The vapour package provides access to some GDAL functionality with minimal overhead. This includes read geometry and data (‘attributes’) There’s a function vapour_read_fields that returns the fields (attributes) as list of vectors.

pfile <- system.file("extdata", "point.shp", package = "vapour")
library(vapour)
vapour_read_fields(pfile)
#> $a
#>  [1]  1  2  3  4  5  6  7  8  9 10

mvfile <- system.file("extdata", "tab", "list_locality_postcode_meander_valley.tab", package="vapour")

dat <- as.data.frame(vapour_read_fields(mvfile),  stringsAsFactors = FALSE)

dim(dat)
#> [1] 58 11

head(dat)
#>   LOCAL_ID        NAME POSTCODE PLAN_REF      GAZ_DATE NOM_REG_NO
#> 1   100422    Caveside     7304  CPR5322 2624775-05-26       947L
#> 2   100366     Weegena     7304  CPR5327 2624775-05-26      1300M
#> 3   100337   Kimberley     7304  CPR5361 2638022-06-27      1063T
#> 4   100308     Parkham     7304  CPR5327 2624775-05-26      1179Y
#> 5   100263   Frankford     7275  CPR5142 2580066-06-21      1003Q
#> 6   100311 Bridgenorth     7277  CPR5140 2580066-06-21       925X
#>                                      UFI          CREATED_ON
#> 1 {4a5db4da-ca19-41a0-8dd4-c28a14bbee18} 2016-03-04 10:42:37
#> 2 {253b676e-2791-469c-ac5e-9cb3a95cc158} 2015-06-19 13:46:50
#> 3 {75f60a99-4c58-4d3e-911d-bbaa9a04164c} 2016-09-16 10:54:56
#> 4 {b008d456-4e80-4237-80f6-a26c03817e3c} 2014-06-06 16:50:22
#> 5 {953f4006-6397-4d03-af97-507eab170862} 2014-12-08 09:07:12
#> 6 {5cf8e2a3-631c-4d52-a79c-0ce475f76848} 2015-05-11 10:49:09
#>                                LIST_GUID SHAPE_AREA SHAPE_LEN
#> 1 {839edd46-01a7-4a45-9d97-499962fa952b}      -9999  39785.88
#> 2 {de35ebd4-0ac0-4299-947d-87d07c69426a}      -9999  31587.54
#> 3 {73ced9ad-ee9a-41d5-a5bc-c95c4ab948d9}      -9999  35693.32
#> 4 {37f17d1f-d2a0-4b78-ba0d-e5f62f216658}      -9999  67614.51
#> 5 {47f3a313-913f-4f83-8dc1-021907f9ee80}      -9999  70140.78
#> 6 {425d01cc-223b-4348-b965-384a98fd7999}      -9999  38156.70

A low-level function will return a character vector of JSON, GML, KML or WKT.

vapour_read_geometry(pfile)[5:6]  ## format = "WKB"
#> [[1]]
#>  [1] 01 01 00 00 00 00 00 60 08 18 ad ec 3f 00 00 e0 9a ec 77 e2 3f
#> 
#> [[2]]
#>  [1] 01 01 00 00 00 00 00 c0 40 3c bb d0 3f 00 00 80 0e 30 25 d5 3f

vapour_read_geometry_text(pfile)[5:6]  ## format = "json"
#> [[1]]
#> [1] "{ \"type\": \"Point\", \"coordinates\": [ 0.89612962375395, 0.577139189234003 ] }"
#> 
#> [[2]]
#> [1] "{ \"type\": \"Point\", \"coordinates\": [ 0.261427939636633, 0.330394758377224 ] }"

vapour_read_geometry_text(pfile, textformat = "gml")[2]
#> [[1]]
#> [1] "<gml:Point><gml:coordinates>0.145755324047059,0.395469118840992</gml:coordinates></gml:Point>"

## don't do this with a non-longlat data set like cfile
vapour_read_geometry_text(pfile, textformat = "kml")[1:2]
#> [[1]]
#> [1] "<Point><coordinates>0.623376188334078,0.380098037654534</coordinates></Point>"
#> 
#> [[2]]
#> [1] "<Point><coordinates>0.145755324047059,0.395469118840992</coordinates></Point>"

cfile <- system.file("extdata/sst_c.fgb", package = "vapour")
str(vapour_read_geometry_text(cfile, textformat = "wkt")[1:2])
#> List of 2
#>  $ : chr "MULTILINESTRING ((5106987.14577475 -11063443.5304944,5107839.31687039 -11064491.0588634,5107761.66811721 -11065"| __truncated__
#>  $ : chr "MULTILINESTRING ((-44858.7133566055 -9024235.93877457,-135413.553422927 -9079791.79810234,-171778.314867286 -91"| __truncated__

Combine these together to get a custom data set.

dat <- as.data.frame(vapour_read_fields(cfile),  stringsAsFactors = FALSE)
dat$wkt <- vapour_read_geometry_text(cfile, textformat = "wkt")
head(dat)
#>   level   sst
#> 1   305 31.85
#> 2   300 26.85
#> 3   275  1.85
#> 4   280  6.85
#> 5   285 11.85
#> 6   290 16.85
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   wkt
#> 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  MULTILINESTRING ((5106987.14577475 -11063443.5304944,5107839.31687039 -11064491.0588634,5107761.66811721 -11065121.4051305,5107236.52669667 -11064769.3125076,5106987.14577475 -11063443.5304944))
#> 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          MULTILINESTRING ((-44858.7133566055 -9024235.93877457,-135413.553422927 -9079791.79810234,-171778.314867286 -9106411.76194387,-227872.816240452 -9166431.15716419,-317807.733256677 -9129737.69071388,-352380.610287828 -9101212.60453911,-314519.858899167 -9035286.14878162,-306665.529843262 -9008849.04850045,-313434.415510336 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-4555009.40710823,4833844.72999858 -4508631.53067217),(32811.1007504465 -6600615.40840721,97859.9848616778 -6561738.21193786,152920.661238283 -6614094.54034413,165292.233655781 -6649059.35520127,172933.250110762 -6613601.54592411,229862.95276011 -6603327.24445662,250571.356234307 -6611115.28508455,297731.283951584 -6650576.41076218,365448.515009946 -6676788.09540179,389831.817689365 -6683580.3195775,433196.026362326 -6694269.63812433,503054.153252044 -6734181.18069581,568755.719303671 -6714420.85436724,612499.540810177 -6666862.75896197,629191.880458862 -6642058.46174683,659526.247873523 -6662374.94161748,701496.092358683 -6695633.15906184,763836.575193736 -6651839.34578685,765181.147978386 -6651068.52656813,827805.566583538 -6626920.69046538,849959.479312689 -6640766.79441863,837620.696638439 -6705494.80383947,833889.328308458 -6722913.64307437,845950.589570689 -6801946.12888074,850457.46283944 -6808258.34514683,923824.469977275 -6841860.19178016,943222.063430016 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-6194930.93941571,2069735.90257693 -6181249.9296472,2080629.21231884 -6114630.93367083,2028642.16330493 -6058523.80180269,2021606.30433921 -6052351.36520211,2024378.60198186 -6045790.709578,2080556.64074275 -6014304.59736403,2112880.72074399 -6021094.93011996,2152544.7581965 -6027764.80224039,2165039.66917827 -6002537.1576103,2183300.57998389 -5927166.82433148,2210444.64197469 -5903297.430344,2235345.46776935 -5887331.00677448,2247549.6911873 -5889270.45159114,2247111.29086672 -5918319.19009563,2250599.16459762 -5970984.2151793,2270695.34988107 -5980433.59876434,2284790.9076306 -5957984.5254932,2311932.06195528 -5911269.21072991,2316462.82777844 -5862506.80458977,2284455.61038195 -5792248.14974775,2282151.24343167 -5710608.28026402,2290487.91369052 -5689049.43925318,2332962.23750693 -5632269.07429352,2340693.3882325 -5604198.8143057,2358478.12850641 -5537508.79039976,2411027.8032192 -5508338.36354044,2468514.86352827 -5549083.19062895,2507147.28699933 -5576349.10347254,2551068.37787635 -5595651.11134674,2596545.90795952 -5624987.53317079,2664438.68248077 -5624437.57509853,2668850.3317011 -5625487.88737837,2740902.04366208 -5676481.4853384,2723103.47425975 -5748274.71249882,2703443.36502149 -5780072.92944727,2753946.26634047 -5842389.00932385,2765993.93221154 -5838813.37075484,2825712.3389572 -5814747.03893105,2828921.49378517 -5806456.1098969,2831575.62499203 -5718393.88093885,2779856.22120733 -5657507.00006244,2805819.67271562 -5630718.56618447,2836016.32431942 -5552342.32252143,2840811.1635205 -5540637.86916986,2807027.15872404 -5495587.440806,2789523.0512593 -5480677.18215639,2726264.70499616 -5427095.96803603,2712657.77123528 -5348832.04251872,2663329.07462443 -5289005.50698222,2612239.07190481 -5230393.55287165,2651594.20221377 -5191281.37058134,2682554.57064405 -5194680.99715701,2719608.57504638 -5196258.21947725,2784862.45409954 -5194573.19767445,2836804.78786357 -5167427.77971231,2893067.04358353 -5166920.17491648,2914689.60519933 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-6375609.99461595,1774122.65299124 -6373548.47234936,1785352.84900332 -6366710.88425704),(1483948.15069459 -6235683.95988349,1543888.87276215 -6271693.27396677,1502297.13294061 -6312788.03809413,1453989.57009835 -6293142.59366526,1483948.15069459 -6235683.95988349),(1414485.06765949 -6217613.08149351,1428682.38143111 -6219060.68072954,1419583.44138339 -6240023.86255074,1407595.81278465 -6223867.21624417,1414485.06765949 -6217613.08149351),(1287955.17871709 -6560159.32890562,1299461.13346696 -6567618.70824848,1292512.86866689 -6583373.77979372,1226570.48201968 -6593590.08367165,1221040.18608886 -6582649.58799135,1224084.79760909 -6580227.96195009,1287955.17871709 -6560159.32890562),(33007.8591885555 -6640197.34100356,59841.1356152298 -6694672.04370871,33464.7122364215 -6732102.55595071))

There is a function vapour_read_extent to return a straightforward bounding box vector for every feature, so that we can flexibly build an index of a data set for later use.

mvfile <- system.file("extdata", "tab", "list_locality_postcode_meander_valley.tab", package="vapour")
str(head(vapour_read_extent(mvfile)))
#> List of 6
#>  $ : num [1:4] 448353 457706 5386606 5397352
#>  $ : num [1:4] 453544 459318 5403972 5412505
#>  $ : num [1:4] 454840 461042 5411562 5417892
#>  $ : num [1:4] 461505 476213 5410911 5424854
#>  $ : num [1:4] 471573 483157 5417110 5424645
#>  $ : num [1:4] 491638 494048 5417262 5419331

This makes for a very lightweight summary data set that will scale to hundreds of large inputs.

There is a vapour_geom_summary() function to read only the information about each geometry.


vapour_geom_summary(mvfile)
#> $FID
#>  [1]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
#> [26] 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
#> [51] 51 52 53 54 55 56 57 58
#> 
#> $valid_geometry
#>  [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
#> [16] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
#> [31] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
#> [46] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
#> 
#> $type
#>  [1] 3 6 3 3 6 3 6 3 3 3 3 3 3 6 3 6 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
#> [39] 3 3 3 6 3 3 6 3 3 3 3 3 6 3 3 3 6 3 3 3
#> 
#> $xmin
#>  [1] 448353.3 453543.6 454839.8 461504.9 471572.5 491638.3 508512.4 435993.1
#>  [9] 453298.4 457591.8 465137.3 495773.4 489938.9 459055.7 455980.3 475888.9
#> [17] 480223.5 485858.0 505330.1 412718.7 418130.0 452420.0 459778.6 471218.9
#> [25] 457719.0 486794.4 488189.9 479267.6 487082.1 507191.9 432998.3 457812.6
#> [33] 470867.5 481799.9 493482.6 416790.0 432185.6 462417.0 473322.8 466297.7
#> [41] 488006.2 500476.3 422717.5 436392.9 448464.2 459377.3 475501.6 476793.1
#> [49] 495935.5 425270.0 439927.1 468038.6 457540.6 495086.2 503880.4 502594.7
#> [57] 506074.8 506637.3
#> 
#> $xmax
#>  [1] 457705.8 459318.0 461042.0 476213.0 483157.2 494048.2 510057.3 444516.8
#>  [9] 462671.3 473356.6 477417.7 507915.4 499711.7 471904.7 463978.7 493826.3
#> [17] 490958.3 494029.1 508582.3 433693.8 431437.0 460772.2 470225.2 485529.5
#> [25] 469430.2 497211.2 498091.5 487580.6 491199.8 508681.9 441412.9 463400.1
#> [33] 483434.3 490524.1 506412.5 424280.7 439290.6 469411.5 481799.9 472555.8
#> [41] 497238.9 505427.0 443693.4 455344.9 450389.7 465846.6 482058.2 484115.0
#> [49] 499732.6 449448.4 462874.4 477379.7 466788.4 500371.5 507861.2 507481.2
#> [57] 509426.1 511687.5
#> 
#> $ymin
#>  [1] 5386606 5403972 5411562 5410911 5417110 5417262 5408709 5392900 5383592
#> [10] 5377059 5394645 5396427 5410677 5418849 5392870 5379077 5397052 5407194
#> [19] 5407832 5364102 5352613 5395775 5398391 5383849 5407328 5391896 5396973
#> [28] 5412326 5405846 5409572 5402891 5408117 5404320 5388711 5403349 5390142
#> [37] 5396541 5391797 5392390 5407297 5385526 5409888 5364752 5390197 5404212
#> [46] 5397255 5400269 5394878 5389589 5353987 5358223 5378281 5403285 5393786
#> [55] 5396801 5402752 5404305 5405460
#> 
#> $ymax
#>  [1] 5397352 5412505 5417892 5424854 5424645 5419331 5409648 5402213 5393869
#> [10] 5397051 5408531 5405789 5418328 5425154 5399259 5389494 5414286 5418267
#> [19] 5411813 5392659 5368181 5404447 5405474 5395087 5420616 5400794 5409378
#> [28] 5419668 5410168 5411550 5406595 5415279 5419938 5398922 5412391 5396738
#> [37] 5404521 5398604 5399469 5412735 5393899 5413864 5398969 5405569 5404797
#> [46] 5404093 5408109 5400905 5396934 5383046 5393865 5388344 5409104 5399069
#> [55] 5404336 5406382 5408099 5409603

Each function that relates to geometry includes arguments skip_n and limit_n to first specify the number of features to ignore, and second to set a maximum number of features visited. These interact, and so can be used to scan through a source. Both are applied after the sql argument.

vapour_geom_summary(mvfile, limit_n = 4)$FID
#> [1] 1 2 3 4

vapour_geom_summary(mvfile, skip_n = 2, limit_n = 6)$FID
#> [1] 3 4 5 6 7 8

vapour_geom_summary(mvfile, skip_n = 6)$FID
#>  [1]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
#> [26] 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56
#> [51] 57 58

Each geometry function also includes an extent argument, which takes a simple vector of four values xmin, xmax, ymin, ymax or sp bbox, sf bbox, or raster extent. This is only applied if the sql argument is non empty, and corresponds to the SpatialFilter argument of ExecuteSQL.

Raster data

Find raster info.

f <- system.file("extdata", "sst.tif", package = "vapour")
vapour_raster_info(f)
#> $geotransform
#> [1] 140.00000000   0.07000000   0.00000000 -39.99722207   0.00000000
#> [6]  -0.07000389
#> 
#> $dimension
#> [1] 143 286
#> 
#> $dimXY
#> [1] 143 286
#> 
#> $minmax
#> [1] 271.350 289.859
#> 
#> $block
#> [1] 143  14
#> 
#> $projection
#> [1] "GEOGCRS[\"WGS 84\",\n    ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n        MEMBER[\"World Geodetic System 1984 (Transit)\"],\n        MEMBER[\"World Geodetic System 1984 (G730)\"],\n        MEMBER[\"World Geodetic System 1984 (G873)\"],\n        MEMBER[\"World Geodetic System 1984 (G1150)\"],\n        MEMBER[\"World Geodetic System 1984 (G1674)\"],\n        MEMBER[\"World Geodetic System 1984 (G1762)\"],\n        MEMBER[\"World Geodetic System 1984 (G2139)\"],\n        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n            LENGTHUNIT[\"metre\",1]],\n        ENSEMBLEACCURACY[2.0]],\n    PRIMEM[\"Greenwich\",0,\n        ANGLEUNIT[\"degree\",0.0174532925199433]],\n    CS[ellipsoidal,2],\n        AXIS[\"geodetic latitude (Lat)\",north,\n            ORDER[1],\n            ANGLEUNIT[\"degree\",0.0174532925199433]],\n        AXIS[\"geodetic longitude (Lon)\",east,\n            ORDER[2],\n            ANGLEUNIT[\"degree\",0.0174532925199433]],\n    USAGE[\n        SCOPE[\"Horizontal component of 3D system.\"],\n        AREA[\"World.\"],\n        BBOX[-90,-180,90,180]],\n    ID[\"EPSG\",4326]]"
#> 
#> $bands
#> [1] 1
#> 
#> $projstring
#> [1] "+proj=longlat +datum=WGS84 +no_defs"
#> 
#> $nodata_value
#> [1] -3.4e+38
#> 
#> $overviews
#> NULL
#> 
#> $filelist
#> [1] "/tmp/RtmpcUe0uf/Rinstb0a460bd30c/vapour/extdata/sst.tif"
#> 
#> $datatype
#> [1] "Float32"
#> 
#> $extent
#> [1] 140.00000 150.01000 -60.01833 -39.99722
#> 
#> $subdatasets
#> NULL
#> 
#> $corners
#>               [,1]      [,2]
#> upperLeft  140.000 -39.99722
#> lowerLeft  140.000 -60.01833
#> lowerRight 150.010 -60.01833
#> upperRight 150.010 -39.99722
#> center     145.005 -50.00778

Read raster data (requires explicit setting of window argument, and is not useful without being used in the context of the raster dimensions).

vapour_read_raster(f, window = c(0, 0, 6, 5))
#> $Band1
#>  [1] 285.720 285.685 285.631 285.698 285.825 285.891 285.766 285.743 285.738
#> [10] 285.786 285.897 285.999 285.649 285.702 285.671 285.693 285.768 285.849
#> [19] 285.735 285.763 285.718 285.698 285.746 285.831 285.912 285.983 285.894
#> [28] 285.809 285.760 285.881

## the final two arguments specify up- or down-sampling
## controlled by resample argument
vapour_read_raster(f, window = c(0, 0, 6, 5, 8, 9))
#> $Band1
#>  [1] 285.720 285.685 285.685 285.631 285.698 285.825 285.825 285.891 285.720
#> [10] 285.685 285.685 285.631 285.698 285.825 285.825 285.891 285.766 285.743
#> [19] 285.743 285.738 285.786 285.897 285.897 285.999 285.766 285.743 285.743
#> [28] 285.738 285.786 285.897 285.897 285.999 285.649 285.702 285.702 285.671
#> [37] 285.693 285.768 285.768 285.849 285.735 285.763 285.763 285.718 285.698
#> [46] 285.746 285.746 285.831 285.735 285.763 285.763 285.718 285.698 285.746
#> [55] 285.746 285.831 285.912 285.983 285.983 285.894 285.809 285.760 285.760
#> [64] 285.881 285.912 285.983 285.983 285.894 285.809 285.760 285.760 285.881

## if window is not included, and native TRUE then we get the entire window
str(vapour_read_raster(f, native = TRUE))
#> List of 1
#>  $ Band1: num [1:40898] 286 286 286 286 286 ...

## notice this is the length of the dimXY above
prod(vapour_raster_info(f)$dimXY)
#> [1] 40898

By chaining together what we know about how raster data works we can get exactly what we want from GDAL.

(Note that vapour_read_raster() returns a list of one band, new behaviour since version 0.4.0).

mm <- matrix(vapour_read_raster(f, native = TRUE)[[1]], 
      vapour_raster_info(f)$dimXY)
mm[mm < -1e6] <- NA
image(mm[,ncol(mm):1], asp = 2)

An example of using this facility interactively is in lazyraster.

OGRSQL

SQL is available for general GDAL vector data.

Note that each lower-level function accepts a sql argument, which sends a query to the GDAL library to be executed against the data source, this can create custom layers and so is independent of and ignores the layer argument. Note that the same sql statement can be passed to the geometry readers, so we get the matching sets of information. vapour_read_geometry will return NULL for each missing geometry if the statement doesn’t include geometry explicitly or implicitly, but vapour_read_geometry, vapour_read_geometry_text and vapour_read_extent all explicitly modify the statement “SELECT *“. (We are also assuming the data source hasn’t changed between accesses … let me know if this causes you problems!).

## note, this code assumes OGRSQL dialect
current_dialect <- Sys.getenv("vapour.sql.dialect")
Sys.unsetenv("vapour.sql.dialect")  ## ensure that default dialect is used 
## (in this case it's 'OGRSQL' but we only want to record the state and reset after)
## later on, when done do Sys.setenv(vapour.sql.dialect = current_dialect)


vapour_read_fields(mvfile, sql = "SELECT NAME, PLAN_REF FROM list_locality_postcode_meander_valley WHERE POSTCODE < 7291")
#> $NAME
#>  [1] "Frankford"          "Bridgenorth"        "Summerhill"        
#>  [4] "Blackstone Heights" "Lake St Clair"      "Trevallyn"         
#>  [7] "Riverside"          "Hadspen"            "Travellers Rest"   
#> [10] "Prospect Vale"     
#> 
#> $PLAN_REF
#>  [1] "CPR5142" "CPR5140" "CPR5150" "CPR5326" "CPR5570" "CPR5155" "CPR5140"
#>  [8] "CPR5329" "CPR5326" "CPR5325"
vapour_read_fields(mvfile, sql = "SELECT NAME, PLAN_REF, FID FROM list_locality_postcode_meander_valley WHERE POSTCODE = 7306")
#> $NAME
#> [1] "Cradle Mountain" "Mount Roland"    "Middlesex"       "Lower Beulah"   
#> 
#> $PLAN_REF
#> [1] "CPR5363" "CPR5359" "CPR5362" "CPR5361"
#> 
#> $FID
#> [1] 20 31 36 45

Also note that FID is a special row number value, to be used a as general facility for selecting by structural row. This FID is driver-dependent, it can be 0- or 1-based, or completely arbitrary.

Variously, drivers (GDAL’s formats) are 0- or 1- based with the FID. Others (such as OSM) are arbitrary, and have non-sequential (and presumably persistent) FID values.

library(vapour)
file0 <- "list_locality_postcode_meander_valley.tab"
mvfile <- system.file("extdata/tab", file0, package="vapour")
layer <- gsub(".tab$", "", basename(mvfile))
## get the number of features by FID (DISTINCT should be redundant here)
vapour_read_fields(mvfile, sql = sprintf("SELECT COUNT(DISTINCT FID) AS nfeatures FROM %s", layer))
#> $nfeatures
#> [1] 58

## note how TAB is 1-based 
vapour_read_fields(mvfile, sql = sprintf("SELECT COUNT(*) AS n FROM %s WHERE FID < 2", layer))
#> $n
#> [1] 1

## but SHP is 0-based
shp <- system.file("extdata/point.shp", package="vapour")
vapour_read_fields(shp, sql = sprintf("SELECT COUNT(*) AS n FROM %s WHERE FID < 2", "point"))
#> $n
#> [1] 2

See https://gdal.org/user/ogr_sql_dialect.html

Now we are done with our SQL, so in case something else was using current_dialect, restore it.

Sys.setenv(vapour.sql.dialect = current_dialect)

There are many useful higher level operations that can be used with this. The simplest is the ability to use GDAL as a database-like connection to attribute tables.

SQL Dialect

In earlier versions (pre 0.9.1) we couldn’t control the SQL dialect in use, so we variously had available ‘OGRSQL’ or ‘SQLITE’, or whatever native dialect the format defaults to. We couldn’t use ‘OGRSQL’ with a Geopackage, and neither could we use ‘SQLITE’ with a shapefile, MapInfo TAB, or ESRI file Geodatabase (these last three aren’t “real” databases so don’t have their own native SQL, and GDAL fills the gap with OGRSQL. Geopackage defaults to SQLITE, because that’s what it is built upon.

So for example.

## good citizenry
current_dialect <- Sys.getenv("vapour.sql.dialect")
Sys.setenv(vapour.sql.dialect = "SQLITE")

## now we can use SQLITE dialect with TAB
vapour_read_fields(mvfile, sql = sprintf("SELECT st_area(GEOMETRY) AS area FROM %s LIMIT 1 ", layer))
#> $area
#> [1] 51713229

## but with OGRSQL we need
Sys.setenv(vapour.sql.dialect = "OGRSQL")
vapour_read_fields(mvfile, sql = sprintf("SELECT OGR_GEOM_AREA AS area FROM %s LIMIT 1 ", layer))
#> $area
#> [1] 51713229

GDAL information

Find the GDAL version and drivers available.

vapour_gdal_version()
#> [1] "GDAL 3.8.4, released 2024/02/08"

str(vapour_all_drivers())
#> List of 7
#>  $ driver : chr [1:216] "VRT" "DERIVED" "GTiff" "COG" ...
#>  $ name   : chr [1:216] "Virtual Raster" "Derived datasets using VRT pixel functions" "GeoTIFF" "Cloud optimized GeoTIFF generator" ...
#>  $ vector : logi [1:216] FALSE FALSE FALSE FALSE FALSE FALSE ...
#>  $ raster : logi [1:216] TRUE TRUE TRUE TRUE TRUE TRUE ...
#>  $ create : logi [1:216] TRUE FALSE TRUE FALSE TRUE FALSE ...
#>  $ copy   : logi [1:216] TRUE FALSE TRUE TRUE TRUE FALSE ...
#>  $ virtual: logi [1:216] TRUE FALSE TRUE TRUE TRUE TRUE ...

Find the driver that will be used for a given data source.

vapour_driver(mvfile)
#> [1] "MapInfo File"

Vapour - lightweight GDAL

Raster data

OGRSQL

SQL Dialect

GDAL information