cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3243383
title: Projected fresh water use from the European energy sector on NUTS2 level by 2050 following EU Energy Reference Scenario 2016

description: The dataset contains projections of fresh water withdrawal and consumption from the European energy sector on NUTS2 level by 2050 following EU Energy Reference Scenario 2016.

The energy sector in this scope includes energy production (production of coal, oil and gas) and energy transformation in oil refineries and power plants (nuclear, solid fuels, oil, gas, biomass and geothermal).

The information in provided on NUTS 2 level following the NUTS2 2013 definition.

The dataset is explained in more detail in the report Projected fresh water use from the European energy sector.
description: {"references": ["Medarac, H., Magagna, D. and Hidalgo Gonz\u00e1lez, I., Projected fresh water use from the European energy sector, EUR 29438 EN, Publications Office of the European Union, Luxembourg, 2018, ISBN 978-92-79-97250-8 (online), doi:10.2760/30414 (online), JRC113696"]}
DOI: 10.5281/zenodo.3243486
title: Stylometric Analysis of Classical French Theatre

description: Datasets, models and scripts for the stylometric analysis of Classical French Theatre.
description: {"references": ["Datasets, models and scripts associated with Cafiero and Camps (2019), 10.1126/sciadv.aax5489"]}
DOI: 10.5281/zenodo.3243487
title: Stylometric Analysis of Classical French Theatre

description: Datasets, models and scripts for the stylometric analysis of Classical French Theatre.
description: {"references": ["Datasets, models and scripts associated with Cafiero and Camps (2019), 10.1126/sciadv.aax5489"]}
DOI: 10.5281/zenodo.3243467
title: Example datasets for BACMMAN software

description: Example datasets for BACMMAN software
DOI: 10.5281/zenodo.3243468
title: Example datasets for BACMMAN software

description: Example datasets for BACMMAN software
DOI: 10.5281/zenodo.3243328
title: POPC with 0, 10, 20, and 30 mol-% of cholesterol at 310 K. Slipids force field.

description: Simulations of a POPC bilayer with varying amounts<br>
of cholesterol. This data is employed for the NMRlipids<br>
project, see <em>http://nmrlipids.blogspot.fi</em> for more information.

A POPC bilayer consisting of 200 lipids (100 per leaflet) <br>
is simulated in the presence of 0% (0 molecules), 10 %<br>
(22 molecules), 20 % (50 molecules), or 30 % (86 molecules)<br>
of cholesterol. The Slipids model [1–3] is employed for lipids,<br>
and the tip3p model for water.

The Slipids force field parameters were downloaded from<br>
http://mmkluster.fos.su.se/slipids/

––––––––––––––––––––––––––––––––––––––––––––––––––––––

The files are in GROMACS format. Trajectory (.xtc) is <br>
100 ns long with data saved every 100 ps. Additionally,<br>
the initial structure (.gro), topology (.top), index file (.ndx),<br>
binary run input file for GROMACS v. 4.6–&gt; (.tpr) and the<br>
energy output file (.edr) are provided together with the run<br>
parameter file (.mdp) employed to run all the simulations.

UPDATE: Longer 500 ns trajectories are updated together with the checkpoint files.

––––––––––––––––––––––––––––––––––––––––––––––––––––––

[1] Derivation and Systematic Validation of a Refined <br>
All-Atom Force Field for Phosphatidylcholine Lipids<br>
Joakim P. M. Jämbeck and Alexander P. Lyubartsev<br>
The Journal of Physical Chemistry B 2012 116 (10), 3164-3179<br>
DOI: 10.1021/jp212503e

[2] An Extension and Further Validation of an All-Atomistic <br>
Force Field for Biological Membranes<br>
Joakim P. M. Jämbeck and Alexander P. Lyubartsev<br>
Journal of Chemical Theory and Computation 2012 8 (8), 2938-2948<br>
DOI: 10.1021/ct300342n

[3] Another Piece of the Membrane Puzzle: Extending Slipids Further<br>
Joakim P. M. Jämbeck and Alexander P. Lyubartsev<br>
Journal of Chemical Theory and Computation 2013 9 (1), 774-784<br>
DOI: 10.1021/ct300777p
DOI: 10.5281/zenodo.3243611
title: Distribution of invalid children due to forms of diseases in Russian regions

description: It is a dataset, which shows distribution of invalid children due to forms of diseases in Russian regions. Data is focused on children under 18 years old.
DOI: 10.5281/zenodo.3243612
title: Distribution of invalid children due to forms of diseases in Russian regions

description: It is a dataset, which shows distribution of invalid children due to forms of diseases in Russian regions. Data is focused on children under 18 years old.
DOI: 10.18739/a2bg2h941
title: Bathymetric data from Zev Lake, Toolik Field Station, Alaska (2015)

description: Toolik Field Station is located in the foothills of the Brooks Range on Alaska's North Slope and is administered by the Institute of Arctic Biology at the University of Alaska Fairbanks (UAF). Toolik Field Station was first established to support an aquatic program designed to obtain base-line data on the North Slope and inland coastal ponds in 1975. Research has expanded over the years to include terrestrial, atmospheric, vertebrate and other taxa, making Toolik home to a long running and diversified body of arctic ecology. The station currently supports a long-standing and rapidly expanding community of scientists and research projects representing individual and collaborative efforts from United States and international institutions. Growth of Toolik-based science, the number of researchers, and the facility from a tented camp to a research station prompted the establishment of the Toolik GIS (Geographical Information Systems) and Remote Sensing (RS) Program as part of the 5 year Cooperative Agreement between the National Science Foundation (NSF) and the Institute of Arctic Biology, University of Alaska Fairbanks in 2001 (NSF Award Number 9981914). The mission of this Program is to facilitate and enhance arctic research, and to increase research and management efficiency, effectiveness and capability. This is accomplished: 1) through Information Technology (IT) and GIS-RS support of administrative and management infrastructure and production of planning tools for land management and permitting, and 2) through direct consultation and GIS, RS, and Global Posititioning System (GPS) support services to scientists. ToolikGIS provides a rich spatial geodatabase, project-specific data development, spatial analyses, consultation and documentation.
DOI: 10.15121/1525476
title: EGS Collab Experiment 1: TOUGH2-CSM Simulation of Embedded Natural Fractures and Chemical Tracer Transport and Sorption

description: The EGS Collab SIGMA-V project is a multi-lab and university collaborative research project that is being undertaken at the Sanford Underground Research Facility (SURF) in South Dakota. The project consists of studying stimulation, fluid-flow, and heat transfer processes at a scale of 10-20 m, which is readily amenable to detailed characterization and monitoring. One objective of the project is to establish circulation from injector to producer by hydraulically fracturing the injector. Data generated during these experiments is to be compared with predictions from coupled thermal, hydrological, mechanical, and chemical simulators. One such a simulator, TOUGH2-CSM, has been enhanced in order to simulate EGS Collab SIGMA-V project experiments. These modifications include adding tracers, the capability to model tracer sorption, and an embedded fracture formulation. A set of example problems validate our conservative tracer transport and sorption formulations. We then simulated tracer transport and thermal breakthrough for the first EGS Collab SIGMA-V experiment. This dataset includes the TOUGH2-CSM input and output files associated with the thermal and tracer simulations. A conference paper is included for additional context.
DOI: 10.5258/soton/d0534
title: Dataset for "Estimating the longitudinal centre of flotation of a vessel in waves using accelerometers"

description: Dataset supports: Abankwa, N. O. et al (2018). Estimating the longitudinal centre of flotation of a vessel in waves using acceleration measurements. IEEE Sensors Journal, 18(20), 8426-8435
DOI: 10.5286/isis.e.rb1910459
title: Local Structure Study of Nanosized High Nickel-Content Li-ion Cathode Materials

description: Li ion batteries currently use LiCoO2 based materials as the cathode.  The cost and scarcity of cobalt have driven a search for alternative materials and a leading candidate involves replacing cobalt with a nickel-rich mixture to give Li(Ni0.8Mn0.1Co0.1)O2.  This gives improved energy density but the cathode becomes unstable and leads to battery degradation with repeated cycling.  By reducing particle size to 200nm, we have produced material that maintains battery performance without the degradation problems of conventional, bulk material.  We will use total neutron scattering to identify the structural differences that result from nanostructuring the material, and also examine the effect of the protective Al2O3 coating  on the NMC-811 material.  This will give us insights into the cation distribution, and the lithium ordering in this next generation battery material.
DOI: 10.5286/isis.e.rb1910459-1
title: Local Structure Study of Nanosized High Nickel-Content Li-ion Cathode Materials

description: Li ion batteries currently use LiCoO2 based materials as the cathode.  The cost and scarcity of cobalt have driven a search for alternative materials and a leading candidate involves replacing cobalt with a nickel-rich mixture to give Li(Ni0.8Mn0.1Co0.1)O2.  This gives improved energy density but the cathode becomes unstable and leads to battery degradation with repeated cycling.  By reducing particle size to 200nm, we have produced material that maintains battery performance without the degradation problems of conventional, bulk material.  We will use total neutron scattering to identify the structural differences that result from nanostructuring the material, and also examine the effect of the protective Al2O3 coating  on the NMC-811 material.  This will give us insights into the cation distribution, and the lithium ordering in this next generation battery material.
DOI: 10.7910/dvn/rikyvd/8jqcqg
title: RG_Matlin_Mal_clean.do

description: Stata do file that processes and cleans the MLSFH data files.
DOI: 10.7910/dvn/rikyvd/ds5pkq
title: RG_Matlin_XNat_log.pdf

description: A log file that displays the results produced by running the RG_Matlin_XNat_analyses.do do file.
DOI: 10.7910/dvn/rikyvd/j5n2so
title: RG_Matlin_Mal_codebook.pdf

description: Codebook for the data that results from running the  RG_Matlin_Mal.do file on the MLSFH data files.
DOI: 10.7910/dvn/rikyvd/siq8db
title: RG_Matlin_Mal_analyses.do

description: Stata do file that replicates quantitative analyses of the Malawi data that are reported in the article and appendix, including Figure and Table numbers.
DOI: 10.7910/dvn/rikyvd/uynkir
title: RG_Matlin_XNat_codebook.pdf

description: Codebook with variable names for RG_Matlin_XNat.dta dataset.
DOI: 10.5281/zenodo.3243641
title: SR load modulation by AP morphology

description: Data in this data set was used to determine SR Ca load during cell pacing with different AP waveforms.
DOI: 10.5281/zenodo.3243642
title: SR load modulation by AP morphology

description: Data in this data set was used to determine SR Ca load during cell pacing with different AP waveforms.
DOI: 10.7910/dvn/rikyvd/jqrk6m
title: RG_Matlin_Mal_log.pdf

description: A log file that displays the results produced by running the RG_Matlin_Mal_analyses.do file.
DOI: 10.7910/dvn/rikyvd/kx472z
title: 1_ReadMe.rtf

description: Overview of all files.
DOI: 10.7910/dvn/rikyvd/saznkh
title: RG_Matlin_XNat_analyses.do

description: Stata do file that replicates cross-national analyses that are reported in the article and appendix, including Figure and Table numbers.
DOI: 10.7910/dvn/rikyvd/vodaqn
title: RG_Matlin_XNat.tab

description: Stata formatted cross national data from Afrobarometer and Murdock.
DOI: 10.5258/soton/d0823
title: Dataset for Flexible Mid-IR fiber bundle for thermal imaging of inaccessible areas

description: This dataset supports the publication:
Andrea Ventura, Fedia Ben Slimen, Joris Lousteau, Nicholas White, Ali Masoudi, Petr Janicek, and Francesco Poletti
Flexible Mid-IR fiber bundle for thermal imaging of inaccessible areas
Optics Express
DOI: 10.5281/zenodo.3243513
title: ALICE multi camera image set

description: Images of pinned insects from multiple camera views with associated calibration grid images. This image set is used for label identification and segmentation in the ALICE project. https://doi.org/10.31219/osf.io/s2p73
description: {"references": ["Price, Benjamin W., Steen Dupont, Elizabeth L. Allan, Vladimir Blagoderov, Alice J. Butcher, James Durrant, Pieter Holtzhausen, et al. 2018. \"ALICE: Angled Label Image Capture and Extraction for High Throughput Insect Specimen Digitisation.\" OSF Preprints. November 5. doi:10.31219/osf.io/s2p73"]}
DOI: 10.17632/bjff5v29p8.1
title: Digital Goniometer Measurements

description: MPU6050 sensor readings.
DOI: 10.17632/dj53dkzwp5.1
title: Comprehensive Structure-Function Study of Neurogenin3 Disease-Causing Alleles during Human Pancreas and Intestinal Organoid Development: EMSA and Western Blots

description: Full gel image (not cropped or reorganized images) for Western Blot and EMSA
DOI: 10.17632/jgkkh875hc.1
title: Data for: Remnant vegetation provides genetic connectivity for a critical weight range mammal in a rapidly urbanising landscape

description: Microsatellite genotypes are provided for 681 quenda samples from 42 populations across the greater Perth metropolitan region in GenAlEx format
DOI: 10.17632/t2dfcy56xk.1
title: Data for: Financial development determinants, role of market restrictiveness

description: relationship between financial institutions and markets development and regulatory framework in 180 countries
DOI: 10.17632/tgg82hnt75.4
title: Rio Albano structural data
DOI: 10.5061/dryad.f4j0h83/1
title: Dryad Item 10.5061/DRYAD.F4J0H83/1

description: (:tba)
DOI: 10.5258/soton/d0870
title: Dataset for "Low loss wavelength-selective integrated waveguide coupler based on tilted Bragg gratings"

description: Dataset supports the paper "Efficient wavelength-selective integrated waveguide coupler based on tilted Bragg gratings" published in Journal of the Optical Society of America B. https://doi.org/10.1364/JOSAB.36.001783
DOI: 10.17632/jmkpffc473.1
title: Data Set Reduction using R

description: A random data sets is generated using R language of range (1,1000) of 10000 different values. A reduction is performed in population data sets by our proposed algorithm. The sample size of 500, 1000, 5000 is drawn with least variation compared to population mean. The ceiling values of data sets generation is consider by our research
DOI: 10.17632/tgg82hnt75.5
title: Rio Albano structural data
DOI: 10.5519/qd.nuwrneai
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.17632/7g9dvjvswg.1
title: Cytoskeleton dynamics during lateral root initiation in Arabidopsis thaliana

description: Morphogenesis of lateral roots relies on the asymmetric cell division of initially symmetric founder cells. This division is preceded by the tightly controlled asymmetric radial expansion of these cells. The cellular mechanisms that license and ensure the coordination of these events are unknown. Here, we quantitatively analyse microtubule and F-actin dynamics during lateral root initiation. Using mutants, pharmacological and tissue-specific genetic perturbations, we show that dynamic reorganisation of both microtubule and F-actin networks is necessary for the asymmetric expansion of the founder cells. This cytoskeleton remodelling intertwines with auxin signalling in the pericycle and endodermis in order for founder cells to acquire a basic polarity required for initiating lateral root development.
DOI: 10.17632/5wdb22w5m4.1
title: Caregiver needs scale_neurodevelopmental disorders

description: Objectives: To explore the care-giving needs of parents of children suffering from neurodevelopmental disorders in an Indian setting Methods: One-hundred and twelve parents (within the age group of 18-60 years) who are involved in care-giving of children (aged 3–12 years and diagnosed with a neurodevelopmental disorder according to DSM 5) were assessed using a Hindi version of Caregiver Needs Scale. Results: The mean score on CNS -Hindi version obtained was 80.39 (SD-14.36) indicating a high degree of caregiver needs amongst the parents. Around 65.7% of the respondents expressed a definite need for help in all the items of the scale. The total score on CNS showed a significant (p&lt;0.05) negative correlation with the age of the child, suggesting that parents with children of a younger age demonstrated more care-giving needs. Age of parent showed a significant (p&lt;0.05) negative correlation with scores for community and financial needs. Conclusions: Parents of children with neurodevelopmental disorders expressed a high degree of caregiver needs in multiple domains, e.g., information, community service, support, and financial needs. Understanding parents’ perspectives on important unmet needs are important to modify health services and improve family outcomes.
DOI: 10.17632/n2kj2dmx56.1
title: Raw data - Rezek et al. 2017, Mar Bio

description: Community and stable isotope data from restored and natural oyster reefs in the Mission-Aransas Estuary, Texas.
DOI: 10.5519/qd.70grob8p
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (28 records)
DOI: 10.17632/3zf5zjhgy3.2
title: Anonymous vs. Conference Peer Feedback for EAL Writing

description: Based on the interaction theory (Gass; Mackey, 2006; Long, 1996; Polio, 2012), it was hypothesised that the conference peer feedback group outperforming the anonymous peer feedback group in EAL writing. However, descriptive data showed a slight trend favouring the anonymous group, with no statistically significant difference between the two groups. The ANTCONC files allowed the mapping of the most frequent words, collocations and combination of words present in the answers to the open-ended questions in the questionnaires.
DOI: 10.17632/wwbzvt3h3w.1
title: PARP-1 and DDX21 in Breast Cancer Images
DOI: 10.17632/fyg7w85hxx.1
title: Acetic acid and butyrate production in two continuous experiments

description: data about：Acetic acid and butyrate production in two continuous experiments and High-throughput map of microbe from bio-cathode
DOI: 10.17632/wzyd4f55fp.2
title: raw images related to Figure 1 and 2 of article titled "Live-cell single RNA imaging reveals bursts of translational frameshifting"

description: u-2 os cells transfected with +FSS MF tag or -FSS control tag. Maximum projection images of ~13z slices.
DOI: 10.5066/p99eqgzw
title: Modeling the effects of future scenarios of urbanization and sea level rise on the Peninsular Florida Landscape Conservation Cooperative's conservations

description: Understanding how ecological and cultural resources may change in the future is an important component of conservation planning and for the implementation of long-term environmental monitoring. We modeled six future scenarios of urbanization and sea level rise to investigate their potential effects on the Peninsular Florida Landscape Conservation Cooperative's Priority Resources (PFLCC 2016), which were identified as important for conservation through a cooperative multi-partner effort to prioritize conservation efforts on a state-wide scale. These data represent conservation targets for the Coastal Uplands, High Pine and Scrub, and Freshwater Aquatics Priority Resources at present, and under six future scenarios of sea level rise and urbanization.
DOI: 10.17632/2gm8y45g44.1
title: Prediction results

description: These tables give the fatigue life predition for all material in the paper. These data is computed by the Equations(13)-(14) in the paper.
DOI: 10.17632/nhpsf7h727.1
title: Data for: Provenance evolution of the Paleoproterozoic metasedimentary cover sequences in northern Fennoscandia: age distribution, geochemistry and zircon morphology

description: Detrital zircon ICPMS/TIMS analysis and metasedimentary rock samples whole-rock analysis.
DOI: 10.5258/soton/d0965
title: Dataset for "The use of the hollow cylinder apparatus to study stress paths relevant to railway track foundations"

description: Dataset supports the paper :
A.Mamou, W. Powrie, J. Priest, C.Clayton
The use of the hollow cylinder apparatus to study stress paths relevant to railway track foundations
7th International Symposium on Deformation Characteristics of Geomaterials 26th – 28th June 2019
DOI: 10.5281/zenodo.3243528
title: Dataset for Evaluating Sustain-Pedal Detection from Polyphonic Piano Music

description: To evaluate methods of sustain-pedal detection from polyphonic piano music, we built a dataset consisting of ten well-known passages of Chopin's music. Ground-truth annotations of this dataset represent sustain-pedal on/off states at every 0.1 second. This annotation was based on the sustain-pedal movement tracked by a dedicated measurement system.

Music scores of the ten passages were saved in PDF files. They were performed by a pianist using a Yamaha baby grand piano situated in the studios at Queen Mary University of London. The audio were recorded at 44.1 kHz and 24 bits using the spaced-pair stereo microphone technique. A pair of Earthworks QTC40 omnidirectional condenser microphones was positioned about 50 cm above the strings. 

We have developed a transfer learning method such that the on/off state of the sustain pedal can be detected at every 0.1 second. The ground-truth annotation and our detection results were saved in <em>transfer-learning-y_segment.npz</em>, which can be loaded using <em>numpy.load </em>in Python. The key for passage name, ground-truth annotation and our detection results is <em>filename_record</em>, <em>y_true</em> and <em>y_pred</em>, respectively.
DOI: 10.5281/zenodo.3243529
title: Dataset for Evaluating Sustain-Pedal Detection from Polyphonic Piano Music

description: To evaluate methods of sustain-pedal detection from polyphonic piano music, we built a dataset consisting of ten well-known passages of Chopin's music. Ground-truth annotations of this dataset represent sustain-pedal on/off states at every 0.1 second. This annotation was based on the sustain-pedal movement tracked by a dedicated measurement system.

Music scores of the ten passages were saved in PDF files. They were performed by a pianist using a Yamaha baby grand piano situated in the studios at Queen Mary University of London. The audio were recorded at 44.1 kHz and 24 bits using the spaced-pair stereo microphone technique. A pair of Earthworks QTC40 omnidirectional condenser microphones was positioned about 50 cm above the strings. 

We have developed a transfer learning method such that the on/off state of the sustain pedal can be detected at every 0.1 second. The ground-truth annotation and our detection results were saved in <em>transfer-learning-y_segment.npz</em>, which can be loaded using <em>numpy.load </em>in Python. The key for passage name, ground-truth annotation and our detection results is <em>filename_record</em>, <em>y_true</em> and <em>y_pred</em>, respectively.