{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to plot positions of the two VENUS ADCP Stations" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "from salishsea_tools import bathy_tools" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "bathy_orig = nc.Dataset('../../nemo-forcing/grid/bathy_meter_SalishSea2.nc', 'r')\n", "lats = bathy_orig.variables['nav_lat']\n", "lons = bathy_orig.variables['nav_lon']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = bathy_tools.plot_colourmesh(\n", " bathy_orig, 'VENUS, o-model-T-grid, *-ADCP', \n", " axis_limits=(-123.6, -122.9, 48.9, 49.2))\n", "plt.plot(lons[416,282],lats[416,282],'ow')\n", "plt.plot(lons[424,267],lats[416,282],'ow')\n", "plt.plot(-123-(19.055/60.),49+(2.531/60.),'*r')\n", "plt.plot(-123-(25.5287/60.),49+(2.4083/60.),'*r')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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VTZ19SkpKMH78eFPjI4hwg0QEwZ2uXbti8ODBuHDhAjIyMgKWeTweLF68OKB/gdT9LzVa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\n1NSEmJgYBAUFITg4eFyddwDxv6+JiYnw8PBASEiIlSuUrqCgAAqFAv7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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }