问题描述
我希望找出位于布里斯班各个公交车站400m以内的兴趣点(例如商店,大学,体育设施)。为此,我一直使用R中的osmdata包从Open Street Map中提取要素。我的计划是计算每个公交车站400m缓冲区内的点数,并计算多边形的数量与所述缓冲区相交。
但是,我注意到osmdata对象中的'$ osm_points'中的一些但不是全部似乎并不表示POI,而是这些点较复杂的空间对象,例如'$ osm_polygons'和'$ osm_multipolygons'。在下面的布里斯班中央商务区商店示例中可以看到这一点:
@H_502_13@## Import libraries library(osmdata) library(ggmap) # Define functions ## Function to make bounding Box makebb <- function(x) { x <- matrix(x,nrow=2,ncol=2) rownames(x) <- c("x","y") colnames(x) <- c("min","max") return(x) } ## Function to extract all values within a specific key osm_key <- function(x,bb) { x <- bb %>% opq() %>% add_osm_feature(x) x <- osmdata_sf(x) return(x) } ## Function to extract specific values within a key osm_keyvalue <- function(x,y,bb) { x <- bb %>% opq() %>% add_osm_feature(x,y) x <- osmdata_sf(x) return(x) } ## Function to plot OSM objects osm_plot <- function(x,bb) { defined_map <- get_map(bb,maptype = "toner-background") if (is.null(x$osm_multipolygons)) { ggmap(defined_map) + geom_sf(data = x$osm_points,inherit.aes = FALSE,colour = "#238443",fill = "#004529",alpha = 1,size = .7,shape = 21) + geom_sf(data = x$osm_polygons,alpha = .5,size = .3,shape = 21) + labs(x = "",y = "") } else { ggmap(defined_map) + geom_sf(data = x$osm_points,shape = 21) + geom_sf(data = x$osm_multipolygons,y = "") } } # Plot shops in CBD CBD <- makebb(c(153.02,-27.475,153.03,-27.465)) shop <- osm_key("shop",CBD) osm_plot(shop,CBD)
如您所见,有些观点似乎代表着独立的商店,我希望将其包括在POI计数中。但是,其他人似乎只是代表较大百货商店的多边形的角,我想排除在外。
一个更极端的例子是昆士兰大学(UoQ)校园的例子:
@H_502_13@# Plot University of Queensland campus UoQ <- makebb(c(153.00,-27.51,-27.49)) university <- osm_keyvalue("amenity","university",UoQ) osm_plot(university,UoQ)
在这里,这些点显然并不代表单独的大学,而是UoQ校园多面体的一角。因此,在校园边缘的一个公共汽车站只有一个,可能会错误地注册400m半径内的几所大学。
是否可以删除用于绘制其他空间对象(例如“ $ osm_polygons”和“ $ multipolygons”)的“ $ osm_points”,以便仅相关POI保留在“ $ osm_points”部分中osmdata对象?
解决方法
这里最好的方法可能是在osmdata
的{{3}}中创建一个新问题,要求作者定义一个新功能来执行github issue page的相反操作(或者可能只是征求建议)。同时,我认为您可以使用以下方法:
# packages
library(osmdata)
#> Data (c) OpenStreetMap contributors,ODbL 1.0. https://www.openstreetmap.org/copyright
library(mapview)
# Define functions
## Function to make bounding box
makebb <- function(x) {
x <- matrix(x,nrow = 2,ncol = 2)
rownames(x) <- c("x","y")
colnames(x) <- c("min","max")
return(x)
}
## Function to extract all values within a specific key
osm_key <- function(x,bb) {
x <- bb %>% opq() %>% add_osm_feature(x)
x <- osmdata_sf(x)
return(x)
}
## Function to extract specific values within a key
osm_keyvalue <- function(x,y,bb) {
x <- bb %>% opq() %>% add_osm_feature(x,y)
x <- osmdata_sf(x)
return(x)
}
# Plot shops in CBD
CBD <- makebb(c(153.02,-27.475,153.03,-27.465))
shop <- osm_key("shop",CBD)
mapview(shop$osm_points,cex = 2) + shop$osm_polygons
# Get all the points that define the polygons
shop_points_defining_polygons <- osm_points(shop,rownames(shop$osm_polygons))
# Exclude all points that define the polygons
shop_proper_points <- dplyr::anti_join(
shop$osm_points,sf::st_drop_geometry(shop_points_defining_polygons),by = "osm_id"
)
mapview(shop_proper_points,cex = 2) + shop$osm_polygons
由osm_points(v0.3.0)于2020-08-23创建