cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.11588/data/xtltca
title: Die Zukunft des kunsthistorischen Publizierens [XML-Version]

description: Der Sammelband „Zur Zukunft des kunsthistorischen Publizierens“ – erschienen als PDF-E-Book, HTML-Version und Print-on-Demand-Ausgabe – wird hier zusätzlich als angereichte XML-Version publiziert.&lt;p&gt;
&lt;p&gt;
&lt;b&gt;Zum Buch:&lt;/b&gt; Das wissenschaftliche Publikationswesen ist im Umbruch begriffen, am Digitalen als universellem &lt;i&gt;game changer&lt;/i&gt; kommt niemand vorbei. Ob in diesem Feld das gedruckte Buch in Zukunft das gängige Modell sein wird, ist sehr zu bezweifeln. Vielmehr bietet sich das Internet als äußerst flexibles Medium an, das einerseits einen deutlichen Mehrwert liefert, andererseits aber auch geläufige Rezeptionsweisen ermöglicht. Welche Möglichkeiten das digitale Publizieren in vielerlei Hinsicht eröffnet, wird in diesem Band in einer Reihe von 14 Aufsätzen aus kunsthistorischer Perspektive beleuchtet.&lt;p&gt;
&lt;p&gt;
&lt;b&gt;Das Experiment:&lt;/b&gt; Der Beitrag von Christof Schöch (&lt;a href="https://doi.org/10.11588/arthistoricum.663.c9210"&gt;https://doi.org/10.11588/arthistoricum.663.c9210&lt;/a&gt;) in diesem Band diente dem Heidelberger arthistoricum.net-Team als Anregung, Anforderungen an Daten in den Blick zu nehmen, die primär der maschinellen Weiterverarbeitung von Forschungsliteratur dienen sollen und nicht der „klassischen“ lesenden Lektüre. Dieser Sammelband wurde zum selbstreflexiven Experimentierfeld für die fünf von Schöch formulierten Anforderungen an maschinelesbare wissenschaftliche Publikationen, von denen immerhin drei ­erfüllt und das redaktionelle wie technische Vorgehen hier dokumentiert werden konnten: Die Anreicherung mit Metadaten, die Kodierung von Textstrukturen sowie die semantische Datenanreicherung in Form von Entitäten und Konzepten und deren Verknüpfung mit der Gemeinsamen Normdatei (GND) und der Wissensdatenbank Wikidata. Weiteres zum konkreten Vorgehen siehe den Beitrag von Effinger/Krabbes in diesem Band (&lt;a href="https://doi.org/10.11588/arthistoricum.663.c10517"&gt;https://doi.org/10.11588/arthistoricum.663.c10517&lt;/a&gt;).
description: Da BITS 2.0 das Attributset von JATS 1.2 zur Verknüpfung mit kontrollierten und unkontrollierten Vokabularen (noch) nicht unterstützt, haben wir die als Teil von JATS 1.2 festgelegten Attributbezeichnungen und -verwendungen hier übernommen. Nach BITS 2.0 ist diese Datei dadurch jedoch nicht mehr validierbar.
DOI: 10.11588/data/hrcx1p
title: Stochastic dynamics of a few sodium atoms in presence of a cold potassium cloud [data]

description: We provide the data and our jupyter notebooks used to generate the figures of our publication. 

Abstract: Single particle resolution is a requirement for numerous experimental protocols that emulate the dynamics of small systems in a bath. Here, we accurately resolve through atom counting the stochastic dynamics of a few sodium atoms in presence of a cold potassium cloud. This capability enables us to rule out the effect of inter-species interaction on sodium atom number dynamics, at very low atomic densities present in these experiments. We study the noise sources for sodium and potassium in a common framework. Thereby, we assign the detection limits to 4.3 atoms for potassium and 0.2 atoms (corresponding to 96% fidelity) for sodium. This opens possibilities for future experiments with a few atoms immersed in a quantum degenerate gas.
description: Run jupyter notebooks with binder: https://mybinder.org/
DOI: 10.11588/data/hrcx1p/2bcuof
title: Figure6_A.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/5cvswi
title: Sep24_Scan_0001_use_K=True_digitized.tab

description: :unav
DOI: 10.11588/data/hrcx1p/5yf6de
title: Fig6.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/6svvoq
title: Fig5.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/7o0ypa
title: Oct15_K_Scan_0009_KtwoDInt=1.4.tab

description: :unav
DOI: 10.11588/data/hrcx1p/atn09j
title: Supplementary_Figure1_A.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/bnagfw
title: Figure7_B2.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/ckuhzg
title: Supplementary_Fig1A.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/ddpfay
title: Supplementary_Figure1_B.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/dlbviw
title: Figure4_B.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/duwpkz
title: Figure5_B2.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/e0hmhg
title: requirements.txt

description: :unav
DOI: 10.11588/data/hrcx1p/ggdauc
title: generate_digitized_CSV.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/it8iqh
title: Figure7_A.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/ivblpc
title: Figure5_A1.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/j4uy4c
title: Oct07_Scan_0000_Cam_EXPOT=0.2_digitized.tab

description: :unav
DOI: 10.11588/data/hrcx1p/k3b6t9
title: Sep24_Scan_0001_use_K=True.tab

description: :unav
DOI: 10.11588/data/hrcx1p/lfy1ip
title: Supplementary_Fig1B.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/mmubbd
title: README.md

description: :unav
DOI: 10.11588/data/hrcx1p/nd1usp
title: Figure5_B1.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/pzbzdh
title: Fig7.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/q8mkih
title: Figure1.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/qtcgqq
title: Figure6_B.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/r86rli
title: Oct07_Scan_0000_Cam_EXPOT=0.2.tab

description: :unav
DOI: 10.11588/data/hrcx1p/rahzjy
title: Figure5_A2.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/rh6o7e
title: Figure5_B1_inset.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/rn3a15
title: Sept24_K_Scan_0001_use_K=True.tab

description: :unav
DOI: 10.11588/data/hrcx1p/tlgmsa
title: Sep24_Scan_0001_use_K=False_digitized.tab

description: :unav
DOI: 10.11588/data/hrcx1p/uqorzr
title: Figure7_B1.pdf

description: :unav
DOI: 10.11588/data/hrcx1p/vzxrs9
title: Fig1&4B.ipynb

description: :unav
DOI: 10.11588/data/hrcx1p/wsthcw
title: Sep24_Scan_0001_use_K=False.tab

description: :unav
DOI: 10.11588/data/xtltca/va54kg
title: EffingerKohleZukunft.zip
DOI: 10.11588/data/gyldh5
title: Hells Bells project - results of sampling campaign in February 2020
title: Hydrogeochemistry and bulk chemistry of suspendend particulate matter of cenotes El Zapote, Siete Bocas, Angelita and Xcolac

description: This data set compiles the results of water chemical analyses as well as bulk chemical analyses of the particles suspended in the water columns of cenotes (sinkholes) obtained during a sampling campaign in Mexico in February 2020. Three stratified cenotes from North-Eastern Yucatán Peninsula were investigated: El Zapote and Siete Bocas with Hells Bells underwater speleothems and cenote Angelita without these structures. The goal of the sampling and analyses was to obtain a high depth resolution of water data around the pelagic redoxclines of the cenotes for a better understanding of the biogeochemical processes and particle formation in these particular water layers, especially with regard to the biologically promoted precipitation of calcite &lt;a href="https://doi.org/10.5194/bg-16-2285-2019"&gt;(Ritter et al., 2019)&lt;/a&gt;. This process is apparently involved in the formation of underwater speleothems termed as Hells Bells. The comparison of cenotes with Hells Bells (El Zapote and Siete Bocas) with a similar cenote without Hells Bells (Angelita) allows to identify the prerequisites for biologically promoted calcite precipitation and thus, Hells Bells formation. 
Furthermore, cenote Xcolac from the northern-central Yucatán Peninsula was investigated. Prior studies indicated that Hells Bells-like underwater speleothems might occur in cenote Xkolac &lt;a href="https://doi.org/10.11588/heidok.00027813"&gt;(Ritter S.M., 2020)&lt;/a&gt;. In order to verify, the cenote was explored and investigated in February 2020 by a team of divers and scientists. Below ~52 m water depth, the limestone walls actually revealed brownish calcitic coatings forming pine-cone like structures at overhangs (see video: &lt;a href="https://doi.org/10.5446/51785"&gt;Ritter et al., 2021&lt;/a&gt;). These novel underwater speleothems were termed as "Piñas de Yucatán". The hydrogeochemistry around the pelagic redoxcline indicates biologically-promoted calcite precipitation in the water depth level at which sulfide is re-oxidized to elemental sulfur. 
Based on this discovery, Hells Bells and Piñas de Yucatán might represent a novel sub-type of underwater speleothems, the redoxithems. This special kind of speleothems are formed by a common formation mechanism, which is the microbially promoted calcite precipitation in pelagic redoxclines of very stagnant aquatic systems.
DOI: 10.11588/data/gyldh5/1woydf
title: Methods to dataset.pdf

description: Detailed description of the methods used for sampling and analyses.
DOI: 10.11588/data/gyldh5/9rv4pp
title: Optical and geochemical analyses of Piñas de Yucatán sample.pdf

description: Results and methods of optical and geochemical analyses conducted at the Piñas de Yucatán sample from cenote Xkolac.
DOI: 10.11588/data/gyldh5/lefain
title: Hydrogeochemical results of Mexico campaign 2020.xlsx

description: Table compiling hydrogeochemical results of Mexico campaign 2020 (Vers. 2 includes saturation indices of calcite, gypsum and barite)
DOI: 10.11588/data/gyldh5/qnwoso
title: Map of studied cenotes.png

description: Map of the Yucatán Peninsula showing the locations of the studied cenotes.
DOI: 10.11588/data/x6j33c/h3nzpa
title: Sturm_Ergebnisse.pdf
DOI: 10.11588/data/x6j33c/smwace
title: Sturm_Tabelle-2.pdf
DOI: 10.11588/data/x6j33c/foza8y
title: Sturm_Tabelle-3.pdf
DOI: 10.11588/data/x6j33c/bpdekr
title: Pitzler_Tabelle-3.pdf
DOI: 10.34740/kaggle/dsv/10601561
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.11588/data/x6j33c/tqb3a8
title: Pitzler_Tabellen.xlsx

description: Pitzler Ergebnisse & Tabellen 1-3
DOI: 10.11588/data/x6j33c/vpg76g
title: Pitzler_Ergebnisse.pdf
DOI: 10.11588/data/x6j33c/4p5klw
title: Pitzler_Tabelle-2.pdf
DOI: 10.11588/data/x6j33c/leob7u
title: Sturm_Tabelle-1.pdf
DOI: 10.11588/data/x6j33c/iwqtu4
title: Sturm_Tabellen.xlsx

description: Sturm Ergebnisse & Tabellen 1-3
DOI: 10.11588/data/x6j33c/7teahs
title: Corfey_Tabellen.tab

description: Corfey Ergebnisse & Tabellen 1-3
DOI: 10.11588/data/x6j33c/p3p2xd
title: Corfey_Ergebnisse.pdf
DOI: 10.11588/data/x6j33c/qpndtg
title: Corfey_Tabelle-1.pdf
DOI: 10.11588/data/x6j33c/y2rnft
title: Corfey_Tabelle-2.pdf
DOI: 10.11588/data/x6j33c/nl6wjh
title: Corfey_Tabelle-3.pdf
DOI: 10.11588/data/x6j33c
title: Paris und Versailles in Reisebeschreibungen deutscher Architekten um 1700. Pitzler, Corfey und Sturm [research data]
title: Tables with the research data of the travelogues by Pitzler, Corfey and Sturm

description: &lt;p&gt;This is the research data related to the publication "Paris und Versailles in Reisebeschreibungen deutscher Architekten um 1700. Pitzler, Corfey und Sturm" (Paris and Versailles in travelogues of German architects around 1700. Pitzler, Corfey and Sturm). The publication is based on a dissertation submitted to the Technische Universität Berlin in 2020. &lt;br&gt;
Due to their size, the research data could not be included within the book and is published here. &lt;/p&gt;
&lt;p&gt;The tables contain the research results from the analysis of the parts of the travelogues by Christoph Pitzler, Lambert Friedrich Corfey and Leonhard Christoph Sturm referring to France. There are three tables for each travelogue (Tables Pitzler 1-3, Tables Corfey 1-3, Tables Sturm 1-3) and an overview of the results for each travelogue. In each table, different information is collected. &lt;/p&gt;
&lt;p&gt;&lt;ul&gt;&lt;li&gt;Tables 1 proceed in the order of the pages of the travelogues and list all the contents of each page and the sources of the contents.&lt;/li&gt; &lt;li&gt;Tables 2 list the content per quarter page and give the text-image ratio of each page.&lt;/li&gt;&lt;li&gt; Tables 3 list, among other things, the content by category (sections, areas, types) and the words and illustrations counted. &lt;/li&gt;&lt;/ul&gt;&lt;/p&gt;
description: Further Identifiers of the persons involved: 
Dölle, Florian: http://viaf.org/viaf/310718890
DOI: 10.11588/data/x6j33c/vnmzz1
title: Pitzler_Tabelle-1.pdf
DOI: 10.11588/data/bjckcb/xysznz
title: README.pdf
DOI: 10.11588/data/bjckcb/fvt809
title: nspf.tar.gz
DOI: 10.11588/data/bjckcb/lwxcto
title: newmedia.tar.gz
DOI: 10.11588/data/bjckcb
title: Nouveaux médias: mythes et expérimentations dans les arts [research data & software]

description: The dataset contains the data of the website &lt;a href="https://newmedia.dfk-paris.org"&gt;newmedia.dfk-paris.org&lt;/a&gt;, that offers the enhanced publication (published 2021-09-21) Publication of the annual research theme 2019-2020 “art and new media” of the German Center for Art History - DFK Paris. 
Hybrid digital publication (pdf, print on demand, multimedia web), editorial cooperation between DFK Paris (Passages online collection), NAIMA Editions (Paris/Berlin) and the digital platform arthistoricum.net (Heidelberg University Publishing).
DOI: 10.11588/data/bjckcb/dok8bm
title: media.tar.gz
DOI: 10.11588/data/tgsvui/88s10j
title: Outcrop_segmentation.zip

description: Contains "outcrop.exe" and "ANN.dll".
DOI: 10.11588/data/tgsvui/gdobc4
title: Code.zip

description: :unav
DOI: 10.11588/data/tgsvui/ijg2go
title: Hochebenkar_TLS_20190816.zip
DOI: 10.11588/data/tgsvui/jcbusi
title: Hochebenkar_TLS_20190803.zip
DOI: 10.11588/data/tgsvui/jtc0vp
title: Hochebenkar_TLS_20190624.zip
DOI: 10.11588/data/tgsvui/l2lr8j
title: MetaData.txt

description: :unav
DOI: 10.11588/data/tgsvui/w1l7jv
title: Hochebenkar_TLS_20190719.zip
DOI: 10.11588/data/tgsvui/xbiltp
title: Hochebenkar_TLS_20190706.zip
DOI: 10.11588/data/tgsvui/xkacze
title: Hochebenkar_TLS_20190830.zip
DOI: 10.60893/figshare.apl.28235960
title: Supplement Number 1

description: experimental details about sample preparation and additional characterization
DOI: 10.60893/figshare.apl.28235960.v1
title: Supplement Number 1

description: experimental details about sample preparation and additional characterization
DOI: 10.11588/data/fspql4/lwgc0c
title: Panbio.xlsx

description: :unav
DOI: 10.11588/data/at1qur/uzu6of
title: mapvisualization.tar.gz

description: Software, data and README
DOI: 10.11588/data/at1qur/caqupv
title: README.pdf

description: README - description of data, software and its deployment
DOI: 10.11588/data/at1qur/yzrxmp
title: mapvisualization.tar.gz

description: Software, data and README
DOI: 10.11588/data/at1qur
title: ARCHITRAVE [map visualization : data & software]
title: Art and Architecture in Paris and Versailles in accounts by Baroque-Era German Travellers

description: The dataset includes cartographic visualization data and software designed, implemented, and published for the ARCHITRAVE research project website. The research focused on the edition, executed in German and French, of six travelogues by German travelers of the Baroque period who visited Paris and Versailles. The edited texts are published in the Textgrid repository. For all further information on the content and objectives of the research, please refer to the website (&lt;a href="https://architrave.eu/"&gt;https://architrave.eu/&lt;/a&gt;) and given literature. 

Three visualizations were created for the website:

&lt;ul&gt;
&lt;li&gt;the travel stops of five of the travelers on their way to Paris and Versailles&lt;/li&gt;
&lt;li&gt;the sites in Europe mentioned in the six travelogues&lt;/li&gt;
&lt;li&gt;the sites in Paris described by the six travelers&lt;/li&gt;
&lt;/ul&gt;

The visualizations were implemented with Leaflet.js.

The dataset contains 

&lt;ul&gt;
&lt;li&gt; scripts for data crunching &lt;/li&gt;
&lt;li&gt; processed geodata &lt;/li&gt;
&lt;li&gt; scripts for leaflet.js&lt;/li&gt;
&lt;li&gt; License &lt;/li&gt; 
&lt;li&gt; README &lt;/li&gt;
&lt;/ul&gt;
DOI: 10.11588/data/at1qur/lwmlib
title: README.pdf

description: README - description of data, software and its deployment
DOI: 10.11588/data/ab9oal
title: The Influence of Social Information on Norms of Cooperation [research data PhD project]

description: Replication package for the dissertation titled "The Influence of Social Information on Norms of Cooperation" by Tillmann Eymess, Heidelberg University.
The package includes all replication files for the individual chapters of the dissertation as well as supplementary material. Provided are .csv files with the minimal data sets necessary to replicate all results, as well as scripts (for Stata and R), and readme files.
DOI: 10.11588/data/ab9oal/1om3ho
title: data_c.tab

description: :unav
DOI: 10.11588/data/ab9oal/3fdsty
title: readme.txt

description: :unav
DOI: 10.11588/data/ab9oal/5srnjm
title: C3_CCA.tab

description: :unav
DOI: 10.11588/data/ab9oal/7si29d
title: readme.txt

description: :unav
DOI: 10.11588/data/ab9oal/7wbm7n
title: data_i.tab

description: :unav
DOI: 10.11588/data/ab9oal/hwsbi5
title: keylist.tab

description: :unav
DOI: 10.11588/data/ab9oal/ix6zuq
title: C4_COC.do

description: :unav
DOI: 10.11588/data/ab9oal/lbowph
title: C3_CCA.R

description: :unav
DOI: 10.11588/data/ab9oal/muevai
title: C1_CPA.do

description: :unav
DOI: 10.11588/data/ab9oal/oxvxis
title: C2_creation.do

description: :unav
DOI: 10.11588/data/ab9oal/qvmhe8
title: C3_CCA.do

description: :unav
DOI: 10.11588/data/ab9oal/tbb9lh
title: readme.txt

description: :unav
DOI: 10.11588/data/ab9oal/tpdper
title: C1_CPA.tab

description: :unav
DOI: 10.11588/data/ab9oal/txmfac
title: Supplementary Material.pdf

description: :unav
DOI: 10.11588/data/ab9oal/uaiskp
title: C2_creation.tab

description: :unav
DOI: 10.11588/data/ab9oal/uwkiql
title: C2_creation.R

description: :unav
DOI: 10.11588/data/ab9oal/wbovfn
title: readme.txt

description: :unav
DOI: 10.11588/data/yrdlt3
title: Ergänzungsmaterial zu: Stone tool analysis and context of a new late Middle Paleolithic site in western central Europe – Pouch-Terrassenpfeiler, Ldkr. Anhalt-Bitterfeld, Germany

description: Eine neue spätmittelpaläolithische Fundstelle im westlichen Mitteleuropa – Pouch-Terrassenpfeiler, Ldkr. Anhalt-Bitterfeld, Deutschland. Steinartefaktanalyse und mitteldeutscher Kontext
DOI: 10.11588/data/yrdlt3/gdyygw
title: sup_3.zip

description: Supplementary Information 3: 3D Models of stone artefacts
DOI: 10.11588/data/yrdlt3/rwbmpb
title: sup_1.zip

description: Supplementary Information 1: supplementary tables and results of the stone artefact
DOI: 10.11588/data/yrdlt3/txsfrm
title: sup_2.zip

description: Supplementary Information 2: 3D Models of refitted stone artefacts
DOI: 10.11588/data/p1hego
title: Measurement Performance of Activity Measurements with Newer Generation of Apple Watch in Wheelchair Users with Spinal Cord Injury: Manually and Device-Counted Pushes [Data]

description: This dataset contains the results (manually counted pushes and pushes counted by Apple Watch Series 4) of the study presented in the paper "Accuracy of Activity Measurements with Newer Generations of Apple Watch in Wheelchair Users with Spinal Cord Injury”
DOI: 10.11588/data/p1hego/t7lvrs
title: raw-data.tab

description: :unav
DOI: 10.11588/data/e2rpga
title: Soluble Congeners of Prior Insoluble Shape‐Persistent Imine Cages [Data]

description: One of the most applied reaction types to synthesize shape‐persistent organic cage compounds is the imine condensation reaction and it is assumed that the formed cages are thermodynamically controlled products due to the reversibility of the imine condensation. However, most of the synthesized imine cages reported are formed as precipitate from the reaction mixture and therefore rather may be kinetically controlled products. There are even examples in literature, where resulting cages are not soluble at all in common organic solvents to characterize or study their formation by NMR spectroscopy in solution. Here, a triptycene triamine containing three solubilizing n‐hexyloxy chains has been used to synthesize soluble congeners of prior insoluble cages. This allowed us to study the formation as well the reversibility of cage formation in solution by investigating exchange of building blocks between the cages and deuterated derivatives thereof.
description: MestReNova, 14.0.1-23559
description: Microsoft Excel, 2016
description: OriginPro 2020, 9.7.0.188
description: OPUS, 7,0,129
description: TopSpin, 4.0.9
DOI: 10.11588/data/e2rpga/05joyx
title: Compound 6-d39.zip

description: :unav
DOI: 10.11588/data/e2rpga/37wn5h
title: Compound 5.zip

description: :unav
DOI: 10.11588/data/e2rpga/5cxogr
title: Monitoring of Cage Formations.zip

description: :unav
DOI: 10.11588/data/e2rpga/5k40vu
title: Readme.txt

description: :unav
DOI: 10.11588/data/e2rpga/9oljhu
title: Compound 13.zip

description: :unav
DOI: 10.11588/data/e2rpga/ailtf2
title: Compound 12-d156.zip

description: :unav
DOI: 10.11588/data/e2rpga/bhkn4f
title: Compound 6.zip

description: :unav
DOI: 10.11588/data/e2rpga/ca1sz7
title: Compound 7a-d39.zip

description: :unav
DOI: 10.11588/data/e2rpga/ckgyz7
title: Compound 11-d156.zip

description: :unav
DOI: 10.11588/data/e2rpga/dot2jz
title: Exchange Experiments.zip

description: :unav
DOI: 10.11588/data/e2rpga/dsmgko
title: Compound 11.zip

description: :unav
DOI: 10.11588/data/e2rpga/gjpb4c
title: Compound 7b.zip

description: :unav
DOI: 10.11588/data/e2rpga/in3uvk
title: VT NMR Experiments.zip

description: :unav
DOI: 10.11588/data/e2rpga/kf6yhn
title: Compound 7a.zip

description: :unav
DOI: 10.11588/data/e2rpga/kqkuww
title: Compound 14-d156.zip

description: :unav
DOI: 10.11588/data/e2rpga/u97dee
title: Compound 13-d156.zip

description: :unav
DOI: 10.11588/data/e2rpga/w6dv22
title: Compound 12.zip

description: :unav
DOI: 10.11588/data/e2rpga/yfgxun
title: Compound 5-d39.zip

description: :unav
DOI: 10.11588/data/e2rpga/yyjk7x
title: Compound 14.zip

description: :unav
DOI: 10.11588/data/aakaf9
title: Automatic mapping of national surface water with OpenStreetMap and Sentinel-2 MSI data using deep learning [Research Data]

description: DATASET FOR JOURNAL PAPER (&lt;a href="https://doi.org/10.1016/j.jag.2021.102571"&gt;https://doi.org/10.1016/j.jag.2021.102571&lt;/a&gt;) &lt;br /&gt;
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Large-scale mapping activities can benefit from the vastly increasing availability of earth observation (EO) data, especially when combined with volunteered geographical information (VGI) using machine learning (ML). High-resolution maps of inland surface water bodies are important for water supply and natural disaster mitigation as well as for monitoring, managing, and preserving landscapes and ecosystems. In this paper, we propose an automatic surface water mapping workflow by training a deep residual neural network (ResNet) based on OpenStreetMap (OSM) data and Sentinel-2 multispectral data, where the Simple Non-Iterative Clustering (SNIC) superpixel algorithm was employed for generating object-based training samples. As a case study, we produced an open surface water layer for Germany using a national ResNet model at a 10m spatial resolution, which was then harmonized with OSM data for final surface water products. Moreover, we evaluated the mapping accuracy of our open water products via conducting expert validation campaigns and comparing to existing water products, namely the WasserBLIcK and Global Surface Water Layer (GSWL). Using 4,600 validation samples in Germany, the proposed model (ResNet+SNIC) achieved an overall accuracy of 86.32% and competitive detection rates over the WasserBLIcK (87.47%) and GSWL (98.61%). This study provides comprehensive insights into how to best explore the synergy of VGI and ML of EO data in a large-scale surface water mapping task.
DOI: 10.11588/data/aakaf9/1ajww2
title: water_OSM_10m_3035.tif

description: :unav
DOI: 10.11588/data/aakaf9/43ht8k
title: agreement_OSM&predicted_10m_3035.tif

description: :unav
DOI: 10.11588/data/aakaf9/crct5w
title: water_product_2_10m_3035.tif

description: :unav
DOI: 10.11588/data/aakaf9/cyrnhc
title: Figure2_overview_map.pdf

description: :unav
DOI: 10.11588/data/aakaf9/epz8dh
title: 16_federal_states_Germany.geojson

description: :unav
DOI: 10.11588/data/aakaf9/exkib9
title: Figure7_sample_areas.pdf

description: :unav