cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13145/bacdive168593.20250331.9.3
title: Flavobacterium fluviatile Chen et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168593.20251217.10
title: Flavobacterium fluviatile Chen et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168594.20230509.8.1
title: Pelodictyon phaeum Gorlenko 1972 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/8kx8f72a
title: Pt-Corpus-Instruct

description: The dataset used for training the TeenyTinyLlama pair consists of a concatenation of open-source Brazilian Portuguese datasets, including Wikipedia, CulturaX, OSCAR, Common Crawl, and ROOTS. The dataset is filtered to exclude samples classified above a pre-defined toxicity threshold.
DOI: 10.13145/bacdive168594.20251217.10
title: Pelodictyon phaeum Gorlenko 1972 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/ykwsnnpo
title: Dataset for Energy-Efficient Deep Neural Networks

description: The dataset used in this paper is a collection of 25 state-of-the-art deep neural networks (DNNs) with different architectures and sizes.
DOI: 10.13145/bacdive168595.20240510.9
title: Flavobacterium niveum Chen et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168595.20251217.10
title: Flavobacterium niveum Chen et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168596.20240510.9
title: Martelella caricis Lee 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168596.20251217.10
title: Martelella caricis Lee 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.kepcf3
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panaque cochliodon",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 166 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079287-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/tv3r7z3c
title: MORPH

description: The MORPH dataset contains 55,134 images of 13,618 people, featuring an age range from 16 to 77 with an age gap up to 5 years, aimed at age estimation and cross-age recognition.
DOI: 10.13145/bacdive168597.20250331.9.3
title: Deinococcus multiflagellatus Kim et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168597.20251217.10
title: Deinococcus multiflagellatus Kim et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.5uxaza
title: Occurrence Download

description: A dataset containing 2975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia pluto",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 2975 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/y999k68w
title: MOSES dataset

description: The dataset used for testing the performance of the deep generative model.
DOI: 10.13145/bacdive168598.20240510.9
title: Rubritalea sabuli Yoon et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168598.20251217.10
title: Rubritalea sabuli Yoon et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168599.20250331.9.3
title: Cellvibrio zantedeschiae Sheu et al. 2017

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/0ss0o39b
title: 2010 Population and Housing Census of Mexico

description: The 2010 Population and Housing Census of Mexico dataset is used to validate the results of the GiveDirectly Cash Transfer Evaluation Dataset.
DOI: 10.13145/bacdive168599.20251217.10
title: Cellvibrio zantedeschiae Sheu et al. 2017

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168600.20250331.9.3
title: Bradyrhizobium manausense Silva et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168600.20251217.10
title: Bradyrhizobium manausense Silva et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/rczq6v72
title: MW-18Mar

description: Pedestrian detection in top-view fisheye images using composite images of perspective views
DOI: 10.13145/bacdive168601.20250331.9.3
title: Pandoraea commovens Peeters et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168601.20251217.10
title: Pandoraea commovens Peeters et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168602.20250331.9.3
title: Isosphaera pallida (ex Woronichin 1927) Giovannoni et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168602.20251217.10
title: Isosphaera pallida (ex Woronichin 1927) Giovannoni et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168603.20250331.9.3
title: Exiguobacterium flavidum Meng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168603.20251217.10
title: Exiguobacterium flavidum Meng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/hp3f83dh
title: DAT1-C

description: A small dataset of 3 minutes of training data for the target voice, labelled DAT1-C.
DOI: 10.13145/bacdive168604.20250331.9.3
title: Paraclostridium bifermentans subsp. muricolitidis Kutsuna et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168604.20251217.10
title: Paraclostridium bifermentans subsp. muricolitidis Kutsuna et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/mhe45mvc
title: Adult Census Income

description: Adult Census Income dataset is used to evaluate the fairness of deep learning models. It contains information about individuals in the United States, including age, sex, occupation, and income.
DOI: 10.13145/bacdive168605.20250331.9.3
title: Phytoactinopolyspora halophila Ding et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168605.20251217.10
title: Phytoactinopolyspora halophila Ding et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168606.20250331.9.3
title: Brenneria roseae Brady et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/pqkk6qzn
title: Laser dazzle protection

description: A dataset for image restoration in phase mask based anti-dazzle imaging systems.
DOI: 10.13145/bacdive168606.20251217.10
title: Brenneria roseae Brady et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168607.20240510.9
title: Hydrogenophaga laconesensis Mantri et al. 2017

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/ysttp0gk
title: NeurIPS archive

description: The dataset used in the paper is the NeurIPS archive, which contains papers and code from the NeurIPS conferences.
DOI: 10.13145/bacdive168607.20251217.10
title: Hydrogenophaga laconesensis Mantri et al. 2017

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.rvqmv2
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelodiscus maackii (Brandt, 1858)"
 ]
}

 The dataset includes 481 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006583-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vqvmm
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cymbidium floribundum",
 "Year 1950-2026"
 ]
}

 The dataset includes 111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000572-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18193811
title: Histone modification peak dynamics during cardiomyocyte differentiation
DOI: 10.5281/zenodo.18193810
title: Histone modification peak dynamics during cardiomyocyte differentiation
DOI: 10.7910/dvn/mmv42t
title: Analyzing the power of collective agency in strengthening fisher communities in Kenya - KIIs

description: This study aimed to explore the dynamics of group interactions in fishing communities surrounding Lake Victoria, Kenya. Using 11 Key Informant Interviews, information was gathered from group representatives, including access to fish and market, marketing strategies, successes, and challenges.
description: Type: Dataset; Sub-type(s): Other (KIIs)
DOI: 10.5281/zenodo.18464472
title: Comparison of Lagrangian, Arbitrary Lagrangian–Eulerian (ALE), and SPH Finite Element Bird Models with Wilbeck Experimental Test Data

description: This Excel file contains the normalized pressure versus normalized time histories for a soft-body (bird) impact on a rigid target at an impact velocity of 117 m/s. The dataset includes results from Wilbeck’s experimental tests as well as finite element simulation data obtained under identical test conditions (same mass and velocity) using SPH, Lagrangian (LAG), and ALE modeling approaches. The case corresponds to a 4-pound bird impacting a rigid target.
DOI: 10.5281/zenodo.18464471
title: Comparison of Lagrangian, Arbitrary Lagrangian–Eulerian (ALE), and SPH Finite Element Bird Models with Wilbeck Experimental Test Data

description: This Excel file contains the normalized pressure versus normalized time histories for a soft-body (bird) impact on a rigid target at an impact velocity of 117 m/s. The dataset includes results from Wilbeck’s experimental tests as well as finite element simulation data obtained under identical test conditions (same mass and velocity) using SPH, Lagrangian (LAG), and ALE modeling approaches. The case corresponds to a 4-pound bird impacting a rigid target.
DOI: 10.6084/m9.figshare.31219045
title: Topographic-hydrological governance of soil salinity in arid oases identified through an explainable machine learning framework

description: <b>Overview</b>This dataset supports the research article <b>"Revealing the topographic-hydrological governance of soil salinity in arid oases through an explainable machine learning framework integrating SAR polarimetric decomposition and multi-source data"</b>. It provides high-resolution (10 m) processed features and ground-truth observations for soil salinity mapping in the Keriya Oasis, Xinjiang, China.<b>Data Content</b>The repository includes the following components:<b>Ground-Truth Samples</b>: Soil Electrical Conductivity (EC) measurements from field surveys (Excel format).<b>Optimized Feature Set</b>: 59 candidate features including Sentinel-1 SAR polarimetric parameters (MBDP decomposition components), Sentinel-2 MSI spectral indices (SI, NDRE2, etc.), and SRTM-derived topographic variables.<b>Methodology Summary</b>The dataset was generated using a synergy of radar polarimetry and machine learning. Sentinel-1 data underwent <b>Model-Based Dual-Polarization (MBDP) decomposition</b> to extract volume scattering components. Feature selection was performed via the <b>Boruta algorithm</b>, and spatial predictive modeling was executed using a <b>Multi-Layer Perceptron (MLP)</b> architecture.<b>Data Usage & Licensing</b>This data is released under a <b>Creative Commons Attribution 4.0 International (CC BY 4.0)</b> license. Users are free to share and adapt the material for any purpose, provided appropriate credit is given to the original authors.
DOI: 10.6084/m9.figshare.31219045.v2
title: Topographic-hydrological governance of soil salinity in arid oases identified through an explainable machine learning framework

description: <b>Overview</b>This dataset supports the research article <b>"Revealing the topographic-hydrological governance of soil salinity in arid oases through an explainable machine learning framework integrating SAR polarimetric decomposition and multi-source data"</b>. It provides high-resolution (10 m) processed features and ground-truth observations for soil salinity mapping in the Keriya Oasis, Xinjiang, China.<b>Data Content</b>The repository includes the following components:<b>Ground-Truth Samples</b>: Soil Electrical Conductivity (EC) measurements from field surveys (Excel format).<b>Optimized Feature Set</b>: 59 candidate features including Sentinel-1 SAR polarimetric parameters (MBDP decomposition components), Sentinel-2 MSI spectral indices (SI, NDRE2, etc.), and SRTM-derived topographic variables.<b>Methodology Summary</b>The dataset was generated using a synergy of radar polarimetry and machine learning. Sentinel-1 data underwent <b>Model-Based Dual-Polarization (MBDP) decomposition</b> to extract volume scattering components. Feature selection was performed via the <b>Boruta algorithm</b>, and spatial predictive modeling was executed using a <b>Multi-Layer Perceptron (MLP)</b> architecture.<b>Data Usage & Licensing</b>This data is released under a <b>Creative Commons Attribution 4.0 International (CC BY 4.0)</b> license. Users are free to share and adapt the material for any purpose, provided appropriate credit is given to the original authors.
DOI: 10.6084/m9.figshare.31219045.v1
title: Topographic-hydrological governance of soil salinity in arid oases identified through an explainable machine learning framework

description: <b>Overview</b>This dataset supports the research article <b>"Revealing the topographic-hydrological governance of soil salinity in arid oases through an explainable machine learning framework integrating SAR polarimetric decomposition and multi-source data"</b>. It provides high-resolution (10 m) processed features and ground-truth observations for soil salinity mapping in the Keriya Oasis, Xinjiang, China.<b>Data Content</b>The repository includes the following components:<b>Ground-Truth Samples</b>: Soil Electrical Conductivity (EC) measurements from field surveys (Excel format).<b>Optimized Feature Set</b>: 59 candidate features including Sentinel-1 SAR polarimetric parameters (MBDP decomposition components), Sentinel-2 MSI spectral indices (SI, NDRE2, etc.), and SRTM-derived topographic variables.<b>MLP Model Outputs</b>: High-resolution (10 m) soil salinity distribution maps for the Keriya Oasis.<b>Methodology Summary</b>The dataset was generated using a synergy of radar polarimetry and machine learning. Sentinel-1 data underwent <b>Model-Based Dual-Polarization (MBDP) decomposition</b> to extract volume scattering components. Feature selection was performed via the <b>Boruta algorithm</b>, and spatial predictive modeling was executed using a <b>Multi-Layer Perceptron (MLP)</b> architecture.<b>Data Usage & Licensing</b>This data is released under a <b>Creative Commons Attribution 4.0 International (CC BY 4.0)</b> license. Users are free to share and adapt the material for any purpose, provided appropriate credit is given to the original authors.
DOI: 10.5281/zenodo.18465067
title: DIDACTIC POSSIBILITIES OF CORRECTION OF SPEECH DISORDERS IN SCHOOL-AGE CHILDREN

description: This article provides a scientific and theoretical analysis of the issues of effective use of didactic opportunities in the process of correcting speech disorders in preschool children. The study highlights the main types of speech disorders, their impact on the child's personal and psycholinguistic development, and justifies the importance of didactic approaches in organizing the correctional and educational process. The article analyzes the possibilities of didactic games , visual aids, sensory-development-oriented activities, and integrative teaching methods in eliminating speech disorders. It also reveals the effectiveness of correctional work based on the principles of an individual approach, systematicity, and consistency. The results of the study are of practical importance in improving speech therapy and pedagogical activities in preschool educational organizations.
DOI: 10.5281/zenodo.18465066
title: DIDACTIC POSSIBILITIES OF CORRECTION OF SPEECH DISORDERS IN SCHOOL-AGE CHILDREN

description: This article provides a scientific and theoretical analysis of the issues of effective use of didactic opportunities in the process of correcting speech disorders in preschool children. The study highlights the main types of speech disorders, their impact on the child's personal and psycholinguistic development, and justifies the importance of didactic approaches in organizing the correctional and educational process. The article analyzes the possibilities of didactic games , visual aids, sensory-development-oriented activities, and integrative teaching methods in eliminating speech disorders. It also reveals the effectiveness of correctional work based on the principles of an individual approach, systematicity, and consistency. The results of the study are of practical importance in improving speech therapy and pedagogical activities in preschool educational organizations.
DOI: 10.6084/m9.figshare.31238444
title: R Code from Revisiting abnormalities of trilobite Paradoxides davidis from Manuels River, Canada, alongside additional abnormal specimens from Porth-y-rhaw, Wales

description: for plotting figure 9 and performing statistical tests
DOI: 10.6084/m9.figshare.31238444.v1
title: R Code from Revisiting abnormalities of trilobite Paradoxides davidis from Manuels River, Canada, alongside additional abnormal specimens from Porth-y-rhaw, Wales

description: for plotting figure 9 and performing statistical tests
DOI: 10.5281/zenodo.18465092
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.
DOI: 10.6084/m9.figshare.31238447
title: Excel spreadsheet from Revisiting abnormalities of trilobite Paradoxides davidis from Manuels River, Canada, alongside additional abnormal specimens from Porth-y-rhaw, Wales

description: specimen numbers, injury locations, figure callouts, injury measurements
DOI: 10.6084/m9.figshare.31238447.v1
title: Excel spreadsheet from Revisiting abnormalities of trilobite Paradoxides davidis from Manuels River, Canada, alongside additional abnormal specimens from Porth-y-rhaw, Wales

description: specimen numbers, injury locations, figure callouts, injury measurements
DOI: 10.5281/zenodo.13169400
title: Subglacial particle tracking dataset from the Otemma Glacier, southwestern Switzerland

description: Subglacial radio-tagged particle tracking dataset from the snout marginal zone of the Otemma Glacier, southwestern Switzerland. 324 RFID-tagged particles injected into a snout-marginal subglacial channel were tracked from the glacier surface using RFID antennas as they were transported downstream in the mid to late 2021 melt season. Data collection was performed following the particle tracking methodology detailed in Jenkin et al. (2023). Downstream transport distances were derived as detailed in the Supporting Information to the manuscript currently in revision titled "Coarse Sediment Transport in a Near-terminus Subglacial Channel".  This most recent third version of the dataset reflects changes made during the peer review process. Previous versions are not supported.

particles.csv - tagged particle metadata with columns:ID: particle ID codeseed_time: time of particle seeding [fractional day of year]seed_day: day of year particle seededweight: particle weight [g]density: particle density [g/cm3]a: particle longest axis [mm]b: particle intermediate axis [mm]c: particle shortest axis [mm]

models.csv - downstream along-channel particle transport distance:ID: tagged particle ID codeday: day of yeardist: downstream particle transport distance [m]