cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26023/h2bw-g4nt-9j07
title: DYCOMS-II: ECMWF Model Column Imagery. Version 1.0

description: The ECMWF Model Column Imagery (GIF) is one of several model products collected as part of the Dynamics and Chemistry of Marine Stratocumulus Phase-II: Entrainment Studies (DYCOMS-II) project field catalog operated by the National Center For Atmospheric Research/Earth Observing Laboratory (NCAR/EOL: http://catalog.eol.ucar.edu/dycoms). The plots are European Centre for Medium Range Weather Forecasting (ECMWF) data for model columns over the DYCOMS-II target area. Two types of plots are included, contour plots of height time data (C, for contour), and line (L, for line) plots of surface variables versus time. For each type there are area averaged data (A plots) and data from an individual column (P plots). The products cover the period from 1-31 July 2001 and cover the DYCOMS-II region. All images are in GIF format.
DOI: 10.26023/6ty7-j8rb-kp00
title: DYCOMS-II: NCEP AVN Model Column Imagery. Version 1.0

description: The NCEP AVN Model Column Imagery (GIF) is one of several model products collected as part of the Dynamics and Chemistry of Marine Stratocumulus Phase-II: Entrainment Studies (DYCOMS-II) project field catalog operated by the National Center For Atmospheric Research/Earth Observing Laboratory (NCAR/EOL: http://catalog.eol.ucar.edu/dycoms). The plots are National Oceanic and Atmospheric Administration (NOAA) National Centers for Environmental Prediction (NCEP) data for model columns over the DYCOMS-II target area. Two types of plots are included, contour plots of height time data (C, for contour), and line (L, for line) plots of surface variables versus time. For each type there are area averaged data (A plots) and data from an individual column (P plots). The products cover the period from 1-31 July 2001 and cover the DYCOMS-II region. All images are in GIF format.
DOI: 10.26023/4rfj-q5m5-8p00
title: DYCOMS-II: GOES-10 Channel 3 (Water Vapor) Imagery. Version 1.0

description: The GOES-10 Channel 3 (Water Vapor) Sectored Imagery (GIF) is one of several satellite products collected as part of the Dynamics and Chemistry of Marine Stratocumulus Phase-II: Entrainment Studies (DYCOMS-II) project field catalog operated by the National Center For Atmospheric Research/Earth Observing Laboratory (NCAR/EOL: http://catalog.eol.ucar.edu/dycoms). NCAR/EOL utilized its SeaSpace system to retrieve data from the Geostationary Operational Environmental Satellite 10 (GOES-10) and developed sectors over the DYCOMS-II region. This data set consists of the sectored 4-km imagery from Channel 3 (water vapor; 6.75um) of the GOES-10 satellite. the products cover the period from 1-30 July 2001 and cover the DYCOMS-II sector (27-37N and 114-126W). The products are typically available every 15 minutes, but rapid scan imagery are also often available (most often during the afternoon and evening hours). All images are in gif format.
DOI: 10.15468/dl.epvygu
title: Occurrence Download

description: A dataset containing 4416083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orthoptera)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 30,30 30,30 60,0 60,0 30))"
 ]
}

 The dataset includes 4416083 records from 4146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044852-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6miyu
title: Occurrence Download

description: A dataset containing 5046 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Moluscos de la Colección de Referencia de Biología Marina de la Universidad del Valle (CRM-UV)"
 ]
}

 The dataset includes 5046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018346-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqyeij
title: Occurrence Download

description: A dataset containing 94840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctaginaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 94840 records from 682 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037265-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jb168
title: Occurrence Download

description: A dataset containing 58666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nothofagaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 58666 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037262-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbh6bv
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-132.40728 -43.07716,5.40728 -43.07716,5.40728 12.07716,-132.40728 12.07716,-132.40728 -43.07716))",
 "HasCoordinate is true",
 "TaxonKey is Micrathena pungens (Walckenaer, 1841)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjzkpf
title: Occurrence Download

description: A dataset containing 5112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennantiaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 5112 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037283-191105090559680/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.25205201
title: GPT synthesized narratives for materials science

description: We provide the dataset including GPT-synthesized narratives based on the publicly accessible databases, Materials Project, JARVIS, OQMD, and AFLOW2. The dataset is designed to train future artificial intelligence (AI) models which aware the materials science.Texts describe each material based on their properties to minimize the hallucination of chatbots. Furthermore, leveraging the chatbots' reasoning power, the texts also describe potential applications of each material. We believe that our dataset plays an important role in training future AI models.
DOI: 10.6084/m9.figshare.25205201.v3
title: GPT synthesized narratives for materials science

description: We provide the dataset including GPT-synthesized narratives based on the publicly accessible databases, Materials Project, JARVIS, OQMD, and AFLOW2. The dataset is designed to train future artificial intelligence (AI) models which aware the materials science.Texts describe each material based on their properties to minimize the hallucination of chatbots. Furthermore, leveraging the chatbots' reasoning power, the texts also describe potential applications of each material. We believe that our dataset plays an important role in training future AI models.
DOI: 10.6084/m9.figshare.25205201.v2
title: GPT synthesized narratives for materials science

description: We provide the dataset including GPT-synthesized narratives based on the publicly accessible databases, Materials Project, JARVIS, OQMD, and AFLOW2. The dataset is designed to train future artificial intelligence (AI) models which aware the materials science.Texts describe each material based on their properties to minimize the hallucination of chatbots. Furthermore, leveraging the chatbots' reasoning power, the texts also describe potential applications of each material. We believe that our dataset plays an important role in training future AI models.
DOI: 10.15468/dl.eegfyz
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina asclepiadea (L.fil.) R.M.King & H.Rob."
 ]
}

 The dataset includes 176 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wal73l
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mali",
 "Country is Nigeria"
 ]
 },
 "TaxonKey is Buchnera capitata Benth."
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1owzy0
title: Occurrence Download

description: A dataset containing 15564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-128.53118 22.57385,-89.07142 22.57385,-89.07142 38.35029,-128.53118 38.35029,-128.53118 22.57385))",
 "HasCoordinate is true",
 "TaxonKey is Carnegiea gigantea (Engelm.) Britton & Rose",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15564 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eheo1
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ceiba pentandra (L.) Gaertn."
 ]
}

 The dataset includes 505 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahwgjw
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Cnemoscopus rubrirostris (Lafresnaye, 1840)"
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046754-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y99bwo
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity survey of Rugezi wetland, Year 2013"
 ]
}

 The dataset includes 145 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012139-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wnkmf
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Conirostrum sitticolor Lafresnaye, 1840"
 ]
}

 The dataset includes 67 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046755-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xuwmz
title: Occurrence Download

description: A dataset containing 76837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammospiza leconteii (Audubon, 1844)"
 ]
}

 The dataset includes 76837 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059198-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njfmhk
title: Occurrence Download

description: A dataset containing 2513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penaeaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 2513 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037282-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r1hmui
title: Occurrence Download

description: A dataset listing the 275 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-101.18408 17.31775,-97.56958 15.55994,-96.73462 18.94373,-99.37134 19.80066,-101.18408 17.31775))",
 "HasCoordinate is true",
 "TaxonKey is Acanthaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 275 records were derived from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003152-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9eug4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3858570","matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"HUMANOBSERVATION","matchCase":false}]}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009781-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trkmvp
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharia pyramidata (Gray, 1840)"
 ]
}

 The dataset includes 770 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000558-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avgjdf
title: Occurrence Download

description: A dataset containing 1598028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1670-2020",
 "HasCoordinate is true",
 "TaxonKey is Cnidaria",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1598028 records from 915 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018343-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17633123
title: A data-driven multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty - Supplementary Materials

description: This repository contains supporting data for: "A data-driven multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty"





Model Input Data: Contains all input parameters used in the model.




Demand Data and Scenarios: Provides demand data and scenario generation and reduction assumptions.




Demand Scenario Fan (AR1_LHS): Includes the full set of generated demand scenarios based on the Auto-Regression (1) process with Latin Hypercube Sampling.




Reduced Demand Scenarios (Cluster_Tree_Representative): Contains scenario trees after reduction using the forward selection algorithm.




MSSP Base: Multi-stage stochastic programming (MSSP) results for the base case with standard resource availability and demand uncertainty.




MSSP_Low Resource Availability: MSSP results under lower resource availability and demand uncertainty.




MSSP_High Resource Availability: MSSP results under higher resource availability and demand uncertainty.




EV_Base: Expected Value (deterministic) model results.




EEV_Base: Expected result of expected value solution (take the EV solution, then evaluate it across all scenarios).


WS_Base: MSSP (wait-and-see) model results.
DOI: 10.5281/zenodo.17633124
title: A data-driven multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty - Supplementary Materials

description: This repository contains supporting data for: "A data-driven multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty"





Model Input Data: Contains all input parameters used in the model.




Demand Data and Scenarios: Provides demand data and scenario generation and reduction assumptions.




Demand Scenario Fan (AR1_LHS): Includes the full set of generated demand scenarios based on the Auto-Regression (1) process with Latin Hypercube Sampling.




Reduced Demand Scenarios (Cluster_Tree_Representative): Contains scenario trees after reduction using the forward selection algorithm.




MSSP Base: Multi-stage stochastic programming (MSSP) results for the base case with standard resource availability and demand uncertainty.




MSSP_Low Resource Availability: MSSP results under lower resource availability and demand uncertainty.




MSSP_High Resource Availability: MSSP results under higher resource availability and demand uncertainty.




EV_Base: Expected Value (deterministic) model results.




EEV_Base: Expected result of expected value solution (take the EV solution, then evaluate it across all scenarios).


WS_Base: MSSP (wait-and-see) model results.
DOI: 10.34740/kaggle/dsv/14323270
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.13140/rg.2.2.16354.80324
title: Real-World Coherence and Robustness of the Edu Formula in 3-Level Quantum Systems (Qutrits)
DOI: 10.5281/zenodo.15193025
title: Organization Studies in Regional Governance: Research Materials on Performative Dysfunction in the Tokaj Wine Region (2023–2025)
title: An Interdisciplinary Dataset with Pedagogical Intervention Models, SANRA-Based Literature Synthesis, and Council-Level Empirical Data

description: This dataset accompanies the study “Performative Dysfunction in Regional Economic Self-Governance” and provides all research materials created between 2023 and 2025 in the Tokaj Wine Region (Hungary). The study is rooted in organization theory, particularly democratic performativity and institutional critique, and explores how formally representative structures fail to articulate complex field dynamics.

The dataset includes:





Council Meeting Observation (2023–2024)– Discourse-based coding matrix based on empirical records from all regional council meetings.




SANRA-Based Literature Synthesis– Dual review of 21 organization theory works and 28 pedagogical sources; six theoretical indicators are defined to diagnose performative dysfunction.




Regional Questionnaire (2025)– Hidden-theme survey with an exceptionally high response rate (N=67), measuring trust, representation, and strategic discourse in self-governance.



The dataset also includes a pedagogical framework for potential interventions, based on organizational learning theory and participatory education models. It allows the conceptual diagnosis to support practical developmental strategies.

All data are ethically processed.
DOI: 10.5281/zenodo.15193026
title: Organization Studies in Regional Governance: Research Materials on Performative Dysfunction in the Tokaj Wine Region (2023–2025)
title: An Interdisciplinary Dataset with Pedagogical Intervention Models, SANRA-Based Literature Synthesis, and Council-Level Empirical Data

description: This dataset accompanies the study “Performative Dysfunction in Regional Economic Self-Governance” and provides all research materials created between 2023 and 2025 in the Tokaj Wine Region (Hungary). The study is rooted in organization theory, particularly democratic performativity and institutional critique, and explores how formally representative structures fail to articulate complex field dynamics.

The dataset includes:





Council Meeting Observation (2023–2024)– Discourse-based coding matrix based on empirical records from all regional council meetings.




SANRA-Based Literature Synthesis– Dual review of 21 organization theory works and 28 pedagogical sources; six theoretical indicators are defined to diagnose performative dysfunction.




Regional Questionnaire (2025)– Hidden-theme survey with an exceptionally high response rate (N=67), measuring trust, representation, and strategic discourse in self-governance.



The dataset also includes a pedagogical framework for potential interventions, based on organizational learning theory and participatory education models. It allows the conceptual diagnosis to support practical developmental strategies.

All data are ethically processed.
DOI: 10.15468/dl.aghcj4
title: Occurrence Download

description: A dataset containing 2581403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sri Lanka",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 2581403 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067804-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18075437
title: RivFISH - An European database on fish species presence across river basins

description: The RivFISH database aggregates the available data on freshwater-dependent fish presence in Europe, validated at the river basin level and considering taxonomical synonyms for species names, thus allowing for a maximization of data usage and robustness. This database also promotes interoperability with other datasets, including the IUCN Red List of Threatened Species, FishBase and the Catchment Characterisation and Modelling (CCM2) – River and Catchment Database v2.1. It is, as far as the authors know, the most up-to-date and comprehensive database on the presence of freshwater-dependent fish species for European river basins. The structure of the database is also prepared to deal with future alterations in species taxonomy, as well as new records of species occurrence in river basins.