{ "metadata": { "name": "", "signature": "sha256:a7dd71a08f40cddedc5b9f51a31f8b956df6aeeacdf32722104224d9a5f4ccca" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Template for daily nowcast figure generation." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Salish Sea NEMO Model Daily Nowcast Figures" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Set-up" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division\n", "\n", "import datetime\n", "from glob import glob\n", "import os\n", "\n", "from IPython.core.display import HTML\n", "import netCDF4 as nc\n", "\n", "from salishsea_tools.nowcast import figures\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def results_dataset(period, grid, results_dir):\n", " \"\"\"Return the results dataset for period (e.g. 1h or 1d)\n", " and grid (e.g. grid_T, grid_U) from results_dir.\n", " \"\"\"\n", " filename_pattern = 'SalishSea_{period}_*_{grid}.nc'\n", " filepaths = glob(os.path.join(results_dir, filename_pattern.format(period=period, grid=grid)))\n", " return nc.Dataset(filepaths[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "run_date = datetime.date.today()\n", "run_date = datetime.datetime(2014,11,19)\n", "# Results dataset location\n", "results_home = '/data/dlatorne/MEOPAR/SalishSea/nowcast/'\n", "results_dir = os.path.join(results_home, run_date.strftime('%d%b%y').lower())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the results datasets:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grid_T_hr = results_dataset('1h', 'grid_T', results_dir)\n", "grid_T_dy = results_dataset('1d', 'grid_T', results_dir)\n", "grid_U_dy = results_dataset('1d', 'grid_U', results_dir)\n", "grid_V_dy = results_dataset('1d', 'grid_V', results_dir)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "bathy = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the figures:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "HTML('

{:%d%b%y} Figures

'.format(run_date))" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "

19Nov14 Figures

" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.ssh_PtAtkinson(grid_T_hr)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJMAAAFRCAYAAADAa+ycAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.PA_tidal_predictions(grid_T_hr)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABIoAAAFFCAYAAACDlwYzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.compare_tidal_predictions('Point Atkinson', grid_T_hr, bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABIoAAAFRCAYAAAAb0Ea+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJko7g/wM76m07KynVswAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.compare_water_levels('NeahBay', grid_T_hr, bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJMAAAFCCAYAAABFKZypAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.compare_water_levels('CherryPoint', grid_T_hr, bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJMAAAFCCAYAAABFKZypAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.compare_water_levels('FridayHarbor', grid_T_hr, bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJMAAAFCCAYAAABFKZypAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJkiRJkiRJkiRJ+cX/A9Sl80D729KYAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.PA_max_ssh(grid_T_hr,bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABAMAAAJoCAYAAAATXSiNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.Sandheads_winds(grid_T_hr)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJoAAAJoCAYAAAAu44uuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5h9dNCvGZXzkEAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "reload(figures)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.thalweg_salinity(grid_T_dy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABCsAAAH4CAYAAABjWWd3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAAAAAAAAAAAAAAAAz7v8DkT0BrI4GrQQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figures.plot_surface(grid_T_dy, grid_U_dy, grid_V_dy, bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABHQAAAJoCAYAAAAHyLZsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndf4PcbyC/PXgLL0AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }