Estuary+Python
Python codes for data analysis
2015/10/22 Horizontal, ROMS NetCDF
(c) 2015-02-03 Teruhisa Okada
{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dataset(ncfile=Z:/roms/Apps/OB500_fennelP/NL12/ob500_avg.nc)\n", "\n", "print_time(which=all, name=ocean_time, tunit=seconds since 1968-05-23 09:00:00 GMT)\n", "2012-01-16 06:00:00 0\n", "2012-02-15 18:00:00 1\n", "2012-03-17 06:00:00 2\n", "2012-04-16 18:00:00 3\n", "2012-05-17 06:00:00 4\n", "2012-06-16 18:00:00 5\n", "2012-07-17 06:00:00 6\n", "2012-08-16 18:00:00 7\n", "2012-09-16 06:00:00 8\n", "2012-10-16 18:00:00 9\n", "2012-11-16 06:00:00 10\n", "2012-12-16 18:00:00 11\n", "\n", "print_varname(ndim=4)\n", "u v u_eastward v_northward w temp salt NO3 NH4 chlorophyll phytoplankton zooplankton LdetritusN SdetritusN oxygen PO4 LdetritusP SdetritusP rho AKv \n" ] } ], "source": [ "# (c) 2015 Teruhisa Okada\n", "\n", "% matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import romspy\n", "\n", "ncfile = 'Z:/roms/Apps/OB500_fennelP/NL12/ob500_avg.nc'\n", "mapfile = 'Z:/Data/deg_OsakaBayMap_okada.bln'\n", "\n", "dia = romspy.hview.Dataset(ncfile, mapfile=mapfile)\n", "dia.print_time('all')\n", "dia.print_varname(ndim=4)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hview(vname=salt, time=7, k=20, interval=[20 21 22 23 24 25 26 27 28 29 30 31 32], fmt=%i, cff=1.0, cblabel=None, cmap=jet, grdfile=None, tunit=seconds since 1968-05-23 09:00:00 GMT)\n" ] }, { "data": { "image/png": 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RhWse5PJVf1q0aIG9vT0mJib0nr6Lp0knadW6CfHx8S/VJ39/fxYtWkRCQsLL35APHGke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s30WT8p5aIM9S9JKZ80+/87KWV1KWUVKeW7esqa6UDFiqdcxjoRzhPHMzgJbP/6a7777jujRXE5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\nSlZOzzRoB9CCBQvo2bMnrVq1Ys2aNUydOpXLg52pi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"text/plain": [ "<matplotlib.figure.Figure at 0x170d36a0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=[8,7])\n", "\n", "dia.hview('salt', time=7, k=20, fmt='%i', interval=np.arange(20,33,1))\n", "#dia.savefig('hview_avg_salt_sur.png')\n", "dia.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }
Teruhisa Okada