{ "metadata": { "name": "wps example" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# for in memory files\n", "import cStringIO \n", "\n", "# for plotting\n", "import matplotlib.pyplot as plt\n", "# for geometry/wkt format\n", "import shapely.geometry\n", "# the service\n", "import owslib.wps\n", "# tables\n", "import pandas" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# this is the server that we'll use\n", "url = 'http://dtvirt5.deltares.nl/wps'\n", "\n", "# these are the inputs that we want to provide\n", "line = [[3,52], [3,53], [3,54]]\n", "startdate = datetime.datetime.now().isoformat() \n", "enddate = (datetime.datetime.now() + datetime.timedelta(days=10)).isoformat()\n", "frequency = 'HOURLY'\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# Open the server\n", "# By default it will execute a GetCapabilities invocation to the remote service (skip_caps) \n", "server = owslib.wps.WebProcessingService(url)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# This is the list of process\n", "server.processes" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# Each process is an object that can be queried\n", "# Store them by identifier and fill the data on the inputs by running the describeprocess function\n", "processes = {process.identifier: server.describeprocess(process.identifier) for process in server.processes}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# Get the process of interest\n", "process = processes['tidal_predict']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Which inputs are required\n", "inputs = {input.identifier: input for input in process.dataInputs}\n", "for name, input in inputs.items():\n", " print(name, input.dataType)\n", "# What does location expect\n", "for value in inputs['location'].supportedValues:\n", " print(value.mimeType)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "('startdate', '//www.w3.org/TR/xmlschema-2/#string')\n", "('frequency', '//www.w3.org/TR/xmlschema-2/#string')\n", "('enddate', '//www.w3.org/TR/xmlschema-2/#string')\n", "('location', 'ComplexData')\n", "text/plain\n", "application/xml\n", "application/json\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Specify the input location as wkt (text/plain)\n", "geom = shapely.geometry.LineString(line)\n", "location = geom.to_wkt()\n", "location, startdate, enddate" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "('LINESTRING (3.0000000000000000 52.0000000000000000, 3.0000000000000000 53.0000000000000000, 3.0000000000000000 54.0000000000000000)',\n", " '2013-08-21T08:36:14.645503',\n", " '2013-08-31T08:36:14.645623')" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# inputs is a list of tuples\n", "# make a dict and use items\n", "inputs = dict(\n", " location=location, \n", " startdate=startdate, \n", " enddate=enddate, \n", " frequency=frequency\n", " )\n", "# if this goes wrong, use verbose=True\n", "result = server.execute('tidal_predict', inputs=inputs.items())\n", "# you can also use getOutput to save to a file\n", "output = result.processOutputs[0] " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Executing WPS request...\n", "Execution status=ProcessSucceeded" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# looks like a file\n", "f = cStringIO.StringIO(output.data[0])\n", "df = pandas.DataFrame.from_csv(f)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# group the data by location \n", "grouped = df.groupby(by=['lat','lon'])\n", "# make figure and axes\n", "fig, ax = plt.subplots()\n", "# add a line for each group\n", "for (index, group) in grouped:\n", " ax.plot(group.index, group.h, label=str(index))\n", "# add the legend\n", "ax.legend(loc='best')\n", "ax.set_xlabel('time')\n", "ax.set_ylabel('astronamical tide [m]')\n", "ax.set_title(\"{}\".format(process.title))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "output_type": "display_data", "png": 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zzjt4+OGHe7Xle/SPWbNmYdq0aVBVFTzPY/fu3fjlL3+J1tZWhEIhzJgxI9eu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\ngpqvy3FVetD3UIjQEwaHHf/pLuLhWhfpw+QXi6Rl2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} ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 } ], "metadata": {} } ] }