[R-sig-Geo] spgrass6, readVECT and overwriting ?
Mathieu Rajerison
mathieu.rajerison at gmail.com
Wed Oct 28 17:11:02 CET 2015
Yes, you're right. I should export directly from GRASS.
When doing :
for (i in 1:3) {
f <- readVECT("f")
}
I get :
with_c: argument reversed from version 0.7-11 and in GRASS 6
ERREUR :Layer <f> already exists in OGR data source
'D:/GRASSDB/paca/mapset/.tmp'
OGR data source with driver: ESRI Shapefile
Source: "D:/GRASSDB/paca/mapset/.tmp", layer: "f"
with 1 features
It has 5 fields
with_c: argument reversed from version 0.7-11 and in GRASS 6
ERREUR :Layer <f> already exists in OGR data source
'D:/GRASSDB/paca/mapset/.tmp'
OGR data source with driver: ESRI Shapefile
Source: "D:/GRASSDB/paca/mapset/.tmp", layer: "f"
with 1 features
It has 5 fields
with_c: argument reversed from version 0.7-11 and in GRASS 6
ERREUR :Layer <f> already exists in OGR data source
'D:/GRASSDB/paca/mapset/.tmp'
OGR data source with driver: ESRI Shapefile
Source: "D:/GRASSDB/paca/mapset/.tmp", layer: "f"
with 1 features
It has 5 fields
Warning messages:
1: running command 'v.out.ogr.exe -e -c input=f type=area layer=1
dsn=D:/GRASSDB/paca/mapset/.tmp olayer=f format=ESRI_Shapefile' had status
1
2: running command 'v.out.ogr.exe -e -c input=f type=area layer=1
dsn=D:/GRASSDB/paca/mapset/.tmp olayer=f format=ESRI_Shapefile' had status
1
3: running command 'v.out.ogr.exe -e -c input=f type=area layer=1
dsn=D:/GRASSDB/paca/mapset/.tmp olayer=f format=ESRI_Shapefile' had status
1
-----------------
sessionInfo() :
R version 3.1.2 (2014-10-31)
Platform: x86_64-w64-mingw32/x64 (64-bit)
locale:
[1] LC_COLLATE=French_France.1252 LC_CTYPE=French_France.1252
LC_MONETARY=French_France.1252
[4] LC_NUMERIC=C LC_TIME=French_France.1252
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] R.utils_2.1.0 R.oo_1.19.0 R.methodsS3_1.7.0 igraph_1.0.1
gdalUtils_2.0.1.7
[6] spdep_0.5-88 Matrix_1.2-2 maptools_0.8-34 spgrass6_0.8-8
XML_3.98-1.3
[11] rgeos_0.3-8 FNN_1.1 rgdal_0.9-2 raster_2.3-40
sp_1.0-17
[16] RStoolbox_0.1.1
loaded via a namespace (and not attached):
[1] boot_1.3-13 car_2.0-25 caret_6.0-57 coda_0.18-1
codetools_0.2-9
[6] colorspace_1.2-6 deldir_0.1-9 digest_0.6.8
doParallel_1.0.8 foreach_1.4.2
[11] foreign_0.8-61 geosphere_1.4-3 ggplot2_1.0.1 grid_3.1.2
gtable_0.1.2
[16] iterators_1.0.7 lattice_0.20-29 LearnBayes_2.15 lme4_1.1-10
magrittr_1.5
[21] MASS_7.3-35 MatrixModels_0.4-1 mgcv_1.8-3 minqa_1.2.4
munsell_0.4.2
[26] nlme_3.1-118 nloptr_1.0.4 nnet_7.3-8
parallel_3.1.2 pbkrtest_0.4-2
[31] plyr_1.8.3 proto_0.3-10 quantreg_5.19 Rcpp_0.12.0
reshape2_1.4.1
[36] scales_0.2.5 SparseM_1.7 splines_3.1.2 stats4_3.1.2
stringi_0.5-5
[41] stringr_1.0.0 tools_3.1.2
2015-10-28 16:16 GMT+01:00 Rainer M Krug <Rainer at krugs.de>:
> Mathieu Rajerison <mathieu.rajerison at gmail.com> writes:
>
> > Before was the code that works.
> >
> > Below is the code that generates issues :
> >
> > (sorry the multiple posts)
> >
> > for (id in 1:length(grids)) {
> >
> > (...)
> >
> > ## SMOOTH
> > print(">> SMOOTH")
> > smoothed = smooth(sieved, 9)
> > values(smoothed)[values(smoothed) > 0] = 1
> > values(smoothed)[values(smoothed)==0] = NA
> >
> > ## THIN
> > # WRITE TO GRASS
> > writeRAST(as(smoothed, "SpatialGridDataFrame"), "bdtopo", zcol="layer",
> > flags=c("overwrite"))
> > execGRASS("g.region", rast="bdtopo")
> > execGRASS("r.thin", parameters=list(input="bdtopo", output="thin"),
> > flags=c("overwrite"))
> > thin = raster(readRAST("thin"))
> >
> > ## CLEAN
> > execGRASS("r.to.vect", parameters=list(input="thin", output="thin",
> > feature="line"), flags=c("overwrite"))
> > execGRASS("v.clean", parameters=list(input="thin", tool="rmdangle",
> > output="clean", thresh=20), flags=c("overwrite"))
> >
> > cleaned = readVECT("clean")
> >
> > ## EXPORT
> > writeOGR(cleaned, "OUT/CLEANED", id, "ESRI Shapefile")
> > }
>
> OK. So what you are doing is in a loop
>
> write a raster to grass
> calculations in GRASS
> read result vector layer into R
>
> And the error occurs in
>
> cleaned = readVECT("clean")
>
> as temporary files during the readVECT are not cleaned up and not
> overwritten - correct?
>
> Then the rest is irrelevant.
>
> You can reproduce it by doing
>
> for (i in 1:10) {
> x <- readVECT("vectorLayerInSampleDataset")
> }
>
> Could you try this and see if it works in a sample dataset?
>
> If it does, the error comes from somewhere else.
>
>
> Under grass 7 it works:
>
> ,----
> | 03:37:37 {master} ~/ownCompiled/emacs-mac$ grass70
> | Cleaning up temporary files...
> | Starting GRASS GIS...
> |
> | __________ ___ __________ _______________
> | / ____/ __ \/ | / ___/ ___/ / ____/ _/ ___/
> | / / __/ /_/ / /| | \__ \\_ \ / / __ / / \__ \
> | / /_/ / _, _/ ___ |___/ /__/ / / /_/ // / ___/ /
> | \____/_/ |_/_/ |_/____/____/ \____/___//____/
> |
> | Welcome to GRASS GIS 7.0.1
> | GRASS GIS homepage: http://grass.osgeo.org
> | This version running through: Bash Shell (/usr/local/bin/bash)
> | Help is available with the command: g.manual -i
> | See the licence terms with: g.version -c
> | If required, restart the GUI with: g.gui wxpython
> | When ready to quit enter: exit
> |
> | Launching <wxpython> GUI in the background, please wait...
> | GRASS 7.0.1 (nc_basic_spm_grass7):~/ownCompiled/emacs-mac > R
> |
> | R version 3.2.2 (2015-08-14) -- "Fire Safety"
> | Copyright (C) 2015 The R Foundation for Statistical Computing
> | Platform: x86_64-apple-darwin14.5.0 (64-bit)
> |
> | R is free software and comes with ABSOLUTELY NO WARRANTY.
> | You are welcome to redistribute it under certain conditions.
> | Type 'license()' or 'licence()' for distribution details.
> |
> | Natural language support but running in an English locale
> |
> | R is a collaborative project with many contributors.
> | Type 'contributors()' for more information and
> | 'citation()' on how to cite R or R packages in publications.
> |
> | Type 'demo()' for some demos, 'help()' for on-line help, or
> | 'help.start()' for an HTML browser interface to help.
> | Type 'q()' to quit R.
> |
> | > library(rgrass7)
> | Loading required package: sp
> | Loading required package: XML
> | GRASS GIS interface loaded with GRASS version: GRASS 7.0.1 (2015)
> | and location: nc_basic_spm_grass7
> | > x <- readVECT("streams")
> | Exporting 8554 features...
> | 100%
> | v.out.ogr complete. 8554 features (Line String type) written to <streams>
> | (ESRI_Shapefile format).
> | OGR data source with driver: ESRI Shapefile
> | Source:
> "/Users/rainerkrug/nc_basic_spm_grass7/PERMANENT/.tmp/Rainers-MacBook-Pro.local",
> layer: "streams"
> | with 8554 features
> | It has 14 fields
> | > x <- readVECT("streams")
> | Exporting 8554 features...
> | 100%
> | v.out.ogr complete. 8554 features (Line String type) written to <streams>
> | (ESRI_Shapefile format).
> | OGR data source with driver: ESRI Shapefile
> | Source:
> "/Users/rainerkrug/nc_basic_spm_grass7/PERMANENT/.tmp/Rainers-MacBook-Pro.local",
> layer: "streams"
> | with 8554 features
> | It has 14 fields
> | >
> `----
>
>
> and also under grass-64:
>
> ,----
> | > library(spgrass6)
> | Loading required package: sp
> | Loading required package: XML
> | GRASS GIS interface loaded with GRASS version: GRASS 6.4.4 (2014)
> | and location: spearfish60
> | > x_readVECT("soils")
> | Error: could not find function "x_readVECT"
> | > x <- readVECT("soils")
> | with_c: argument reversed from version 0.7-11 and in GRASS 6
> | Exporting 737 areas (may take some time)...
> | 100%
> | WARNING: 1 features without attributes were written
> | v.out.ogr complete. 737 features written to <soils> (ESRI_Shapefile).
> | OGR data source with driver: ESRI Shapefile
> | Source:
> "/Users/rainerkrug/spearfish60/user1/.tmp/Rainers-MacBook-Pro.local",
> layer: "soils"
> | with 737 features
> | It has 2 fields
> | Warning message:
> | In execGRASS("v.out.ogr", flags = flags, input = vname, type = type, :
> | The command:
> | v.out.ogr -e -c input=soils type=area layer=1
> dsn=/Users/rainerkrug/spearfish60/user1/.tmp/Rainers-MacBook-Pro.local
> olayer=soils format=ESRI_Shapefile
> | produced at least one warning during execution:
> | Exporting 737 areas (may take some time)...
> | 100%
> | WARNING: 1 features without attributes were written
> | v.out.ogr complete. 737 features written to <soils> (ESRI_Shapefile).
> | > plot(x)
> | > plot(x)
> | > x <- readVECT("soils")
> | with_c: argument reversed from version 0.7-11 and in GRASS 6
> | Exporting 737 areas (may take some time)...
> | 100%
> | WARNING: 1 features without attributes were written
> | v.out.ogr complete. 737 features written to <soils> (ESRI_Shapefile).
> | OGR data source with driver: ESRI Shapefile
> | Source:
> "/Users/rainerkrug/spearfish60/user1/.tmp/Rainers-MacBook-Pro.local",
> layer: "soils"
> | with 737 features
> | It has 2 fields
> | Warning message:
> | In execGRASS("v.out.ogr", flags = flags, input = vname, type = type, :
> | The command:
> | v.out.ogr -e -c input=soils type=area layer=1
> dsn=/Users/rainerkrug/spearfish60/user1/.tmp/Rainers-MacBook-Pro.local
> olayer=soils format=ESRI_Shapefile
> | produced at least one warning during execution:
> | Exporting 737 areas (may take some time)...
> | 100%
> | WARNING: 1 features without attributes were written
> | v.out.ogr complete. 737 features written to <soils> (ESRI_Shapefile).
> | >
> `----
>
>
> Also: if you want to export it to a shape file, why do you import it
> into R and save it afterwards? Why not write it directly from GRASS as a
> shape file?
>
> Cheers,
>
> Rainer
>
> >
> > 2015-10-28 14:18 GMT+01:00 Mathieu Rajerison <
> mathieu.rajerison at gmail.com>:
> >
> >> Mr Krug,
> >>
> >>
> >> It is difficult to reproduce an example from the spearfish dataset as it
> >> doesn't natively contain data in it close to the one I used.
> >>
> >> To give you th context, my goal is to detect all blue features : rivers
> >> from a topographic map, ie 3-band RGB raster.
> >>
> >> With RStoolbox, I perform a Spectral Angle Classification of my data
> using
> >> sample points located on (near)blue pixels
> >>
> >> With GRASS, I then thin, vectorize and clean the result.
> >>
> >> As the process must be performed on a very large scale, I split it using
> >> grids where sample RGB parts of the topo map are extracted with
> >> gdal_translate. Everything is executed within a loop. At the end of the
> >> loop, I export the resulted cleant shapefile in a folder. At the end, I
> >> have as many shapefiles as processing grids.
> >>
> >> That's why I use temporary vector datasets inside GRASS that are
> >> overwritten at each loop instead of storing each individual result. I
> >> noticed that in my process, the vector data read in the grass database
> was
> >> not correct : always the first one. Because in fact, it didn't manage to
> >> delete the temporary file before writing the new one..
> >>
> >> The best I can do, is give you part of the code as as you can see the
> >> context.
> >>
> >> Thanks for the code improvements with file.remove and unlink !
> >>
> >> Cheers,
> >>
> >> Mathieu
> >>
> >> for (id in 1:length(grids)) {
> >>
> >> (...)
> >>
> >> ## SMOOTH
> >> print(">> SMOOTH")
> >> smoothed = smooth(sieved, 9)
> >> values(smoothed)[values(smoothed) > 0] = 1
> >> values(smoothed)[values(smoothed)==0] = NA
> >>
> >> ## THIN
> >> # WRITE TO GRASS
> >> writeRAST(as(smoothed, "SpatialGridDataFrame"), "bdtopo",
> zcol="layer",
> >> flags=c("overwrite"))
> >> execGRASS("g.region", rast="bdtopo")
> >> execGRASS("r.thin", parameters=list(input="bdtopo", output="thin"),
> >> flags=c("overwrite"))
> >> thin = raster(readRAST("thin"))
> >>
> >> ## CLEAN
> >> execGRASS("r.to.vect", parameters=list(input="thin", output="thin",
> >> feature="line"), flags=c("overwrite"))
> >> execGRASS("v.clean", parameters=list(input="thin", tool="rmdangle",
> >> output="clean", thresh=20), flags=c("overwrite"))
> >>
> >> # REMOVE FILES
> >> G = gmeta()
> >> tmpDir = file.path(G$GISDBASE, G$LOCATION_NAME, G$MAPSET, ".tmp")
> >> file.remove( list.files(path = tmpDir, Pattern ="^clean.*$",
> full.names
> >> = TRUE))
> >>
> >> # READ TO SPDF
> >> execGRASS("v.out.ogr", parameters=list(input="clean", type="line",
> >> dsn=tmpDir, olayer="clean", format="ESRI_Shapefile"))
> >> cleaned = readOGR(tmpDir, "clean")
> >>
> >> ## EXPORT
> >> writeOGR(cleaned, "OUT/CLEANED", id, "ESRI Shapefile")
> >> }
> >>
> >> 2015-10-27 14:11 GMT+01:00 Rainer M Krug <Rainer at krugs.de>:
> >>
> >>> Mathieu Rajerison <mathieu.rajerison at gmail.com> writes:
> >>>
> >>> > Dear Mr Krug,
> >>> >
> >>>
> >>> I'll Cc the R-sig-geo list in to keep the conversation there for future
> >>> reference and for other users who might have the same problem.
> >>>
> >>> > Sorry in advance for my english.
> >>>
> >>> Don't worry abut your English - it is perfectly fine.
> >>>
> >>> >
> >>> > My question was not about debugging, but about a potentiel generic
> >>> > behaviour of spgrass6.
> >>> >
> >>> > I should have reformulated my question in a simpler manner : does
> >>> spgrass6
> >>> > allow overwriting an existing dataset when using readVECT function ?
> >>>
> >>> The functions readVect / RAST are using temporary files - you are
> right,
> >>> but they should delete these upon exit. So if they do nbot do this, it
> >>> is a bug.
> >>>
> >>> >
> >>> > 1) no version information about R and GRASS (there are several GRASS
> 6
> >>> > versions)
> >>> > I've just put it at the end of this post.
> >>> > 2) no session information i.e. package versions used
> >>> > the latest spgrass6
> >>> > 3) no information about the OS (I guess it is windows based on the
> >>> > Source path above)
> >>> > you're right
> >>>
> >>> OK - thanks.
> >>>
> >>> > 4) no reproducible example which could be easily done by using the
> GRASS
> >>>
> >>> As I said - if you manually have to delete the temporary files, then
> >>> there is a bug in the package. Could you please provide a reproducible
> >>> example, using one of the example data sets from GRASS, so that I can
> >>> look at it?
> >>>
> >>> > 5) as far as I can see, in the newest version of spgrass6 there is no
> >>> > function readVECT()
> >>> > Yes, there is, as you will see on page 14 of the documentation.
> >>>
> >>> Sorry - overlooked it.
> >>>
> >>> >
> >>> > Finally, I solved the problem by using the following hint, "clean"
> being
> >>> > the name of my temporary shapefile dataset :
> >>> > l = list.files("D:/GRASSDB/paca/mapset/.tmp", "^clean.*$"); l =
> >>> > file.path("D:/GRASSDB/paca/mapset/.tmp", l)
> >>> > lapply(l, file.remove)
> >>> > execGRASS("v.out.ogr", parameters=list(input="clean", type="line",
> >>> > dsn="D:/GRASSDB/paca/mapset/.tmp", olayer="clean",
> >>> format="ESRI_Shapefile"))
> >>>
> >>> OK - reformated, the code looks as follow:
> >>>
> >>> --8<---------------cut here---------------start------------->8---
> >>> l = list.files("D:/GRASSDB/paca/mapset/.tmp", "^clean.*$")
> >>> l = file.path("D:/GRASSDB/paca/mapset/.tmp", l)
> >>> lapply(l, file.remove)
> >>> execGRASS( "v.out.ogr",
> >>> parameters=list(input="clean",
> >>> type="line",dsn="D:/GRASSDB/paca/mapset/.tmp", olayer="clean",
> >>> format="ESRI_Shapefile"))
> >>> --8<---------------cut here---------------end--------------->8---
> >>>
> >>> as a side note, you should be able to do
> >>>
> >>> file.remove( list.files(path = "D:/GRASSDB/paca/mapset/.tmp", Pattern =
> >>> "^clean.*$", full.names = TRUE) )
> >>>
> >>> or
> >>>
> >>> unlink("D:/GRASSDB/paca/mapset/.tmp/clean.*")
> >>>
> >>> instead of the first three commands.
> >>>
> >>> Now - in your example, you don't use the readVECT() function?
> >>>
> >>> If you check in the GRASS help for v.out.ogr, you can specify the
> >>> overwrite flag and the exported layer will be overwritten.
> >>>
> >>> But I have the feeling you are doing something in a to complicated way.
> >>>
> >>> What is it you want to do, and e=what is the problem you have or the
> >>> error message you get?
> >>>
> >>> Cheers,
> >>>
> >>> Rainer
> >>>
> >>> >
> >>> >
> >>> >> R.Version()
> >>> > $platform
> >>> > [1] "x86_64-w64-mingw32"
> >>> > $arch
> >>> > [1] "x86_64"
> >>> > $os
> >>> > [1] "mingw32"
> >>> >
> >>> > $system
> >>> > [1] "x86_64, mingw32"
> >>> > (...)
> >>> > $version.string
> >>> > [1] "R version 3.1.2 (2014-10-31)"
> >>> > $nickname
> >>> > [1] "Pumpkin Helmet"
> >>> >
> >>> > I will happily look int this if you can provide the necessary info.
> >>> >
> >>> > Cheers,
> >>> >
> >>> > Mathieu
> >>> >
> >>> > 2015-10-24 13:34 GMT+02:00 Rainer M Krug <Rainer at krugs.de>:
> >>> >
> >>> >> Mathieu Rajerison <mathieu.rajerison at gmail.com> writes:
> >>> >>
> >>> >> > Hi,
> >>> >> >
> >>> >> > I'm using spgrass6 and I use readVECT function in a loop.
> >>> >> >
> >>> >> > Using it causes an error because it doesn't overwrite the the
> >>> temporary
> >>> >> > shapefile..
> >>> >> >
> >>> >> >> thin = readVECT(vname="zoneBDTOPOthin")
> >>> >> > with_c: argument reversed from version 0.7-11 and in GRASS 6
> >>> >> > ERROR :Layer <zoneBDTO> already exists in OGR data source
> >>> >> > 'D:/GRASSDB/paca/mapset/.tmp'
> >>> >> > OGR data source with driver: ESRI Shapefile
> >>> >> > Source: "D:/GRASSDB/paca/mapset/.tmp", layer: "zoneBDTO"
> >>> >> > with 770 features
> >>> >> > It has 3 fields
> >>> >> > Warning message:
> >>> >> > running command 'v.out.ogr.exe -e -c input=zoneBDTOPOthin2
> type=line
> >>> >> > layer=1 dsn=D:/GRASSDB/paca/mapset/.tmp olayer=zoneBDTO
> >>> >> > format=ESRI_Shapefile' had status 1
> >>> >> >
> >>> >> >
> >>> >> > I wonder how to specify to spgrass that I want to overwrite the
> file
> >>> in
> >>> >> > readVECT, although I know using execGRASS and v.out.ogr with the
> >>> >> > appropriate overwrite flags would do the job.
> >>> >> >
> >>> >> > Thanks in advance for the answer..
> >>> >>
> >>> >> One reason why probably nobody replied is that
> >>> >>
> >>> >> 1) no version information about R and GRASS (there are several
> GRASS 6
> >>> >> versions)
> >>> >> 2) no session information i.e. package versions used
> >>> >> 3) no information about the OS (I guess it is windows based on the
> >>> >> Source path above)
> >>> >> 4) no reproducible example which could be easily done by using the
> >>> GRASS
> >>> >> 5) as far as I can see, in the newest version of spgrass6 there is
> no
> >>> >> function readVECT()
> >>> >>
> >>> >> So I would suggest to provide the info and give a reproducible
> example
> >>> >> using a GRASS sample dataset
> >>> >> (see https://grass.osgeo.org/download/sample-data/ - the Spearfish
> >>> >> dataset is probably the best)
> >>> >>
> >>> >> I will happily look int this if you can provide the necessary info.
> >>> >>
> >>> >> Cheers,
> >>> >>
> >>> >> Rainer
> >>> >>
> >>> >> >
> >>> >> > Mathieu
> >>> >> >
> >>> >> > [[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
> >>> >>
> >>> >> --
> >>> >> Rainer M. Krug, PhD (Conservation Ecology, SUN), MSc (Conservation
> >>> >> Biology, UCT), Dipl. Phys. (Germany)
> >>> >>
> >>> >> Centre of Excellence for Invasion Biology
> >>> >> Stellenbosch University
> >>> >> South Africa
> >>> >>
> >>> >> Tel : +33 - (0)9 53 10 27 44
> >>> >> Cell: +33 - (0)6 85 62 59 98
> >>> >> Fax : +33 - (0)9 58 10 27 44
> >>> >>
> >>> >> Fax (D): +49 - (0)3 21 21 25 22 44
> >>> >>
> >>> >> email: Rainer at krugs.de
> >>> >>
> >>> >> Skype: RMkrug
> >>> >>
> >>> >> PGP: 0x0F52F982
> >>> >>
> >>>
> >>> --
> >>> Rainer M. Krug, PhD (Conservation Ecology, SUN), MSc (Conservation
> >>> Biology, UCT), Dipl. Phys. (Germany)
> >>>
> >>> Centre of Excellence for Invasion Biology
> >>> Stellenbosch University
> >>> South Africa
> >>>
> >>> Tel : +33 - (0)9 53 10 27 44
> >>> Cell: +33 - (0)6 85 62 59 98
> >>> Fax : +33 - (0)9 58 10 27 44
> >>>
> >>> Fax (D): +49 - (0)3 21 21 25 22 44
> >>>
> >>> email: Rainer at krugs.de
> >>>
> >>> Skype: RMkrug
> >>>
> >>> PGP: 0x0F52F982
> >>>
> >>
> >>
>
> --
> Rainer M. Krug, PhD (Conservation Ecology, SUN), MSc (Conservation
> Biology, UCT), Dipl. Phys. (Germany)
>
> Centre of Excellence for Invasion Biology
> Stellenbosch University
> South Africa
>
> Tel : +33 - (0)9 53 10 27 44
> Cell: +33 - (0)6 85 62 59 98
> Fax : +33 - (0)9 58 10 27 44
>
> Fax (D): +49 - (0)3 21 21 25 22 44
>
> email: Rainer at krugs.de
>
> Skype: RMkrug
>
> PGP: 0x0F52F982
>
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