cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c4m56cmr25
title: Effects of Ascorbic Acid (As A) Seed Priming on Germination Performance of Seven Broccoli Cultivars

description: This dataset contains raw and processed data generated from a controlled laboratory study evaluating the effects of ascorbic acid (AsA) seed priming on germination performance and early seedling development of seven broccoli (Brassica oleracea var. italica) cultivars (Belstar, Covina, Green Magic, Gypsy, Imperial, Luna, and Patron). Seeds were subjected to seven priming treatments: unprimed control, distilled water (0 mg L⁻¹), and AsA concentrations of 1, 5, 10, 20, and 40 mg L⁻¹.

The dataset includes daily germination counts, calculated germination parameters (germination vigour, final germination rate, mean germination time, germination index, vitality index), seedling morphological measurements (fresh weight, dry weight, seedling length), and derived seed vigour indices (SVI I and SVI II). Data were collected over a 7-day incubation period under controlled environmental conditions using a completely randomized design with five replications per cultivar × treatment combination.

These data support the findings reported in the associated manuscript and enable reproducibility, secondary analysis, and comparative studies on seed priming and early seedling performance in broccoli and other horticultural crops.
DOI: 10.17632/c4m56cmr25.1
title: Effects of Ascorbic Acid (As A) Seed Priming on Germination Performance of Seven Broccoli Cultivars

description: This dataset contains raw and processed data generated from a controlled laboratory study evaluating the effects of ascorbic acid (AsA) seed priming on germination performance and early seedling development of seven broccoli (Brassica oleracea var. italica) cultivars (Belstar, Covina, Green Magic, Gypsy, Imperial, Luna, and Patron). Seeds were subjected to seven priming treatments: unprimed control, distilled water (0 mg L⁻¹), and AsA concentrations of 1, 5, 10, 20, and 40 mg L⁻¹.

The dataset includes daily germination counts, calculated germination parameters (germination vigour, final germination rate, mean germination time, germination index, vitality index), seedling morphological measurements (fresh weight, dry weight, seedling length), and derived seed vigour indices (SVI I and SVI II). Data were collected over a 7-day incubation period under controlled environmental conditions using a completely randomized design with five replications per cultivar × treatment combination.

These data support the findings reported in the associated manuscript and enable reproducibility, secondary analysis, and comparative studies on seed priming and early seedling performance in broccoli and other horticultural crops.
DOI: 10.34740/kaggle/dsv/14332144
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/rjwttgp23m
title: Camer-Hate-FR: An Annotated Dataset for Hate Speech Detection in Cameroonian French.

description: This dataset, titled Camer-Hate-FR, provides a valuable resource for detecting hate speech within the unique linguistic context of Cameroonian French. The data consists of 46,825 messages collected between January and June 2025 from public Cameroonian social media sources, including Facebook pages, YouTube channels, and WhatsApp groups.

Existing hate speech detection models, primarily trained on standard European French, perform poorly on Cameroonian data due to the prevalent use of local slang, code-switching with English and indigenous languages (Camfranglais), and nuanced cultural contexts. This dataset was created to address this gap.

Each message has been manually annotated by three native speakers as either 'hateful' (haineux) or 'non-hateful' (non_haineux), with the final label determined by a majority vote. The dataset is provided as a single CSV file and includes the original text, the annotation counts, the final vote, and the justifications provided by annotators. All data has been fully anonymized to protect user privacy.

This resource is designed to train, validate, and benchmark machine learning models for content moderation, facilitate sociolinguistic analysis, and spur the development of more inclusive and effective NLP technologies for Francophone Africa.
DOI: 10.17632/rjwttgp23m.2
title: Camer-Hate-FR: An Annotated Dataset for Hate Speech Detection in Cameroonian French.

description: This dataset, titled Camer-Hate-FR, provides a valuable resource for detecting hate speech within the unique linguistic context of Cameroonian French. The data consists of 46,825 messages collected between January and June 2025 from public Cameroonian social media sources, including Facebook pages, YouTube channels, and WhatsApp groups.

Existing hate speech detection models, primarily trained on standard European French, perform poorly on Cameroonian data due to the prevalent use of local slang, code-switching with English and indigenous languages (Camfranglais), and nuanced cultural contexts. This dataset was created to address this gap.

Each message has been manually annotated by three native speakers as either 'hateful' (haineux) or 'non-hateful' (non_haineux), with the final label determined by a majority vote. The dataset is provided as a single CSV file and includes the original text, the annotation counts, the final vote, and the justifications provided by annotators. All data has been fully anonymized to protect user privacy.

This resource is designed to train, validate, and benchmark machine learning models for content moderation, facilitate sociolinguistic analysis, and spur the development of more inclusive and effective NLP technologies for Francophone Africa.
DOI: 10.18112/openneuro.ds006861.v1.0.2
title: Targeted Neuromodulation of the Left Dorsolateral Prefrontal Cortex Alleviates Altered Affective Response Evaluation in Lonely Individuals
DOI: 10.17632/t5cnf8krvp.1
title: "Value Co-Destruction in Food Delivery Apps”

description: Data for: ."Value Co-Destruction in Food Delivery Apps” published by BAR - Brazilian Administration Review
DOI: 10.15468/dl.4wqgj4
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coordination PRA Chiroptère-Inventaire Chiroptère"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068493-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5v982
title: Occurrence Download

description: A dataset containing 9348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Grewia"
 ]
}

 The dataset includes 9348 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068494-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xatj6b
title: Occurrence Download

description: A dataset containing 3639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Macaranga"
 ]
}

 The dataset includes 3639 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068495-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/925mzj73s6
title: Entrevista a periodista digital

description: Se realizó la entrevista a una periodista digital, magíster en periodismo y licenciada en ciencias de la comunicación, experta en publicar contenido en redes sociales, la cual aportará sus conocimientos en el tema de investigación "La influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad"
DOI: 10.17632/925mzj73s6.1
title: Entrevista a periodista digital

description: Se realizó la entrevista a una periodista digital, magíster en periodismo y licenciada en ciencias de la comunicación, experta en publicar contenido en redes sociales, la cual aportará sus conocimientos en el tema de investigación "La influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad"
DOI: 10.17632/pr74fnrftr
title: Entrevista al grupo focal para la influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad

description: Se realizó una sesión de grupo focal en la que participaron 5 personas que pertenecen a la generación Z para conocer la perspectiva sobre las noticias de actualidad que son difundidas por Latina Noticias en TikTok.
DOI: 10.17632/pr74fnrftr.1
title: Entrevista al grupo focal para la influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad

description: Se realizó una sesión de grupo focal en la que participaron 5 personas que pertenecen a la generación Z para conocer la perspectiva sobre las noticias de actualidad que son difundidas por Latina Noticias en TikTok.
DOI: 10.17632/5fsppztt4j
title: 2ry Failed epidural

description: The study included data from nearly 1200 epidurals operated in our department between 2023 and 2024
DOI: 10.17632/5fsppztt4j.1
title: 2ry Failed epidural

description: The study included data from nearly 1200 epidurals operated in our department between 2023 and 2024
DOI: 10.17632/g982pvzgxd
title: Retail Option Traders and the Implied Volatility Surface

description: This is the replication code and data used in Eaton, Green, Roseman, and Wu "Retail Option Traders and the Implied Volatility Surface", forthcoming at the Journal of Financial Economics.

The repository includes randomized pseudo data for datasets that require licensing, such as CRSP, OPRA, and TAQ.
DOI: 10.17632/g982pvzgxd.2
title: Retail Option Traders and the Implied Volatility Surface

description: This is the replication code and data used in Eaton, Green, Roseman, and Wu "Retail Option Traders and the Implied Volatility Surface", forthcoming at the Journal of Financial Economics.

The repository includes randomized pseudo data for datasets that require licensing, such as CRSP, OPRA, and TAQ.
DOI: 10.15468/dl.w8gnde
title: Occurrence Download

description: A dataset containing 2210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Calophyllaceae"
 ]
}

 The dataset includes 2210 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068496-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18085816
title: coptodon_tholloni_spades_01.fasta.gz
DOI: 10.5281/zenodo.18085815
title: coptodon_tholloni_spades_01.fasta.gz
DOI: 10.17632/jnxbsd7t6x
title: TRANSCRIPCIÓN FABRIZZIO BARROS

description: Este conjunto de datos contiene entrevistas semiestructuradas realizadas a Fabrizzio en el marco de una investigación de carácter cualitativo. Las entrevistas fueron diseñadas con el objetivo de explorar experiencias, percepciones y discursos relacionados con el tema central del estudio.

Los datos incluyen transcripciones textuales completas de las entrevistas (en formato digital), preservando la fidelidad del contenido original. Para proteger la identidad del participante, se han eliminado o anonimizado datos personales y cualquier información sensible.
DOI: 10.15468/dl.bat6j5
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Harungana"
 ]
}

 The dataset includes 358 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068497-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jnxbsd7t6x.1
title: TRANSCRIPCIÓN FABRIZZIO BARROS

description: Este conjunto de datos contiene entrevistas semiestructuradas realizadas a Fabrizzio en el marco de una investigación de carácter cualitativo. Las entrevistas fueron diseñadas con el objetivo de explorar experiencias, percepciones y discursos relacionados con el tema central del estudio.

Los datos incluyen transcripciones textuales completas de las entrevistas (en formato digital), preservando la fidelidad del contenido original. Para proteger la identidad del participante, se han eliminado o anonimizado datos personales y cualquier información sensible.
DOI: 10.17632/wbzy9g25xv
title: Entrevista al grupo focal para la influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad

description: Se realizó una sesión de grupo focal a 5 participantes que pertenecen a la generación Z para conocer su percepción sobre las noticias publicadas en TikTok de Latina Noticias.
DOI: 10.17632/wbzy9g25xv.1
title: Entrevista al grupo focal para la influencia de la narrativa periodística en TikTok en la percepción de la generación Z sobre las noticias de actualidad

description: Se realizó una sesión de grupo focal a 5 participantes que pertenecen a la generación Z para conocer su percepción sobre las noticias publicadas en TikTok de Latina Noticias.
DOI: 10.15468/dl.tke8xc
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Adansonia"
 ]
}

 The dataset includes 1073 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068498-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/24hgx7tznz.1
title: Plan de comunicación en redes sociales orientada a fomentar la sensibilización de los docentes de la I.E.P. Cristiano Divina Misericordia de Mariátegui respecto a la aceptación en el aula de niños autistas, en San Juan de Lurigancho, 2025.

description: El uso de las redes sociales como medio de comunicación para incentivar a la sensibilización y aceptación de estudiantes con trastorno del espectro autista (TEA) en el ámbito educativo. Esta investigación se centra en analizar cómo la comunicación digital puede contribuir a generar empatía y promover prácticas inclusivas entre docentes de instituciones educativas de nivel básico regular ubicadas en zonas urbanas del Perú. El periodo de análisis se enfoca en el año 2025, y la población de referencia está conformada por docentes y actores educativos que participan activamente en entornos escolares donde se busca fortalecer la inclusión de estudiantes con TEA.
DOI: 10.15468/dl.agww4a
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t9fcsvwy5r
title: Care-Peat Pilot sites hourly environmental data

description: Hourly data sets used for modelling GHG data on UK Care Peat pilot sites at Little Woolden Moss and Winmarleigh Moss Carbon Farm, plus meteorological station data recorded every 15 minutes at each pilot site.
DOI: 10.17632/t9fcsvwy5r.1
title: Care-Peat Pilot sites hourly environmental data

description: Hourly data sets used for modelling GHG data on UK Care Peat pilot sites at Little Woolden Moss and Winmarleigh Moss Carbon Farm, plus meteorological station data recorded every 15 minutes at each pilot site.
DOI: 10.17632/5wk9bsf9pt
title: TRANSCRIPCIONES TESIS MAGISTER - Base de datos

description: TRANSCRIPCIONES DE TESIS DE MAGISTER "Percepción de los estudiantes y docentes de una carrera del área de la salud sobre el uso del estudio de caso como metodología didáctica en una universidad privada de la Región de la Araucanía, Chile". Los nombres mencionados en los archivos son seudónimos.
DOI: 10.17632/5wk9bsf9pt.1
title: TRANSCRIPCIONES TESIS MAGISTER - Base de datos

description: TRANSCRIPCIONES DE TESIS DE MAGISTER "Percepción de los estudiantes y docentes de una carrera del área de la salud sobre el uso del estudio de caso como metodología didáctica en una universidad privada de la Región de la Araucanía, Chile". Los nombres mencionados en los archivos son seudónimos.
DOI: 10.17632/2xh6hvk9y3
title: Cochin ST Radar data for vertical air motion characteristics (2018-2024)

description: This dataset contains all the data used for generating the figures in the accompanying manuscript. This data contains the analysed and processed ST radar data from Cochin ST radar observations during the period 2018-2024 and the statistics obtained from them. The data files are in NetCDF format and a supporting README file is provided to give details about the nomenclature of variables.
DOI: 10.17632/2xh6hvk9y3.1
title: Cochin ST Radar data for vertical air motion characteristics (2018-2024)

description: This dataset contains all the data used for generating the figures in the accompanying manuscript. This data contains the analysed and processed ST radar data from Cochin ST radar observations during the period 2018-2024 and the statistics obtained from them. The data files are in NetCDF format and a supporting README file is provided to give details about the nomenclature of variables.
DOI: 10.17632/fmhxsv2p59
title: On the first wave of COVID-19 in Italy: excess mortality, transit usage, and commuting flows

description: The following dataset reports daily excess mortality recorded in each Italian local labour market over the period 1 January and 30 June 2020, compared to the corresponding 2015-2019 average, as released by the National Institute of Statistics (ISTAT). In addition, it includes pre-existing levels of public transport usage and the intensity of internal and external commuting flows, as reported by the last (2011) census data. Finally, a set of geographic, demographic, and economic characteristics of local labour markets are also included.
DOI: 10.17632/fmhxsv2p59.2
title: On the first wave of COVID-19 in Italy: excess mortality, transit usage, and commuting flows

description: The following dataset reports daily excess mortality recorded in each Italian local labour market over the period 1 January and 30 June 2020, compared to the corresponding 2015-2019 average, as released by the National Institute of Statistics (ISTAT). In addition, it includes pre-existing levels of public transport usage and the intensity of internal and external commuting flows, as reported by the last (2011) census data. Finally, a set of geographic, demographic, and economic characteristics of local labour markets are also included.
DOI: 10.15468/dl.ypzdd3
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Shorea faguetiana"
 ]
}

 The dataset includes 438 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/njzfx7r3x6.1
title: Colección de datos para el proyecto de investigación de la marca Nomu

description: Este estudio evalúa la percepción del público objetivo sobre la identidad visual de la marca Nomu y compara dicha percepción entre dos condiciones de evaluación: identidad visual actual e identidad visual propuesta (aplicaciones basadas en un manual de identidad visual elaborado en el proyecto).

En este estudio, la identidad visual se considera una condición de evaluación y no una escala de medición. Es decir, no se califica la identidad visual en sí misma mediante ítems, sino que se presenta al participante una de dos versiones de la identidad, y esta condición se registra como una variable categórica (grupo/condición) para organizar las respuestas en dos grupos independientes.

La variable medida corresponde a la percepción de marca, recogida mediante un cuestionario estructurado con escala Likert de 1 a 5 (1 = Totalmente en desacuerdo; 5 = Totalmente de acuerdo). Esta percepción se organiza en dimensiones e indicadores conforme al instrumento: (a) Elementos gráficos (logotipo, colores, tipografía, símbolos), (b) Aplicaciones gráficas (papelería, uniformes, productos, empaques, material digital, publicidad exterior), (c) dimensión cognitiva (coherencia, claridad, profesionalismo percibido) y (d) dimensión afectiva (atractivo, confianza, cercanía). En todos los casos, puntajes más altos representan una percepción más favorable.

La colección de datos contiene las respuestas del cuestionario aplicado a dos grupos independientes de participantes: un grupo evaluó la identidad visual actual y otro grupo evaluó la identidad visual propuesta (n = 151 por grupo; n total = 302). 

Para el análisis, se emplean estadísticos descriptivos basados en medias (M) por indicador y por dimensión, tanto para cada condición de evaluación como para el resumen general del instrumento. Adicionalmente, con el fin de facilitar la interpretación de la magnitud de las diferencias entre condiciones, se reporta la variación porcentual relativa de las medias entre la identidad visual propuesta y la identidad visual actual.

Bajo este enfoque, el análisis compara los puntajes promedio de percepción obtenidos por el grupo que evaluó la identidad visual actual frente al grupo que evaluó la identidad visual propuesta, con el fin de identificar diferencias en la percepción de la marca entre ambas condiciones.

De manera complementaria, el proyecto incluye una validación técnica del manual mediante juicio de expertos (escala 1–5 y observaciones cualitativas) como evidencia de pertinencia y coherencia del producto diseñado.

Este conjunto de datos permite replicar los resultados descriptivos y comparativos del estudio y puede utilizarse para análisis secundarios relacionados con percepción de identidad visual en contextos de marca.
DOI: 10.5281/zenodo.18046809
title: Supplementary data to: Spaceborne SAR Reveals Hydrogeological Effects of Ecological Water Replenishment in the MHS Region of Beijing Plain, China

description: This dataset contains the underlying data for the manuscript titled “Spaceborne SAR Reveals Hydrogeological Effects of Ecological Water Replenishment in the MHS Region of Beijing Plain, China”. For more information regarding data structure, please refer to the included Read me file; for detailed calculation methodologies and analysis, please see the final publication.