cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/7wr6hxk54h.1
title: FCDD: A High-Resolution Unstructured Environment Dataset with Multiple Sand Roads

description: The Floripa Coast Driving Dataset (FCDD) is a 4K-resolution semantic segmentation dataset designed for autonomous driving and unstructured environment perception. It covers a 12.2 km coastal route featuring asphalt, dirt roads, and multiple sand terrains (soft sand, hard sand, and wet sand), captured under diverse weather and lighting conditions.

FCDD comprises 500 pixel-level annotated images (400 for training / 100 for validation) across 17 semantic classes, including road surfaces, markings, cat's eyes, cracks, potholes, vehicles, people, animals, and obstacles. It supports research on terrain classification, road distress detection, and coastal navigation, and enables studies on texture recognition, multi-surface segmentation, and the impact of image resolution.

See the original article: "FCDD: A High-Resolution Unstructured Environment Dataset with Multiple Sand Roads." at IEEE Access.
DOI: 10.17632/8ym2r93yct.2
title: Data for "Female Representation in STEM at Brazilian Federal Institutes"

description: Data on new students over the age of 15 enrolled in technical and vocational education and training (TVET) at the secondary level (including youth and adult education) and at the higher education level (bachelor's, licentiate, and technology degrees) in STEM fields between 2018 and 2021.

Dados de ingressantes com mais de 15 anos na Educação Profissional e Tecnológica (EPT) no nível médio técnico (incluindo a modalidade de educação de jovens e adultos) e no nível superior (bacharelado, licenciatura e tecnologia), nas áreas de STEM entre 2018 a 2021.
DOI: 10.17632/44hg4tnt34
title: Dados Pluviométricos

description: Os dados pluviométricos entram como dados primários para posterior verificação de taxas de erosão.
DOI: 10.17632/44hg4tnt34.1
title: Dados Pluviométricos

description: Os dados pluviométricos entram como dados primários para posterior verificação de taxas de erosão.
DOI: 10.17632/52655d5gxw
title: Effects of Tillage Practices on Runoff Energy and Erosive Energy Consumption in Sloping Purple Soil Farmland data

description: Five typical tillage practices—Longitudinal Ridging (LR; downslope), Cross‑Ridging (CR; along the contour), Bunch Planting (BP), Flat Planting (FP), and a bare‑soil control (CK)—were evaluated for their effects on Runoff Energy (RE) and Erosive Energy Consumption (EEC). Tillage significantly altered runoff and sediment dynamics: CR produced the greatest reductions in both runoff (68.9%) and sediment yield (91.6%) relative to CK. All tillage treatments lowered RE, with the reduction ranking CR &gt; BP &gt; FP &gt; LR (vs. CK), and a maximum decrease of 50.1%.These findings clarify the energy‑based mechanisms by which tillage mitigates erosion on sloping purple‑soil farmland and offer practical guidance for optimizing soil and water conservation under field rainfall‑simulation conditions.
DOI: 10.17632/52655d5gxw.1
title: Effects of Tillage Practices on Runoff Energy and Erosive Energy Consumption in Sloping Purple Soil Farmland data

description: Five typical tillage practices—Longitudinal Ridging (LR; downslope), Cross‑Ridging (CR; along the contour), Bunch Planting (BP), Flat Planting (FP), and a bare‑soil control (CK)—were evaluated for their effects on Runoff Energy (RE) and Erosive Energy Consumption (EEC). Tillage significantly altered runoff and sediment dynamics: CR produced the greatest reductions in both runoff (68.9%) and sediment yield (91.6%) relative to CK. All tillage treatments lowered RE, with the reduction ranking CR &gt; BP &gt; FP &gt; LR (vs. CK), and a maximum decrease of 50.1%.These findings clarify the energy‑based mechanisms by which tillage mitigates erosion on sloping purple‑soil farmland and offer practical guidance for optimizing soil and water conservation under field rainfall‑simulation conditions.
DOI: 10.17632/7z7x3f8pgd
title: Difração de raios X e fluorescência de amostras de solo- Sub-bacia Ribeirão Lajeado, Tocantins, MATOPIBA- Brasil

description: Para uma compreensão abrangente das características e limitações dos Plintossolos, adotou-se uma abordagem metodológica integrada que articula análises texturais, medições de densidade de partículas e propriedades hidráulicas, aliadas à caracterização mineralógica pela difração de raios X (DRX) e análise elementar pela espectrometria de fluorescência de raios X (FRX). Essa combinação de técnicas permite estabelecer relações entre atributos físicos, químicos e estruturais do solo, oferecendo subsídios consistentes à avaliação de sua funcionalidade hidrológica (Wischmeier; Smith, 1978).
DOI: 10.17632/7z7x3f8pgd.1
title: Difração de raios X e fluorescência de amostras de solo- Sub-bacia Ribeirão Lajeado, Tocantins, MATOPIBA- Brasil

description: Para uma compreensão abrangente das características e limitações dos Plintossolos, adotou-se uma abordagem metodológica integrada que articula análises texturais, medições de densidade de partículas e propriedades hidráulicas, aliadas à caracterização mineralógica pela difração de raios X (DRX) e análise elementar pela espectrometria de fluorescência de raios X (FRX). Essa combinação de técnicas permite estabelecer relações entre atributos físicos, químicos e estruturais do solo, oferecendo subsídios consistentes à avaliação de sua funcionalidade hidrológica (Wischmeier; Smith, 1978).
DOI: 10.6084/m9.figshare.30539858
title: Explainable Machine Learning for Preoperative Relapse Prediction in Molecularly Stratified Endometrial Cancer: A Single-Center Finnish Cohort Study

description: Supplementary File 1: Supporting Tables for Explainable Machine Learning for Preoperative Relapse Prediction in Molecularly Stratified Endometrial Cancer: A Single-Center Finnish Cohort Study
DOI: 10.6084/m9.figshare.30539858.v1
title: Explainable Machine Learning for Preoperative Relapse Prediction in Molecularly Stratified Endometrial Cancer: A Single-Center Finnish Cohort Study

description: Supplementary File 1: Supporting Tables for Explainable Machine Learning for Preoperative Relapse Prediction in Molecularly Stratified Endometrial Cancer: A Single-Center Finnish Cohort Study
DOI: 10.17632/wvb3x4k3gr
title: Análises texturais, densidade de partículas e retenção de água – Plintossolo Pétrico Concrecionário, Tocantins, Brasil

description: Os Plintossolos constituem uma classe de solos amplamente distribuída em áreas tropicais e subtropicais, caracterizando-se pela presença marcante de material plíntico, com elevados teores de ferro, associado à alternância de condições hidromórficas que impactam diretamente a dinâmica hídrica e erosiva das paisagens (Santos et al., 2018, conforme SiBCS 2018). Na microrregião de Porto Nacional - TO/Matopiba, e mais especificamente na sub-bacia do Ribeirão Lajeado/TO, a presença de Plintossolos configura-se como elemento chave na compreensão dos processos físico-hidrológicos, tendo em vista sua influência sobre a infiltração, retenção de água e suscetibilidade à erosão laminar.
Por fim, a abordagem proposta busca não apenas identificar as propriedades intrínsecas do Plintossolo local, mas também compreender sua relação com processos erosivos, principalmente a erosão laminar, a partir da quantificação de perdas de solo em parcelas experimentais, contribuindo de forma decisiva para o avanço científico na área de ciência do solo e manejo ambiental. Nesse contexto, foram formuladas as seguintes hipóteses para orientar a investigação: (i) a conversão de vegetação nativa em pastagem degradada altera significativamente o balanço hídrico local, reduzindo a evapotranspiração e aumentando o escoamento superficial
DOI: 10.17632/wvb3x4k3gr.1
title: Análises texturais, densidade de partículas e retenção de água – Plintossolo Pétrico Concrecionário, Tocantins, Brasil

description: Os Plintossolos constituem uma classe de solos amplamente distribuída em áreas tropicais e subtropicais, caracterizando-se pela presença marcante de material plíntico, com elevados teores de ferro, associado à alternância de condições hidromórficas que impactam diretamente a dinâmica hídrica e erosiva das paisagens (Santos et al., 2018, conforme SiBCS 2018). Na microrregião de Porto Nacional - TO/Matopiba, e mais especificamente na sub-bacia do Ribeirão Lajeado/TO, a presença de Plintossolos configura-se como elemento chave na compreensão dos processos físico-hidrológicos, tendo em vista sua influência sobre a infiltração, retenção de água e suscetibilidade à erosão laminar.
Por fim, a abordagem proposta busca não apenas identificar as propriedades intrínsecas do Plintossolo local, mas também compreender sua relação com processos erosivos, principalmente a erosão laminar, a partir da quantificação de perdas de solo em parcelas experimentais, contribuindo de forma decisiva para o avanço científico na área de ciência do solo e manejo ambiental. Nesse contexto, foram formuladas as seguintes hipóteses para orientar a investigação: (i) a conversão de vegetação nativa em pastagem degradada altera significativamente o balanço hídrico local, reduzindo a evapotranspiração e aumentando o escoamento superficial
DOI: 10.17632/s8vt3j77sj
title: Classes de solo e polígonos georreferenciados – Sub-bacia Ribeirão Lajeado, Tocantins, MATOPIBA-Brasil

description: Este estudo apresenta a caracterização físico-hidráulica de um Plintossolo Pétrico Concrecionário localizado na sub-bacia do Ribeirão Lajeado, inserida na microrregião de Porto Nacional, estado do Tocantins, na fronteira agrícola do MATOPIBA.
Hipóteses: a conversão de vegetação nativa em pastagem degradada altera significativamente o balanço hídrico local, reduzindo a evapotranspiração e aumentando o escoamento superficial; a substituição da vegetação nativa por pastagem degradada resulta em aumento significativo das taxas de erosão laminar, evidenciando o papel da cobertura vegetal na proteção física do solo.
DOI: 10.17632/s8vt3j77sj.1
title: Classes de solo e polígonos georreferenciados – Sub-bacia Ribeirão Lajeado, Tocantins, MATOPIBA-Brasil

description: Este estudo apresenta a caracterização físico-hidráulica de um Plintossolo Pétrico Concrecionário localizado na sub-bacia do Ribeirão Lajeado, inserida na microrregião de Porto Nacional, estado do Tocantins, na fronteira agrícola do MATOPIBA.
Hipóteses: a conversão de vegetação nativa em pastagem degradada altera significativamente o balanço hídrico local, reduzindo a evapotranspiração e aumentando o escoamento superficial; a substituição da vegetação nativa por pastagem degradada resulta em aumento significativo das taxas de erosão laminar, evidenciando o papel da cobertura vegetal na proteção física do solo.
DOI: 10.17632/stfk3cj3nc
title: Appropriated Growth

description: This is the replication package of "Appropriated Growth," Forthcoming at the Journal of Financial Economics, by Yuchen Chen, Xuelin Li, Richard T. Thakor, and Colin Ward. Please read the readme.pdf first. Due to license restriction, we cannot distribute the full sample in the paper, instead, we create a random subsample for replication purpose.
DOI: 10.17632/stfk3cj3nc.3
title: Appropriated Growth

description: This is the replication package of "Appropriated Growth," Forthcoming at the Journal of Financial Economics, by Yuchen Chen, Xuelin Li, Richard T. Thakor, and Colin Ward. Please read the readme.pdf first. Due to license restriction, we cannot distribute the full sample in the paper, instead, we create a random subsample for replication purpose.
DOI: 10.15468/dl.vnrdaf
title: Occurrence Download

description: A dataset containing 57515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Artemisia capillaris, Angelica sinensis, Codonopsis pilosula, Conioselinum anthriscoides, Hansenia weberbaueriana, Hansenia forbesii, Dictamnus dasycarpus, Lepidium apetalum, Rubia cordifolia, Angelica dahurica, Lycopodium japonicum, Scutellaria baicalensis, Ephedra equisetina, Rheum tanguticum, Rheum officinale, Trollius chinensis, Piper longum, Sigesbeckia pubescens, Sigesbeckia glabrescens, Clematis chinensis, Clematis hexapetala, Cuscuta chinensis, Cuscuta australis, Pulsatilla chinensis, Polygonatum sibiricum, Polygonatum kingianum, Polygonatum cyrtonema)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 57515 records from 639 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017228-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sngct7m9n2.1
title: Hospitality Students’ Knowledge, Attitudes, and Readiness for Sexual Harassment Prevention in Ghana: Mixed-Methods Dataset (2024–2025)

description: This dataset underpins the mixed-methods study “From Classroom to Workplace: Knowledge and Attitudinal Readiness for Sexual Harassment Prevention among Hospitality Students in Ghana.” It integrates quantitative and qualitative data exploring how hospitality students understand, experience, and prepare to prevent sexual harassment in educational–industrial transition contexts.

The quantitative dataset (n = 277) includes variables measuring harassment impact, cultural barriers, victim-blaming, and prevention measures. It contains item-level data, reliability indices (Cronbach’s α, CR, AVE), HTMT discriminant validity, measurement invariance (gender and internship experience), ICC clustering, and regression models with cluster-robust standard errors.

The qualitative dataset (n = 13) comprises anonymised interview transcripts coded using Braun and Clarke’s six-phase thematic analysis. Themes include institutional preparation gaps, harassment awareness, gendered experiences, informal support reliance, and industry-specific vulnerabilities.

Together, the datasets provide a unique Ghanaian perspective on gender, power, and workplace dignity in hospitality education and offer a valuable resource for replication, cross-cultural comparison, and theory building.
DOI: 10.15468/dl.93we7x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Armaueria rubra",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017265-251025141854904/datasets/export for details.
DOI: 10.17632/w9wftb6yf8
title: Criterios de Falla

description: Modelos de los criterios de falla para materiales dúctiles y frágiles
DOI: 10.17632/w9wftb6yf8.1
title: Criterios de Falla

description: Modelos de los criterios de falla para materiales dúctiles y frágiles
DOI: 10.15468/dl.6msh64
title: Occurrence Download

description: A dataset containing 3338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeginetia indica"
 ]
}

 The dataset includes 3338 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017266-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f57qzy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petrocodon hechiensis"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017267-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tvj8h
title: Occurrence Download

description: A dataset containing 31772 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Persicaria sagittata, Persicaria sagittata, Persicaria capitata)",
 "DecimalLatitude is greater than or equal to 0"
 ]
}

 The dataset includes 31772 records from 399 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017268-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f8vtk
title: Occurrence Download

description: A dataset listing the 1285 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.76428 47.89029,1.87723 47.89029,1.87723 47.98362,1.76428 47.98362,1.76428 47.89029))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2018-2021"
 ]
}

 The dataset's 1285 records were derived from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017259-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpv3az
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balaenanemertes chavesi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017270-251025141854904/datasets/export for details.
DOI: 10.15468/dl.ac5vme
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petrocodon jingxiensis"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017269-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/ccaf2871-1a1a-4cb4-aadf-883fb984a90f
title: High-resolution water quality data from the River Frome catchment, Dorset, UK, August-September 2022

description: This dataset contains high-frequency water quality measurements taken at multiple sites in the River Frome catchment area, Dorset, UK. Water quality data consists of a mixture of 30-min sensor readings and frequent grab samples. Also included are high-frequency discharge readings at Environment Agency (EA) managed flow gauging stations and at sewage treatment work (STW) effluents. These measurements were taken between 12/08/2022 and 14/09/2022 inclusive. 

Measurements were recorded at multiple river sites, boreholes, and STW effluents. All sites are contained within the catchment area between the Environment Agency gauging stations located at Dorchester and East Stoke i.e., the lower part of the River Frome. In total, 24 monitoring sites exist. 

The data were collected for PhD project “Supporting river water-quality management by high-resolution modelling: a case study in a lowland permeable chalk catchment” awarded to Thomas Homan and funded under GW4 FRESH CDT, supported by the Natural Environment Research Council (Grant NE/R0115241). Water quality data were collected by Thomas Homan (PhD candidate at the University of Bath). Wessex Water Ltd. provided high frequency measurements of ammonium and discharge at their STW sites, borehole water quality measurements, as well as high-frequency nitrate measurements at sites: Louds Mill and East Stoke. The Environment Agency discharge data were provided under the terms of the Open Government Licence.
description: Data from four deployed YSI EXO2 sondes, provided as part of Meteor Communications Ltd.’s Water Quality as a Service (WQaaS), were downloaded from the MeteorCloud secure web portal. EXO3 sonde data were downloaded in the field from the sensor’s internal storage. Wessex Water Ltd. provided 30-minute NO3-N data, measured at Louds Mill and East Stoke using Hach Nitratax eco sc UV sensors (pathlength 5 mm, accuracy ± 5 %); grab sample results from their quality assured Scientific Centre; and high-frequency sewage effluent discharge data. Environment Agency (EA) hydrology data were downloaded from the online EA hydrology data explorer.
All data were collated into one dataset and data wrangling and cleaning were performed in R statistical programming software. Only outliers that could be explained were removed from the dataset. Grab samples were used to spot-check the quality of the continuous data.
DOI: 10.15468/dl.6wz5q2
title: Occurrence Download

description: A dataset containing 93298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.00556 45.88054,1.2467 45.88054,1.2467 46.02497,1.00556 46.02497,1.00556 45.88054))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 93298 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017235-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a43yzc
title: Occurrence Download

description: A dataset containing 299497 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix alba"
 ]
}

 The dataset includes 299497 records from 2299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017232-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc49h41
title: CCDC 128282: Experimental Crystal Structure Determination

description: Related Article: P.Lubini, J.Wouters|1996|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|52|3108|doi:10.1107/S0108270196008888
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: 10.5517/cc49hjf
title: CCDC 128294: Experimental Crystal Structure Determination

description: Related Article: S.B.Jimenez-Pulido, J.N.Low, G.Ferguson, M.N.Moreno-Carretero, F.Hueso-Urena|1996|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|52|3110|doi:10.1107/S0108270196010773
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: 10.5517/cc49hvr
title: CCDC 128304: Experimental Crystal Structure Determination

description: Related Article: Kuan-Jiuh Lin, Jing-Yi Wu, Chin-Ti Chen|1996|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|52|3114|doi:10.1107/S0108270196010542
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: 10.5517/cc49jzx
title: CCDC 128339: Experimental Crystal Structure Determination

description: Related Article: J.W.Janetka, K.A.Satyshur, D.H.Rich|1996|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|52|3112|doi:10.1107/S0108270196009262
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.