Spatial joins

Spatial joins are table joins which are based not on equality, but on some predicate $p(x,y)$, which takes two geometries, and returns a value of either true or false. For geometries, the DE-9IM spatial relationship model is used to determine the spatial relationship between two geometries.

Spatial joins can be done between any geometry types (from geometrycollections to points), just as geometrical predicates can be evaluated on any geometries.

In this tutorial, we will show how to perform a spatial join on first a toy dataset and then two Natural Earth datasets, to show how this can be used in the real world.

In order to perform the spatial join, we use FlexiJoins.jl to perform the join, specifically using its by_pred joining method. This allows the user to specify a predicate in the following manner, for any kind of table join operation:

using FlexiJoins
innerjoin((table1, table1),
    by_pred(:table1_column, predicate_function, :table2_column) # & add other conditions here
)
leftjoin((table1, table1),
    by_pred(:table1_column, predicate_function, :table2_column) # & add other conditions here
)
rightjoin((table1, table1),
    by_pred(:table1_column, predicate_function, :table2_column) # & add other conditions here
)
outerjoin((table1, table1),
    by_pred(:table1_column, predicate_function, :table2_column) # & add other conditions here
)

We have enabled the use of all of GeometryOps' boolean comparisons here. These are:

GO.contains, GO.within, GO.intersects, GO.touches, GO.crosses, GO.disjoint, GO.overlaps, GO.covers, GO.coveredby, GO.equals

Tip

Always place the dataframe with more complex geometries second, as that is the one which will be sorted into a tree.

Simple example

This example demonstrates how to perform a spatial join between two datasets: a set of polygons and a set of randomly generated points.

The polygons are represented as a DataFrame with geometries and colors, while the points are stored in a separate DataFrame.

The spatial join is performed using the contains predicate from GeometryOps, which checks if each point is contained within any of the polygons. The resulting joined DataFrame is then used to plot the points, colored according to the containing polygon.

First, we generate our data. We create two triangle polygons which, together, span the rectangle (0, 0, 1, 1), and a set of points which are randomly distributed within this rectangle.

import GeoInterface as GI, GeometryOps as GO
using FlexiJoins, DataFrames

using CairoMakie, GeoInterfaceMakie

pl = GI.Polygon([GI.LinearRing([(0, 0), (1, 0), (1, 1), (0, 0)])])
pu = GI.Polygon([GI.LinearRing([(0, 0), (0, 1), (1, 1), (0, 0)])])
poly_df = DataFrame(geometry = [pl, pu], color = [:red, :blue])
f, a, p = poly(poly_df.geometry; color = tuple.(poly_df.color, 0.3))

Here, the upper polygon is blue, and the lower polygon is red. Keep this in mind!

Now, we generate the points.

points = tuple.(rand(1000), rand(1000))
points_df = DataFrame(geometry = points)
scatter!(points_df.geometry)
f

You can see that they are evenly distributed around the box. But how do we know which points are in which polygons?

We have to join the two dataframes based on which polygon (if any) each point lies within.

Now, we can perform the "spatial join" using FlexiJoins. We are performing an outer join here

@time joined_df = FlexiJoins.innerjoin(
    (points_df, poly_df),
    by_pred(:geometry, GO.within, :geometry)
)

1000×3 DataFrame

Row	geometry	geometry_1	color
	Tuple…	Polygon…	Symbol
1	(0.194157, 0.144832)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
2	(0.497205, 0.984613)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
3	(0.927425, 0.23814)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
4	(0.918975, 0.907207)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
5	(0.0528615, 0.812593)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
6	(0.490668, 0.207775)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
7	(0.351399, 0.294077)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
8	(0.371814, 0.943495)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
9	(0.196276, 0.350658)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
10	(0.708615, 0.534121)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
11	(0.608725, 0.273964)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
12	(0.658174, 0.271486)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
13	(0.56507, 0.107728)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
14	(0.347682, 0.597817)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
15	(0.89945, 0.280598)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
16	(0.214029, 0.175556)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
17	(0.0594156, 0.220863)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
18	(0.634783, 0.838909)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
19	(0.134843, 0.292608)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
20	(0.855693, 0.152745)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
21	(0.968767, 0.79929)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
22	(0.139119, 0.444068)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
23	(0.807642, 0.186244)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
24	(0.0354733, 0.598587)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
25	(0.697923, 0.47914)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
26	(0.853675, 0.942535)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
27	(0.437918, 0.324)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
28	(0.776989, 0.828932)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
29	(0.998864, 0.985752)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
30	(0.405365, 0.290286)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
31	(0.549041, 0.672129)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
32	(0.440534, 0.589976)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
33	(0.49506, 0.507927)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
34	(0.34683, 0.208924)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
35	(0.849592, 0.0589452)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
36	(0.852692, 0.208916)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
37	(0.082243, 0.488387)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
38	(0.193656, 0.0919064)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
39	(0.733324, 0.0341672)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
40	(0.739753, 0.735594)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
41	(0.192669, 0.305363)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
42	(0.185894, 0.829397)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
43	(0.268359, 0.550208)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
44	(0.615865, 0.503784)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
45	(0.466467, 0.314136)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
46	(0.304521, 0.704609)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
47	(0.770104, 0.108541)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
48	(0.923241, 0.733273)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
49	(0.916964, 0.952798)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
50	(0.317487, 0.352935)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
51	(0.701573, 0.20046)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
52	(0.242334, 0.929137)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
53	(0.996645, 0.505671)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
54	(0.581373, 0.20918)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
55	(0.636876, 0.101744)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
56	(0.479967, 0.535884)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
57	(0.366756, 0.649425)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
58	(0.72328, 0.125954)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
59	(0.776347, 0.287846)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
60	(0.789249, 0.0171816)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
61	(0.274755, 0.630764)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
62	(0.961496, 0.357973)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
63	(0.163604, 0.264068)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
64	(0.961812, 0.749133)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
65	(0.979659, 0.512324)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
66	(0.628514, 0.207819)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
67	(0.256429, 0.946777)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
68	(0.417917, 0.785671)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
69	(0.816826, 0.642235)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
70	(0.812731, 0.306466)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
71	(0.368207, 0.201411)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
72	(0.129935, 0.343461)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
73	(0.974607, 0.0669229)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
74	(0.11802, 0.418822)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
75	(0.758028, 0.607512)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
76	(0.216979, 0.0155466)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
77	(0.343887, 0.766806)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
78	(0.342217, 0.616414)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
79	(0.663205, 0.166922)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
80	(0.313422, 0.277325)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
81	(0.11025, 0.386339)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
82	(0.0504933, 0.760588)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
83	(0.617685, 0.419842)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
84	(0.187803, 0.961063)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
85	(0.366654, 0.999094)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
86	(0.806472, 0.258656)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
87	(0.610937, 0.14454)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
88	(0.83413, 0.0292438)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
89	(0.524122, 0.221629)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
90	(0.825722, 0.287853)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
91	(0.509233, 0.842403)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
92	(0.0377991, 0.907288)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
93	(0.775425, 0.0302591)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
94	(0.00813001, 0.780847)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
95	(0.772909, 0.806951)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
96	(0.82407, 0.116014)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
97	(0.743627, 0.901101)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
98	(0.718864, 0.827177)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
99	(0.394243, 0.555771)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
100	(0.142291, 0.712474)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
101	(0.929509, 0.660331)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
102	(0.622374, 0.912806)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
103	(0.744024, 0.1344)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
104	(0.550318, 0.90358)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
105	(0.689032, 0.919789)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
106	(0.950539, 0.819765)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
107	(0.154056, 0.997215)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
108	(0.695897, 0.162083)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
109	(0.445543, 0.540642)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
110	(0.452222, 0.39472)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
111	(0.774584, 0.790894)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
112	(0.873227, 0.968544)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
113	(0.375844, 0.15786)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
114	(0.120217, 0.375158)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
115	(0.688213, 0.102113)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
116	(0.266187, 0.332942)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
117	(0.389076, 0.743939)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
118	(0.171909, 0.289542)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
119	(0.711492, 0.742256)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
120	(0.656175, 0.95824)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
121	(0.958048, 0.499916)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
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950	(0.214873, 0.951595)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
951	(0.341345, 0.773469)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
952	(0.4453, 0.969332)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
953	(0.993628, 0.65969)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
954	(0.492148, 0.833792)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
955	(0.568053, 0.498726)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
956	(0.637857, 0.578148)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
957	(0.781642, 0.330626)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
958	(0.0651295, 0.0367407)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
959	(0.249586, 0.200276)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
960	(0.168785, 0.689672)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
961	(0.250669, 0.944083)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
962	(0.659463, 0.219436)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
963	(0.0570242, 0.327889)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
964	(0.89021, 0.865895)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
965	(0.415279, 0.875068)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
966	(0.66134, 0.375572)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
967	(0.871607, 0.402549)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
968	(0.523412, 0.767753)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
969	(0.934182, 0.505516)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
970	(0.641652, 0.124948)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
971	(0.299403, 0.55754)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
972	(0.376337, 0.332346)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
973	(0.155081, 0.106754)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
974	(0.808512, 0.0510998)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
975	(0.0649896, 0.98154)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
976	(0.0711745, 0.652013)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
977	(0.660066, 0.272351)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
978	(0.238168, 0.812873)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
979	(0.965573, 0.990991)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
980	(0.458525, 0.458631)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
981	(0.785253, 0.317387)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
982	(0.439017, 0.363355)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
983	(0.981697, 0.220022)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
984	(0.667901, 0.404585)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
985	(0.824631, 0.424759)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
986	(0.954159, 0.171674)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
987	(0.762012, 0.3705)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
988	(0.121294, 0.875735)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
989	(0.326277, 0.812971)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
990	(0.637527, 0.0730411)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
991	(0.00210636, 0.563453)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
992	(0.7776, 0.201744)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
993	(0.800921, 0.229313)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
994	(0.494192, 0.423313)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
995	(0.429269, 0.429166)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
996	(0.611592, 0.626922)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
997	(0.891393, 0.255066)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
998	(0.700682, 0.800822)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
999	(0.850979, 0.570982)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
1000	(0.442583, 0.456832)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue

scatter!(a, joined_df.geometry; color = joined_df.color)
f

Here, you can see that the colors were assigned appropriately to the scattered points!

Real-world example

Suppose I have a list of polygons representing administrative regions (or mining sites, or what have you), and I have a list of polygons for each country. I want to find the country each region is in.

import GeoInterface as GI, GeometryOps as GO
using FlexiJoins, DataFrames, GADM # GADM gives us country and sublevel geometry

using CairoMakie, GeoInterfaceMakie

country_df = GADM.get.(["JPN", "USA", "IND", "DEU", "FRA"]) |> DataFrame
country_df.geometry = GI.GeometryCollection.(GO.tuples.(country_df.geom))

state_doublets = [
    ("USA", "New York"),
    ("USA", "California"),
    ("IND", "Karnataka"),
    ("DEU", "Berlin"),
    ("FRA", "Grand Est"),
    ("JPN", "Tokyo"),
]

state_full_df = (x -> GADM.get(x...)).(state_doublets) |> DataFrame
state_full_df.geom = GO.tuples.(only.(state_full_df.geom))
state_compact_df = state_full_df[:, [:geom, :NAME_1]]

innerjoin((state_compact_df, country_df), by_pred(:geom, GO.within, :geometry))
innerjoin((state_compact_df,  view(country_df, 1:1, :)), by_pred(:geom, GO.within, :geometry))

Warning

This is how you would do this, but it doesn't work yet, since the GeometryOps predicates are quite slow on large polygons. If you try this, the code will continue to run for a very, very long time (it took 12 hours on my laptop, but with minimal CPU usage).

Enabling custom predicates

In case you want to use a custom predicate, you only need to define a method to tell FlexiJoins how to use it.

For example, let's suppose you wanted to perform a spatial join on geometries which are some distance away from each other:

my_predicate_function = <(5) ∘ abs ∘ GO.distance

You would need to define FlexiJoins.supports_mode on your predicate:

FlexiJoins.supports_mode(
    ::FlexiJoins.Mode.NestedLoopFast, 
    ::FlexiJoins.ByPred{typeof(my_predicate_function)}, 
    datas
) = true

This will enable FlexiJoins to support your custom function, when it's passed to by_pred(:geometry, my_predicate_function, :geometry).