{ "metadata": { "name": "", "signature": "sha256:d52807b7b960676882b3a49cc4fabbadb375e545328599efcbc51393753d2613" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Animation showing the salinity evolution using hourly records for a period of 2 days." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Imports" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib import animation\n", "from salishsea_tools import stormtools\n", "\n", "import netCDF4 as nc\n", "from salishsea_tools import (\n", " nc_tools,\n", " viz_tools,)\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "timesteps = tracers.variables['time_counter']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "bathy = nc.Dataset('/ocean/imachuca/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Defining Salinity" ] }, { "cell_type": "code", "collapsed": false, "input": [ "salvar = tracers.variables['vosaline']\n", "salvar.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "(48, 40, 898, 398)" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Salinity at the surface (depth=0)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sal0 = salvar[:,0,:,:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For colourbar:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cmin = sal0.min()\n", "cmax = sal0.max()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Animation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Setting up a blank figure\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('Blues')\n", "viz_tools.plot_land_mask(ax, bathy, color='burlywood')\n", "\n", "#Making an initial image i.e. our first ssh reading\n", "def init():\n", " sal = np.ma.masked_values(sal0[0], 0)\n", " mesh = ax.pcolormesh(sal,cmap=cmap)\n", " mesh.set_clim(cmin,cmax)\n", " cbar = fig.colorbar(mesh)\n", " cbar.set_label('{label} [{units}]'.format(label=salvar.long_name.title(), units=salvar.units))\n", " ax.set_xlabel('x Index')\n", " ax.set_ylabel('y Index')\n", " ax.set_title('t = 0.0 h')\n", "\n", " \n", "#The full range of images that will make up the animation\n", "def animate(t):\n", " ssh = np.ma.masked_values(sal0[t], 0)\n", " mesh = ax.pcolormesh(ssh,cmap=cmap)\n", " mesh.set_clim(cmin,cmax)\n", " ax.set_xlabel('x Index')\n", " ax.set_ylabel('y Index')\n", " timestamp = nc_tools.timestamp(tracers,t)\n", " ax.set_title(timestamp)\n", "\n", "#The animation function \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('SalinityDec_Animation.mp4',writer=mywriter,fps=1)\n", "\n", "#Show as a pop-up window\n", "#plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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b6LpyvZeOOkw+fh+Tj7dU9mke8BPgOExM7NMYt9LS0ZvMCdkwoJW5dcIZQzQg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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Animation (different colour scheme)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Setting up a blank figure\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('ocean_r')\n", "viz_tools.plot_land_mask(ax, bathy, color='burlywood')\n", "\n", "#Making an initial image i.e. our first ssh reading\n", "def init():\n", " sal = np.ma.masked_values(sal0[0], 0)\n", " mesh = ax.pcolormesh(sal,cmap=cmap)\n", " mesh.set_clim(cmin,cmax)\n", " cbar = fig.colorbar(mesh)\n", " cbar.set_label('{label} [{units}]'.format(label=salvar.long_name.title(), units=salvar.units))\n", " ax.set_xlabel('x Index')\n", " ax.set_ylabel('y Index')\n", " ax.set_title('t = 0.0 h')\n", "\n", " \n", "#The full range of images that will make up the animation\n", "def animate(t):\n", " ssh = np.ma.masked_values(sal0[t], 0)\n", " mesh = ax.pcolormesh(ssh,cmap=cmap)\n", " mesh.set_clim(cmin,cmax)\n", " ax.set_xlabel('x Index')\n", " ax.set_ylabel('y Index')\n", " timestamp = nc_tools.timestamp(tracers,t)\n", " ax.set_title(timestamp)\n", "\n", "#The animation function \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('SalinityDec2_Animation.mp4',writer=mywriter,fps=1)\n", "\n", "#Show as a pop-up window\n", "#plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wrdxEyryWelD5U6vBT1+Gt+fdc7u3xdJjrJANKP7uR+Y70KwSm0ay7LUTyqQl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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }