Spatial joins

Spatial joins are table joins which are based not on equality, but on some predicate , 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 demonstrate how to perform spatial joins, first using a toy dataset and then two Natural Earth datasets, to show how this can be applied in the real world

Install the packages used in this tutorial:

using Pkg
Pkg.add(["FlexiJoins", "DataFrames", "CairoMakie", "GADM", "GeoInterface", "GeometryOps"])

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

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:

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.

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),
    GO.within,
)

1000×3 DataFrame

Row	geometry	geometry_1	color
	Tuple…	Polygon…	Symbol
1	(0.848169, 0.862925)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
2	(0.520381, 0.0657834)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
3	(0.948991, 0.206611)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
4	(0.855687, 0.793432)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
5	(0.523816, 0.706766)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
6	(0.43619, 0.947204)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
7	(0.665287, 0.63575)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
8	(0.153317, 0.281388)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
9	(0.354788, 0.307685)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
10	(0.0470169, 0.0838889)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
11	(0.996617, 0.734535)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
12	(0.751496, 0.420538)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
13	(0.69218, 0.334985)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
14	(0.951735, 0.764203)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
15	(0.926987, 0.207049)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
16	(0.830491, 0.0655379)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
17	(0.0386433, 0.904468)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
18	(0.0171326, 0.270556)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
19	(0.630808, 0.829685)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
20	(0.627199, 0.866677)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
21	(0.346968, 0.682507)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
22	(0.910059, 0.13128)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
23	(0.798389, 0.977661)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
24	(0.0681994, 0.273093)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
25	(0.822894, 0.125091)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
26	(0.0790981, 0.619208)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
27	(0.843984, 0.128777)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
28	(0.719012, 0.554659)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
29	(0.246281, 0.349088)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
30	(0.920859, 0.129472)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
31	(0.337419, 0.802559)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
32	(0.651934, 0.488347)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
33	(0.144139, 0.367792)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
34	(0.369407, 0.160123)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
35	(0.130102, 0.832468)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
36	(0.175052, 0.303413)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
37	(0.632866, 0.45922)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
38	(0.368585, 0.461253)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
39	(0.371816, 0.925444)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
40	(0.0323732, 0.736871)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
41	(0.402272, 0.175147)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
42	(0.300987, 0.301838)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
43	(0.885731, 0.531576)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
44	(0.503647, 0.217414)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
45	(0.00919734, 0.541259)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
46	(0.750886, 0.637799)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
47	(0.0858337, 0.165841)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
48	(0.795969, 0.508088)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
49	(0.36098, 0.442822)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
50	(0.0608643, 0.768069)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
51	(0.412873, 0.664846)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
52	(0.784226, 0.965488)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
53	(0.673949, 0.111951)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
54	(0.835936, 0.0642158)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
55	(0.464508, 0.935924)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
56	(0.777523, 0.264054)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
57	(0.0432532, 0.606913)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
58	(0.345247, 0.711174)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
59	(0.989504, 0.213412)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
60	(0.612947, 0.896775)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
61	(0.179499, 0.956153)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
62	(0.826988, 0.276367)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
63	(0.107012, 0.510977)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
64	(0.213284, 0.3532)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
65	(0.147502, 0.80466)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
66	(0.543741, 0.238579)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
67	(0.74052, 0.33014)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
68	(0.398188, 0.787512)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
69	(0.390353, 0.37492)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
70	(0.428255, 0.733316)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
71	(0.6834, 0.610661)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
72	(0.155348, 0.147193)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
73	(0.280778, 0.782445)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
74	(0.490405, 0.805026)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
75	(0.766241, 0.436822)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
76	(0.128175, 0.860848)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
77	(0.966292, 0.679494)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
78	(0.375639, 0.633539)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
79	(0.497195, 0.249373)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
80	(0.0224499, 0.0115969)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
81	(0.0367132, 0.838128)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
82	(0.167096, 0.88234)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
83	(0.785034, 0.393323)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
84	(0.616261, 0.213531)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
85	(0.0850932, 0.256735)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
86	(0.584054, 0.425531)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
87	(0.811404, 0.253599)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
88	(0.411985, 0.922741)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
89	(0.00773873, 0.508479)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
90	(0.848781, 0.40822)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
91	(0.232904, 0.982531)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
92	(0.312574, 0.327353)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
93	(0.706801, 0.880235)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
94	(0.632931, 0.542062)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
95	(0.88538, 0.652711)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
96	(0.401906, 0.889448)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
97	(0.608218, 0.0988371)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
98	(0.21621, 0.703386)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
99	(0.526598, 0.734018)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
100	(0.144427, 0.0580221)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
101	(0.659743, 0.0294043)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
102	(0.173671, 0.739535)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
103	(0.623091, 0.0180795)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
104	(0.742617, 0.750016)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
105	(0.850919, 0.00232973)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
106	(0.13984, 0.666926)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
107	(0.546838, 0.877847)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
108	(0.303146, 0.621166)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
109	(0.508578, 0.11575)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
110	(0.86684, 0.118719)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
111	(0.939369, 0.693002)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
112	(0.210346, 0.97364)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
113	(0.478799, 0.79147)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
114	(0.811553, 0.839845)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
115	(0.798476, 0.1766)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
116	(0.27445, 0.715429)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
117	(0.544186, 0.726372)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
118	(0.783091, 0.16199)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
119	(0.439003, 0.508352)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
120	(0.187748, 0.105553)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
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949	(0.552756, 0.0750045)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
950	(0.741751, 0.605039)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
951	(0.107208, 0.413412)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
952	(0.997461, 0.200326)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
953	(0.177, 0.49965)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
954	(0.675117, 0.732691)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
955	(0.685061, 0.230963)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
956	(0.462517, 0.555705)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
957	(0.400577, 0.891)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
958	(0.766956, 0.497169)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
959	(0.862075, 0.731201)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
960	(0.702971, 0.863109)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
961	(0.699784, 0.155744)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
962	(0.188892, 0.860161)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
963	(0.0602075, 0.140582)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
964	(0.899053, 0.151392)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
965	(0.0175876, 0.143003)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
966	(0.0233889, 0.495684)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
967	(0.783785, 0.449451)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
968	(0.747898, 0.713112)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
969	(0.439826, 0.595074)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
970	(0.636429, 0.856509)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
971	(0.0529589, 0.203757)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
972	(0.432618, 0.344283)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
973	(0.213633, 0.29474)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
974	(0.799778, 0.12344)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
975	(0.89571, 0.788783)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
976	(0.445212, 0.785064)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
977	(0.492986, 0.405491)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
978	(0.0598687, 0.0613141)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
979	(0.546442, 0.378889)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
980	(0.18556, 0.59702)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
981	(0.840481, 0.921505)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
982	(0.760441, 0.363146)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
983	(0.0836936, 0.27961)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
984	(0.202846, 0.812665)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
985	(0.516439, 0.210203)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
986	(0.686375, 0.796189)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
987	(0.276955, 0.811386)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
988	(0.989866, 0.303358)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
989	(0.526227, 0.465715)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
990	(0.150915, 0.725361)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
991	(0.818567, 0.281304)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
992	(0.720755, 0.366053)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
993	(0.672765, 0.350222)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
994	(0.792073, 0.913627)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
995	(0.809692, 0.783499)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
996	(0.36869, 0.526838)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
997	(0.696225, 0.427422)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
998	(0.756139, 0.0371521)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
999	(0.264029, 0.277986)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
1000	(0.871134, 0.762418)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red

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

This shorthand uses the first column declared by GeoInterface.geometrycolumns for each table. If a table declares multiple geometry columns, it warns you. Use by_pred directly when you want a different column or to add more conditions.

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.

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).