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February 2, 2015 05:22
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ipynb farmville
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:24aaa5a60a1213a4c5b554f6a3703c6fcb60d6dc17913de479a5dd1652219366" | |
}, | |
"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\n", | |
"from shapely.geometry import shape\n", | |
"from matplotlib.patches import Polygon" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"infile = '/usr/local/share/data/north_carolina/shape/urbanarea.shp'\n", | |
"out_farmville = '/tmp/farmville_shp'" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"!rm -rf /tmp/farmville_shp\n", | |
"!ogr2ogr -f 'ESRI Shapefile' /tmp/farmville_shp '/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": 4 | |
}, | |
{ | |
"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": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"## open and inspect a Shapefile\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": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"with fiona.open('/tmp/farmville_shp','r') as inp:\n", | |
" #print dir(inp)\n", | |
" #print inp.bounds\n", | |
" ## (left, bottom, right, top)\n", | |
" left_bnds = inp.bounds[0]\n", | |
" bottom_bnds = inp.bounds[1]\n", | |
" right_bnds = inp.bounds[2]\n", | |
" top_bnds = inp.bounds[3]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"## Use a feature of IPython Notebook to pass python variables to a command line\n", | |
"## ogr2ogr ... -clipsrc [xmin ymin xmax ymax] ...\n", | |
"!rm -rf /tmp/farmville_soil_shp\n", | |
"!ogr2ogr -f 'ESRI Shapefile' /tmp/farmville_soil_shp '/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": 10 | |
}, | |
{ | |
"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='red'):\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='black')\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": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"nyc_geom = defaultdict()\n", | |
"colors = ['green', 'brown', 'purple']\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize=(12,12))\n", | |
"\n", | |
"cnt = 0\n", | |
"dst_geoms = {}\n", | |
"with fiona.open('/tmp/farmville_soil_shp') as f:\n", | |
" for rec in f:\n", | |
" color = colors[ cnt%len(colors) ]\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", | |
"with fiona.open( out_farmville ) as f:\n", | |
" for rec in f:\n", | |
" color = 'gray'\n", | |
" plot_multipolygon(ax, shape(rec['geometry']), color=color)\n", | |
"\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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/8kqIS+D0ztPsWbOHuItxmK1mfIN8KVamGMEVgylRtQRla5XF098zD75SEbmZ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\nJicBG+PH1gFHAecBtcAP4/HvEx0pv36Hr7MOOCDD7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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xae3f25ec>" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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