25

I'm trying to extract data from tables inside some pdf reports.

I've seen some examples using either pdftools and similar packages I was successful in getting the text, however, I just want to extract the tables.

Is there a way to use R to recognize and extract only tables?

2

4 Answers 4

23

Awsome question, I wondered about the same thing recently, thanks!

I did it, with tabulapdf ‘1.0.5’ (former tabulizer) as @hrbrmstr also suggests.

Installation

  1. make sure Java JRE or JDK is installed on your system
  2. install dependency rJava first

> install.packages("rJava") 
  1. Install tabulapdf
> remotes::install_github("ropensci/tabulapdf") > ## on 64-bit Windows: > # remotes::install_github("ropensci/tabulapdf", INSTALL_opts = "--no-multiarch") 

Now you are ready to extract tables from your PDF reports.

Example

> library(tabulapdf) > ## load report > l <- "https://sedl.org/afterschool/toolkits/science/pdf/ast_sci_data_tables_sample.pdf" > m <- extract_tables(l, encoding="UTF-8")[[2]] ## comes as a character matrix > ## use first row as column names > dat <- setNames(type.convert(as.data.frame(m[-1, ]), as.is=TRUE), m[1, ]) > ## example-specific date conversion > dat$Date <- as.POSIXlt(dat$Date, format="%m/%d/%y") > dat <- within(dat, Date$year <- ifelse(Date$year > 120, Date$year - 100, Date$year)) > dat ## voilà Speed (mph) Driver Car Engine Date 1 407.447 Craig Breedlove Spirit of America GE J47 1963-08-05 2 413.199 Tom Green Wingfoot Express WE J46 1964-10-02 3 434.220 Art Arfons Green Monster GE J79 1964-10-05 4 468.719 Craig Breedlove Spirit of America GE J79 1964-10-13 5 526.277 Craig Breedlove Spirit of America GE J79 1965-10-15 6 536.712 Art Arfons Green Monster GE J79 1965-10-27 7 555.127 Craig Breedlove Spirit of America, Sonic 1 GE J79 1965-11-02 8 576.553 Art Arfons Green Monster GE J79 1965-11-07 9 600.601 Craig Breedlove Spirit of America, Sonic 1 GE J79 1965-11-15 10 622.407 Gary Gabelich Blue Flame Rocket 1970-10-23 11 633.468 Richard Noble Thrust 2 RR RG 146 1983-10-04 12 763.035 Andy Green Thrust SSC RR Spey 1997-10-15 

Hope it works for you.

Limitations: Of course, the table in this example is quite simple and maybe you have to mess around with gsub and this kind of stuff.

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4 Comments

tabulizer can be ridiculously difficult to install. I never got it working on my Mac.
.@jaySf - The issue I am facing is that tabulizer() is reading all the tables but only the header of the table and not the contents of it. Any suggestion how to solve this?
@ChetanArvindPatil Hard to tell w/o any example. I assume that it depends on the software that created the pdf whether tabulator works or not.
I found this helpful, but still didnt work completely ... stackoverflow.com/questions/43884603/… gave alternative steps that worked for me. (Win10)
8

I would love to know the answer to this as well. But from my experience, you need to use regular expressions to get the data in a format that you want. You can see the following as an example:

library(pdftools) dat <- pdftools::pdf_text("https://s3-eu-central-1.amazonaws.com/de-hrzg-khl/kh-ffe/public/artikel-pdfs/Free_PDF/BF_LISTE_20016.pdf") dat <- paste0(dat, collapse = " ") pattern <- "Berufsfeuerwehr\\s+Straße(.)*02366.39258" extract <- regmatches(dat, regexpr(pattern, dat)) extract <- gsub('\n', " ", extract) strsplit(extract, "\\s{2,}") 

From here the data can then be looped to create the table as desired. But as you can see in the link, the PDF is not only a table.

Comments

2

Here is a different approach that works well on the PDF "https://sedl.org/afterschool/toolkits/science/pdf/ast_sci_data_tables_sample.pdf". You have the result of the output below.

library(RDCOMClient) path_PDF <- "C:\\ast_sci_data_tables_sample.pdf" path_Word <- "C:\\Temp.docx" #################################################################### #### Step 1 : We use the OCR of Word to convert the PDF in word #### #################################################################### wordApp <- COMCreate("Word.Application") wordApp[["Visible"]] <- TRUE wordApp[["DisplayAlerts"]] <- FALSE doc <- wordApp[["Documents"]]$Open(normalizePath(path_PDF), ConfirmConversions = FALSE) doc$SaveAs2(path_Word) ############################################################## #### Step 2 : We extract the table from the word document #### ############################################################## nb_Tables <- doc$tables()$count() list_Table <- list() for(l in 1 : nb_Tables) { print(l) nb_Row <- doc$tables(l)$Rows()$Count() nb_Col <- doc$tables(l)$Columns()$Count() mat_Temp <- matrix(NA, nrow = nb_Row, ncol = nb_Col) for(i in 1 : nb_Row) { for(j in 1 : nb_Col) { mat_Temp[i, j] <- tryCatch(doc$tables(l)$cell(i, j)$range()$text(), error = function(e) NA) } } list_Table[[l]] <- mat_Temp } list_Table [[1]] [,1] [,2] [1,] " Number of Coils \r\a" " Number of Paperclips\r\a" [2,] "5 \r\a" "3, 5, 4\r\a" [3,] " 10 \r\a" " 7, 8, 6\r\a" [4,] " 15 \r\a" "\t \t11, 10, 12\r\a" [5,] " 20 \r\a" "\t \t15, 13, 14\r\a" [[2]] [,1] [,2] [,3] [,4] [1,] "Speed (mph)\r\a" "Driver\r\a" "Car\r\a" "Engine\r\a" [2,] "407.447\r\a" "Craig Breedlove\r\a" "Spirit of America \r\a" "GE J47\r\a" [3,] "413.199\r\a" "Tom Green \r\a" "Wingfoot Express \r\a" "WE J46 \r\a" [4,] "434.22\r\a" "Art Arfons\r\a" "Green Monster \r\a" "GE J79 \r\a" [5,] "468.719\r\a" "Craig Breedlove\r\a" "Spirit of America\r\a" "GE J79 \r\a" [6,] "526.277\r\a" "Craig Breedlove\r\a" "Spirit of America\r\a" "GE J79 \r\a" [7,] "536.712\r\a" "Art Arfons\r\a" "Green Monster \r\a" "GE J79 \r\a" [8,] "555.127\r\a" "Craig Breedlove\r\a" "Spirit of America, Sonic 1 \r\a" "GE J79 \r\a" [9,] "576.553\r\a" "Art Arfons\r\a" "Green Monster \r\a" "GE J79 \r\a" [10,] "600.601\r\a" "Craig Breedlove\r\a" "Spirit of America, Sonic 1\r\a" "GE J79 \r\a" [11,] "622.407\r\a" "Gary Gabelich\r\a" "Blue Flame \r\a" "Rocket \r\a" [12,] "633.468\r\a" "Richard Noble \r\a" "Thrust 2 \r\a" "RR RG 146 \r\a" [13,] "763.035\r\a" "Andy Green\r\a" "Thrust SSC\r\a" "RR Spey\r\a" [14,] "\r\a" "\r\a" "\r\a" NA [,5] [1,] "Date\r\a" [2,] "8/5/63\r\a" [3,] "10/2/64\r\a" [4,] "10/5/64\r\a" [5,] "10/13/64\r\a" [6,] "10/15/65\r\a" [7,] "10/27/65\r\a" [8,] "11/2/65 \r\a" [9,] "11/7/65 \r\a" [10,] "11/15/65 \r\a" [11,] "10/23/70 \r\a" [12,] "10/4/83 \r\a" [13,] "10/15/97\r\a" [14,] NA [[3]] [,1] [,2] [1,] " Time (drops of water) \r\a" " Distance (cm)\r\a" [2,] "\t \t1 \r\a" " 10,11,9\r\a" [3,] "\t \t2 \r\a" " 29, 31, 30\r\a" [4,] "\t \t3 \r\a" " 59, 58, 61\r\a" [5,] "\t \t4 \r\a" " 102, 100, 98\r\a" [6,] "\t \t5 \r\a" " 122, 125, 127 \r\a" 

Comments

2

I have been able to extract the tables of the PDF "https://s3-eu-central-1.amazonaws.com/de-hrzg-khl/kh-ffe/public/artikel-pdfs/Free_PDF/BF_LISTE_20016.pdf" with the following code :

library(pdftools) library(stringr) path_PDF <- "https://s3-eu-central-1.amazonaws.com/de-hrzg-khl/kh-ffe/public/artikel-pdfs/Free_PDF/BF_LISTE_20016.pdf" list_text <- pdftools::pdf_text(path_PDF) list_text <- lapply(X = list_text, FUN = function(x) strsplit(x, "\n")[[1]]) list_text <- lapply(X = list_text, FUN = function(x) x[x != ""]) list_text <- lapply(X = list_text, FUN = function(x) str_split(x, "[:space:]{3,100}")) nb_Page <- length(list_text) vector_Nb_Col_By_Page <- c(5, 4, 5, 4) for(i in 1 : nb_Page) { list_text[[i]] <- lapply(X = list_text[[i]], FUN = function(x) if(length(x) == vector_Nb_Col_By_Page[i]) x else NULL) list_text[[i]] <- do.call("rbind", list_text[[i]]) } list_text [[1]] [,1] [,2] [,3] [,4] [,5] [1,] "Berufsfeuerwehr" "Straße" "PLZ/Ort" "Telefon-Nr. Zentrale" "Fax-Nr. Zentrale" [2,] "Aachen" "Stolberger Str. 155" "52068 Aachen" "0241.43237-9000" "0241.512527" [3,] "Altenburg" "Remsaer Str. 4" "04600 Altenburg" "03447.594-354" "03447.594-359" [4,] "Augsburg" "Berliner Allee 30" "86153 Augsburg" "0821.324-37610" "0821.324-37634" [5,] "Bautzen" "Gesundbrunnenring 23" "02625 Bautzen" "03591.6798-33" "03591.6798-66" [6,] "Berlin" "Voltairestr. 2" "10179 Berlin" "030.387-111" "030.387-10939" [7,] "Bielefeld" "Am Stadtholz 18" "33609 Bielefeld" "0521.512301" "0521.516590" [8,] "Bochum" "Brandwacht 1" "44894 Bochum" "0234.9254-0" "0234.9254-909" [9,] "Bonn" "Lievelingsweg 112" "53119 Bonn" "0228.717-0" "0228.664649" [10,] "Bottrop" "Hans-Sachs-Str. 78-80" "46236 Bottrop" "02041.7803-0" "02041.7803-509" [11,] "Brandenburg a. d. H." "Fontanestr. 1" "14770 Brandenburg a. d. H." "03381.6230" "03381.623151" [12,] "Braunschweig" "Feuerwehrstr. 1" "38114 Braunschweig" "0531.2345-0" "0531.2345-400" [13,] "Bremen" "Am Wandrahm 24" "28195 Bremen" "0421.3030-0" "0421.3030-11560" [14,] "Bremerhaven" "Zur Hexenbrücke 12" "27570 Bremerhaven" "0471.590-0" "0471.590-1269" [15,] "Chemnitz" "Schadestr. 11" "09112 Chemnitz" "0371.300641" "0371.488-3799" [16,] "Cottbus" "Dresdener Str. 46" "03050 Cottbus" "0355.632-0" "0355.632-138" [17,] "Cuxhaven" "Schulstr. 3" "27474 Cuxhaven" "04721.728-0" "04721.728-244" [18,] "Darmstadt" "Bismarckstr. 86" "64293 Darmstadt" "06151.780-0" "06151.132403" [19,] "Delmenhorst" "Rudolf-Königer-Str. 35" "27753 Delmenhorst" "04221.99-0" "04221.14549" [20,] "Dessau-Roßlau" "Innsbrucker Str. 8" "06849 Dessau-Roßlau" "0340.204-1376" "0340.204-2927" [21,] "Dortmund" "Steinstr. 25" "44122 Dortmund" "0231.845-0" "0231.845-6666" [22,] "Dresden" "Scharfenberger Str. 47" "01139 Dresden" "0351.8155-0" "0351.8155-253" [23,] "Duisburg" "Wintgensstr. 111" "47058 Duisburg" "0203.308-0" "0203.308-4000" [24,] "Düsseldorf" "Hüttenstr. 68" "40215 Düsseldorf" "0211.8920-999" "0211.371574" [25,] "Eberswalde" "Eberswalder Str. 41 a" "16227 Eberswalde" "03334.8191811" "03334.8191822" [26,] "Eisenach" "An der Feuerwache 6" "99817 Eisenach" "03691.7220" "03691.722310" [27,] "Erfurt" "St.-Florian-Str. 4" "99092 Erfurt" "0361.741-5100" "0361.741-5109" [28,] "Essen" "Eiserne Hand 45" "45139 Essen" "0201.123-9" "0201.228233" [29,] "Flensburg" "Munketoft 16" "24937 Flensburg" "0461.85-1111" "0461.85-2925" [30,] "Frankfurt am Main" "Feuerwehrstr. 1" "60435 Frankfurt am Main" "069.212-725127" "069.212-725129" [31,] "Frankfurt/Oder" "Heinrich-Hildebrand-Str. 21" "15232 Frankfurt/Oder" "0335.5653715" "0335.5653703" [32,] "Freiburg i. Br." "Eschholzstr. 118" "79115 Freiburg i. Br." "0761.201-3315" "0761.201-3395" [33,] "Fürth" "Helmplatz 2" "90762 Fürth" "0911.974-3600" "0911.974-3611" [34,] "Gelsenkirchen" "Seestr. 3" "45894 Gelsenkirchen" "0209.1704-0" "0209.1704-983" [35,] "Gera" "Berliner Str. 153" "07546 Gera" "0365.48820" "0365.22222" [36,] "Gießen" "Steinstr. 1" "35390 Gießen" "0641.306-3700" "0641.306-3709" [37,] "Görlitz" "Krölstr. 26" "02826 Görlitz" "03581.486411" "03581.486410" [38,] "Göttingen" "Breslauer Str. 10" "37085 Göttingen" "0551.70750" "0551.7075180" [39,] "Gotha" "Oststr. 33" "99867 Gotha" "03621.222560" "03621.222565" [40,] "Greifswald" "Wolgaster Str. 63 B" "17489 Greifswald" "03834.8536-2601" "03834.8536-2622" [41,] "Gütersloh" "Friedrich-Ebert-Str. 40" "33330 Gütersloh" "05241.504450" "05241.822029" [42,] "Hagen" "Bergischer Ring 87" "58095 Hagen" "02331.3740" "02331.374-4374" [43,] "Halle" "An der Feuerwache 5" "06124 Halle (Saale)" "0345.221-5000" "0345.221-5250" [44,] "Hamburg" "Westphalensweg 1" "20099 Hamburg" "040.42851-0" "040.42851-4119" [45,] "Hamm" "Hafenstr. 45" "59067 Hamm" "02381.903-0" "02381.903-525" [46,] "Hannover" "Feuerwehrstr. 1" "30169 Hannover" "0511.912-0" "0511.912-1500" [47,] "Heidelberg" "Baumschulenweg 4" "69124 Heidelberg" "06221.58-21100" "06221.984190" [48,] "Heilbronn" "Beethovenstr. 29" "74074 Heilbronn" "07131.56-2100" "07131.56-3607" [49,] "Herne" "Sodinger Str. 9" "44623 Herne" "02323.16-5211" "02323.16-2970" [50,] "Herten" "An der Feuerwache 7-9" "45699 Herten" "02366.31024" "02366.39258" [[2]] [,1] [,2] [,3] [,4] [1,] "E-Mail-Adresse (allgemein)" "Internet" "Leiter der Berufsfeuerwehr" "Telefon-Durchwahl" [2,] "[email protected]" "www.feuerwehr-aachen.de" "Ltd. BD Dipl.-Ing. Jürgen Wolff" "0241.43237-0001" [3,] "[email protected]" "www.feuerwehr-altenburg.eu" "BAR Ing. Thomas Wust" "03447.594-350" [4,] "[email protected]" "www.feuerwehr-augsburg.de" "Ltd. BD Dipl.-Chem. Frank Habermaier" "0821.324-37000" [5,] "[email protected]" "www.feuerwehr-bautzen.de" "BOI Markus Bergander" "03591.6798-99" [6,] "[email protected]" "www.berliner-feuerwehr.de" "LBD Dipl.-Ing. Wilfried Gräfling" "030.387-10900" [7,] "[email protected]" "www.feuerwehr-bielefeld.de" "Ltd. BD Dipl.-Chem. Rainer Kleibrink" "0521.512294" [8,] "[email protected]" "www.bochum.de/feuerwehr" "Dir. v. FW + RD Dr.-Ing. Dirk Hagebölling" "0234.9254-500" [9,] "[email protected]" "www.bonn.de" "Ltd. Städt. BD Dipl.-Ing. Jochen Stein" "0228.717-762" [10,] "[email protected]" "www.bottrop.de" "BD Dipl.-Ing. Kim Heimann" "02041.7803-102" [11,] "[email protected]" "www.stadt-brandenburg.de" "BD Ing. Detlef Wolf" "03381.623100" [12,] "[email protected]" "www.feuerwehr.braunschweig.de" "Ltd. BD Dipl.-Ing. Michael Hanne" "0531.2345-201" [13,] "[email protected]" "www.feuerwehr-bremen.org" "Ltd. BD Dipl.-Phys. Karl-Heinz Knorr" "0421.3030-11500" [14,] "[email protected]" "www.feuerwehr.bremerhaven.de" "Ltd. BD Dipl.-Wirtsch.-Ing. Jens Cordes" "0471.590-1200" [15,] "[email protected]" "www.chemnitz.de" "Ltd. BD Dipl.-Ing. Bernd Marschner" "0371.488-3701" [16,] "[email protected]" "www.feuerwehr.cottbus.de" "BD Jörg Specht" "0355.632-113" [17,] "[email protected]" "www.feuerwehr.cuxhaven.de" "BOAR Dipl.-Ing. (FH) Thomas Gillert" "04721.728-321" [18,] "[email protected]" "www.feuerwehr-darmstadt.de" "Ltd. BD Dipl.-Ing. Johann Georg Braxenthaler" "06151.780-1000" [19,] "[email protected]" "www.feuerwehr-delmenhorst.de" "BOAR Thomas Simon" "04221.99-1133" [20,] "[email protected]" "www.dessau-rosslau.de" "BR Lutz Kuhnhold" "0340.204-1037" [21,] "[email protected]" "www.feuerwehr.dortmund.de" "Dir. d. Fw Dipl.-Ing. Dirk Aschenbrenner" "0231.845-6000" [22,] "[email protected]" "www.dresden.de/feuerwehr" "Ltd. Stadtdirektor Ing. Andreas Rümpel" "0351.8155250" [23,] "[email protected]" "www.duisburg.de" "BD Dipl.-Ing. Oliver Tittmann" "0203.308-2000" [24,] "[email protected]" "www.feuerwehr-duesseldorf.de" "Dir. d. Fw Dipl.-Phys. Peter Albers" "0211.3889-102" [25,] "[email protected]" "www.feuerwehr-eberswalde.de" "StBR Dipl.-Ing. (FH) Nikolaus Meier" "03334.8191812" [26,] "[email protected]" "www.eisenach.de" "BA Jens Claus" "03691.673370" [27,] "[email protected]" "www.erfurt.de/feuerwehr" "Ltd. BD Dipl.-Ing. (TU) Tobias Bauer" "0361.741-5000" [28,] "[email protected]" "www.feuerwehr-essen.com" "Dir. d. Fw Dipl.-Ing. Ulrich Bogdahn" "0201.123-7000" [29,] "[email protected]" "www.berufsfeuerwehr.flensburg.de" "OBR Carsten Herzog" "0461.851120" [30,] "[email protected]" "www.feuerwehr-frankfurt.de" "Dir. d. BD Prof. Dipl.-Ing. Reinhard Ries" "069.212-720010" [31,] "[email protected]" "www.frankfurt-oder.de" "BD Dipl.-Ing. (FH) Helmut Otto" "0335.5653701" [32,] "[email protected]" "www.freiburg.de" "Ltd. BD Dipl.-Ing. Ralf-Jörg Hohloch" "0761.201-3300" [33,] "[email protected]" "www.feuerwehr-fuerth.org" "BOR Dipl.-Ing. (FH) Christian Gußner" "0911.974-3613" [34,] "[email protected]" "www.feuerwehr-gelsenkirchen.de" "Ltd. BD Dipl.-Chem. Michael Axinger" "0209.1704-200" [35,] "[email protected]" "www.feuerwehr-gera.de" "BR Axel Schuh" "0365.838-2600" [36,] "[email protected]" "www.feuerwehr.giessen.de" "BORin Dipl.-Ing. Martina Klee" "0641.306-3701" [37,] "[email protected]" "www.feuerwehr.goerlitz.de" "BR Dipl.-Ing. oec. Uwe Restetzki" "03581.486412" [38,] "[email protected]" "www.feuerwehr.goettingen.de" "BD Dr. rer. nat. Martin Schäfer" "0551.7075214" [39,] "[email protected]" "www.feuerwehr-gotha.de" "BA Andreas Ritter" "03621.222560" [40,] "[email protected]" "www.greifswald.de" "BR Mathias Herenz" "03834.8536-2600" [41,] "[email protected]" "www.feuerwehr-guetersloh.de" "BD Dipl.-Ing. Joachim Koch" "05241.82-2003" [42,] "[email protected]" "www.hagen.de" "komm. OBR Dipl.-Ing. Veit Lenke" "02331.374-1100" [43,] "[email protected]" "www.feuerwehr-halle.de" "BR Dr.-Ing. Robert Pulz" "0345.221-5230" [44,] "[email protected]" "www.feuerwehr.hamburg.de" "OBD Dipl.-Ing. Klaus Maurer" "040.42851-4001" [45,] "[email protected]" "www.feuerwehr-hamm.de" "Ltd. BD Dipl.-Ing. Wilhelm Tigges" "02381.903-100" [46,] "[email protected]" "www.feuerwehr-hannover.de" "Dir. d. Fw Dipl.-Chem. Claus Lange" "0511.912-1200" [47,] "[email protected]" "www.feuerwehr-heidelberg.de" "StBD Dr. Georg Belge" "06221.58-21000" [48,] "[email protected]" "www.feuerwehr-heilbronn.de" "BD Eberhard Jochim" "07131.56-2101" [49,] "[email protected]" "www.berufsfeuerwehr.herne.de" "Ltd. BD Dipl.-Ing. Andreas Spahlinger" "02323.16-5221" [50,] "[email protected]" "www.herten.de" "BR Stefan Lammering" "02366.307708" [[3]] [,1] [,2] [,3] [,4] [,5] [1,] "Berufsfeuerwehr" "Straße" "PLZ/Ort" "Telefon-Nr. Zentrale" "Fax-Nr. Zentrale" [2,] "Hildesheim" "An der Feuerwache 4-7" "31135 Hildesheim" "05121.3012222" "05121.12600" [3,] "Hoyerswerda" "Liselotte-Hermann-Str. 89 a" "02977 Hoyerswerda" "03571.457360" "03571.457355" [4,] "Ingolstadt" "Dreizehnerstr. 1" "85049 Ingolstadt" "0841.305-3939" "0841.305-3999" [5,] "Iserlohn" "Dortmunder Str. 112" "58638 Iserlohn" "02371.806-6" "02371.806-806" [6,] "Jena" "Am Anger 28" "07743 Jena" "03641.4040" "03641.442811" [7,] "Kaiserslautern" "An der Feuerwache 6" "67663 Kaiserslautern" "0631.316052-0" "–" [8,] "Karlsruhe" "Ritterstr. 48" "76137 Karlsruhe" "0721.133-3750" "0721.133-3709" [9,] "Kassel" "Wolfhager Str. 25" "34117 Kassel" "0561.7884-0" "0561.7884-189" [10,] "Kiel" "Westring 325" "24116 Kiel" "0431.5905-0" "0431.5905-147" [11,] "Koblenz" "Schlachthofstr. 2-12" "56073 Koblenz" "0261.404040" "0261.44660" [12,] "Köln" "Scheibenstr. 13" "50737 Köln" "0221.9748-0" "0221.9748-1270" [13,] "Krefeld" "Zur Feuerwache 4" "47805 Krefeld" "02151.8213-0" "02151.8213-300" [14,] "Leipzig" "Goerdelerring 7" "04109 Leipzig" "0341.123-0" "–" [15,] "Leverkusen" "Stixchesstr. 162" "51371 Leverkusen" "0214.7505-0" "0214.7505-381" [16,] "Lübeck" "Bornhövedstr. 10" "23554 Lübeck" "0451.122-3800" "0451.122-3789" [17,] "Ludwigshafen" "Kaiserwörthdamm 1" "67065 Ludwigshafen" "0621.504-6110" "0621.504-6100" [18,] "Lünen" "Kupferstr. 60" "44532 Lünen" "02306.767-0" "02306.767-333" [19,] "Magdeburg" "Peter-Paul-Str. 12" "39106 Magdeburg" "0391.54010" "0391.540-1180" [20,] "Mainz" "Jakob-Leischner-Str. 11" "55128 Mainz" "06131.124580" "06131.124583" [21,] "Mannheim" "Meerfeldstr. 1-5" "68163 Mannheim" "0621.32888-0" "0621.32888-113" [22,] "Minden" "Marienstr. 75" "32425 Minden" "0571.8387-0" "0571.8387-200" [23,] "Mönchengladbach" "Stockholtweg 132" "41238 Mönchengladbach" "02166.9989-0" "02166.9989-2114" [24,] "Mülheim/Ruhr" "Zur Alten Dreherei 11" "45479 Mülheim an der Ruhr" "0208.455-92" "0208.455-3799" [25,] "München" "An der Hauptfeuerwache 8" "80331 München" "089.2353-001" "089.2353-3182" [26,] "Münster" "York-Ring 25" "48157 Münster" "0251.2025-0" "0251.2025-8010" [27,] "Neubrandenburg" "Ziegelbergstr. 50" "17033 Neubrandenburg" "0395.5551522" "0395.5551555" [28,] "Neumünster" "Färberstr. 105-107" "24534 Neumünster" "04321.3322-0" "04321.3322-191" [29,] "Nordhausen" "Hohekreuzstr. 1" "99734 Nordhausen" "03631.61900" "03631.902375" [30,] "Nürnberg" "Regenstr. 4" "90451 Nürnberg" "0911.231-6400" "0911.231-6405" [31,] "Oberhausen" "Brücktorstr. 30" "46047 Oberhausen" "0208.8585-1" "0208.8585-228" [32,] "Offenbach" "Rhönstr. 10" "63071 Offenbach am Main" "069.8237990" "069.8065-3337" [33,] "Oldenburg" "Ibo-Koch-Str. 6" "26127 Oldenburg" "0441.235-0" "–" [34,] "Osnabrück" "Nobbenburger Str. 4" "49076 Osnabrück" "0541.327-5112" "0541.323-2720" [35,] "Pforzheim" "Habermehlstr. 77" "75172 Pforzheim" "07231.39-2511" "07231.39-1517" [36,] "Plauen" "Poeppigstr. 8" "08529 Plauen" "03741.484130" "03741.484110" [37,] "Potsdam" "Holzmarktstr. 6" "14467 Potsdam" "0331.37010" "0331.294195" [38,] "Ratingen" "Voisweg 1-5" "40878 Ratingen" "02102.550-37777" "02102.550-37902" [39,] "Regensburg" "Greflinger Str. 20" "93055 Regensburg" "0941.507-1365" "0941.507-4369" [40,] "Remscheid" "Auf dem Knapp 23" "42855 Remscheid" "02191.16-2400" "02191.386921" [41,] "Reutlingen" "Hauffstr. 57" "72762 Reutlingen" "07121.303-1600" "07121.303-1788" [42,] "Rostock" "Erich-Schlesinger-Str. 24" "18059 Rostock" "0381.381-3711" "0381.381-3760" [43,] "Saarbrücken" "Hessenweg 7" "66111 Saarbrücken" "0681.3010-0" "0681.3010-219" [44,] "Salzgitter" "An der Feuerwache 3" "38226 Salzgitter" "05341.837-0" "05341.837-2804" [45,] "Schwerin" "Graf-Yorck-Str. 21" "19061 Schwerin" "0385.5000-0" "0385.5000-117" [46,] "Solingen" "Katternberger Str. 44-46" "42655 Solingen" "0212.2202-0" "0212.2202-149" [47,] "Stralsund" "Fährwall 18" "18439 Stralsund" "03831.253-813" "03831.253-812" [48,] "Stuttgart" "Mercedesstr. 35" "70372 Stuttgart" "0711.5066-0" "0711.5066-7399" [49,] "Trier" "St.-Barbara-Ufer 40" "54290 Trier" "0651.9488-0" "0651.9488-252" [50,] "Weimar" "Kromsdorfer Str. 13" "99427 Weimar" "03643.555-555" "03643.555-549" [51,] "Wiesbaden" "Kurt-Schumacher-Ring 16" "65197 Wiesbaden" "0611.499-0" "0611.499-190" [52,] "Wilhelmshaven" "Mozartstr. 11-13" "26382 Wilhelmshaven" "04421.9818-0" "04421.9818-180" [53,] "Wismar" "Frische Grube 13" "23966 Wismar" "03841.251-0" "03841.251-3342" [54,] "Witten" "Dortmunder Str. 17" "58449 Witten" "02302.923-0" "02302.81015" [55,] "Wolfsburg" "Dieselstr. 24" "38446 Wolfsburg" "05361.844-0" "05361.844-4276" [56,] "Würzburg" "Hofstallstr. 3" "97070 Würzburg" "0931.30906-0" "0931.30906-520" [57,] "Wuppertal" "August-Bebel-Str. 55" "42109 Wuppertal" "0202.563-1111" "0202.445331" [58,] "Zwickau" "Crimmitschauer Str. 35" "08056 Zwickau" "0375.83-5700" "0375.215764" [[4]] [,1] [,2] [,3] [,4] [1,] "E-Mail-Adresse (allgemein)" "Internet" "Leiter der Berufsfeuerwehr" "Telefon-Durchwahl" [2,] "[email protected]" "www.feuerwehr-hildesheim.de" "BOAR Dipl.-Ing. Martin Stenz M. A." "05121.3012201" [3,] "[email protected]" "www.hoyerswerda.de" "BR Ing. Dieter Kowark" "03571.457350" [4,] "[email protected]" "www.berufsfeuerwehr-Ingolstadt.de" "BR Dipl.-Ing. (FH) Ulrich Braun" "0841.305-3900" [5,] "[email protected]" "www.feuerwehr-iserlohn.de" "OBR Dipl.-Ing. Christian Eichhorn" "02371.806-700" [6,] "[email protected]" "www.jena.de" "OBR Dipl.-Ing. (TH) Michael Koch" "03641.49-9110" [7,] "[email protected]" "www.feuerwehr-kaiserslautern.de" "BD Dipl.-Ing. Konrad Schmitt" "0631.316052-1371" [8,] "[email protected]" "www.feuerwehr-karlsruhe.de" "BD Dipl.-Ing. Florian Geldner" "0721.133-3700" [9,] "[email protected]" "www.feuerwehr-kassel.eu" "Ltd. BD Dipl.-Ing. Norbert Schmitz" "0561.7884-101" [10,] "[email protected]" "www.kiel.de" "Ltd. BD Thomas Hinz" "0431.5905-121" [11,] "[email protected]" "www.feuerwehr-koblenz.de" "Dipl.-Ing. (FH) BAR Meik Maxeiner (ab 1.5.2016)" "0261.404048831" [12,] "[email protected]" "www.stadt-koeln.de" "Dir. d. Fw Dipl.-Ing. Johannes Feyrer" "0221.9748-9999" [13,] "[email protected]" "www.krefeld.de/feuerwehr" "Ltd. BD Dipl.-Ing. Dietmar Meißner" "02151.8213-200" [14,] "[email protected]" "www.feuerwehr-leipzig.de" "Ltd. StD Dipl.-Ing. K.-H. Schneider (bis 31.5.2016)" "0341.123-9500" [15,] "[email protected]" "www.leverkusen.de" "Ltd. BD Dipl.-Ing. Hermann Greven" "0214.7505-300" [16,] "[email protected]" "www.feuerwehr.luebeck.de" "Ltd. BD Dipl.-Ing. Oliver Bäth (bis 31.7.2016)" "0451.122-3700" [17,] "[email protected]" "www.ludwigshafen.de" "BD Dipl.-Ing. (FH) Peter Friedrich" "0621.504-3037" [18,] "[email protected]" "www.feuerwehr-luenen.de" "BOAR Rainer Ashoff" "02306.767-223" [19,] "[email protected]" "www.feuerwehr-magdeburg.de" "Ltd. BD Dipl.-Ing. Helge Langenhan" "0391.540-1110" [20,] "[email protected]" "www.feuerwehr-mainz.org" "BD Dipl.-Ing. Martin Spehr" "06131.124500" [21,] "[email protected]" "www.mannheim.de/feuerwehr/" "Stadtdirektor Dipl.-Ing. (FH) Thomas Schmitt" "0621.32888-100" [22,] "[email protected]" "www.minden112.de" "BR Heino Nordmeyer" "0571.8387-192" [23,] "[email protected]" "www.feuerwehr-mg.de" "Ltd. BD Dipl-Ing. Jörg Lampe" "02166.9989-2121" [24,] "[email protected]" "www.feuerwehr-muelheim.de" "Ltd. BD Dipl.-Ing. Burkhard Klein" "0208.455-3701" [25,] "[email protected]" "www.feuerwehr-muenchen.de" "OBD Dipl.-Ing. Wolfgang Schäuble" "089.2353-3100" [26,] "[email protected]" "www.muenster.de/stadt/feuerwehr" "Ltd. BD Dipl.-Ing. Benno Fritzen" "0251.2025-8000" [27,] "[email protected]" "www.neubrandenburg.de" "BOAR Frank Bühring" "0395.5551523" [28,] "[email protected]" "www.neumuenster.de/feuerwehr" "BD Dipl.-Ing. Sven Kasulke" "04321.3322-101" [29,] "[email protected]" "www.nordhausen-feuerwehr.de" "BOAR Ing. Gerd Jung" "03631.619012" [30,] "[email protected]" "www.nuernberg.de" "Stadtdirektor Dipl.-Min. Volker Skrok" "0911.231-6000" [31,] "[email protected]" "www.oberhausen.de" "BD Dipl.-Ing. Gerd Auschrat" "0208.8585-200" [32,] "[email protected]" "www.feuerwehr-offenbach.de" "Ltd. BD Dipl.-Ing. Uwe Sauer" "069.8065-3340" [33,] "[email protected]" "www.oldenburg.de" "BD Dipl.-Geol. Michael Bremer" "0441.235-4321" [34,] "[email protected]" "www.osnabrueck.de" "BD Dipl.-Ing. Dietrich Bettenbrock" "0541.323-1288" 

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