{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Can we see an upwelling signal in the HYCOM results?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import matplotlib.pyplot as plt \n", "import datetime\n", "import numpy as np\n", "import os\n", "import glob\n", "\n", "\n", "from salishsea_tools import viz_tools, tidetools\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Domain coverage" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/ocean/nsoontie/MEOPAR/HYCOM/nowcast/2016-09-06/rtofs_glo_3dz_nowcast_6hrly_reg2.nc\n" ] } ], "source": [ "date = '2016-09-06'\n", "base = '/ocean/nsoontie/MEOPAR/HYCOM/nowcast/'\n", "fname = os.path.join(base, date,'rtofs_glo_3dz_nowcast_6hrly_reg2.nc')\n", "print(fname)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = nc.Dataset(fname)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sal=f.variables['salinity']\n", "time = f.variables['time']\n", "dates=nc.num2date(time[:],time.units)\n", "lon=f.variables['lon']\n", "lat=f.variables['lat']\n", "temp = f.variables['temperature']\n", "lev=f.variables['lev']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([datetime.datetime(2016, 9, 4, 0, 0),\n", " datetime.datetime(2016, 9, 4, 6, 0),\n", " datetime.datetime(2016, 9, 4, 12, 0),\n", " datetime.datetime(2016, 9, 4, 18, 0),\n", " datetime.datetime(2016, 9, 5, 0, 0),\n", " datetime.datetime(2016, 9, 5, 6, 0),\n", " datetime.datetime(2016, 9, 5, 12, 0),\n", " datetime.datetime(2016, 9, 5, 18, 0),\n", " datetime.datetime(2016, 9, 6, 0, 0)], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dates" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=1\n", "d=0\n", "mesh = plt.pcolormesh(lon[:],lat[:],sal[t,d,:,:])\n", "plt.colorbar(mesh)\n", "plt.title('{} at {} mbar'.format(dates[t],lev[d]))\n", "j=13\n", "i=16\n", "plt.plot(lon[i],lat[j],'o')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fnames = glob.glob(os.path.join(base,'*','rtofs_glo_3dz_nowcast_6hrly_reg2.nc'))\n", "fnames.sort()\n", "sals = np.zeros((1,lev.shape[0]))\n", "temps = np.zeros((1,lev.shape[0]))\n", "times = np.zeros(1,)\n", "for fname in fnames:\n", " f = nc.Dataset(fname)\n", " sal=f.variables['salinity'][1:5,:,j,i]\n", " temp=f.variables['temperature'][1:5,:,j,i]\n", " time = f.variables['time']\n", " dates=nc.num2date(time[:],time.units)[1:5]\n", " sals = np.concatenate((sals, sal),axis=0)\n", " temps = np.concatenate((temps, temp),axis=0)\n", " times = np.concatenate((times, dates),axis=0)\n", "sals=sals[1:,:]\n", "temps = temps[1:,:]\n", "times=times[1:]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AJdGcTr0Py7+hgvlGJpydsetlZ3PKaH5tanPN8rwdg5+FCq9tz2LElCwxaaxT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,5))\n", "mesh=ax.pcolormesh(times, lev, sals.T,vmin=30,vmax=35)\n", "ax.set_ylim([250,0])\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Salinity (psu)')\n", "ax.set_ylabel('Depth [mbar]')\n", "ax.set_title('HYCOM Salinty time series at point in map above')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4NBpLNmHZjfYStu2v2ZospmYCojTeT7vlca/FPQfwTlrE2hfer1ZlpPn3qbDU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\nCYIgCIIgCIKgofgf9geQgEX1O9YAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,5))\n", "mesh=ax.pcolormesh(times, lev, temps.T,vmin=6,vmax=15)\n", "ax.set_ylim([250,0])\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Temperature (C)')\n", "ax.set_ylabel('Depth [mbar]')\n", "ax.set_title('HYCOM temperature time series at point in map above')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "* Neat to see the strong mixing in the winter. I don't have a full year data set yet.\n", "\n", "## Compare with Boundary Conditions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "b = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "f = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/open_boundaries/west/SalishSea2_Masson_corrected.nc')\n", "lonBC = f.variables['nav_lon']\n", "latBC = f.variables['nav_lat']\n", "deptBC = f.variables['deptht']\n", "salBC = f.variables['vosaline']\n", "tempBC = f.variables['votemper']\n", "t = f.variables['time_counter']\n", "\n", "#Extend temp and salinity by one year...\n", "salBC = np.concatenate((salBC,salBC),axis=0)\n", "tempBC = np.concatenate((tempBC,tempBC),axis=0)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(48, 49)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4cKHXJUmA04hU5Dzef/99hg8fztq1a3XlU5DSiFTEY+3atePo0aN89tlnXpciAUxBKnIe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\nflKQioj4SUEqIuKn/wciD/7NWHFViwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iBC=730\n", "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "viz_tools.plot_coastline(ax,b,coords='map')\n", "ax.plot(lonBC[0,iBC],latBC[0,iBC],'o',label='NEMO')\n", "plt.plot(lon[i],lat[j],'o',label='HYCOM')\n", "ax.legend()\n", "ax.set_xlim([-126,-124])\n", "ax.set_ylim([48,49])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "d1 = datetime.datetime(2015,1,1)\n", "datesBC=[d1+datetime.timedelta(weeks=int(d-1)) for d in t]\n", "d2 = datetime.datetime(2016,1,1)\n", "datesBC = np.concatenate((datesBC, [d2+datetime.timedelta(weeks=int(d-1)) for d in t] ),axis=0)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VqzgB5Jz8xztRzqE4oaSeUCH9Her2O1nF9ocz0jard+/E2B/k3wd+npppRmUiK20dzObR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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(2,1,figsize=(15,10))\n", "#NEMO\n", "ax=axs[0]\n", "mesh=ax.pcolormesh(datesBC, deptBC, salBC[:,:,0,iBC].T,vmin=30,vmax=35)\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Salinity (psu)')\n", "ax.set_ylabel('Depth [m]')\n", "ax.set_title('NEMO Salinty time series at point in map above')\n", "#HYCOM\n", "ax=axs[1]\n", "mesh=ax.pcolormesh(times, lev, sals.T,vmin=30,vmax=35)\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Salinity (psu)')\n", "ax.set_ylabel('Depth [mbar]')\n", "ax.set_title('HYCOM Salinty time series at point in map above')\n", "\n", "for ax in axs:\n", " ax.set_ylim([200,0])\n", " ax.set_xlim([datetime.datetime(2015,8,2), datetime.datetime(2016,10,18)])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0pJQeI04DDgG+ABwM/HSMrPwL8DNJC4FlIwsj4pgxtgPyApRlEbFc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H2uVGknnfgSDb1ptaKu2+aa5XYZxz06hbS711vR+1TJ9xCWntDbWug5rEmZctSDVSferL1MnTRO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\nXuz8mQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(2,1,figsize=(15,10))\n", "#NEMO\n", "ax=axs[0]\n", "mesh=ax.pcolormesh(datesBC, deptBC, tempBC[:,:,0,iBC].T,vmin=6,vmax=15)\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Temperature')\n", "ax.set_ylabel('Depth [m]')\n", "ax.set_title('NEMO Temperature time series at point in map above')\n", "#HYCOM\n", "ax=axs[1]\n", "mesh=ax.pcolormesh(times, lev, temps.T,vmin=6,vmax=15)\n", "cbar=plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Temperature (C)')\n", "ax.set_ylabel('Depth [mbar]')\n", "ax.set_title('HYCOM Tempererature time series at point in map above')\n", "\n", "for ax in axs:\n", " ax.set_ylim([200,0])\n", " ax.set_xlim([datetime.datetime(2015,8,2), datetime.datetime(2016,10,18)])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }