDJhNPLj9zURg+Wrg08ARadz9wJkNn7MFcAqbB6ZSEeS1Tx/EeqsD+NzDgYNb\nTHtTWt8S4NqGaXmcF38AeCNwNhEELmwxX7tpnZgN/DXwd9PM1+5/8cke1i9NYSAqjZcJ4urrg8Q9\nc+9O45cSV6WvJbJMX8uhbBp9q4htr/H1zi4/Z2vgOuAjTM0MfRr4KdGkFuArwHeJJrkXEhnQTcBB\nwD7p/RrgNOC1DZ91MfAt4PYuyycNy1Ja77uPSePuB07IjN+K+F3cDTxAXKgB+CLwmTR8NLHtN7Mf\n8bt5DPjtJtMngX9N672fzTOT51C/X/u8huVmARXgc00+s9V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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Salt Wedge (Animation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**To view the full animation, look for \"SaltWedge.mp4\" in the current repository. I renamed it to SaltWedge000 just to load notebook faster (1 frame instead of 47).**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Animation\n", "N=5\n", "\n", "#Empty figures\n", "fig, (ax3, ax4) = plt.subplots(1, 2, figsize=(16, 8))\n", "\n", "pnt = [0,1,2,3,4,5,6,7]\n", "ii=np.arange(n)\n", "#Initial image\n", "def init():\n", " land_colour = 'burlywood'\n", " viz_tools.plot_land_mask(ax3,grid,coords='map',color=land_colour)\n", " ax3.set_xlim([-123.25,-123])\n", " ax3.set_ylim([49,49.2])\n", " ax3.plot(s_lon[saly,salx],s_lat[saly,salx],'sk',label='Slice for Salinity Profile')\n", " for lab, i in zip (pnt,ii):\n", " ax3.annotate(lab,(s_lon[saly[i],salx[i]],s_lat[saly[i],salx[i]]),fontsize=11)\n", " ax3.scatter(rd_lont[0,N],rd_latt[0,N],color='0.30',marker='s')\n", " ax3.set_title('Why is this particle trapped?')\n", " ax3.set_xlabel('lon')\n", " ax3.set_ylabel('lat')\n", " \n", "t = np.arange(48)\n", "v = np.linspace(0, 20, 15, endpoint=True)\n", "\n", "def animate(p):\n", " ax3.scatter(rd_lont[p+1,N],rd_latt[p+1,N],color='red',label='Particle Trajectory')\n", " sali=sal[t[p],:,saly,salx]\n", " mesh=ax4.contourf(sali,v, cmap=plt.cm.jet)\n", " if p == 0:\n", " cbar=fig.colorbar(mesh, ticks=[0,2,4,6,8,10,12,14,16,18,20])\n", " ax3.legend(scatterpoints = 1)\n", " ax4.set_ylim([4,0])\n", " ax4.set_xlabel('Black Squares')\n", " ax4.set_ylabel('Vertical grid cell')\n", " ax4.set_title('Salinity Profile at Slice')\n", " ax4.set_xticks(np.arange(n))\n", " ax4.set_yticks([4,3,2,1,0])\n", " \n", " \n", " \n", "#The animation function (max frames=47) \n", "anim = animation.FuncAnimation(fig, animate, init_func=init, frames=1, interval=300, blit=False, repeat=False)\n", "\n", "#A line that makes it all work\n", "mywriter = animation.FFMpegWriter()\n", "\n", "#Save in current folder\n", "anim.save('SaltWedge000.mp4',writer=mywriter,fps=1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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M4J///CezZs3iK1/5Ci+88ELW13HllVdSX1/PvHnzgBCk16xZw6hRo5gxYwY/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\nSZIkSZIkSZIkSZIkddS/A/GTIzfW3MGEAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tidal Cycle: December 14-15" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wlev = stormtools.load_observations('13-Dec-2006', '16-Dec-2006','PointAtkinson')\n", "fig,ax=plt.subplots(1,1,figsize=(20,5))\n", "ax.plot(wlev.time,wlev.slev,'-k')\n", "ax.set_xlim(dt.datetime(2006,12,14),dt.datetime(2006,12,16))\n", "ax.set_ylabel('Water level (m)')\n", "ax.set_xlabel('Dec 14 - Dec 15(hrs)')\n", "ax.set_title('Observed water level at Point Atkinson')\n", "\n", "ax.plot(wlev.time[17],wlev.slev[17],'o',color='Maroon',markersize=9)\n", "ax.plot(wlev.time[19],wlev.slev[19],'o',color='MediumBlue',markersize=9)\n", "ax.plot(wlev.time[22],wlev.slev[22],'o',color='Olive',markersize=9)\n", "ax.plot(wlev.time[25],wlev.slev[25],'o',color='DarkViolet',markersize=9)\n", "ax.plot(wlev.time[30],wlev.slev[30],'o',color='Tomato',markersize=9)\n", "ax.plot(wlev.time[33],wlev.slev[33],'o',color='DeepSkyBlue',markersize=9)\n", "ax.plot(wlev.time[36],wlev.slev[36],'o',color='SpringGreen',markersize=9)\n", "ax.plot(wlev.time[39],wlev.slev[39],'o',color='DeepPink',markersize=9)\n", "\n", "print wlev.time[17]\n", "print wlev.time[19]\n", "print wlev.time[22]\n", "print wlev.time[25]\n", "print wlev.time[30]\n", "print wlev.time[33]\n", "print wlev.time[36]\n", "print wlev.time[39]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "2006-12-14 01:12:00+00:00\n", "2006-12-14 03:12:00+00:00\n", "2006-12-14 06:12:00+00:00\n", "2006-12-14 09:12:00+00:00\n", "2006-12-14 14:12:00+00:00\n", "2006-12-14 17:12:00+00:00\n", "2006-12-14 20:12:00+00:00\n", "2006-12-14 23:12:00+00:00\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DcePG4ebmZnYkSSKHDh2ie/fu/PPPP4wbN44aNWqYHclp3LhxAw8PDz755BN6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\nSZIUc5ZQkiRJkiRJijlLKEmSJEmSJMWcJZQkSZIkSZJizhJKkiRJkiR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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If 0:30 is 1 in Ariane and 0:00 is 0.5, then the times above are **1.5[1:00], 3.5[3:00], 6.5[6:00], 9.5[9:00], 14.5[14:00],17.5[17:00], 20.5[20:00], 23.5[23:00]**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Condition 2: delta_t \u00d7 frequency \u00d7 nb_output < tunit \u00d7 ntfic \u00d7 (lmt + 0.5 - max(fl)) (if initial time is greater than 0.5) is satified." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tidal cycle trajectories" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wlev = stormtools.load_observations('13-Dec-2006', '16-Dec-2006','PointAtkinson')\n", "\n", "\n", "(fig,axs)=plt.subplots(8,2,figsize=(20,50))\n", "tt = [17,19,22,25,30,33,36,39]\n", "colorss = ['Maroon','MediumBlue','Olive','DarkViolet','Tomato','DeepSkyBlue','SpringGreen','DeepPink']\n", "n=np.arange(8)\n", "\n", "for ax,t,colors in zip(axs[:,1],tt,colorss):\n", " ax.plot(wlev.time[:],wlev.slev[:],'-k')\n", " ax.set_xlim(dt.datetime(2006,12,14),dt.datetime(2006,12,16))\n", " ax.set_ylabel('Water level (m)')\n", " ax.set_xlabel('Dec 14 - Dec 15(hrs)')\n", " ax.set_title('Observed water level at Point Atkinson')\n", " ax.plot(wlev.time[t],wlev.slev[t],'o',color=colors,markersize=9)\n", "\n", "for ax,N,colors in zip(axs[:,0],n,colorss):\n", " ax.scatter(lon_cyc[0,N],lat_cyc[0,N],color='0.30',marker='s')\n", " ax.scatter(lon_cyc[1:,N],lat_cyc[1:,N],color=colors,marker='o')\n", " viz_tools.plot_land_mask(ax,grid,coords='map', color='burlywood')\n", " ax.set_xlim([-123.4,-123])\n", " ax.set_ylim([48.9,49.3])\n", " ax.set_xlabel('lon')\n", " ax.set_ylabel('lat')\n", " ax.set_title('Trajectory')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Lp/jzvBABPceCiAQOVWRJoNIcV15J/S8RERE/5+k5rjw1VFBERNwkq4osJbNERERERMQf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\n7Dd5jluSVGB99z4r8UmXfPP1Kzu/ASYQb9JqtXXo0IG99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FzEXmznXl8M5XLN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\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vprufY7NB/ofAx/fOMW9vuHAaLl8AbPD3JRg1GML/cWp8EREREbnX3LlzqVevnkcUrcD6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\n7boc+AWwGtgA2BgYDxyftM4OwD+B3inb7gOMorqr4AWEqq0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bqqZzX0wYoBhC9/JKwhAT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yMXo966dSuNGzdm7969BAZqVRlPcurUKcqVK8eSJUucsouco8yaNYs+ffqwbt068uXLd+sneIgz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T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\nUzefIn9dVO3nXGrfeu5fa6XefyRwA3Fj8xHyQ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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "River depth comparison: original vs 2m" ] }, { "cell_type": "code", "collapsed": false, "input": [ "(fig,axs)=plt.subplots(1,3,figsize=(25,10))\n", "n=np.arange(3)\n", "\n", "for ax,N in zip(axs,n):\n", " ax.scatter(lon_orig[0,N],lat_orig[0,N],color='0.30',marker='s')\n", " ax.scatter(lon_orig[1:,N],lat_orig[1:,N],color='MediumBlue',marker='.')\n", " ax.scatter(lon_2m[1:,N],lat_2m[1:,N],color='Magenta',marker='.')\n", " viz_tools.plot_land_mask(ax,grid,coords='map', color='burlywood')\n", " ax.set_xlim([-123.4,-123])\n", " ax.set_ylim([48.9,49.3])\n", " ax.set_xlabel('lon')\n", " ax.set_ylabel('lat')\n", " ax.set_title('Trajectory')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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J+HbgUUoXxNjEnhCeD/y8fPtVwDuBsyhN0XoAWF5+7vPAGkrrib2WfYNaqhqnWkmqE2a2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\nAAAwQDaeAQCKYdgNUGM2ngEAAKAYddvGrtv3kxh2A9ReneJVp+8FAGb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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "River depth comparison: salt wedge original vs 2m" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, (ax3, ax4) = plt.subplots(1, 2, figsize=(16, 8))\n", "\n", "def init():\n", " return [fig, ax3, ax4]\n", "\n", "def animate(t):\n", " sali2=sal2[t,:,saly,salx]\n", " mesh2=ax4.contourf(sali2,10)\n", " ax4.set_ylim([4,0])\n", " ax4.set_xlabel('Slice')\n", " ax4.set_ylabel('Vertical grid cell')\n", " ax4.set_title('2 metres')\n", " ax4.set_xticks(np.arange(n))\n", " ax4.set_yticks([4,3,2,1,0])\n", "\n", " salio=salo[t,:,saly,salx]\n", " mesho=ax3.contourf(salio,10)\n", " ax3.set_ylim([4,0])\n", " ax3.set_xlabel('Slice')\n", " ax3.set_ylabel('Vertical grid cell')\n", " ax3.set_title('original')\n", " ax3.set_xticks(np.arange(n))\n", " ax3.set_yticks([4,3,2,1,0])\n", "\n", "#The animation function (max frames=47) \n", "anim = animation.FuncAnimation(fig, animate, init_func=init, frames=48, interval=300, blit=False, repeat=False)\n", "\n", "#A line that makes it all work\n", "mywriter = animation.FFMpegWriter()\n", "\n", "#Save in current folder\n", "anim.save('SaltWedge_Compare.mp4',writer=mywriter,fps=1)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "only length-1 arrays can be converted to Python scalars", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[1;31m#Save in current folder\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 32\u001b[1;33m \u001b[0manim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'SaltWedge_Compare.mp4'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mwriter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmywriter\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/home/imachuca/anaconda/lib/python2.7/site-packages/matplotlib/animation.pyc\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs)\u001b[0m\n\u001b[0;32m 715\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0manim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0md\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_anim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 716\u001b[0m \u001b[1;31m#TODO: Need to see if turning off blit is really necessary\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 717\u001b[1;33m \u001b[0manim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_draw_next_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 718\u001b[0m \u001b[0mwriter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrab_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0msavefig_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 719\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/imachuca/anaconda/lib/python2.7/site-packages/matplotlib/animation.pyc\u001b[0m in \u001b[0;36m_draw_next_frame\u001b[1;34m(self, framedata, blit)\u001b[0m\n\u001b[0;32m 752\u001b[0m \u001b[1;31m# post- draw, as well as the drawing of the frame itself.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 753\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_pre_draw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 754\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_draw_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 755\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_post_draw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 756\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/imachuca/anaconda/lib/python2.7/site-packages/matplotlib/animation.pyc\u001b[0m in \u001b[0;36m_draw_frame\u001b[1;34m(self, framedata)\u001b[0m\n\u001b[0;32m 1047\u001b[0m \u001b[1;31m# Call the func with framedata and args. If blitting is desired,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1048\u001b[0m \u001b[1;31m# func needs to return a sequence of any artists that were modified.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1049\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m\u001b[0m in \u001b[0;36manimate\u001b[1;34m(t)\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[0max4\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Vertical grid cell'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m 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only length-1 arrays can be converted to Python scalars" ] }, { "metadata": {}, "output_type": "display_data", "png": 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50K8N3f+jBWrprKZCZ2PdzxaFz93Zl33ZXboMoGcEUAAo4+TSBXRRiS7nLIbP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\nJDkyyW2rHDPXXDk0aVTQXM1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