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:

julia

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

julia

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:

julia

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:

julia

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.

julia

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.

julia

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

julia

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

1000×3 DataFrame

Row	geometry	geometry_1	color
	Tuple…	Polygon…	Symbol
1	(0.97015, 0.826057)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
2	(0.0486279, 0.57308)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
3	(0.582155, 0.955428)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
4	(0.162782, 0.945458)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
5	(0.177272, 0.0241581)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
6	(0.620824, 0.795068)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
7	(0.38315, 0.0218262)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
8	(0.974239, 0.841445)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
9	(0.311774, 0.255183)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
10	(0.366347, 0.191063)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
11	(0.257751, 0.157341)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
12	(0.739673, 0.161762)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
13	(0.824215, 0.483801)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
14	(0.461533, 0.559013)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
15	(0.142719, 0.985602)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
16	(0.051159, 0.0329148)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
17	(0.215001, 0.002791)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
18	(0.52271, 0.887997)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
19	(0.79832, 0.894288)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
20	(0.5383, 0.337668)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
21	(0.780427, 0.4946)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
22	(0.512334, 0.529862)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
23	(0.257419, 0.841883)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
24	(0.373124, 0.739561)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
25	(0.457873, 0.310878)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
26	(0.840101, 0.797808)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
27	(0.598442, 0.614933)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
28	(0.851833, 0.850191)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
29	(0.645401, 0.872915)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
30	(0.895818, 0.143502)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
31	(0.0770427, 0.46361)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
32	(0.559877, 0.403133)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
33	(0.106207, 0.673895)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
34	(0.74968, 0.870954)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
35	(0.184543, 0.437618)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
36	(0.347189, 0.356315)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
37	(0.226808, 0.615928)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
38	(0.0642134, 0.135853)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
39	(0.690077, 0.153059)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
40	(0.919101, 0.582956)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
41	(0.00885684, 0.0909855)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
42	(0.664291, 0.593653)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
43	(0.835549, 0.959221)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
44	(0.0601978, 0.958155)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
45	(0.966417, 0.341035)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
46	(0.933257, 0.823552)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
47	(0.79791, 0.604956)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
48	(0.383415, 0.202362)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
49	(0.850971, 0.69188)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
50	(0.532657, 0.485243)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
51	(0.0430225, 0.875678)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
52	(0.0824074, 0.0732156)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
53	(0.910677, 0.14676)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
54	(0.246054, 0.805364)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
55	(0.485609, 0.632549)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
56	(0.202824, 0.879459)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
57	(0.6744, 0.402344)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
58	(0.127407, 0.393425)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
59	(0.949249, 0.911344)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
60	(0.821794, 0.967116)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
61	(0.392772, 0.241562)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
62	(0.185385, 0.647823)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
63	(0.290313, 0.96858)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
64	(0.332106, 0.665327)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
65	(0.900609, 0.81373)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
66	(0.0652882, 0.336475)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
67	(0.547459, 0.85094)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
68	(0.881047, 0.11558)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
69	(0.92025, 0.0617943)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
70	(0.690432, 0.763882)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
71	(0.667457, 0.276518)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
72	(0.0686707, 0.520367)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
73	(0.221811, 0.562252)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
74	(0.654057, 0.43884)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
75	(0.394909, 0.551145)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
76	(0.898913, 0.4175)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
77	(0.237329, 0.395918)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
78	(0.479598, 0.826954)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
79	(0.783262, 0.53026)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
80	(0.910991, 0.296829)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
81	(0.139442, 0.125821)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
82	(0.955525, 0.650298)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
83	(0.878995, 0.683898)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
84	(0.939042, 0.423004)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
85	(0.151668, 0.0571494)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
86	(0.874942, 0.581679)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
87	(0.98493, 0.868986)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
88	(0.353125, 0.349239)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
89	(0.963664, 0.381022)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
90	(0.71647, 0.309678)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
91	(0.933778, 0.990937)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
92	(0.832953, 0.734916)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
93	(0.772403, 0.108342)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
94	(0.0316941, 0.374689)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
95	(0.436096, 0.772593)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
96	(0.262378, 0.562896)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
97	(0.728432, 0.559549)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
98	(0.44732, 0.589093)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
99	(0.26677, 0.939132)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
100	(0.701699, 0.925275)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
101	(0.938452, 0.150823)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
102	(0.203789, 0.197196)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
103	(0.951428, 0.863239)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
104	(0.348128, 0.451427)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
105	(0.947649, 0.361518)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
106	(0.375267, 0.818349)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
107	(0.818693, 0.213866)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
108	(0.229186, 0.265887)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
109	(0.66234, 0.280665)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
110	(0.341166, 0.0759671)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
111	(0.943403, 0.281417)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
112	(0.465428, 0.510543)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
113	(0.276483, 0.263086)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
114	(0.268953, 0.18519)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
115	(0.965592, 0.0554163)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
116	(0.762795, 0.14008)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
117	(0.424896, 0.558501)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
118	(0.239669, 0.865985)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
119	(0.105721, 0.299246)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
120	(0.590461, 0.366126)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
121	(0.477283, 0.479887)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
122	(0.448414, 0.965152)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
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949	(0.386844, 0.238733)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
950	(0.573633, 0.567343)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
951	(0.375902, 0.00733107)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
952	(0.0142083, 0.302477)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
953	(0.607773, 0.0249066)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
954	(0.294802, 0.843525)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
955	(0.0177951, 0.463001)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
956	(0.00490658, 0.859653)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
957	(0.069543, 0.0442207)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
958	(0.080317, 0.135139)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
959	(0.600106, 0.887739)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
960	(0.41212, 0.446405)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
961	(0.867771, 0.224495)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
962	(0.115792, 0.0320495)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
963	(0.183096, 0.162994)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
964	(0.756372, 0.2728)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
965	(0.403084, 0.278117)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
966	(0.24085, 0.0820496)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
967	(0.670313, 0.642331)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
968	(0.729938, 0.172579)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
969	(0.48864, 0.910324)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
970	(0.352012, 0.900227)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
971	(0.864023, 0.542166)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
972	(0.858786, 0.482517)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
973	(0.117181, 0.678306)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
974	(0.71407, 0.635503)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
975	(0.0479702, 0.146958)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
976	(0.560364, 0.629728)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
977	(0.256317, 0.700393)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
978	(0.247752, 0.978615)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
979	(0.402206, 0.4869)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
980	(0.834343, 0.834296)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
981	(0.579857, 0.849028)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
982	(0.285135, 0.940197)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
983	(0.560397, 0.111157)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
984	(0.335593, 0.0591219)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
985	(0.204852, 0.930819)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
986	(0.33314, 0.793409)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
987	(0.663133, 0.403709)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
988	(0.562517, 0.942665)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
989	(0.657922, 0.813295)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
990	(0.281596, 0.678348)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
991	(0.309157, 0.635972)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
992	(0.732642, 0.26853)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
993	(0.558507, 0.132082)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
994	(0.568061, 0.80375)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
995	(0.704816, 0.571224)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
996	(0.110052, 0.522293)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
997	(0.598232, 0.0543671)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
998	(0.749948, 0.23335)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	red
999	(0.530512, 0.804556)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue
1000	(0.49252, 0.936474)	GeoInterface.Wrappers.Polygon([GeoInterface.Wrappers.LinearRing([(0,0),…(2)…,(0,0)])])	blue

julia

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.

julia

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]]

julia

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:

julia

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

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

julia

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).

Clipping

Overlayng

Noding

Geom_relations

Relateng

Correction

FlexibleRTrees

LoopStateMachine

SpatialTreeInterface

UnitSpherical

Robustcrossproduct

Src

Types

GeometryOpsDataFramesExt

GeometryOpsDimensionalDataExt

GeometryOpsFlexiJoinsExt

GeometryOpsLibGEOSExt

GeometryOpsMakieExt

GeometryOpsProjExt

GeometryOpsTGGeometryExt

Spatial joins

Simple example

Real-world example

Enabling custom predicates

Overlayng

Noding

Relateng

Robustcrossproduct

Types

Spatial joins ​

Simple example ​

Real-world example ​

Enabling custom predicates ​

Spatial joins

Simple example

Real-world example

Enabling custom predicates