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python - 3d distance calculations with GeoDjango

I am using

  • python 2.7.12
  • django 1.10.6
  • postgreSQL 9.5.6
  • postGIS 2.2.2

First question

I need to use GeoDjango to calculate distance between two points. When I checked the documentation it says that GeoQuerySet.distance() is deprecated and instead use Distance() from django.contrib.gis.db.models.functions.

The following code works OK:

from django.contrib.gis.db.models.functions import Distance

p1 = Instrument.objects.get(pk=151071000).coordinates
p2 = Instrument.objects.filter(pk=151071008)

for i in p2.annotate(distance=Distance('coordinates', p1)):
    print i.distance
    print i.distance.__class__

Output:

461.10913945 m
<class 'django.contrib.gis.measure.Distance'>

My model:

class Instrument(models.Model):
    ...
    coordinates = gis_models.PointField(null=True, blank=True, dim=3)

But I have only two points so when I try to use Distance() without annotate() it returns instance of class django.contrib.gis.db.models.functions.Distance() rathen than django.contrib.gis.measure.Distance():

p1 = Instrument.objects.get(pk=151071000).coordinates
p2 = Instrument.objects.get(pk=151071008).coordinates
print Distance(p1, p2)

Output:

Distance(Value(SRID=4326;POINT Z (-76.48623600000001 44.260223 0)), GeomValue(SRID=4326;POINT Z (-76.490923 44.262658 0)))

How do I receive the same result as with using annotate()?

Second question

I have to calculate 3d distance that is taking into account depth/elevation. But when I try to do it I receive the same result as with 2d. Below I changed elevation to 200 in the first object:

p1 = Instrument.objects.get(pk=151071000)
p1.coordinates = 'SRID=4326;POINT Z (-76.48623600000001 44.260223 200)'
p2 = Instrument.objects.filter(pk=151071008)

for i in p2.annotate(distance=Distance('coordinates', p1.coordinates)):
    print i.distance

Output:

461.10913945 m
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1 Answer

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by (71.8m points)

Let's break the problem down:

  1. In the Distance class documentation, we can read the following:

    Accepts two geographic fields or expressions and returns the distance between them, as a Distance object.

    So the Distance(p1, p2) returns a Distance object.
    If you do:

    p1 = Instrument.objects.get(pk=151071000).coordinates
    p2 = Instrument.objects.get(pk=151071008).coordinates
    d = Distance(m=p1.distance(p2))
    print d.m
    

    You will get the measurement in meters.

    I would stick with the annotate solution, which seems more solid! (opinionated response)


  1. Distance calculates the 2D distance between two points. In order to get a 3D calculation, you need to create one yourself.
    You can have a look at my method from this question: Calculating distance between two points using latitude longitude and altitude (elevation)

    EDIT 2019: Since the initial answer I have composed a Q&A style example here: How to calculate 3D distance (including altitude) between two points in GeoDjango that uses a far better (and less calculation error-prone) distance calculation between 2 points with altitude.

    In sort:

    We need to calculate the 2D great-circle distance between 2 points using either the Haversine formula or the Vicenty formula and then we can combine it with the difference (delta) in altitude between the 2 points to calculate the Euclidean distance between them as follows:

    dist = sqrt(great_circle((lat_1, lon_1), (lat-2, lon_2).m**2, (alt_1 - alt_2)**2)
    

    The solution assumes that the altitude is in meters and thus converts the great_circle's result into meters as well.


Leaving this here for comment continuation purposes.

2. Distance calculates the 2D distance between two points. In order to get a 3D calculation, you need to create one yourself.
You can have a look at my method from this question: Calculating distance between two points using latitude longitude and altitude (elevation)

  • Let polar_point_1 = (long_1, lat_1, alt_1) and polar_point_2 = (long_2, lat_2, alt_2)

  • Translate each point to it's Cartesian equivalent by utilizing this formula:

    x = alt * cos(lat) * sin(long)
    y = alt * sin(lat)
    z = alt * cos(lat) * cos(long)
    

    and you will have p_1 = (x_1, y_1, z_1) and p_2 = (x_2, y_2, z_2) points respectively.

  • Finally use the Euclidean formula:

    dist = sqrt((x_2-x_1)**2 + (y_2-y_1)**2 + (z_2-z_1)**2)
    


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