Analyse Endnote Library

Import Endnote XML As Data Frame

library(kwb.endnote)

endnote_xml <- kwb.endnote::default_xml()

references_df <- kwb.endnote::create_df_from_endnote_xml(endnote_xml) %>%  
                 dplyr::filter(.data$ref_type_name != "Generic")
#> Reading '2020-06-17_KWB-documents.xml' in folder
#>   '/tmp/RtmpZov3cm/Rinst11ed33ccc6e3/kwb.endnote/extdata' ... ok.
#> Joining with `by = join_by(record_id)`

n_publications <- length(unique(references_df$record_id))

Analysis of Publications

The imported Endnote XML library 2020-06-17_KWB-documents.xml contains 952 which are analysed in detail in the following.

By Type

refs_by_type <- kwb.endnote::get_reference_type_names(endnote_xml) %>%
  dplyr::count(.data$ref_type_name) %>%
  dplyr::arrange(dplyr::desc(.data$n))

knitr::kable(refs_by_type)
ref_type_name n
Conference Paper 333
Report 280
Journal Article 202
Thesis 87
Conference Proceedings 24
Book Section 19
Book 7

By Year

endnote_list <- kwb.endnote::create_endnote_list(endnote_xml)
refs_df <- kwb.endnote::create_references_df(endnote_list)

p1 <- kwb.endnote::plot_pubs_by_year(refs_df) 
plotly::ggplotly(p1)

By Language

refs_by_language <- refs_df %>%
dplyr::count(language) %>%  
dplyr::mutate(percent = round(100*n/nrow(refs_df), 1))

  
knitr::kable(refs_by_language)
language n percent
de 306 32.1
en 635 66.7
fr 10 1.1
NA 1 0.1

Has an Abstract?

refs_with_abstract <- references_df %>% 
  dplyr::filter(.data$key1 == "abstract") %>%
  dplyr::count(.data$record_id, .data$rec_number, .data$ref_type_name)

n_pubs_with_abstract <- nrow(refs_with_abstract) 
### Percent of Publications with Abstracts
percent_pubs_with_abstracts <- round(100*nrow(refs_with_abstract)/n_publications,1) 

62.2 percent (i.e.  592 / 952 publications) have an abstract.

refs_with_abstract_and_linebreaks <- refs_with_abstract %>%  
  dplyr::filter(.data$n > 1) %>% 
  dplyr::arrange(dplyr::desc(.data$n))

n_pubs_with_abstract_and_linebreaks <- nrow(refs_with_abstract_and_linebreaks)

knitr::kable(refs_with_abstract_and_linebreaks)
record_id rec_number ref_type_name n
443 536 Thesis 14
422 512 Journal Article 11
628 798 Conference Proceedings 11
615 768 Conference Paper 9
318 379 Journal Article 7
692 935 Journal Article 7
727 993 Conference Paper 6
37 48 Report 5
374 449 Conference Paper 5
653 835 Conference Paper 5
731 997 Journal Article 5
772 1044 Conference Paper 5
789 1062 Thesis 5
842 1128 Conference Paper 5
353 420 Journal Article 4
5 7 Report 3
380 455 Report 3
384 460 Thesis 3
525 640 Conference Paper 3
631 806 Report 3
729 995 Thesis 3
760 1031 Conference Proceedings 3
801 1075 Report 3
95 113 Journal Article 2
114 134 Journal Article 2
180 215 Conference Paper 2
281 328 Conference Paper 2
300 351 Report 2
392 468 Thesis 2
522 636 Journal Article 2
691 934 Journal Article 2

However there are some line breaks for these abstracts for in total 31 publications as shown in the table above.

These need to be corrected manually!

By Accessibility Level

Is the accessibility level for the referenc defined in the fiel”caption” (confidential or not?)

refs_with_accessability_level <- refs_df %>% 
  dplyr::count(.data$caption) %>%  
  dplyr::mutate(percent = round(100*n/nrow(refs_df), 1))


n_pubs_with_accessability_level <- sum(refs_with_accessability_level$n[1:2]) 

percent_with_accessibility_level <- round(100*n_pubs_with_accessability_level/n_publications, 1)

is_confidential <- refs_with_accessability_level$caption=="confidential" & !is.na(refs_with_accessability_level$caption)


knitr::kable(refs_with_accessability_level)
caption n percent
confidential 45 4.7
public 56 5.9
NA 851 89.4

Only for 101 (i.e. 10.6 percent) meta information on the accessibility level is explicitly defined, out of which 45 are defined as confidential (i.e.  4.7 of the publications with metadata on the accessibility level).

Recommendation:

Fill the field caption for all publications with either:

  • public or

  • confidential

By Project

Group references by “label” (i.e. “project names”)

refs_with_project <- refs_df[!is.na(refs_df$label),]


n_pubs_with_project_meta <- nrow(refs_with_project)

### in percent
percent_pubs_with_project_meta <- round(100*n_pubs_with_project_meta/n_publications,1)


unique_project_names <- refs_with_project  %>% 
  dplyr::count(.data$label) 

knitr::kable(unique_project_names)
label n
abluft 1
amedeus 7
antiocker 9
aquanes 12
aquisafe-1 29
aquisafe-2 18
askuris 7
bephor 1
berlinbeach 1
biosens 1
carismo 18
carismo, codigreen, htc-berlin 1
circularagro 1
codigreen 19
compas 2
cosma 9
cylin 14
decamax 3
demeau 16
demoware 12
dswt 3
dw-biofilters 1
dwc 1
e-vent 3
ecotreat 1
enrem 28
enrem-plus 1
erdre 2
eva 13
flusshygiene 3
gstew 1
htc-berlin 2
htc-check 7
ic-nasri 5
ic-pharma 2
idb-india 1
imf 13
ism 30
ism, eva 2
ist4r 9
itzm 1
karolin 2
keys 1
kuras 35
mbr-train 4
merezon 4
mia-cso 31
monitor 10
nasri 74
networks4 16
newfert 3
nextgen 1
nitrolimit 13
nostotox 8
nurec4org 2
odoco-1 1
odoco-artnose 5
oemp 2
ogre 22
ogre, flusshygiene 1
oligo 6
optiwells-1 6
optiwells-2 4
oxeram-1 5
oxeram-2 31
oximar 2
oxired-1 3
oxired-2 9
p-pot 1
p-rex 41
pharmatreat 1
phorwaerts 7
pilotox 3
powerstep 15
pprp 2
prepared 8
prepared, wsstp 1
reef2w 5
riko 7
rkm 10
rwe-bo 4
sam-cso 16
saph-pani 15
scst 16
sema 16
sema-berlin-1 4
sema-berlin-2 1
senbao 1
smart-plant 1
spree2011 4
t-mon 6
techneau 31
testtools 4
trace 2
ufo-wwv 1
wawi 1
wellma-1 14
wellma-2 24
wellma-dna 5
wsstp 6

In total 92.9 percent (i.e.  884 / 952 publications) contain meta-information on the project. However, the spelling of project names does not follow a controlled vocabulary yet as can be seen in the table above.

Thus it is recommended to establish a controlled vocabulary for project identifiers according to the best-practices defined in the FAKIN project (see here).

By Author

Lastname/Firstname


refs_by_author_lastfirst <- references_df %>%
  dplyr::filter(.data$key2 == "authors") %>%
  dplyr::count(.data$value)  %>%
  dplyr::arrange(dplyr::desc(.data$n))

p2 <- kwb.endnote::plot_pubs_by_author(refs_by_author_lastfirst[1:50, ])
plotly::ggplotly(p2)

Quite messy the figure above. Thus names should be entered in Endnote in the following format:

Lastname, Firstname

Also note the , also is an author! This is due to entering a wrong semicolon in the Endnote database and needs to be fixed here for at least the following entries:


pubs_with_semicolon_as_author <- references_df %>%
  dplyr::filter(.data$key2 == "authors",
                .data$value == ",") %>% 
  dplyr::count(.data$rec_number) %>% 
  dplyr::arrange(dplyr::desc(.data$n)) 


n_pubs_with_semicolon_as_author <- nrow(pubs_with_semicolon_as_author)

knitr::kable(pubs_with_semicolon_as_author)
rec_number n
239 1

In total 1 publications contain one or more semicolon authors. This needs to be fixed manually in the Endnote DB.

Lastname

For now data-munging is needed to just use the authors` lastname for aggregating the data

refs_by_author_last <- references_df %>%
  dplyr::filter(.data$key2 == "authors") %>%
  dplyr::mutate(value = stringr::str_remove_all(.data$value, ",.*")) %>%
  dplyr::mutate(value = stringr::str_remove_all(.data$value, "^\\w+\\.?\\s+")) %>%
  dplyr::count(.data$value)  %>%
  dplyr::arrange(dplyr::desc(.data$n))

p3 <- kwb.endnote::plot_pubs_by_author(refs_by_author_last[1:50, ])
plotly::ggplotly(p3)

Journal Articles

By Journal

Journal names need to be harmonised. Also needs to be checked what the differences between full-title and secondary-title of journal are.

Journal full-title

Defined in: $`record`$periodical$`full-title`$style[[1]]


pubs_in_journals <- references_df %>%  
  dplyr::filter(.data$ref_type_name == "Journal Article")

n_pubs_in_journals <- length(unique(pubs_in_journals$record_id))

  
journal_title_full <- pubs_in_journals %>%  
  dplyr::filter(.data$key2 %in% c("full-title")) %>% 
  dplyr::mutate("source_field" = sprintf("%s_%s",.data$key1, 
                                           .data$key2))  %>% 
  dplyr::count(.data$value, .data$source_field) 

knitr::kable(journal_title_full)
value source_field n
AMBIO. A Journal of the Human Environment periodical_full-title 1
Acta hydrochimica et hydrobiologica periodical_full-title 2
Applied Geochemistry periodical_full-title 1
Applied and Environmental Microbiology periodical_full-title 1
Aqua & Gas periodical_full-title 1
Aqua Strategy periodical_full-title 1
Aquatic Geochemistry periodical_full-title 1
BfN Skripten periodical_full-title 1
Bornimer Agrartechnische Berichte periodical_full-title 1
Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz periodical_full-title 1
Chemical Engineering Transactions periodical_full-title 1
Chemie Ingenieur Technik periodical_full-title 3
Chemosphere periodical_full-title 3
Computers & Geosciences periodical_full-title 1
Critical Reviews in Environmental Science and Technology periodical_full-title 1
DVGW Energie | Wasser-Praxis periodical_full-title 4
Desalination periodical_full-title 2
Desalination and Water Treatment periodical_full-title 4
Ecological Engineering periodical_full-title 1
Environ Toxicology periodical_full-title 1
Environmental Earth Sciences periodical_full-title 4
Environmental Engineering Science periodical_full-title 1
Environmental Geology periodical_full-title 1
Environmental Science & Technology periodical_full-title 4
Environmental Sciences Europe periodical_full-title 1
Ernst & Sohn Regenwasser-Management periodical_full-title 2
Ernst & Sohn Special 2019 - Regenwasser-Management periodical_full-title 1
FEMS Microbiology periodical_full-title 1
Fertilizer International periodical_full-title 1
Filtration+Separation periodical_full-title 1
GWF Wasser/Abwasser periodical_full-title 4
Gebäudegrün periodical_full-title 1
German American Water Technology Magazine periodical_full-title 1
Groundwater periodical_full-title 1
Groundwater Monitoring & Remediation periodical_full-title 2
Grundwasser - Zeitschrift der Fachsektion Hydrogeologie periodical_full-title 2
Harmful Algae periodical_full-title 1
Humuswirtschaft & Kompost aktuell periodical_full-title 2
HyWa Hydrologie und Wasserbewirtschaftung periodical_full-title 1
Hydrogeology Journal periodical_full-title 2
Hydrological Processes periodical_full-title 1
Hydroplus periodical_full-title 1
ICUD periodical_full-title 1
IGB Jahresforschungsbericht periodical_full-title 2
IWA Specialist group on diffuse pollution. Newsletter periodical_full-title 1
IWA Water Research periodical_full-title 6
IWA Water Reuse Newsletter July 2011 periodical_full-title 1
International Journal of Environmental Science and Technology periodical_full-title 1
International Journal of Systematic and Evolutionary Microbiology periodical_full-title 1
Journal of Environmental Sciences periodical_full-title 1
Journal of Hazardous Materials periodical_full-title 1
Journal of Hazardous, Toxic, and Radioactive Waste periodical_full-title 1
Journal of Hydroinformatics periodical_full-title 1
Journal of Hydrology periodical_full-title 2
Journal of Plankton Research periodical_full-title 1
Journal of Soils and Sediments periodical_full-title 1
Journal of Water and Climate Change periodical_full-title 1
Journal of Water and Health periodical_full-title 1
KA Korrespondenz Abwasser, Abfall periodical_full-title 14
KW Korrespondenz Wasserwirtschaft periodical_full-title 2
Lake and Reservoir Management periodical_full-title 1
Limnology and Oceanography periodical_full-title 2
Mitt Umweltchem Ökotox periodical_full-title 1
Mittendrin periodical_full-title 1
Naturnahe Pufferzonen als Gewässerschutzmodelle periodical_full-title 1
Neue Landschaft periodical_full-title 1
Oecologia periodical_full-title 1
Phycologia periodical_full-title 1
ReSource periodical_full-title 1
Science of the Total Environment periodical_full-title 1
Springer Professional, Online Article periodical_full-title 1
Structure and Infrastructure Engineering periodical_full-title 1
Sustainability periodical_full-title 1
Sustainable Water Resources Management periodical_full-title 1
Toxicology letters periodical_full-title 1
Toxicon periodical_full-title 4
Umweltmagazin periodical_full-title 1
Urban Water Journal periodical_full-title 2
VDI Nachrichten periodical_full-title 1
Vom Wasser periodical_full-title 1
Wasser und Abfall periodical_full-title 1
Water periodical_full-title 1
Water & Wastewater International periodical_full-title 4
Water Environmental Research periodical_full-title 1
Water Practice & Technology periodical_full-title 3
Water Research periodical_full-title 11
Water Resources Management periodical_full-title 1
Water Resources Research periodical_full-title 2
Water Science & Technology periodical_full-title 16
Water Science & Technology Water Supply periodical_full-title 1
World of Mining periodical_full-title 1
bbr Fachmagazin für Brunnen- und Leitungsbau periodical_full-title 4
bluefacts periodical_full-title 5
fbr-Wasserspiegel periodical_full-title 1
green facts periodical_full-title 1
wasserwirtschaft wassertechnik periodical_full-title 2
wwt Modernisierungsreport 2019/20 periodical_full-title 1
wwt Wasserwirtschaft Wassertechnik periodical_full-title 11

Journal secondary-title

Defined in: $`record`$titles$`secondary-title`$style[[1]]

journal_title_secondary <- pubs_in_journals %>%  
  dplyr::filter(.data$key2 %in% c("secondary-title")) %>% 
  dplyr::mutate("source_field" = sprintf("%s_%s",.data$key1, 
                                           .data$key2))  %>% 
  dplyr::count(.data$value, .data$source_field)

knitr::kable(journal_title_secondary)
value source_field n
AMBIO. A Journal of the Human Environment titles_secondary-title 1
Acta hydrochimica et hydrobiologica titles_secondary-title 2
Applied Geochemistry titles_secondary-title 1
Applied and Environmental Microbiology titles_secondary-title 1
Aqua & Gas titles_secondary-title 1
Aqua Strategy titles_secondary-title 1
Aquatic Geochemistry titles_secondary-title 1
BfN Skripten titles_secondary-title 1
Bornimer Agrartechnische Berichte titles_secondary-title 1
Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz titles_secondary-title 1
Chemical Engineering Transactions titles_secondary-title 1
Chemie Ingenieur Technik titles_secondary-title 3
Chemosphere titles_secondary-title 3
Computers & Geosciences titles_secondary-title 1
Critical Reviews in Environmental Science and Technology titles_secondary-title 1
DVGW Energie | Wasser-Praxis titles_secondary-title 4
Desalination titles_secondary-title 2
Desalination and Water Treatment titles_secondary-title 4
Ecological Engineering titles_secondary-title 1
Ecological Engineering titles_secondary-title 1
Environ Toxicology titles_secondary-title 1
Environmental Earth Sciences titles_secondary-title 4
Environmental Engineering Science titles_secondary-title 1
Environmental Geology titles_secondary-title 1
Environmental Science & Technology titles_secondary-title 4
Environmental Sciences Europe titles_secondary-title 1
Ernst & Sohn Regenwasser-Management titles_secondary-title 2
Ernst & Sohn Special 2019 - Regenwasser-Management titles_secondary-title 1
FEMS Microbiology titles_secondary-title 1
Fertilizer International titles_secondary-title 1
Filtration+Separation titles_secondary-title 1
GWF Wasser/Abwasser titles_secondary-title 4
Gebäudegrün titles_secondary-title 1
German American Water Technology Magazine titles_secondary-title 1
Groundwater Monitoring & Remediation titles_secondary-title 2
Grundwasser - Zeitschrift der Fachsektion Hydrogeologie titles_secondary-title 2
Harmful Algae titles_secondary-title 1
Humuswirtschaft & Kompost aktuell titles_secondary-title 2
HyWa Hydrologie und Wasserbewirtschaftung titles_secondary-title 1
Hydrogeology Journal titles_secondary-title 2
Hydrological Processes titles_secondary-title 1
Hydroplus titles_secondary-title 1
ICUD titles_secondary-title 1
IGB Jahresforschungsbericht titles_secondary-title 2
IWA Specialist group on diffuse pollution. Newsletter titles_secondary-title 1
IWA Water Research titles_secondary-title 6
IWA Water Reuse Newsletter July 2011 titles_secondary-title 1
International Journal of Environmental Science and Technology titles_secondary-title 1
International Journal of Systematic and Evolutionary Microbiology titles_secondary-title 1
Journal of Environmental Management titles_secondary-title 1
Journal of Environmental Sciences titles_secondary-title 1
Journal of Hazardous Materials titles_secondary-title 1
Journal of Hazardous, Toxic, and Radioactive Waste titles_secondary-title 1
Journal of Hydroinformatics titles_secondary-title 1
Journal of Hydrology titles_secondary-title 2
Journal of Plankton Research titles_secondary-title 1
Journal of Soils and Sediments titles_secondary-title 1
Journal of Water and Climate Change titles_secondary-title 1
Journal of Water and Health titles_secondary-title 1
KA Korrespondenz Abwasser, Abfall titles_secondary-title 14
KW Korrespondenz Wasserwirtschaft titles_secondary-title 2
Lake and Reservoir Management titles_secondary-title 1
Limnology and Oceanography titles_secondary-title 2
Mitt Umweltchem Ökotox titles_secondary-title 1
Mittendrin titles_secondary-title 1
Naturnahe Pufferzonen als Gewässerschutzmodelle titles_secondary-title 1
Neue Landschaft titles_secondary-title 1
Oecologia titles_secondary-title 1
Phycologia titles_secondary-title 1
ReSource titles_secondary-title 1
Science of the Total Environment titles_secondary-title 1
Springer Professional, Online Article titles_secondary-title 1
Structure and Infrastructure Engineering titles_secondary-title 1
Sustainability titles_secondary-title 1
Sustainable Water Resources Management titles_secondary-title 1
Toxicology letters titles_secondary-title 1
Toxicon titles_secondary-title 4
Umweltmagazin titles_secondary-title 1
Urban Water Journal titles_secondary-title 2
VDI Nachrichten titles_secondary-title 1
Vom Wasser titles_secondary-title 1
Wasser und Abfall titles_secondary-title 1
Water titles_secondary-title 1
Water & Wastewater International titles_secondary-title 4
Water Environmental Research titles_secondary-title 1
Water Practice & Technology titles_secondary-title 3
Water Research titles_secondary-title 11
Water Research titles_secondary-title 1
Water Resources Management titles_secondary-title 1
Water Resources Research titles_secondary-title 2
Water Science & Technology titles_secondary-title 16
Water Science & Technology Water Supply titles_secondary-title 1
World of Mining titles_secondary-title 1
bbr Fachmagazin für Brunnen- und Leitungsbau titles_secondary-title 4
bluefacts titles_secondary-title 5
fbr-Wasserspiegel titles_secondary-title 1
green facts titles_secondary-title 1
groundwater titles_secondary-title 1
wasserwirtschaft wassertechnik titles_secondary-title 2
wwt Modernisierungsreport 2019/20 titles_secondary-title 1
wwt Wasserwirtschaft Wassertechnik titles_secondary-title 11

Journal DOI

All 202 journal articles should have an DOI. Let`s check for how many we have this metadata:

has_doi <- pubs_in_journals %>%  
           dplyr::filter(.data$key1 == "electronic-resource-num", 
                         .data$value != "") 


n_pubs_in_journals_with_doi <- nrow(has_doi)

knitr::kable(has_doi)
record_id key1 key2 key3 key4 value rec_number ref_type_id ref_type_name
21 electronic-resource-num style 10.2166/wst.2005.0457 28 17 Journal Article
42 electronic-resource-num style 10.1016/S0015-1882(06)71005-9 54 17 Journal Article
44 electronic-resource-num style 10.1016/j.desal.2005.04.130 57 17 Journal Article
46 electronic-resource-num style 10.1016/j.toxicon.2008.07.017 59 17 Journal Article
47 electronic-resource-num style 10.1002/tox.20230 60 17 Journal Article
48 electronic-resource-num style 10.1016/j.toxicon.2005.10.013 61 17 Journal Article
49 electronic-resource-num style 10.1016/j.toxicon.2007.06.019 62 17 Journal Article
50 electronic-resource-num style 10.1016/j.hal.2008.02.010 63 17 Journal Article
51 electronic-resource-num style 10.2216/05-58.1 64 17 Journal Article
52 electronic-resource-num style 10.1007/s00442-007-0683-5 65 17 Journal Article
58 electronic-resource-num style 10.1002/cite.200390121 72 17 Journal Article
60 electronic-resource-num style 10.1016/S0011-9164(02)00762-2 74 17 Journal Article
62 electronic-resource-num style 10.2166/wst.2005.0723 76 17 Journal Article
64 electronic-resource-num style 10.1016/j.watres.2005.11.028 79 17 Journal Article
65 electronic-resource-num style 10.1016/j.watres.2005.05.049 80 17 Journal Article
67 electronic-resource-num style 10.2175/106143006X111826 82 17 Journal Article
72 electronic-resource-num style 10.1002/aheh.200400543 89 17 Journal Article
73 electronic-resource-num style 10.2166/wst.2004.0127 90 17 Journal Article
79 electronic-resource-num style 10.1021/es052506t 96 17 Journal Article
80 electronic-resource-num style 10.1029/2005WR004095 97 17 Journal Article
85 electronic-resource-num style 10.1007/s00103-007-0161-6 102 17 Journal Article
93 electronic-resource-num style 10.1111/j.1745-6592.2004.tb00714.x 111 17 Journal Article
95 electronic-resource-num style 10.1016/S0378-4274(02)00041-3 113 17 Journal Article
98 electronic-resource-num style 10.1016/j.cageo.2006.01.009 116 17 Journal Article
99 electronic-resource-num style 10.1016/j.apgeochem.2005.03.002 117 17 Journal Article
100 electronic-resource-num style 10.1016/j.watres.2005.05.030 118 17 Journal Article
110 electronic-resource-num style 10.1016/j.chemosphere.2007.12.017 129 17 Journal Article
111 electronic-resource-num style 10.1016/j.chemosphere.2007.12.017 131 17 Journal Article
113 electronic-resource-num style 10.1007/s00767-007-0036-7 133 17 Journal Article
114 electronic-resource-num style 10.1002/hyp.6649 134 17 Journal Article
117 electronic-resource-num style 10.1016/j.jhydrol.2005.12.009 137 17 Journal Article
119 electronic-resource-num style 10.1016/j.jhydrol.2008.07.004 139 17 Journal Article
127 electronic-resource-num style 10.1111/j.1745-6592.2004.tb00715.x 147 17 Journal Article
128 electronic-resource-num style 10.1080/07438140709354024 148 17 Journal Article
129 electronic-resource-num style 10.1002/aheh.200500632 149 17 Journal Article
130 electronic-resource-num style 10.2166/wst.2006.833 150 17 Journal Article
147 electronic-resource-num style 10.1016/j.watres.2009.01.007 180 17 Journal Article
200 electronic-resource-num style 10.2166/wst.2008.289 235 17 Journal Article
223 electronic-resource-num style 10.1016/j.jhazmat.2007.01.085 258 17 Journal Article
225 electronic-resource-num style 10.1016/j.watres.2007.05.046 260 17 Journal Article
227 electronic-resource-num style 10.1002/cite.200500036 262 17 Journal Article
250 electronic-resource-num style 10.1007/s10040-008-0389-8 289 17 Journal Article
262 electronic-resource-num style 10.5004/dwt.2009.747 304 17 Journal Article
263 electronic-resource-num style 10.5004/dwt.2009.769 305 17 Journal Article
269 electronic-resource-num style 10.2166/wst.2009.576 312 17 Journal Article
271 electronic-resource-num style 10.1021/es9016816 314 17 Journal Article
272 electronic-resource-num style 10.1080/15730620903038453 315 17 Journal Article
287 electronic-resource-num style 10.1016/j.toxicon.2009.06.036 336 17 Journal Article
290 electronic-resource-num style 10.1007/s12665-010-0458-x 340 17 Journal Article
302 electronic-resource-num style 10.3303/CET1023031 353 17 Journal Article
310 electronic-resource-num style 10.1016/j.watres.2010.11.015 371 17 Journal Article
311 electronic-resource-num style 10.1016/j.watres.2010.06.011 372 17 Journal Article
317 electronic-resource-num style 10.4319/lo.2010.55.5.2073 378 17 Journal Article
318 electronic-resource-num style 10.1016/j.watres.2010.10.019 379 17 Journal Article
319 electronic-resource-num style 10.1016/j.toxicon.2010.06.021 381 17 Journal Article
320 electronic-resource-num style 10.1128/AEM.02285-09 382 17 Journal Article
321 electronic-resource-num style 10.1111/j.1745-6584.2010.00771.x 383 17 Journal Article
322 electronic-resource-num style 10.1016/j.watres.2010.08.047 384 17 Journal Article
323 electronic-resource-num style 10.2166/wst.2011.058 385 17 Journal Article
331 electronic-resource-num style 10.2166/wst.2010.084 395 17 Journal Article
332 electronic-resource-num style 10.1016/j.watres.2010.06.007 396 17 Journal Article
333 electronic-resource-num style 10.2166/wst.2010.127 397 17 Journal Article
341 electronic-resource-num style 10.1016/j.scitotenv.2010.11.002 406 17 Journal Article
353 electronic-resource-num style 10.1016/j.watres.2011.02.015 420 17 Journal Article
356 electronic-resource-num style 10.1093/plankt/fbq033 426 17 Journal Article
357 electronic-resource-num style 10.1016/j.watres.2011.06.040 429 17 Journal Article
359 electronic-resource-num style 10.5004/dwt.2010.1783 431 17 Journal Article
360 electronic-resource-num style 10.1007/s00254-007-0792-9 432 17 Journal Article
361 electronic-resource-num style 10.1029/2007WR006746 433 17 Journal Article
362 electronic-resource-num style 10.1016/j.chemosphere.2008.06.056 434 17 Journal Article
363 electronic-resource-num style 10.2166/wst.2011.672 435 17 Journal Article
397 electronic-resource-num style 10.5675/HyWa_2012,1_1 477 17 Journal Article
398 electronic-resource-num style 10.3242/kae2011.06.006 480 17 Journal Article
407 electronic-resource-num style 10.2166/wcc.2012.022 491 17 Journal Article
411 electronic-resource-num style 10.1080/19443994.2012.683073 495 17 Journal Article
415 electronic-resource-num style 10.1089/ees.2006.23.623 501 17 Journal Article
416 electronic-resource-num style 10.2166/wpt.2013.039 505 17 Journal Article
422 electronic-resource-num style 10.1021/es301422r 512 17 Journal Article
428 electronic-resource-num style 10.2166/wst.2012.529 519 17 Journal Article
461 electronic-resource-num style 10.1007/s11368-013-0671-9 559 17 Journal Article
499 electronic-resource-num style 10.2166/wpt.2013.042 611 17 Journal Article
500 electronic-resource-num style 10.2166/wst.2013.524 612 17 Journal Article
522 electronic-resource-num style 10.1016/j.ecoleng.2013.02.010 636 17 Journal Article
594 electronic-resource-num style 10.1007/s10498-014-9234-y 734 17 Journal Article
595 electronic-resource-num style 10.2166/wh.2014.134 735 17 Journal Article
596 electronic-resource-num style 10.1007/s12665-014-3269-7 736 17 Journal Article
602 electronic-resource-num style 10.3242/kae2015.04.005 750 17 Journal Article
605 electronic-resource-num style 10.1007/s12665-015-4149-5 753 17 Journal Article
612 electronic-resource-num style 10.2166/ws.2015.008 762 17 Journal Article
638 electronic-resource-num style 10.1016/j.jenvman.2014.10.025 813 17 Journal Article
647 electronic-resource-num style 10.1007/s13280-014-0613-9 829 17 Journal Article
650 electronic-resource-num style 10.3242/kae2015.10.001 832 17 Journal Article
651 electronic-resource-num style 10.2166/wst.2014.465 833 17 Journal Article
662 electronic-resource-num style 10.3242/kae2015.12.002 854 17 Journal Article
671 electronic-resource-num style 10.1007/s10040-017-1554-8 865 17 Journal Article
674 electronic-resource-num style 10.1016/j.watres.2016.08.010 872 17 Journal Article
675 electronic-resource-num style 10.1016/j.watres.2016.08.017 873 17 Journal Article
686 electronic-resource-num style 10.1007/s11269-015-0985-z 916 17 Journal Article
687 electronic-resource-num style 10.1016/j.watres.2015.03.031 919 17 Journal Article
691 electronic-resource-num style 10.2166/wst.2014.087 934 17 Journal Article
692 electronic-resource-num style 10.2166/wst.2014.436 935 17 Journal Article
703 electronic-resource-num style 10.1016/j.watres.2016.05.070 956 17 Journal Article
705 electronic-resource-num style 10.1080/1573062X.2017.1325497 958 17 Journal Article
708 electronic-resource-num style 10.1007/s12665-015-4911-8 973 17 Journal Article
715 electronic-resource-num style 10.3242/kae2016.11.004 980 17 Journal Article
730 electronic-resource-num style 10.3242/kae2017.04.003 996 17 Journal Article
731 electronic-resource-num style 10.3242/kae2017.05.002 997 17 Journal Article
733 electronic-resource-num style 10.1016/j.jes.2016.04.010 1001 17 Journal Article
779 electronic-resource-num style 10.1016/j.watres.2018.06.057 1051 17 Journal Article
784 electronic-resource-num style 10.3390/su10051482 1057 17 Journal Article
786 electronic-resource-num style 10.3242/kae2018.12.004 1059 17 Journal Article
787 electronic-resource-num style 10.2166/hydro.2018.217 1060 17 Journal Article
793 electronic-resource-num style 10.1007/s10040-018-1841-z 1067 17 Journal Article
799 electronic-resource-num style 10.3390/w10111599 1073 17 Journal Article
802 electronic-resource-num style 10.1080/15732479.2017.1356858 1076 17 Journal Article
831 electronic-resource-num style 10.1016/j.watres.2019.115383 1114 17 Journal Article
852 electronic-resource-num style 10.1061/(ASCE)HZ.2153-5515.0000160 1144 17 Journal Article
853 electronic-resource-num style 10.1002/cite.201200195 1145 17 Journal Article
859 electronic-resource-num style 10.1016/j.ecoleng.2012.12.085 1151 17 Journal Article
870 electronic-resource-num style 10.2166/wpt.2018.085 1162 17 Journal Article
913 electronic-resource-num style 10.1186/s12302-019-0250-9 1207 17 Journal Article
914 electronic-resource-num style 10.2166/ws.2019.025 1208 17 Journal Article
918 electronic-resource-num style 10.1007/s13762-018-1881-x 1212 17 Journal Article
949 electronic-resource-num style 10.1002/Ino.11460 1245 17 Journal Article

Only 124 (61.4 %) journal publications have a DOI which is encoded in the field electronic-resource-num.

All DOIs should be entered in the field electronic-resource-num in the following format, i.e.:

10.6084/m9.figshare.828487

Export References To XLSX

Write references dataframe to xlsx with one sheet for each publication type to references.xlsx

kwb.endnote::write_references_df_to_xlsx(endnote_list)

And also writting a cleaned version after automatically running kwb.endnote::clean_references_df() to references_cleaned.xlsx.

kwb.endnote::write_clean_references_df_to_xlsx(endnote_list)

Check Endnote References

problematic_entries <- kwb.endnote::check_problematic_entries(endnote_list)
#> Creating data frame from 'endnote_list' ... ok. (10.61 secs) 
#> Creating 'cleaned' data frame from 'endnote_list' for comparison ... Check 'Author Names' ... No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 3 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 933 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 942 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 27 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> Replacing 884 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> Replacing 933 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 941 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 943 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 947 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 948 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.03 secs) 
#> Replacing 1 NA values with add_at_least_one_author_with_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 2 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 1 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 2 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 197 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 2 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 333 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_firstname_lastname_with_lastname_semicolon_firstname ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 486 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 612 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 722 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 2 values with fix_author_name_by_deleting_last_semicolon ... Replacing 2 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 787 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 2 values with fix_author_name_by_deleting_last_semicolon ... Replacing 2 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 841 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 876 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 897 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 909 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 920 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 925 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 928 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 930 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 933 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 934 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 934 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 935 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 937 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 937 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 937 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 937 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 937 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 1 values with fix_author_name_by_deleting_last_semicolon ... Replacing 1 values with fix_multiple_authors_per_line ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Replacing 941 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 943 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 948 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 948 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 948 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 948 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 949 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> No cleaning of author_names implemented yet. Only hints are generated in
#>     case that user defines 'give_hints = TRUE' (default: FALSE) ... ok. (0.00 secs) 
#> Generate hints for 'Author Names' ... Replacing 951 NA values with add_author_lastname_semicolon_firstname ... ok. (0.00 secs) 
#> ok. (0.02 secs) 
#> ok. (0.81 secs) 
#> Clean 'DOI' ... ok. (0.00 secs) 
#> Clean 'Project Names' ... Generate hints for 'Project Names' ... Replacing 622 NA values with add_project_name ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> Clean 'Accessibility' ... Generate hints for 'Accessiblity' ... Replacing 929 NA values with add_public_or_confidential ... ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (0.00 secs) 
#> ok. (11.20 secs)
knitr::kable(problematic_entries[1:100,])
rec_number key value_org value_clean
2 author04 NA add_author_lastname_semicolon_firstname
2 author05 NA add_author_lastname_semicolon_firstname
2 author06 NA add_author_lastname_semicolon_firstname
2 author07 NA add_author_lastname_semicolon_firstname
2 author08 NA add_author_lastname_semicolon_firstname
2 author09 NA add_author_lastname_semicolon_firstname
2 author10 NA add_author_lastname_semicolon_firstname
2 author11 NA add_author_lastname_semicolon_firstname
2 author12 NA add_author_lastname_semicolon_firstname
2 author13 NA add_author_lastname_semicolon_firstname
2 author14 NA add_author_lastname_semicolon_firstname
2 author15 NA add_author_lastname_semicolon_firstname
2 author16 NA add_author_lastname_semicolon_firstname
2 author17 NA add_author_lastname_semicolon_firstname
2 author18 NA add_author_lastname_semicolon_firstname
2 author19 NA add_author_lastname_semicolon_firstname
2 author20 NA add_author_lastname_semicolon_firstname
2 author21 NA add_author_lastname_semicolon_firstname
2 author22 NA add_author_lastname_semicolon_firstname
2 author23 NA add_author_lastname_semicolon_firstname
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2 author25 NA add_author_lastname_semicolon_firstname
2 author26 NA add_author_lastname_semicolon_firstname
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2 author33 NA add_author_lastname_semicolon_firstname
2 author_secondary01 NA add_author_lastname_semicolon_firstname
2 author_secondary02 NA add_author_lastname_semicolon_firstname
2 author_secondary03 NA add_author_lastname_semicolon_firstname
2 author_secondary04 NA add_author_lastname_semicolon_firstname
2 author_secondary05 NA add_author_lastname_semicolon_firstname
2 author_secondary06 NA add_author_lastname_semicolon_firstname
2 author_secondary07 NA add_author_lastname_semicolon_firstname
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2 author_secondary09 NA add_author_lastname_semicolon_firstname
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2 author_tertiary03 NA add_author_lastname_semicolon_firstname
2 custom2 NA add_project_name
2 custom3 NA add_public_or_confidential
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3 author25 NA add_author_lastname_semicolon_firstname
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3 author29 NA add_author_lastname_semicolon_firstname
3 author30 NA add_author_lastname_semicolon_firstname
3 author31 NA add_author_lastname_semicolon_firstname
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3 author_secondary02 NA add_author_lastname_semicolon_firstname
3 author_secondary03 NA add_author_lastname_semicolon_firstname
3 author_secondary04 NA add_author_lastname_semicolon_firstname
3 author_secondary05 NA add_author_lastname_semicolon_firstname
3 author_secondary06 NA add_author_lastname_semicolon_firstname
3 author_secondary07 NA add_author_lastname_semicolon_firstname
3 author_secondary08 NA add_author_lastname_semicolon_firstname
3 author_secondary09 NA add_author_lastname_semicolon_firstname
3 author_tertiary01 NA add_author_lastname_semicolon_firstname
3 author_tertiary02 NA add_author_lastname_semicolon_firstname
3 author_tertiary03 NA add_author_lastname_semicolon_firstname
3 custom2 NA add_project_name
3 custom3 NA add_public_or_confidential
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4 author05 NA add_author_lastname_semicolon_firstname
4 author06 NA add_author_lastname_semicolon_firstname
4 author07 NA add_author_lastname_semicolon_firstname
4 author08 NA add_author_lastname_semicolon_firstname
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