{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test out standardized ADCIRC, SELFE and FVCOM  datasets with pyugrid, IRIS and Cartopy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The datasets being accessed here are NetCDF files from ADCIRC, SELFE and FVCOM, with attributes added or modified virtually using NcML to meet the [UGRID conventions standard for unstructured grid models](https://github.com/ugrid-conventions/ugrid-conventions/blob/v0.9.0/ugrid-conventions.md). \n",
    "\n",
    "This example was developed for the Integrated Ocean Observing System (IOOS) Coastal and Ocean Modeling Testbed. \n",
    "\n",
    "You can quickly and easily [set up the IOOS Anaconda python environment that can run this notebook](https://github.com/ioos/conda-recipes/wiki)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from __future__ import (absolute_import, division, print_function)\n",
    "import numpy as np\n",
    "import matplotlib.tri as tri\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import iris\n",
    "iris.FUTURE.netcdf_promote = True\n",
    "import pyugrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# specify UGRID compliant OPeNDAP Data URL\n",
    "\n",
    "#ADCIRC\n",
    "#url = 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/UND_ADCIRC/Hurricane_Rita_2D_final_run_without_waves'\n",
    "\n",
    "#FVCOM\n",
    "#url = 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves'\n",
    "\n",
    "#SELFE\n",
    "#url = 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/VIMS_SELFE/Hurricane_Rita_2D_final_run_without_waves'\n",
    "\n",
    "#MWRA FVCOM\n",
    "#url = 'http://www.smast.umassd.edu:8080/thredds/dodsC/fvcom/mwra/fvcom'\n",
    "#MWRA Water Quality run\n",
    "url = 'http://www.smast.umassd.edu:8080/thredds/dodsC/fvcom/mwra/wq'\n",
    "# set parameters\n",
    "bbox = [-71.15, -69.8, 41.7, 42.7]                  # set the bounding box [lon_min, lon_max, lat_min, lat_max]\n",
    "var = 'Dissolved oxygen'     # standard_name (or long_name, if no standard_name)\n",
    "levs = np.arange(6.,9.,.1)                # set the contour levels\n",
    "start = dt.datetime(2012, 8, 24, 5, 0, 0)  # time in UTC\n",
    "#start = dt.datetime.utcnow() + dt.timedelta(hours=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'Itime2' invalid units u'msec since 00:00:00'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'TPSI' invalid units u'mg Si/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'DOP' invalid units u'mg P/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'POP' invalid units u'mg P/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'DPO4' invalid units u'mg P/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'DSI' invalid units u'mg Si/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n",
      "C:\\Anaconda64\\envs\\ioos3\\lib\\site-packages\\iris\\fileformats\\_pyke_rules\\compiled_krb\\fc_rules_cf_fc.py:1300: UserWarning: Ignoring netCDF variable u'O2EQ' invalid units u'mg O2/l'\n",
      "  warnings.warn(msg.encode('ascii', errors='backslashreplace'))\n"
     ]
    }
   ],
   "source": [
    "cube = iris.load_cube(url,var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dissolved oxygen                                      (time: 2440; -- : 30; -- : 4537)\n",
      "     Dimension coordinates:\n",
      "          time                                             x          -        -\n",
      "     Auxiliary coordinates:\n",
      "          sea_surface_height_above_geoid                   x          -        x\n",
      "          ocean_sigma_coordinate                           -          x        x\n",
      "          latitude                                         -          -        x\n",
      "          longitude                                        -          -        x\n",
      "          sea_floor_depth_below_geoid                      -          -        x\n",
      "     Derived coordinates:\n",
      "          sea_surface_height_above_reference_ellipsoid     x          x        x\n",
      "     Attributes:\n",
      "          Conventions: CF-1.0, UGRID-0.9\n",
      "          CoordinateProjection: init=nad83:1802\n",
      "          CoordinateSystem: Cartesian\n",
      "          DODS.dimName: DateStrLen\n",
      "          DODS.strlen: 26\n",
      "          cdm_data_type: any\n",
      "          coverage_content_type: modelResult\n",
      "          history: convert binary file to NetCDF\n",
      "          location: node\n",
      "          mesh: fvcom_mesh\n",
      "          references: http://fvcom.smast.umassd.edu, http://codfish.smast.umassd.edu\n",
      "          source: FVCOM_3.0\n",
      "          summary: Archive of MWRA water quality modeling simulations (1995-present)\n",
      "          title: Mass Water Resources Authority (MWRA) Water Quality UG-RCA-FVCOM simul...\n"
     ]
    }
   ],
   "source": [
    "print(cube)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ug = pyugrid.UGrid.from_ncfile(url)\n",
    "\n",
    "# What's in there?\n",
    "#print(\"There are %i nodes\"%ug.nodes.shape[0])\n",
    "#print(\"There are %i edges\"%ug.edges.shape[0])\n",
    "#print(\"There are %i faces\"%ug.faces.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cube.mesh = ug\n",
    "cube.mesh_dimension = 1  # (0:time,1:node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lon = cube.mesh.nodes[:,0]\n",
    "lat = cube.mesh.nodes[:,1]\n",
    "nv = cube.mesh.faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "triang = tri.Triangulation(lon,lat,triangles=nv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tvar = cube.coord('time')\n",
    "itime = tvar.nearest_neighbour_index(tvar.units.date2num(start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "klev = -1\n",
    "zcube = cube[itime,klev]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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akZGRDBgwgB9//JHSpUvTq1cvFi9eTEpKSv4m1g0XL17kiy++oFGjRrRu3RqA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/HM3w9cPTWUqKjh0kltjjf6ASoHWJO/oJL1Q86n2Sagcz6uHYviwUXzpHoaWyXFPsnPjU03AbBx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ZmZmxcuVKpk6dSmRk4TYwce8UCB4dQvgL9CLLcpAsy/1v/7uuLMvusiwH3v5Mvl0eI8tyn7vO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\n/kDU8DTIpHy7dUtI/OwnagT/jDA1LXN9KRNex7x6FWr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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f0f17f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent(bbox)\n",
    "ax.coastlines(resolution='10m')\n",
    "plt.tricontourf(triang, zcube.data, levels=levs)\n",
    "plt.colorbar(fraction=0.046, pad=0.04)\n",
    "plt.tricontour(triang, zcube.data, colors='k',levels=levs)\n",
    "tstr = tvar.units.num2date(tvar.points[itime])\n",
    "gl = ax.gridlines(draw_labels=True)\n",
    "gl.xlabels_top = False\n",
    "gl.ylabels_right = False\n",
    "plt.title('%s: %s: %s' % (var,tstr,zcube.attributes['title']));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "\" width=\"100%\" height=\"480\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplleaflet\n",
    "fig = plt.figure(figsize=(6,8))\n",
    "plt.tricontourf(triang, zcube.data, levels=levs)\n",
    "plt.axis(bbox)  # Vineyard sound 2.\n",
    "mplleaflet.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "gist_id": "",
  "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
}