I found this R code (Search button for Leaflet R map?) and was able to make a interactive map in R:
library(inlmisc)
city <- rgdal::readOGR(system.file("extdata/city.geojson",
                                   package = "inlmisc")[1])
opt <- leaflet::markerClusterOptions(showCoverageOnHover = FALSE)
map <- CreateWebMap("Topo")
map <- leaflet::addMarkers(map, label = ~name, popup = ~name,
                           clusterOptions = opt,
                           clusterId = "cluster",
                           group = "marker", data = city)
map <- AddHomeButton(map)
map <- AddClusterButton(map, clusterId = "cluster")
map <- AddSearchButton(map, group = "marker", zoom = 15,
                       textPlaceholder = "Search city names...")
map
I was curious and wanted to see the format and entries of the "city" file. I was expecting this file to be a "tabular" file (i.e. containing rows and columns, like a data frame), but when I opened the file, it did not appear in this format at all - this file is apparently a "SpatialPointsDataFrame":
> head(city)
class       : SpatialPointsDataFrame 
features    : 6 
extent      : -123.09, -73.8, 31.58, 44.62  (xmin, xmax, ymin, ymax)
crs         : +proj=longlat +datum=WGS84 +no_defs 
variables   : 2
names       :       name, capital 
min values  : Abilene TX,       0 
max values  :  Albany OR,       2 
I then found this post here (How to convert a spatial dataframe back to normal dataframe?) and saw that you can convert a SpatialPointsDataFrame into a regular data frame like this:
DF <- as.data.frame(city)
> head(DF)
        name capital coords.x1 coords.x2
1 Abilene TX       0    -99.74     32.45
2   Akron OH       0    -81.52     41.08
3 Alameda CA       0   -122.26     37.77
4  Albany GA       0    -84.18     31.58
5  Albany NY       2    -73.80     42.67
6  Albany OR       0   -123.09     44.62
But is there a way to convert a regular data frame into a "SpatialDataFrame"? I tried the following code and then tried to plot the results:
#https://stackoverflow.com/questions/29736577/how-to-convert-data-frame-to-spatial-coordinates
library(sf)
city <- st_as_sf(x = DF, 
                        coords = c("coords.x1", "coords.x2"),
                        crs = "+proj=longlat +datum=WGS84 +ellps=WGS84 +towgs84=0,0,0")
map <- CreateWebMap("Topo")
map <- leaflet::addMarkers(map, label = ~name, popup = ~name,
                           clusterOptions = opt,
                           clusterId = "cluster",
                           group = "marker", data = city)
map <- AddHomeButton(map)
map <- AddClusterButton(map, clusterId = "cluster")
map <- AddSearchButton(map, group = "marker", zoom = 15,
                       textPlaceholder = "Search city names...")
map
The code ran, but I get this warning message:
Warning message:
sf layer has inconsistent datum (+proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs).
Need '+proj=longlat +datum=WGS84
- Am I doing this correctly?
Thank you!

 
    

