library(sf)
sf_use_s2(TRUE)
path <- st_read("https://data.amundsen.ulaval.ca/NAV_Amundsen.kml") |>
st_transform(3413)
#> Reading layer `
#> D:\Remote_data\NAV_Amundsen.kml
#> ' from data source
#> `https://data.amundsen.ulaval.ca/NAV_Amundsen.kml' using driver `LIBKML'
#> Simple feature collection with 1 feature and 11 fields
#> Geometry type: LINESTRING
#> Dimension: XYZ
#> Bounding box: xmin: 6.59 ymin: -71.20211 xmax: 7.97 ymax: -71.2021
#> z_range: zmin: 1 zmax: 1
#> Geodetic CRS: WGS 84
# We can see that the path is a linestring
path
#> Simple feature collection with 1 feature and 11 fields
#> Geometry type: LINESTRING
#> Dimension: XYZ
#> Bounding box: xmin: 58000050 ymin: -45986760 xmax: 59090720 ymax: -44576580
#> z_range: zmin: 1 zmax: 1
#> Projected CRS: WGS 84 / NSIDC Sea Ice Polar Stereographic North
#> Name description timestamp begin end altitudeMode tessellate extrude
#> 1 \nge_plot\n \n\n <NA> <NA> <NA> clampToGround 1 0
#> visibility drawOrder icon geometry
#> 1 1 NA <NA> LINESTRING Z (58391203 -454...
st_length(path)
#> 14029682 [m]
This will be a quick one, but I thought it was worth sharing (at least for future me). I was recently trying to segment a line into points of equal distances. I must say that I spent too much time with the st_segmentize()
function. I found that I would simply achieve this using st_line_sample()
. Let me show you how.
First, I will read a KML file containing the path of the CCGS Amundsen. I will then transform the data into a polar projection.
Just for fun, let’s visualize it.
path |>
ggplot() +
geom_sf()
Now is the fun part I discovered. You can use the density
argument of the st_line_sample()
function to convert a LINESTRING into points of equal distances, let’s say 50 kilometres. Note that the new geometry is MULTIPOINT.
pts <- st_line_sample(path, density = units::as_units(50, "km"))
pts
#> Geometry set for 1 feature
#> Geometry type: MULTIPOINT
#> Dimension: XYZ
#> Bounding box: xmin: 58006120 ymin: -45978910 xmax: 59090720 ymax: -44576580
#> z_range: zmin: 1 zmax: 1
#> Projected CRS: WGS 84 / NSIDC Sea Ice Polar Stereographic North
pts |>
ggplot() +
geom_sf()
We can verify that we have roughly 50 km between each point.
pts |>
st_cast("POINT") |>
st_as_sf() |>
mutate(dist = st_distance(x, lag(x), by_element = TRUE))
#> Simple feature collection with 281 features and 1 field
#> Geometry type: POINT
#> Dimension: XYZ
#> Bounding box: xmin: 58006120 ymin: -45978910 xmax: 59090720 ymax: -44576580
#> Projected CRS: WGS 84 / NSIDC Sea Ice Polar Stereographic North
#> First 10 features:
#> x dist
#> 1 POINT Z (58406541 -45469359 1) NA [m]
#> 2 POINT Z (58437199 -45429958 1) 49923.68 [m]
#> 3 POINT Z (58425633 -45444830 1) 18840.63 [m]
#> 4 POINT Z (58394962 -45484226 1) 49927.69 [m]
#> 5 POINT Z (58364268 -45523604 1) 49927.69 [m]
#> 6 POINT Z (58333544 -45562959 1) 49927.66 [m]
#> 7 POINT Z (58302758 -45602266 1) 49927.69 [m]
#> 8 POINT Z (58271973 -45641573 1) 49927.69 [m]
#> 9 POINT Z (58241188 -45680880 1) 49927.69 [m]
#> 10 POINT Z (58210402 -45720187 1) 49927.69 [m]
Session info
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}
Citation
@online{massicotte2023,
author = {Massicotte, Philippe},
title = {Segmenting Linestring into Points of Equal Distance},
date = {2023-09-26},
url = {https://www.pmassicotte.com/posts/2023-09-26-segmenting-linestring/},
langid = {en}
}