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Last active October 13, 2015 17:58
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OPULS UGRID Remote Subset Demo
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{
"metadata": {
"name": "OPULS_UGRID_Subset"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": "UGRID Remote Subsetting Demo "
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Much of the power of OPeNDAP is the ability to select and subset just the data you need from a remote dataset. This works great for structured grid data because one can subset on index ranges, but for unstructured grid (e.g. triangular grid) this is impossible. It's therefore necessary to add an additional constraint syntax to the URL and do the subsetting on the server. This is one of the goals of the OPeNDAP-Unidata Linked Servers [OPULS](http://www.unidata.ucar.edu/projects/#opuls) project, a collaboration between [Unidata](http://www.unidata.ucar.edu), [OPeNDAP, Inc.](http://www.opendap.org/) and the [University of Washington eScience Institute](http://escience.washington.edu).\n\nIn this demo, we show how the subset expression works, extracting the Galveston Bay region from a model simulation of the entire Gulf of Mexico. The model dataset is [UGRID-compliant](http://bit.ly/ugrid_cf) FVCOM model output from the [IOOS Modeling Testbed](http://testbed.ioos.us) project. A sample dataset was moved from the testbed THREDDS Data Server to a developmental Hyrax server in the Cloud which has the subsetting enabled. The subsetting is accomplished on the server backend using [GridFields](http://code.google.com/p/gridfields/)."
},
{
"cell_type": "code",
"collapsed": false,
"input": "from pylab import *\nimport time\n# The netCDF4-Python library accesses OPeNDAP using the Unidata NetCDF-C library:\nimport netCDF4",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "# the full dataset OPeNDAP URL:\n#url='http://ec2-54-245-151-123.us-west-2.compute.amazonaws.com:8080/opendap/ugrids/fvcom_1step.nc'\nurl='http://ec2-54-242-224-73.compute-1.amazonaws.com:8080/opendap/ebs/fvcom_1step.nc'",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "# the region we want to subset, in Matlab style bbox:\nbbox=[-95.0, -94.4, 29.3, 29.8] # [lonmin lonmax latmin latmax] Galveston Bay",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "# open and read a field from the full dataset:\ntime0 = time.time()\nnc = netCDF4.Dataset(url)\nnc.variables\nlon = nc.variables['lon'][:]\nlat = nc.variables['lat'][:]\n# read connectivity array, and convert to pythonic 0-based indexing\nnv = nc.variables['nv'][:] - nc.variables['nv'].start_index\nh = nc.variables['h'][:]\netime = time.time()- time0\nprint 'Elapsed time to read full grid: %.2f seconds' % etime",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Elapsed time to read full grid: 17.56 seconds\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot full bathy:\nfigure(figsize=(10,6),frameon=True)\ntricontourf(lon,lat,-h,triangles=nv,\n levels=[-5000,-4000,-3000,-2000,-1000,-500,-100,-50,-20,-10,0])\ncolorbar()\ngca().set_aspect(1./cos(30.0*pi/180))\ntitle('FVCOM Bathy (m)')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": "<matplotlib.text.Text at 0x2889b10>"
},
{
"metadata": {},
"output_type": "display_data",
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jSgotARN1LAu7hojsYWAx4aQ7yLPqipPGXqSAINKx+MQoeCivkxvrdAgqSsrQ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\nwmNgISIiIuExsBAREZHw/j/yCV85aLIdRwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x2882490>"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "# construct the subset expression\nexpr='_expr_{}{ugr3(0,ua,va,h,\\\"%.6f<lat&lat<%.6f&%.6f<lon&lon<%.6f\\\")}{}' % (bbox[2],bbox[3],bbox[0],bbox[1])",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": true,
"input": "# construct the subset url \nurl_subset = url + expr",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "print url_subset",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "http://ec2-54-242-224-73.compute-1.amazonaws.com:8080/opendap/ebs/fvcom_1step.nc_expr_{}{ugr3(0,ua,va,h,\"29.300000<lat&lat<29.800000&-95.000000<lon&lon<-94.400000\")}{}\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "time0 = time.time()\nncs = netCDF4.Dataset(url_subset)\nlons=ncs.variables['ugr_result.lon'][:]\nlats=ncs.variables['ugr_result.lat'][:]\n# read connectivity array, and convert to pythonic 0-based indexing\nnvs = ncs.variables['ugr_result.nv'][:] - ncs.variables['ugr_result.nv'].start_index\nhs=ncs.variables['ugr_result.h'][:]\netime = time.time()- time0\nprint 'Elapsed time to read subset grid: %.2f seconds' % etime",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Elapsed time to read subset grid: 8.02 seconds\n"
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot subset bathy:\nfigure(figsize=(8,6),frameon=True)\ntricontourf(lons,lats,-hs,triangles=nvs,levels=range(-20,0))\ngca().set_aspect(1./cos(30.0*pi/180))\naxis(bbox)\ntitle('Galveston Bay subset bathy (m)')\ncolorbar()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": "<matplotlib.colorbar.Colorbar instance at 0x349fa28>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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pKfB6vVi6dCkAYO/evRg+fDiSk5MxZMgQnDt3TvH8M2fO4Oc//zlat26N5ORk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\nAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x286f750>"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot subset bathy with mesh drawn\nfigure(figsize=(8,6),frameon=True)\ntricontourf(lons,lats,-hs,triangles=nvs,levels=range(-20,0))\ntriplot(lons,lats,triangles=nvs)\ngca().set_aspect(1./cos(30.0*pi/180))\naxis(bbox)\ntitle('Galveston Bay subset bathy with mesh indicated(m)')\ncolorbar()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": "<matplotlib.colorbar.Colorbar instance at 0x3c38b48>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Y2KC8vByWlpbQ0tLCxYsXWX51dXVOcJw9exaOjo6QSqXo378/pFIp9uzZw55L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N69e/e779+nTx9B+SUnJ2POnDkAuB5Y7STh5OQEvV6PwMBATJ48GUTs9amZnRMmTMCYMWMA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\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6PNB/cxGT1nqEwM1EpEjDw3IbwkDaIU4zRvkY0TKe6L+NiJluGGKqG4AQqkbpsNMFVr+C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Hj1gS1NtvP+5Xv9tc//CwgCVOhQHp9JndnYej8ZpxOwC/Ti5fFbXO7yCyf9xpGb8oqae0bT8Mps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4u7tTu3Zt1q9fr0hqBw8eZOjQoYSHh+Ps7Mzq1as5evQo/fv3Z9euXVy8eJGmTZvSvHlz+vXr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\nYII=\n",
"text": "<matplotlib.figure.Figure at 0x7999cd0>"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "# Plot WMS bathy image from NOAA Coastal Relief Model\nfrom IPython.core.display import Image\nwms = 'http://geoport-dev.whoi.edu/thredds/wms/bathy/crm_vol5.nc?'\nwms_query = 'LAYERS=topo&ELEVATION=0&TIME=2012-12-07T08%3A42%3A13Z&TRANSPARENT=true&STYLES=boxfill%2Frainbow&CRS=EPSG%3A4326&COLORSCALERANGE=-20%2C0&NUMCOLORBANDS=32&LOGSCALE=false&SERVICE=WMS&VERSION=1.1.1&REQUEST=GetMap&EXCEPTIONS=application%2Fvnd.ogc.se_inimage&FORMAT=image%2Fpng&SRS=EPSG%3A4326&WIDTH=360&HEIGHT=360'\nwms_bbox = '&BBOX=%.6f,%.6f,%.6f,%.6f' % (bbox[0],bbox[2],bbox[1],bbox[3])\nwms_get_map = wms + wms_query + wms_bbox\nprint wms_get_map",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "http://geoport-dev.whoi.edu/thredds/wms/bathy/crm_vol5.nc?LAYERS=topo&ELEVATION=0&TIME=2012-12-07T08%3A42%3A13Z&TRANSPARENT=true&STYLES=boxfill%2Frainbow&CRS=EPSG%3A4326&COLORSCALERANGE=-20%2C0&NUMCOLORBANDS=32&LOGSCALE=false&SERVICE=WMS&VERSION=1.1.1&REQUEST=GetMap&EXCEPTIONS=application%2Fvnd.ogc.se_inimage&FORMAT=image%2Fpng&SRS=EPSG%3A4326&WIDTH=360&HEIGHT=360&BBOX=-95.000000,29.300000,-94.400000,29.800000\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "Image(url=wms_get_map)",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<img src=\"http://geoport-dev.whoi.edu/thredds/wms/bathy/crm_vol5.nc?LAYERS=topo&ELEVATION=0&TIME=2012-12-07T08%3A42%3A13Z&TRANSPARENT=true&STYLES=boxfill%2Frainbow&CRS=EPSG%3A4326&COLORSCALERANGE=-20%2C0&NUMCOLORBANDS=32&LOGSCALE=false&SERVICE=WMS&VERSION=1.1.1&REQUEST=GetMap&EXCEPTIONS=application%2Fvnd.ogc.se_inimage&FORMAT=image%2Fpng&SRS=EPSG%3A4326&WIDTH=360&HEIGHT=360&BBOX=-95.000000,29.300000,-94.400000,29.800000\"/>",
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": "<IPython.core.display.Image at 0x287ec50>"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "ncs.variables.keys()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": "[u'ugr_result.lon',\n u'ugr_result.lat',\n u'ugr_result.lonc',\n u'ugr_result.latc',\n u'ugr_result.nv',\n u'ugr_result.fvcom_mesh',\n u'ugr_result.ua',\n u'ugr_result.va',\n u'ugr_result.h']"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "print nc.variables['ua']",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "<type 'netCDF4.Variable'>\nfloat32 ua(u'time', u'nele')\n long_name: Vertically Averaged x-velocity\n units: meters s-1\n type: data\n missing_value: -999.0\n field: ua, scalar\n coverage_content_type: modelResult\n standard_name: barotropic_eastward_sea_water_velocity\n coordinates: time latc lonc\n mesh: fvcom_mesh\n location: face\n _Netcdf4Dimid: 0\nunlimited dimensions = (u'time',)\ncurrent size = (1, 826866)\n\n"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "print ncs.variables['ugr_result.ua']",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "<type 'netCDF4.Variable'>\nfloat64 ugr_result.ua(u'time', u'nele')\n long_name: Vertically Averaged x-velocity\n units: meters s-1\n type: data\n missing_value: -999.0\n field: ua, scalar\n coverage_content_type: modelResult\n standard_name: barotropic_eastward_sea_water_velocity\n coordinates: time latc lonc\n mesh: fvcom_mesh\n location: face\n _Netcdf4Dimid: 0\nunlimited dimensions = (u'time',)\ncurrent size = (1, 11352)\n\n"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "ua=ncs.variables['ugr_result.ua'][:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": "va=ncs.variables['ugr_result.va'][:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "lonc=mean(lons[nvs],axis=0)\nlatc=mean(lats[nvs],axis=0)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": "# subsample velocity vectors \nind=range(len(lonc))\nsubsample=3\nnp.random.shuffle(ind)\nNvec = int(len(ind) / subsample)\nidv = ind[:Nvec]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot subset bathy:\nfigure(figsize=(10,8),frameon=True)\ntricontourf(lons,lats,-hs,triangles=nvs,levels=range(-20,1))\ngca().set_aspect(1./cos(mean(lats)*pi/180))\ncolorbar()\nQ = quiver(lonc[idv],latc[idv],ua[idv],va[idv],scale=5)\nqk = quiverkey(Q,0.82,0.92,0.20,'0.2 m/s',labelpos='W')\naxis(bbox)\ntitle('Galveston Bay subset bathy (m)')\n",
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "index 10297 is out of bounds for axis 0 with size 1",
"output_type": "pyerr",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-21-23bd41272003>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mgca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_aspect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1.\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mcos\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlats\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mpi\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m180\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mcolorbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mQ\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mquiver\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlonc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlatc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mua\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mva\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscale\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0mqk\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mquiverkey\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mQ\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0.82\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0.92\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0.20\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'0.2 m/s'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlabelpos\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'W'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbbox\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/home/local/python27_epd/lib/python2.7/site-packages/numpy/ma/core.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, indx)\u001b[0m\n\u001b[0;32m 2939\u001b[0m \u001b[1;31m# raise IndexError(msg)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2940\u001b[0m \u001b[0m_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mndarray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mview\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2941\u001b[1;33m \u001b[0mdout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mndarray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2942\u001b[0m \u001b[1;31m# We could directly use ndarray.__getitem__ on self...\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2943\u001b[0m \u001b[1;31m# But then we would have to modify __array_finalize__ to prevent the\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mIndexError\u001b[0m: index 10297 is out of bounds for axis 0 with size 1"
]
},
{
"metadata": {},
"output_type": "display_data",
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rOsiquLDSEk3Fis4mhhZWX+RheNGA3UX5wQAjP2ToDi1A9pPQFXFM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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x34bf690>"
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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