{ "metadata": { "name": "", "signature": "sha256:8748667fdf57d07bc70658ebaabf8a6049a137fca4d22826c2c4a36a809b7fc5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Using NIWA Open Web Service WFS feeds from Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example demonstrates connecting to a NIWA Web Feature Service from a Python Script.\n", "\n", "We use the EI Browser to obtain a Filter and then show information about the resulting data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.\n", "\n", "http://geopython.github.io/OWSLib/\n", "\n", " easy_install OWSLib\n", " \n", "see http://nbviewer.ipython.org/github/rsignell-usgs/notebook/blob/master/wms_sample.ipynb for more examples " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# NIWA WMS and WFS Server endpoints are at\n", "niwa_ows = \"http://gs.niwa.co.nz/geoserver/stations/ows\"\n", "niwa_gis = \"http://gis.niwa.co.nz/arcgis/services/CLIMATE/VCS_Network/MapServer/WFSServer\"" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "NIWA Virtual Climate Network Stations VCSN WFS" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Import the WFS library and open the connection." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from owslib.wfs import WebFeatureService\n", "wfs = WebFeatureService(niwa_gis)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Display service metadata" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Title:\\t\", wfs.identification.title\n", "print \"Version:\\t\", wfs.identification.version\n", "print \"Abstract:\\t\", wfs.identification.abstract\n", "print \"Keywords:\"\n", "for key in wfs.identification.keywords: print \"\\t\", key\n", "\n", "# list operations\n", "print \"Operations:\"\n", "for op in wfs.operations: print \"\\t\", op.name" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Title:\tVirtual Climate Station Network\n", "Version:\t1.0.0\n", "Abstract:\tVirtual Climate Station Network\n", "Keywords:\n", "\tVirtual Climate Station Network\n", "Operations:\n", "\tGetCapabilities\n", "\tDescribeFeatureType\n", "\tGetFeature\n" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "List the available layers:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Listing all available layers...\n", "layers = list(wfs.contents)\n", "for l in layers: print l\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "CLIMATE_VCS_Network:VCS_Forcast_Sites\n", "CLIMATE_VCS_Network:VCS_Grid\n", "CLIMATE_VCS_Network:VCS_Network\n" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Details of a layer:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def printlayer(layer) :\n", " print \"Title\\t\", layer.title\n", " # print \"BBOX\\t\", layer.boundingBox\n", " print \"BBOX\\t\", layer.boundingBoxWGS84\n", " print \"Abstract\\t\", layer.abstract\n", " print \"Keywords\\t\", layer.keywords\n", " print \"CRS Options\\t\", layer.crsOptions\n", " print \"Verb Options\\t\", layer.verbOptions\n", " print\n", "\n", "\n", "printlayer(wfs.contents['CLIMATE_VCS_Network:VCS_Forcast_Sites'])\n", "printlayer(wfs.contents['CLIMATE_VCS_Network:VCS_Grid'])\n", "printlayer(wfs.contents['CLIMATE_VCS_Network:VCS_Network'])\n", "# printlayer(wfs.contents['nemo:fbis_sampling_events']) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Title\tVCS_Forcast_Sites\n", "BBOX\t(166.47504312700005, -47.273449178999954, 178.4752155010001, -34.47317700399998)\n", "Abstract\tNone\n", "Keywords\t[]\n", "CRS Options\t[urn:ogc:def:crs:EPSG::4326]\n", "Verb Options\t['{http://www.opengis.net/wfs}Query']\n", "\n", "Title\tVCS_Grid\n", "BBOX\t(166.45003862400006, -47.29845010399998, 178.50021570400008, -34.39817650599997)\n", "Abstract\tNone\n", "Keywords\t[]\n", "CRS Options\t[urn:ogc:def:crs:EPSG::4326]\n", "Verb Options\t['{http://www.opengis.net/wfs}Query']\n", "\n", "Title\tVCS_Network\n", "BBOX\t(166.47503985200012, -47.273449178999954, 178.4752155010001, -34.42317680399998)\n", "Abstract\tNone\n", "Keywords\t[]\n", "CRS Options\t[urn:ogc:def:crs:EPSG::4326]\n", "Verb Options\t['{http://www.opengis.net/wfs}Query']\n", "\n" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Getting the basic information we need to perform a GetFeature request" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* All the information clients need is available in the capabilities document, which is stored in the WebFeatureService object.\n", "* We need to choose our layer, bounding box, spatial reference system (SRS), size and format of the image." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Operations\\t\", [op.name for op in wfs.operations]\n", "print \"GetFeature Methods\\t\", wfs.getOperationByName('GetFeature').methods\n", "print \"GetFeature Formats\\t\", wfs.getOperationByName('GetFeature').formatOptions" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Operations\t['GetCapabilities', 'DescribeFeatureType', 'GetFeature']\n", "GetFeature Methods\t[{'url': 'http://gis.niwa.co.nz/arcgis/services/CLIMATE/VCS_Network/MapServer/WFSServer?', 'type': 'Get'}, {'url': 'http://gis.niwa.co.nz/arcgis/services/CLIMATE/VCS_Network/MapServer/WFSServer', 'type': 'Post'}]\n", "GetFeature Formats\t['{http://www.opengis.net/wfs}GML2']\n" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "GetFeature Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the ArcGIS server WFS only provides results in GML2. Not JSON" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vcsn_forecast_sites = 'CLIMATE_VCS_Network:VCS_Forcast_Sites'\n", "vcsn_grid = 'CLIMATE_VCS_Network:VCS_Grid'\n", "vcsn_network = 'CLIMATE_VCS_Network:VCS_Network'\n", "\n", "# mark out a bounding box - Whole of NZ.\n", "\n", "llong = 160\n", "rlong = 180\n", "tlat = -30\n", "blat = -50\n", "\n", "get_stations = wfs.getfeature( \n", " typename=[vcsn_forecast_sites],\n", " bbox=(llong, blat, rlong, tlat),\n", " maxfeatures = 5,\n", " # outputFormat=\"application/json\"\n", " )\n", "\n", "# the result returned is a stream on the request so we have to read or getValue it to get the actual data.\n", "s = get_stations.read()\n", "print s" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "166.47504312700005,-47.273449178999954 178.47521550100009,-34.473177003999979710168.67507512900011,-45.473382317999949547170.07509738200008,-45.8733846689999611234170.97509801900003,-43.573320896999974570169.97508378900011,-43.973337152999932902171.07509356000003,-44.673354605999975\n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This GML has fairly messy namespace definitions so we want to build the namespace map from the header element. ElementTree doesn't do this that well so we will use lxml " ] }, { "cell_type": "code", "collapsed": false, "input": [ "from lxml import etree\n", "root = etree.fromstring(s)\n", "nsmap = root.nsmap\n", "print nsmap\n", "#etree.tostring(root, method='html', pretty_print=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "{'wfs': 'http://www.opengis.net/wfs', 'xsi': 'http://www.w3.org/2001/XMLSchema-instance', 'CLIMATE_VCS_Network': 'http://Beaker2.niwa.local:6080/arcgis/services/CLIMATE/VCS_Network/MapServer/WFSServer', 'xlink': 'http://www.w3.org/1999/xlink', 'gml': 'http://www.opengis.net/gml'}\n" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can find the features using tidy prefixes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "features = root.findall('gml:featureMember/CLIMATE_VCS_Network:VCS_Forcast_Sites', root.nsmap)\n", "print \"Result %s features.\" % (len(features))\n", "\n", "def print_feature(f):\n", " print \"ObjectID: \", f.find(\"CLIMATE_VCS_Network:OBJECTID\", root.nsmap).text, \n", " coords = f.find(\"CLIMATE_VCS_Network:Shape/gml:Point/gml:coordinates\", root.nsmap).text\n", " lon, lat = coords.split(',')\n", " print \"\\tat:\\t\", lon, lat\n", " \n", "for f in features: \n", " print_feature(f) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Result 5 features.\n", "ObjectID: 710 \tat:\t168.67507512900011 -45.473382317999949\n", "ObjectID: 547 \tat:\t170.07509738200008 -45.873384668999961\n", "ObjectID: 1234 \tat:\t170.97509801900003 -43.573320896999974\n", "ObjectID: 570 \tat:\t169.97508378900011 -43.973337152999932\n", "ObjectID: 902 \tat:\t171.07509356000003 -44.673354605999975\n" ] } ], "prompt_number": 31 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Plot the VCSN stations on Map" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "#Get all the point data\n", "# mark out a bounding box - Whole of NZ.\n", "\n", "llong = 165\n", "rlong = 179\n", "tlat = -33\n", "blat = -48\n", "\n", "get_stations = wfs.getfeature( \n", " typename=[vcsn_forecast_sites],\n", " bbox=(llong, blat, rlong, tlat),\n", " maxfeatures = 12000\n", " # outputFormat=\"application/json\"\n", " )\n", "\n", "# the result returned is a stream on the request so we have to read or getValue it to get the actual data.\n", "vcsn_stations = get_stations.read()\n", "root = etree.fromstring(s)\n", "features = root.findall('gml:featureMember/CLIMATE_VCS_Network:VCS_Forcast_Sites', root.nsmap)\n", "print \"Result %s features.\" % (len(features))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Result 2882 features.\n" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "# using list comprehensions separate out the lats and longs\n", "def getcoords(f):\n", " coords = f.find(\"CLIMATE_VCS_Network:Shape/gml:Point/gml:coordinates\", root.nsmap).text\n", " return coords.split(',')\n", "points = [getcoords(f) for f in features]\n", "lons = [float(p[0]) for p in points]\n", "lats = [float(p[1]) for p in points]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "# Note that we're drawing on a regular matplotlib figure, so we set the \n", "# figure size just like we would any other.\n", "plt.figure(figsize=(22,22))\n", "\n", "# Create the Basemap\n", "m = Basemap(llcrnrlon=llong, llcrnrlat=blat,\n", " urcrnrlon=rlong, urcrnrlat=tlat,\n", " resolution='h',\n", " epsg=3994) # Mercator 41.\n", "# epsg=4326) # WGS84.\n", "\n", "\n", "# Draw important features\n", "m.drawcoastlines(color='0.4') \n", "m.drawcountries()\n", "# m.fillcontinents(color='0.8') # Light gray\n", "\n", "x, y = m(lons, lats) # Convert lat, long to y,x\n", "m.plot(x,y, 'bo', markersize=4, alpha=0.7)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 78, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AVYnyAwAA4Ddt375dixcv1jPPPOOoK/ezs2fPat++fVqwYIEkqV27dtq2bZvj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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }