{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing merge-tests on Salish and Japser. A week long run to see how the differences evolve. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import netCDF4 as NC\n", "import numpy as np\n", "import scipy.interpolate as sp\n", "import math\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def combine_data(data_list):\n", " #combines ouput files so that they are easier to analyze\n", " #data_list is a dict object that contains the netcdf handles for the files of importance. \n", " us={}; vs={}; lats={}; lons={}; sals={}; tmps={}; sshs={};\n", " for k in data_list:\n", " net=data_list.get(k)\n", " us[k]=net.variables['vozocrtx']\n", " vs[k]=net.variables['vomecrty']\n", " lats[k]=net.variables['nav_lat'] \n", " lons[k]=net.variables['nav_lon']\n", " tmps[k]=net.variables['votemper']\n", " sals[k]=net.variables['vosaline']\n", " sshs[k]=net.variables['sossheig']\n", " return us, vs, lats, lons, tmps, sals, sshs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "#load up the bathymetry. \n", "grid = NC.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc','r')\n", "bathy = grid.variables['Bathymetry'][:,:]\n", "X = grid.variables['nav_lon'][:,:]\n", "Y = grid.variables['nav_lat'][:,:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "#load in the datas. Trying something new with dict objects...\n", "r1 = 'r3942-4510_long';\n", "runname1 = '/data/nsoontie/MEOPAR/SalishSea/results/merge-tests/' + r1 \n", "print runname1\n", "\n", "run1_thal={}\n", "for k in range(1,7):\n", " string = 'thal' + str(k)\n", " run1_thal[string] = NC.Dataset(runname1 +'/1h_Thalweg' +str(k)+ '.nc','r');\n", "\n", "#second dataset\n", "r2 = 'r3942-4510Jasper_long'\n", "runname2 = '/data/nsoontie/MEOPAR/SalishSea/results/merge-tests/' +r2\n", "print runname2\n", "\n", "run2_thal={}\n", "for k in range(1,7):\n", " string = 'thal' + str(k)\n", " run2_thal[string] = NC.Dataset(runname2 +'/1h_Thalweg' +str(k)+ '.nc','r');\n", "\n", "[us1, vs1, lats1, lons1, tmps1, sals1, sshs1] = combine_data(run1_thal)\n", "[us2, vs2, lats2, lons2, tmps2, sals2, sshs2] = combine_data(run2_thal)\n", "\n", "#finally grab a times placer and depths\n", "net=run1_thal.get('thal1')\n", "times = net.variables['time_counter']\n", "depths = net.variables['deptht']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/data/nsoontie/MEOPAR/SalishSea/results/merge-tests/r3942-4510_long\n", "/data/nsoontie/MEOPAR/SalishSea/results/merge-tests/r3942-4510Jasper_long\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before plotting anything, lets look at the points on the bathymetry." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot bathy\n", "ax=[-126.3,-122.1,47,51]\n", "\n", "istorms=np.array([329, 196, 214, 124]);\n", "jstorms=np.array([469, 299, 352, 748]);\n", "iplume = 290\n", "jplume = 440\n", "\n", "fig =plt.figure(figsize=(6,8))\n", "pylab.pcolor(X,Y,bathy)\n", "pylab.colorbar()\n", "for key in lats1:\n", " pylab.plot(lons1[key][0,0], lats1[key][0,0],'o',label=key)\n", "pylab.plot(X[jstorms-1,istorms-1],Y[jstorms-1,istorms-1], 'ko')\n", "pylab.plot(X[jplume-1,iplume-1],Y[jplume-1,iplume-1], 'ko')\n", "pylab.axis(ax)\n", "pylab.legend(loc=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Lg5Mw8uInsBpwcwGM095NHkL9YXgXgh+AoBcEonWJ1d6DsFOHC2dy+3JqNBUa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\ng+AZ4EbgwTBsT852gCpwRVHaC8YAJMH6c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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets try to look at some of the data. Lets plot the difference in sea surface height over time at each thalweg station\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,8))\n", "panel=1\n", "ax=[0,7,-0.002,0.002];\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " ssh_diff = sshs1[key][:,0,0] - sshs2[key][:,0,0];\n", " #pylab.plot(times[:]/86400,sshs1[key][:,0,0],label=r1)\n", " #pylab.plot(times[:]/86400,sshs2[key][:,0,0],label=r2)\n", " pylab.plot(times[:]/86400,ssh_diff,label=r1 +' - ' +r2)\n", " pylab.title(key +' (' + str(lats1[key][0,0]) +', '+str(lons1[key][0,0]) +')')\n", " pylab.ylabel('ssh (m)')\n", " pylab.axis(ax)\n", " panel = panel+1\n", "pylab.legend(loc=2) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GA8ycCezeDcTFSXJqyhRgzx5L15qIiBobiyWpUlJS4O3tbXys1WqRkpJSqXlS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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are pretty small (less than 1 cm). \n", "\n", "Same for salinities now. Try to fit in surface, 25m depth and 100 m depth all in the same plot. \n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,8))\n", "panel=1\n", "ax=[0,7,-0.05,0.05];\n", "depthlevel=0;\n", "print 'Plotting diffefrence in salinity: ' +r1 +' - ' +r2\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " sal_diff = sals1[key][:,depthlevel,0,0] - sals2[key][:,depthlevel,0,0];\n", " #pylab.plot(times[:]/86400,sals1[key][:,depthlevel,0,0],label=r1)\n", " #pylab.plot(times[:]/86400,sals2[key][:,depthlevel,0,0],label=r2)\n", " pylab.plot(times[:]/86400,sal_diff,label = 'surface')\n", " pylab.title(key +' (' + str(lats1[key][0,0]) +', '+str(lons1[key][0,0]) +')')\n", " pylab.ylabel('Salinity')\n", " pylab.axis(ax)\n", " panel = panel+1\n", " \n", "# do it again for 25m depth\n", "panel = 1\n", "depthlevel=25\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " sals1P=np.zeros(times.shape[0]); sals2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],sals1[key][t,:,0,0]); sals1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],sals2[key][t,:,0,0]); sals2P[t] = f(depthlevel)\n", " sal_diff = sals1P-sals2P\n", " #pylab.plot(times[:]/86400,sals1P,'b*',label=depthlevel)\n", " #pylab.plot(times[:]/86400,sals2P,'g*')\n", " pylab.plot(times[:]/86400,sal_diff, label = depthlevel)\n", " panel = panel+1\n", " \n", "# do it again for 100m depth\n", "panel = 1\n", "depthlevel=100\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " sals1P=np.zeros(times.shape[0]); sals2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],sals1[key][t,:,0,0]); sals1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],sals2[key][t,:,0,0]); sals2P[t] = f(depthlevel)\n", " sal_diff = sals1P-sals2P\n", " #pylab.plot(times[:]/86400,sals1P,'bs',label=depthlevel)\n", " #pylab.plot(times[:]/86400,sals2P,'gs')\n", " pylab.plot(times[:]/86400,sal_diff,label = depthlevel)\n", " panel = panel+1\n", " \n", "pylab.legend(loc=2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Plotting diffefrence in salinity: r3942-4510_long - r3942-4510Jasper_long\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AqfpfoxggGxRohYCnF+DtA3h7AV6egM6t8iNjuj3MrbYQ6gfBzEzg2jUJpYUG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Vx44YWUlpYyduxYpk2bxs9//nOam5vbWpbdfffdbN68mZKSEqxWK5dddhl/+tOfeOihh474/hBC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\ndbgYXTgW5UumoeH7brapqWa5w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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, this is pretty small compared to the actual salinity values. There are larger differences in thalweg 3 (mixing area). Also, in thalweg 1 (close to JdF). \n", "\n", "Let's look at u now." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,8))\n", "panel=1\n", "ax=[0,7,-.005,.005];\n", "depthlevel=0;\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " u_diff = us1[key][:,depthlevel,0,0] - us2[key][:,depthlevel,0,0];\n", " #pylab.plot(times[:]/86400,us1[key][:,depthlevel,0,0],label=r1)\n", " #pylab.plot(times[:]/86400,us2[key][:,depthlevel,0,0],label=r2)\n", " pylab.plot(times[:]/86400,u_diff,label='surface')\n", " pylab.title(key +' (' + str(lats1[key][0,0]) +', '+str(lons1[key][0,0]) +')')\n", " pylab.ylabel('u (m/s)')\n", " pylab.axis(ax)\n", " panel = panel+1\n", " \n", "# do it again for 25m depth\n", "panel = 1\n", "depthlevel=25\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " us1P=np.zeros(times.shape[0]); us2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],us1[key][t,:,0,0]); us1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],us2[key][t,:,0,0]); us2P[t] = f(depthlevel)\n", " u_diff = us1P-us2P\n", " #pylab.plot(times[:]/86400,us1P,'b*',label=depthlevel)\n", " #pylab.plot(times[:]/86400,us2P,'g*')\n", " pylab.plot(times[:]/86400,u_diff,label=depthlevel)\n", " panel = panel+1\n", " \n", "# do it again for 100m depth\n", "panel = 1\n", "depthlevel=100\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " us1P=np.zeros(times.shape[0]); us2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],us1[key][t,:,0,0]); us1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],us2[key][t,:,0,0]); us2P[t] = f(depthlevel)\n", " u_diff = us1P-us2P\n", " #pylab.plot(times[:]/86400,us1P,'bs',label=depthlevel)\n", " #pylab.plot(times[:]/86400,us2P,'gs')\n", " pylab.plot(times[:]/86400,u_diff,label=depthlevel)\n", " panel = panel+1\n", " \n", "pylab.legend(loc=2) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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MkoaMgTWrd7HyH//A2vgBGTs30a18N8X9R5F13jVM+PF5eBMOv3+K5Q8+S+Er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\nRERERERElBdDQ8DYmMm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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "At these thalweg stations, once again the differences are pretty small (less than 1 cm/s). The largest differences are in thalweg 1 and thalweg 3.\n", "\n", "Ok, now for v." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,8))\n", "panel=1\n", "ax=[0,7,-0.005,0.005];\n", "depthlevel=0;\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " v_diff = vs1[key][:,depthlevel,0,0] - vs2[key][:,depthlevel,0,0];\n", " #pylab.plot(times[:]/86400,vs1[key][:,depthlevel,0,0],label=r1)\n", " #pylab.plot(times[:]/86400,vs2[key][:,depthlevel,0,0],label=r2)\n", " pylab.plot(times[:]/86400,v_diff,label='surface')\n", " pylab.title(key +' (' + str(lats1[key][0,0]) +', '+str(lons1[key][0,0]) +')')\n", " pylab.ylabel('v (m/s)')\n", " pylab.axis(ax)\n", " panel = panel+1\n", " \n", "# do it again for 25m depth\n", "panel = 1\n", "depthlevel=25\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " vs1P=np.zeros(times.shape[0]); vs2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],vs1[key][t,:,0,0]); vs1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],vs2[key][t,:,0,0]); vs2P[t] = f(depthlevel)\n", " v_diff = vs1P-vs2P\n", " #pylab.plot(times[:]/86400,vs1P,'b*',label=depthlevel)\n", " #pylab.plot(times[:]/86400,vs2P,'g*')\n", " pylab.plot(times[:]/86400,v_diff,label=depthlevel)\n", " panel = panel+1\n", " \n", "# do it again for 100m depth\n", "panel = 1\n", "depthlevel=100\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " vs1P=np.zeros(times.shape[0]); vs2P=np.zeros(times.shape[0]); \n", " # interpolate to 100m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],vs1[key][t,:,0,0]); vs1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],vs2[key][t,:,0,0]); vs2P[t] = f(depthlevel)\n", " v_diff = vs1P-vs2P\n", " #pylab.plot(times[:]/86400,vs1P,'bs',label=depthlevel)\n", " #pylab.plot(times[:]/86400,vs2P,'gs')\n", " pylab.plot(times[:]/86400,v_diff,label=depthlevel)\n", " panel = panel+1\n", " \n", "pylab.legend(loc=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fz8SJE7ngggta3E5r6wK49tpr+ec//8maNWtoaGhg/PjxnHPOOQD861//4vPPP0/0ybBh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gZcBQGBiIOB2eniKpuWYNAOBF8gs0+7EaMiwtAKkUc7d+i6d2RuKC7m1yqG5dce32ofbvB0zq\n3IapjwW23MqxlKZcLpJhBw7g1ClAp9UKNPJtBblcjmnTxL5MTYWI9WbNEsHwmDE4dOABqvQZDvdl\nnrBbagftWdros6sPjj0+prxu3a1b4ng+dChw6hSijOtgeJNbyMgQHWV/utfA2XFKVjXatg3yvn1h\n3cofzdZk9zZv/iMNrytVwMHzG3Jt/qv1JrzomN2B6TXhOrS8jeC03AmLLixCoxYvMnd/tjZtRKCf\nY5cMHw506JyC1RdXI8nzU9Fz95ZMJq6HevbMCoGBt7vIy0vEb7t3A49fPMH++/vxd9Df+Ov2XwiN\nD83eODUVGb9OQmoFCXa7Vsbcs3Oz6o+mpQGTJonzT9YAk6tXkWCgh286aOPLGXsAFFEyqnv37lnF\nKIva4cOH4eTkBHt7e8yeLS5gVq9ejdWrs7PT3333Hezt7VG/fn1cy7FclbLnAmJZ4TZt2qhcVhjQ\n7GCoNMmsu9u6tTgg5zc4oCiFh+edvFFm69b8lx8OCFCerMoUHy8KC9vZiXpugYEiJh04UPTezJr1\n/vV4hwwBevRQ3If+/uJE4OEhkm5FtnRuYbm4iDd78CBuWnfG2rW5H96zB+jUSfy/XC5H/VX1ceTh\nEcycKXocMjnMaQqPr44pvPz9U5F4Wd5IBDAWFllVvFu2zL3QmJ+fSAoaG4vr/Pz8euJX/DTaCa/N\n9HG6lT2a+jjBcZkj1l1bl2uEz5Ilos7o0T9/Rax2OQzsXw1WI79BbFKsqDBvawuMGAFZA1eYmQHX\n7yQiQ5aB1avkiKxYA+kduiAqCjh29RF8/1uDmadnYsyRMRiybwj67+6PHjt6wGODBxyWOaDqzKro\ns6tPnoUex/87Ht8cFDstKkrEBKamotMXAF6nvkabTW3Qc0dPeJ/yRs3FNfMsQimVSXE98jr+vLQT\nNQbMguMIbyz4+wyS09LwOvU1pgdMh5GPESwWWKDd5nY490wMeTt/XiRmo6OBdGk62m9pD+1Z2niR\n/CLfff7116J3DBDf7RUW05FkbA20b4/IDp/ihXY5+THDZQAAIABJREFULPlzJPwf+mcX3g4IgMze\nDm03tMIgv0GQyqSISIjAmCNjYL7AHBP/nYCU70aKqOToUXGmTE8XK6XUqiWyxXI5kl8+x29z2+NC\nzfIItNHCkInO+M3ve3Fxl3O44zuOHBEjulKPnwXs7ZGYHA/jecb4J2Cd+HHniCDT0rI72WvUAOxs\n5VjR+yRimnZHrEU9RFaqgXiJHuIqmiFMtzYemTfDoQlnEBoqalUaGorFDYpMdLRYzqgISKXiGDh1\nquYnooCSf64vjTGYJn8mmQnrEQdGKH381wkZ2N1sIWBkhES96rhs90X2ogXKXLokAoI8gp/wZXuw\ntdJXeHDvDkznm8J9jTumBUwTCYRvvhGJJ2XZjbf8/cU1Sn5SUkRi5vlzIDoxGiMOjED5aeVhu8QW\nPXb0wOwzs/Ey+SXkcpGn6NRJjHbS0hKrP4W/Dsexx8cg79oVr5f8CQsLMVoxVzxz544YwQqIP3Ts\nmHj/ERGiN65NG3FV/uwZnr56CkMfQ7xJE8mQZ/HP4LTcCTNPzwQABD0Pgv1Sezz+ZRUSSAf/6Gd3\nTpx4cgIt/mwBQIxMsZtrARgYYPm4JxgwAJh8fDImHpuIvn1FzGRpmW8N5A8il4sYr3dv1TFufLy4\nnu7fPztX+eCByBfNmfN+sSH+/BOJ7vUw6Cs9SO1sFXvfmjUTo99yCgwUAVKOjpel/y2F116vrNtS\nqZiVUKcO4OwsRr507y5G7lSuLL4XVaqIsC8pSXSQeWzwQJ0VdfBP8D9ITk/GhGMTYDrfFGuvrkVk\nQt7fYXWQyqTQmqWF16mvsedsICr8ZFeo5wfGBKLR2kb4/dBSGBkV7FrjyhWx6Mrjx4XvkC4K6dJ0\nNF/VCe7LW+ZOxPj5Ad2748cfgZ/GyUUv/oYNYsXCt072aojjfZsgIiEChj6GCIt5mLUC3bNn4jqv\nqK49Fi4EHJvdgd4cfcSn5Ohk27kTqe5NYWT5AvqzTHEr+hYA8Zsb0jkGB+pOEovIDB4MBAUhOlr8\n9seNEwmTkBDgVcor+F7yRYNVDVDbtzZepbxCdLQIE7NCpPBwYN48JNrVg4wIfid3QiqTYsW+S5jT\nVBcZ070VG710KV4P+g5ULQwGs8yy7l62DDjsqI3Q1fNybb695gQEe83Muu3lBaz+IzUr+Xr3rtin\nZ87keNLatWLJSgCIisKFZuNwTP9zpPfuJy6yW7VSONCpOqYEBIjfd/v2YsR5Xm7dAlpb3kRdgwf4\n7TeRzAoKEseyLl2ULLD16BGSa1jh2o9iqF2RJKM8PDygr6+Pdu3aFemywuqmycFQafOxl+7WNHK5\nGMH188/ixF29uhjllUdetMBSU0VckTkU9s4d0Rnr4CBGn6l9P/fpI1ao2LQJ1+sMxKxZuR+eMEGM\n+Mi08cZGtN/SHqGh4lo+OVms3lFxii4WLVMcSpucDPxUYQnk2toi8oPoSapWLXcOISNDJA02bixY\ns+VyOaacnIJfdn+DO/3aIN3EELJRo8RqeA8fZu3Y1FSgs8U1pOmb4OpmH3zx/a2shAoAEdgZGgJT\np2L8ePH5370rYr6oKStVL5f6jtSMVHTd1hU9dvRQSEhFJ0aLYOB19nLCsbGKo/XSpGkYsGcA3Ne4\nFzgQTEoSq9w0bCh6TRYuFG//ZfLLrBM/IAIve/u3Ux7fSkhNyEpU5efAAXHeBEQisV5dOWSXrgBH\njkC+YweubZ6HX0/8Co8NHtCapQW7pXbovr07Am21sWhyK+UrpcybJ7Kyyn5o69aJUU8VK4oo2s4O\nGatW4vSTU1h+abnqods59OoFeE+ViyBtzx6RKFu6FPDyQnw8sG2bGNGkry82yVzpTtlvMzRUBAO7\ndomX6NdPfFf09MRvhRWNkn6uL40xmKZ/JnK5PM+VyqKixO877lY4Jne6gXXr8n0xkVA6elTx/unT\nAWtrnLAajFfmtfDvYV+03dwWGRcviCXEO3XKGgGVl8WLxWibgujTRywmlSlzheJ3X69+fbFQ2IsX\n4jTYuHGOJMuePQgy88TPPyv5Azt3iuxPXmQyMUrM1BQ4fRrdtnfDmqtrcC/2HmosroFFFxZlbyqX\nwWyGHjKqV0enckeQXFkvaz724ouL8d0/4k3L5XJ8NUAHqZ4t8Po1YGSajurzamLxzsuwsxPntGbN\noDBSu7AePhRJBGVmzBCz+lSNZs6UOXDDykrk5czNkf93SBWZDHBzQ2rlCljh00fxcT8/MSQ/e6iR\nGPni65trM48NHjj44KDC0+Vysarh77+Lj/fx47xjTblcjv3396O2b23oz9VHn119EJ34EZeC/kBN\n1jXB2WdnsfDCIlT94us8P19VvvtOjA4pKaQyqWIZhYAAoEULhIYCDao9gcyiugikq1cXAUxGBqSm\nJmj8UzX0290PPx/N/eNfuFB0lhcVuVx0WFr80AfLL+X4nkqliNFzwNCBvTHy4Ehx39OnwOjRkBsY\nYJ/lKPT7Xwiio0XzW7XKvl5askQkTjPDQ7lcjmH7h2HYzp9gby+SMsOGZf+pjAzAsvsquP7qjMZr\nG8NqkRUclzhjim03yMcrCdB+/x03e3qDSA6t6XqIS4oDAEybkYHvOlWAdNDAXJtfq94FAWOyA+gO\nHUQZgpyOHBHHh6yOybcXPPKJk5BU1RAbDX7Ei9W7ROC5ZUt2vYpCSE8XobOxsbhmeve3feCAeGzb\nNtHnMmSImEVkbCxyY3led8bEZCW7iyQZlbmUcM5/RbGssLppejDESge5vGhHg0VHi5EWXbuKrPmS\nJerpYVFq6lQxHGzJElxr8QN+zD0CH56e4uCaKTUjFRYLLBAYE4gOHUQea9edXdAe0SnP8jM1qmcg\nod/wrHpemzcrj30/qBc0MFCcXfv0Ed0qNjbADz8AO3ciWc8cExz3QC4Xnd23b7/z3CdPgIQEBAeL\neNvVVfQuvo80aRq6b++O7tu750pIjfMfl2tOen7yrf+Wh1u3REKlf3/FFWW//VZ0Pr2vpCTR6/7q\nlbjQeTvFXakMWQbux97H30F/I2D6MMjbtVPcaOtW8cMIC1N8LFNCQr5L4+bn2TNxIn664O/sNceb\nNcOLrYdhaSlGzq1dq3Igg0oymdjvH9hMlkNJP9eXxhispH8mX38tLs4dHZWcA5RZtUpksjMlJor5\nTZ98AkRG4uBBYLbtWnFSHzRIDDndsqVAPUxff62QV8jT9u3Zo5OVuXJFNCHnQC+ZTNQv3LBB3D7l\nn4oX5YzwJkhJrYLMGCA/x48DJia49scM2C21g/kCc2y8odh7tGpgbUS2aoy2bYEX7fpmvdEh+4Zg\nzdXsOSzn3Yxxc64IOHpN3wCTn1qjZk1RxgUQu7J9+/yblZfoaJE8MjQUYcGVK6ID6MgRYPx40XFT\n2GN+ero47x0//v7tynLlChJmTYWRjxGC44JzPyaVip6js2fF7V27RLYxR5AUlRgF/bn6Kms9FkaG\nLAN3YvKoVaVBRhwYAd9Lvvhs62doMfLvQsdqsbGiI/V9z/caIzBQZGMALPX0Q3CtzuL+SZPEsKJD\nh4BPPsHgvYOhN0dPYfS7q6sY8VWU0tMB29YnYTWnTlYMGx4OfG/ijbtm5ZHasZ34XuvpiR9hVBSk\nUnFctrQU9dnats09Wuv770V1j02bxHH7n9PRkEwwwjTfYCQkiJj+bQksTF8Yg4qTTXArShzgb0ff\nxuwzc/CL9iIkDVWS/f/2W2z71Bd6eoC1d1OcfnoaADBiwkO4/WApsko5juex1eywYWL2yERXV+Vl\naJYsEX2sV6+KfSIf7IX/nL9CR5dnCrU/P8Tt2+Ir0LevyF/PmSNm/VpYKE6/fPJEdKYW1Aclowpy\nAfO+FzmaoKQHQ6zsunVLHHBf5D8bqnjt3CkmJ0+Zgps9pmLAgOyHZDKRfIiLy/2UGadnYOi+odi5\nU4zg7799KKp6Ls1zuG/LlrlPer17i9pQH41cLo7SM2YAzZtDtmETXF1FT8I75xYFrVuLYe0fcphM\nk6ah185eqLm4Jn44/AP87vrB0Mew2Ia8JyeLk9P//icC8JUrxXuqUePDR/p16gR89VWumpT5S00V\nWb6cdZ2uXxdXUHkVai1if/0F2NaQIqOmHbBjB+RGRmjZNA3TpxfLn2eFVFLP9aU5Biupn0mm4GCR\nmNDVLeDUlIQEMZwqMhI4fFjUgBo6NCvrnJEhLqAebjwnLgDfPVGq0KJFwS8EExLEYId3e+ABMYXM\nzk55x8ClS+KiJDZWzHh+8tkoUcvqXb17iy70gvjvP8hNTTHnuwbYd2+f4uNJSUgw1MHiVV7i9r//\niiG7ANzXuONi2NsrpNhYpGhVwtx/JkMqk8JhqRN06p3MHDwNQOxmY2PVU1HykpEhOtJ++03sv8WL\nRfJJV1fc/8svSssMqoXPOR90395d8QFfX9Frl5QkTt7vJLNXXVmF/rv7Kz6vlPO95AuvvV7Qna0L\n3/Uv0FtJKSBVvL1zj6YpsSIixA8cwPNvfsdC7d/EbIOHD0W81aMHsGpV1lTdnG7fFr+Hj1GC5cwZ\nOSr8WAv+d8VctR/GyGE7yQMnJvcXxaXu31daoPfIETEqSmGhFqlI7vTtK2YT6+gAg1Zn/2bOnRNx\n/Y0bQOV+gzF0h+Lwz1mOGxDZwUuxsb17Y5zlDgwdCtQePyxrUYHPfvgHzrPbiwNnZuY5KQnpFarg\n1wnZCWFz87f1ut6ROYC2bl0xqN/JSfSDfmj8rUxysqgF2qWL+O/ateKr8aE+KBnl4eGBefPm4cED\nxdUu7t+/j7lz56JFixYf1kI1KunBEGMaJzBQHCm//x53Ry5BzgEsmXUR3pVZiLvGopooP7ouKnlr\nw/NzxWNOpqFDs2oq4ulTcUEQG1vE7yMfR48CEkn+I4Pi4lSWICowuVyOwJhAzDw9E03WNcGUk1M+\n/EUL9fdFh3fNmuI9b91aqGulPK1YARCJ6SCF8uuvoosLEMmpunVzrX5SHKZOBebV9IVcSwsX6gxD\n587FWw+PFVxJPdeX5hispH4mOX3+uUhGFNjXX4vzo62t4pQ9AFOmiBpzhWVsXLiRGefPi9z9vXvZ\n92VkiBE/WatpKeHlJQYidOsGUTTO0VGxp8XZWfSWFdTt2yILN2mS4hDvuXMR3ckDzf9sLm5LpUCN\nGsi4dgVVZ1bNXhF15Uo8+6wZeuzogR2BO9BsfTNcvixXWM/hp5/EAIrC+uUXMaoqZ9JRJtPM431q\nRirsltrh+ON3hlu9eSO+KAMHiivxd7Td3Ba7g/Iokl6KnX12FlVnVkXjtY0RHi7iyYLWPbpwQezS\nfBYxLxlSUsQqkXI50KULZjfagzFjRHImvamHKBKWxxSwX34BJk78eE1r/P1i1P71S0RFAdr/+wt1\nl7vlOYW6sORyxd/MpElAJccAVJtqrbDqMgCsbvs3HjXopXB/+qee6Fz1BPz8AOchi7KmETcctRjt\nFo8WyTNHR7Gvr19HnGU9DB8uniuTARUqKF/4KqfERPG9K8h0YE3yQcmo1NRUrF+/Hm3btoW5uTkc\nHR3h4OAAc3NztG3bFhs2bPgoK7wUl9IQDDGmUdLSxEmrd288mbYZrq7ZD6kqJZGQmoDHLx+j35ib\nqGJzA/PmKd8OEIsJZS4WMXCgCOCLm1wuBoDlsXgaK6CICDEFsNBFL8PCxNj4hAQRBfXoUewF0+Ry\n4Ks+b/CygjEGWhx/n6n6rJiU1HN9aY7BSupnktPTp+JircAePhRFE/NYsz2zc6UwHRixsWKWSmEP\nf+vXi7zYq1diVFXdukC7dqqnB0dGitldT59C/EFr69xDgtLSREXrwi4FFh0tuuLd3ESH1v79Yn6N\nuTkSb12B9izt7GnqU6bgxYhBsF9qn/38pk0RsX0trBZZod7KejgcfFjpnwkOFkm4wjTPz090whR3\nh9eH2HxzMzr/1VnxgcmTgapVFebXxCXFodqcakhKL2FXuEXgdeprkDdh8vHJAERNIVWrfWd6+lQM\nJFI2wrDE0tISxyZLSzw+/gSDBolSY19q7cWpusqL0kmlYqRlQRYKel8PQl9CMlEfrfs8hPYUi+wR\nkUVoz909cFjmgG8PfYuBuwdDb2oNbLuxR+m2e7/xR5C14pzf1zXr4uv/3cL164BNm6Pw3Ch6KmqM\n+gZf/7FcbNS7t/gdbtmC0E/7ovvbQYzPn4vyD6VVkdSMAgCpVIro6GhER0dDqraluopWaQiGGNM4\ntWsD1taI+fMgLC2z7540SQxpVuX6dTFSRtVqhTt3itIbN26IYa1FtEAYK2l69xZd9ZnL+alBSgow\nsv/rQg0EYMWvNJzrS1sMVho+k4/hs88KN8jTz0/kbd7H99+LC0kbG7HSbaHz+YMH5y6IGBgopqK8\nD7lcDHnW1haVwDdvzsoa1V9VH5fCL4ntQkKQYqCLvpveFvB/9AgwMYE8LQ16c/TQcE1DlVNX27cX\nC3QURHKyyLdllloqKe7F3oPjMkfFB+Ljlb4Zv7t++GzrZ8XQMs3kuMwxq77Pt9+KcqGqJCQA9eqJ\nlSRLFSsr4No1hez2kycizFL2s/r3X8Dd/eM3rencIaBxVui/ffhHeX25XI6NNzbC95IvNt7YiKOP\njuZ5HLm8+BwCqzVVuD9B2wwLf4oQHQRW4TCZZwIA0PuhNeb7vR0JGxUlMuJduuDp0Glo1kzcffu2\nSISWVgU531egAihfvjyZmZkVZFPGWFnm4kLk50d6NoYUG0sEEEkkRLduEX39teqnurkR/fknkbt7\n3ts4OBA9ekQ0YQLRb78R6eoWbfNZCTF6NJGnJ9Hu3URqOjdVqUK0els1tfxtVrZwDFY2fP010cyZ\nRAMGEJUrl//2fn5EvXq9399auJDo00+JuncXx7JC8/Qk+vdfopEjxe2gIHH+fx8SiXjzX31FVLGi\nuP1WM6tmdDHsIjWxbEJkY0N3/mdHG0YfIzr5FVFGBlHfviSpVIk6O3WmAfUGkCTHc9+1eDGRhwfR\nZ58R2durbtKKFUQNGxI1b/5+b0ldbPVtKfR1KEnlUqpQLsclnp6e0jdzI/oGuVuoCLpKuXNDz5GJ\nlgkREbVoQbRrF9G4cYrbJSYS7d9PtHw50SefEP34YzE39GMzNCQ6cYLI1TXX78/GhqhyZaLgYKJa\ntXI/ZcsWokGDPn7TlgwYRd22/UvLus35KK8vkUjIy9WrQNvWrKtLcUlvct8JUNXkF+TWzpiMjIhS\n46oTydIpNimWkqsEk7Opk9jO3Jxozhyi4cOp/JKvKPasuDsmRm1hrMYowOmOMcYK6G0wWtncgCpW\nFCdwIqKbN4kaNMj/6UOGEFVQkSK3tycKDCR68iT/5BYrxTw8iM6fJ/r8c3W3hDHGikS3buL8t3lz\n/tumpxP98w9Rjx7v97cqViTq2/c9E1FEIhkVECB6nIiI7t4lqlPnPV/srUqVcl0IExE1tW5KF8Iv\nEBGRVC6ln7/Qp1MHlolMUUwM0YgRRET0V6+/qJNjJ5Uv7+JCNGmSiDPk8ry3i48nmjePaPbsD3s7\n6lC5QmUy1TalsNdhBdr+etR1crNw+8it0lym2qZZCcwWLYjOnlX8bkyZQmRlRbRjB9GYMUSrVil8\nTUs+IyOi48dFr3AOEglRy5ZEp0/n3jwpiejAAaL+/T9+05pYNaKIn5+RsZbxx/9j+TCx1SFtJFJs\nbPZ9KdGvKQla1KR5JZJIiKytJGSnU4euRF4haaU4cjS1zt546FCisWOpattPs14jOlrkqcoyTkYx\nxopOZjBqaEgmJkSxsUTPn4sTV82aH/7yenpEpqYiSKxY8cNfj5VQEglRs2bqbgVjjBWZcuXEyIvJ\nk4lev1a97alTRM7ORBYWxdM2BTY2InkUHCxuBwV9eDJKiWbWzehC2AUKjAmk//3xP6pYviI1b9qX\n6IcfxMVz/fqFer0ffxT5s6VL895m/nyiLl3ef6CXujkYOtCjl48KtO2N6BvU0KLhR25RyWBlRVSt\nGtH9+9n3JSYSLVkicq2HDhF9+aXqDtMSy9BQZOLcFBOTLVuKvHNOe/eKkZWmpsXTvPLlyhfPH8qH\npJouVSv3hu7ezb4v8FQsJVY2Jm1tcdvamsi8Qh3ad38flXttTwb6OdoukRAtWkQGzuaUmCgGd/LI\nqAIkoxYuXEgRERHF0RbGWEmXGb0ZGGQlo27dUhj5+0Fu3iTq3btoXosxxjQZx2BlS+PGRJ06EU2b\npno7Pz+inj2Lp01KSSTZo6OIPloyyt7AntKkadR6c2v6ptE39O/Af6la5fefHl2+PNHGjUSzZhH9\n+ivRjBlEPj5ietbTp0RRUUSrV+e//zWZvYE9PX71ON/tYt7EUEpGCtXUK4KewlIic3RUpsOHRdLF\n0lJ9bSoWhoZEKSl5JqNOn84eBEkkRm8OHlyM7dMUOjqkg8Rcyah7Z+JIZpA9asvamkgvrQ7tf7Cf\n5LG1qJqSw1W5cmKXx8WJZBSPjMpHYmIitW/fnpo3b06+vr4UExNTHO1ijJVEtWoRffEFUaVKWcmo\nmzdFMqqomJuXwiHSjDGmBMdgZc/s2aIeS1CQ8sdlMqJ9+9ScjCLKTkalpRGFhBA5ORX5n5BIJLS5\n52a6MfIGDW84XGVNqIKytyf6+29RCyctjejFC6Jt24iaNiWytRUzaayt838dTVXQkVE3om+Qm4Vb\nkezT0qJFC6IzZ7Jv+/m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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "One last time with temperature." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,8))\n", "panel=1\n", "ax=[0,7,-.01,0.01];\n", "depthlevel=0;\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " T_diff = tmps1[key][:,depthlevel,0,0] - tmps2[key][:,depthlevel,0,0];\n", " pylab.plot(times[:]/86400,T_diff,label='surface')\n", " pylab.title(key +' (' + str(lats1[key][0,0]) +', '+str(lons1[key][0,0]) +')')\n", " pylab.ylabel('Temperature')\n", " pylab.axis(ax)\n", " panel = panel+1\n", " \n", "# do it again for 25m depth\n", "panel = 1\n", "depthlevel=25\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " tmps1P=np.zeros(times.shape[0]); tmps2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],tmps1[key][t,:,0,0]); tmps1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],tmps2[key][t,:,0,0]); tmps2P[t] = f(depthlevel)\n", " T_diff = tmps1P-tmps2P\n", " pylab.plot(times[:]/86400,T_diff,label=depthlevel)\n", " panel = panel+1\n", " \n", "# do it again for 100m depth\n", "panel = 1\n", "depthlevel=100\n", "for key in run1_thal:\n", " pylab.subplot(3,2,panel)\n", " tmps1P=np.zeros(times.shape[0]); tmps2P=np.zeros(times.shape[0]); \n", " # interpolate to 25m first\n", " for t in range(0,times.shape[0]):\n", " f = sp.interp1d(depths[:],tmps1[key][t,:,0,0]); tmps1P[t] = f(depthlevel)\n", " f = sp.interp1d(depths[:],tmps2[key][t,:,0,0]); tmps2P[t] = f(depthlevel)\n", " T_diff = tmps1P-tmps2P\n", " pylab.plot(times[:]/86400,T_diff,label=depthlevel)\n", " panel = panel+1\n", "\n", "pylab.legend(loc=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zBvLyDp1j2VHq6uDll+H11919T011h7S0ps/DYejTx00Y9e0LwWD71GHvllEe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\nQkJCYGZmhlu3bmUtDwo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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the other points now. Let's just compare surface values.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "stations = {'PointAtkinson': 1, 'Victoria': 1, 'PatriciaBay': 1, 'CampbellRiver': 1, 'Plume': 1}\n", "run1_stations={}\n", "run2_stations ={}\n", "\n", "\n", "for key in stations:\n", " string = runname1 + '/1h_' + key + '.nc'\n", " run1_stations[key] = NC.Dataset(string,'r');\n", " string = runname2 + '/1h_' + key + '.nc'\n", " run2_stations[key] = NC.Dataset(string,'r');\n", " \n", "[us1, vs1, lats1, lons1, tmps1, sals1, sshs1] = combine_data(run1_stations)\n", "[us2, vs2, lats2, lons2, tmps2, sals2, sshs2] = combine_data(run2_stations)\n", "print 'plotting ' + r1 +' - ' + r2\n", "\n", "fig, ((ax_ssh, ax_sal), (ax_u, ax_v)) = plt.subplots(2, 2, figsize=(18, 10))\n", "for locn in stations:\n", " ssh_diff=sshs1[locn][:,0,0] -sshs2[locn][:,0,0]\n", " u_diff=us1[locn][:,0,0,0] -us2[locn][:,0,0,0]\n", " v_diff=vs1[locn][:,0,0,0] -vs2[locn][:,0,0,0]\n", " sals_diff=sals1[locn][:,0,0,0] -sals2[locn][:,0,0,0]\n", " ax_ssh.plot(times[:]/86400, ssh_diff, marker='+', label=locn)\n", " ax_sal.plot(times[:]/86400,sals_diff, marker='+', label=locn)\n", " ax_u.plot(times[:]/86400,u_diff, marker='+', label=locn)\n", " ax_v.plot(times[:]/86400,v_diff, marker='+', label=locn)\n", "for ax in (ax_ssh, ax_sal, ax_u, ax_v):\n", " start, end = ax.set_xlim(0, 7)\n", " ax.set_xlabel('time')\n", " \n", "\n", " \n", "vmin=-0.005; vmax=0.005\n", "ax_ssh.set_ylim(vmin,vmax); ax_ssh.set_ylabel('SSH (m)');\n", "ax_u.set_ylim(-0.001,0.001); ax_u.set_ylabel('Surface u (m/s)');\n", "ax_v.set_ylim(-0.001,0.001); ax_v.set_ylabel('Surface v (m/s)');\n", "ax_sal.set_ylim(-.05,.05); ax_sal.set_ylabel('Surface Salinity');\n", "ax_sal.legend(loc='best')\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "plotting r3942-4510_long - r3942-4510Jasper_long\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, 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kJiYSHBxMYWHhededP38+q1at4scffyx3++Hh4Y5pk8mEyWSqwd5c3pxbcoiI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Wa1UlFezmX5+aiAX5SWUlFenjqbo6+T40terlL/cD15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\nuKesrN+C12F34P7UjWePJz7/Goo4va6ri69mZ/NfkyfjiER4z+FIKiwo8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WmEDknoHQYp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\nF7kiWS2qM+hgPmjG4QsPQ5GhQPyc7nFk8upkKDIVOHrFUSiyFP7mqwCQem0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8pRmOJhMm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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the differences are quite small. Let's look at the maximum differences over the whole domain. Here, I am looking at every grid cell and not just at the points along our stations." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fT1= NC.Dataset(runname1 + '/SalishSea_4h_20020915_20020921_grid_T.nc','r');\n", "fU1= NC.Dataset(runname1 + '/SalishSea_4h_20020915_20020921_grid_U.nc','r');\n", "fV1= NC.Dataset(runname1 + '/SalishSea_4h_20020915_20020921_grid_V.nc','r');\n", "\n", "fT2= NC.Dataset(runname2 + '/SalishSea_4h_20020915_20020921_grid_T.nc','r');\n", "fU2= NC.Dataset(runname2 + '/SalishSea_4h_20020915_20020921_grid_U.nc','r');\n", "fV2= NC.Dataset(runname2 + '/SalishSea_4h_20020915_20020921_grid_V.nc','r');\n", " \n", "u1 = fU1.variables['vozocrtx']; v1 = fV1.variables['vomecrty']; ssh1 = fT1.variables['sossheig'];\n", "\n", "u2 = fU2.variables['vozocrtx']; v2 = fV2.variables['vomecrty']; ssh2 = fT2.variables['sossheig'];\n", "\n", "times_full = fT2.variables['time_counter'];" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "#Calculate max difference over the field for all times.\n", "\n", "fig =plt.figure(figsize=(12,12))\n", "print ' Plotting difference in ssh over time: ' + r1 + ' - ' + r2\n", "\n", "sshmaxdiff=np.zeros((42,1)); \n", "for ii in range(0,42):\n", " sshdiff =ssh1[ii,:,:]-ssh2[ii,:,:];\n", " sshmaxdiff[ii] = abs(sshdiff[:]).max()\n", " \n", "fig =plt.figure(figsize=(12,6))\n", "pylab.plot(times_full[:]/86400,sshmaxdiff)\n", "pylab.xlabel('time (d)')\n", "pylab.ylabel('difference in ssh (m)')\n", "pylab.title('Maximum difference in ssh')\n", " \n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Plotting difference in ssh over time: r3942-4510_long - r3942-4510Jasper_long\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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0e/dulZeXV30tNTXV1oU1lMPhYJqJj4wYIf3lL1JmZt3HWZbUurW0ebN3/a9A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\nmjvXTDTx5fb2Dsfh9cM7OTnmnaM+fcw7FJ684/D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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When I take into account the entire domain, the differences are more substantial. Here, the max difference in sea surface height is up to 2 cm. Over a longer time the behaviour seems to mellow out. \n", "\n", "It isn't clear here where the max differences are occuring. Previous runs show large differences near JdF and in the mixing region." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the other fields too just to check." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Calculate max difference over the field for all times.\n", "\n", "fig =plt.figure(figsize=(12,12))\n", "print ' Plotting difference in u over time: ' + r1 + ' - ' + r2\n", "\n", "umaxdiff=np.zeros((42,1)); \n", "for ii in range(0,42):\n", " udiff =u1[ii,:,:,:]-u2[ii,:,:,:];\n", " umaxdiff[ii] = abs(udiff[:]).max()\n", " \n", "fig =plt.figure(figsize=(12,6))\n", "pylab.plot(times_full[:]/86400,umaxdiff)\n", "pylab.xlabel('time (d)')\n", "pylab.ylabel('difference in u (m/s)')\n", "pylab.title('Maximum difference in u')\n", " \n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Plotting difference in u over time: r3942-4510_long - r3942-4510Jasper_long\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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x/n1OWjgAAEAo8phADx8+XI7/7YRx8OBBvf/++4qLi/N4YYcXu2f06tVLxcXF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\nsVajRtJTT0ljxphZ1P/5T9X7N2wwsfu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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This worried me a little: seeing current differences up to 0.8m/s! But again, these differences seem to settle out over time. There is also a weird daily signal in the first three days. I'm not sure what could be causing that. \n", "\n", "Do this again for v." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Calculate max difference over the field for all times.\n", "\n", "vmaxdiff=np.zeros((42,1)); \n", "for ii in range(0,42):\n", " vdiff =v1[ii,:,:,:]-v2[ii,:,:,:];\n", " vmaxdiff[ii] = abs(vdiff[:]).max()\n", " \n", " \n", "print ' Plotting difference in v over time: ' + r1 + ' - ' + r2\n", "fig =plt.figure(figsize=(12,6))\n", "pylab.plot(times_full[:]/86400,vmaxdiff)\n", "pylab.xlabel('time (d)')\n", "pylab.ylabel('difference in v (m/s)')\n", "pylab.title('Maximum difference in v')\n", " \n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Plotting difference in v over time: r3942-4510_long - r3942-4510Jasper_long\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wGazbtWunJ598Us2bN9e9996r7777zhd1wQ+OHpUOHpSionx7X1pBAABAMHAZ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\n2bOl8eOlhx46PurubsuFMXaJvX/8wzu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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Differences at the stations (thalwegs and storm surge points) are not very large.\n", "\n", "2. When I take into account the entire domain, the maximum differences are much larger. However, these differences generally decrease over time and by the end of the week are pretty small. There is also a weird daily signal for the first three days, most apparent in u. \n", "\n", "3. The adjustment to forcing is slightly different on the two machines. This is probably to be expected. It was reassuring to see these differences decrease (rather than increase) over time. " ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }