Dear everyone, I'm used to calculating the compass angles (clockwise from due North) of line features projected in UTM using the tool Linear Directional Mean <http://resources.esri.com/help/9.3/arcgisengine/java/gp_toolref/spatial_statistics_tools/how_linear_directional_mean_spatial_statistics_works.htm> from ArcGIS. I could find functions for performing a similar task but taking Origin -> Destination points and only in Lat/Lon (geographic coordinates) namely: geosphere::bearing and maptools::gzAzimuth. (Somehow they give different results for the same set of points: around 0.05 degrees, maybe because of the trigonometry) Because of the nature of my work it has to be in UTM. Perhaps someone skillfull in trigonometry can figure it out but i'm not the case. Is there a way to do this in R? Thanks, Eduardo
Bearing angle of UTM projected SpatialLines
5 messages · Eduardo Diez, Roger Bivand
On Wed, 25 May 2016, Eduardo Diez wrote:
Dear everyone, I'm used to calculating the compass angles (clockwise from due North) of line features projected in UTM using the tool Linear Directional Mean <http://resources.esri.com/help/9.3/arcgisengine/java/gp_toolref/spatial_statistics_tools/how_linear_directional_mean_spatial_statistics_works.htm> from ArcGIS. I could find functions for performing a similar task but taking Origin -> Destination points and only in Lat/Lon (geographic coordinates) namely: geosphere::bearing and maptools::gzAzimuth. (Somehow they give different results for the same set of points: around 0.05 degrees, maybe because of the trigonometry) Because of the nature of my work it has to be in UTM.
Interesting question. Could you please provide a test set of pairs of coordinates with the fully qualified UTM projection (which datum in particular, and if WGS84, which version - there are several), the output from ArcGIS (which version), and the geographical coordinates you see in ArcGIS (to remove the possibility that it is a projection issue on the R side). They don't need to mean anything, only that they can show us what the problem is in code and numeric terms. A link to an R file and an RDS file would be helpful. Roger
Perhaps someone skillfull in trigonometry can figure it out but i'm not the case. Is there a way to do this in R? Thanks, Eduardo [[alternative HTML version deleted]]
_______________________________________________ R-sig-Geo mailing list R-sig-Geo at r-project.org https://stat.ethz.ch/mailman/listinfo/r-sig-geo
Roger Bivand Department of Economics, Norwegian School of Economics, Helleveien 30, N-5045 Bergen, Norway. voice: +47 55 95 93 55; fax +47 55 95 91 00 e-mail: Roger.Bivand at nhh.no http://orcid.org/0000-0003-2392-6140 https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en http://depsy.org/person/434412
Here are some details and example:
sessionInfo()
R version 3.2.5 (2016-04-14) Platform: x86_64-w64-mingw32/x64 (64-bit) Running under: Windows 7 x64 (build 7601) Service Pack 1 locale: [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C [5] LC_TIME=English_United States.1252 attached base packages: [1] stats graphics grDevices utils datasets methods base other attached packages: [1] RPyGeo_0.9-3 RSAGA_0.94-5 plyr_1.8.3 gstat_1.1-3 [5] shapefiles_0.7 foreign_0.8-66 rgdal_1.1-8 maptools_0.8-39 [9] geosphere_1.5-1 ggplot2_2.1.0 raster_2.5-2 rgeos_0.3-19 [13] sp_1.2-3 RevoUtilsMath_3.2.5 loaded via a namespace (and not attached): [1] Rcpp_0.12.4 maps_3.1.0 munsell_0.4.3 colorspace_1.2-6 lattice_0.20-33 [6] FNN_1.1 xts_0.9-7 tools_3.2.5 parallel_3.2.5 grid_3.2.5 [11] gtable_0.2.0 intervals_0.15.1 digest_0.6.9 mapproj_1.2-4 labeling_0.3 [16] scales_0.4.0 spacetime_1.1-5 zoo_1.7-12 Spatial line: l1
str(l1)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] 642236 643006 6197243 6197948 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] 642236 6197243 643006 6197948 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=utm +zone=20 +south +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0" Spatial line in geographic coordinates: l1.geo
str(l1.geo)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] -61.5 -61.4 -34.4 -34.3 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] -61.5 -34.4 -61.4 -34.3 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=longlat +datum=WGS84 +no_defs +ellps=WGS84 +towgs84=0,0,0" Run of maptools::gzAzimuth:
gzAzimuth(from = l1.geo at lines[[1]]@Lines[[1]]@coords[1,],
+ to = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.52677 Run of geosphere::bearing: bearing(p1 = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], + p2 = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.65786 Angle given by Linear Directional Mean for l1: 47.53076 For l1.geo (in Lat/Lon) the ArcGIS' tool gives a warning that it it should be projected but calculates this angle: WARNING 000916: The input feature class does not appear to contain projected data. 51.94714 I can provide further information or files but i think this can be enough for now. Thanks, Regards 2016-05-25 4:32 GMT-03:00 Roger Bivand <Roger.Bivand at nhh.no>:
On Wed, 25 May 2016, Eduardo Diez wrote: Dear everyone,
I'm used to calculating the compass angles (clockwise from due North) of line features projected in UTM using the tool Linear Directional Mean < http://resources.esri.com/help/9.3/arcgisengine/java/gp_toolref/spatial_statistics_tools/how_linear_directional_mean_spatial_statistics_works.htm
from ArcGIS. I could find functions for performing a similar task but taking Origin -> Destination points and only in Lat/Lon (geographic coordinates) namely: geosphere::bearing and maptools::gzAzimuth. (Somehow they give different results for the same set of points: around 0.05 degrees, maybe because of the trigonometry) Because of the nature of my work it has to be in UTM.
Interesting question. Could you please provide a test set of pairs of coordinates with the fully qualified UTM projection (which datum in particular, and if WGS84, which version - there are several), the output from ArcGIS (which version), and the geographical coordinates you see in ArcGIS (to remove the possibility that it is a projection issue on the R side). They don't need to mean anything, only that they can show us what the problem is in code and numeric terms. A link to an R file and an RDS file would be helpful. Roger Perhaps someone skillfull in trigonometry can figure it out but i'm not the
case.
Is there a way to do this in R?
Thanks,
Eduardo
[[alternative HTML version deleted]]
_______________________________________________ R-sig-Geo mailing list R-sig-Geo at r-project.org https://stat.ethz.ch/mailman/listinfo/r-sig-geo
-- Roger Bivand Department of Economics, Norwegian School of Economics, Helleveien 30, N-5045 Bergen, Norway. voice: +47 55 95 93 55; fax +47 55 95 91 00 e-mail: Roger.Bivand at nhh.no http://orcid.org/0000-0003-2392-6140 https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en http://depsy.org/person/434412
I forgot to add the complete coordinates for the line:
l1 at lines[[1]]@Lines[[1]]@coords
[,1] [,2] [1,] 642236.2 6197243 [2,] 643005.6 6197948
l1.geo at lines[[1]]@Lines[[1]]@coords
[,1] [,2] [1,] -61.45336 -34.35639 [2,] -61.44511 -34.34994 Thanks 2016-05-25 16:09 GMT-03:00 Eduardo Diez <eduardodiez at gmx.com>:
Here are some details and example:
sessionInfo()
R version 3.2.5 (2016-04-14) Platform: x86_64-w64-mingw32/x64 (64-bit) Running under: Windows 7 x64 (build 7601) Service Pack 1 locale: [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C [5] LC_TIME=English_United States.1252 attached base packages: [1] stats graphics grDevices utils datasets methods base other attached packages: [1] RPyGeo_0.9-3 RSAGA_0.94-5 plyr_1.8.3 gstat_1.1-3 [5] shapefiles_0.7 foreign_0.8-66 rgdal_1.1-8 maptools_0.8-39 [9] geosphere_1.5-1 ggplot2_2.1.0 raster_2.5-2 rgeos_0.3-19 [13] sp_1.2-3 RevoUtilsMath_3.2.5 loaded via a namespace (and not attached): [1] Rcpp_0.12.4 maps_3.1.0 munsell_0.4.3 colorspace_1.2-6 lattice_0.20-33 [6] FNN_1.1 xts_0.9-7 tools_3.2.5 parallel_3.2.5 grid_3.2.5 [11] gtable_0.2.0 intervals_0.15.1 digest_0.6.9 mapproj_1.2-4 labeling_0.3 [16] scales_0.4.0 spacetime_1.1-5 zoo_1.7-12 Spatial line: l1
str(l1)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] 642236 643006 6197243 6197948 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] 642236 6197243 643006 6197948 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=utm +zone=20 +south +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0" Spatial line in geographic coordinates: l1.geo
str(l1.geo)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] -61.5 -61.4 -34.4 -34.3 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] -61.5 -34.4 -61.4 -34.3 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=longlat +datum=WGS84 +no_defs +ellps=WGS84 +towgs84=0,0,0" Run of maptools::gzAzimuth:
gzAzimuth(from = l1.geo at lines[[1]]@Lines[[1]]@coords[1,],
+ to = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.52677 Run of geosphere::bearing: bearing(p1 = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], + p2 = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.65786 Angle given by Linear Directional Mean for l1: 47.53076 For l1.geo (in Lat/Lon) the ArcGIS' tool gives a warning that it it should be projected but calculates this angle: WARNING 000916: The input feature class does not appear to contain projected data. 51.94714 I can provide further information or files but i think this can be enough for now. Thanks, Regards 2016-05-25 4:32 GMT-03:00 Roger Bivand <Roger.Bivand at nhh.no>:
On Wed, 25 May 2016, Eduardo Diez wrote: Dear everyone,
I'm used to calculating the compass angles (clockwise from due North) of line features projected in UTM using the tool Linear Directional Mean < http://resources.esri.com/help/9.3/arcgisengine/java/gp_toolref/spatial_statistics_tools/how_linear_directional_mean_spatial_statistics_works.htm
from ArcGIS. I could find functions for performing a similar task but taking Origin -> Destination points and only in Lat/Lon (geographic coordinates) namely: geosphere::bearing and maptools::gzAzimuth. (Somehow they give different results for the same set of points: around 0.05 degrees, maybe because of the trigonometry) Because of the nature of my work it has to be in UTM.
Interesting question. Could you please provide a test set of pairs of coordinates with the fully qualified UTM projection (which datum in particular, and if WGS84, which version - there are several), the output from ArcGIS (which version), and the geographical coordinates you see in ArcGIS (to remove the possibility that it is a projection issue on the R side). They don't need to mean anything, only that they can show us what the problem is in code and numeric terms. A link to an R file and an RDS file would be helpful. Roger Perhaps someone skillfull in trigonometry can figure it out but i'm not
the
case.
Is there a way to do this in R?
Thanks,
Eduardo
[[alternative HTML version deleted]]
_______________________________________________ R-sig-Geo mailing list R-sig-Geo at r-project.org https://stat.ethz.ch/mailman/listinfo/r-sig-geo
-- Roger Bivand Department of Economics, Norwegian School of Economics, Helleveien 30, N-5045 Bergen, Norway. voice: +47 55 95 93 55; fax +47 55 95 91 00 e-mail: Roger.Bivand at nhh.no http://orcid.org/0000-0003-2392-6140 https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en http://depsy.org/person/434412
On Wed, 25 May 2016, Eduardo Diez wrote:
I forgot to add the complete coordinates for the line:
l1 at lines[[1]]@Lines[[1]]@coords
[,1] [,2] [1,] 642236.2 6197243 [2,] 643005.6 6197948
l1.geo at lines[[1]]@Lines[[1]]@coords
[,1] [,2] [1,] -61.45336 -34.35639 [2,] -61.44511 -34.34994
#This was:
library(sp)
l1c <- cbind(c(642236.2, 643005.6), c(6197243, 6197948))
lgc <- cbind(c(-61.45336, -61.44511), c(-34.35639, -34.34994))
l1 <- SpatialLines(list(Lines(list(Line(l1c)), "1")),
proj4string=CRS("+proj=utm +zone=20 +south +datum=WGS84 +units=m +no_defs
+ellps=WGS84 +towgs84=0,0,0"))
l1.geo <- SpatialLines(list(Lines(list(Line(lgc)), "1")),
proj4string=CRS("+proj=longlat +datum=WGS84 +no_defs +ellps=WGS84
+towgs84=0,0,0"))
#but the lack of precision (I asked for binary) in the coordinates means
#that Arc's:
#Angle given by Linear Directional Mean for l1:
#47.53076
#becomes:
ds <- apply(coordinates(l1)[[1]][[1]], 2, diff)
atan2(ds[1], ds[2])*180/pi
atan2(ds[1], ds[2]-0.7343)*180/pi
#because the rounded difference in Northings is off by 0.7m.
#The spherical/ellipsoidal calculations are:
library(maptools)
gzAzimuth(from = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], to =
l1.geo at lines[[1]]@Lines[[1]]@coords[2,], type="snyder_sphere")
library(geosphere)
bearing(p1 = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], p2 =
l1.geo at lines[[1]]@Lines[[1]]@coords[2,], sphere=TRUE)
#equal as spherical, with this differeing a little depending where you are
#on the globe:
bearing(p1 = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], p2 =
l1.geo at lines[[1]]@Lines[[1]]@coords[2,], sphere=FALSE)
#obviously one is spherical, the other ellipsoidal. Neither are planar, so
#are not the same thing anyway.
If anyone feels like contributing a function to accept objects rather than
raw coordinates for gzAzimuth, and restricting to geographical
coordinates, adding a planar direction function, and an LDM function for
Lines and SpatialLines objects, or any of these, I'd be grateful.
Hope this clarifies,
Roger
Thanks 2016-05-25 16:09 GMT-03:00 Eduardo Diez <eduardodiez at gmx.com>:
Here are some details and example:
sessionInfo()
R version 3.2.5 (2016-04-14) Platform: x86_64-w64-mingw32/x64 (64-bit) Running under: Windows 7 x64 (build 7601) Service Pack 1 locale: [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C [5] LC_TIME=English_United States.1252 attached base packages: [1] stats graphics grDevices utils datasets methods base other attached packages: [1] RPyGeo_0.9-3 RSAGA_0.94-5 plyr_1.8.3 gstat_1.1-3 [5] shapefiles_0.7 foreign_0.8-66 rgdal_1.1-8 maptools_0.8-39 [9] geosphere_1.5-1 ggplot2_2.1.0 raster_2.5-2 rgeos_0.3-19 [13] sp_1.2-3 RevoUtilsMath_3.2.5 loaded via a namespace (and not attached): [1] Rcpp_0.12.4 maps_3.1.0 munsell_0.4.3 colorspace_1.2-6 lattice_0.20-33 [6] FNN_1.1 xts_0.9-7 tools_3.2.5 parallel_3.2.5 grid_3.2.5 [11] gtable_0.2.0 intervals_0.15.1 digest_0.6.9 mapproj_1.2-4 labeling_0.3 [16] scales_0.4.0 spacetime_1.1-5 zoo_1.7-12 Spatial line: l1
str(l1)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] 642236 643006 6197243 6197948 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] 642236 6197243 643006 6197948 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=utm +zone=20 +south +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0" Spatial line in geographic coordinates: l1.geo
str(l1.geo)
Formal class 'SpatialLinesDataFrame' [package "sp"] with 4 slots ..@ data :'data.frame': 1 obs. of 2 variables: .. ..$ OBJECTID : int 1 .. ..$ SHAPE_Leng: num 1043 .. ..- attr(*, "data_types")= chr [1:2] "N" "F" ..@ lines :List of 1 .. ..$ :Formal class 'Lines' [package "sp"] with 2 slots .. .. .. ..@ Lines:List of 1 .. .. .. .. ..$ :Formal class 'Line' [package "sp"] with 1 slot .. .. .. .. .. .. ..@ coords: num [1:2, 1:2] -61.5 -61.4 -34.4 -34.3 .. .. .. ..@ ID : chr "0" ..@ bbox : num [1:2, 1:2] -61.5 -34.4 -61.4 -34.3 .. ..- attr(*, "dimnames")=List of 2 .. .. ..$ : chr [1:2] "x" "y" .. .. ..$ : chr [1:2] "min" "max" ..@ proj4string:Formal class 'CRS' [package "sp"] with 1 slot .. .. ..@ projargs: chr "+proj=longlat +datum=WGS84 +no_defs +ellps=WGS84 +towgs84=0,0,0" Run of maptools::gzAzimuth:
gzAzimuth(from = l1.geo at lines[[1]]@Lines[[1]]@coords[1,],
+ to = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.52677 Run of geosphere::bearing: bearing(p1 = l1.geo at lines[[1]]@Lines[[1]]@coords[1,], + p2 = l1.geo at lines[[1]]@Lines[[1]]@coords[2,]) [1] 46.65786 Angle given by Linear Directional Mean for l1: 47.53076 For l1.geo (in Lat/Lon) the ArcGIS' tool gives a warning that it it should be projected but calculates this angle: WARNING 000916: The input feature class does not appear to contain projected data. 51.94714 I can provide further information or files but i think this can be enough for now. Thanks, Regards 2016-05-25 4:32 GMT-03:00 Roger Bivand <Roger.Bivand at nhh.no>:
On Wed, 25 May 2016, Eduardo Diez wrote: Dear everyone,
I'm used to calculating the compass angles (clockwise from due North) of line features projected in UTM using the tool Linear Directional Mean < http://resources.esri.com/help/9.3/arcgisengine/java/gp_toolref/spatial_statistics_tools/how_linear_directional_mean_spatial_statistics_works.htm
from ArcGIS. I could find functions for performing a similar task but taking Origin -> Destination points and only in Lat/Lon (geographic coordinates) namely: geosphere::bearing and maptools::gzAzimuth. (Somehow they give different results for the same set of points: around 0.05 degrees, maybe because of the trigonometry) Because of the nature of my work it has to be in UTM.
Interesting question. Could you please provide a test set of pairs of coordinates with the fully qualified UTM projection (which datum in particular, and if WGS84, which version - there are several), the output from ArcGIS (which version), and the geographical coordinates you see in ArcGIS (to remove the possibility that it is a projection issue on the R side). They don't need to mean anything, only that they can show us what the problem is in code and numeric terms. A link to an R file and an RDS file would be helpful. Roger Perhaps someone skillfull in trigonometry can figure it out but i'm not
the
case.
Is there a way to do this in R?
Thanks,
Eduardo
[[alternative HTML version deleted]]
_______________________________________________ R-sig-Geo mailing list R-sig-Geo at r-project.org https://stat.ethz.ch/mailman/listinfo/r-sig-geo
-- Roger Bivand Department of Economics, Norwegian School of Economics, Helleveien 30, N-5045 Bergen, Norway. voice: +47 55 95 93 55; fax +47 55 95 91 00 e-mail: Roger.Bivand at nhh.no http://orcid.org/0000-0003-2392-6140 https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en http://depsy.org/person/434412
Roger Bivand Department of Economics, Norwegian School of Economics, Helleveien 30, N-5045 Bergen, Norway. voice: +47 55 95 93 55; fax +47 55 95 91 00 e-mail: Roger.Bivand at nhh.no http://orcid.org/0000-0003-2392-6140 https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en http://depsy.org/person/434412