cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.55s6q/1
title: C, N Stable Isotope (delta) values for Rio Grande fishes from 1939-2002

description: Isotopic ratios for carbon and nitrogen reported in delta values (per mil) for fishes obtained from the Museum of Southwestern Biology (MSB) at the University of New Mexico for study of aquatic food web change over time.  Sample No.= sequential number to track and count samples, Catalog No. = MSB catalog number, Field No. = number linking to field notes of Melanie S. Edwards, Species = taxonomic name, Date Range = years pooled for comparison, Location = sample site on the Rio Grande, New Mexico,delta 15N, delta 13C,	Day,	Month, Year.  CORRECTED DATA: 1.0 per mil HAS BEEN ADDED TO CARBON, 0.5 SUBTRACTED FROM NITROGEN FOR SAMPLES WITH MSB CATALOG NUMBER. 2002 DATA ARE UNCORRECTED.
DOI: 10.5061/dryad.5d2d7/1
title: loci

description: the aligned sequences for all individuals and loci
DOI: 10.5061/dryad.5d2d7/2
title: treefile

description: the input and resulting tree files underlying the phylogenies
DOI: 10.5061/dryad.5d2d7/3
title: input files used for analyses

description: input files for Arlequin, BEAST, DNAsp, MLHKA and NETWORK analysis in the manuscript
DOI: 10.5061/dryad.5d2d7/4
title: the code and GPS coordinates for all of the sampled individuals

description: the code and GPS coordinate for all the sampled individuals
DOI: 10.5061/dryad.6nr62/1
title: Telomere length  of magpie and great spotted cuckoo nestlings

description: Telomere length of magpie and great spotted cuckoo nestlings soon after hatching and before fledging. We also show telomere attrition values and laying-date of each studied nest. Values are means estimates per study nest.
DOI: 10.5061/dryad.c0t7b/1
title: Distance measures_Steiger et al

description: Multivariate distance measures for male and female CHCs
DOI: 10.5061/dryad.c0t7b/2
title: Selection analysis data_Steiger et al.

description: Male CHC and Fitness data for selection analysis
DOI: 10.5061/dryad.ck54h/3
title: B brachyistius receptor recordings

description: All data and metadata related to receptor recordings in Brienomyrus brachyistius.
DOI: 10.5061/dryad.ck54h/4
title: Behavioral playback

description: All data and metadata related to behavioral playback experiments in Petrocephalus tenuicauda and Petrocephalus microphthalmus.
DOI: 10.5061/dryad.ck54h/5
title: EOD waveforms

description: All electric organ discharge (EOD) waveforms analyzed in this manuscript.
DOI: 10.5061/dryad.dg027/1
title: CT scan data (DICOM) for Spanish titanosaur braincase (MCCM-HUE-1667)

description: CT scan data (DICOM) for Spanish titanosaur braincase (MCCM-HUE-1667). This specimen was collected from the Villalba de la Sierra Formation at a locality named “Lo Hueco,” near the village of Fuentes, Castile-La Mancha, Spain. Cretaceous (late Campanian-early Maastrichtian). The specimen was scanned on an Yxlon CT Compact (Yxlon International, Hamburg, Germany) with a voltage of 180 kV and a current of 2.8 mA. The in-plane pixel size was 0.18 mm, with an inter-slice spacing of 0.20 mm.
DOI: 10.5061/dryad.fc40s/3
title: Fig2_Time_Frequency_Data_ASD

description: Time-Frequency data of the ASD group, related to Figure 2
DOI: 10.5061/dryad.fc40s/4
title: Fig3_Coefficients_SensorLevel_Control

description: Coefficients estimated with polynomial regression at sensor-level, Control group, related to Figure 3
DOI: 10.5061/dryad.fc40s/5
title: Fig3_Coefficients_SensorLevel_ASD

description: Coefficients estimated with polynomial regression at sensor-level, ASD group, related to Figure 3
DOI: 10.5061/dryad.fc40s/6
title: Fig4_Coefficients_SourceLevel_Control

description: Coefficients estimated with polynomial regression at source-level, Control group, related to Figure 4
DOI: 10.5061/dryad.fc40s/7
title: Fig4_Coefficients_SourceLevel_ASD

description: Coefficients estimated with polynomial regression at sensor-level, ASD group, related to Figure 4
DOI: 10.5061/dryad.g1994/1
title: Peck_FE_2015

description: Serum Immune markers and contextual variables from free-ranging breeding and molting adult female elephant seals.
DOI: 10.5061/dryad.gp2tc/1
title: ImpatiensGlandulifera

description: Genotype data from nine microsatellite loci. Data from 378 individuals from 13 populations located in five European countries and Kashmir, India. Alleles are given as length of the amplified fragments. Missing data is denoted with -9.
DOI: 10.5061/dryad.hp269/1
title: Angiosperm-wide database of gynodioecious species

description: A list of gynodioecious angiosperm species, indexed by order, family, and subfamily.  The citations used to identify each species as gynodioecious are included.  Synonyms or previous latin binomials are noted for some species.
DOI: 10.5061/dryad.hp269/2
title: List of references used to construct gynodioecy database

description: A list of the references used to identify angiosperm species as gynodioecious.
DOI: 10.5061/dryad.j66q1/1
title: curvilinear effect data

description: This file contains the data of our experiment.
DOI: 10.5061/dryad.n6428/1
title: MartinetalPeerJ2015_rawdata

description: Data collected in a field experiment on cabbage plants in South Korea. Column headings are described in file sheet "Metadata". See the referenced paper (Martin et al 2015 PeerJ) for details on data collection methods and the experiment.
DOI: 10.6084/m9.figshare.24782691
title: Supplementary Material for: A low-cost, high-fidelity simulator for transabdominal chorionic villus sampling

description: Introduction: Chorionic villus sampling (CVS) remains essential for first trimester genetic diagnosis, yet clinical volume may be insufficient to train new clinicians in the technique. Available simulation models are expensive, require animal parts or specialized resins, and cannot be stored for repeated use.

Methods: We present a model for trans-abdominal CVS (TA-CVS) which is constructed from readily-available materials costing less than $10 and can be refrigerated and re-used to train maternal fetal medicine (MFM) fellows in CVS.

Results: All three attending physicians performing TA-CVS at our institution described the model as an accurate visual and tactile simulation, prompting its integration into our fellowship curriculum. To date, two senior fellows have achieved competency on the simulator and begun to perform clinical CVS under supervision, one of whom is an author on this paper. Both fellows and attendings indicated that the simulator provided a valuable tool for repeated practice prior to clinical CVS. Simulators are now maintained on the unit and have been re-used for three months and dozens of simulated procedures each without any apparent qualitative degradation in performance.

Discussion/Conclusion: We describe a low-cost easily constructed, durable, high-fidelity simulator for TA-CVS.
DOI: 10.6084/m9.figshare.24297004
title: Distinct latitudinal patterns and drivers of topsoil nitrogen and phosphorus across urban forests in eastern China

description: The datasets include data on topsoil (0-20cm) total N concentration, total P concentration across a north-south transect of urban and natural forests in eastern China. They support the findings of the manuscript entitled "Distinct latitudinal patterns and drivers of topsoil nitrogen and phosphorus across urban forests in eastern China".
DOI: 10.6084/m9.figshare.24297004.v1
title: Distinct latitudinal patterns and drivers of topsoil nitrogen and phosphorus across urban forests in eastern China

description: The datasets include data on topsoil (0-20cm) total N concentration, total P concentration across a north-south transect of urban and natural forests in eastern China. They support the findings of the manuscript entitled "Distinct latitudinal patterns and drivers of topsoil nitrogen and phosphorus across urban forests in eastern China".
DOI: 10.5281/zenodo.10313224
title: Experimental data

description: Data file
DOI: 10.5281/zenodo.10331759
title: Experimental data

description: Data file
DOI: 10.6084/m9.figshare.24781587
title: Source data for combined Maela panproteome and population genomics analysis

description: Source data for figures and supplementary figures describing the combined analysis of pneumococcal panproteome array and population genomic data from the Maela camp.
DOI: 10.6084/m9.figshare.24781587.v1
title: Source data for combined Maela panproteome and population genomics analysis

description: Source data for figures and supplementary figures describing the combined analysis of pneumococcal panproteome array and population genomic data from the Maela camp.
DOI: 10.6084/m9.figshare.23755524
title: Immunological, epidemiological and genetic data on the emergence of adaptive immunity to pneumococci

description: This dataset is a CSV file describing the development of IgG responses to pneumococcal proteins in infants. The table corresponds to the data frame <i>antigen_exposure_response_environment.df</i> in the analysis pipeline described in https://github.com/nickjcroucher/maelaAntigens.
DOI: 10.6084/m9.figshare.23755524.v1
title: Immunological, epidemiological and genetic data on the emergence of adaptive immunity to pneumococci

description: This dataset is a CSV file describing the development of IgG responses to pneumococcal proteins in infants. The table corresponds to the data frame <i>antigen_exposure_response_environment.df</i> in the analysis pipeline described in https://github.com/nickjcroucher/maelaAntigens.
DOI: 10.6084/m9.figshare.24782736
title: The current situation of sports organizations in Guangxi minority villages

description: The current situation of sports organizations in Guangxi minority villages
DOI: 10.6084/m9.figshare.24782736.v1
title: The current situation of sports organizations in Guangxi minority villages

description: The current situation of sports organizations in Guangxi minority villages
DOI: 10.6084/m9.figshare.24782751
title: Supporting Dataset for "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter"

description: This is the supplementary file for the manuscript "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter". The file containing the relative intensity of each molecular formulae data of each sample.
DOI: 10.6084/m9.figshare.21598779
title: Climate Resilience and Adaptation Financing Taxonomy (CRAFT)

description: This dataset provides the first comprehensive taxonomy for assessing the climate change adaptation and resilience (A&R) characteristics of fiscal spending. We score each policy type for its potential impact on 'direct' and 'indirect' climate A&R. 'Direct' indicates explicit efforts to adapt to actual or expected climate effects. 'Indirect' indicates efforts that increase resilience or reduce vulnerability to climate effects, whether or not this outcome was intended to directly address climate risks.
<br>
The policy types are derived from the Global Recovery Observatory, developed by the Smith School of Enterprise and the Environment at the University of Oxford: https://figshare.com/s/ddb3c8e7a9e7ae7bd3ab  
<br>
Further details are available in a forthcoming research paper.
DOI: 10.6084/m9.figshare.21598779.v2
title: Climate Change Adaptation and Resilience Scores

description: This dataset provides the first comprehensive taxonomy for assessing the climate change adaptation and resilience (A&R) characteristics of fiscal spending. We score each policy type for its potential impact on 'direct' and 'indirect' climate A&R. 'Direct' indicates explicit efforts to adapt to actual or expected climate effects. 'Indirect' indicates efforts that increase resilience or reduce vulnerability to climate effects, whether or not this outcome was intended to directly address climate risks.
<br>
The policy types are derived from the Global Recovery Observatory, developed by the Smith School of Enterprise and the Environment at the University of Oxford: https://figshare.com/s/ddb3c8e7a9e7ae7bd3ab  
<br>
Further details are available in a forthcoming research paper.
DOI: 10.6084/m9.figshare.24782715
title: Supporting Dataset for "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter"

description: This is the supplementary file for the manuscript "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter". The file containing the relative intensity of each molecular formulae data of each sample.
DOI: 10.6084/m9.figshare.24782715.v2
title: Supporting Dataset for "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter"

description: This is the supplementary file for the manuscript "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter". The file containing the relative intensity of each molecular formulae data of each sample.
DOI: 10.6084/m9.figshare.24782715.v1
title: Supporting Dataset for "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter"

description: This is the supplementary file for the manuscript "Beyond Hydrology: Exploring Factors Influencing the Seasonal Variation in the Molecular Composition of Riverine Dissolved Organic Matter". The file containing the relative intensity of each molecular formulae data of each sample.
DOI: 10.6084/m9.figshare.24770805
title: Comprehensive Dataset PVDF-Ceria Membrane Multivariate Property Analysis_raw data file_depository.xlsx

description: Dataset of PVDF-Ceria Membrane Multivariate Property Analysis_raw data file
DOI: 10.6084/m9.figshare.24770805.v1
title: Comprehensive Dataset PVDF-Ceria Membrane Multivariate Property Analysis_raw data file_depository.xlsx

description: Dataset of PVDF-Ceria Membrane Multivariate Property Analysis_raw data file
DOI: 10.15151/esrf-es-1368350676
title: Probing the liquid-liquid transition in tellurium under pressure

description: Liquid tellurium (Te) exhibits several thermodynamic anomalies which closely resemble those of water. These anomalies point to the possible existence of a liquid-liquid critical point (LLCP) in Te, which is similar to the one purported in water. Compared with water, however, the ability of Te to reach deep supercooling without crystallization makes it possible to explore its phase diagram close to the LLCP. Therefore, we propose to study the structure of supercooled liquid Te under pressure at ID15B, aiming at revealing details of the phase diagram including the vicinity of the LLCP.
DOI: 10.5281/zenodo.10334170
title: Data of Tolerance for Corruption and Descriptive Social Norm
DOI: 10.5281/zenodo.10334171
title: Data of Tolerance for Corruption and Descriptive Social Norm
DOI: 10.6084/m9.figshare.24782757
title: <i>ABCD4</i><i> </i>is A Key Gene Responsible for Teat Number in Pigs and Affecting Mammary Gland Development

description: <i>ABCD4</i><i> </i>is A Key Gene Responsible for Teat Number in Pigs and Affecting Mammary Gland Development
DOI: 10.6084/m9.figshare.24782757.v1
title: <i>ABCD4</i><i> </i>is A Key Gene Responsible for Teat Number in Pigs and Affecting Mammary Gland Development

description: <i>ABCD4</i><i> </i>is A Key Gene Responsible for Teat Number in Pigs and Affecting Mammary Gland Development
DOI: 10.6084/m9.figshare.22778201.v1
title: Limitations to sustainable renewable jet fuels production attributed to cost than energy-water-food resource availability

description: This research focuses on the sustainability aspect of the renewable jet fuel (RJF) production, which is a critical issue in view of the growing interest of applying RJF to decarbonize the aviation sector. In view of the conflicting requirements in natural resources for producing RJF, we introduce the Global Biojet Fuel Sustainability Index, a holistic 25-indicator sustainability index encompassing the four domains of energy-water-food (EWF) nexus and governance, that measures the potential impact of RJF productions on 154 countries through the oil-to-jet, alcohol-to-jet and gas-to-jet conversion methods.

The index is specific to the RJF industry and serves to complement the existing United Nation’s Sustainable Development Goals. From the findings, we rank the sustainability index score by countries based on the composite index scores of the four domains. The sustainable index model provides insights on how RJF affords the aviation sector a clean slate in determining the manner of development in a sustainably and equitable manner, while also marching towards the long-term goal of carbon neutrality.

This set of data details the model, equations and dataset used in the study.
DOI: 10.6084/m9.figshare.22778201
title: Limitations to sustainable renewable jet fuels production attributed to cost than energy-water-food resource availability

description: This research focuses on the sustainability aspect of the renewable jet fuel (RJF) production, which is a critical issue in view of the growing interest of applying RJF to decarbonize the aviation sector. In view of the conflicting requirements in natural resources for producing RJF, we introduce the Global Biojet Fuel Sustainability Index, a holistic 25-indicator sustainability index encompassing the four domains of energy-water-food (EWF) nexus and governance, that measures the potential impact of RJF productions on 154 countries through the oil-to-jet, alcohol-to-jet and gas-to-jet conversion methods.

The index is specific to the RJF industry and serves to complement the existing United Nation’s Sustainable Development Goals. From the findings, we rank the sustainability index score by countries based on the composite index scores of the four domains. The sustainable index model provides insights on how RJF affords the aviation sector a clean slate in determining the manner of development in a sustainably and equitable manner, while also marching towards the long-term goal of carbon neutrality.

This set of data details the model, equations and dataset used in the study.
DOI: 10.6084/m9.figshare.24630729.v1
title: characterization of Cm-PSII-FCPII and Cm-FCP trimer samples.

description: Characterization of Cm-PSII-FCPII and Cm-FCP trimer samples.
DOI: 10.6084/m9.figshare.24630729
title: characterization of Cm-PSII-FCPII and Cm-FCP trimer samples.

description: Characterization of Cm-PSII-FCPII and Cm-FCP trimer samples.
DOI: 10.6084/m9.figshare.24573556.v1
title: Thermally-induced atropisomerism promotes metal-organic cage construction

description: It contains the source data of NMR (source data and time-dependent excl data), XRD, SEM, single crystal, DLC, GPC, theoretical simulation calculation.
DOI: 10.6084/m9.figshare.24573556
title: Thermally-induced atropisomerism promotes metal-organic cage construction

description: It contains the source data of NMR (source data and time-dependent excl data), XRD, SEM, single crystal, DLC, GPC, theoretical simulation calculation.
DOI: 10.6084/m9.figshare.24782502.v1
title: whole genome sequencing and assembly of <i>Torenia fournieri</i>

description: Genome assembly and annotation files.
DOI: 10.6084/m9.figshare.24632331
title: 65 river economic belts source data

description: Natural and soico-economic characteristics of global river economic belts at basin-scale.
DOI: 10.6084/m9.figshare.24632331.v1
title: 65 river economic belts source data

description: Natural and soico-economic characteristics of global river economic belts at basin-scale.
DOI: 10.5281/zenodo.10258371
title: DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction

description: This is an open-source repository for hosting codes and data files from research, "DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction". We also provided a web service based on our methods, please go to http://114.117.165.134:8501/.
(1)raw_dataset.zip: 

1,282 neuron reconstructions from SEU-Allen dataset;
1,002 neuron reconstructions from Janelia dataset;
1,100 neuron reconstructions from ION dataset.
(2)Supplementary.zip: Supplementary information, including tables and figures;
(3)DSM-tools.zip: A python package for converting neuron morphology into sequences and implementing DSM models.

NeuronSequenceDataset class: to transform SWC files to sequence dataframes by binary tree traversals, and prepare for the input of DSM networks.
DSMDataConverter class: a helper to convert the sequence dataframes for classification and clustering.
DSMHierarchicalAttentionNetwork class: classification model, giving a pre-trained DSM-HAN model by default.
DSMAutoencoder class: clustering model, giving a pre-trained DSM-AE model by default.
(4)neuron2seq_for_developer.zip: A repository for further development of the models, including source codes and all data files.
DOI: 10.5281/zenodo.8186904
title: DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction

description: This is an open-source repository for hosting codes and data files from research, "DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction". We also provided a web service based on our methods, please go to http://114.117.165.134:8501/.
(1)raw_dataset.zip: 

1,282 neuron reconstructions from SEU-Allen dataset;
1,002 neuron reconstructions from Janelia dataset;
1,100 neuron reconstructions from ION dataset.
(2)Supplementary.zip: Supplementary information, including tables and figures;
(3)DSM-tools.zip: A python package for converting neuron morphology into sequences and implementing DSM models.

NeuronSequenceDataset class: to transform SWC files to sequence dataframes by binary tree traversals, and prepare for the input of DSM networks.
DSMDataConverter class: a helper to convert the sequence dataframes for classification and clustering.
DSMHierarchicalAttentionNetwork class: classification model, giving a pre-trained DSM-HAN model by default.
DSMAutoencoder class: clustering model, giving a pre-trained DSM-AE model by default.
(4)neuron2seq_for_developer.zip: A repository for further development of the models, including source codes and all data files.
DOI: 10.5281/zenodo.8186905
title: DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction

description: This is an open-source repository for hosting codes and data files from research, "DSM: Deep Sequential Model for Complete Neuronal Morphology Representation and Feature Extraction". raw_dataset.zip: 1,282 neuron reconstructions from SEU-Allen datasets; Supplementary.zip: Supplementary information, including tables and figures; DSM-tools.zip: A python package for converting neuron morphology into sequences and implementing DSM models. NeuronSequenceDataset class: to transform SWC files to sequence dataframes by binary tree traversals, and prepare for the input of DSM networks. DSMDataConverter class: a helper to convert the sequence dataframes for classification and clustering. DSMHierarchicalAttentionNetwork class: classification model, giving a pre-trained DSM-HAN model by default. DSMAutoencoder class: clustering model, giving a pre-trained DSM-AE model by default. neuron2seq_for_developer.zip: A repository for further development of the models, including source codes and all data files.