cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15739197
title: Extraction Amazonian Manatee  (Trichechus inunguis), 1533-1898

description: The West Indian (Trichechus manatus) and the Amazonian (Trichechus inunguis) manatees have been exploited by different societies from ancient times to the present. Deploying the matrix of Indigenous knowledge and uses, the hunting of manatees was at the core of European colonisation strategies of the Americas within a framework of appropriation, use and consumption of aquatic mammals which spanned the post-colonial period. Both species are currently listed by the International Union for the Conservation of Nature and Natural Resources (IUCN) as Vulnerable and population trends are expected to decrease in future. The aim of this work was to identify captures, population size, and decline of manatees (mostly, T. inunguis) historically based on a scientific literature review, reports, logbooks, treatises, and other documents. We undertook a four-step approach that included a systematic literature review, identification and review of documentary sources, selection and extraction of quantitative data, and contextual analysis through cross-analysis of documentary and cartographic sources. Our quantitative estimates resulted in a total of 14.030 individuals captured and a biomass removal of 6.248,9 tonnes in a period of 52 separate years between the 16th and the 19th centuries. Specifically, 12.818 manatees were hunted between 1843 and 1898, comprising 91% of all captures prior to the 20th century when another point of accelerated extractions occurred. We determined a trend of increasing captures from the 17th to the 20th centuries, but a lacuna of data for the 16th century. Nevertheless, this informs current and future conservation measures for the species while also including historical, cultural, traditional and indigenous perspectives about the use of aquatic resources.
DOI: 10.5281/zenodo.15739198
title: Extraction Amazonian Manatee  (Trichechus inunguis), 1533-1898

description: The West Indian (Trichechus manatus) and the Amazonian (Trichechus inunguis) manatees have been exploited by different societies from ancient times to the present. Deploying the matrix of Indigenous knowledge and uses, the hunting of manatees was at the core of European colonisation strategies of the Americas within a framework of appropriation, use and consumption of aquatic mammals which spanned the post-colonial period. Both species are currently listed by the International Union for the Conservation of Nature and Natural Resources (IUCN) as Vulnerable and population trends are expected to decrease in future. The aim of this work was to identify captures, population size, and decline of manatees (mostly, T. inunguis) historically based on a scientific literature review, reports, logbooks, treatises, and other documents. We undertook a four-step approach that included a systematic literature review, identification and review of documentary sources, selection and extraction of quantitative data, and contextual analysis through cross-analysis of documentary and cartographic sources. Our quantitative estimates resulted in a total of 14.030 individuals captured and a biomass removal of 6.248,9 tonnes in a period of 52 separate years between the 16th and the 19th centuries. Specifically, 12.818 manatees were hunted between 1843 and 1898, comprising 91% of all captures prior to the 20th century when another point of accelerated extractions occurred. We determined a trend of increasing captures from the 17th to the 20th centuries, but a lacuna of data for the 16th century. Nevertheless, this informs current and future conservation measures for the species while also including historical, cultural, traditional and indigenous perspectives about the use of aquatic resources.
DOI: 10.15468/dl.b7kwmv
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Urbanus dorantes (Stoll, 1790)"
 ]
}

 The dataset includes 642 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069003-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj562p
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus rugosa Née)",
 "StateProvince is one of (Arizona, Guatemala, Honduras, Mexico Central, Mexico Gulf, Mexico Northeast, Mexico Northwest, Mexico Southeast, Mexico Southwest, New Mexico, Texas)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 537 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069004-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5qu24
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taoniscus nanus (Temminck, 1815)"
 ]
}

 The dataset includes 238 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069005-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15734093
title: WaivOps HH-TRP: Open Audio Resources for Machine Learning in Music

description: HH-TRP Dataset

HH-TRP Dataset is an open audio collection of drum recordings in the style of modern hip hop (urban trap) music. It features 15,000 audio loops provided in uncompressed stereo WAV format, along with paired JSON files containing label data for supervised training of generative AI audio models.

Overview

The dataset was developed using an algorithmic framework to randomly generate audio loops from a customized database of MIDI patterns and one-shot drum samples. Data augmentation included random sample-swapping to generate unique drum kits and sound effects. It is intended for training or fine-tuning AI models with paired labels, adaptable for prompt-driven drum generation and other supervised learning objectives.

Its primary purpose is to provide accessible content for machine learning applications in music. Potential use cases include text-to-audio, prompt engineering, feature extraction, tempo detection, audio classification, rhythm analysis, music information retrieval (MIR), sound design and signal processing.

Specifications



15,000 audio loops (approximately 55 hours)

16-bit WAV format

Tempo range: 110-180 BPM

Paired label data (WAV + JSON)

Variational drum kits and patterns

Subgenre styles (drill, trapsoul, cloud rap, emo rap)


A key map JSON file is provided for referencing and converting MIDI note numbers to text labels. You can update the text labels to suit your preferences.

License

This dataset was compiled by WaivOps, a crowdsourced music project managed by Patchbanks. All recordings have been sourced from verified composers and providers for copyright clearance.

The HH-TRP Dataset is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0).

Additional Info

Time signature data has been added to the standard JSON file format.

For audio examples or more information about this dataset, please refer to the GitHub repository.
DOI: 10.5281/zenodo.15734094
title: WaivOps HH-TRP: Open Audio Resources for Machine Learning in Music

description: HH-TRP Dataset

HH-TRP Dataset is an open audio collection of drum recordings in the style of modern hip hop (urban trap) music. It features 15,000 audio loops provided in uncompressed stereo WAV format, along with paired JSON files containing label data for supervised training of generative AI audio models.

Overview

The dataset was developed using an algorithmic framework to randomly generate audio loops from a customized database of MIDI patterns and one-shot drum samples. Data augmentation included random sample-swapping to generate unique drum kits and sound effects. It is intended for training or fine-tuning AI models with paired labels, adaptable for prompt-driven drum generation and other supervised learning objectives.

Its primary purpose is to provide accessible content for machine learning applications in music. Potential use cases include text-to-audio, prompt engineering, feature extraction, tempo detection, audio classification, rhythm analysis, music information retrieval (MIR), sound design and signal processing.

Specifications



15,000 audio loops (approximately 55 hours)

16-bit WAV format

Tempo range: 110-180 BPM

Paired label data (WAV + JSON)

Variational drum kits and patterns

Subgenre styles (drill, trapsoul, cloud rap, emo rap)


A key map JSON file is provided for referencing and converting MIDI note numbers to text labels. You can update the text labels to suit your preferences.

License

This dataset was compiled by WaivOps, a crowdsourced music project managed by Patchbanks. All recordings have been sourced from verified composers and providers for copyright clearance.

The HH-TRP Dataset is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0).

Additional Info

Time signature data has been added to the standard JSON file format.

For audio examples or more information about this dataset, please refer to the GitHub repository.
DOI: 10.15468/dl.k44hkt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus striatula Trel.)",
 "StateProvince is one of (Mexico Northeast)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069006-250525065834625/datasets/export for details.
DOI: 10.25934/pr00004833.4
title: Available IPD datapackage for study 'A Phase 3, Randomized, Double-blind, Placebo-controlled, Parallel-group, Multicenter Study to Evaluate the Safety and Efficacy of Ustekinumab Induction Therapy in Subjects With Moderately to Severely Active Crohn's Disease Who Have Failed or Are Intolerant to TNF Antagonist Therapy (UNITI-1)'

description: This study (UNITI-1) will compare the effects (both positive and negative) of an initial treatment with ustekinumab to placebo over 8 weeks, in patients with moderately to severely active Crohn's disease who have either failed or could not tolerate at least one TNF-antagonist medications in the past (specifically, infliximab, adalimumab, or certolizumab pegol).
DOI: 10.5281/zenodo.15738906
title: South Tyrolean Industrial Site-Level Energy and Emissions Database 2022: A Top-down Disaggregation Methodology

description: This repository contains a detailed database of energy consumption and emissions data for South Tyrolean industrial sites for the year 2022. The database was developed through a novel top-down methodology that bridges national statistics and site-level data, as detailed in the associated data paper Bridging the industrial data gap: Top-down approach from national statistics to site-level energy consumption data - ScienceDirecthttps://www.sciencedirect.com/science/article/pii/S2352340925000976?via%3Dihub

Key features of the database:

    Site-specific energy consumption data across seven energy carriers: solid fossil fuels, manufactured gases, oil and petroleum products, natural gas, biofuels, non-renewable wastes, and electricity    Process heat categorization by temperature ranges (<100°C, 100°C-500°C, 500°C-1000°C, and >1000°C)    Integration of process emissions from feedstock use in hard-to-abate sectors    Geographical coordinates and regional information for each industrial class and macro-sector    Industrial sector classification using both ATECO 2007 and EUROSTAT Energy Balance categories

Data sources integrated:

    EU Emissions Trading System (EU-ETS) database    EUROSTAT Energy Balance statistics    JRC-IDEES database    South Tyrolean municipalities' geographical database (ASTAT)

The methodology presented can be replicated for other European countries or regions, as it relies on commonly available data sources across the EU. This database is particularly valuable for:

    Energy system modelers    Researchers studying industrial decarbonization    Policymakers developing targeted climate strategies    Industry stakeholders assessing technology transition pathways

This work was funded by the European Union - NextGenerationEU, in the framework of the consortium iNEST - Interconnected Nord-Est Innovation Ecosystem (PNRR, Missione 4 Componente 2, Investimento 1.5 D.D. 1058 23/06/2022, ECS_00000043 – Spoke1, RT3A, CUP I43C22000250006). The views and opinions expressed are solely those of the authors and do not necessarily reflect those of the European Union, nor can the European Union be held responsible for them.
DOI: 10.15468/dl.7t937q
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, d0e01e0c-7e8c-49aa-aeed-15fab7dfee46, bc092ff0-02e4-11dc-991f-b8a03c50a862, ae447c50-b8a8-11d8-92a4-b8a03c50a862, e1f3033f-176a-4e5e-8b97-7f1f000fcc2a, 2e149736-4cc6-44d4-a068-ccb2041baf75)",
 "TaxonKey is Margyricarpus pinnatus (Lam.) Kuntze"
 ]
}

 The dataset includes 147 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069007-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00004834.3
title: Available IPD datapackage for study 'A Phase 3, Randomized, Double-blind, Placebo-controlled, Parallel-group, Multicenter Study to Evaluate the Safety and Efficacy of Ustekinumab Induction Therapy in Subjects With Moderately to Severely Active Crohn's Disease (UNITI-2)'

description: This study (UNITI-2) will compare the effects (both positive and negative) of an initial treatment with ustekinumab to a placebo over 8 weeks in patients with moderately to severely active Crohn's disease.
DOI: 10.15468/dl.bpm9k4
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus toumeyi Sarg.)",
 "StateProvince is one of (Arizona, Mexico Northeast, Mexico Northwest, New Mexico, Texas)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 262 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069009-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4fype
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation)",
 "Country is Mexico",
 "GadmGid is MEX.11_1",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Neltuma Raf., Neltuma laevigata (Humb. & Bonpl. ex Willd.) Britton & Rose)",
 "Year 1102-2025"
 ]
}

 The dataset includes 253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069010-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15740853
title: Lessons learnt from the experiences of primary care physicians facing COVID-19 in Benin: a mixed-methods study (Supplementary files)
DOI: 10.5281/zenodo.15740854
title: Lessons learnt from the experiences of primary care physicians facing COVID-19 in Benin: a mixed-methods study (Supplementary files)
DOI: 10.25934/pr00004835.3
title: Available IPD datapackage for study 'A Phase 3, Randomized, Double-blind, Placebo-controlled, Parallel-group, Multicenter Study to Evaluate the Safety and Efficacy of Ustekinumab Maintenance Therapy in Subjects With Moderately to Severely Active Crohn's Disease'

description: The primary purpose of this study is to evaluate the efficacy and safety of 2 maintenance regimens of ustekinumab administered subcutaneously to patients with moderately to severely active Crohn's disease who responded to treatment with intravenous ustekinumab in studies CNTO1275CRD3001 and CNTO1275CRD3002, compared to subcutaneously administered placebo.
DOI: 10.5066/p1s2uyjy
title: Annotated Underwater Images of Round Goby (Neogobius melanostomus) in the Great Lakes from 2020-2023 to Support Deep Learning and Fisheries Assessment

description: This dataset contains more than 37,000 high-resolution images of natural lake bottom habitats containing round goby (Neogobius melanostomus) captured by autonomous underwater vehicles (AUVs).  Round goby are invasive to the Laurentian Great Lakes, but are an important prey item for economically valuable predators, and thus of interest to managers.  Individual round goby within each image were manually traced to create binary masks and JSON files to support training and validation of deep learning algorithms to automatically detect round goby.  The data were collected in Lakes Michigan, Huron, and Ontario between June to September, 2020, 2021, 2022, and 2023 using two different camera systems integrated into L3Harris-OceanServer Iver3 AUVs.  Each image is attributed with information about its latitude, longitude, depth, altitude, and other values recorded by the AUVs’ on-board sensors and recorded in a metadata file (RoundGoby_Dataset_Metadata.csv).  To ensure the quality and accuracy of the data, the manual labels were inspected by three independent observers to verify their correctness, ensuring that no non-fish objects were mistakenly labeled as fish, and to exclude fish that were not round goby, background substrates, mussels, and fish-like objects.  The data are organized into zip files, each corresponding to different collection months, years, and camera systems.  Zip files contain (i) raw RGB images, (ii) ground truth binary masks, (iii) JSON files with polygon coordinates, (iv) bounding box coordinates in pixels, and (v) bounding box coordinates in YOLO format to support algorithm development.  Collectively, this dataset provides a comprehensive resource for automating the detection and sizing of round goby in color images.
DOI: 10.15468/dl.tz3rf7
title: Occurrence Download

description: A dataset containing 6510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alectra Thunb."
 ]
}

 The dataset includes 6510 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069014-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17617/3.mxcu0t
title: Lipid imaging of bifunctional diacyl and alkyl ether PC in iPSC-derived neurons data

description: data for a publication https://doi.org/10.1101/2024.07.26.605283

celltype: hiPSC-derived neurons
DOI: 10.7910/dvn/wg8kde
title: fact-checking behavior and new media literacy

description: This survey dataset was designed and collected in order to understand fact-checking behaviour and new media literacy.
description: This dataset has been uploaded for review purposes only.
DOI: 10.15468/dl.a6m262
title: Occurrence Download

description: A dataset containing 27998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Cyprus, Greece, Libya, Egypt, Israel, Jordan, Iraq, Syrian Arab Republic, Lebanon, Türkiye, North Macedonia, Albania)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 27998 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069015-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrz3v3
title: Occurrence Download

description: A dataset containing 18506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus (Molina, 1782)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 18506 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069016-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnjj77
title: Occurrence Download

description: A dataset containing 4646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Papilio machaon Linnaeus, 1758",
 "Country is Russian Federation",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 4646 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069017-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u4yfn
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Manduca sexta Linnaeus, 1763"
 ]
}

 The dataset includes 98 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069018-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15740918
title: The Joint Undertaking for Morphological Profiling (JUMP) Consortium Datasets Index
DOI: 10.6084/m9.figshare.29212964
title: Fungal diversity in the Neotropics: update on the diversity and taxonomy of Hydnaceae in Costa Rica

description: Much progress documenting the diversity and relationships within the Hydnaceae has been made over the past decades. Nevertheless, the diversity of the family is far from completely known, especially in neotropical regions, which remain underexplored. Concentrated fieldwork to document the diversity and distribution of macrofungi in Costa Rica began in the late 1980s and continued through early 2000s. As most of the studies were morphology based, some species were identified only to genus level, provisionally named, or misidentified. This study provides morphological and molecular evidence of new species of Hydnaceae previously and newly collected in neotropical <i>Quercus</i>-dominated forests in Costa Rica. Molecular phylogenies support the proposal of five new species: a yellow chanterelle <i>Ca. neotropicalis</i>, three <i>Craterellus</i> species: <i>Cr. griseohymeninus</i>, sp. nov. <i>Cr. minutibrunneus</i>, sp. nov. and <i>Cr. lamelligracilis</i>, sp. nov. and a <i>Hydnum repandum</i> lookalike: <i>Hydnum pallideflavum</i>, sp. nov.