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Calculate area of geometry in meters with Python/Shapely
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import pyproj | |
from shapely import wkt, geometry, ops | |
from functools import partial | |
def get_utm_zone(point: geometry.Point) -> int: | |
""" | |
Helper function to get the UTM Zone EPSG of the input point. | |
Parameters: | |
point: shapely.geometry.Point | |
Returns: | |
int: EPSG of the UTM zone of the input point | |
""" | |
prefix = 32600 | |
if point.y < 0: | |
prefix = 32700 | |
zone = int(((point.x + 180) / 6) + 1) | |
return prefix + zone | |
def calculate_area_using_utm(input_geometry) -> float: | |
""" | |
Calculate the area of the input geometry in square meters. | |
Transforming the geometry into UTM gives us a meter-based projection so the area we get back | |
is in square meters. | |
UTM is a conformal projection (https://en.wikipedia.org/wiki/Conformal_map_projection), so it | |
accurately preserves angles at a small-to-medium scale. This makes it particularly effective | |
for maps which need to describe directions. However, it is not necessarily ideal for calculating area. | |
Parameters: | |
input_geometry: shapely geometry to calculate area for | |
Returns: | |
float: area of the geometry in meters | |
""" | |
utm_epsg = get_utm_zone(input_geometry.centroid) | |
# Make sure you use the correct intitial reference here | |
proj = partial(pyproj.transform, | |
pyproj.Proj(init='epsg:4326'), | |
pyproj.Proj(init='epsg:{}'.format(utm_epsg)) | |
) | |
transformed_geom = ops.transform(proj, input_geometry) | |
return transformed_geom.area | |
def calculate_area_using_albers(input_geometry) -> float: | |
""" | |
The Albers Equal Area projection (https://en.wikipedia.org/wiki/Albers_projection) is more effective | |
for area calculation. It accurately represents area while distorting scale and shape, which we don't | |
particularly care about for this application. | |
Parameters: | |
input_geometry: shapely geometry to calculate area for | |
Returns: | |
float: area of the geometry in meters | |
""" | |
proj = partial(pyproj.transform, | |
pyproj.Proj(init='epsg:4326'), | |
pyproj.Proj(proj='aea', lat1=input_geometry.bounds[1], lat2=input_geometry.bounds[3]) | |
) | |
transformed_geom = ops.transform(proj, input_geometry) | |
return transformed_geom.area | |
def calculate_area_using_web_mercator(input_geometry) -> float: | |
""" | |
BEWARE this method. Web Mercator is a meter-based projection, but doesn't | |
preserve area nearly as well as UTM, which is still not as effective as Albers. | |
You will get exceedingly large (and incorrect) values with this method. | |
Parameters: | |
input_geometry: shapely geometry to calculate area for | |
Returns: | |
float: area of the geometry in meters | |
""" | |
proj = partial(pyproj.transform, | |
pyproj.Proj(init='epsg:4326'), | |
pyproj.Proj(init='epsg:3857') | |
) | |
transformed_geom = ops.transform(proj, input_geometry) | |
return transformed_geom.area | |
if __name__ == '__main__': | |
geom = wkt.loads('POLYGON (( -0.5 -0.5, 0.5 -0.5, 0.5 0.5, -0.5 0.5, -0.5 -0.5 ))') | |
print("Area of a polygon at the equator") | |
print('Area in degrees:{:>30}'.format(geom.area)) | |
print('Area using Web Mercator:{:>37}'.format(calculate_area_using_web_mercator(geom))) | |
print('Area using UTM:{:>46}'.format(calculate_area_using_utm(geom))) | |
print('Area using Albers Equal Area:{:>31}'.format(calculate_area_using_albers(geom))) | |
print() | |
geom = wkt.loads('POLYGON (( -70.5 44.5, -69.5 44.5, -69.5 45.5, -70.5 45.5, -70.5 44.5 ))') | |
print("Area of a polygon at mid-latitudes") | |
print('Area in degrees:{:>30}'.format(geom.area)) | |
print('Area using Web Mercator:{:>37}'.format(calculate_area_using_web_mercator(geom))) | |
print('Area using UTM:{:>45}'.format(calculate_area_using_utm(geom))) | |
print('Area using Albers Equal Area:{:>31}'.format(calculate_area_using_albers(geom))) |
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