在R中找到两组点（纬度和经度）点之间的最短距离

Question

我有两组地理位置点，即纬度和经度。

control <- 
data.frame(
  id = c("110000308033", "110000308042", "110000308060",  "110000308346", "110000308505",
         "110000308541", "110000308612", "110000309684", "110000309773", "110000309835"),
  latitude = c(42.20227, 42.19802, 42.19251, 42.13690, 42.65253, 42.24066, 42.60008,
               42.62743, 42.72361,  42.70060),
  longitude = c(-72.606052, -72.600913, -72.609814, -72.542205, -73.110606, -73.358297,
                -72.378388, -71.156079, -70.9629610,  -71.16304)
)


treatment <- 
data.frame(
  id = c("110000308881", "110000310556", "110000314570", "110000316024",  "110000324845"),
  latitude = c(42.61366, 42.16657, 45.36801, 41.62371, 43.30851 ),
  longitude = c(-71.633782, -71.212503, -68.510184, -72.043135, -73.63481 )
)

我想为每个控制单元找到从控制单元到治疗单元的最短距离。另外我怎样才能在美国地图上显示它们。如果有任何帮助，我将不胜感激。

Answer 1

请使用 sf、units、dplyr 和 tmap 库找到一种可能的解决方案

Reprex

计算距离矩阵（距离以公里为单位）

library(sf)
library(units)
library(dplyr)
library(tmap)

# Convert the two dataframes into 'sf' objects

control_sf <- st_as_sf(control, coords = c("longitude", "latitude"), crs = 4326)

treatment_sf <- st_as_sf(treatment, coords = c("longitude", "latitude"), crs = 4326)


# Compute a distance matrix (distance in km)
# rows = control
# columns = treatment
Distances_df <- control_sf %>% 
  st_distance(., treatment_sf) %>% 
  set_units(., km) %>% 
  drop_units() %>% 
  round(., 1) %>% 
  as.data.frame() %>% 
  setNames(., treatment$id) %>% 
  mutate(control = control$id) %>% 
  relocate(control)

Distances_df
#>         control 110000308881 110000310556 110000314570 110000316024
#> 1  110000308033         92.0        114.9        481.6         79.4
#> 2  110000308042         91.9        114.5        481.6         78.8
#> 3  110000308060         92.8        115.2        482.6         78.7
#> 4  110000308346         91.5        109.7        483.6         70.5
#> 5  110000308505        120.9        164.9        475.8        144.3
#> 6  110000308541        147.5        176.9        521.6        128.6
#> 7  110000308612         61.0        107.2        436.4        112.0
#> 8  110000309684         39.1         51.5        371.0        133.4
#> 9  110000309773         56.2         65.2        353.4        151.3
#> 10 110000309835         39.7         59.5        364.6        140.0
#>    110000324845
#> 1         148.9
#> 2         149.6
#> 3         149.7
#> 4         157.9
#> 5          84.5
#> 6         120.9
#> 7         129.1
#> 8         215.4
#> 9         226.7
#> 10        212.0

可视化（蓝色控制，红色处理）

tmap_mode("view")
#> tmap mode set to interactive viewing

tm_shape(control_sf) +
  tm_dots(col = "blue")+
  tm_shape(treatment_sf) +
  tm_dots(col = "red")

^{由 reprex package (v2.0.1)}

创建于 2022-01-14

在R中找到两组点（纬度和经度）点之间的最短距离

Finding shortest distance between two sets of points ( latitude and longitude) points in R

r

latitude-longitude

sf