cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/d3363
title: Dataset for "Effects of pressure gradient histories on skin friction and mean flow of high Reynolds number turbulent boundary layers over smooth and rough walls"

description: Dataset for Effects of pressure gradient histories on skin friction and mean flow of high Reynolds number turbulent boundary layers over smooth and rough walls (DOI:10.1017/jfm.2025.320). CSV files containing data for figures in paper. The read-me file identifies the datasets used in each figure.
DOI: 10.60893/figshare.jcp.28654700
title: Supplementary Material

description: Detailed absolute ICE-SCF and FR-NEVPT2 energies of iron-porphyrin and polyacenes, and example input files to perform ICE-SCF and FR-NEVPT2 calculations
DOI: 10.60893/figshare.jcp.28654700.v1
title: Supplementary Material

description: Detailed absolute ICE-SCF and FR-NEVPT2 energies of iron-porphyrin and polyacenes, and example input files to perform ICE-SCF and FR-NEVPT2 calculations
DOI: 10.15468/dl.xbus4w
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tylototriton podichthys"
 ]
}

 The dataset includes 46 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068544-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb9uea
title: Occurrence Download

description: A dataset containing 14849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.4096 36.5531,27.64142 35.83305,29.73038 36.11767,30.31373 36.12098,32.56308 36.02599,32.86589 36.08545,42.66514 37.35339,44.26762 37.00853,44.47258 38.25151,44.00333 39.35846,44.58799 39.77439,44.16786 40.01269,43.57032 40.24827,43.73504 40.72669,42.69221 41.56982,41.83617 41.41963,41.51939 41.45057,38.3544 41.05492,34.99339 42.09374,33.23474 42.04022,30.90585 41.05403,27.99337 41.97749,27.30037 42.08777,26.12651 41.75341,26.33945 41.20479,26.0184 40.68994,26.04577 40.50834,26.24779 40.30877,25.21097 38.6991,26.25808 37.31987,27.4096 36.5531))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Athene noctua"
 ]
}

 The dataset includes 14849 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068545-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66rngj
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arisaema flavum",
 "Year 1970-2000"
 ]
}

 The dataset includes 57 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068548-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18086745
title: Example spatial single-cell data

description: This is an example data set of spatially resolved single cell RNA-seq from the anterior region of sagittal mouse brain, which is generated by 10X Genomics Visium. It is stored in the Seurat class and contains clustering information generated by the Seurat package.
DOI: 10.5281/zenodo.18086535
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Der Datensatz "Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland" des Robert Koch-Instituts dokumentiert die tägliche intensivmedizinische Versorgungslage seit der COVID-19-Pandemie. Basierend auf Meldungen aller intensivbettenführenden Krankenhäuser in Deutschland erfasst das DIVI-Intensivregister Echtzeitdaten zu belegten und freien Intensivbetten. Die Erhebung differenziert nach Altersgruppen, Regionen und Versorgungsstufen. COVID-19-Fälle auf Intensivstationen werden gesondert ausgewiesen. Die Daten stehen aggregiert auf Bundes-, Landes- und Kreisebene zur Verfügung. Damit bildet der Datensatz eine Grundlage für die Überwachung von Kapazitäten, die Koordination von Behandlungskapazitäten und politische Entscheidungsprozesse während der Pandemie und darüber hinaus.
DOI: 10.5281/zenodo.18086521
title: Static Armor: A New Framework for Organizational Inertia

description: This study provides a theoretical and empirical analysis of the phenomenon designated as “Static Armor,” which functions as a formidable barrier of resistance to change at both organizational and individual levels. Comprising components of institutional inertia, entrenched ideologies, and cognitive closure, this armor paralyzes the adaptive capacity of organizations during eras of disruptive innovation. The research is grounded in the empirical model of Tingting Liu (2025), involving 267 participants, which attributes 70% of organizational change failures to internal resistance, as well as the findings of Küçükatalay et al. (2023), which demonstrate that emotional distress accounts for 34.6% of individual resistance among a sample of 250 academics.

In light of these data, the “Organizational Static Armor Score” (OSAS) model was developed to quantify organizational inertia, integrating variables of financial lock-in (F), psychological resistance (P), cultural rigidity (C), and psychological safety (S). The analyses delineate the financial and pedagogical costs associated with Static Armor through a critical examination of the Kodak, Tesla-Toyota, and ChatGPT cases. Furthermore, retrospective validation studies involving Nokia, Netflix, and Adobe demonstrate that the OSAS model predicts strategic adaptation success with an accuracy rate exceeding 90%. The findings indicate that a transition to the “Riverbed Paradigm,” the establishment of psychological safety, and the implementation of investment flexibility protocols are imperative for dismantling this armor. This paper contributes to the literature by redefining Static Armor not merely as a psychological disposition but as a quantifiable form of structural lock-in.
description: academia.edu, arhive.org, calameo.com, scribd.com, fliphtml5.com
DOI: 10.5281/zenodo.18086522
title: Static Armor: A New Framework for Organizational Inertia

description: This study provides a theoretical and empirical analysis of the phenomenon designated as “Static Armor,” which functions as a formidable barrier of resistance to change at both organizational and individual levels. Comprising components of institutional inertia, entrenched ideologies, and cognitive closure, this armor paralyzes the adaptive capacity of organizations during eras of disruptive innovation. The research is grounded in the empirical model of Tingting Liu (2025), involving 267 participants, which attributes 70% of organizational change failures to internal resistance, as well as the findings of Küçükatalay et al. (2023), which demonstrate that emotional distress accounts for 34.6% of individual resistance among a sample of 250 academics.

In light of these data, the “Organizational Static Armor Score” (OSAS) model was developed to quantify organizational inertia, integrating variables of financial lock-in (F), psychological resistance (P), cultural rigidity (C), and psychological safety (S). The analyses delineate the financial and pedagogical costs associated with Static Armor through a critical examination of the Kodak, Tesla-Toyota, and ChatGPT cases. Furthermore, retrospective validation studies involving Nokia, Netflix, and Adobe demonstrate that the OSAS model predicts strategic adaptation success with an accuracy rate exceeding 90%. The findings indicate that a transition to the “Riverbed Paradigm,” the establishment of psychological safety, and the implementation of investment flexibility protocols are imperative for dismantling this armor. This paper contributes to the literature by redefining Static Armor not merely as a psychological disposition but as a quantifiable form of structural lock-in.
description: academia.edu, arhive.org, calameo.com, scribd.com, fliphtml5.com
DOI: 10.15468/dl.5znhhh
title: Occurrence Download

description: A dataset containing 200101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "Country is Greenland",
 "Year is 1901,2024"
 ]
}

 The dataset includes 200101 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068533-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmpjcg
title: Occurrence Download

description: A dataset containing 14849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.4096 36.5531,27.64142 35.83305,29.73038 36.11767,30.31373 36.12098,32.56308 36.02599,32.86589 36.08545,42.66514 37.35339,44.26762 37.00853,44.47258 38.25151,44.00333 39.35846,44.58799 39.77439,44.16786 40.01269,43.57032 40.24827,43.73504 40.72669,42.69221 41.56982,41.83617 41.41963,41.51939 41.45057,38.3544 41.05492,34.99339 42.09374,33.23474 42.04022,30.90585 41.05403,27.99337 41.97749,27.30037 42.08777,26.12651 41.75341,26.33945 41.20479,26.0184 40.68994,26.04577 40.50834,26.24779 40.30877,25.21097 38.6991,26.25808 37.31987,27.4096 36.5531))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Athene noctua"
 ]
}

 The dataset includes 14849 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068549-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ttpx3
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-3.43585 50.59151,-3.34716 50.59044,-3.27735 50.61095,-3.26901 50.65589,-3.26068 50.68561,-3.32111 50.75356,-3.36413 50.75405,-3.4322 50.74944,-3.49419 50.73021,-3.52337 50.69095,-3.49662 50.65783,-3.47231 50.63162,-3.4638 50.60308,-3.43585 50.59151))",
 "HasGeospatialIssue is false",
 "TaxonKey is Lutra lutra"
 ]
}

 The dataset includes 94 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068550-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17228171
title: Table 1 in Redescription of Astyanax goyacensis Eigenmann, 1908 (Ostariophysi: Characiformes: Characidae)

description: Table 1. Morphometric and meristic data for Astyanax goyacensis Eigenmann, holotype (MCZ 89558) and topotypes (N: number of specimens; M: mean; SD: standard deviation).
CharacterNRangeM±SDHolotypeStandard length (mm)2556.4-85.469.276.0Head length (mm)2514.8-21.818.1±2.018.7Body depth (mm)2521.1-35.227.0±4.227.9Percents of standard lengthHead length2523.6-28.026.2±1.024.6Body depth2535.4-46.139.0±2.236.7Caudal peduncle depth2511.3-14.512.9±0.711.3Snout to dorsal-fin origin2550.2-55.853.4±1.451.7Snout to anal-fin origin2565.4-72.668.9±1.867.5Distance dorsal-pectoral fins2540.1-48.243.5±1.943.2Distance dorsal-anal fins2537.8-46.440.2±1.839.5Distance anal-adipose fins2528.5-38.436.0±2.033.3Distance dorsal-adipose fins2536.2-42.039.1±1.338.2Distance dorsal-adipose fins2536.2-42.039.1±1.338.2Percents of head lengthOrbital diameter2425.5-29.828.3±1.028.3Interorbital width2537.4-48.042.4±2.745.5Head depth21102.7-123.6112.2±4.9102.7Percents of body depthCaudal peduncle depth2528.7-37.733.1±2.130.8
description: Published as part of Garutti, Valdener & Langeani, Francisco, 2009, Redescription of Astyanax goyacensis Eigenmann, 1908 (Ostariophysi: Characiformes: Characidae), pp. 374 in Neotropical Ichthyology 7 (3) on page 374, DOI: 10.1590/S1679-62252009000300003, http://zenodo.org/record/4647542
DOI: 10.5281/zenodo.17228170
title: Table 1 in Redescription of Astyanax goyacensis Eigenmann, 1908 (Ostariophysi: Characiformes: Characidae)

description: Table 1. Morphometric and meristic data for Astyanax goyacensis Eigenmann, holotype (MCZ 89558) and topotypes (N: number of specimens; M: mean; SD: standard deviation).
CharacterNRangeM±SDHolotypeStandard length (mm)2556.4-85.469.276.0Head length (mm)2514.8-21.818.1±2.018.7Body depth (mm)2521.1-35.227.0±4.227.9Percents of standard lengthHead length2523.6-28.026.2±1.024.6Body depth2535.4-46.139.0±2.236.7Caudal peduncle depth2511.3-14.512.9±0.711.3Snout to dorsal-fin origin2550.2-55.853.4±1.451.7Snout to anal-fin origin2565.4-72.668.9±1.867.5Distance dorsal-pectoral fins2540.1-48.243.5±1.943.2Distance dorsal-anal fins2537.8-46.440.2±1.839.5Distance anal-adipose fins2528.5-38.436.0±2.033.3Distance dorsal-adipose fins2536.2-42.039.1±1.338.2Distance dorsal-adipose fins2536.2-42.039.1±1.338.2Percents of head lengthOrbital diameter2425.5-29.828.3±1.028.3Interorbital width2537.4-48.042.4±2.745.5Head depth21102.7-123.6112.2±4.9102.7Percents of body depthCaudal peduncle depth2528.7-37.733.1±2.130.8
description: Published as part of Garutti, Valdener & Langeani, Francisco, 2009, Redescription of Astyanax goyacensis Eigenmann, 1908 (Ostariophysi: Characiformes: Characidae), pp. 374 in Neotropical Ichthyology 7 (3) on page 374, DOI: 10.1590/S1679-62252009000300003, http://zenodo.org/record/4647542
DOI: 10.15468/dl.59paq2
title: Occurrence Download

description: A dataset containing 3742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Pycnonotus penicillatus"
 ]
}

 The dataset includes 3742 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068551-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qbbr4
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Cicer microphyllum"
 ]
}

 The dataset includes 60 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068552-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18069369
title: GEMSTONE Research Data: Investigation of OX2R Distribution by Immunofluorescence

description: The images and protocols in this file represent the distribution of orexin receptor type 2 (OX2R) in the Genetic Absence Epilepsy Rats from Strasbourg (GAERS) model conducted within the scope of the GEMSTONE Project. This file includes confocal microscopy images acquired using the immunofluorescence method for OX2R, along with the corresponding experimental protocols.
DOI: 10.5281/zenodo.18069368
title: GEMSTONE Research Data: Investigation of OX2R Distribution by Immunofluorescence

description: The images and protocols in this file represent the distribution of orexin receptor type 2 (OX2R) in the Genetic Absence Epilepsy Rats from Strasbourg (GAERS) model conducted within the scope of the GEMSTONE Project. This file includes confocal microscopy images acquired using the immunofluorescence method for OX2R, along with the corresponding experimental protocols.
DOI: 10.5281/zenodo.18086659
title: Benchmark Dataset for Conversational Analysis of OCEL 2.0 Object-Centric Event Logs

description: This dataset is a benchmark for evaluating conversational interfaces over object-centric event logs following the OCEL 2.0 format.

The dataset is derived from a simulated Procure-to-Pay (P2P) object-centric event log based on real SAP transaction semantics and released as part of the OCEL 2.0 reference logs. From this log, we generated a collection of 2,552 natural language question–answer pairs to assess the ability of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) pipelines to analyze object-centric process data.

The questions cover four complementary perspectives of object-centric process analysis:



global process statistics;

event-related information;

object lifecycle information; and

timestamp-based information.


Each question is associated with a boolean ground-truth answer (True/False), enabling reproducible quantitative evaluation using standard binary classification metrics. For each positive question, a corresponding negative question was generated by minimally perturbing factual details, resulting in a balanced dataset.

The dataset is provided in multiple variants, including:



the shuffled complete dataset; and

separate files for each analytical perspective (global statistics, events, objects, timestamps).


The dataset accompanies the paper “Enabling Natural Language Analysis for Object-Centric Event Logs” by Angelo Casciani, Mario Luca Bernardi, Marta Cimitile, and Andrea Marrella, published in the "Artificial Intelligence and Processes" collection of the Process Science journal.
DOI: 10.5281/zenodo.18086658
title: Benchmark Dataset for Conversational Analysis of OCEL 2.0 Object-Centric Event Logs

description: This dataset is a benchmark for evaluating conversational interfaces over object-centric event logs following the OCEL 2.0 format.

The dataset is derived from a simulated Procure-to-Pay (P2P) object-centric event log based on real SAP transaction semantics and released as part of the OCEL 2.0 reference logs. From this log, we generated a collection of 2,552 natural language question–answer pairs to assess the ability of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) pipelines to analyze object-centric process data.

The questions cover four complementary perspectives of object-centric process analysis:



global process statistics;

event-related information;

object lifecycle information; and

timestamp-based information.


Each question is associated with a boolean ground-truth answer (True/False), enabling reproducible quantitative evaluation using standard binary classification metrics. For each positive question, a corresponding negative question was generated by minimally perturbing factual details, resulting in a balanced dataset.

The dataset is provided in multiple variants, including:



the shuffled complete dataset; and

separate files for each analytical perspective (global statistics, events, objects, timestamps).


The dataset accompanies the paper “Enabling Natural Language Analysis for Object-Centric Event Logs” by Angelo Casciani, Mario Luca Bernardi, Marta Cimitile, and Andrea Marrella, published in the "Artificial Intelligence and Processes" collection of the Process Science journal.
DOI: 10.15468/hmqfev
title: Taxonomic circumscription, new synonym and lectotypification of Saxifraga umbellulata (Saxifragaceae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Midday, Mrinmoy, Ghosh, Jayanta, Maity, Debabrata (2021): Taxonomic circumscription, new synonym and lectotypification of Saxifraga umbellulata (Saxifragaceae). Phytotaxa 480 (1): 97-102, DOI: 10.11646/phytotaxa.480.1.11, URL: http://dx.doi.org/10.11646/phytotaxa.480.1.11
DOI: 10.15468/dl.tfq6j5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_1_GID","value":"FIN.5_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068546-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17564758
title: Data z pilotního sběru a hlavního sběru z výzkumné části diplomové práce "Aspekty zvyšující pochopitelnost a atraktivitu sdělení v datových vizualizacích"

description: Data z pilotního sběru a hlavního sběru z výzkumné části diplomové práce "Aspekty zvyšující pochopitelnost a atraktivitu sdělení v datových vizualizacích" zpracované Janem Vlčkem v rámci Studií nových médií na Filozofické fakultě Univerzity Karlovy.

--

Data from pilot and main survey from research part of masters thesis called "Aspects increasing understandability and attractiveness of messages in data visualizations", which was created by Jan Vlček at New media studies at Faculty of Arts, Charles University.
DOI: 10.5281/zenodo.17161152
title: Data z pilotního sběru a hlavního sběru z výzkumné části diplomové práce "Aspekty zvyšující pochopitelnost a atraktivitu sdělení v datových vizualizacích"

description: Data z pilotního sběru a hlavního sběru z výzkumné části diplomové práce "Aspekty zvyšující pochopitelnost a atraktivitu sdělení v datových vizualizacích" zpracované Janem Vlčkem v rámci Studií nových médií na Filozofické fakultě Univerzity Karlovy.

--

Data from pilot and main survey from research part of masters thesis called "Aspects increasing understandability and attractiveness of messages in data visualizations", which was created by Jan Vlček at New media studies at Faculty of Arts, Charles University.
DOI: 10.15468/dl.yytndd
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Colocasia esculenta",
 "Year 1970-2000"
 ]
}

 The dataset includes 63 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068554-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/vhxrau
title: 2028-12-28 - FDAT - CoreTrustSeal Requirements 2023-2025

description: CoreTrustSeal certification
DOI: 10.5281/zenodo.18086475
title: Intensity of ESG Incidents and Prevalence of ESG Incidents.
DOI: 10.5281/zenodo.18086476
title: Intensity of ESG Incidents and Prevalence of ESG Incidents.
DOI: 10.34740/kaggle/dsv/14332837
title: Peer-to-Peer Boliviano (BOB) Exchange Data