cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27427188
title: NTU RGB+D 60&120 skeleton with coordinates dataset

description: "NTU RGB+D" contains 60 action classes and 56,880 video samples."NTU RGB+D 120" extends "NTU RGB+D" by adding another 60 classes and another 57,600 video samples, i.e., "NTU RGB+D 120" has 120 classes and 114,480 samples in total.These two datasets both contain RGB videos, depth map sequences, 3D skeletal data, and infrared (IR) videos for each sample. Each dataset is captured by three Kinect V2 cameras concurrently.The resolutions of RGB videos are 1920x1080, depth maps and IR videos are all in 512x424, and 3D skeletal data contains the 3D coordinates of 25 body joints at each frame.This dataset is read the skeletons from the nturgbd_skeletons_s001_to_s017.zip and nturgbd_skeletons_s018_to_s032.zip files and generate a single csv file with all the normalized coordinates.The raw public dataset nturgbd_skeletons_s001_to_s017.zip and nturgbd_skeletons_s018_to_s032.zip files can down from https://rose1.ntu.edu.sg/dataset/actionRecognition/.<br><br>
DOI: 10.15468/dl.hvrzbv
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (RUS.34_1, RUS.1_1, RUS.20_1, RUS.25_1, RUS.17_1, RUS.10_1, RUS.48_1)",
 "TaxonKey is Characeae"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019524-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8xpu8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"7019251","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017271-241024112534372/datasets/export for details.
DOI: 10.17030/uclan.data.00000466
title: Unravelling the speed-going relationship: A proof of concept study from British turf flat and jump race meetings
DOI: 10.21227/tzka-tg50
title: Defective photonic bandgap crystal using finite difference time domain (FDTD)

description: This is a dataset of 13 defective crystal and one non-defective crystal. There are 4 fields in the dataset real, imag, int, and Attribute. The header real is showing real part, and imag shows an imaginary part, int shows corresponding intensity and Attribute denotes the label of crystal. Label 0 is a non-defective crystal, other label shows type of defects.
DOI: 10.5066/p94jtacv
title: Yellowstone Sample Collection - database

description: This database was prepared using a combination of materials that include aerial photographs, topographic maps (1:24,000 and 1:250,000), field notes, and a sample catalog. Our goal was to translate sample collection site locations at Yellowstone National Park and surrounding areas into a GIS database. This was achieved by transferring site locations from aerial photographs and topographic maps into layers in ArcMap. Each field site is located based on field notes describing where a sample was collected. Locations were marked on the photograph or topographic map by a pinhole or dot, respectively, with the corresponding station or site numbers. Station and site numbers were then referenced in the notes to determine the appropriate prefix for the station. Each point on the aerial photograph or topographic map was relocated on the screen in ArcMap, on a digital topographic map, or an aerial photograph. Several samples are present in the field notes and in the catalog but do not correspond to an aerial photograph or could not be found on the topographic maps. These samples are marked with "No" under the LocationFound field and do not have a corresponding point in the SampleSites feature class. Each point represents a field station or collection site with information that was entered into an attributes table (explained in detail in the entity and attribute metadata sections). Tabular information on hand samples, thin sections, and mineral separates were entered by hand. The Samples table includes everything transferred from the paper records and relates to the other tables using the SampleID and to the SampleSites feature class using the SampleSite field.
DOI: 10.5066/p9jpx2ro
title: Sr and U concentrations and radiogenic isotope compositions (87Sr/86Sr, 234U/238U) of thermal waters, streamflow, travertine, and rock samples along with U-Th disequilibrium ages for travertine deposits from various locations in Yellowstone National Park, USA (ver. 2.0, August 2024)

description: This data provides locations and technical specifications of legacy and current versions of the United States Wind Turbines database.  Almost all of which are utility-scale. Utility-scale turbines are ones that generate power and feed it into the grid, supplying a utility with energy. They are usually much larger than turbines that would feed a homeowner or business.  Each release, typically done quarterly, updates the database with newly installed wind turbines, removes wind turbines that have been identified as dismantled, and applies other verifications based on updated imagery and ongoing quality-control.
Turbine data were gathered from the Federal Aviation Administration's (FAA) Digital Obstacle File (DOF) and Obstruction Evaluation Airport Airspace Analysis (OE-AAA), the American Clean Power Association (ACP), Lawrence Berkeley National Laboratory (LBNL), and the United States Geological Survey (USGS), and were merged and collapsed into a single data set. Verification of the turbine positions was done by visual interpretation using high-resolution aerial imagery in ESRI ArcGIS Desktop. A locational error of plus or minus 10 meters for turbine locations was tolerated. Technical specifications for turbines were assigned based on the wind turbine make and models as provided by manufacturers and project developers directly, and via FAA datasets, information on the wind project developer or turbine manufacturer websites, or other online sources. Some facility and turbine information on make and model did not exist or was difficult to obtain. Thus, uncertainty may exist for certain turbine specifications. Similarly, some turbines were not yet built, not built at all, or for other reasons cannot be verified visually. Location and turbine specifications data quality are rated and a confidence is recorded for both. None of the data are field verified. The current version is available for download at United States Wind Turbine Database - Current Version. 
The USWTDB Viewer, created by the USGS Energy Resources Program, lets you visualize, inspect, interact, and download the most current USWTDB version only, through a dynamic web application. https://eerscmap.usgs.gov/uswtdb/viewer/
DOI: 10.5281/zenodo.11276723
title: Active control of the free surface of a rivulet of a nematic liquid crystal with an electric field

description: The dataset titled "Active Control of the Free Surface of a Rivulet of a Nematic Liquid Crystal with an Electric Field" comprises raw images for Figure 2 and data for Figures 3 as reported in the article in Physical review Fluids.

The files with names starting “Figure2” are the raw .TIF images used for creating the top and side view images shows in Figure 2 (a) and (b). 

The file “Figure 3a_Experimental Data.xlsx” includes the experimental data presented in Figure 3a for a 5CB rivulet flowing at volume fluxes of Q=250, 500, and 1000 nL/s.

The file “Figure 3a_Inset_Experimental Data.xlsx” contains control data displayed in the inset of Figure 3a. This data pertains to two controls first Propylene Glycol rivulet flowing at a volume flux of 𝑄=275 nL/S and second liquid crystals LCT 07-1132 rivulet flowing at a volume flux of Q=500nL/s.

The file “Figure 3b_Experimental_Data.xlsx” includes experimental data presented in Figure 3b for 5CB rivulet plotted as a function of the prescribed flux Q for V = 0 V and V = 1000 V.
DOI: 10.5281/zenodo.11397241
title: Long Simulation of Global Sea Surface Temperature using Linear Inverse Model
title: Supporting data for "An increase in marine heatwaves without significant changes in surface ocean temperature variability"

description: The content of this dataset includes (a) observed product, which is the averaged product of the Hadley Centre Sea Ice and Sea Surface Temperature (HadISST), the Extended Reconstructed Sea Surface Temperature version 5 (ERSSTv5), and the Centennial in situ Observation-Based Estimates (COBE). This is called "global_sst_1958to2017.mat", i.e., 60 yrs of monthly SST over 1958-2017; it also contains the trend, the seasonal climatology, the anomaly field after subtracting trend and seasonal climatology, longitude, latitude, time, and land-sea mask. (b) 20 realizations of long SST simulation generated by a Linear Inverse Model (LIM). Each realization contains 6000 months (or 500 yrs) of SST. The file is named "stochastic_simulation_lim_sst_mem*.mat". 

To cite dataset if plot or extracted used in any publication, use the reference below:

Xu, T., et al. (2022). "An increase in marine heatwaves without significant changes in surface ocean temperature variability." Nature Communications 13(1): 7396.
DOI: 10.5281/zenodo.12570878
title: 2.5-D PIC Simulation of Symmetric Magnetic Reconnection with Varying Guide Field
DOI: 10.5281/zenodo.4061797
title: Tara Pacific ITS2 Symbiodiniaceae data release version 1

description: This data is the result of the primary analysis of the Symbiodiniaceae ITS2 rDNA gene sequencing data collected from all islands as part of the Tara Pacific expedition.The analysis was conducted using SymPortal. A full README is contained within the data upload.
DOI: 10.5281/zenodo.8357753
title: Sound field image dataset

description: <strong>Description</strong> This <strong>sound field image dataset</strong> contains clean-noisy pairs of complex-valued sound-field images generated by 2D acoustic simulations. The dataset was initially prepared for <strong>deep sound-field denoiser </strong>(https://github.com/nttcslab/deep-sound-field-denoiser)<strong>,</strong> a DNN-based denoising method for optically measured sound fields. Since the data is a two-dimensional sound field based on the Helmholtz equation, one can use this dataset for any acoustic application. Please check our GitHub repository and paper for details. <strong>Directory structure</strong> The dataset contains three directories: training, validation, and evaluation. Each directory contains "soundsource#" sub-directories (# represents the number of sound sources used in the acoustic simulation). Each sub-directory has three h5 files for data (clean, white noise, and speckle noise) and three CSV files listing random parameter values used in the simulation. - /training - /soundsource# - constants.csv - random_variable_ranges.csv - random_variables.csv - sf_true.h5 - sf_noise_white.h5 - sf_noise_speckle.h5 <strong>Condition of use</strong> This dataset is available under the attached license file. Read the terms and conditions in NTTSoftwareLicenseAgreement.pdf carefully. <strong>Citation</strong> If you use this dataset, please cite the following paper. K. Ishikawa, D. Takeuchi, N. Harada, and T. Moriya ``Deep sound-field denoiser: optically-measured sound-field denoising using deep neural network,'' arXiv:2304.14923 (2023).
DOI: 10.6073/pasta/763bb2443c8e15ba88e6a895cf44b381
title: Radiometric and Meteorological Data from Harvard Forest Barn Tower 2011-2017

description: To better quantify the seasonal changes in canopy structure and physiological status (e.g. photosynthetic capacity or efficiency), and provide a more rigorous context for interpretation of the camera data, we installed an extensive set of radiometric instruments on the Harvard Forest Barn Tower beginning in 2011. A complete list of sensors is given in the Methods section. Note that these include both broad-band and narrow-band sensors, and sensors with hemispherical, narrow, and multi-angular fields of view.
DOI: 10.6084/m9.figshare.26005375.v1
title: checklist for ( Effectiveness of tunnelling modification technique using platelet-rich fibrin and connective tissue graft in gingival recession a systematic review )

description: PRISMA checklist for Effectiveness of tunnelling modification technique using platelet-rich fibrin and connective tissue graft in gingival recession a systematic review )
DOI: 10.1285/i26113775n5
title: Towards a Visionary Approach for rural areas. From the key features to planning the future of LEADER
DOI: 10.15129/96cf2b15-7baa-4408-9687-66a5c4721f4b
title: Data for "Interspecies Förster resonances for Rb-Cs Rydberg d-states for enhanced multi-qubit gate fidelities"

description: This dataset contains data presented in figures in the paper "Interspecies Förster resonances for Rb-Cs Rydberg d-states for enhanced multi-qubit gate fidelities". Data for each figure are stored in comma separated files, with labelled column headers and provided with a comprehensive readme file.
DOI: 10.17188/1289146
title: Materials Data on BSbO3 by Materials Project

description: BSbO3 crystallizes in the triclinic P-1 space group. The structure is one-dimensional and consists of one BSbO3 ribbon oriented in the (1, 0, 0) direction. B3+ is bonded in a trigonal planar geometry to three O2- atoms. There is two shorter (1.38 Å) and one longer (1.40 Å) B–O bond length. Sb3+ is bonded in a 3-coordinate geometry to three O2- atoms. There are a spread of Sb–O bond distances ranging from 2.00–2.05 Å. There are three inequivalent O2- sites. In the first O2- site, O2- is bonded in a distorted bent 120 degrees geometry to one B3+ and one Sb3+ atom. In the second O2- site, O2- is bonded in a 2-coordinate geometry to one B3+ and one Sb3+ atom. In the third O2- site, O2- is bonded in a distorted bent 150 degrees geometry to one B3+ and one Sb3+ atom.
DOI: 10.21238/s8spray2718a
title: Solomon Sea volume transport time-series measured by glider

description: The Solomon Sea carries the equatorward western boundary current of the South Pacific, a principal element of subtropical-equatorial communication. The Solomon Sea transport time-series is derived from the over a decade long and ongoing record of Spray glider missions in the Solomon Sea.The transport for each section is computed as the coast-to-coast integral of the absolute cross-track geostrophic velocity, obtained from the glider-measured temperature, salinity, and vertically-averaged velocity. A low-pass monthly time-series represents a smoothed version of the individual section transport series capturing its low-frequency variability, strongly correlated with ENSO.
DOI: 10.21238/s8spray2718b
title: Climatology of Solomon Sea currents, temperature and salinity measured by glider

description: The Solomon Sea carries the equatorward western boundary current of the South Pacific, a principal pathway of subtropical-equatorial communication. This climatological Solomon Sea velocity dataset is derived from more than a decade of Spray glider missions in the Solomon Sea providing measurements of temperature, salinity and vertically-averaged over the dive-depth horizontal velocity. Only the segments of glider missions making complete transects between Papua New Guinea (PNG) and the Solomon Islands (SOL) are considered. All data were low-pass filtered to remove small scale variability not relevant for geostrophy prior to computing a 12-month average annual cycle and its mean. The glider samples the Solomon Sea in a clockwise loop, naturally forming two separate tracks: a northern track (with eastbound sampling) and a southern track (with westbound sampling). The two tracks have distinct velocity characteristics. The annual cycle is thus computed separately for each track. All data are reported as a function of the cross-basin fraction ɸ, varying between 0 at PNG and 1 at SOL, where contours of constant ɸ align with the general direction of the mean flow in the Solomon Sea. All cross-section data are binned vertically in depth (Δz =10m) and horizontally in ɸ (Δɸ = 0.05). A discontinuity occurs at depth 700m since missions sampling to 1000m began in mid-2013.
DOI: 10.21415/t5nk5q
title: CHILDES Frogs Thai Zlatev Corpus
DOI: 10.25550/ttr
title: ChIP-seq of multiple histone marks and RNA-seq from CS22 human embryonic face tissue

description: ChIP-seq, RNA-seq and transgenic assays to identify non-coding regulatory elements (enhancers) active during craniofacial development
DOI: 10.5066/f7qr4w4s
title: Green Treefrog (Hyla cinerea) aGRTRx_CONUS_2001v1 Range Map

description: This dataset represents a species known range extent for Hyla cinerea (Green Treefrog). These range maps are created by attributing sub-watershed polygons with information of a species presence, origin, seasonal and reproductive use.
DOI: 10.5281/zenodo.4320793
title: Electron density and altitude of the main ionospheric peak of Mars as observed by Mars Express instruments. Archived data for the paper "Seasonal and geographical variability of the Martian ionosphere from Mars Express observations", submitted to JGR-Planets

description: This repository contains archived data for the manuscript "Seasonal and geographical variability of the Martian ionosphere from Mars Express observations", published in Journal of Geophysical Research-Planets. Details about the methods to generate the data can be found in the paper. 5 data files plus 2 readme text files are included. The file MEx_ionpeak.dat (described in the readme file README_ionpeak.txt) contains the peak electron densities and peak altitudes resulting from 34539 observations. Each record includes 14 columns. The content of each column is: Column 1: Instrument providing the observation (MARSIS or MaRS)<br> Column 2: Mars Year at which the observation was obtained (from MY27 to MY33)<br> Column 3: Solar Longitude (Ls) of the observation (unit: degrees)<br> Column 4: Latitude of the observation (unit: degrees)<br> Column 5: Longitude of the observation (unit: degrees)<br> Column 6: Solar Zenith Angle (SZA) of the observation (unit: degrees)<br> Column 7: F10.7 solar proxy index at 1 Astronomic Unit (unit: solar flux units)<br> Column 8: Peak electron density measured by the instrument (unit: cm-3)<br> Column 9: Peak electron density at the subsolar point, i.e., corrected for the SZA variation (unit: cm-3)<br> Column 10: Peak electron density at the subsolar point and at F10.7 (1AU)=100, i.e., corrected for the SZA and the solar radiation output variations (unit: cm-3)<br> Column 11: Peak electron density at the subsolar point, at F10.7 (1AU)=100 and corrected for the seasonal variation (unit: cm-3)<br> Column 12: Peak altitude measured by the instrument (unit: km)<br> Column 13: Peak altitude at the subsolar point, i.e. corrected for the SZA variation (unit: km)<br> Column 14: Peak altitude at the subsolar point and corrected for the seasonal variation (unit: km) The files eprofiles_MaRS.dat, eprofiles_MARSIS_prof1.dat, eprofiles_MARSIS_prof2.dat and eprofiles_MARSIS_prof3.dat contain 4 electron density profiles. They are described in the file README_eprofiles.txt. Each file includes 2 columns, the first one being the altitude (unit: km) and the second one the electron density (unit: cm-3). Contact: Francisco Gonzalez-Galindo, ggalindo@iaa.es<br>
DOI: 10.5281/zenodo.7846473
title: Data accompanying "Diurnal variability of the upper ocean simulated by a climate model"

description: Data used for creating figures in the draft article "Diurnal variability of the upper ocean simulated by a climate model". This includes: Multi-year, monthly mean diurnal cycle metrics at all model grid points. Monthly mean diurnal cycle data for individual years at selected locations. Code used to create these data files, and to create the plots, is in a Github repository (https://github.com/JackReevesEyre/cfs-analysis-gaea/). The repository is also archived on Zenodo (https://doi.org/10.5281/zenodo.7846095).
DOI: 10.6084/m9.figshare.22354555
title: <b>Inverse relation between motion perception and postural responses induced by motion of a touched object</b>

description: Supporting data for "Inverse relation between motion perception and postural responses induced by motion of a touched object"
DOI: 10.6084/m9.figshare.27043705
title: Supplementary Material for: Association of obstructive sleep apnea on heart failure and its risk factors: A two-step Mendelian randomization study

description: Background: Recent studies have indicated that obstructive sleep apnea (OSA) is linked to a higher likelihood of heart failure (HF). However, the causal connection between the two conditions is uncertain. We aimed to investigate the causal association of OSA with HF and its risk factors.
Methods: The OSA summary statistics are derived from the FinnGen database, including 38,998 cases and 336,659 controls. and HF summary statistics come from HERMES, the UK biobank, and the FinnGen database. A two-sample Mendelian randomization (MR) analysis was conducted to examine the causality of OSA on HF risk. Furthermore, the mediator effect of potential risk factors was assessed by a two-step MR. 
Results: The results of MR analysis demonstrated that genetically determined OSA is causal associated with the higher likelihood of HF (HERME: odds ratio [OR] = 1.222; 95% confidence interval [CI] [1.091, 1.369]; p = 5.19 × 10-4) (FinnGen: OR = 1.233; 95% CI [1.129, 1.346]; p = 3.32 × 10-6) (UK Biobank: OR = 1.002; 95% CI [1.000, 1.003]; p = 0.014). Two-step MR analysis indicated that obesity, blood glucose, depression, and other CVDs have significant mediating effects on the causal effect between OSA and HF.
Conclusion: This MR study emphasizes the causal effect of OSA on HF risk. Adiposity traits play a major role in the process of OSA leading to HF. Considering the detrimental impact of OSA on HF, it becomes imperative to prioritize the prevention and management of HF in individuals afflicted with OSA. The foremost intervention strategy should revolve around effective obesity management.
DOI: 10.15151/esrf-dc-1897099364
title: Crystal structure of a bacterial photoactivated adenylate cyclase determined at room temperature by serial femtosecond crystallography

description: OaPAC is a recently discovered BLUF (blue-light using flavin adenosine dinucleotide) photoactivated adenylate cyclase from the cyanobacterium Oscillatoria acuminata that uses adenosine triphosphate and translates the light signal into the production of cyclic adenosine monophosphate. Here, we report the crystal structures of the enzyme in the absence of its natural substrate determined from room temperature serial crystallography data collected at both an X-ray free electron laser and a synchrotron, and we compare them with the cryo-macromolecular crystallography structures obtained at a synchrotron by us and others. These results reveal slight differences in the structure of the enzyme due to data collection at different temperatures and X-ray sources. We further investigate the effect of the Y6W mutation in the BLUF domain, a mutation which results in a rearrangement of the hydrogen-bond network around the flavin and a notable rotation of the side-chain of the critical Q48 residue. These studies pave the way for ps - ms time-resolved serial crystallography experiments at X-ray free electron lasers and synchrotrons in order to determine the early structural intermediates and correlate them with the well-studied ps - ms spectroscopic intermediates.