{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to compare nowcast vs nowcast green along thalweg" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import datetime\n", "import os\n", "import numpy as np\n", "\n", "from salishsea_tools import visualisations as vis\n", "from salishsea_tools import (teos_tools, tidetools)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def results_dataset(results_dir, date, period, grid_type):\n", " datestr = date.strftime('%Y%m%d')\n", " subdir = date.strftime('%d%b%y').lower()\n", " fname = os.path.join(results_dir, subdir,\n", " 'SalishSea_{}_{}_{}_{}.nc'.format(period, datestr, datestr, grid_type))\n", " grid = nc.Dataset(fname)\n", " return grid" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mesh_mask = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_SalishSea2.nc')\n", "mesh_mask_green = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_downbyone.nc')\n", "\n", "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "grid_B_green = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_downonegrid.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Compare nowcast and nowcast-green" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def compare_thalweg(grids, date, var_name, t=0):\n", " \n", " mapping_dict = {'salinity': {'label': 'Salinity [g/kg]',\n", " 'model_var': 'vosaline',\n", " 'psu_tools': True,\n", " 'cmap': 'hsv',\n", " 'xcoord_distance': True,\n", " '3d_depth': True},\n", " 'temperature': {'label': 'Temperature [deg C]',\n", " 'model_var': 'votemper',\n", " 'psu_tools': False,\n", " 'cmap': 'jet',\n", " 'xcoord_distance': False,\n", " '3d_depth': False}}\n", " \n", " ps = mapping_dict[var_name]\n", " fig, axs = plt.subplots(2,1,figsize=(15,8))\n", "\n", " for ax, key in zip(axs, grids):\n", " # prepare for plotting\n", " if var_name == 'salinity':\n", " if key=='nowcast-green':\n", " ps['psu_tools'] = False\n", " else:\n", " ps['psu_tools'] = True\n", " grid = grids[key]\n", " bathy, X, Y = tidetools.get_bathy_data(grid['bathy'])\n", " var = grid['data'].variables[ps['model_var']][:]\n", " tmask = grid['mesh'].variables['tmask'][:] + np.zeros(var.shape)\n", " var_mask = np.ma.array(var, mask = 1-tmask)\n", " if ps['psu_tools']:\n", " var_plot = teos_tools.psu_teos(var_mask[t,:,:,:])\n", " print ('{} to teos'.format(key))\n", " else:\n", " var_plot = var_mask[t,:,:,:]\n", " if ps['3d_depth']:\n", " dp = 'depname'\n", " else:\n", " dp='dep1D'\n", " \n", " ###### plot\n", " cbar = vis.contour_thalweg(ax, var_plot, bathy, X, Y, grid['mesh'], grid[dp], var_name, \n", " cmap=ps['cmap'] )\n", " \n", " # pretty the plots\n", " ax.set_title('{} {} {} t={}'.format(key, var_name, date.strftime('%d-%b-%Y'),t))\n", " cbar.set_label(ps['label'])\n", " \n", " ax.set_ylim([450,0])\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nowcast = '/results/SalishSea/nowcast/'\n", "nowcast_green = '/results/SalishSea/nowcast-green/'\n", "date = datetime.datetime(2016, 6, 20)\n", "grid_T = results_dataset(nowcast, date, '1d', 'grid_T')\n", "grid_T_green = results_dataset(nowcast_green, date, '1d', 'grid_T')\n", "\n", "\n", "grids = {'nowcast': {'data': grid_T,\n", " 'bathy': grid_B,\n", " 'mesh': mesh_mask,\n", " 'depname': 'gdept',\n", " 'dep1D': 'gdept_0'},\n", " 'nowcast-green': {'data': grid_T_green,\n", " 'bathy': grid_B_green,\n", " 'mesh': mesh_mask_green,\n", " 'depname':'gdept_0',\n", " 'dep1D': 'gdept_1d'},\n", " }" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nowcast to teos\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/numpy/ma/core.py:4139: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy4AAAH4CAYAAACsS7mwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=0\n", "compare_thalweg(grids, date, 'salinity',t=t)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/numpy/ma/core.py:4139: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy4AAAH4CAYAAACsS7mwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDMOoeky4GIZhGIZhGIZR9fx/E8MGfxbYjv8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare_thalweg(grids, date, 'temperature',t=t)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compare_surface_temperature(grids, date,t=0):\n", " \n", " fig, axs = plt.subplots(1,2,figsize=(15,8))\n", " clevels = [0,1,2,3,4,5,6, 7, 7.5, 8, 8.5, 9, 9.8, 9.9, 10.3, 10.5, 11, 11.5, 12, 13, 14, 15, 16, 17, 18, 19, 20]\n", "\n", " for ax, key in zip(axs, grids):\n", " # prepare for plotting\n", " grid = grids[key]\n", " temp = grid['data'].variables['votemper'][:]\n", " tmask = grid['mesh'].variables['tmask'][:] + np.zeros(temp.shape)\n", " temp_mask = np.ma.array(temp, mask = 1-tmask)\n", " \n", " mesh = ax.contourf(temp_mask[t,0,:,:], clevels, extend='both', corner_mask=True)\n", " \n", " # pretty the plots\n", " ax.set_title('{} Temperature {} t={}'.format(key, date.strftime('%d-%b-%Y'),t))\n", " cbar = plt.colorbar(mesh, ax=ax)\n", " cbar.set_label('Temperature [deg C]')\n", " " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAAHpCAYAAAAVuQQQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " compare_surface_temperature(grids, date,t=t)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compare_surface_salinity(grids, date,t=0):\n", " \n", " fig, axs = plt.subplots(1,2,figsize=(15,8))\n", " clevels = np.arange(0,34)\n", "\n", " for ax, key in zip(axs, grids):\n", " # prepare for plotting\n", " grid = grids[key]\n", " sal = grid['data'].variables['vosaline'][:]\n", " tmask = grid['mesh'].variables['tmask'][:] + np.zeros(sal.shape)\n", " sal_mask = np.ma.array(sal, mask = 1-tmask)\n", " if key != 'nowcast-green':\n", " sal_mask = teos_tools.psu_teos(sal_mask)\n", " print ('{} to teos'.format(key))\n", " \n", " mesh = ax.contourf(sal_mask[t,0,:,:], clevels, extend='both')\n", " \n", " # pretty the plots\n", " ax.set_title('{} Salinity {} t={}'.format(key, date.strftime('%d-%b-%Y'),t))\n", " cbar = plt.colorbar(mesh, ax=ax)\n", " cbar.set_label('Salinity [g/kg]')\n", " \n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nowcast to teos\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2UAAAHpCAYAAAACm5TZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " compare_surface_salinity(grids, date,t=t)" ] }, { "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }