aggregate the points that have same coordinates in one point

Question

I have a question with regard to spatial aggregation in R. My dataset has latitude/longitude coordinates some close to each other and some are not. I want to make one point for the latitude/longitude coordinates that are close to each other.
I am unsure how to do this. Do I list the latitude/longitude coordinates as groups and make find the mean to make one point represent each group? As I have little experience with this sort of stuff. I was hoping anyone of you might have some useful guidance/a possible solution.

Time Received   Speed   Latitude    Longitude
1.47917E+12      1.5    38.9295887  -77.2478945
1.47917E+12       1     38.9295048  -77.247922
1.47917E+12       3     38.9294865  -77.2479055
1.47917E+12       5     38.9294865  -77.2479055
1.47917E+12       2     38.9294771  -77.2478712
1.47917E+12       2     38.9294772  -77.2478712
1.47917E+12      1.5    38.9294771  -77.2477417
1.47917E+12      1.5    38.9294771  -77.2477417

For example if I can make the latitude/longitude coordinates below as one point:

     38.9294771 -77.2478712
     38.9294772 -77.2478712
     38.9294771 -77.2477417
     38.9294771 -77.2477417

Will be for example like below without effecting the Time,and Speed values:

38.9294771  -77.24774117

score 0 · Accepted Answer · answered Jan 29 '18 at 20:09

You can use the function given below that I found at round_any equivalent for dplyr? to round your coordinates to any desired precision. In the example below I use 0.1.

fakedata <- data.frame(time = 1:100, 
                       speed = sample(3, 100, replace=TRUE),
                       latitude = seq(from=20, by=0.01, length.out=100),
                       longitude = seq(from=30, by=0.01, length.out=100))


round_any = function(x, accuracy, f=round){f(x/ accuracy) * accuracy}

library(dplyr)

fakedata %>%
  mutate(latitude_round = round_any(latitude, accuracy = 0.1),
         longitude_round = round_any(longitude, accuracy = 0.1))

Then use dplyr::group_by() to group by your rounded coordinates and aggregate the time and speed values however you want.

score 0 · Answer 2 · answered Mar 17 '23 at 10:40

Check this out http://turfjs.org/docs/#center

Use the turf module to perform clustering on the latitude/longitude coordinates. For example, you can use the turf.clustersDbscan() function to group nearby points into clusters. This function takes in the following parameters:

aggregate the points that have same coordinates in one point

2 Answers2