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	(0.804394, 0.804363)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
2	(0.169445, 0.988373)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
3	(0.188388, 0.28836)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
4	(0.0104488, 0.0404561)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
5	(0.892501, 0.945224)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
6	(0.872614, 0.431916)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
7	(0.728882, 0.00820744)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
8	(0.156218, 0.594073)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
9	(0.998555, 0.989156)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
10	(0.66815, 0.407252)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
11	(0.233948, 0.548131)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
12	(0.925057, 0.511665)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
13	(0.427099, 0.447843)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
14	(0.541281, 0.0264077)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
15	(0.548147, 0.838954)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
16	(0.544891, 0.316238)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
17	(0.671483, 0.144491)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
18	(0.437144, 0.0768725)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
19	(0.416576, 0.924046)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
20	(0.217039, 0.460274)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
21	(0.740495, 0.188758)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
22	(0.330257, 0.0771525)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
23	(0.575333, 0.438258)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
24	(0.602523, 0.922264)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
25	(0.00746966, 0.0871952)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
26	(0.748027, 0.7884)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
27	(0.061133, 0.906443)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
28	(0.652745, 0.98902)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
29	(0.403979, 0.685984)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
30	(0.268918, 0.24636)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
31	(0.480889, 0.0313485)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
32	(0.62095, 0.479965)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
33	(0.352773, 0.578058)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
34	(0.219558, 0.352073)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
35	(0.0398516, 0.241985)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
36	(0.297047, 0.89644)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
37	(0.768971, 0.113154)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
38	(0.47406, 0.0322165)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
39	(0.837922, 0.404147)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
40	(0.250317, 0.0399527)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
41	(0.276034, 0.236186)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
42	(0.470873, 0.364787)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
43	(0.505596, 0.177033)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
44	(0.54571, 0.797426)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
45	(0.814599, 0.916669)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
46	(0.639512, 0.273958)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
47	(0.837396, 0.994122)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
48	(0.495499, 0.19297)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
49	(0.221943, 0.727307)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
50	(0.602757, 0.0291897)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
51	(0.669529, 0.498066)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
52	(0.0915257, 0.26229)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
53	(0.160713, 0.680011)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
54	(0.702389, 0.675262)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
55	(0.375578, 0.579413)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
56	(0.264826, 0.505956)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
57	(0.518876, 0.978482)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
58	(0.694908, 0.191518)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
59	(0.000536563, 0.646871)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
60	(0.670035, 0.525944)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
61	(0.324903, 0.128389)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
62	(0.996536, 0.230729)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
63	(0.563444, 0.496713)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
64	(0.904938, 0.68877)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
65	(0.248354, 0.264084)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
66	(0.0276289, 0.308542)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
67	(0.348847, 0.511089)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
68	(0.150613, 0.348817)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
69	(0.697683, 0.0979706)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
70	(0.303675, 0.226123)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
71	(0.449404, 0.828461)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
72	(0.81128, 0.112711)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
73	(0.87159, 0.177556)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
74	(0.369572, 0.353963)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
75	(0.424223, 0.705362)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
76	(0.677798, 0.706149)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
77	(0.738355, 0.251385)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
78	(0.010493, 0.162892)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
79	(0.534417, 0.0204849)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
80	(0.230118, 0.226422)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
81	(0.716355, 0.699241)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
82	(0.361712, 0.094978)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
83	(0.974757, 0.376119)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
84	(0.561714, 0.0950452)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
85	(0.300108, 0.996049)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
86	(0.700862, 0.0395516)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
87	(0.0529871, 0.876866)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
88	(0.586496, 0.838199)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
89	(0.318037, 0.0403715)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
90	(0.082436, 0.0281402)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
91	(0.47219, 0.919963)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
92	(0.49114, 0.92006)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
93	(0.887827, 0.743187)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
94	(0.296317, 0.810493)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
95	(0.361503, 0.912117)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
96	(0.713553, 0.594862)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
97	(0.774537, 0.823984)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
98	(0.0860558, 0.261127)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
99	(0.434606, 0.918453)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
100	(0.937742, 0.136763)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
101	(0.11944, 0.53528)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
102	(0.561997, 0.526381)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
103	(0.495708, 0.141547)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
104	(0.464122, 0.247169)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
105	(0.62248, 0.510706)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
106	(0.826559, 0.45582)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
107	(0.129815, 0.535739)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
108	(0.327602, 0.898024)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
109	(0.807943, 0.843111)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
110	(0.601999, 0.46811)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
111	(0.0191589, 0.601394)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
112	(0.61032, 0.673063)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
113	(0.913556, 0.0488032)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
114	(0.953717, 0.747475)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
115	(0.432713, 0.584813)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
116	(0.879455, 0.630453)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
117	(0.364604, 0.759817)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
118	(0.892231, 0.449973)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
119	(0.0929698, 0.497378)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
120	(0.681728, 0.320367)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
121	(0.887395, 0.747067)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
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949	(0.0899294, 0.994994)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
950	(0.637165, 0.941701)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
951	(0.282964, 0.640226)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
952	(0.479246, 0.449639)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
953	(0.0173413, 0.0471938)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
954	(0.654533, 0.997378)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
955	(0.541438, 0.252612)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
956	(0.211402, 0.787948)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
957	(0.814513, 0.460589)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
958	(0.297387, 0.658623)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
959	(0.764881, 0.827259)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
960	(0.407209, 0.000347709)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
961	(0.77782, 0.708706)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
962	(0.300862, 0.782354)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
963	(0.962404, 0.677002)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
964	(0.730813, 0.862361)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
965	(0.753195, 0.00519339)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
966	(0.658294, 0.809936)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
967	(0.641344, 0.635943)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
968	(0.355399, 0.739141)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
969	(0.400628, 0.960667)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
970	(0.726752, 0.942435)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
971	(0.350025, 0.401559)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
972	(0.463466, 0.860415)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
973	(0.450575, 0.847742)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
974	(0.603373, 0.762002)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
975	(0.853181, 0.438367)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
976	(0.867183, 0.548559)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
977	(0.0924967, 0.896919)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
978	(0.4643, 0.280223)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
979	(0.229102, 0.686865)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
980	(0.52865, 0.129852)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
981	(0.26438, 0.280153)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
982	(0.629222, 0.779155)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
983	(0.557848, 0.49979)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
984	(0.537866, 0.555835)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
985	(0.438468, 0.808192)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
986	(0.257655, 0.424945)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
987	(0.338701, 0.426985)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
988	(0.662654, 0.816255)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
989	(0.792497, 0.310205)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
990	(0.993394, 0.397193)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
991	(0.0446706, 0.766438)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
992	(0.848186, 0.810613)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
993	(0.419011, 0.510285)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
994	(0.0377182, 0.564883)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
995	(0.839029, 0.369524)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
996	(0.0764888, 0.235655)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
997	(0.51845, 0.797269)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
998	(0.415154, 0.167933)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
999	(0.774259, 0.942083)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
1000	(0.325952, 0.908063)	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).