{ "metadata": { "gist_id": "c7a30e918acf0891dd64", "name": "", "signature": "sha256:a4339f49ba45f5f4fc71f86d970f289d6a628458f850e2a28fd4af2235df079f" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "OSGeo (GDAL/OGR) exercise Geoscripting. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this assignment you\u2019ll interpret the previously build ArcGIS model/script in a complete open source python environment that makes use of the OSGeo (GDAL/OGR) module.\n", "\n", "For this assignment you need the OS-GEO linux vitual machine, which is installed on the lab PC\u2019s. The installation includes a python version which has all modules needed pre-installed.\n", "\n", "To load the OSGeo modules in python (http://gdal.org/python/): \n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "from osgeo import ogr\n", "from osgeo import osr" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in the ArcPy assignment a point should be created first, which can next be used as the centre of a buffer operation." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wkt = \"POINT (173914.00 441864.00)\"\n", "pt = ogr.CreateGeometryFromWkt(wkt)\n", "print pt.GetX(), pt.GetY()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "173914.0 441864.0\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will construct an in memory geometry of a point.\n", "\n", "An empty dataset (shape-file) should be created where the constructed buffers can be stored, so they can also be used to visualize the results later on. A driver and file should be specified." ] }, { "cell_type": "code", "collapsed": false, "input": [ "driver = ogr.GetDriverByName('ESRI Shapefile')\n", "outputSf = 'test.shp'\n", "\n", "# Remove output shapefile if it already exists\n", "if os.path.exists(outputSf):\n", " driver.DeleteDataSource(outputSf)\n", "\n", "# Create output shapefile \n", "datasource = driver.CreateDataSource(outputSf)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And set the coordinate reference system, the reference of the National Dutch Grid (rijksdriehoekstelsel) is known in the Geodetic Parameter Dataset as EPSG28992 (http://www.epsg.org/)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "proj = osr.SpatialReference()\n", "proj.ImportFromEPSG(28992)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "0" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use these parameters to construct a new layer for the to be constructed buffers" ] }, { "cell_type": "code", "collapsed": false, "input": [ "layer = datasource.CreateLayer('test', geom_type=ogr.wkbPolygon, srs = proj)\n", "feature = ogr.Feature(layer.GetLayerDefn())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As all necessary conditions are set, and the final buffer operation can be performed. Features can be buffered with a given radius e.g. 1000 meters in size.\n", "\n", "Search in the OSGeo documentation how to construct a buffer around the in memory point-geometry http://gdal.org/python/ .\n", "\n", "Hint: You need the OGR module to perform vector based spatial operations.\n", " Make sure you work with geometries " ] }, { "cell_type": "code", "collapsed": false, "input": [ "bufferDistance = 5000\n", "poly = pt.Buffer(bufferDistance)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each new geometry of a constructed buffer should be added to the shape-file." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Wkt of the constructed buffer polygon\n", "polygon = ogr.CreateGeometryFromWkt(poly.ExportToWkt())\n", "feature.SetGeometry(polygon)\n", "\n", "# Add the features to the layer/shapefile\n", "layer.CreateFeature(feature)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "0" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make it a habit to clean-up the memory after finishing loops/scripts:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Clean-up the added buffer polygon for next loop\n", "polygon.Destroy()\n", "\n", "feature.Destroy()\n", "datasource.Destroy()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result of the assignment can be visualized in QGIS" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "The results can be visualized using Cartopy and Matplotlib" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import cartopy.crs as ccrs\n", "import cartopy.io.img_tiles as cimgt\n", "from cartopy.io.shapereader import Reader\n", "from cartopy.feature import ShapelyFeature\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "%matplotlib inline " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the buffered location on the OSM basemap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To be able to use epsg codes for projection settings, cartopy depends on pyepsg, this module is not installed by default.
\n", "I can be obtained from https://pypi.python.org/pypi/pyepsg/0.1.0.
\n", "Unpack and open the folder in the command shell to install:
\n", "python setup.py install" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = plt.axes(projection=ccrs.epsg(28992))\n", "\n", "extent = [(pt.GetX()-10000), (pt.GetX()+10000), (pt.GetY()-10000), (pt.GetY()+10000)]\n", "#extent = [(pt.GetX()-1000), (pt.GetY()-1000), (pt.GetX()+1000), (pt.GetY()+1000)]\n", "#extent = [51.5, 5.0, 52.0, 6.0]\n", "print extent\n", "#ax.set_extent(extent, crs=ccrs.PlateCarree())\n", "ax.set_extent(extent, crs=ccrs.epsg(28992))\n", "\n", "#Add the OSM basemap (this makes the drawing very slow)\n", "bg = cimgt.OSM()\n", "ax.add_image(bg, 12, alpha=0.9)\n", "\n", "#Add the buffered object\n", "#fname = 'test.shp'\n", "shape_feature = ShapelyFeature(Reader(outputSf).geometries(),\n", " ccrs.epsg(28992), facecolor='red')\n", "ax.add_feature(shape_feature)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[163914.0, 183914.0, 431864.0, 451864.0]\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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QR+mJS/NTgSHjFD9KMDbjTgKpuTeGopLM3yewN2KBtpayI4iR00QPISkIjRRT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sFQo4jZD//V/9H8hYsL//EaVSA9M0+Mlf/yUgcNwS1UaVkT2mI07wz1rCbqmdd0qJh4dOf1a+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\nNyZ8knxPS/vv/+D3+Bf/97/kP/+FX2B1bZ2nnjpHOMr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1GYWCpmYQhnA0W39aUqgBl5+R\nMImB0wx2zfM+US+y94v4qnHkFStW/P8y4UKm9IoVK1asWLFixYoVK1asWLFixYoVK1asWPEi/gfT\nIqjofV2QigAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Reproject the buffer object to lon/lat" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from osgeo import ogr, osr\n", "import os\n", "\n", "driver = ogr.GetDriverByName('ESRI Shapefile')\n", "\n", "# input SpatialReference\n", "inSpatialRef = osr.SpatialReference()\n", "inSpatialRef.ImportFromEPSG(28992)\n", "\n", "# output SpatialReference\n", "outSpatialRef = osr.SpatialReference()\n", "outSpatialRef.ImportFromEPSG(4326)\n", "\n", "# create the CoordinateTransformation\n", "coordTrans = osr.CoordinateTransformation(inSpatialRef, outSpatialRef)\n", "\n", "# get the input layer\n", "inDataSet = driver.Open(r'test.shp')\n", "inLayer = inDataSet.GetLayer()\n", "\n", "# create the output layer\n", "outputShapefile = r'test_4326.shp'\n", "if os.path.exists(outputShapefile):\n", " driver.DeleteDataSource(outputShapefile)\n", "outDataSet = driver.CreateDataSource(outputShapefile)\n", "outLayer = outDataSet.CreateLayer(\"test_4326\", geom_type=ogr.wkbMultiPolygon)\n", "\n", "# add fields\n", "inLayerDefn = inLayer.GetLayerDefn()\n", "for i in range(0, inLayerDefn.GetFieldCount()):\n", " fieldDefn = inLayerDefn.GetFieldDefn(i)\n", " outLayer.CreateField(fieldDefn)\n", "\n", "# get the output layer's feature definition\n", "outLayerDefn = outLayer.GetLayerDefn()\n", "\n", "# loop through the input features\n", "inFeature = inLayer.GetNextFeature()\n", "while inFeature:\n", " # get the input geometry\n", " geom = inFeature.GetGeometryRef()\n", " # reproject the geometry\n", " geom.Transform(coordTrans)\n", " # create a new feature\n", " outFeature = ogr.Feature(outLayerDefn)\n", " # set the geometry and attribute\n", " outFeature.SetGeometry(geom)\n", " for i in range(0, outLayerDefn.GetFieldCount()):\n", " outFeature.SetField(outLayerDefn.GetFieldDefn(i).GetNameRef(), inFeature.GetField(i))\n", " # add the feature to the shapefile\n", " outLayer.CreateFeature(outFeature)\n", " # destroy the features and get the next input feature\n", " outFeature.Destroy()\n", " inFeature.Destroy()\n", " inFeature = inLayer.GetNextFeature()\n", "\n", "# close the shapefiles\n", "inDataSet.Destroy()\n", "outDataSet.Destroy()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Draw the reprojected buffer on a basemap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline \n", "\n", "fig = plt.figure(figsize=(6,4))\n", "\n", "#Custom adjust of the subplots\n", "plt.subplots_adjust(left=0.05,right=0.95,top=0.90,bottom=0.05,wspace=0.15,hspace=0.05)\n", "ax = plt.subplot(111)\n", "\n", "#Let's create a basemap around Netherlands & Belgium\n", "m = Basemap(resolution='i',projection='merc', llcrnrlat=51.5,urcrnrlat=52.5,llcrnrlon=5.0,urcrnrlon=6.0,lat_ts=51.5)\n", "m.drawcountries(linewidth=0.5,color='gray')\n", "m.drawcoastlines(linewidth=0.5,color='gray')\n", "m.drawmapboundary(fill_color='gray')\n", "\n", "#m.drawparallels(np.arange(51.,5.,1.),labels=[1,0,0,0],color='gray',dashes=[3,1],linewidth=0.4) # draw parallels\n", "#m.drawmeridians(np.arange(1.,9.,1.),labels=[0,0,0,1],color='gray',dashes=[3,1],linewidth=0.4) # draw meridians\n", "\n", "#m.fillcontinents(color='black',lake_color='gray')\n", "\n", "m.readshapefile('test_4326', 'buffer', drawbounds=True, linewidth=2, color='b')\n", "\n", "\n", "plt.title('Benelux in Mercator Projection')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": {} } ] }