cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24480499.v2
title: Data from: Ecological diversification in an adaptive radiation of plants: the role of de novo mutation and introgression

description: Data from: Stone and Wessinger 2023, "Ecological diversification in an adaptive radiation of plants: the role of de novo mutation and introgression"DOI: 10.1101/2023.11.01.565185The code used to conduct analyses from this study can be found here: https://github.com/benstemon/MBE-23-0936The raw sequencing reads generated from this study have been deposited on the SRA under Project number: PRJNA1057825This repository contains a README.md file, which contains information on all files included.
DOI: 10.6084/m9.figshare.24480499.v1
title: Data from: Ecological diversification in an adaptive radiation of plants: the role of de novo mutation and introgression

description: pigment_extractions.zipPhotographs of floral anthocyanin extractionsf3p5ph_materials.zipraw .bam files for reads mapped to the f3'5'h locusfiltered all-sites .vcf file, including indels, for the f3'5'h locusfull CDS (including with indels) and protein fasta files for the f3'5'h locusgene tree for the f3'5'h locusfiltered_consensus_ready_no-indels.vcf.gzfiltered gzipped all-sites .vcf file, which serves as the basis for all downstream analyses (except f3'5'h analysis) with gene tree-species tree discordance, tests of introgression, etc.
DOI: 10.5281/zenodo.3484078
title: Congreso AgroInformática 2008-2018

description: Este conjunto de datos del Congreso de AgroInformática contiene la información de todos los participantes desde la primera edición en 2008 hasta la 10º en 2018.
DOI: 10.5281/zenodo.3484077
title: Congreso AgroInformática 2008-2018

description: Este conjunto de datos del Congreso de AgroInformática contiene la información de todos los participantes desde la primera edición en 2008 hasta la 10º en 2018.
DOI: 10.5281/zenodo.10443213
title: BD Rhapsody WTA AbSeq Analysis

description: Dataset and codes for BD Rhapsody single cell analysis system.

Disclaimer: The set of codes are optimised for the associated dataset only. For detailed understanding of the analysis procesure, please refer to https://github.com/INGEN-HOPE/Single-Cell-Multi-Omics-Data-Analysis-for-BD-Rhapsody. For any kind queries, please refer to the corresponding author, or post your query on our GitHub page.
DOI: 10.5281/zenodo.10443214
title: BD Rhapsody WTA AbSeq Analysis

description: Dataset and codes for BD Rhapsody single cell analysis system.

Disclaimer: The set of codes are optimised for the associated dataset only. For detailed understanding of the analysis procesure, please refer to https://github.com/INGEN-HOPE/Single-Cell-Multi-Omics-Data-Analysis-for-BD-Rhapsody. For any kind queries, please refer to the corresponding author, or post your query on our GitHub page.
DOI: 10.6084/m9.figshare.24596094.v1
title: NSD

description: Streamflow characteristics and changes over the conterminous United States
DOI: 10.5281/zenodo.10443166
title: Midway RSS-related files backup (Data, lfi2012)
DOI: 10.5281/zenodo.10443167
title: Midway RSS-related files backup (Data, lfi2012)
DOI: 10.5281/zenodo.10145488
title: Delaying cord clamping to improve neonate blood values. A systematic review and meta-analysis

description: Complete data set of extracted studies & Publication bias analysis output
DOI: 10.5281/zenodo.10145487
title: Deferred cord clamping to improve neonatal blood values. A systematic review and meta-analysis

description: Complete data set of extracted studies
DOI: 10.5281/zenodo.10439383
title: Deferred cord clamping to improve neonatal blood values. A systematic review and meta-analysis

description: Complete data set of extracted studies
DOI: 10.5281/zenodo.10443328
title: Deferred cord clamping to improve neonatal blood values. A systematic review and meta-analysis

description: Complete data set of extracted studies
DOI: 10.5281/zenodo.10443244
title: Midway RSS-related files backup (Data, hb2012)
DOI: 10.5281/zenodo.10443245
title: Midway RSS-related files backup (Data, hb2012)
DOI: 10.5281/zenodo.7446389
title: Experimental data for "Superradiant Thomson scattering from graphite in the extreme ultraviolet"
title: Experimental data for Superradiant Thomson scattering from graphite in the extreme ultraviolet

description: Pretreated experimental data of an extreme ultraviolet (EUV) Thomson scattering experiment on highly oriented pyrolytic graphite (HOPG), described in the PNAS paper "Superradiant Thomson scattering from graphite in the extreme ultraviolet" by the same authors. Details on the experimental geometry and setup are available in the paper. 

The data contain information on the distribution of the Thomson scattering intensity, at varying the incident intensity. Given the observation that the ratio of the scattered to incident intensity is not constant throughout the experiment, but depends on the incident intensity, the pulse-by-pulse measured intensities are treated as follows. 

Each independent dataset (at given incident wavelength and polarization) of our experiment was treated by averaging the ratio of I_scat to the incoming I_0, R_scat (I_0) = I_scat (I_0)/I_0, over several different sample points. The average was taken in small enough intervals of I_0. Statistically meaningful data were obtained rejecting I_0 intervals with too few (<5) data within them and (rare) fluctuations larger than twice the standard deviations. These data are reported in the available files. 

The files are named after the value of the wavelength and polarization of the EUV free electron laser beam, exciting the HOPG sample.

"lambda0-4nm" -> incident wavelength 4.08 nm"lambda0-5nm" -> incident wavelength 4.74 nm"pol-s" -> polarization orthogonal to the scattering plane"pol-p" -> polarization parallel to the scattering plane

The file column are as follows: col. 1: incident EUV pulse intensity I_0 (central values for of the sampled intervals, see above)col. 2: ratio between scattered and incident intensity R_scat = I_scat/I_0col. 3: experimental error associated to col. 2, estimated as the standard deviation in the data relative to a given I_0 intervalcol. 4: scattering angle.

Col. 1,2,3 are in arbitrary units, as discussed in detail in the paper. 

Please note that in the case of lambda0-4nm, pol-s, two datasets are available, relative to two different graphite samples: these differ for a scaling value of I_0 (about the 20%), possibly associated to a slightly different surface quality and/or focusing conditions.
DOI: 10.5281/zenodo.7446390
title: Experimental data for "Superradiant Thomson scattering from graphite in the extreme ultraviolet"
title: Experimental data for Superradiant Thomson scattering from graphite in the extreme ultraviolet

description: Pretreated experimental data of an extreme ultraviolet (EUV) Thomson scattering experiment on highly oriented pyrolytic graphite (HOPG), described in the PNAS paper "Superradiant Thomson scattering from graphite in the extreme ultraviolet" by the same authors. Details on the experimental geometry and setup are available in the paper. 

The data contain information on the distribution of the Thomson scattering intensity, at varying the incident intensity. Given the observation that the ratio of the scattered to incident intensity is not constant throughout the experiment, but depends on the incident intensity, the pulse-by-pulse measured intensities are treated as follows. 

Each independent dataset (at given incident wavelength and polarization) of our experiment was treated by averaging the ratio of I_scat to the incoming I_0, R_scat (I_0) = I_scat (I_0)/I_0, over several different sample points. The average was taken in small enough intervals of I_0. Statistically meaningful data were obtained rejecting I_0 intervals with too few (<5) data within them and (rare) fluctuations larger than twice the standard deviations. These data are reported in the available files. 

The files are named after the value of the wavelength and polarization of the EUV free electron laser beam, exciting the HOPG sample.

"lambda0-4nm" -> incident wavelength 4.08 nm"lambda0-5nm" -> incident wavelength 4.74 nm"pol-s" -> polarization orthogonal to the scattering plane"pol-p" -> polarization parallel to the scattering plane

The file column are as follows: col. 1: incident EUV pulse intensity I_0 (central values for of the sampled intervals, see above)col. 2: ratio between scattered and incident intensity R_scat = I_scat/I_0col. 3: experimental error associated to col. 2, estimated as the standard deviation in the data relative to a given I_0 intervalcol. 4: scattering angle.

Col. 1,2,3 are in arbitrary units, as discussed in detail in the paper. 

Please note that in the case of lambda0-4nm, pol-s, two datasets are available, relative to two different graphite samples: these differ for a scaling value of I_0 (about the 20%), possibly associated to a slightly different surface quality and/or focusing conditions.
DOI: 10.5519/qd.jvn5ibu1
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (14394 records)
DOI: 10.34740/kaggle/dsv/7305160
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.15139/s3/j3ywke
title: Resident and Land Use Professional Surveys on Bluff Erosion, Craven County, North Carolina

description: In Craven County, North Carolina, we surveyed both residents and land use professionals to gauge their experiences with bluff erosion and what drives their decisions regarding erosion control structures. We created two surveys: a 28-question mail-out-mail-back survey with a mix of closed and open-ended questions for residents, and a shorter, 10-question online survey for professionals using Qualtrics software (version 2023).
DOI: 10.34740/kaggle/dsv/7305163
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.10443383
title: Application of Artificial Intelligence in the Development of Smart Cities: An Analysis of Trends and the Research Agenda
DOI: 10.5281/zenodo.10443384
title: Application of Artificial Intelligence in the Development of Smart Cities: An Analysis of Trends and the Research Agenda
DOI: 10.5281/zenodo.10442611
title: Midway RSS-related files backup (Data, load2013)
DOI: 10.5281/zenodo.10442612
title: Midway RSS-related files backup (Data, load2013)
DOI: 10.34740/kaggle/dsv/7305208
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.5281/zenodo.10443396
title: Self-efficacy to Regulate physical activity
DOI: 10.5281/zenodo.10443397
title: Self-efficacy to Regulate physical activity
DOI: 10.34740/kaggle/dsv/7305216
title: Full TMDB Movies Dataset 2023 (930K Movies)
DOI: 10.5281/zenodo.7905522
title: Supplementary data and summary statistics - Genetic influences on circulating retinol and its relationship to human health

description: Summary statistics from the circulating retinol GWAS

See - GWAS_summary_stats_README.txt for details of these files and the header names. METSIM+INTERVAL meta-analyses have a sample size of 17268. The full meta-analysis that includes ATBC+PLCO has a sample size of 22274.

Please cite the following if you use any of these data - Reay, W.R. et al. Genetic influences on circulating retinol and its relationship to human health. Nature Communications (2024).

By downloading these summary statistics, investigators agree to the following:



Investigators acknowledge that these data are provided on an “as-is” basis, without warranty of any type, expressed or implied, including but not limited to any warranty as to their performance, merchantability, or fitness for any particular purpose.

Investigators will not cross-post these data or make them available elsewhere – this website is the definitive source for these data without express written permission from the study corresponding authors.

Investigators will never attempt to identify any participant who contributed to these data.

Any commercial or for-profit use of these data is forbidden unless express permission is sought from the study corresponding authors.

Investigators will cite the associated manuscript when using these data.


Supplementary data from the circulating retinol GWAS phenome-wide Mendelian randomisation study

1. MR_retinol_as_exp - full output from the MR-pheWAS using circulating retinol as the exposure
DOI: 10.5281/zenodo.7905523
title: Supplementary data and summary statistics - Genetic influences on circulating retinol and its relationship to human health

description: Summary statistics from the circulating retinol GWAS

See - GWAS_summary_stats_README.txt for details of these files and the header names. METSIM+INTERVAL meta-analyses have a sample size of 17268. The full meta-analysis that includes ATBC+PLCO has a sample size of 22274.

Please cite the following if you use any of these data - Reay, W.R. et al. Genetic influences on circulating retinol and its relationship to human health. Nature Communications (2024).

By downloading these summary statistics, investigators agree to the following:



Investigators acknowledge that these data are provided on an “as-is” basis, without warranty of any type, expressed or implied, including but not limited to any warranty as to their performance, merchantability, or fitness for any particular purpose.

Investigators will not cross-post these data or make them available elsewhere – this website is the definitive source for these data without express written permission from the study corresponding authors.

Investigators will never attempt to identify any participant who contributed to these data.

Any commercial or for-profit use of these data is forbidden unless express permission is sought from the study corresponding authors.

Investigators will cite the associated manuscript when using these data.


Supplementary data from the circulating retinol GWAS phenome-wide Mendelian randomisation study

1. MR_retinol_as_exp - full output from the MR-pheWAS using circulating retinol as the exposure
DOI: 10.5255/ukda-sn-852191
title: Law, Development and Finance datasets, 1990-2013
DOI: 10.5517/ccdc.csd.cc26ytpp
title: CCDC 2054453: Experimental Crystal Structure Determination

description: Related Article: Ina Kopp, Patrick Cieslik, Karl Anger, Thomas Josephy, Lucca Neupert, Gunasekaran Velmurugan, Michael Gast, Hubert Wadepohl, Santiago Andrés Brühlmann, Martin Walther, Klaus Kopka, Michael Bachmann, Holger Stephan, Manja Kubeil, Peter Comba|2023|Inorg.Chem.|62|20754|doi:10.1021/acs.inorgchem.3c02340
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.10443344
title: Midway RSS-related files backup (Data, gout2013)
DOI: 10.5281/zenodo.10443343
title: Midway RSS-related files backup (Data, gout2013)
DOI: 10.5281/zenodo.10443417
title: Dataset on Electric Road Mobility: Historical and Evolution Scenarios until 2050

description: The Electric Road Mobility Evolution Scenarios were performed considering different EVs technologies related to the current and future EV market (stock, sales, battery demand, electricity demand, and public charging points) in the context of worldwide, European, Portuguese, Danish, Greek and Slovenian on electric vehicle penetration.
DOI: 10.5281/zenodo.10443418
title: Dataset on Electric Road Mobility: Historical and Evolution Scenarios until 2050

description: The Electric Road Mobility Evolution Scenarios were performed considering different EVs technologies related to the current and future EV market (stock, sales, battery demand, electricity demand, and public charging points) in the context of worldwide, European, Portuguese, Danish, Greek and Slovenian on electric vehicle penetration.
DOI: 10.25430/researchdata.cab.unipd.it.00001122
title: Extensive reuse of soda-lime waste glass in fly ash-based geopolymers

description: The possibility of extensive incorporation of soda-lime waste glass in the synthesis of fly ash-based geopolymers was investigated. Using waste glass as silica supplier avoids the use of water glass solution as chemical activator. The influence of the addition of waste glass on the microstructure and strength of fly ash-based geopolymers was studied through microstructural and mechanical characterization. Leaching analyses were also carried out. The samples were developed changing the SiO2/Al2O3 molar ratio and the molarity of the sodium hydroxide solution used as alkaline activator. The results suggest that increasing the amount of waste glass as well as increasing the molarity of the solution lead to the formation of zeolite crystalline phases and an improvement of the mechanical strength. Leaching results confirmed that the new geopolymers have the capability to immobilize heavy metal ions.
DOI: 10.6084/m9.figshare.24919590
title: Processed data for analysis and visualization of results described in Gillespie et al, eLife 2024, "Neurofeedback training can modulate task-relevant replay rate in rats"

description: These processed data files are provided to enable the re-analysis and visualization of results published by Gillespie et al in the eLife reviewed preprint, "Neurofeedback training can modulate task-relevant memory replay rate in rats". The github codebase used to run these analyses is linked below. Please refer to this codebase and the manuscript for further details, and contact Anna Gillespie at the University of Washington with any questions.
DOI: 10.25430/researchdata.cab.unipd.it.00001123
title: Novel glass-ceramic SOFC sealants from glass powders and a reactive silicone binder

description: The processing of sintered ceramics is often conditioned by the debinding step. The binders may determine some defects in the final product directly, by causing some gas evolution even at an advanced state of densification, due to incomplete decomposition at low temperature, or indirectly, by offering poor adhesion between particles, so that ‘green’ compacts may be easily damaged. The present investigation is aimed at exploring a novel concept for sintered glass-ceramics, based on the adoption of a silicone polymer as reacting binder, providing an abundant ceramic residue after firing. A glass belonging to the CaO-MgO-Al2O3-SiO2 system, already studied as a sealant in solid oxide fuel cell (SOFC) planar stack design, was reproduced in form of ‘silica-defective’ variants, featuring a SiO2 content, in the overall formulation, reduced up to 15 wt%. The overall silica content was recovered by mixing powders of the new glasses with the silicone: upon firing in air, the interaction between glass powders and polymer-derived silica led to glass-ceramics with the same phase assemblage than that formed by the reference glass and with a CTE of 9.5 × 10−6 K-1. The new approach has been successfully applied to the manufacturing of glass-ceramic seals as joining materials for solid oxide cells.
DOI: 10.34740/kaggle/dsv/7305371
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.5281/zenodo.8381112
title: Data and Models from the study entitled, "Large-area automatic detection of shoreline stranded marine debris using deep learning"

description: This repository contains data and models used in the study entitled, "Large-area automatic detection of shoreline stranded marine debris using deep learning". This study can be accessed as an open access publication at the following location: https://doi.org/10.1016/j.jag.2023.103515.

The data set is comprised of 1,587 images (512 pixels x 512 pixels) which contains 10,703 individual bounding box labels of marine debris objects. The imagery was collected over the State of Hawai'i in 2015 at 2 centimeter resolution (ground spacing distance).

The classification scheme consists of 8 labeled classes: unidentified object, processed wood, metal, vessel, net/cloth, buoy, tire, and line fragments.
description: The deep learning labels were adapted from accumulation layers generated by the study entitled, "Mapping coastal marine debris using aerial imagery and spatial analysis" (https://doi.org/10.1016/j.marpolbul.2017.11.045). 

The aerial imagery and initial debris accumulation layers utilized by this study were funded in part by State of Hawai'i Department of Land and Natural Resources Division of Aquatic Resources, Japan's Ministry of the Environment via the North Pacific Marine Science Organization (PICES), and the Government of Japan's Gift Fund to the Pacific Coast states, administered by NOAA's Marine Debris Program.
DOI: 10.5281/zenodo.8381113
title: Data and Models from the study entitled, "Large-area automatic detection of shoreline stranded marine debris using deep learning"

description: This repository contains data and models used in the study entitled, "Large-area automatic detection of shoreline stranded marine debris using deep learning". This study can be accessed as an open access publication at the following location: https://doi.org/10.1016/j.jag.2023.103515.

The data set is comprised of 1,587 images (512 pixels x 512 pixels) which contains 10,703 individual bounding box labels of marine debris objects. The imagery was collected over the State of Hawai'i in 2015 at 2 centimeter resolution (ground spacing distance).

The classification scheme consists of 8 labeled classes: unidentified object, processed wood, metal, vessel, net/cloth, buoy, tire, and line fragments.
description: The deep learning labels were adapted from accumulation layers generated by the study entitled, "Mapping coastal marine debris using aerial imagery and spatial analysis" (https://doi.org/10.1016/j.marpolbul.2017.11.045). 

The aerial imagery and initial debris accumulation layers utilized by this study were funded in part by State of Hawai'i Department of Land and Natural Resources Division of Aquatic Resources, Japan's Ministry of the Environment via the North Pacific Marine Science Organization (PICES), and the Government of Japan's Gift Fund to the Pacific Coast states, administered by NOAA's Marine Debris Program.
DOI: 10.34740/kaggle/dsv/7305379
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.25430/researchdata.cab.unipd.it.00001124
title: Preparation and properties of biomorphic potassium-based geopolymer (KGP)-biocarbon (CB) composite

description: Anisotropic, biomorphic (wood-derived) potassium-based geopolymer (KGP) - biocarbon (CB) composites with net shape were manufactured by infiltrating KGP slurry into monolithic porous biocarbon (CB) structures (~77 vol% porosity) derived from pyrolyzing beech wood. About 70% of the pores in the three-dimensional (3D) CB structures were infiltrated by the KGP slurry. Compared to pure KGP, the energy absorption per unit volume in compression loading of the KGP-CB composites was increased by ten-fold. After heat treatment at 1000 °C for 1 h in N2, the compressive strength of the KGP-CB composites increased from ~7–24 MPa, accompanied by the formation of crystalline leucite (K2O·Al2O3·4SiO2) phase in the KGP. The KGP-CB composite also exhibited three orders higher electrical conductivity than pure KGP. The effect of temperature on the formation of crystalline phases in KGP and KGP-CB composites was investigated. FTIR, TGA and SEM analyses were used to investigate the changes in microstructures and phase formation during thermal treatment.