cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fdcqdv
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-77.50854 0.60425,-79.44214 -4.51538,-79.22241 -5.17456,-77.99194 -4.0979,-76.47583 -3.10913,-75.17944 -1.90063,-74.84985 -0.78003,-75.33325 0.25269,-76.89331 0.78003,-77.35474 0.91187,-77.50854 0.60425))",
 "HasCoordinate is true",
 "TaxonKey is Heliconia L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 873 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030297-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ynf57
title: Occurrence Download

description: A dataset containing 839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arnica cordifolia Hook.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 839 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173395-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uunr32
title: Occurrence Download

description: A dataset containing 5766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marsilea quadrifolia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5766 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002040-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfyaxr
title: Occurrence Download

description: A dataset containing 1424560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia duboulayi, Taeniopygia guttata, Leiopotherapon unicolor, Homo sapiens, Leiopotherapon aheneus, Ptilonorhynchus violaceus, Macropus robustus, Ctenotus inornatus, Nymphicus hollandicus, Todiramphus sanctus vagans, Melopsittacus undulatus, Ptilotula penicillata, Nematalosa erebi, Equus caballus, Canis lupus familiaris, Plumatella casmiana, Haliastur indus, Nitzschia palea)",
 "Country is Australia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1424560 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059734-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33chrq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinchona calisaya",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059781-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw3kd5
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinchona calisaya",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059779-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r29udp
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lindera angustifolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 441 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059783-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17290847
title: A Framework for Quantum-Neuromorphic Biomimetic Holographic Interferometry for Multi-Domain Exploration: A Reproducible Simulation and Comparative Analysis

description: Conventional sensing technologies face fundamental limitations in accuracy, sensitivity, and power consumption when applied to complex and diverse exploratory environments, such as ocean floors or outer space. This manuscript introduces a conceptual framework for an integrated exploration system (QNB-HISN) that synergizes four advanced technological domains: quantum sensing, biomimetic sensing, holographic interferometry, and neuromorphic computing.

 

The central hypothesis of this work is that fusing multi-modal data from these disparate sensors, and processing it via a Spiking Neural Network (SNN), can extract complex features and patterns that are undetectable by individual sensors or classical fusion algorithms. To validate this hypothesis, we developed a comprehensive and fully reproducible simulation framework in Python, modeling a synthetic marine environment containing various geological materials (sediments, basalt, and polymetallic nodules).

 

The results demonstrate that the SNN achieved a classification accuracy of **98.7%**, significantly outperforming both a conventional Artificial Neural Network (ANN) at **95.2%** and a Support Vector Machine (SVM) at **93.5%**. This quantitative superiority validates that the unique temporal dynamics of Spiking Neural Networks make them better suited for multi-sensor data fusion and learning from subtle temporal correlations.

 

This work serves as a robust proof-of-concept for the QNB-HISN framework and establishes neuromorphic computing as a critical enabling technology for developing the next generation of intelligent, autonomous exploration systems, characterized by high energy efficiency and superior sensitivity across diverse scientific domains.
DOI: 10.15468/dl.my8jzw
title: Occurrence Download

description: A dataset containing 1787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "Year is 2013",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 1787 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059778-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fsthp
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anadara similis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 972 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059780-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1s60-2t96
title: "Beyond Arm\u2019s Reach: Revisiting 3D Interaction Techniques for Virtual Display Management in Immersive Analytics"

description: "The dataset includes the set of images used in our study. "
DOI: 10.5281/zenodo.17290878
title: THE IMPACT OF WTO ACCESSION ON THE COMPETITIVENESS OF DOMESTIC MANUFACTURING: A BENCHMARKING ANALYSIS FOR UZBEKISTAN
DOI: 10.5281/zenodo.17290879
title: THE IMPACT OF WTO ACCESSION ON THE COMPETITIVENESS OF DOMESTIC MANUFACTURING: A BENCHMARKING ANALYSIS FOR UZBEKISTAN
DOI: 10.15468/dl.pc3shq
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia hernandezii"
 ]
}

 The dataset includes 194 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059784-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/3sc5-wv33
title: "Photovoltaic IV Curves for Soiling Analysis"

description: "This dataset contains a comprehensive collection of IV curve measurements of photovoltaic (PV) modules under outdoor operating conditions, acquired for the purpose of analyzing soiling effects and their correlation with module performance. The data were collected at the Federal Institute of Northern Minas Gerais (IFNMG), Brazil, using standardized measurement procedures to evaluate the impact of accumulated dirt on the electrical behavior of PV modules. Each measurement includes current\u2013voltage (IV) and power\u2013voltage (PV) curves, along with environmental parameters such as irradiance and module temperature. The dataset enables the calculation of soiling indices and the assessment of performance losses associated with different levels of surface contamination. These measurements are particularly valuable for performance modeling, degradation studies, and the development of diagnostic algorithms related to soiling effects in photovoltaic systems."
DOI: 10.15468/dl.dnnttv
title: Occurrence Download

description: A dataset containing 44796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Belgium, Italy, Austria, Cyprus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris alpina"
 ]
}

 The dataset includes 44796 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059786-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25442/hku.30133894
title: Supporting data for "The Prehistoric Settlements and Paleo-environmental Changes in the Pan-Pearl River Delta of Southern China"

description: Archaeological site data is about prehistoric archaeological sites in the Pan-Pearl River Delta, involving the longitude and latitude coordinates of the sites as well as the altitude of some sites. These data can be used to confirm the precise location of the site. In addition, there are experimental analysis data of two sedimentary boreholes, including age data and biomarker data. Biomarker dataset including alkenone, n-alkane and GDGTs. These data are used to reconstruct the paleoenvironment of the Holocene in the Pan-Pearl River Delta.
DOI: 10.25442/hku.30133894.v1
title: Supporting data for "The Prehistoric Settlements and Paleo-environmental Changes in the Pan-Pearl River Delta of Southern China"

description: Archaeological site data is about prehistoric archaeological sites in the Pan-Pearl River Delta, involving the longitude and latitude coordinates of the sites as well as the altitude of some sites. These data can be used to confirm the precise location of the site. In addition, there are experimental analysis data of two sedimentary boreholes, including age data and biomarker data. Biomarker dataset including alkenone, n-alkane and GDGTs. These data are used to reconstruct the paleoenvironment of the Holocene in the Pan-Pearl River Delta.
DOI: 10.82144/2ccf4dac
title: BOEM Sperm Whale Seismic Study (SWSS) MPS cetacean sightings 2002-2004

description: Original provider:
Bureau of Ocean Energy Management

Dataset credits:
Texas A&M University
Oregon State University
Scripps Institution of Oceanography
Texas A&M University-Galveston
University of Colorado
University of Durham
University of Saint Andrews
University of South Florida
Woods Hole Oceanographic Institution

Abstract:
Sperm Whale Seismic Study (SWSS) was a multi-institutional, interdisciplinary research project supported by the then Minerals Management Service (MMS; now Bureau of Ocean Energy Management - BOEM) under Cooperative Agreement 1435-01-02-CA-85186 for Cooperative Research on Sperm Whales and their Response to Seismic Exploration in the Gulf of Mexico through the Texas A&M Research Foundation.

The objectives of SWSS were to
(1) establish baseline information on the biology and behavior of sperm whales in the northern Gulf of Mexico,
(2) characterize sperm whale habitat use in the northern Gulf of Mexico, and
(3) determine possible changes in behavior of sperm whales when subjected to manmade noise, particularly from seismic airgun arrays used for offshore oil and gas exploration and geological monitoring.
DOI: 10.25442/hku.30227056
title: Supporting data for "Toward Self-Improving and Sustainable Large Language Models"

description: The GSM-Plus Benchmark is available in a .jsonl format, designed for easy readability and processing. It includes key attributes such as the "question" (the adversarial question), "solution" (the reasoning chain), and "answer" (the gold answer). Additionally, it specifies the "perturbation_type" used, along with a "seed_question" that serves as the basis for generating the adversarial question, as well as the corresponding "seed_solution" and "seed_answer".The Large Language Models Evaluation dataset (CoEval) is provided in a .json format and encompasses various tasks to assess model performance. This includes ELI5 for long-form question answering, ROCStories for open story generation, and Self-Instruct for general instruction following. These tasks help evaluate how well models handle different types of inquiries and evaluation instructions.Finally, the ReverseGen training dataset is also in .json format, focusing on enhancing large language model performance. It consists of a warm-up dataset for model initialization and an interactive preference learning dataset that leverages feedback from success and failure signals to iteratively improve model capabilities. This ensures a more effective training process in real-world applications.
DOI: 10.25442/hku.30227056.v1
title: Supporting data for "Toward Self-Improving and Sustainable Large Language Models"

description: The GSM-Plus Benchmark is available in a .jsonl format, designed for easy readability and processing. It includes key attributes such as the "question" (the adversarial question), "solution" (the reasoning chain), and "answer" (the gold answer). Additionally, it specifies the "perturbation_type" used, along with a "seed_question" that serves as the basis for generating the adversarial question, as well as the corresponding "seed_solution" and "seed_answer".The Large Language Models Evaluation dataset (CoEval) is provided in a .json format and encompasses various tasks to assess model performance. This includes ELI5 for long-form question answering, ROCStories for open story generation, and Self-Instruct for general instruction following. These tasks help evaluate how well models handle different types of inquiries and evaluation instructions.Finally, the ReverseGen training dataset is also in .json format, focusing on enhancing large language model performance. It consists of a warm-up dataset for model initialization and an interactive preference learning dataset that leverages feedback from success and failure signals to iteratively improve model capabilities. This ensures a more effective training process in real-world applications.
DOI: 10.6084/m9.figshare.24115248
title: Ecosystems data.

description: This is the dataset for warming effects on soil carbon published in Ecosystems.
DOI: 10.6084/m9.figshare.24115248.v3
title: Ecosystems data.

description: This is the dataset for warming effects on soil carbon published in Ecosystems.
DOI: 10.6084/m9.figshare.24115248.v2
title: Ecosystems-25-0142.

description: This is the dataset for warming effects on soil carbon published in Ecosystems.
DOI: 10.82144/636c368f
title: BOEM Sperm Whale Seismic Study (SWSS) MPS sperm whale trackings 2004-2005

description: Original provider:
Bureau of Ocean Energy Management

Dataset credits:
Texas A&M University
Oregon State University
Scripps Institution of Oceanography
Texas A&M University-Galveston
University of Colorado
University of Durham
University of Saint Andrews
University of South Florida
Woods Hole Oceanographic Institution

Abstract:
Sperm Whale Seismic Study (SWSS) was a multi-institutional, interdisciplinary research project supported by the then Minerals Management Service (MMS; now Bureau of Ocean Energy Management - BOEM) under Cooperative Agreement 1435-01-02-CA-85186 for Cooperative Research on Sperm Whales and their Response to Seismic Exploration in the Gulf of Mexico through the Texas A&M Research Foundation.

The objectives of SWSS were to
(1) establish baseline information on the biology and behavior of sperm whales in the northern Gulf of Mexico,
(2) characterize sperm whale habitat use in the northern Gulf of Mexico, and
(3) determine possible changes in behavior of sperm whales when subjected to manmade noise, particularly from seismic airgun arrays used for offshore oil and gas exploration and geological monitoring.
DOI: 10.6084/m9.figshare.28786406.v1
title: Original data for microbial r and K under precipitation changes.

description: This is dataset for the article "soil available N explains microbial life-history strategies under precipitation changes".
DOI: 10.5281/zenodo.16324200
title: Zhai et al. 2025 Raw data
DOI: 10.5281/zenodo.17260198
title: Zhai et al. 2025 Raw data
DOI: 10.82144/a84c6544
title: Acoustic detections of Arctic mammals in the western Beaufort Sea 2010-2011

description: Original provider:
Kate Stafford, University of Washington

Dataset credits:
Kate Stafford, University of Washington

Abstract:
Passive acoustic data were collected from a mooring deployed at 71.412 N 152.0065 W in the Beaufort Sea. Sounds of bowhead and beluga whales and bearded seals were recorded seasonally. Bowhead and beluga whale sounds occurred in the fall, spring and summer. Bearded seals were recorded primarily in the winter.
DOI: 10.25442/hku.30185044
title: Supporting data for "Photo-cleavable Backbone Modification Strategy (PBM) for Difficult Peptide/Protein Synthesis and Synthesis of Teixobactin Analogues for Enhanced Solubility While Retaining Activity"

description: This thesis includes two projects. Chapter 1 focuses on the development of novel methodology to assist in difficult peptide and protein synthesis. Chapter 2 focuses on optimizing structure of a peptide antibiotic. This dataset includes characterization of synthesised material and reaction monitoring for both projects. The data are divided into two categories:Dataset-NMR is a characterization for small molecules used as building blocks. This includes all molecules for both Chapters 1 and 2.Dataset-UPLC is an analytical dataset including characterization for peptide synthesis, purifications, and reaction (between peptides) monitoring. This has been divided into several folders for both chapters and 2 due to the size limit.
DOI: 10.25442/hku.30185044.v1
title: Supporting data for "Photo-cleavable Backbone Modification Strategy (PBM) for Difficult Peptide/Protein Synthesis and Synthesis of Teixobactin Analogues for Enhanced Solubility While Retaining Activity"

description: This thesis includes two projects. Chapter 1 focuses on the development of novel methodology to assist in difficult peptide and protein synthesis. Chapter 2 focuses on optimizing structure of a peptide antibiotic. This dataset includes characterization of synthesised material and reaction monitoring for both projects. The data are divided into two categories:Dataset-NMR is a characterization for small molecules used as building blocks. This includes all molecules for both Chapters 1 and 2.Dataset-UPLC is an analytical dataset including characterization for peptide synthesis, purifications, and reaction (between peptides) monitoring. This has been divided into several folders for both chapters and 2 due to the size limit.
DOI: 10.82144/e405f7b2
title: MIRC Saipan Marine Species Monitoring Winter-Spring Surveys 2012

description: Original provider:
HDR Environmental, Operations and Construction, Inc.

Dataset credits:
The U.S. Navy Marine Species Monitoring Program

Abstract:
This dataset presents a Saipan subset of the results of the Guam and Saipan Marine Species Monitoring: Winter-Spring Survey conducted on the motor vessel (M/V) Sea Fantasy (Guam survey) and the M/V Super Emerald (Saipan survey) from 15 to 29 March 2012.&lt;br/&gt;
The objective of the 2012 survey effort was to conduct baseline surveys to further document marine mammal and sea turtle occurrence in nearshore waters around the island of Guam and Saipan. The approach primarily followed opportunistic survey protocols used in recent surveys around Guam (Ligon et al. 2011; HDR 2011), which remained within 10 kilometers (km) or 5.4 nautical miles (NM) of the coastline.
DOI: 10.82144/4256f2b0
title: HRC Koa Kai-11 Marine Species Monitoring Vessel Surveys November 2010

description: Original provider:
HDR Environmental, Operations and Construction, Inc.

Dataset credits:
The U.S. Navy Marine Species Monitoring Program

Abstract:
The marine mammal and sea turtle monitoring, vessel- and aerial-based surveys, were conducted
between November 11–23, 2010, before, during, and after the Pacific Fleet training event in the
HRC.
The objectives of the vessel-based monitoring effort for Koa Kai 11-1 consisted of the following:&lt;br/&gt;
&lt;br/&gt;
- Perform focal behavioral follows of marine mammals during the course of a training event
involving ASW&lt;br/&gt;
- Assess the occurrence, distribution, and behavior of target species (marine mammals and
sea turtles) using a vessel-based line transect survey within the HRC in waters within or
adjacent to the area where ships were training&lt;br/&gt;
- Locate individual false killer whales (Pseudorca crassidens), pygmy killer whales (Feresa
attenuata), and short-finned pilot whales (Globicephala macrorhynchus) tagged by
Dr. Robin Baird with Cascadia Research&lt;br/&gt;
- Investigate the occurrence, distribution, and behavior of target species (marine mammals
and sea turtles) using vessel-based line transect survey in waters within or adjacent to the
area where Navy ships were training.&lt;br/&gt;
DOI: 10.15468/dl.ur9hcj
title: Occurrence Download

description: A dataset containing 1424560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia duboulayi, Taeniopygia guttata, Leiopotherapon unicolor, Homo sapiens, Leiopotherapon aheneus, Ptilonorhynchus violaceus, Macropus robustus, Ctenotus inornatus, Nymphicus hollandicus, Todiramphus sanctus vagans, Melopsittacus undulatus, Ptilotula penicillata, Nematalosa erebi, Equus caballus, Canis lupus familiaris, Plumatella casmiana, Haliastur indus, Nitzschia palea)",
 "Country is Australia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1424560 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059757-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.