cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5525/gla.researchdata.676
title: Measuring EMG and EEG simultaneously to determine the EMG pollution in the EEG during a variety of tasks

description: This database contains single channel EEG recordings
while performing a range of everyday tasks. The EEG 
was recorded between Fp1 and mastoid/ear. In addition 
EMG was recorded between the chin and mastoid/ear
Most of the subjects were also filmed during these tasks.
In total there were 27 subjects and 20 with video footage.

The tasks were:
- relaxed (lying down) as a control condition,
- blinking while lying down
- eyes crunching while lying down
- raising eyebrows while lying down
- jaw bite while lying down
- reading while lying down
- reading while sitting
- playing the game "flow" while sitting
- solving a "sudoku" while sitting
- solving a "wordsearch" task while sitting
- playing "templerun" while sitting

20 sessions have been videoed in full HD so that it is possible
to see which action or facial expression has caused
which artefact. These 20 sessions have been synced up between
video and data.
DOI: 10.20375/0000-000b-d24d-2
title: Auswertung Service Life Cycle Checkliste und Mapping auf Impactomatrix_2018-10

description: Mapping von Attributen von Tools und Diensten auf Faktoren, die den Impact beeinflussen können
DOI: 10.20375/0000-000b-d24e-1
title: Auswertung SLC Attribute.xlsx
DOI: 10.18112/openneuro.ds001534.v1.0.5
title: Calorie-labeled food cues
DOI: 10.5255/ukda-sn-6533-11
title: National Diet and Nutrition Survey Years 1-8, 2008/09-2015/16
DOI: 10.5281/zenodo.1470287
title: Households - Lighting

description: LIGHTING

* When using the data please refer to: Heidari, M.; van der Lans, N.; Floret, I.; <strong>Patel, M.K.</strong>: Analysis of the Energy Efficiency Potential of Household Lighting in Switzerland Using a Stock Model. Energy and Buildings158 (2018), pp. 536–548, Special Issue "Energy Efficient Lighting Strategies in buildings”

* For background information please consult the same publication.
description: {"references": ["9.\tHeidari, M.; van der Lans, N.; Floret, I.; Patel, M.K.: Analysis of the Energy Efficiency Potential of Household Lighting in Switzerland Using a Stock Model. Energy and Buildings158 (2018), pp. 536\u2013548, Special Issue \"Energy Efficient Lighting Strategies in buildings\""]}
DOI: 10.5281/zenodo.1470288
title: Households - Lighting

description: LIGHTING

* When using the data please refer to: Heidari, M.; van der Lans, N.; Floret, I.; <strong>Patel, M.K.</strong>: Analysis of the Energy Efficiency Potential of Household Lighting in Switzerland Using a Stock Model. Energy and Buildings158 (2018), pp. 536–548, Special Issue "Energy Efficient Lighting Strategies in buildings”

* For background information please consult the same publication.
description: {"references": ["9.\tHeidari, M.; van der Lans, N.; Floret, I.; Patel, M.K.: Analysis of the Energy Efficiency Potential of Household Lighting in Switzerland Using a Stock Model. Energy and Buildings158 (2018), pp. 536\u2013548, Special Issue \"Energy Efficient Lighting Strategies in buildings\""]}
DOI: 10.5525/gla.researchdata.683
title: 4D STEM data set supporting “Antiferromagnetic-ferromagnetic phase domain development in nanopatterned FeRh islands”
DOI: 10.20375/0000-000b-d251-c
title: Play(s): crowdbasierte Anreicherung eines literarischen Volltextkorpus
DOI: 10.20375/0000-000b-d252-b
title: Play(s):crowdbasierte Anreicherung eines literarischen Volltextkorpus .pdf

description: Vollständige, geprüfte Abschlussarbeit
DOI: 10.20375/0000-000b-d253-a
title: Ideen und Vorschläge_Social Editing Ansatz_v02.pdf

description: Vorarbeit zur Abschlussarbeit
DOI: 10.25919/5bd139f3a66fa
title: MRIWA M462 Report Multi-scaled near surface exploration using ultrafine soils

description: Spreadsheet of soils and regolith data from orientation sites and regional map sites analysied with the UltraFine+ method developed as part of the M462 project
DOI: 10.5284/1049650
title: Ling Hall Quarry, Wolston, Warwickshire. Archaeological Evaluation (OASIS ID: wardella2-315960)

description: Wardell Armstrong LLP was commissioned by Veolia Environmental Services to undertake an  archaeological evaluation at Ling Hall Quarry, Worcestershire.  The investigations were required to assess the potential for archaeological remains ahead of  the temporary use of land at Ling Hall Quarry for open-window composting of green waste  and wood chipping, for which a planning application has been submitted to Warwickshire  County Council.  Previous archaeological works for the site have included previous evaluation trenching in  1989, archaeological watching briefs between 1991 and 1999, a further excavation in 1998  and a programme of trial pitting in close proximity to the land subject to the current  application in 2017, these are discussed in the report.  The 5no trial pits were excavated within the footprint of the proposed works the target  depth being 0.7m below the bottom of proposed concrete slab level, from a height of  c.113.5m AOD or greater.  The stratigraphic sequences in trial pits excavated produced no evidence of any deposits of  archaeological or palaeoenvironmental interest and did not encounter the Dunsmore Gravels.  The sequences observed at Ling Hall Quarry indicate that the proposed development at this  site will have no impact on the Dunsmore Gravels.
DOI: 10.21227/pfb0-br08
title: Time required for Applying AES Encryption and Lempel Ziv Compression on Hospital data

description: We apply the AES Encryption algorithm and the Lempel Ziv(LZ) Compression algorithms on each data record and record the times. Then we apply combinations of AES and LZ on the data records - namely AES(LZ()) and LZ(AES()). We record the 4 times and derive scatter plots.
DOI: 10.5281/zenodo.836492
title: Data From Automated Plankton Image Analysis Using Convolutional Neural Networks

description: Datasets and code from Luo et al., "Automated plankton image analysis using convolutional neural networks." Limnology and Oceanography Methods.

Data include:

1) 42,564 item training library, sorted in 108 classes,

2) 42,548 item test set for filtering thresholds, sorted into 38 groups. These images are independent from the training library, and are used for setting the thresholds for post-classification filtering.<br>
CSV file: Luo_etal_FT_images_pred.csv contains the image name, predicted class, predicted probability, and validated group. Note that the file class_to_group.csv is needed to match up the class names to the group names.

3) 75,000 item fully random, validated set for confusion matrix calculations, sorted into 38 groups. This set is a representation of the full dataset, selected at random after classification. <br>
CSV file: Luo_etal_confusionmatrix_images.csv contains the image name, predicted class, predicted probability, and validated group. Note that the file class_to_group.csv is needed to match up the class names to the group names.

 

Scripts and programs:

1) Segmentation.zip contains the scripts and executables for the segmentation program.

2) Plankton_template.zip contains the archived version of the SparseConvNet program used in manuscript (current version available at: https://github.com/btgraham/SparseConvNet or https://github.com/facebookresearch/SparseConvNet)<br>
Note that google-sparsehash is necessary for running SparseConvNet.<br>
Also, plankton_epoch-150.cnn are the weights from the training used in the manuscript, and should be placed in the /weights folder if you want to replicate the classifications.
DOI: 10.5281/zenodo.836491
title: Data From Automated Plankton Image Analysis Using Convolutional Neural Networks

description: Datasets and code from Luo et al., "Automated plankton image analysis using convolutional neural networks." Limnology and Oceanography Methods.

Data include:

1) 42,564 item training library, sorted in 108 classes,

2) 42,548 item test set for filtering thresholds, sorted into 38 groups. These images are independent from the training library, and are used for setting the thresholds for post-classification filtering.<br>
CSV file: Luo_etal_FT_images_pred.csv contains the image name, predicted class, predicted probability, and validated group. Note that the file class_to_group.csv is needed to match up the class names to the group names.

3) 75,000 item fully random, validated set for confusion matrix calculations, sorted into 38 groups. This set is a representation of the full dataset, selected at random after classification. <br>
CSV file: Luo_etal_confusionmatrix_images.csv contains the image name, predicted class, predicted probability, and validated group. Note that the file class_to_group.csv is needed to match up the class names to the group names.

 

Scripts and programs:

1) Segmentation.zip contains the scripts and executables for the segmentation program.

2) Plankton_template.zip contains the archived version of the SparseConvNet program used in manuscript (current version available at: https://github.com/btgraham/SparseConvNet or https://github.com/facebookresearch/SparseConvNet)<br>
Note that google-sparsehash is necessary for running SparseConvNet.<br>
Also, plankton_epoch-150.cnn are the weights from the training used in the manuscript, and should be placed in the /weights folder if you want to replicate the classifications.
DOI: 10.17632/gnknhxzj8k.1
title: Data for: What are the roles of taxon sampling and model fit in tests of cyto-nuclear discordance using avian mitogenomic data

description: The aligned dataset of all of the species included in Tamashiro et al. in a phylip formatted file. The tree files includes all trees in a nexus format. Comments in the file identify each tree.
DOI: 10.5281/zenodo.1321104
title: Räumliche Struktur Von Schwermetall- Und Stickstoffanreicherungen In Deutschlandweit Gesammelten Moosen (1990-2015), Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software einer vergleichenden Untersuchung zu räumlichen Strukturen von Elementkonzentrationen in Moosen (Deutschland, 1990-2015), welche mittels Moran I-Statistik und Variogramm-Analyse auf räumliche Auto-Korrelation untersucht und durch Kriging-Interpolation räumlich verallgemeinert wurden.
description: {"references": ["Nickel S, Schr\u00f6der W, Drehwald U, Dreyer A, Preu\u00dfing M, Stapper NJ, Struve S, Teuber D, V\u00f6lksen B 2018. R\u00e4umliche Struktur von Schwermetall- und Stickstoffanreicherungen in zwischen 1990 und 2015 deutschlandweit gesammelten Moosen. Wald\u00f6kologie, Landschaftsforschung und Naturschutz 17:25-44"]}
DOI: 10.5281/zenodo.1321105
title: Räumliche Struktur Von Schwermetall- Und Stickstoffanreicherungen In Deutschlandweit Gesammelten Moosen (1990-2015), Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software einer vergleichenden Untersuchung zu räumlichen Strukturen von Elementkonzentrationen in Moosen (Deutschland, 1990-2015), welche mittels Moran I-Statistik und Variogramm-Analyse auf räumliche Auto-Korrelation untersucht und durch Kriging-Interpolation räumlich verallgemeinert wurden.
description: {"references": ["Nickel S, Schr\u00f6der W, Drehwald U, Dreyer A, Preu\u00dfing M, Stapper NJ, Struve S, Teuber D, V\u00f6lksen B 2018. R\u00e4umliche Struktur von Schwermetall- und Stickstoffanreicherungen in zwischen 1990 und 2015 deutschlandweit gesammelten Moosen. Wald\u00f6kologie, Landschaftsforschung und Naturschutz 17:25-44"]}
DOI: 10.5281/zenodo.1320128
title: Schwermetall- Und Stickstoffgehalte In Moosen Deutscher Waldgebiete Zwischen 1990 Und 2015, Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software zu einer Studie basierend auf Daten der deutschen Beiträge zu den European Moss Surveys 1990, 1995, 2000, 2005 und 2015. Zeitliche Trends der länderspezifischen und deutschlandweiten Mediane der Konzentrationen von Al, As, Cd, Cr, Cu, Fe, Hg, Ni, Pb, Sb, V, Zn und N in Moosen wurden berechnet. Die Veränderungen der Mediane [%] wurden paarweise getestet: (1) Kombinationen der Erhebungen 1990/1995, 1995/2000, 2000/2005, 2005/2015; (2) aktuelle Kampagne 2015 im Verhältnis zum Jahr der Erstbeprobung.
description: {"references": ["Nickel S, Schr\u00f6der W 2018. Schwermetall- und Stickstoffkonzentrationen in Moosen deutscher Waldgebiete zwischen 1990 und 2015 \u2013 Ein Bund-L\u00e4nder-Vergleich. Gefahrstoffe - Reinhaltung der Luft (Springer, VDI) 3/2018:1-14"]}
DOI: 10.5281/zenodo.1320129
title: Schwermetall- Und Stickstoffgehalte In Moosen Deutscher Waldgebiete Zwischen 1990 Und 2015, Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software zu einer Studie basierend auf Daten der deutschen Beiträge zu den European Moss Surveys 1990, 1995, 2000, 2005 und 2015. Zeitliche Trends der länderspezifischen und deutschlandweiten Mediane der Konzentrationen von Al, As, Cd, Cr, Cu, Fe, Hg, Ni, Pb, Sb, V, Zn und N in Moosen wurden berechnet. Die Veränderungen der Mediane [%] wurden paarweise getestet: (1) Kombinationen der Erhebungen 1990/1995, 1995/2000, 2000/2005, 2005/2015; (2) aktuelle Kampagne 2015 im Verhältnis zum Jahr der Erstbeprobung.
description: {"references": ["Nickel S, Schr\u00f6der W 2018. Schwermetall- und Stickstoffkonzentrationen in Moosen deutscher Waldgebiete zwischen 1990 und 2015 \u2013 Ein Bund-L\u00e4nder-Vergleich. Gefahrstoffe - Reinhaltung der Luft (Springer, VDI) 3/2018:1-14"]}
DOI: 10.5281/zenodo.1320186
title: Biomonitoring-Messnetz Für Atmosphärische Deposition In Deutschen Wäldern, Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software einer Studie zur Restrukturierung des Messnetzes für den deutschen Beitrag zum European Moss Survey 2015. Die Methodik basiert auf einem multikriteriellen Entscheidungsmodell, das auf Daten des Moss Survey 2005 angewendet wurde. Die Reduzierung der Monitoringstandorte von 726 auf 402 erfolgte ohne signifikanten Verlust an statistischer Validität und geostatistischer Repräsentativität der gemessenen Elementkonzentrationen in den Moosen.
description: {"references": ["Nickel S, Schr\u00f6der W, Wosniok W 2018. Umstrukturierung eines Biomonitoring-Messnetzes f\u00fcr atmosph\u00e4rische Deposition in W\u00e4ldern. Wald\u00f6kologie, Landschaftsforschung und Naturschutz 17:5-24"]}
DOI: 10.5281/zenodo.1320187
title: Biomonitoring-Messnetz Für Atmosphärische Deposition In Deutschen Wäldern, Link Zu Forschungsdaten Und Wissenschaftlicher Software

description: Forschungsdaten und wissenschaftliche Software einer Studie zur Restrukturierung des Messnetzes für den deutschen Beitrag zum European Moss Survey 2015. Die Methodik basiert auf einem multikriteriellen Entscheidungsmodell, das auf Daten des Moss Survey 2005 angewendet wurde. Die Reduzierung der Monitoringstandorte von 726 auf 402 erfolgte ohne signifikanten Verlust an statistischer Validität und geostatistischer Repräsentativität der gemessenen Elementkonzentrationen in den Moosen.
description: {"references": ["Nickel S, Schr\u00f6der W, Wosniok W 2018. Umstrukturierung eines Biomonitoring-Messnetzes f\u00fcr atmosph\u00e4rische Deposition in W\u00e4ldern. Wald\u00f6kologie, Landschaftsforschung und Naturschutz 17:5-24"]}
DOI: 10.17632/hm2v5879ng.1
title: Data for: Online teaching and learning of undergraduate students: an integrated review

description: Search strategy and critical appraisal process was added.
DOI: 10.17632/tvdf3rsh7t.1
title: Data for: Belief in Fake News is Associated with Delusionality, Dogmatism, Religious Fundamentalism, and Reduced Analytic Thinking

description: These data were used in the primary analyses described in the manuscript, Reduced analytic and actively open-minded thinking explain belief in fake news. These are the data from Studies 1 and 2 combined into a single dataset.
DOI: 10.5061/dryad.p9d27nh/1
title: Bottom-up trait-mediated indirect effects decrease pathogen transmission in a tritrophic system

description: Zip file consisting of three comma delimited (csv) files that contain: 1) host-pathogen transmission data; 2) dose-response data; and, 3) preference data. The first row of the file contains the column headings associated with the data.
DOI: 10.21335/nmdc-2012535439
title: Weekly connectivity matrixes

description: Weekly connectivity matrixes representing salmon lice between all approved aquaculture farms (per August 2017) along the Norwegian coast. The connections are calculated using the hydrodynamic dispersion LADIM (https://github.com/bjornaa/ladim) using NorKyst800 as forcing (https://www.imr.no/filarkiv/2011/07/fh_2-2011_til_web.pdf/nb-no). The year of interest is 2016. As the model takes some time to spin up, the first weeks should not be used for analysis. 5 Particles was released from all sites every hour, a count of the particle within 3 x 3 model grids surrounding an aquaculture site was considered a hit. The particles was given vertical behavior to mimic salmon lice behavior, where they reside close to the surface. Only particles between 40 and 190 degree days was considered infectious salmon lice and was included in the number of hits. A constant mortality of 17% per day was used.
DOI: 10.18430/m36h3o
title: X-ray diffraction data for the alcohol oxidase from Phanerochaete chrysosporium mutant F101S (6H3O)
DOI: 10.18430/m36h3g
title: X-ray diffraction data for the alcohol oxidase from Phanerochaete chrysosporium (6H3G)
DOI: 10.5281/zenodo.1470679
title: Supplementary Dataset: Chapter 9 Of "Chemostratigraphy Across Major Chronological Boundaries"

description: This dataset belongs to the book chapter (ch 9): "Chemostratigraphy across the Permian-Triassic Boundary: The Effect of Sampling Strategies on Carbonate-carbon Isotope Stratigraphic Markers" written by: Schobben, M., Heuer, F., Tietje, M., Ghaderi, A., Korn, D., Korte, C., Wignall, P.B., as part of the book: "Chemostratigraphy Across Major Chronological Boundaries", published by the American Geophysical Union and Wiley, The book is edited  by Sial, A.N., Gaucher, C., Ramkumar, M., Ferreira, V.P. and is due to appear in Januari 2019. The dataset is the bulk carbonate carbon and oxygen isotope data used in the aforementioned chapter. The x and y column refer to coordinates on the drilled surface of the polished rock slabs.
DOI: 10.5281/zenodo.1470680
title: Supplementary Dataset: Chapter 9 Of "Chemostratigraphy Across Major Chronological Boundaries"

description: This dataset belongs to the book chapter (ch 9): "Chemostratigraphy across the Permian-Triassic Boundary: The Effect of Sampling Strategies on Carbonate-carbon Isotope Stratigraphic Markers" written by: Schobben, M., Heuer, F., Tietje, M., Ghaderi, A., Korn, D., Korte, C., Wignall, P.B., as part of the book: "Chemostratigraphy Across Major Chronological Boundaries", published by the American Geophysical Union and Wiley, The book is edited  by Sial, A.N., Gaucher, C., Ramkumar, M., Ferreira, V.P. and is due to appear in Januari 2019. The dataset is the bulk carbonate carbon and oxygen isotope data used in the aforementioned chapter. The x and y column refer to coordinates on the drilled surface of the polished rock slabs.
DOI: 10.7912/d2/13
title: IUPUI Open Access Fund (dataset)
DOI: 10.6073/pasta/bc25b150e9143e1ddfc59d93976f2aff
title: Edge-mediated patterns of seed removal in experimentally connected and fragmented landscapes

description: While biological reserves remain central to biodiversity conservation,
  the amount of area available for terrestrial reserves may be
  inadequate for many taxa. Biodiversity spillover-the promotion of
  diversity in matrix areas surrounding reserves-might help address this
  shortfall in reserve area. However, the mechanistic underpinning of
  spillover remains uninvestigated. Two fundamental processes-seed
  dispersal and establishment-might generate plant biodiversity
  spillover. Here, we investigate the role of establishment in promoting
  spillover by assessing post-dispersal seed predation, a key component
  of establishment, in the matrix of a replicated, large-scale habitat
  fragmentation experiment, where spillover is elevated around patches
  connected by landscape corridors. Our results show that matrix seed
  predation may constrain the distance of this spillover effect by
  reducing establishment: seed removal was least at the matrix edge and
  increased further into the matrix. We found some support for matrix
  seed predation underpinning previously reported landscape-level
  variation in spillover. Of the three species we investigated, two
  showed evidence for elevated seed predation in the matrix surrounding
  the unconnected patches around which the lowest levels of spillover
  occur. However, seed predation did not explain connectivity-enhanced
  spillover, suggesting that seed dispersal likely drives this pattern.
  Management activities that increase seed deposition in the matrix may
  have beneficial effects via spillover. Our work also illustrates that
  matrix-mediated gradients in seed predation may be widespread, but
  likely vary depending upon matrix composition and the ecological
  system under consideration. In fragmented landscapes, this gradient
  could impact the distribution, abundance, and spread of plant species.
DOI: 10.5281/zenodo.1469788
title: Supplementary Data for "Identifying Promising Metal−Organic Frameworks for Heterogeneous Catalysis via High-Throughput Periodic Density Functional Theory"

description: Supplementary data to accompany:

A.S. Rosen, J.M. Notestein, R.Q. Snurr. "Identifying Promising Metal-Organic Frameworks for Heterogeneous Catalysis via High-Throughput Periodic Density Functional Theory", J. Comput. Chem (2019). DOI: 10.1002/jcc.25787
DOI: 10.7910/dvn/kkqas4/5xkzav
title: AklinKernData.tab

description: Replication dataset.
DOI: 10.7910/dvn/kkqas4/6eepta
title: AklinKernAppendix.pdf

description: Supplemental material
DOI: 10.7910/dvn/kkqas4/kelxq6
title: AklinKernReplicationReadMe.txt

description: ReadMe file
DOI: 10.7910/dvn/kkqas4/o9logi
title: AklinKernReplication.do

description: Replication .do file.
DOI: 10.5281/zenodo.1469797
title: Investigation of Azo-COP-2 as a photo-responsive low-energy CO2 adsorbent and porous filler in mixed matrix membranes for CO2/N2 separation

description: Dataset supporting publication. All raw data for figures is included in the Excel file, and the full high-resolution SEM images are included in this repository.

A preprint of the manuscript is available from https://doi.org/10.26434/chemrxiv.7593902 

The published paper is: Siyao Li, Nicholaus Prasetya, and Bradley P Ladewig, <em>Ind. Eng. Chem. Res.</em>, Just Accepted Manuscript<br>
DOI: https://doi.org/10.1021/acs.iecr.9b00762
DOI: 10.5281/zenodo.1469798
title: Investigation of Azo-COP-2 as a photo-responsive low-energy CO2 adsorbent and porous filler in mixed matrix membranes for CO2/N2 separation

description: Dataset supporting publication. All raw data for figures is included in the Excel file, and the full high-resolution SEM images are included in this repository.

A preprint of the manuscript is available from https://doi.org/10.26434/chemrxiv.7593902 

The published paper is: Siyao Li, Nicholaus Prasetya, and Bradley P Ladewig, <em>Ind. Eng. Chem. Res.</em>, Just Accepted Manuscript<br>
DOI: https://doi.org/10.1021/acs.iecr.9b00762
DOI: 10.7910/dvn/xts8ie/7wfq3r
title: README.txt

description: Description of the data set and replication package
DOI: 10.7910/dvn/xts8ie/evtvxj
title: replication_commitments.do

description: Master do-file. Reproduces all graphs and figures in the article and appendix
DOI: 10.7910/dvn/xts8ie/j2mlkk
title: replication_commitments.tab

description: Data set for the analysis of the EU negotiations
DOI: 10.7910/dvn/xts8ie/zsqbvt
title: replication_experiment.tab

description: Data set for the analysis of the survey experiment
DOI: 10.5281/zenodo.1470711
title: Votings Data From Actize Citizen And Roi Portals

description: Votings info from https://www.roi.ru/ (count of voters for every vote and type of vote) and https://ag.mos.ru/results (count of votes, vote start and end dates). All data was scrapped at June 2018.