{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to compare stratification between two simulations." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import datetime\n", "import os\n", "import glob\n", "from salishsea_tools import tidetools, nc_tools\n", "import matplotlib.dates as md\n", "\n", "import sys\n", "sys.path.append('/data/nsoontie/MEOPAR/mixing-paper/analysis')\n", "\n", "import mixing\n", "import ONC_patrols as onc\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load Mesh" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "mesh_mask = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_SalishSea2.nc')\n", "bathy, lons, lats = tidetools.get_bathy_data(grid_B)\n", "\n", "tmask = mesh_mask.variables['tmask'][:]\n", "tmask = 1-tmask\n", "\n", "gdept = mesh_mask.variables['gdept'][0,:,:,:]\n", "gdepw = mesh_mask.variables['gdepw'][0,:,:,:]\n", "\n", "thalweg_points, gdept_thal, xx = mixing.load_thalweg(gdept, lons, lats)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load files" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "start=datetime.datetime(2015,3,4)\n", "end=datetime.datetime(2015,6,5)\n", "home_dir = '/ocean/nsoontie/MEOPAR/SalishSea/results/mixing_paper/'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "runs = ['base_spinup/restart3', 'holl_spinup/restart2']\n", "grid_t={}\n", "grid_w={}\n", "run=runs[0]\n", "grid_t[run] = mixing.results_dataset('1d',start,end,'grid_T',home_dir,run)\n", "end = datetime.datetime(2015,4,26)\n", "start=datetime.datetime(2015,1,23)\n", "run=runs[1]\n", "grid_t[run] = mixing.results_dataset('1d',start,end,'grid_T',home_dir,run)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times={}\n", "for run in runs:\n", " times[run] =grid_t[run].variables['time_counter']" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2015-03-22 12:00:00\n", "2015-03-22 12:00:00\n" ] } ], "source": [ "t1 = 18\n", "print(nc.num2date(times[runs[0]][t1],units=times[runs[0]].units))\n", "t2 = -35\n", "print(nc.num2date(times[runs[1]][t2],units=times[runs[1]].units))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ " sals={}; temps={}; avts={}; times={}; depthts={}; depthws={}\n", "\n", "run=runs[0]\n", "sals[run] = mixing.load_field(grid_t[run],tmask,'vosaline', t=t1)\n", "temps[run] = mixing.load_field(grid_t[run],tmask,'votemper',t=t1)\n", "run=runs[1]\n", "sals[run] = mixing.load_field(grid_t[run],tmask,'vosaline', t=t2)\n", "temps[run] = mixing.load_field(grid_t[run],tmask,'votemper',t=t2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_thalweg_diff(ax, var, var_name, thalweg_points, depth, xx, runs, smin=-1,smax=1, \n", " lines=[-.5, -.25,0,.25,.5], cmap='bwr',xlim=[0,750]):\n", " \n", " diff = var[runs[1]] - var[runs[0]]\n", " diffP=diff[:,thalweg_points[:,0],thalweg_points[:,1]]\n", " mesh=ax.pcolormesh(xx,depth,diffP,vmin=smin,vmax=smax,cmap=cmap)\n", " \n", " #CS = ax.contour(xx,depth,diffP.T,lines,colors='k')\n", " #plt.clabel(CS)\n", " cbar = plt.colorbar(mesh,ax=ax)\n", " cbar.set_label(var_name)\n", " #cbar.add_lines(CS)\n", " \n", " ax.set_ylim([430,0])\n", " ax.set_xlim(xlim)\n", " ax.set_ylabel('Depth [m]')\n", " ax.set_title('{} - {} '.format(runs[1],runs[0]))\n", " print(diff.max(),diff.min())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.3506 -7.8839\n", "1.15654 -1.82487\n" ] }, { "data": { "image/png": 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o6NF8lTYIQBRVfSjIRfGzmJrC4ODiiughMrVcqj/e6mrpZ0VXB50NWX1fLAIb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\n9bZW2WuX2NpXX+h6HW+97RC+hCC0OmtjcjLxI7h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0eSks/RHEfyFDMmbooXsydA5ATjzK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\nX+Uag8XMbLuk9wGvNbO/De+fA9yXpVB1e+ooslzSM8AGYIOkpyX9dZY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fig,axs = plt.subplots(1,2,figsize=(20,2))\n", " ax=axs[0]\n", " plot_thalweg_diff(ax, sals, 'Salinity [psu]', thalweg_points, gdept_thal, xx, runs,\n", " smin=-1, smax=1)\n", " ax=axs[1]\n", " plot_thalweg_diff(ax, temps, 'Temperature [deg C]', thalweg_points, gdept_thal,xx,runs,\n", " smin=-1, smax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Surface" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_surface(ax,d, var, var_name, run, smin=0,smax=34,cmap='Spectral_r'):\n", " \n", " mesh=ax.pcolormesh(var[d,:,:],vmin=smin,vmax=smax,cmap=cmap)\n", " \n", " cbar = plt.colorbar(mesh,ax=ax)\n", " cbar.set_label(var_name)\n", " \n", " ax.set_title('{} '.format(run))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ASrdAYJ4SPFs9oFi2jI9FM453mKq7PM1JExKVBgBEBivmITB3pCXFZsruM4/y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VjPYZ980jPMBiB6LaV5m9mCk+tkTjXoqp8fjwPBT0/T+Ip/OjxrC4CdjJH/XTLXbex+XGGNMacb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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d=0\n", "fig,axs = plt.subplots(1,2,figsize=(10,5))\n", "for run, ax in zip(runs,axs):\n", " sal = sals[run]\n", " plot_surface(ax, d,sal, 'Salinity [psu]', run)\n" ] }, { "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 }