cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6m9tpm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeo chrysophekadion",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034845-251025141854904/datasets/export for details.
DOI: 10.15468/dl.fsnkzx
title: Occurrence Download

description: A dataset containing 82468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 82468 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034827-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18233508
title: MD simulations input and trajectory files for mechanistic studies on eIF4E
DOI: 10.5281/zenodo.18233509
title: MD simulations input and trajectory files for mechanistic studies on eIF4E
DOI: 10.15468/dl.n6qyvz
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Emblingia calceoliflora",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002205-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/melqzo
title: Data Management and Sharing Plan for: PolyCAM: Polymorphic Compute Architecture Management for Spectrum Sensing

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.24400/527896/a01-2023.011
title: Barystatic and manometric sea level changes from GRACE and GRACE-FO

description: Barystatic and manometric sea level changes represent the mass component of sea level changes at global and regional scales respectively. Manometric sea level changes are monthly grids covering the global ocean with a regular 1 degree grid spacing over the GRACE and GRACE-FO period (April 2002 - present day). Barystatic sea level changes are the global average of manometric sea level changes, resulting in monthly time series covering the GRACE and GRACE-FO period (April 2002 - present day). The barystatic and manometric sea level changes have been computed from GRACE L3 V2.1 updated from Blazquez et al., (2018) https://doi.org/10.1093/gji/ggy293.
DOI: 10.5281/zenodo.18433150
title: Methodological Assessment of Unverified OSINT Allegations and Their Role in Institutional Compliance Risk Decision-Making

description: This publication presents an analytical examination of publicly available OSINT-based allegation materials and evaluates their evidentiary reliability within the context of cross-border financial compliance, regulatory risk assessment, and institutional decision-making frameworks.

The study focuses on methodological distinctions between publicly circulated digital allegations, technical correlation indicators derived from open-source data, and institutionally verified factual findings established through forensic, judicial, or regulatory procedures. Particular attention is given to the risks associated with the misinterpretation of technical indicators such as digital identifiers, blockchain transaction visibility, IP correlation data, and behavioral pattern assumptions when used outside formal forensic validation environments.

The publication further analyzes the structural risks arising from reliance on narrative-driven OSINT publications in financial compliance processes, including the risk of misattribution, the risk of disproportionate restrictive measures, and the potential institutional liability associated with decisions based on unverified open-source intelligence narratives.

The research highlights the growing importance of evidentiary threshold differentiation in modern compliance environments, where publicly accessible digital information may generate reputational risk signals without meeting the evidentiary standards required for regulatory enforcement or financial restriction measures.

The material is intended for use by compliance professionals, financial institutions, legal practitioners, regulatory analysts, and policy researchers working in the fields of financial crime risk assessment, digital evidence evaluation, and cross-border regulatory decision-making.

The publication does not assess criminal liability or legal responsibility of any individual or entity and is intended exclusively as a methodological and analytical contribution to the field of compliance risk intelligence and OSINT reliability evaluation.
DOI: 10.5281/zenodo.18433151
title: Methodological Assessment of Unverified OSINT Allegations and Their Role in Institutional Compliance Risk Decision-Making

description: This publication presents an analytical examination of publicly available OSINT-based allegation materials and evaluates their evidentiary reliability within the context of cross-border financial compliance, regulatory risk assessment, and institutional decision-making frameworks.

The study focuses on methodological distinctions between publicly circulated digital allegations, technical correlation indicators derived from open-source data, and institutionally verified factual findings established through forensic, judicial, or regulatory procedures. Particular attention is given to the risks associated with the misinterpretation of technical indicators such as digital identifiers, blockchain transaction visibility, IP correlation data, and behavioral pattern assumptions when used outside formal forensic validation environments.

The publication further analyzes the structural risks arising from reliance on narrative-driven OSINT publications in financial compliance processes, including the risk of misattribution, the risk of disproportionate restrictive measures, and the potential institutional liability associated with decisions based on unverified open-source intelligence narratives.

The research highlights the growing importance of evidentiary threshold differentiation in modern compliance environments, where publicly accessible digital information may generate reputational risk signals without meeting the evidentiary standards required for regulatory enforcement or financial restriction measures.

The material is intended for use by compliance professionals, financial institutions, legal practitioners, regulatory analysts, and policy researchers working in the fields of financial crime risk assessment, digital evidence evaluation, and cross-border regulatory decision-making.

The publication does not assess criminal liability or legal responsibility of any individual or entity and is intended exclusively as a methodological and analytical contribution to the field of compliance risk intelligence and OSINT reliability evaluation.
DOI: 10.6084/m9.figshare.31211545
title: Dataset for: A novel framework integrating clustering and tractable robust optimization for facility location planning under uncertainty

description: This dataset contains the input parameters and solution outputs used in the manuscript “A novel framework integrating clustering and tractable robust optimization for facility location planning under uncertainty”. The data are provided as an Excel (.xlsx) file. Each sheet is named according to its content and includes travel-time parameters, uncertainty set parameters used in the robust optimization model, risk weights, adjacency parameter values between geographic units (districts), and model outputs under different scenarios/settings. Definitions of all variables and parameters are provided in the manuscript. There are no missing values in any sheet.
DOI: 10.6084/m9.figshare.31211545.v1
title: Dataset for: A novel framework integrating clustering and tractable robust optimization for facility location planning under uncertainty

description: This dataset contains the input parameters and solution outputs used in the manuscript “A novel framework integrating clustering and tractable robust optimization for facility location planning under uncertainty”. The data are provided as an Excel (.xlsx) file. Each sheet is named according to its content and includes travel-time parameters, uncertainty set parameters used in the robust optimization model, risk weights, adjacency parameter values between geographic units (districts), and model outputs under different scenarios/settings. Definitions of all variables and parameters are provided in the manuscript. There are no missing values in any sheet.
DOI: 10.17632/g48zwhxd3s
title: Development of a calculation method of wind-wave force on a vertical circular cylinder considering coherence

description: The dataset supporting this study’s findings consists of MATLAB-compatible files corresponding to all 8 figures, including the vertical cylinder’s geometric parameters, segmentation data, time-history data (fluctuating wind speed, wind buffeting force, random wave surface, wave force, wave moment), wind-wave force correlation data, and the main codes of the manuscript—all derived from the manuscript’s calculations and consistent with its methodology and parameters. Stored in MATLAB-native .mat format with clear variable naming, the dataset enables reproduction of the figures via MATLAB to verify the key findings on combined wind-wave forces of the vertical circular cylinder.
DOI: 10.17632/g48zwhxd3s.1
title: Development of a calculation method of wind-wave force on a vertical circular cylinder considering coherence

description: The dataset supporting this study’s findings consists of MATLAB-compatible files corresponding to all 8 figures, including the vertical cylinder’s geometric parameters, segmentation data, time-history data (fluctuating wind speed, wind buffeting force, random wave surface, wave force, wave moment), wind-wave force correlation data, and the main codes of the manuscript—all derived from the manuscript’s calculations and consistent with its methodology and parameters. Stored in MATLAB-native .mat format with clear variable naming, the dataset enables reproduction of the figures via MATLAB to verify the key findings on combined wind-wave forces of the vertical circular cylinder.
DOI: 10.17632/n7mkxrbxdj
title: 术后不良行为改变

description: 收集的原始数据
DOI: 10.17632/n7mkxrbxdj.1
title: 术后不良行为改变

description: 收集的原始数据
DOI: 10.17632/64syyk5ph8
title: Iron migration and isotope fractionation during sedimentary processes: Responses to monsoon intensity and climate events

description: This dataset includes detailed major element compositions (Table S1) and mineralogical compositions (Table S2) of bulk sediments of the WS core from Pearl River Estuary.
DOI: 10.17632/64syyk5ph8.1
title: Iron migration and isotope fractionation during sedimentary processes: Responses to monsoon intensity and climate events

description: This dataset includes detailed major element compositions (Table S1) and mineralogical compositions (Table S2) of bulk sediments of the WS core from Pearl River Estuary.
DOI: 10.17632/t8x7zkxm8k.1
title: Imgflip & Douban Meme Dataset

description: We present the first large-scale bilingual affective meme benchmark, designed to bridge the "pixel-to-emotion" gap in multimodal understanding. Comprising over 92,000 samples collected from culturally distinct platforms—Douban (Chinese) and Imgflip (English)—this dataset is unique in providing fine-grained facial emotion annotations that capture the non-literal emotional stances central to internet memes. By treating facial affect as a primary semantic anchor, this benchmark enables researchers to move beyond surface-level text-image alignment and develop robust models for emotion-aware meme retrieval and cross-cultural affective analysis.
DOI: 10.5281/zenodo.18431972
title: Zurich Administrative Court Dataset (ZACD)

description: The Zurich Administrative Court Dataset (ZACD) includes 51 variables with metadata on all 9,012 cases decided by the Zurich Administrative Court between January 2007 and December 2024 that have been made available on its website.

The ZACD is part of Florian Geering’s Ph.D. thesis Access to the Swiss Federal Supreme Court - An Empirical Perspective on Appeals in Matters of Public Law.

The ZACD was created by downloading the judgments from the mirror at entscheidsuche.ch. Judgment texts were processed with an automated text-mining and NLP pipeline programmed in R, using formulation-based extraction (regular expressions) and supervised machine learning (random forests).

The ZACD builds on and is designed to be interoperable with the Swiss Federal Supreme Court Dataset (SCD) and is a twin dataset to the Federal Administrative Court Dataset (FACD).
description: This dataset will become publicly available once the PhD thesis it supports has been published.
DOI: 10.5281/zenodo.18431973
title: Zurich Administrative Court Dataset (ZACD)

description: The Zurich Administrative Court Dataset (ZACD) includes 51 variables with metadata on all 9,012 cases decided by the Zurich Administrative Court between January 2007 and December 2024 that have been made available on its website.

The ZACD is part of Florian Geering’s Ph.D. thesis Access to the Swiss Federal Supreme Court - An Empirical Perspective on Appeals in Matters of Public Law.

The ZACD was created by downloading the judgments from the mirror at entscheidsuche.ch. Judgment texts were processed with an automated text-mining and NLP pipeline programmed in R, using formulation-based extraction (regular expressions) and supervised machine learning (random forests).

The ZACD builds on and is designed to be interoperable with the Swiss Federal Supreme Court Dataset (SCD) and is a twin dataset to the Federal Administrative Court Dataset (FACD).
description: This dataset will become publicly available once the PhD thesis it supports has been published.
DOI: 10.17632/hsycyhcckv
title: TEM images for article "Study and Characterization of the Gold Nanoparticle’s Formation Mechanism by re-Irradiation of Linear Bromide-Induced Gold Nanoparticle Chains"

description: This is the full set of TEM images used to build statystical distributions of Au NP size in the paper "Study and Characterization of the Gold Nanoparticle’s Formation Mechanism by re-Irradiation of Linear Bromide-Induced Gold Nanoparticle Chains"
DOI: 10.17632/hsycyhcckv.1
title: TEM images for article "Study and Characterization of the Gold Nanoparticle’s Formation Mechanism by re-Irradiation of Linear Bromide-Induced Gold Nanoparticle Chains"

description: This is the full set of TEM images used to build statystical distributions of Au NP size in the paper "Study and Characterization of the Gold Nanoparticle’s Formation Mechanism by re-Irradiation of Linear Bromide-Induced Gold Nanoparticle Chains"
DOI: 10.5281/zenodo.18432371
title: Federal Administrative Court Dataset (FACD)

description: The Federal Administrative Court Dataset (FACD) includes 47 variables with metadata on all 85,485 cases decided by the Swiss Federal Administrative Court between January 2007 and December 2024 that have been made available on its website.

The FACD is part of Florian Geering’s Ph.D. thesis Access to the Swiss Federal Supreme Court - An Empirical Perspective on Appeals in Matters of Public Law.

The FACD was created by downloading the judgments from the mirror at entscheidsuche.ch. Judgment texts were processed with an automated text-mining and NLP pipeline programmed in R, using formulation-based extraction (regular expressions) and supervised machine learning (random forests).

The FACD builds on and is designed to be interoperable with the Swiss Federal Supreme Court Dataset (SCD) and is a twin dataset to the Zurich Administrative Court Dataset (ZACD).
description: This dataset will become publicly available once the PhD thesis it supports has been published.
DOI: 10.5281/zenodo.18432370
title: Federal Administrative Court Dataset (FACD)

description: The Federal Administrative Court Dataset (FACD) includes 47 variables with metadata on all 85,485 cases decided by the Swiss Federal Administrative Court between January 2007 and December 2024 that have been made available on its website.

The FACD is part of Florian Geering’s Ph.D. thesis Access to the Swiss Federal Supreme Court - An Empirical Perspective on Appeals in Matters of Public Law.

The FACD was created by downloading the judgments from the mirror at entscheidsuche.ch. Judgment texts were processed with an automated text-mining and NLP pipeline programmed in R, using formulation-based extraction (regular expressions) and supervised machine learning (random forests).

The FACD builds on and is designed to be interoperable with the Swiss Federal Supreme Court Dataset (SCD) and is a twin dataset to the Zurich Administrative Court Dataset (ZACD).
description: This dataset will become publicly available once the PhD thesis it supports has been published.
DOI: 10.5281/zenodo.18433172
title: TASVIRIY IFODALARNING SEMANTIK-USLUBIY JOZIBASI VA IJTIMOIY ONGNI BOSHQARISH KUCHI

description: Mazkur maqolada tasviriy ifodalar (perifrazalar) tilning faqat badiiy-bezak vositasi emas, balki ijtimoiy ongni shakllantiruvchi va boshqaruvchi kuchli lingvistik mexanizm sifatida tahlil qilinadi. Tadqiqotda tasviriy ifodalarning semantik arxitekturasi, ularning emotsional, kognitiv va madaniy kodlar bilan bog‘liqligi ilmiy asosda yoritiladi. Psixolingvistik va lingvokulturologik yondashuvlar asosida perifrazalarning tanqidiy fikrlashga ta’siri, lisoniy manipulyatsiya vositasi sifatidagi funksiyasi ochib beriladi. Maqolada “lisoniy immunitet” tushunchasi ilgari surilib, uni shakllantirish zamonaviy ta’limning muhim vazifalaridan biri ekanligi asoslanadi.
DOI: 10.5281/zenodo.18433173
title: TASVIRIY IFODALARNING SEMANTIK-USLUBIY JOZIBASI VA IJTIMOIY ONGNI BOSHQARISH KUCHI

description: Mazkur maqolada tasviriy ifodalar (perifrazalar) tilning faqat badiiy-bezak vositasi emas, balki ijtimoiy ongni shakllantiruvchi va boshqaruvchi kuchli lingvistik mexanizm sifatida tahlil qilinadi. Tadqiqotda tasviriy ifodalarning semantik arxitekturasi, ularning emotsional, kognitiv va madaniy kodlar bilan bog‘liqligi ilmiy asosda yoritiladi. Psixolingvistik va lingvokulturologik yondashuvlar asosida perifrazalarning tanqidiy fikrlashga ta’siri, lisoniy manipulyatsiya vositasi sifatidagi funksiyasi ochib beriladi. Maqolada “lisoniy immunitet” tushunchasi ilgari surilib, uni shakllantirish zamonaviy ta’limning muhim vazifalaridan biri ekanligi asoslanadi.
DOI: 10.15468/dl.q65zz9
title: Occurrence Download

description: A dataset containing 6408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arabidopsis thaliana)",
 "EstablishmentMeans is native",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 6408 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002206-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc259l8c
title: CCDC 2005212: Experimental Crystal Structure Determination

description: Related Article: Wern Ng, Shuyao Zhang, Hao Wu, Irena Nevjestic, Andrew J.P. White, Mark Oxborrow|2021|J.Phys.Chem.C|125|14718|doi:10.1021/acs.jpcc.1c01654
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.18433187
title: CRN: Mouse cortical proxy simulation artifacts (step2–step6 release candidate)

description: This dataset contains the final consolidated simulation artifacts forCoherent Resonant Netting (CRN) experiments performed on a syntheticmouse cortical proxy network.

The proxy is implemented as a hierarchical feed-forward stochastic blockmodel (SBM). The archive includes step2–step6 simulation bundles,final CSV outputs, figures, and integrity manifests corresponding toall mouse-related results reported in the CRN manuscript.
DOI: 10.5281/zenodo.18433186
title: CRN: Mouse cortical proxy simulation artifacts (step2–step6 release candidate)

description: This dataset contains the final consolidated simulation artifacts forCoherent Resonant Netting (CRN) experiments performed on a syntheticmouse cortical proxy network.

The proxy is implemented as a hierarchical feed-forward stochastic blockmodel (SBM). The archive includes step2–step6 simulation bundles,final CSV outputs, figures, and integrity manifests corresponding toall mouse-related results reported in the CRN manuscript.
DOI: 10.5281/zenodo.16994843
title: Role of electrolyte composition, ionic crossover and CO2 availability in bioelectrochemical methanation
DOI: 10.5281/zenodo.16994844
title: Role of electrolyte composition, ionic crossover and CO2 availability in bioelectrochemical methanation
DOI: 10.34740/kaggle/dsv/14473587
title: Multimodal voice features for diabetes prediction
DOI: 10.15468/usurh4
title: New Middle Jurassic Osmylopsychopidae (Neuroptera) from Northeastern China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Liu, Xiaotian, Ren, Dong, Wang, Yongjie (2025): New Middle Jurassic Osmylopsychopidae (Neuroptera) from Northeastern China. Zootaxa 5723 (2): 292-300, DOI: 10.11646/zootaxa.5723.2.8, URL: https://doi.org/10.11646/zootaxa.5723.2.8AbstractOsmylopsychopidae, belong to an extinct family within Neuroptera. In this study, two new genera and three new species, namely, Densipsychops pectinatus gen. et sp. nov., Puripsychops eurypterus gen. et sp. nov. and Eupypsychops oligophlebius sp. nov. are described from the Middle Jurassic of Jiulongshan Formation of Daohugou, Inner Mongolia, China. A list of known osmylopsychopids and a key to genera are provided. The new finding further enhances our comprehension on the diversity of osmylopsychopids.
DOI: 10.15468/dl.uv8nxd
title: Occurrence Download

description: A dataset containing 810 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parus rufescens rufescens"
 ]
}

 The dataset includes 810 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002209-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds007135.v1.1.0
title: Investigating Neuroepigenetic Alterations in Chronic Low Back Pain with PET/MR
DOI: 10.5281/zenodo.15282647
title: Generation of 3D reference dosimetric datasets towards adoption of model-based dose calculations for permanent implant prostate brachytherapy

description: This work provides a comprehensive set of test cases and 3D reference dosimetric datasets for model-based dose calculation algorithms (MBDCAs) in permanent implant prostate brachytherapy. These test cases address the limits of the standard TG-43 formalism towards improving the dose evaluations in prostate cancer treatment, in accordance with the recommendations of the joint Task Group 186 of the American Association of Physicists in Medicine (AAPM), the European Society for Radiotherapy and Oncology (ESTRO), and the Australasian Brachytherapy Group (ABG).