{
 "metadata": {
  "name": "",
  "signature": "sha256:628366832f12e54f62d980e7206bb025923f5cff5ac847422758ddd6833b1243"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# set default figure size\n",
      "pylab.rcParams['figure.figsize'] = (15.0, 15.0)\n",
      "\n",
      "import logging\n",
      "logger = logging.getLogger()\n",
      "logger.setLevel(logging.DEBUG)\n",
      "\n",
      "import bmi.wrapper\n",
      "from src.ugrid_plot import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "model = bmi.wrapper.BMIWrapper(r'..\\..\\bin\\Win32\\Debug\\unstruc.dll', r'..\\..\\test_data\\flow_salt_2d\\2d.mdu')\n",
      "model.initialize()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO:bmi.wrapper:Loading library from path ..\\..\\bin\\Win32\\Debug\\unstruc.dll\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO:bmi.wrapper:Loading model ..\\..\\test_data\\flow_salt_2d\\2d.mdu in directory D:\\src\\ds\\trunk\\additional\\unstruc\\test_data\\flow_salt_2d\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "model.update(-1)\n",
      "\n",
      "xk = model.get_var('xk')\n",
      "yk = model.get_var('yk')\n",
      "zk = model.get_var('zk')\n",
      "\n",
      "s = model.get_var('s0')\n",
      "\n",
      "indices = model.get_var('flowelemnode')\n",
      "\n",
      "f, ax = plt.subplots(1, 1)\n",
      "plot_grid(ax, xk, yk, indices, points=False, cell_values = s)\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OAJl8Gv1benHjRoVzHjqS0TR+cv3n3BjDg6Nw+5bJzSdu1EXv5BlxiTEO22Hj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\n0XO6+dZ3qS/if1FYLOa1+YbduiXi2PfSQlGl+Rndft+TkR2SdG5sNog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EREREQ9hHvieqzODO9luNGDGd3t4ZUMN3p4JcONHszobg+vZLjRgxnd7cGMrXMG7okTuFf3NfRC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\nrU63jr9xfw51XzVx95qVvckd+IMwW8Pqnk4QBEEQBEEQGwarO+0M3bz6t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       "text": [
        "<matplotlib.figure.Figure at 0xa028710>"
       ]
      }
     ],
     "prompt_number": 45
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "model.finalize()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}