{ "metadata": { "name": "", "signature": "sha256:bd3966c174b798153cd56ee8534f863dcd7eb204a55d3ea2af040209c48bf4af" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "A code to look at the data from the crashed run. What is going wrong!\n", "Looks at currents, bathymetry, and sea surface height around the crashed time step. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as NC\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Load the data. Path name can be changed to look at different data. \n", "f = NC.Dataset('/data/nsoontie/MEOPAR/SalishSea/results/storm-surges/tide_fix/nov2009/all_forcing_crash/output.abort.nc','r');\n", "#fU2 = NC.Dataset('/data/nsoontie/MEOPAR/SalishSea/results/viscosity/nu40_crash/SalishSea_4h_20020915_20020921_grid_U.nc','r');\n", "grid = NC.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea.nc','r')\n", "bathy = grid.variables['Bathymetry'][:,:]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "#Print some info about the variables. \n", "for dim in f.dimensions.values():\n", " print dim" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ ": name = 'x', size = 398\n", "\n", ": name = 'y', size = 898\n", "\n", ": name = 'deptht', size = 40\n", "\n", " (unlimited): name = 'time_counter', size = 1\n", "\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "f.variables.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "[u'nav_lon',\n", " u'nav_lat',\n", " u'deptht',\n", " u'time_counter',\n", " u'vosaline',\n", " u'votemper',\n", " u'sossheig',\n", " u'vozocrtx',\n", " u'vomecrty',\n", " u'vovecrtz',\n", " u'sowaflup',\n", " u'sohefldo',\n", " u'soshfldo',\n", " u'soicecov',\n", " u'sozotaux',\n", " u'sometauy']" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "for var in f.variables.values():\n", " print var" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "float32 nav_lon(y, x)\n", " standard_name: longitude\n", " units: degrees_east\n", " valid_min: -126.4\n", " valid_max: -121.318\n", " long_name: Longitude\n", " nav_model: Default grid\n", "unlimited dimensions: \n", "current shape = (898, 398)\n", "filling off\n", "\n", "\n", "float32 nav_lat(y, x)\n", " standard_name: latitude\n", " units: degrees_north\n", " valid_min: 46.8597\n", " valid_max: 51.1048\n", " long_name: Latitude\n", " nav_model: Default grid\n", "unlimited dimensions: \n", "current shape = (898, 398)\n", "filling off\n", "\n", "\n", "float32 deptht(deptht)\n", " axis: Z\n", " standard_name: model_level_number\n", " units: m\n", " positive: down\n", " valid_min: 0.5\n", " valid_max: 441.466\n", " title: deptht\n", " long_name: Vertical T levels\n", "unlimited dimensions: \n", "current shape = (40,)\n", "filling off\n", "\n", "\n", "float64 time_counter(time_counter)\n", " axis: T\n", " standard_name: time\n", " units: seconds since 2009-11-14 22:13:10\n", " calendar: gregorian\n", " title: Time\n", " long_name: Time axis\n", " time_origin: 2009-NOV-14 22:13:10\n", "unlimited dimensions: time_counter\n", "current shape = (1,)\n", "filling off\n", "\n", "\n", "float32 vosaline(time_counter, deptht, y, x)\n", " units: PSU\n", " standard_name: Salinity\n", " _FillValue: 9.96921e+36\n", " long_name: Salinity\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 40, 898, 398)\n", "filling off\n", "\n", "\n", "float32 votemper(time_counter, deptht, y, x)\n", " units: C\n", " standard_name: Temperature\n", " _FillValue: 9.96921e+36\n", " long_name: Temperature\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 40, 898, 398)\n", "filling off\n", "\n", "\n", "float32 sossheig(time_counter, y, x)\n", " units: m\n", " standard_name: Sea Surface Height\n", " _FillValue: 9.96921e+36\n", " long_name: Sea Surface Height\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 vozocrtx(time_counter, deptht, y, x)\n", " units: m/s\n", " standard_name: Zonal Current\n", " _FillValue: 9.96921e+36\n", " long_name: Zonal Current\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 40, 898, 398)\n", "filling off\n", "\n", "\n", "float32 vomecrty(time_counter, deptht, y, x)\n", " units: m/s\n", " standard_name: Meridional Current\n", " _FillValue: 9.96921e+36\n", " long_name: Meridional Current\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 40, 898, 398)\n", "filling off\n", "\n", "\n", "float32 vovecrtz(time_counter, deptht, y, x)\n", " units: m/s\n", " standard_name: Vertical Velocity\n", " _FillValue: 9.96921e+36\n", " long_name: Vertical Velocity\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 40, 898, 398)\n", "filling off\n", "\n", "\n", "float32 sowaflup(time_counter, y, x)\n", " units: Kg/m2/S\n", " standard_name: Net Upward Water Flux\n", " _FillValue: 9.96921e+36\n", " long_name: Net Upward Water Flux\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 sohefldo(time_counter, y, x)\n", " units: W/m2\n", " standard_name: Net Downward Heat Flux\n", " _FillValue: 9.96921e+36\n", " long_name: Net Downward Heat Flux\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 soshfldo(time_counter, y, x)\n", " units: W/m2\n", " standard_name: Shortwave Radiation\n", " _FillValue: 9.96921e+36\n", " long_name: Shortwave Radiation\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 soicecov(time_counter, y, x)\n", " units: [0,1]\n", " standard_name: Ice fraction\n", " _FillValue: 9.96921e+36\n", " long_name: Ice fraction\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 sozotaux(time_counter, y, x)\n", " units: N/m2\n", " standard_name: Zonal Wind Stress\n", " _FillValue: 9.96921e+36\n", " long_name: Zonal Wind Stress\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n", "\n", "float32 sometauy(time_counter, y, x)\n", " units: N/m2\n", " standard_name: Meridional Wind Stress\n", " _FillValue: 9.96921e+36\n", " long_name: Meridional Wind Stress\n", " online_operation: inst(x)\n", " interval_operation: 10.0\n", " interval_write: 10.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (1, 898, 398)\n", "filling off\n", "\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "u_vel = f.variables['vozocrtx'] #u currents\n", "t=f.variables['time_counter']\n", "ssh=f.variables['sossheig']\n", "sal=f.variables['vosaline']\n", "v_vel=f.variables['vomecrty'] # v currents\n", "w_vel=f.variables['vovecrtz'] \n", "#bathy lat lon\n", "b_lat = grid.variables['nav_lat']\n", "b_lon = grid.variables['nav_lon']\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "#quick plot of the u field\n", "ibad=220; jbad=184\n", "depth=3\n", "\n", "plt.figure(figsize=(14,8))\n", "cmin=-2; cmax=2;\n", "ax=[200,250,150,220]\n", "#print time\n", "tnow=t[0]/86400\n", "print tnow\n", "\n", "#plot U\n", "U=u_vel[0,depth,:,:]\n", "print U.min()\n", "print U.max()\n", "mu =U == 0\n", "U= np.ma.array(U,mask=mu)\n", "pylab.subplot(1,2,1)\n", "pylab.pcolor(U,vmin=cmin,vmax=cmax)\n", "#pylab.plot(ibad-1,jbad-1,marker='o') #marker for unstable point in the ocean.output file\n", "pylab.colorbar()\n", "#pylab.axis(ax)\n", "\n", "#plot V\n", "pylab.subplot(1,2,2)\n", "V=v_vel[0,depth,:,:]\n", "mu =V == 0\n", "V= np.ma.array(V,mask=mu)\n", "pylab.pcolor(V,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.plot(ibad-1,jbad-1,marker='o') #marker for unstable point in the ocean.output file\n", "#pylab.axis(ax)\n", "\n", "print u_vel[0,3,jbad-1,ibad-1]\n", "print v_vel[0,3,jbad-1,ibad-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0743055555556\n", "-5.2533\n", "25.6648\n", "25.6648" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "0.0\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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0eWZ6BoDMZBFaAg/rVMHuYULrESQB81McRYxQk0ZaICsEgSZMYROEvBh1eAhC\nm3El34UfAnNSfJtLGz4/zIlyWJYTIUGAGB2M0t1gqwShRDysU1KI7yWu9sFNwPzW+N0OMEiARMMG\niAntQU0LHGfXwCDndV9rjgJHwY7oVJ0Z8MGa5v/9LmUDgUxKWLNlLgjeQXSqNCTS4iH+6Vu0hMOS\njbKkhWBIhEBoFfx1eAhCGzHk88HlreGwAHQQwyBJmGjTRYQEwRUP65Q4LR5hyOfj1ibwgktBFduv\nJMJKIgSJi+MiCILQLjzS/FqlOoKtZ4VVy2I2U56MILQhTeQ/Ce1CgATrWMYI6WbiXRgiBkJrICum\nIFTMUAsN8YwTsP0co8O1c5ggNB0e1ikPf7T24C4WcePTX2dli0RZ+hliCkkAwkQxMRgnJC0jBUEQ\nPMowfezieHqhZbQKstGWOAFM/MTkK5MgNBRJD2txnmM+vj+l8PmG0o9rJ+a+leb2GpiZxT9EIrOT\nZWJYE4gFoanxcFcWQagXRzHG5tjfN9qMklmeaQ4TJ4CBSYhxwkQJE22wZYJQAh7WKeke5jE6E28y\nFjimLtcepg8/JnGCFXf8Us6OczZLsYnDglApNe3KckYNDHJe9zfN0ZVFsCM6VT+GfD5W/h/g5vr9\nflWdZCVa1cew9VyfzTJEPwkCkhkg1BzRqdKQSIuHCL19iD/2H8NZPFn1tYbotxXH/xuXEMpMBs4n\nAiqUno9+hvLWrojDIgiC0AZ83MfHADbX5nJ61P8ermWQAQYZsBq9uFGs8YuZSQNzDpNcSUQcFkFo\nIJKg6RG+w0XccMS5fHP91eymt+rrGSQJZgrm0+lbjxU9x8Sgj+G8U4NVi2MDs2r7BKEhyIopCNXx\nv+BTpwMjwDM++ETlu7dD9BMgaTkunYSLboANMEgHSYbpYwXrc95PR1n8luMiCC2Hh//pSqTFI3yW\nHxIgzrRJ+9nzhxPwlbEZNJDZm1KoxfwWNnELm+jnzrzn9jOkFSsGSRBkGetcj5VoiiAIQptzJPCX\nwHTg+5VfZoh+QsRYwXoMTFazhptLCN+YGJj48WO6RlzWsyKzaRe3pYkJgtB4POyPtR8vcxoxOpj2\n57uZNjgKfLTg8W7pXIMMYBKinyEirCx4fh/DBDMSAOlpwUvZQJwg13IPD7LYdvwy1tFZ3kcShOai\niQoSBaElmU36m8efgNfgJU7iNLbnPTxf0xeDtAMSYTkrC2ysAaxjGQYmUcJEiDBEP3GCBImzgaU5\nzo6KskgC/HzEAAAgAElEQVSLY6El8bBOidPiIYLE6WU3v/jDeXz6z79LMacFVDev9L/wAQZt/9YH\nGHTN393IEvyYHA8cohMTP30M48ckQJA4QQCWsoEwUQ4wNdN5JUYi041FEARBaD/+7SMXEybKha9t\nha/DaQtfhU8UP8/EsLRD/RkniJFpoV8KIWJAujYlwnIgPX+lnyGSGKxnBUvZQEfmmjFCpX8wQRDq\njnQP8yC+X8Las5YXTOvSUe2Gnc6EcmjG6CRAggQBwkTpZTcAycyMFeWkmBhECZMgQIwQnYwRIsYI\n0wkTJUSsaPRGEGpNTbuy/EUNDHJe96nm6Moi2BGdqi+HCPGsb5xPvQycUvz3rDIDdMfFxCBBgDhB\n7qSfPoYJc5gEAVvTl0DmKIBERq/UdUyX4cZxAnlrMwWhHohOlWiHOC3e5Necykd5uehx/QxZi38S\nA7+W7qX+jNFBlDBTOYiJQQfjBIkTIIGJYQ3eMjGI0YGJnwQBNnNzXT+jE2mbLLhRUzH4yxoY5Lzu\nz5pDDAQ7olP1Z8jnA4oPnHSmMusbbE6Ho4MYCYIZVySZOcZvO05pntpo28QtVX2OclCfRbqQCTqi\nU6Uh6WEe5DtchMnx3MtG7uamgsdGWGkThGRmYe/ItDc2MQiSwGQcA5MACauNpLMPfj9DVe1O6bnL\n5ToflQ67FARBEBpAn4/rgJm3wWZuYCn35j10DautDTbdYXH+DHCYsJXqBWmdUqllK4nQz5AVmakE\nXS/LdTyKjQUQBKEwEmnxGPGYj6dD/4MgCc7huZLOGWDQirQoQhknRe1OqVoU3WmpNfkcj9WsyTuU\nMt/5EnERFDXdwbqgBgY5r/tEc+xgCXZEp+rLXp+Pd4GZlwGPlJYeppwUpUt6NAXsEZV6aYDSGT1y\nU47zoj6HiSHRFsFCdKpEO8Rp8R4RlhMjVHTRVrUskA2XK8dFpYkFtO4p+iJdD0HQnQ49fK+/Vuje\nTqdHHBcBRAyEyhCdqi8v+Xx8F1j+PjhivPDvWa3tyklRzon6OZhJVYZ0cb56Xg/HIN1hs3h7pnz3\ndUZbxHERQHSqVCQ9zGM8yzzm08Gdmc4ohXA6KpB2ViCbJqYLgxILSIfc6xVxAQpeO1/tih6RqQUq\nrUCcH8HCw60kBWEi6cr8mRifUvC4IfoxwBZRCWaK6hXONDHdcak1zo20fPqQr3ZlDastx8fAzNul\ns1SqPV/wIB7WKRku6TG2MZcnuIDvX3IZs/hd3uP0nSs/ZsYlyT4g7biY1iM7IThIvKw2k+VSzEko\n9P5q1tRMrPRW0JKLLAiCUDtUBctUokWPdeqN0ihnuph6L1uAb9gyCmqBroqFtGgNq/M6E/p51Y4A\nMDJDMofol9pOwfNIpMVjzOMFzuA3XPDYE5mF/eeux+nhc/vr2X8SBkniBABaqv2j2smqVTcxpygK\nbYysmIJQW77ogwHg6PJST5KONVl1saxnBkAt0SMu1aJfQ7poCl7WKQ9/tPZk3pbfwwjwN/Dro09x\nPSa9G2OvF/Fj2uatqD8LzVapxeKoR3xqGdOsxtHICokUSgoOZMUUhNoyHZ48+uOc6/JWP0OZFjBG\n3oiEX3s9n8NSrVbpM2LqMRy5khQvqeEU8uJhnZL0MI/x5pVH8sLNJ8PPyDunRaVQuaWE6V/0S/nS\nX6vUqVpGMoYqbGWpojNQP3ESBEFoe3b6WHkBhIFDt3ZwLr90PSyJYQ2KTGRGROoNWkz8JDGIE7SG\nRjpJ18SYVaVOBay7xy3FrJZqHCFxWIR2xcP+WHvyTa5hxdvDxK48quBxztC6afULM3KOcxbdO7t8\n6a+Vs3imnYvcgV/VMEwfqvdZKbYMMmB9BoOs8yQiILgiWYKCUD1/D2/9DGYDRxHLe5hKV9a7Wjqj\nLsqhcWqaE6fjUs4a73RSzBp8dVJaU06ExemsqNkzgmDDwzolTouH2Ml0nmMt4SOi+G4+itSG3GOu\n4AHGCdFLKGeHx+kwpJ0IP1GmsIx1AASIE3QJ1VfyJT87+yXbCaaY06IPCtOFJEGQAHErVcAg6eps\nOe3W7yZ1K4IgCBPA/4APxOFi9+CIxX6mMY39rpEN3XlRDssAg7Y2/W6Uq1XD9FlbeiYGUcJlnQ/Z\nlOOsdmWfFTuvEKJZQrshTouHeJgreI75mO8ZdKw6hO87R8EMwATGoOeiHfRyHFM5kHE9kvgzs1ic\n3VfUl3+1iwXkODjFuqeUgoFJmCgmfsboBLLpXbrDsY5lAAQxiBHKuY7qcObXuqEZJDORl/TOWKnL\nu0RZhLzIiikI1bHPl/7zZOCT8Cad7GM6nYxxPCOczU/oZj+djDGFZGZzK11fmS+NKsxhS88gN5Mg\nQbDidf0oxmwOi77Zl69WZoh+K5UNwHBRH/0abhuGpSBaJbjiYZ3y8EdrP0bpxo/JsZNGGDviKPac\nGWJKZxQzmV4Qo4kpHAx0YZCkkzEC5A9z63UuQMa5iduKHqtdMAMkMEjSzX7G6LScFkhHSpSjkv7Z\ntP7M1t/4bdcyM7nNytkZop8gcat1sxIepyDILBZBEIQJ4g3SeWFHAHGY+vYfmcof2XVED0P0czwn\nECPEOB2ZqEk6Eu9sc6wPmlQOjYrIJAha3cSgOq3S2yqr+S+6kzHAoO3nDsZzdMZNcwxM1rCaAQYx\nMK3Mg2KIVgntjDgtHsIgybGMkCCIH5PQ9Bhholbb4mz0xG9FK4xM17BCObvqPRWVKbRoDtPHGJ34\nMYmwMm9XFFV7kiDIc8znzkx0JZv+5bQnKwIrWG+9rnap3O7hzPWVVpBC1UzAinn99dfzgx/8gGnT\npvHyy7nNNB566CH+6Z/+iVQqRTgc5l//9V857bTT6m+YINQCP+m83DOBaTB2xBR208so3UxnhBAx\ntnMSUaaQpMOWPqxQDoofk2CmQN604uxGJkOg8uiKYoBBwpnNtA5ilqbowyGd6MlfSpfUrBi3TpxO\n7aqkPlQQbHhYp3ypVKq85ug1wOfz0YDbep4lbGSMTqKESTgmAus7U8r5SA+JzO5a6ejnBjK9WfK1\nP15OhE7GmM4Ii3kQgD6GCWZyi02MTFQlWzQ4TB8mfhIE6CCGiZ+T2M4YnRzIzEoOZs4xSBIljLMH\n/zB9BEkQJSwLvJCXWq03Pp+P1P+q3p6c634dm30///nPmTJlCtdee62rGPzqV79i7ty5HHnkkTz+\n+OOsWrWKZ599tvaGtTmiU/Uh+baPeHASiWA6GrKfbqKEidFhPT9AF+OErGiJQVLTg2xERdcI3WHR\nI+5uPMSlXMO3rU0ynfT5Adazgo0ssV4fJ8QBuljPCu5iETFCGV3K7bjptonmrLEUBB3RqRLtEKfF\nOyxhI4cJW2H0cUJWfYqeXqUcF/tr7k6LiUEHMZsDspmbgbRj4hQU3XlQYfMkBiHGCRMlRsg6Pk4g\n0xRgNzFChIhZr+l2O0Pn6prOaFArDRYTJo5WEwOAXbt2cfHFF7uKgc6hQ4c49dRT2bNnT+0Na3NE\np+rDC8xlGvtJECBGiDE6idFBgmDmedYZMLUaRnu6VTb6b0/fyqaE6VqgakziBPBj0sG49b5Kz9Lv\noWaUdXFQc5PSNS0qk0Av+Hd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N4oYeecm2Uc5GdwxMruNh13PvYhEddNrSoFXKsyA0DA/r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yNPg/Uc515u5f18roO/jqXXEcVEzWNJG94sFcO28EXAvYfWMOPfS3pVsQ9zD3vY7s/xoHv+2+cu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\nM4O9PwLO9DCQ4ygM9R3aJUQQMA6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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "#Vertical velocity\n", "cmin=-0.005; cmax=0.005\n", "depth=3\n", "W=w_vel[0,depth,:,:]\n", "print W.min()\n", "print W.max()\n", "mu =W == 0\n", "W= np.ma.array(W,mask=mu)\n", "pylab.pcolor(W,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.axis(ax)\n", "\n", "print w_vel[0,3,jbad-1,ibad-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "-0.00915483\n", "0.0180596\n", "6.05582e-09" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3Q6VSudVpaWmBSqXC5cuXPdr2FezMGYYJetzlmScZfoQkw49cP79a0HOgSkpK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\n+YDRaER5eTkAoLy8HPPmzRN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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# load the bathymetry to look for shallow depths in this region. \n", "plt.figure(figsize=(14,8))\n", "cmin=0; cmax=5;\n", "mu =bathy == 0\n", "bathy= np.ma.array(bathy,mask=mu)\n", "pylab.pcolor(bathy,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.plot(ibad-1,jbad-1,marker='o') #marker for unstable point in the ocean.output file\n", "pylab.axis(ax)\n", "\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "[200, 250, 150, 220]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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giktPwJIkUYPyuXPnqri4WJKUlZWlwsJCBYNBNTY2qrq6WpJUXV2tZ555RpLU0NCgqqoq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\nzMxUfX39uMc1zMneGhoHhmF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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# look at sea surface height\n", "plt.figure(figsize=(14,8))\n", "mu =ssh == 0\n", "ssh= np.ma.array(ssh,mask=mu)\n", "pylab.pcolor(ssh[0,:,:],vmin=-4,vmax=4)\n", "pylab.colorbar()\n", "pylab.plot(ibad-1,jbad-1,marker='o') #marker for unstable point in the ocean.output file\n", "#pylab.axis(ax)\n", "print ssh.min()\n", "print ssh.max()\n", "print bathy[jbad-1,ibad-1]\n", "print ssh[0,jbad-1,ibad-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "-4.66426\n", "1.90734\n", "4.0\n", "-3.2886\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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T+svorly5Eu+88w4AYNGiRYFsl9JOSMDkkMYQHCl1N3ScDHAVcSv7o3FAv/8e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\nK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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "ssh is pretty negative here" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# look at salinity\n", "plt.figure(figsize=(14,8))\n", "mu =sal == 0\n", "sal= np.ma.array(sal,mask=mu)\n", "pylab.pcolor(sal[0,depth,:,:],vmin=0,vmax=32)\n", "pylab.colorbar()\n", "pylab.plot(ibad-1,jbad-1,marker='o') #marker for unstable point in the ocean.output file\n", "#pylab.axis(ax)\n", "print sal[0,3,jbad-1,ibad-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "29.3682\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fjx5Ui3Oxrbv5kr+1uM4GIYSQbKAQJ6SFkCPmUxW4mSgQFvDtavQ7DjVaHRUF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\n3DpPuI8Iz8t+QueNDAMnh+L2l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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }