Created
February 26, 2012 19:21
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Read a shapefile and find out which shape contains a given lat-lng
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import json | |
from collections import defaultdict | |
from itertools import izip | |
from rtree import index | |
import shapefile | |
def read_shapefile(shape_dir): | |
sf = shapefile.Reader(shape_dir) | |
shapes = {} | |
for (s, sr) in izip(sf.shapes(), sf.shapeRecords()): | |
shapes[int(sr.record[3])] = s | |
return shapes | |
def make_index(county_shapes): | |
idx = index.Index() | |
for (countyId, s) in county_shapes.iteritems(): | |
idx.insert(countyId, s.bbox) | |
return idx | |
def query_index(idx, shapes, lat, lng, e=.0000001): | |
for hit in idx.intersection((lng - e, lat - e, lng + e, lat + e)): | |
if hit_test(lng, lat, shapes[hit].points): | |
return hit | |
def hit_test(x, y, polygon): | |
inside = False | |
x1, y1 = polygon[0] | |
for i in range(len(polygon)) + [0]: | |
x2, y2 = polygon[i] | |
if min(y1, y2) < y <= max(y1, y2) and x <= max(x1, x2): | |
xints = (y-y1) * (x2-x1) / (y2-y1) + x1 | |
if x1 == x2 or x <= xints: | |
inside = not inside | |
x1, y1 = x2, y2 | |
return inside | |
def process(your_data): | |
shapes = read_shapefile('./us_county') # http://www2.census.gov/geo/tiger/TIGER2009/tl_2009_us_county.zip | |
idx = make_index(shapes) | |
summary = defaultdict(int) | |
for (lat, lng) in your_data: | |
countyId = query_index(idx, shapes, lat, lng) | |
summary[countyId] += 1 | |
json.dump(summary, open('data.json', 'w')) # scale this later |
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