cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25773421
title: Determining Sample Size Requirements in EFA Solutions: A Simple Empirical Proposal

description: In unrestricted or exploratory factor analysis (EFA), there is a wide range of recommendations about the size samples should be to attain correct and stable solutions. In general, however, these recommendations are either rules of thumb or based on simulation results. As it is hard to establish the extent to which a particular data set suits the conditions used in a simulation study, the advice produced by simulation studies is not direct enough to be of practical use. Instead of trying to provide general and complex recommendations, in this article, we propose to estimate the sample size that is needed to analyze a data set at hand. The estimation takes into account the specified EFA model. The proposal is based on an intensive simulation process in which the sample correlation matrix is used as a basis for generating data sets from a pseudo-population in which the parent correlation holds exactly, and the criterion for determining the size required is a threshold that quantifies the closeness between the pseudo-population and the sample reproduced correlation matrices. The simulation results suggest that the proposal works well and that the determinants identified agree with those in the literature.
DOI: 10.5281/zenodo.13133795
title: Enhanced Convective Microphysics Scheme and Its Impacts on Mean Climate Simulation in E3SM

description: Simulation data of E3SM with an enhanced convective microphysics scheme.
DOI: 10.5281/zenodo.13133794
title: Enhanced Convective Microphysics Scheme and Its Impacts on Mean Climate Simulation in E3SM

description: Simulation data of E3SM with an enhanced convective microphysics scheme.

Source code of E3SM with an enhanced convective microphysics scheme.
DOI: 10.5281/zenodo.14747643
title: Enhanced Convective Microphysics Scheme and Its Impacts on Mean Climate Simulation in E3SM

description: Simulation data of E3SM with an enhanced convective microphysics scheme.

Source code of E3SM with an enhanced convective microphysics scheme.
DOI: 10.34740/kaggle/dsv/10592542
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.nmmcyj
title: Occurrence Download

description: A dataset containing 6350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.4922 35.6848, 25.9453 29.1031, 39.6563 3.6580, 52.9453 8.4100, 36.4922 35.6848))",
 "Depth is greater than or equal to 0m",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Animalia",
 "CoordinateUncertaintyInMeters is less than 1e+05"
 ]
}

 The dataset includes 6350 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004765-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1125985
title: Data from a Route Wide Woodland Historic Landscape Characterisation at Fox Covert Whitfield, Northamptonshire, 2021 (HS2 Phase One)

description: This collection comprises of an interim report, site records and photographs from a route wide woodland historic landscape characterisation carried out by INFRA Archaeology at Fox Covert (Whitfield), Northamptonshire during April 2021.
DOI: 10.6084/m9.figshare.24305011.v1
title: Site measurements of soil C and living biomass in the blue carbon ecosystems across China

description: To estimate soil C stocks (SOCS), aboveground and belowground living biomass C stocks of the blue carbon ecosystems in a spatially explicit form across China, I compiled a total of 1,670 measurements of soil C and 1,229 samples of living biomass. The site measurements were accessed here.<br>
DOI: 10.5281/zenodo.12770764
title: Strain rate sensitivity of a Cu/Al2O3 multi-layered thin film

description: AD: as deposited

HT: heat treated

Samples P01-16 : ~4.0 um wide pillars

Samples P01-09 : ~2.9 um wide pillars

Pillar dimensions and deformation properties are included in the Excel file. The supplied mechanical data is compliance and baseline (drift) corrected.
DOI: 10.5281/zenodo.12782449
title: Strain rate sensitivity of a Cu/Al2O3 multi-layered thin film

description: AD: as deposited

HT: heat treated

Samples P01-16 : ~4.0 um wide pillars

Samples P01-09 : ~2.9 um wide pillars

Pillar dimensions and deformation properties are included in the Excel file. The supplied mechanical data is compliance and baseline (drift) corrected.
DOI: 10.14473/csda/jeravq
title: Život během pandemie (Život k nezaplacení) 45. vlna

description: Cílem projektu Život během pandemie bylo shromažďovat data o vývoji epidemiologicky významného chování českých dospělých během pandemie nemoci covid-19 v letech 2021 až 2022 (zejména počty kontaktů, styk s nakaženým, testování, dodržování preventivních opatření, sociální aktivity, docházka na pracoviště, symptomy onemocnění). Sledovány byly také změny v pracovní aktivitě dotazovaných, ekonomická situace domácností a míry duševního zdraví s cílem vyhodnocovat dopady epidemie na uvedené oblasti života. Dále byly zjišťovány postoje veřejnosti k vládním opatřením, testování a očkování. K základní sadě socio-demografických proměnných dotázaných v první vlně šetření byly v jednotlivých vlnách postupně doplňovány socioekonomické charakteristiky respondentů a domácností, včetně retrospektivního zjišťování stavu před začátkem epidemie. Součástí šetření byly rovněž ad hoc moduly týkající témat relevantních v době pandemie, jako je distanční výuka nebo práce z domova.
Od podzimu 2021 bylo šetření postupně doplňováno o moduly reagující na závažné aktuální společenské krize a výzvy (energetická krize, konflikt na Ukrajině). Na jaře 2022 byl naopak oslaben epidemiologický modul. Od dubna 2022 bylo pokračování výzkumu zajišťováno ve spolupráci s Českým rozhlasem jako projekt Česko 2022: Život k nezaplacení s důrazem na dopady inflace na hospodaření domácností. Od října 2022 se v souvislosti s napojením sběru na Národní institut pro výzkum socioekonomických dopadů nemocí a systémových rizik (SYRI) šetření rozšiřuje o tematické moduly vztahující se ke zdravotním a jiným celospolečenským ohrožením.
Na obsahu šetření spolupracovaly převážně výzkumná společnost PAQ Research a iniciativa IDEA AntiCovid (do jara 2022). Od října 2022 připravují část otázek výzkumné týmy v projektu NPO Národní institut pro výzkum socioekonomických dopadů nemocí a systémových rizik (SYRI).
description: DATA A INFORMACE K TOMUTO VÝZKUMU JSOU ZATÍM PŘÍSTUPNÁ POUZE PRO VÝZKUMNÍKY PROJEKTU SYRI. PO UKONČENÍ TOHOTO PROJEKTU (KONEC ROKU 2025) BUDOU DATA A VŠECHNY DALŠÍ DOKUMENTY ZVEŘEJNĚNY PRO OSTATNÍ UŽIVATELE DATOVÉHO ARCHIVU.
DOI: 10.5281/zenodo.14718971
title: Data for project TQ01000450

description: Technology Agency of the Czech Republic

Eco-clothing collection (TQ01000450)

Project objectivesThe project will implement a sustainable collection of clothing products. The clothes will connect psychological and aesthetic comfort with a minimal ecological footprint. It will combine art perspective with deep knowledge of the materials properties and innovative technologies. These synthesis will result in an collection which, in addition to classic features such as aesthetics, functionality, economy, safety, ergonomics, technical feasibility, will emphasize achieving the minimum impact of the product on the environment in terms of the entire life cycle. The outputs will be suitable for implementation both on an industrial scale and in start-up companies. Other impacts of the project will be educational activities among the professional and public.

The archive Questionnaire_1.zip contains data from the survey, the archive contains a file with a description of the data (*POPIS*) and a file with the data (*DATA*), published in the article: WIENER, Jakub; ŠUBRTOVÁ, Tereza and COETZEE, Divan. GARMENT DURABILITY ANALYSIS - INFLUENCE OF TEXTILE MAINTENANCE. Fibres & Textiles. 2024, vol. 31, no. 2, pp. 42-49. DOI: 10.15240/tul/008/2024-2-006

The archive Questionnaire_2.zip contains the data from the survey, the archive contains a file with a description of the data (*POPIS*) and a file with the data (*DATA*), published in the bachelor thesis: Rokosová, G.: Chování spotřebitelů se zaměřením na aspekty získávání oděvů. Bakalářská práce 2024. FT TULhttps://dspace.tul.cz/server/api/core/bitstreams/7f6ce498-1e30-4b10-8f76-3213c54bdcd3/content 

The Sweat.zip archive contains the Sweat Colour Fastness measurement data:Information describing the set of samples (*SEZNAM*), information about the measurement methodology (*METODIKA*), and data from the measurements (*ALKALICKY*) and (*KYSELY*) Zkouška stálosti v potu dle ČSN EN ISO 105-E04 (800165) Textilie - Zkoušky stálobarevnosti - Část E04: Stálobarevnost v potu. Testováno v kyselém a alkalickém potu (složení a podmínky testu dle normy) s normovanými doprovodnými materiály

The Abrasion.zip archive contains mechanical wear measurement data:Information describing the sample set (*SEZNAM*), information about the measurement methodology (*METODIKA*) and the measurement data (*DATA*)Zrychlený oděr a žmolkovitost (mechanické opotřebení); ČSN EN ISO 12945-2 (800837) Textilie - Stanovení sklonu plošných textilií ke žmolkování, rozvláknění nebo viditelným změnám povrchu - Část 2: Modifikovaná metoda Martindale; Zařízení: otírací zařízení
DOI: 10.15468/dl.j59dkz
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fitzroya cupressoides (Molina) I.M.Johnst.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 574 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004770-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13342102
title: Synthetic Ukrainian license plate dataset for the paper "License plate images generation with diffusion models" (presented at PAIS 2024)

description: To address the challenge of data scarcity in Automatic License Plate Recognition and to bridge the gap in available Ukrainian license plate datasets, we are releasing a dataset of 10,000 synthetic Ukrainian vehicle license plate images. This dataset is intended to serve as a robust resource for the training and validation of LPR models. By providing diverse conditions, including variations in lighting and angles, this dataset supports the exploration of model performance in real-world scenarios, ultimately aiding the development of more accurate and resilient LPR systems.

Dataset Composition. The dataset contains 10,000 images, each with a resolution of 193 × 72 pixels. These images represent two main types of Ukrainian license plates: regular vehicles and electric motor-powered vehicles. The dataset covers a wide range of scenarios, including variations in lighting conditions, viewing angles, and regional codes, ensuring coverage of the standard license plate formats used in Ukraine between 2004 and 2021. The data is split into training, validation and test subsets comprising 8,000 images, 1,000 images, and 1,000 images correspondingly.

Note. As the data samples are synthetically generated, there may be slight inaccuracies in the representation of the intended distance between the letters and the exact color of the license plates. While these aspects have been approximated to closely resemble real-world conditions, they might not perfectly match the specifications of actual license plates.

Data Annotation. Each image in the dataset is annotated in the YOLO format, which includes precise bounding box coordinates for each character on the license plate. The filenames correspond to the license plate text, and follow the standard license plate format AB0000CD, where:



AB represents the regional code;

0000 represents the numerical sequence;

CD represents the suffix, corresponding to specific Ukrainian Cyrillic letters with exact Latin visual equivalents.


Citation. Shpir, Mariia, Nadiya Shvai, and Amir Nakib. "License Plate Images Generation with Diffusion Models." In ECAI. 2024.
DOI: 10.5281/zenodo.13342103
title: Synthetic Ukrainian license plate dataset for the paper "License plate images generation with diffusion models" (presented at PAIS 2024)

description: To address the challenge of data scarcity in Automatic License Plate Recognition and to bridge the gap in available Ukrainian license plate datasets, we are releasing a dataset of 10,000 synthetic Ukrainian vehicle license plate images. This dataset is intended to serve as a robust resource for the training and validation of LPR models. By providing diverse conditions, including variations in lighting and angles, this dataset supports the exploration of model performance in real-world scenarios, ultimately aiding the development of more accurate and resilient LPR systems.

Dataset Composition. The dataset contains 10,000 images, each with a resolution of 193 × 72 pixels. These images represent two main types of Ukrainian license plates: regular vehicles and electric motor-powered vehicles. The dataset covers a wide range of scenarios, including variations in lighting conditions, viewing angles, and regional codes, ensuring coverage of the standard license plate formats used in Ukraine between 2004 and 2021. The data is split into training, validation and test subsets comprising 8,000 images, 1,000 images, and 1,000 images correspondingly.

Note. As the data samples are synthetically generated, there may be slight inaccuracies in the representation of the intended distance between the letters and the exact color of the license plates. While these aspects have been approximated to closely resemble real-world conditions, they might not perfectly match the specifications of actual license plates.

Data Annotation. Each image in the dataset is annotated in the YOLO format, which includes precise bounding box coordinates for each character on the license plate. The filenames correspond to the license plate text, and follow the standard license plate format AB0000CD, where:



AB represents the regional code;

0000 represents the numerical sequence;

CD represents the suffix, corresponding to specific Ukrainian Cyrillic letters with exact Latin visual equivalents.


Citation. Shpir, Mariia, Nadiya Shvai, and Amir Nakib. "License Plate Images Generation with Diffusion Models." In ECAI. 2024.
DOI: 10.5517/ccdc.csd.cc2m72nm
title: CCDC 2419880: Experimental Crystal Structure Determination

description: Related Article: Dongjing Hong|2025|CSD Communication|||
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: 10.25934/00004702
title: The Effect of Subcutaneous r-HuEPO in Patients With Chronic Lymphocytic Leukemia

description: The purpose of this study is to evaluate the effect of treatment with epoetin alfa versus placebo on the percentage of red blood cells in anemic patients with chronic lymphocytic (white blood cell) leukemia and its effect on the patients' quality-of-life. Epoetin alfa is a genetically engineered protein that stimulates red blood cell production.
DOI: 10.25934/pr00004702.0
title: Available datapackage for study 'The Effect of Subcutaneous r-HuEPO in Patients With Chronic Lymphocytic Leukemia'

description: The purpose of this study is to evaluate the effect of treatment with epoetin alfa versus placebo on the percentage of red blood cells in anemic patients with chronic lymphocytic (white blood cell) leukemia and its effect on the patients' quality-of-life. Epoetin alfa is a genetically engineered protein that stimulates red blood cell production.
DOI: 10.6084/m9.figshare.28286855
title: Data - Graph Transformer based Encoding Model: Leveraging Graph Information for Improved Stock Price Predictions

description: Data from Graph Transformer based Encoding Model: Leveraging Graph Information for Improved Stock Price Predictions
DOI: 10.6084/m9.figshare.28286855.v1
title: Data - Graph Transformer based Encoding Model: Leveraging Graph Information for Improved Stock Price Predictions

description: Data from Graph Transformer based Encoding Model: Leveraging Graph Information for Improved Stock Price Predictions
DOI: 10.5281/zenodo.12770088
title: An AI-driven strategy to enhance the generalizability of interaction prediction between RNA and protein

description: RNA-protein interactions are critical to various life processes, including fundamental translation and gene regulation. Identifying these interactions is vital for understanding the mechanisms underlying life processes. Then, ZHMolGraph is an advanced pipeline that integrates graph neural network sampling strategy and unsupervised large language models to enhance binding predictions for novel RNAs and proteins.
DOI: 10.5281/zenodo.14511256
title: An AI-driven strategy to enhance the generalizability of interaction prediction between RNA and protein

description: RNA-protein interactions are critical to various life processes, including fundamental translation and gene regulation. Identifying these interactions is vital for understanding the mechanisms underlying life processes. Then, ZHMolGraph is an advanced pipeline that integrates graph neural network sampling strategy and unsupervised large language models to enhance binding predictions for novel RNAs and proteins.
DOI: 10.5281/zenodo.14511350
title: An AI-driven strategy to enhance the generalizability of interaction prediction between RNA and protein

description: RNA-protein interactions are critical to various life processes, including fundamental translation and gene regulation. Identifying these interactions is vital for understanding the mechanisms underlying life processes. Then, ZHMolGraph is an advanced pipeline that integrates graph neural network sampling strategy and unsupervised large language models to enhance binding predictions for novel RNAs and proteins.
DOI: 10.15468/dl.549nrm
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "DatasetKey is ESA - Herbário da Escola Superior de Agricultura Luiz de Queiroz",
 "TaxonKey is Glycine max (L.) Merr."
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000000-250127115337998/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbpn8v
title: Occurrence Download

description: A dataset containing 9370 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taiwan Agricultural LTER Dataset 臺灣農業長期生態監測生物資料集"
 ]
}

 The dataset includes 9370 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000004-250127115337998/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/33e7b24de7574fd1
title: Custom collection of categorize data from Andøya between 1 Dec 2019 and 21 Mar 2020
DOI: 10.5284/1081249
title: A14 Cambridge to Huntingdon Improvement Scheme: Digital Archive for Archaeological Works at Alconbury Landscape Block, 2016-2018

description: This is a child collection of the main A14 Cambridge to Huntingdon archaeological project archive. For the purposes of analysis, the various targeted excavation areas (TEAs) that formed the mitigation work have been grouped into eight Landscape Blocks. These have been defined due to the nature of the archaeology, their geographical location, and in some cases, their geology/topography. This child collection concerns the Alconbury Landscape Block. Alconbury comprises four TEAs (2-4 and 5), covering 7.2 hectares on river terrace gravels and alluvium to west and south of Alconbury Brook. Archaeological remains from the Prehistoric, Iron Age, Roman, and Saxon periods were encountered.
DOI: 10.5284/1081251
title: A14 Cambridge to Huntingdon Improvement Scheme: Digital Archive for Archaeological Works at Brampton South Landscape Block, 2016-2018

description: This is a child collection of the main A14 Cambridge to Huntingdon archaeological project archive. For the purposes of analysis, the various targeted excavation areas (TEAs) that formed the mitigation work have been grouped into eight Landscape Blocks. These have been defined due to the nature of the archaeology, their geographical location, and in some cases, their geology/topography. This child collection concerns the Brampton South Landscape Block. Brampton South comprises two TEAs (10B East and 13), covering 5.8 hectares on river terrace gravels east of the A1. Archaeological remains from the Iron Age were encountered.
DOI: 10.5284/1081252
title: A14 Cambridge to Huntingdon Improvement Scheme: Digital Archive for Archaeological Works at Brampton West Landscape Block, 2016-2018

description: This is a child collection of the main A14 Cambridge to Huntingdon archaeological project archive. For the purposes of analysis, the various targeted excavation areas (TEAs) that formed the mitigation work have been grouped into eight Landscape Blocks. These have been defined due to the nature of the archaeology, their geographical location, and in some cases, their geology/topography. This child collection concerns the Brampton West Landscape Block. Brampton West comprises six TEAs (7-12, excluding 10B East), covering 75.3 hectares on river terrace gravels mostly to the west of the A1 (except TEAs 8 and 9, which are to the East). Archaeological remains from the Prehistoric, Iron Age, Roman, Saxon and medieval periods were encountered.
DOI: 10.5284/1081253
title: A14 Cambridge to Huntingdon Improvement Scheme: Digital Archive for Archaeological Works at Conington Landscape Block, 2016-2018

description: This is a child collection of the main A14 Cambridge to Huntingdon archaeological project archive. For the purposes of analysis, the various targeted excavation areas (TEAs) that formed the mitigation work have been grouped into eight Landscape Blocks. These have been defined due to the nature of the archaeology, their geographical location, and in some cases, their geology/topography. This child collection concerns the Conington Landscape Block. Conington comprises two TEAs (32 and 33), covering 21.4 hectares on clays to the north-east of Conington. Archaeological remains from Prehistoric, Iron Age, Roman and Saxon periods were encountered.
DOI: 10.5284/1081254
title: A14 Cambridge to Huntingdon Improvement Scheme: Digital Archive for Archaeological Works at Fenstanton Gravels Landscape Block, 2016-2018

description: This is a child collection of the main A14 Cambridge to Huntingdon archaeological project archive. For the purposes of analysis, the various targeted excavation areas (TEAs) that formed the mitigation work have been grouped into eight Landscape Blocks. These have been defined due to the nature of the archaeology, their geographical location, and in some cases, their geology/topography. This child collection concerns the Fenstanton Gravels Landscape Block. Fenstanton Gravels comprises five TEAs (26-29 and 31), covering 55.8 hectares on river terrace gravels (TEAs 26-29) and clay (TEA31) to the north of Hilton. Archaeological remains from Prehistoric, Iron Age, and Roman periods were encountered.