cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ha5aeq
title: Occurrence Download

description: A dataset containing 6584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siganus fuscescens (Houttuyn, 1782)"
 ]
}

 The dataset includes 6584 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042000-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpu9v3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliotropium ulophyllum Rech.fil. & Riedl"
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019775-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfjmmw
title: Occurrence Download

description: A dataset containing 7312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-175.078125 3.513421045640057, -175.078125 30.751277776257812, -126.5625 30.751277776257812, -126.5625 3.513421045640057, -175.078125 3.513421045640057))",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 7312 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014156-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cx6gw
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia quadrilateralis DC."
 ]
}

 The dataset includes 548 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006811-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqvtsx
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Otus thilohoffmanni Warakagoda & Rasmussen, 2004",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014157-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbf55w
title: Occurrence Download

description: A dataset containing 5851 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gynostemma pentaphyllum (Thunb.) Makino"
 ]
}

 The dataset includes 5851 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019769-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2j6vc
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum benthamii Vig. & Humbert"
 ]
}

 The dataset includes 195 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019753-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqd7ti
title: Occurrence Download

description: A dataset containing 16550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambrosia artemisiifolia L."
 ]
}

 The dataset includes 16550 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014157-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evrm4a
title: Occurrence Download

description: A dataset containing 6685 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia pubescens (Vent.) R.Br."
 ]
}

 The dataset includes 6685 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006753-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ae839
title: Occurrence Download

description: A dataset containing 11804973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11804973 records from 2089 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038833-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k9ffg
title: Occurrence Download

description: A dataset containing 38099892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Occurrence evidence, Specimen, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 38099892 records from 7862 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034230-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kchf5n
title: Occurrence Download

description: A dataset containing 715764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ichthyaetus melanocephalus"
 ]
}

 The dataset includes 715764 records from 1080 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005279-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17128942
title: REMOTE SENSING GIS AND GPS:  PRINCIPLES AND APPLICATIONS

description: The fields of Remote Sensing, Global Positioning System (GPS), and Geographic Information

Systems (GIS) have witnessed remarkable growth in recent decades, establishing themselves

as essential technologies for scientific research, environmental management, infrastructure

development, and sustainable planning. Their ability to provide accurate, reliable, and timely

spatial information has made them indispensable in addressing challenges such as climate

change, urbanization, natural hazards, and resource management.

This textbook, Remote Sensing, GPS and GIS: Principles and Applications, has been prepared

with the objective of presenting the fundamental principles and practical applications of

geospatial technologies in a clear and systematic manner. The contents of the book are

structured to cover the physics of remote sensing, sensor platforms, data acquisition methods,

digital image processing, GPS fundamentals, and GIS concepts including spatial analysis, data

integration, and modeling. The integration of these three domains is highlighted through case

studies and applications in agriculture, forestry, hydrology, disaster management, and urban

planning.

The book is intended to serve as a comprehensive resource for undergraduate and postgraduate

students in engineering, environmental sciences, geography, and allied disciplines. It is also

expected to benefit researchers, academicians, and practitioners seeking to apply geospatial

technologies in their respective fields. To facilitate learning, the text is supported by

illustrations and diagrams that bridge theoretical concepts with real-world practice.
DOI: 10.5281/zenodo.17128943
title: REMOTE SENSING GIS AND GPS:  PRINCIPLES AND APPLICATIONS

description: The fields of Remote Sensing, Global Positioning System (GPS), and Geographic Information

Systems (GIS) have witnessed remarkable growth in recent decades, establishing themselves

as essential technologies for scientific research, environmental management, infrastructure

development, and sustainable planning. Their ability to provide accurate, reliable, and timely

spatial information has made them indispensable in addressing challenges such as climate

change, urbanization, natural hazards, and resource management.

This textbook, Remote Sensing, GPS and GIS: Principles and Applications, has been prepared

with the objective of presenting the fundamental principles and practical applications of

geospatial technologies in a clear and systematic manner. The contents of the book are

structured to cover the physics of remote sensing, sensor platforms, data acquisition methods,

digital image processing, GPS fundamentals, and GIS concepts including spatial analysis, data

integration, and modeling. The integration of these three domains is highlighted through case

studies and applications in agriculture, forestry, hydrology, disaster management, and urban

planning.

The book is intended to serve as a comprehensive resource for undergraduate and postgraduate

students in engineering, environmental sciences, geography, and allied disciplines. It is also

expected to benefit researchers, academicians, and practitioners seeking to apply geospatial

technologies in their respective fields. To facilitate learning, the text is supported by

illustrations and diagrams that bridge theoretical concepts with real-world practice.
DOI: 10.15468/dl.duxaap
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordylophora caspia",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005332-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb2bvk
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordylophora caspia",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005333-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfwsjz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordylophora caspia",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005334-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrbq22
title: Occurrence Download

description: A dataset containing 1131276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chroicocephalus novaehollandiae"
 ]
}

 The dataset includes 1131276 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005264-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf7ezu
title: Occurrence Download

description: A dataset containing 8643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Ateles geoffroyi"
 ]
}

 The dataset includes 8643 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005336-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17128712
title: Bayesian PSD estimation for LISA noise based on P-splines with a parametric boost

description: This repository provides datasets to evaluate Bayesian power spectral density (PSD) estimation for LISA X-channel noise using P-splines with a parametric component.

The contents are:



X channel noise-4a (LISA SGWB Dataset (noise-4a)) LISA dataset periodograms and results (durations: 3, 6 months, and 1 year):



ddpc_f_3mon.txt, ddpc_f_6mon.txt, ddpc_f_1year.txt: Fourier frequencies

ddpc_x2_per_3mon.txt,  ddpc_x2_per_6mon.txt, ddpc_x2_per_1year.txt: Blocked periodogram.

mcmc_results_1year.h5, mcmc_results_1year.h5, mcmc_results_1year.h5: MCMC outputs and posterior summaries.



AR(4) simulations and results. Each archive contains 500 instances of periodograms, parametric model PSDs, MCMC results of Model 1 (when the parametric model is white noise), and Model 2 (when the parametric model is AR(4)).



arsim_128.7z

arsim_256.7z

arsim_512.7z



Integrate Absolute error files: 



iae_ar0.txt, iae_ar4_knots.txt: IAE of 1500 AR(4) simulations using Model 1 and 2.

iae_ar0_knots.txt, iae_ar4_knots.txt: IAE of 150 AR(4) simulations using Model 1 and 2 for various knots allocations.



One instance of AR(4) simulation study: N=512



freq.txt: Frequency information

ar4spec.txt: True AR(4) spectrum

mcmc_results_289.h5: Model 1 results

mcmc_results_498.h5: Model 2 results
DOI: 10.5281/zenodo.17128967
title: Embodied carbon for steel truss structure
DOI: 10.5281/zenodo.17128968
title: Embodied carbon for steel truss structure
DOI: 10.15468/dl.w4mxmy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordylophora caspia",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005338-250914085247600/datasets/export for details.
DOI: 10.6084/m9.figshare.30133330
title: Privacy-Preserving Techniques for Large Language Model Training: The PUSR Framework and Adaptive Privacy Mechanisms

description: I present <b>PUSR</b>, a unified framework for evaluating and optimizing privacy-preserving techniques in large language model (LLM) training. Unlike privacy-only, utility-centric, or attack-based approaches, PUSR integrates <b>Privacy, Utility, Scalability, and Resilience</b> into a single interpretable index with strong theoretical guarantees. The framework introduces sensitivity-aware privacy scoring, utility-guided adaptive optimization, and a multi-objective adaptive system that dynamically balances trade-offs while ensuring convergence and Pareto efficiency.Implementation guidelines are provided through a modular pipeline with domain-specific weight configurations, adaptive monitoring, and standardized APIs for privacy assessment and utility tracking. Case study sketches illustrate applications across healthcare, finance, and communication. By unifying evaluation metrics and offering practical deployment guidance, PUSR establishes a principled foundation for reproducible, responsible, and scalable privacy research in LLM training.
DOI: 10.6084/m9.figshare.30133330.v1
title: Privacy-Preserving Techniques for Large Language Model Training: The PUSR Framework and Adaptive Privacy Mechanisms

description: I present <b>PUSR</b>, a unified framework for evaluating and optimizing privacy-preserving techniques in large language model (LLM) training. Unlike privacy-only, utility-centric, or attack-based approaches, PUSR integrates <b>Privacy, Utility, Scalability, and Resilience</b> into a single interpretable index with strong theoretical guarantees. The framework introduces sensitivity-aware privacy scoring, utility-guided adaptive optimization, and a multi-objective adaptive system that dynamically balances trade-offs while ensuring convergence and Pareto efficiency.Implementation guidelines are provided through a modular pipeline with domain-specific weight configurations, adaptive monitoring, and standardized APIs for privacy assessment and utility tracking. Case study sketches illustrate applications across healthcare, finance, and communication. By unifying evaluation metrics and offering practical deployment guidance, PUSR establishes a principled foundation for reproducible, responsible, and scalable privacy research in LLM training.
DOI: 10.15468/dl.8bax83
title: Occurrence Download

description: A dataset containing 300400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Tyrannus savana)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 300400 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005302-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30133462
title: CFPS2014-2022

description: The China Family Panel Studies (CFPS) aims to reflect the changes in China's society, economy, population, education and health by tracking and collecting data at the individual, family and community levels, providing a data basis for academic research and public policy analysis.
DOI: 10.6084/m9.figshare.30133462.v1
title: CFPS2014-2022

description: The China Family Panel Studies (CFPS) aims to reflect the changes in China's society, economy, population, education and health by tracking and collecting data at the individual, family and community levels, providing a data basis for academic research and public policy analysis.
DOI: 10.15468/dl.khaeea
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craspedacusta sowerbii",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005341-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu3q2b
title: Occurrence Download

description: A dataset containing 2411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon yonahlossee Dunn, 1917)"
 ]
}

 The dataset includes 2411 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003707-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkx24d
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gerbathodes paupera Staudinger, 1892",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195546-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d46zus
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arnebia hancockiana (Oliv.) I.M.Johnst."
 ]
}

 The dataset includes 64 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011872-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tx3dk
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxysmilia corrugata Cairns, 1999"
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136093-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38taba
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithospermum matamorense DC."
 ]
}

 The dataset includes 470 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011897-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6bpdg
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "DatasetKey is Colección de Herpetología del Instituto de Ciencias Naturales (ICN-MHN-Her)",
 "TaxonKey is one of (Loxopholis rugiceps Cope, 1869, Leposoma rugiceps (Cope, 1869))"
 ]
}

 The dataset includes 55 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203270-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkpsvw
title: Occurrence Download

description: A dataset containing 887 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paeonia daurica Andrews"
 ]
}

 The dataset includes 887 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011895-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxjaf7
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysolina Motschulsky, 1860",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 378 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203271-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xegpqa
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe labiaflava Groenew."
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021543-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.