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@darkblue-b
Created February 3, 2015 02:59
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fiona_ex0
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{
"metadata": {
"name": "",
"signature": "sha256:35d603133f7c26f719e15094a60d8cdd55f6e5280c2a00242c1d52a250ed6eaf"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import fiona\n",
"\n",
"from collections import defaultdict, OrderedDict \n",
"from shapely.geometry import shape\n",
"from matplotlib.patches import Polygon\n",
"\n",
"## Fiona, ogr2ogr, pyplot demo\n",
"## Live 8.5 * darkblue-b\n",
"##"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Demo Area Analysis in IPython Notebook`\n",
"\n",
" * Use North Carolina sample data supplied on the OSGeo Live \n",
" * Extract an area of interest\n",
" * Extract a subset of a state soils record based on a bounding box (BBOX)\n",
" * Plot geometry graphically\n",
" * Buffer the geometry by a fixed amount; calculate the areas of intersection for soil types\n",
" * Produce a chart of the totals with pyplot"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"infile = '/usr/local/share/data/north_carolina/shape/urbanarea.shp'\n",
"out_farmville = '/tmp/farmville_shp'\n",
"out_farmville_soils = '/tmp/farmville_soil_shp'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## -- Call the gdal/ogr tool suite to extract and subset the original statewide dataset\n",
"## use a feature of IPython Notebook to pass python variables to a command line\n",
"\n",
"!rm -rf $out_farmville\n",
"!ogr2ogr -f 'ESRI Shapefile' $out_farmville '/usr/local/share/data/north_carolina/shape/urbanarea.shp' -where \"NAME='Farmville'\" -dim 2 -a_srs EPSG:3358\n",
"\n",
"##-- advanced example -- raleigh is multiple polygons\n",
"!rm -rf /tmp/raleigh1_shp\n",
"!ogr2ogr -f 'ESRI Shapefile' /tmp/raleigh1_shp '/usr/local/share/data/north_carolina/shape/urbanarea.shp' -where \"NAME='Raleigh'\" -dim 2 -a_srs EPSG:3358\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## -- use the IPython notebook to get help on py module Fiona\n",
"# fiona?\n",
"# fiona.open?"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## open and inspect a Shapefile using Fiona\n",
"## a POLYGON record could be very long, so dont print the record w/ geometry\n",
"with fiona.open( out_farmville ) as f:\n",
" crs = f.crs\n",
" print 'CRS:',crs\n",
" rec = f.next()\n",
" #print rec\n",
" print 'SHAPELY REC:',rec.keys()\n",
" print 'SHAPEFILE FLDS: ',rec['properties'].keys()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CRS: {u'lon_0': -79, u'ellps': u'GRS80', u'y_0': 0, u'no_defs': True, u'proj': u'lcc', u'x_0': 609601.22, u'units': u'm', u'towgs84': u'0,0,0,0,0,0,0', u'lat_2': 34.33333333333334, u'lat_1': 36.16666666666666, u'lat_0': 33.75}\n",
"SHAPELY REC: ['geometry', 'type', 'id', 'properties']\n",
"SHAPEFILE FLDS: [u'cat', u'OBJECTID', u'UA', u'NAME', u'UA_TYPE']\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with fiona.open( out_farmville_soils,'r') as inp:\n",
" #print dir(inp) ## whats inside this object?\n",
" #print inp.bounds\n",
" \n",
" ## take the bounding box of the area of interest\n",
" ## add 300 meters on each side for aesthetics\n",
" ## (left, bottom, right, top)\n",
" left_bnds = inp.bounds[0] - 300\n",
" bottom_bnds = inp.bounds[1] - 300\n",
" right_bnds = inp.bounds[2] + 300\n",
" top_bnds = inp.bounds[3] + 300\n",
"\n",
"## echo one variable to sanity check\n",
"#left_bnds"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## ogr2ogr ... -clipsrc [xmin ymin xmax ymax] ...\n",
"\n",
"!rm -rf $out_farmville_soils\n",
"!ogr2ogr -f 'ESRI Shapefile' $out_farmville_soils '/usr/local/share/data/north_carolina/shape/soils_general.shp' -clipsrc $left_bnds $bottom_bnds $right_bnds $top_bnds -dim 2 -a_srs EPSG:3358\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## ----------------------------------------\n",
"## plot_multipolygon function\n",
"## Author: Kelsey Jordahl, Enthought\n",
"## Scipy 2013 geospatial tutorial\n",
"\n",
"def plot_polygon(ax, poly, color='black'):\n",
" a = np.asarray(poly.exterior)\n",
" ax.add_patch(Polygon(a, facecolor=color, alpha=0.5))\n",
" ax.plot(a[:, 0], a[:, 1], color=color)\n",
"\n",
"def plot_multipolygon(ax, geom, color='red'):\n",
" \"\"\" Can safely call with either Polygon or Multipolygon geometry\n",
" \"\"\"\n",
" if geom.type == 'Polygon':\n",
" plot_polygon(ax, geom, color)\n",
" elif geom.type == 'MultiPolygon':\n",
" for poly in geom.geoms:\n",
" plot_polygon(ax, poly, color)\n",
"## ----------------------------------------"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dst_geoms = OrderedDict()\n",
"src_geoms = OrderedDict()\n",
"\n",
"soil_colors = ['green', 'brown', 'purple']\n",
"\n",
"fig, ax = plt.subplots(figsize=(11,11))\n",
"plt.title(\"Soil Class and Urban Area via N. Carolina Sample Dataset (CC-by-SA) OSGeo\")\n",
"\n",
"cnt = 0\n",
"with fiona.open( out_farmville_soils ) as f:\n",
" for rec in f:\n",
" ## cnt mod (number of colors) is always a safe index into colors[]\n",
" color = soil_colors[ cnt%len(soil_colors) ]\n",
" ## -- check the geometry type if desired\n",
" #if rec['geometry']['type'] != 'Polygon':\n",
" # continue\n",
" gsl = rec['properties']['GSL_NAME']\n",
" dst_geoms[gsl] = shape(rec['geometry'])\n",
" plot_multipolygon(ax, dst_geoms[gsl], color=color)\n",
" cnt += 1\n",
"\n",
"cnt = 0\n",
"color = 'gray'\n",
"with fiona.open( out_farmville ) as f:\n",
" for rec in f:\n",
" src_geoms[cnt] = shape(rec['geometry'])\n",
" plot_multipolygon(ax, src_geoms[cnt], color=color)\n",
" cnt += 1\n",
"\n",
"#ax.add_patch(Polygon( src_geoms[0].centroid, facecolor='black', alpha=0.5))\n",
"\n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90) \n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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Veiz91y0LU2vQjLmN/SmGviWfhzlRVWNuEz1L33Z1d3HqWJh3WfOlesfvBt6e9vpQ5bNu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\njV+dZ51nAAAAAAAAAAAAAAAAwH0D0KXzR8f5gv4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xae4f520c>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## show all the variables defined so far\n",
"%whos"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## what geomtries have been created ?\n",
"print 'src_geoms len: ',len(src_geoms)\n",
"print 'dst_geoms len: ',len(dst_geoms )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"src_geoms len: 1\n",
"dst_geoms len: 3\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## buffer the urbanarea by N meters\n",
"## save the result in the source-geometry list\n",
"\n",
"src_geom_buffered = src_geoms[0].buffer(166)\n",
"src_geoms[1] = src_geom_buffered\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(figsize=(11,11))\n",
"\n",
"cnt = 0\n",
"for key in dst_geoms :\n",
" color = soil_colors[ cnt%len(soil_colors) ]\n",
" plot_multipolygon(ax, dst_geoms[key], color=color)\n",
" cnt += 1\n",
"\n",
"plot_multipolygon(ax, src_geoms[1], color='gray')\n",
"plot_multipolygon(ax, src_geoms[0], color='gray')\n",
" \n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90) \n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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w7tk+0clJCovstwwHAlzf0EDAdZkql1/rE21shFKJUeDk+Pii6+6Y7RMFHuzv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\nK5yjET27jeaQIdrlu5IYuAHKjf9731ykNPSGaKN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7zGJnkXvte9xt3eVO6w63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\nqAj1wLZtUiMpRo6OnG6tTA4mSQ2mmBqaYnpkmvzJClorowHCN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"text": [
"<matplotlib.figure.Figure at 0xae4e5c8c>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## take the intersection of each soil area against the buffered poly of interest\n",
"## store into a third convenient list\n",
"res_geoms = {}\n",
"for key in dst_geoms:\n",
" res_geoms[key] = src_geom_buffered.intersection( dst_geoms[key] )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(figsize=(11,11))\n",
"\n",
"cnt = 0\n",
"for key in res_geoms :\n",
" color = soil_colors[ cnt%len(soil_colors) ]\n",
" plot_multipolygon(ax, res_geoms[key], color=color)\n",
" cnt += 1\n",
" \n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90) \n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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mRwqoT994AyM6mpsWLPh8CRMRkbBzIUs06ddxEQmIVrm53LBoEfGdOrF9zhyO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NIF8SkpXPfIIzTcfz8rZ86ktrqalPR0s8OKSHU19fh97pDPEZq3Lo/YzFjm3Wvtc4NIX7Rp0yY2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\nRERERERERERERERERCT8/j9fuc+OvXuI8QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xae46958c>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## define a lookup table of mock attributes of each soil type\n",
"## (substitute a real data source here)\n",
"\n",
"soils_lkup = {\n",
" 'NC038' : { 'TEXTURE_CLAY':0.53, 'TEXTURE_SILT':0.33, 'TEXTURE_SAND':0.44 },\n",
" 'NC035' : { 'TEXTURE_CLAY':0.70, 'TEXTURE_SILT':0.33, 'TEXTURE_SAND':0.44 },\n",
" 'NC034' : { 'TEXTURE_CLAY':0.23, 'TEXTURE_SILT':0.74, 'TEXTURE_SAND':0.44 }\n",
"}\n",
"\n",
"## get a rough total area for display purposes\n",
"sum_areas = 0.0\n",
"for key in res_geoms:\n",
" sum_areas += int(res_geoms[key].area)\n",
"\n",
"## record the area and percentage area in a convenient dictionary \n",
"tdd = {}\n",
"for key in res_geoms:\n",
" tdd[key] = soils_lkup[key]\n",
" tdd[key]['area'] = int(res_geoms[key].area)\n",
" tdd[key]['perc'] = int((res_geoms[key].area/sum_areas)*100)/100.0\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Now all attributes for visualization are available in a single dict\n",
"## in a larger system this could be delivered for serving graphical reports\n",
"tdd"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"{u'NC034': {'TEXTURE_CLAY': 0.23,\n",
" 'TEXTURE_SAND': 0.44,\n",
" 'TEXTURE_SILT': 0.74,\n",
" 'area': 1322002,\n",
" 'perc': 0.13},\n",
" u'NC035': {'TEXTURE_CLAY': 0.7,\n",
" 'TEXTURE_SAND': 0.44,\n",
" 'TEXTURE_SILT': 0.33,\n",
" 'area': 7781207,\n",
" 'perc': 0.8},\n",
" u'NC038': {'TEXTURE_CLAY': 0.53,\n",
" 'TEXTURE_SAND': 0.44,\n",
" 'TEXTURE_SILT': 0.33,\n",
" 'area': 590298,\n",
" 'perc': 0.06}}"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## What matplotlib pylot graphs are available ?\n",
"## http://matplotlib.org/api/pyplot_api.html\n",
"##\n",
"## Use IPython built-in help to discover pie chart attributes\n",
"\n",
"plt.pie?\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# The slices will be ordered and plotted counter-clockwise.\n",
"labels = [ 'NC034', 'NC035', 'NC038' ]\n",
"sizes = [ tdd['NC034']['perc']*100, tdd['NC035']['perc']*100, tdd['NC038']['perc']*100 ]\n",
"colors = ['yellowgreen', 'lightskyblue', 'lightcoral']\n",
"# only \"explode\" the 2nd slice (i.e. 'NC035')\n",
"explode = (0, 0.1, 0)\n",
"\n",
"plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
" autopct='%1.1f%%', shadow=True, startangle=90)\n",
"# Set aspect ratio to be equal so that pie is drawn as a circle.\n",
"plt.axis('equal')\n",
"\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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vvSlDIxo3AojLM1uKoGwbduHovIYPS/bY9r12Z4Hb3tg95zXU2+1HGmgLjtz2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\nJEmSJEmSJEmSJEmSJEmSJEnqNm8lG6evJ/XnAAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xae2864ac>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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