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February 10, 2022 23:26
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# Conversion between Web Map Tiles and Mercator coordinates | |
require(tibble) | |
merc_to_wmt = function(x, y, z){ | |
m_ext = pi * 6378137 # Mercator extent | |
res = 2 ^ (1:14)[z] # grid size | |
x_grid = scales::rescale(x, from = c(-m_ext, m_ext), to = c(0, res)) |> floor() | |
y_grid = scales::rescale(y, from = c(m_ext, -m_ext), to = c(0, res)) |> floor() | |
tibble(x = x_grid |> pmax(0) |> pmin(res-1), y = y_grid |> pmax(0) |> pmin(res-1)) | |
} | |
wmt_to_merc = function(x, y, z){ | |
m_ext = pi * 6378137 # Mercator extent | |
res = 2 ^ (1:14)[z] # grid size | |
x_grid = scales::rescale(x, from = c(0, res), to = c(-m_ext, m_ext)) | |
y_grid = scales::rescale(y, from = c(0, res), to = c(m_ext, -m_ext)) | |
tibble(x = x_grid, y = y_grid) | |
} | |
# Usage and validation | |
require(dplyr) | |
# test data in WGS84 | |
x = runif(n = 1e4, min = -180, max = 180) | |
y = runif(n = 1e4, min = -90, max = 90) | |
z = 5 | |
# project to Mercator | |
m = tibble(x = x, y = y) %>% | |
sf::sf_project(from = leaflet:::epsg4326, to = leaflet:::epsg3857, pts = .) |> | |
as_tibble() |> `names<-`(c('x', 'y')) | |
# this function buried in {rosm} converts WGS84 to WMT so we'll use to benchmark | |
rosm:::tile.xy(180, -90, 5) | |
rosm:::tile.xy(180, 90, 6) | |
rosm:::tile.xy(0, 0, 6) | |
# rosm conversion (very slow) | |
w = purrr::map2(x, y, rosm:::tile.xy, zoom = z) |> | |
purrr::map_df(~ t(.x) |> as_tibble()) |> `names<-`(c('wx', 'wy')) | |
# our convert to WMT | |
w2 = merc_to_wmt(m$x, m$y, z) | |
# collate | |
d = tibble(x = x, y = y) |> cbind(dplyr::rename(m, mx=x, my=y)) |> | |
cbind(w) |> cbind(`names<-`(w2, c('wx2','wy2'))) |> as_tibble() | |
d |> dplyr::filter(wy2 != wy | wx2 != wx) # identical results | |
# WMT to Mercator | |
wmt_to_merc(d$wx, d$wy, z) | |
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