{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import geo_tools, nc_tools, tidetools, viz_tools\n", "import xarray as xr\n", "from IPython.core.display import display, HTML\n", "import scipy.signal as signal\n", "import glob\n", "import matplotlib.cm as cm\n", "from matplotlib import animation, rc\n", "import cmocean\n", "import datetime\n", "import matplotlib.gridspec as gridspec\n", "display(HTML(\"\"))\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rc('animation', html='html5')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = xr.open_dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "mesh_mask = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "winds_data = xr.open_dataset(\n", " 'https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "N = 1\n", "Wn = 1/24\n", "B, A = signal.butter(N,Wn)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sal_full = nc.Dataset(\n", " '/ocean/vdo/MEOPAR/completed-runs/SalishSea_TRC/jun15/SalishSea_1h_20150531_20150624_grid_T.nc')\n", "trc_full = nc.Dataset(\n", " '/ocean/vdo/MEOPAR/completed-runs/SalishSea_TRC/jun15/SalishSea_1h_20150531_20150624_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABQkAAAKACAYAAAA/5v5rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOYqEAAAAAAAAwJqjSAgAAAAAAACsuf8f9v3EELr6+YwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (18,9))\n", "gs = gridspec.GridSpec(4, 2)\n", "ax1 = plt.subplot(gs[0, :])\n", "ax2 = plt.subplot(gs[1:4, 0])\n", "ax3 = plt.subplot(gs[1:4, 1])\n", "for ax in [ax2, ax3]:\n", " ax.tick_params(labelleft = False, left = False, bottom = False, labelbottom = False)\n", "plt.tight_layout()\n", "viz_tools.set_aspect(ax2)\n", "viz_tools.set_aspect(ax3)\n", "first = nc.num2date(sal_full.variables['time_counter'][0], \n", " sal_full.variables['time_counter'].units)\n", "end_index = sal_full.variables['time_counter'][:].shape[0]\n", "times = np.array([first + datetime.timedelta(hours = i) for i in range(end_index)])\n", "averaged_SI_u_winds = np.array([])\n", "averaged_SI_v_winds = np.array([])\n", "averaged_SS_u_winds = np.array([])\n", "averaged_SS_v_winds = np.array([])\n", "for n in range(end_index):\n", " SI_u_winds = winds_data.u_wind.isel(gridY=slice(159,162), \n", " gridX=slice(119,122)).sel(time=times[n], \n", " method = 'nearest').values\n", " averaged_SI_u_winds = np.append(averaged_SI_u_winds, np.mean(SI_u_winds))\n", " SI_v_winds = winds_data.v_wind.isel(gridY=slice(159,162), \n", " gridX=slice(119,122)).sel(time=times[n], \n", " method = 'nearest').values\n", " averaged_SI_v_winds = np.append(averaged_SI_v_winds, np.mean(SI_v_winds))\n", " SS_u_winds = winds_data.u_wind.isel(gridY=slice(182,185), \n", " gridX=slice(106,109)).sel(time=times[n], \n", " method = 'nearest').values\n", " averaged_SS_u_winds = np.append(averaged_SS_u_winds, np.mean(SS_u_winds))\n", " SS_v_winds = winds_data.v_wind.isel(gridY=slice(182,185), \n", " gridX=slice(106,109)).sel(time=times[n], \n", " method = 'nearest').values\n", " averaged_SS_v_winds = np.append(averaged_SS_v_winds, np.mean(SS_v_winds))\n", "rotated_SI_u_winds, rotated_SI_v_winds = viz_tools.rotate_vel(averaged_SI_u_winds, \n", " averaged_SI_v_winds, \n", " origin = 'map' )\n", "rotated_SS_u_winds, rotated_SS_v_winds = viz_tools.rotate_vel(averaged_SS_u_winds, \n", " averaged_SS_v_winds, \n", " origin = 'map' )\n", "SIwindfu = signal.filtfilt(B,A, rotated_SI_u_winds)\n", "SIwindfv = signal.filtfilt(B,A, rotated_SI_v_winds)\n", "SSwindfu = signal.filtfilt(B,A, rotated_SS_u_winds)\n", "SSwindfv = signal.filtfilt(B,A, rotated_SS_v_winds)\n", "ax1.set_title('Averaged and Filtered Winds')\n", "depths = sal_full.variables['deptht'][:]\n", "greens = cm.Greens(np.linspace(0,1,10))\n", "def animate30(i):\n", " date = times[i]\n", " for ax in [ax1, ax2, ax3]:\n", " ax.clear()\n", " cmap = plt.get_cmap('Purples')\n", " cmap.set_bad('burlywood')\n", " ax1.plot(times, SIwindfu, '--', color = 'teal')\n", " ax1.plot(times, SIwindfv, '-', color = 'teal')\n", " ax1.plot(times, SSwindfu, '--', color = 'tomato')\n", " ax1.plot(times, SSwindfv, '-', color = 'tomato')\n", " ax1.grid('on')\n", " ax1.set_ylim(-10,15)\n", " ax1.plot((date, date), (-10,15), 'b--', color = 'black')\n", " ax2.pcolormesh(np.ma.masked_array(sal_full.variables['vosaline'][i,0,550:800, 115:250], \n", " mask = 1 - mesh_mask.variables['tmask'][0, 0, 550:800, 115:250]),\n", " cmap = cmocean.cm.haline, vmin = 22, vmax = 30)\n", " ax3.pcolormesh(np.ma.masked_array(trc_full.variables['mytracer'][i,0,550:800, 115:250], \n", " mask = 1 - mesh_mask.variables['tmask'][0, 0, 550:800, 115:250]),\n", " cmap = cmap, vmin = 0, vmax = 1)\n", " ax2.set_title('Salinity - Full')\n", " ax3.set_title('Tracer - Full')\n", " return ax\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=end_index,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3QAAAD8CAYAAAA/m+aTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1 ,figsize = (15,4))\n", "dates = nc.num2date(sal_full.variables['time_counter'][:], sal_full.variables['time_counter'].units)\n", "dates2 = nc.num2date(trc_full.variables['time_counter'][:], trc_full.variables['time_counter'].units)\n", "ax[0].plot(dates, sal_full.variables['vosaline'][:, 0, 761, 137], 'g-', label = 'salinity')\n", "ax[1].plot(dates2, trc_full.variables['mytracer'][:,0,761, 137], color = 'purple', label = 'tracer')\n", "ax[0].grid('on')\n", "ax[1].grid('on')" ] }, { "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }