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 -9004104.36060864,-402293.281084887 -8986231.37576078,-491012.519106866 -8970857.47407324,-550405.189762588 -8997247.30420055,-585158.620065536 -9042579.67619273,-641881.352737595 -9085385.58876485,-663332.266091941 -9178738.31653796,-688674.092898266 -9218999.7558864,-780936.636662762 -9219313.42610064,-858722.506300589 -9258273.40067722,-877521.248907869 -9263545.21997402,-883724.407535351 -9255920.36893365,-915447.708493048 -9157030.21026662,-952697.920940315 -9093301.95777571,-1005612.23494143 -9052347.04374862,-1034825.17193256 -9011732.37603309,-1128435.13263803 -9033582.80035471,-1168181.1284872 -9032806.64127018,-1219536.67646088 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5495076.7009043,2663318.58614286 5458261.99414125,2641965.0713122 5436632.15946505,2605058.46101853 5402053.9443432,2556487.15650404 5396559.70236495,2504891.81394979 5426434.08776919,2445392.22419164 5438994.67243919,2401649.12907632 5486911.43909296,2341584.76595389 5497844.59232928,2281802.96322756 5508759.66048708,2214753.64831867 5500942.8016365,2199114.88588941 5498253.78927598,2150691.09531939 5498999.84638837,2081310.5045152 5463419.8328979,2073281.29581069 5460495.22751053,2003397.27497154 5438770.07729967,1946455.36538699 5450653.27721309,1900212.61557406 5492980.69853858,1845438.13999789 5511386.43284283,1790548.87452669 5529441.65912671,1760512.5103386 5575069.98948432,1749251.33259653 5590956.54490892,1702904.45897973 5638940.93420902,1690487.28917818 5675310.89348901,1694916.67790499 5752892.65134312,1685938.81951771 5790145.57623481,1663482.04206851 5841122.95570778,1690363.16786473 5912861.70895641,1697264.17362323 5990673.61729855,1752311.65777943 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-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.
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/RtmpAeT0aj/Rinst9f06cc845f0/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.
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.
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.
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
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.