cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/d97fv2798m.1
title: Dataset of Asian Face Ratings from Chinese and Asian American Perceivers

description: Facial recognition plays a large role social categorization; however, little work has examined how contact within a racial group shapes these perceptions amongst Han Chinese (N = 190) and Asian American (N = 201) participants. The present study asked both Chinese and Asian American participants to rate the prototypicality of Asian faces in the Chicago Face Database to study how within-race participant variation and contact affects perception of Asian faces. Perceivers rated each Asian face on a 7-point scale of Asian prototypicality among other ratings (e.g., gender, attractiveness, broad racial categorization). Linear mixed effects logistic regression showed both Chinese and Asian Americans perceive East Asian faces to be significantly more prototypically Asian compared to all other Asian ethnicity categories. In addition, across both participant groups, Central Asian faces and South Asian faces were perceived as more atypical. These findings align with prior work suggesting that East Asian identity is considered the most representative “Asian” category even amongst Asian perceivers regardless of their regional background.
DOI: 10.17632/wtxnmtvmw7.2
title: A Medicinal Plant Leaf Image Dataset from Bangladesh for Deep Learning–Based Recognition

description: This dataset comprises a total of 6,419 high-resolution JPG images of six medicinal plant species collected from the rural jungle area of Guadanga village, Phulpur, Mymensingh, Bangladesh. Leaf samples were photographed indoors under controlled lighting conditions using Google Pixel 5 and Google Pixel 6a smartphones to ensure consistent color fidelity and sharpness suitable for computer-vision and deep-learning research.

The original dataset is organized into six folders, each representing a distinct and commonly found medicinal plant species in Bangladesh:

• Centella Asiatica
• Coccinia Grandis
• Eclipta Prostrata
• Mikania Micrantha
• Murraya Koenigii
• Stephania Japonica

The collection includes 1,678 original images, 1,678 annotated images, and 3,063 augmented images generated through horizontal and vertical flipping, grayscale conversion, and geometric transformations. All images were auto-oriented and resized uniformly to 640 × 640 pixels to maintain consistency across the dataset. These augmentations increase data diversity and support the development of robust deep-learning models for medicinal-leaf classification, detection, and segmentation.
DOI: 10.17632/cmb6sp98nb.1
title: The role of technological and sustainable innovation in enhancing tourist happiness: a comparison between Blue and Green Tourism

description: This study explores the relationship between technological
innovation in Blue and Green Tourism and its impact on tourist
happiness. no existing research directly compares these two forms
of tourism. The focus is on how Green Tourism relates to rural
areas. Blue Tourism, which involves marine ecosystems, has rapidly
adopted sustainable technologies due to environmental urgency.
Through a comparative analysis, the study illustrates how these
innovations protect marine ecosystems and enhance tourist
wellbeing by offering more sustainable and fulfilling experiences.
The study presents partial mediation, where tourism innovation
influences happiness both directly and indirectly through
environmental and experiential factors. It also shows moderation,
meaning the strength of this relationship changes depending on
levels of environmental performance, innovation, and nature
experience – highlighting that context affects how innovation
impacts tourist happiness. The methodology combines qualitative
case study analysis with a comprehensive literature review,
contrasting both types of tourism. Data were processed using
Smart PLS version 4.13. The findings reveal that while Green
Tourism also incorporates sustainable technologies, it does so on a
smaller scale, with its wellbeing benefits more closely linked to
disconnection and immersion in nature. In contrast, Blue Tourism’s
higher visibility and pressing environmental concerns drive faster
technological adoption, providing an experience that fosters a
stronger sense of environmental responsibility and connection.
This research offers theoretical contributions to the sustainability
and technology discourse and provides practical suggestions for
enhancing tourist wellbeing in both sectors.
DOI: 10.17632/4czzky37p7.3
title: Effect of early weaning and supplementation on the Longissimus thoracis muscle proteome of pasture-raised Nellore bulls

description: 1. Supplementary Information. Protein analysis of the Longissimus thoracis muscle of Nellore bulls submitted to early weaning (120 d) and conventional weaning (205 d).

Supplementary Table S1. Proteins identified in the Longissimus thoracis muscle of Nellore bulls subjected to early and conventional weaning by nanoLC–MS/MS-based proteomics analysis.

Supplementary Table S2. Proteins identified in the Longissimus thoracis muscle proteome of Nellore bulls subjected to conventional (205 d) or early (120 d) weaning, evaluated at 205 days of age.

Supplementary Table S3. Proteins identified in the Longissimus thoracis muscle proteome of Nellore bulls subjected to conventional (205 d) or early (120 d) weaning, evaluated at slaughter.

Supplementary Table S4. Proteins identified in the Longissimus thoracis muscle proteome of Nellore bulls subjected to early weaning (120 d): comparison of samples collected at slaughter and at 205 days of age.

Supplementary Table S5. Proteins identified in the Longissimus thoracis muscle proteome of Nellore bulls subjected to conventional weaning (205 d): comparison of samples collected at slaughter and at 205 days of age.

Supplementary Table S6. List of differentially abundant proteins obtained from the Venn diagram in EW (205 vs. slaughter) and CW (205 vs. slaughter) groups.

Supplementary Figure S1. Venn diagram of differentially abundant proteins in EW (205 vs. slaughter) and CW (205 vs. slaughter) groups.
DOI: 10.17632/6rhm53bk4d
title: smiFISH_images

description: smiFISH images for candidate mRNAs
DOI: 10.17632/6rhm53bk4d.1
title: smiFISH_images

description: smiFISH images for candidate mRNAs
DOI: 10.17632/fd6ggttgj4
title: Concept Drift in Website Fingerprinting

description: Concept drift data from the paper "Understanding and Addressing Concept Drift in Website Fingerprinting"
The data was collected simultaneously Network and cache occupancy data, while rendering webpages.

the datatasets contain the following types:
dynamic_browser_version_cache - cache occupancy data while the browser version is changing
dynamic_browser_version_network - network packets size and direction while the browser version is changing
static_browser_version_cache - cache occupancy data while the browser version kept the same
static_browser_version_network - network packets size and direction while the browser version kept the same
static_webpages_cache - cache occupancy data while the browser version is changing 16 version over 2 weeks of webpage crawling
static_webpages_cache - network packets size and direction while the browser version is changing 16 version over 2 weeks of webpage crawling
DOI: 10.17632/fd6ggttgj4.2
title: Concept Drift in Website Fingerprinting

description: Concept drift data from the paper "Understanding and Addressing Concept Drift in Website Fingerprinting"
The data was collected simultaneously Network and cache occupancy data, while rendering webpages.

the datatasets contain the following types:
dynamic_browser_version_cache - cache occupancy data while the browser version is changing
dynamic_browser_version_network - network packets size and direction while the browser version is changing
static_browser_version_cache - cache occupancy data while the browser version kept the same
static_browser_version_network - network packets size and direction while the browser version kept the same
static_webpages_cache - cache occupancy data while the browser version is changing 16 version over 2 weeks of webpage crawling
static_webpages_cache - network packets size and direction while the browser version is changing 16 version over 2 weeks of webpage crawling
DOI: 10.17632/zm2s7dhwtm
title: Investigation of the Relationship between Perceived Parental Rejection Level, Social Appearance Anxiety, and Self-Compassion in Individuals in Emerging Adulthood

description: Investigation of the Relationship between Perceived Parental Rejection Level, Social Appearance Anxiety, and Self-Compassion in Individuals in Emerging Adulthood
DOI: 10.17632/zm2s7dhwtm.1
title: Investigation of the Relationship between Perceived Parental Rejection Level, Social Appearance Anxiety, and Self-Compassion in Individuals in Emerging Adulthood

description: Investigation of the Relationship between Perceived Parental Rejection Level, Social Appearance Anxiety, and Self-Compassion in Individuals in Emerging Adulthood
DOI: 10.17632/7wrrbyzh8p
title: RNA sequencing of parental lung cancer cells with USP18 treatment

description: RNA-seq data from Liu et al., 2025. A549 lung cancer cells stably expressing USP18 or empty vector treated with vehicle as a control or β-Lapachonefor 48 hours were harvested to extract total RNA for sequencing. RNA sequencing libraries were prepared using the TruSeq Stranded mRNA ligation protocol and sequenced on an Illumina NextSeq 2000 platform. Gene expression profiling from the RNA-seq data revealed differentially expressed genes and pathways following β-lapachone treatment in parental lung cancer cells, with or without gain of USP18 expression.
DOI: 10.57745/fgtvyi
title: 4-SCFA.tab

description: Short chain fatty acid content of caecal content
DOI: 10.17632/7wrrbyzh8p.1
title: RNA sequencing of parental lung cancer cells with USP18 treatment

description: RNA-seq data from Liu et al., 2025. A549 lung cancer cells stably expressing USP18 or empty vector treated with vehicle as a control or β-Lapachonefor 48 hours were harvested to extract total RNA for sequencing. RNA sequencing libraries were prepared using the TruSeq Stranded mRNA ligation protocol and sequenced on an Illumina NextSeq 2000 platform. Gene expression profiling from the RNA-seq data revealed differentially expressed genes and pathways following β-lapachone treatment in parental lung cancer cells, with or without gain of USP18 expression.
DOI: 10.57745/ucq7ih
title: 1-READ_ME.pdf

description: Description of the variables contained in the different Excel files
DOI: 10.57745/kcbdnh
title: 3-BODY_COMPOSITION.tab

description: Chemical body composition of birds at 22 and 35 days of age
DOI: 10.57745/vkyqjr
title: 6-MASS_BALANCE.tab

description: Nitrogen mass balance performed in each pen over the complete experimental period (D1-D35)
DOI: 10.57745/dt8qin
title: 5-LITTER_COMPOSITION.tab

description: Final litter composition in each pen at D35
DOI: 10.57745/jk3gnm
title: 2-ANIMAL_PERFORMANCE.tab

description: Animal performance per pen
DOI: 10.17632/nfcnhykcn2
title: Effects of Integrating Yoga and Spirituality on Depression and Anxiety in Elderly Patients with Chronic Stroke: A Randomized Controlled Trial

description: The objective of this study was to examine the impact of a dual approach-incorporating both yoga and spirituality-compared to a single-mode exercise training on the depression and anxiety of the elderly stroke survivors. This study employs a quasi-experimental design featuring a pre-test, post-test and follow-up, implemented through a randomized controlled trial involving two experimental groups [i.e., Yoga (YG) and Yoga+Spirituality (YSG)] and one control group (CG). 154 elderly chronic stroke patients successfully completed all the pretest, posttest and the follow-up. Patients in the YG and the YSG engaged in respective training for a duration of 8 weeks. The Hospital Anxiety and Depression Scale (HADS) served as the instrument for assessing levels of anxiety and depression. Data was analyzed using a repeated measures ANOVA. The results demonstrated that there was no significant difference in the pretest results among the study groups concerning depression (p=0.948) and anxiety (p=0.543). However, participation in a combined yoga and spirituality intervention led to a significant improvement in depression (p&lt;0. 05) and anxiety (p&lt;0. 05) during the posttest and follow-up compared to the yoga and control groups. Additionally, engaging in exercise resulted in a significant reduction in symptoms of depression (p&lt;0.05) and anxiety (p&lt;0.05) during the posttest and follow-up when compared to the control condition. Due to their practicality, ease of use, and safety, the integrating of yoga and spirituality can be assumed as an efficient strategy for enhancing the mental health of elderly stroke patients.
DOI: 10.17632/nfcnhykcn2.1
title: Effects of Integrating Yoga and Spirituality on Depression and Anxiety in Elderly Patients with Chronic Stroke: A Randomized Controlled Trial

description: The objective of this study was to examine the impact of a dual approach-incorporating both yoga and spirituality-compared to a single-mode exercise training on the depression and anxiety of the elderly stroke survivors. This study employs a quasi-experimental design featuring a pre-test, post-test and follow-up, implemented through a randomized controlled trial involving two experimental groups [i.e., Yoga (YG) and Yoga+Spirituality (YSG)] and one control group (CG). 154 elderly chronic stroke patients successfully completed all the pretest, posttest and the follow-up. Patients in the YG and the YSG engaged in respective training for a duration of 8 weeks. The Hospital Anxiety and Depression Scale (HADS) served as the instrument for assessing levels of anxiety and depression. Data was analyzed using a repeated measures ANOVA. The results demonstrated that there was no significant difference in the pretest results among the study groups concerning depression (p=0.948) and anxiety (p=0.543). However, participation in a combined yoga and spirituality intervention led to a significant improvement in depression (p&lt;0. 05) and anxiety (p&lt;0. 05) during the posttest and follow-up compared to the yoga and control groups. Additionally, engaging in exercise resulted in a significant reduction in symptoms of depression (p&lt;0.05) and anxiety (p&lt;0.05) during the posttest and follow-up when compared to the control condition. Due to their practicality, ease of use, and safety, the integrating of yoga and spirituality can be assumed as an efficient strategy for enhancing the mental health of elderly stroke patients.
DOI: 10.17632/txpzxdbmns
title: Prediction of Caesarean Section delivery Data

description: The dataset comprises records from 1,163 observations, capturing various maternal health indicators, including age, blood pressure, blood sugar, body temperature, heart rate, and pregnancy history.

The average age of participants is 29 years, ranging widely from 2 to 70 years, suggesting that the dataset includes a diverse population, possibly from very young to older mothers.

In terms of blood pressure, the mean systolic pressure is 113 mmHg and the mean diastolic pressure is 76 mmHg, with respective standard deviations of 18 and 14. The central tendency (median) of systolic pressure is 120 mmHg, and that of diastolic pressure is 80 mmHg, indicating that most individuals fall within the normal blood pressure range. However, the maximum values of 200 mmHg (systolic) and 130 mmHg (diastolic) point to cases of hypertension among some participants.

The average blood sugar level is 8 mmol/L, with a minimum of 6 mmol/L and a maximum of 60 mmol/L, showing the presence of extreme outliers that may represent gestational diabetes or poorly controlled glucose levels.

Body temperature is relatively stable, averaging 98°F, with minimal variation (standard deviation of 2). This suggests that most participants had normal body temperatures during data collection.

The average heart rate is 74 beats per minute (bpm), ranging between 7 bpm and 90 bpm. The very low minimum value (7 bpm) may indicate a recording or data entry error, as such readings are physiologically implausible.

Lastly, the number of previous pregnancies (Gravida) ranges from 0 to 9, with a mean of 2, showing that most women had few previous pregnancies, while a few had many, indicating high variability in reproductive history within the dataset.
DOI: 10.17632/txpzxdbmns.1
title: Prediction of Caesarean Section delivery Data

description: The dataset comprises records from 1,163 observations, capturing various maternal health indicators, including age, blood pressure, blood sugar, body temperature, heart rate, and pregnancy history.

The average age of participants is 29 years, ranging widely from 2 to 70 years, suggesting that the dataset includes a diverse population, possibly from very young to older mothers.

In terms of blood pressure, the mean systolic pressure is 113 mmHg and the mean diastolic pressure is 76 mmHg, with respective standard deviations of 18 and 14. The central tendency (median) of systolic pressure is 120 mmHg, and that of diastolic pressure is 80 mmHg, indicating that most individuals fall within the normal blood pressure range. However, the maximum values of 200 mmHg (systolic) and 130 mmHg (diastolic) point to cases of hypertension among some participants.

The average blood sugar level is 8 mmol/L, with a minimum of 6 mmol/L and a maximum of 60 mmol/L, showing the presence of extreme outliers that may represent gestational diabetes or poorly controlled glucose levels.

Body temperature is relatively stable, averaging 98°F, with minimal variation (standard deviation of 2). This suggests that most participants had normal body temperatures during data collection.

The average heart rate is 74 beats per minute (bpm), ranging between 7 bpm and 90 bpm. The very low minimum value (7 bpm) may indicate a recording or data entry error, as such readings are physiologically implausible.

Lastly, the number of previous pregnancies (Gravida) ranges from 0 to 9, with a mean of 2, showing that most women had few previous pregnancies, while a few had many, indicating high variability in reproductive history within the dataset.
DOI: 10.17632/cdp9sxmn4c
title: Fatores sociodemográficos e clínicos associados ao tempo gasto sentado em pacientes hemodialíticos

description: Banco de dados da pesquisa intitulada "Fatores sociodemográficos e clínicos associados ao tempo gasto sentado em pacientes hemodialíticos", que teve como objetivo investigar a associação entre variáveis sociodemográficas e clínicas com o tempo gasto sentado por pacientes com insuficiência renal crônica em hemodiálise. Foi um estudo transversal, analítico, abordagem quantitativa, realizado em um hospital público de grande porte e alta complexidade. A coleta de dados foi realizada no setor Terapia Renal Substitutiva, com os pacientes renais crônicos que realizavam a modalidade de tratamento hemodiálise, entre os meses de junho a setembro de 2023. O comportamento sedentário, mensurado pelo tempo gasto sentado, foi avaliado utilizando-se o Questionário Internacional de Atividade Física. Como resultado, teve 108 participantes, com tempo sentado médio de 592,01 minutos por dia. Predominaram sexo masculino, cor da pele negra autodeclarada, ausência de companheiro(a), escolaridade do chefe da família até o fundamental II completo e indivíduos com renda mensal entre um e três salários mínimos. Grande parte da amostra apresentou hipertensão e doenças cárdio-cerebrovasculares. Houve diferença estatisticamente significativa ao comparar o nível de escolaridade do(a) chefe da família com o tempo sentado (p = 0,037) e dos entrevistados (p = 0,004).
DOI: 10.17632/cdp9sxmn4c.1
title: Fatores sociodemográficos e clínicos associados ao tempo gasto sentado em pacientes hemodialíticos

description: Banco de dados da pesquisa intitulada "Fatores sociodemográficos e clínicos associados ao tempo gasto sentado em pacientes hemodialíticos", que teve como objetivo investigar a associação entre variáveis sociodemográficas e clínicas com o tempo gasto sentado por pacientes com insuficiência renal crônica em hemodiálise. Foi um estudo transversal, analítico, abordagem quantitativa, realizado em um hospital público de grande porte e alta complexidade. A coleta de dados foi realizada no setor Terapia Renal Substitutiva, com os pacientes renais crônicos que realizavam a modalidade de tratamento hemodiálise, entre os meses de junho a setembro de 2023. O comportamento sedentário, mensurado pelo tempo gasto sentado, foi avaliado utilizando-se o Questionário Internacional de Atividade Física. Como resultado, teve 108 participantes, com tempo sentado médio de 592,01 minutos por dia. Predominaram sexo masculino, cor da pele negra autodeclarada, ausência de companheiro(a), escolaridade do chefe da família até o fundamental II completo e indivíduos com renda mensal entre um e três salários mínimos. Grande parte da amostra apresentou hipertensão e doenças cárdio-cerebrovasculares. Houve diferença estatisticamente significativa ao comparar o nível de escolaridade do(a) chefe da família com o tempo sentado (p = 0,037) e dos entrevistados (p = 0,004).
DOI: 10.17632/bd9bk8cjg7.1
title: SpecialNeedsParents_TT_Data

description: This dataset contains qualitative data from a study of parents and primary caregivers of children with special needs in Trinidad and Tobago. It captures their lived experiences, challenges, and the impact of caregiving on physical, mental, and emotional well-being.

Data were collected via semi-structured one-on-one interviews conducted virtually through Zoom. Participants (n=15) were recruited using purposive and snowball sampling through community organizations and advocacy groups. Inclusion criteria required active caregiving for children with special needs, including adult dependents. Interviews were audio-recorded with verbal informed consent, transcribed verbatim, and anonymized.

The dataset includes:

Raw_Data/: anonymized transcripts (.txt)

Coded_Data/: QDA Miner coding tables (.xlsx), thematic categories (.csv)

Analysis_Outputs/: theme summaries (.docx), code frequency visualizations (.png)

Documentation/: interview guide (.pdf), consent protocol (.txt), and README file

Data were analyzed using QDA Miner through thematic coding. Excerpts were coded, categorized, and synthesized into themes addressing research questions. This dataset provides comprehensive insights into caregiver stress, social support, and health impacts and can be reused for secondary qualitative analysis, cross-cultural studies, or methodological research.
DOI: 10.17632/z2t8xv34p7
title: Cohen's kappa-antihero

description: To provide greater reliability to the data, a Cohen's Kappa percentage agreement report was conducted. The result was 0.98%, and the analysis was included in Mendeley to offer a more transparent view. The precise result is the product of constant discussions about the definition of the codes and the researchers' previous studies, in which the data had already been analyzed.
DOI: 10.17632/z2t8xv34p7.1
title: Cohen's kappa-antihero

description: To provide greater reliability to the data, a Cohen's Kappa percentage agreement report was conducted. The result was 0.98%, and the analysis was included in Mendeley to offer a more transparent view. The precise result is the product of constant discussions about the definition of the codes and the researchers' previous studies, in which the data had already been analyzed.
DOI: 10.15468/dl.jq3jex
title: Occurrence Download

description: A dataset containing 242913 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hordeum murinum"
 ]
}

 The dataset includes 242913 records from 1853 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009927-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.