cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8wksbry5cv.1
title: The Activation Trap: Why Top-Down Tourism Policy Fails in Nascent Destinations

description: This dataset was compiled for a qualitative study investigating the causes of developmental stagnation in Cilengkrang Village, Bandung Regency, Indonesia, a community officially designated by the government as a nascent tourism village. The research aims to analyse the preconditions necessary for the successful activation of the Pentahelix collaborative model (Government, Business, Community, Academia, and Media) within a pre-collaborative context. The data support the analysis that develops a new theoretical concept, the 'activation trap': a state of systemic inertia wherein a top-down policy fails to catalyse collaboration due to the absence of institutional readiness at the community level.

Data Collection Methodology
The data were gathered using a descriptive qualitative case study approach, employing a triangulation of methods to ensure validity and reliability. This comprised semi-structured, in-depth interviews with 15 purposively selected informants representing the five pillars of the Pentahelix (Government, Business, Community, Academia, and Media); passive participatory observation conducted over a three-month period to understand daily social interactions and economic structures; and an analysis of official documents.

Data Structure and Content
This dataset comprises primary and secondary qualitative data, organised into several folders. The /Guidance_Reports folder contains guidance and process reports that document observations and summarise interactions with stakeholders in Cilengkrang Village. The /Field_Notes folder contains notes from passive participatory observation, detailing social interactions and the economic conditions of the village. Finally, the /Documents folder holds digital copies of the public documents analysed in the research, such as the Regent's Decree and village planning documents.

Data Availability and Ethical Considerations
To protect the confidentiality and anonymity of the informants in accordance with research ethics standards, raw interview transcripts have not been made publicly available. The interview data analysed in the article were fully anonymised. The shared dataset (guidance reports, field notes, and public documents) does not contain any personally identifiable information.
DOI: 10.6084/m9.figshare.11310269.v5
title: Harmonised global datasets of wind and solar farm locations and power

description: Energy systems need decarbonisation in order to limit global
warming to within safe limits. While
global land planners are promising more of the planet’s limited space to wind
and solar photovoltaic, there is little information on where current
infrastructure is located. The majority of recent studies use land suitability for
wind and solar, coupled with technical and socioeconomic constraints, as a
proxy for actual location data. Here, we address this shortcoming. Using
readily accessible OpenStreetMap data we present, to our knowledge, the first
global, open-access, harmonised spatial datasets of wind and solar
installations. We also include user friendly code for enabling users to easily
create newer versions of the dataset. Finally, we include first order estimates
of power capacities of installations. We anticipate this data will be of
widespread interest within global studies of the future potential and
trade-offs associated with the global decarbonisation of energy systems.
DOI: 10.17632/rtvysk25zp
title: Model Data for "H-O-S fluid-induced breakdown of mantle wedge olivine"

description: Model data - pressure increases equilibrium compositions for HSC Chemistry
Model data - temperature increases equilibrium compositions for HSC Chemistry
Tabulated results of modeling
DOI: 10.17632/rtvysk25zp.1
title: Model Data for "H-O-S fluid-induced breakdown of mantle wedge olivine"

description: Model data - pressure increases equilibrium compositions for HSC Chemistry
Model data - temperature increases equilibrium compositions for HSC Chemistry
Tabulated results of modeling
DOI: 10.17632/vkgh8mbkbh
title: "Motivated with exercise" A phenomenological study on perspectives and experience of physiotherapy rehabilitation among patients with knee osteoarthritis

description: Knee osteoarthritis (OA) is a common degenerative disease cause global burden of disability. So, a qualitative study conducted on patients with knee OA about their views on what they perceived as knee OA and physiotherapy rehabilitation, lived experience of knee OA, and the factors which helps and hinders their physiotherapy rehabilitation. Radiographically diagnosed patients with knee OA aged between 40 years and 90 years were included. A semi-structured interviews were conducted individually according to their feasibility followed by purposive sampling technique. Thematic analysis was conducted for each Kellgren and Lawrence Grades 1-4 by following rigor methods. Four themes, and multiple subthemes were emerged. The study concluded that patients with knee OA could be treated with patient-centered physiotherapy care.
DOI: 10.48610/0cf26d7
title: Comparison of protein abundance

description: Supplementary dataset 1. Comparison of protein abundance in Methylococcus capsulatus Bath between N-limited condition and N-sufficient condition by the end of Stage I. Significant differences were determined using two-sided t-test and q-value.

Supplementary dataset 2. Comparison of protein abundance in Methylococcus capsulatus Bath between N-limited condition and N-sufficient condition by the end of Stage II. Significant differences were determined using two-sided t-test and q-value.

Supplementary dataset 3. Comparison of protein abundance in Methylosinus sp. LW4 between N-limited condition and N-sufficient condition by the end of Stage I. Significant differences were determined using two-sided t-test and q-value.


Supplementary dataset 4. Comparison of protein abundance in Methylosinus sp. LW4 between N-limited condition and N-sufficient condition by the end of Stage II. Significant differences were determined using two-sided t-test and q-value.
DOI: 10.17632/vkgh8mbkbh.1
title: "Motivated with exercise" A phenomenological study on perspectives and experience of physiotherapy rehabilitation among patients with knee osteoarthritis

description: Knee osteoarthritis (OA) is a common degenerative disease cause global burden of disability. So, a qualitative study conducted on patients with knee OA about their views on what they perceived as knee OA and physiotherapy rehabilitation, lived experience of knee OA, and the factors which helps and hinders their physiotherapy rehabilitation. Radiographically diagnosed patients with knee OA aged between 40 years and 90 years were included. A semi-structured interviews were conducted individually according to their feasibility followed by purposive sampling technique. Thematic analysis was conducted for each Kellgren and Lawrence Grades 1-4 by following rigor methods. Four themes, and multiple subthemes were emerged. The study concluded that patients with knee OA could be treated with patient-centered physiotherapy care.
DOI: 10.17632/yb7wftjchk.1
title: Merkel Cell Carcinoma Supplementary Data

description: Supplementary Materials for Comparative response patterns to immune checkpoint inhibition in Merkel cell carcinoma: A Merkel cell polyomavirus-stratified systematic review
DOI: 10.17632/c3nmbg9t34
title: Supplemental materials for "Shared Genetic Basis of Atherosclerosis Across Vascular Beds: Insights from Genomic Structural Equation Modeling".

description: Supplemental figures, tables, and files mentioned in Shared Genetic Basis of Atherosclerosis Across Vascular Beds: Insights from Genomic Structural Equation Modeling.
DOI: 10.6084/m9.figshare.27642735
title: Figures

description: Adobe Illustrator files of all figures.
DOI: 10.6084/m9.figshare.27642735.v1
title: Figures

description: Adobe Illustrator files of all figures.
DOI: 10.17632/c3nmbg9t34.1
title: Supplemental materials for "Shared Genetic Basis of Atherosclerosis Across Vascular Beds: Insights from Genomic Structural Equation Modeling".

description: Supplemental figures, tables, and files mentioned in Shared Genetic Basis of Atherosclerosis Across Vascular Beds: Insights from Genomic Structural Equation Modeling.
DOI: 10.17632/y6w8sznbrw.3
title: Replication Package for Reforming China’s Public Pension System: Fiscal Sustainability and the Challenge of Formality-Based Inequality

description: This directory contains data and files to reproduce numerical exercise and generate the figures and tables in the paper Reforming China’s Public Pension System: Fiscal Sustainability and the Challenge of Formality-Based Inequality

Authors: Han Gao and Bei Lu
DOI: 10.17632/8mdxxdkc3w
title: Supplementary Table 2: Frequency of Reported Qualitative Reasons for Preference (Total N=265)

description: For Manuscript "Improving Patient Comfort of Vibratory Anesthetic Devices with a Cotton Dampener: A Pilot Study"
DOI: 10.17632/x6bd9dpb3y.1
title: Supplementary Table 1. Demographic and Clinical Characteristics of the Study Sample (Total N=53)

description: For Manuscript "Improving Patient Comfort of Vibratory Anesthetic Devices with a Cotton Dampener: A Pilot Study"
DOI: 10.60873/fk2/jeym0j
title: Recife RM - Passageiros Ônibus [2024-2025]

description: Dados diários sobre o número bruto de passageiros transportados no sistema de ônibus municipal e intermunicipal da Região Metropolitana do Recife (PE). Dados diários identificados pelo código da linha e nome da empresa responsável.
DOI: 10.17632/8mdxxdkc3w.1
title: Supplementary Table 2: Frequency of Reported Qualitative Reasons for Preference (Total N=265)

description: For Manuscript "Improving Patient Comfort of Vibratory Anesthetic Devices with a Cotton Dampener: A Pilot Study"
DOI: 10.17632/vgv3xnrsj7
title: Supplementary Table 3. Word2Vec Clusters of Qualitative Reasons for VAD Preference

description: For Manuscript "Improving Patient Comfort of Vibratory Anesthetic Devices with a Cotton Dampener: A Pilot Study"
DOI: 10.17632/vgv3xnrsj7.1
title: Supplementary Table 3. Word2Vec Clusters of Qualitative Reasons for VAD Preference

description: For Manuscript "Improving Patient Comfort of Vibratory Anesthetic Devices with a Cotton Dampener: A Pilot Study"
DOI: 10.17632/8j9pyn9rvy.1
title: Real-World Efficacy and Safety of Upadacitinib for the Treatment Alopecia Areata: A Systematic Review and Meta-Analysis

description: Our dataset comprises 33 studies including 136 patients with alopecia areata (AA) treated with upadacitinib across case reports, case series, and cohort studies. Patients had a mean age of 27.8 years (55.1% female), with predominantly severe disease (baseline SALT 77.1). Treatment regimens varied, with both low-dose (≤15 mg/day) and high-dose (≥30 mg/day) upadacitinib administered for an average of 24 weeks. Analyses incorporated subgroups by age, dosing, and prior JAK inhibitor exposure. The primary outcome was change in SALT score, complemented by achievement of thresholds (SALT50, SALT75, SALT90, SALT100, SALT≤20). Overall, upadacitinib led to a substantial pooled SALT reduction (−68.5), with comparable efficacy across age groups, dosing regimens, and prior JAKi exposure. In patients with severe AA, pooled outcomes showed a −79.9 mean reduction and high rates of clinically meaningful responses (SALT50: 94%; SALT≤20: 89%). In the 15 mg/day subgroup, improvements were more modest, with a −60.5 mean reduction and 24% complete regrowth (SALT100). Adverse events were reported in about one-third of patients, all mild and not requiring discontinuation, supporting an overall favorable safety profile.
DOI: 10.17632/92y6j59nh2
title: Upper Hair Follicle Transplantation Combined With 308 nm Excimer Laser for Refractory Vitiligo: A Promising Therapeutic Approach

description: Supplemental material of the article "Upper Hair Follicle Transplantation Combined With 308 nm Excimer Laser for Refractory Vitiligo: A Promising Therapeutic Approach"
DOI: 10.17632/92y6j59nh2.1
title: Upper Hair Follicle Transplantation Combined With 308 nm Excimer Laser for Refractory Vitiligo: A Promising Therapeutic Approach

description: Supplemental material of the article "Upper Hair Follicle Transplantation Combined With 308 nm Excimer Laser for Refractory Vitiligo: A Promising Therapeutic Approach"
DOI: 10.17632/2d32z76stc
title: Medical Student Perspectives on the Medical Humanities: Transcripts of Focus Groups of Students at the Perelman School of Medicine

description: An emerging area of research has focused on medical student attitudes and beliefs about the arts and humanities and the role of these disciplines in medical education. These studies have investigated cohorts of European and Canadian medical students, but there is significantly less understanding of US medical student perspectives. To begin to address these gaps in the literature, we conducted focus groups of students at the Perelman School of Medicine at the University of Pennsylvania to characterize the attitudes, beliefs and experiences of students regarding the arts and humanities, with the goal of contributing to the broader understanding of role of the arts and humanities in the education of US medical students.
DOI: 10.17632/2d32z76stc.1
title: Medical Student Perspectives on the Medical Humanities: Transcripts of Focus Groups of Students at the Perelman School of Medicine

description: An emerging area of research has focused on medical student attitudes and beliefs about the arts and humanities and the role of these disciplines in medical education. These studies have investigated cohorts of European and Canadian medical students, but there is significantly less understanding of US medical student perspectives. To begin to address these gaps in the literature, we conducted focus groups of students at the Perelman School of Medicine at the University of Pennsylvania to characterize the attitudes, beliefs and experiences of students regarding the arts and humanities, with the goal of contributing to the broader understanding of role of the arts and humanities in the education of US medical students.
DOI: 10.17632/ghpy6kdhx5.1
title: Ransomware Printable Character N-gram Feature Dataset

description: This dataset was generated for the academic research paper titled "Zero-Day Ransomware Family Detection Based on Printable Character Analysis and Machine Learning", published in the Electronic Journal of Scientific Initiation in Computing (Revista Eletrônica de Iniciação Científica em Computação – REIC), vol. 23 (2025), doi: http://doi.org/10.5753/reic.2025.6021.

It contains structural features in the form of 3-, 4-, and 5-gram printable characters extracted from 2,675 binary executable samples. The training and validation set consists of 2,157 samples (80%): 1,023 ransomware samples from 25 relevant families and 1,134 goodware samples. The testing set consists of 518 samples (20%): 385 ransomware samples from 15 recent families and 133 goodware samples.

The CSV file columns are sample ID, filename, target class (RG), family ID, and numerical columns ( binaryfeatures), as follows:
 | ID | filename | RG | family | 2000 Features |
Training Goodware | 10000 to 11133 | Their name.exe | 0 | 0 | Binary features |
Testing Goodware | 12000 to 12132 | Their name.exe | 0 | 0 | Binary features |
Training Ransomware | 20000 to 21022 | Their SHA-256 hash | 1 | 1-25 family IDs | Binary features |
Testing Ransomware | 22000 to 22384 | Their SHA-256 hash | 1 | 26-40 family IDs | Binary features |


Family IDs:
Avaddon 1
Babuk 2
Blackmatter 3
Conti 4
Darkside 5
Dharma 6
Doppelpaymer 7
Exorcist 8
Gandcrab 9
Lockbit 10
Makop 11
Maze 12
Mountlocker 13
Nefilim 14
Netwalker 15
Phobos 16
Pysa 17
Ragnarok 18
RansomeXX 19
Revil 20
Ryuk 21
Stop 22
Thanos 23
Wastedlocker 24
Zeppelin 25

AvosLocker 26
BianLian 27
BlackBasta 28
BlackByte 29
BlackCat 30
BlueSky 31
Clop 32
Hive 33
HolyGhost 34
Karma 35
Lorenz 36
Maui 37
Night Sky 38
PlayCrypt 39
Quantum 40
DOI: 10.17632/m4h6zdsh79
title: WinterCropWeedDB-Sample: A Benchmark Dataset for Weed Classification in Winter Crops

description: This repository provides a sample version of the WinterCropWeedDB dataset, designed for weed classification research in winter crop fields. The complete dataset contains 1136 high-resolution images of six major winter crops (Wheat, Chickpea, Pea, Lentil, Mustard, Grass Pea) and four prevalent weed species (Common Vetch, Lesser Canary Grass, Goosefoot, Euphorbia Clementei).

In this sample release, we provide:
35 images per crop class
20 images per weed class

The images were collected directly from winter crop fields in Bilaspur and Mungeli districts, Chhattisgarh, India, using a 50 MP smartphone camera in Pro Mode under diverse lighting conditions (sunlight, shade) and camera perspectives to reflect real-world variability.

This subset provides a structured, annotated, and high-resolution resource that can be used for testing classification models, developing machine learning pipelines, or conducting preliminary research in weed detection, smart spraying, and sustainable crop management.

⚠️ Note: This is a sample release. The full dataset of 1136 images will be made available in future versions.

Data format: images.zip → Contains all images in .jpg format, organized by class folders
Use cases: Crop–weed classification, precision agriculture, machine learning benchmarking
Geographic Location: Bilaspur & Mungeli, Chhattisgarh, India

Value of the Data (Sample Version):

-Offers an initial benchmark for model testing and reproducibility

-Supports machine learning applications in smart agriculture

-Demonstrates variability in lighting, angle, and crop–weed morphology
DOI: 10.17632/m4h6zdsh79.1
title: WinterCropWeedDB-Sample: A Benchmark Dataset for Weed Classification in Winter Crops

description: This repository provides a sample version of the WinterCropWeedDB dataset, designed for weed classification research in winter crop fields. The complete dataset contains 1136 high-resolution images of six major winter crops (Wheat, Chickpea, Pea, Lentil, Mustard, Grass Pea) and four prevalent weed species (Common Vetch, Lesser Canary Grass, Goosefoot, Euphorbia Clementei).

In this sample release, we provide:
35 images per crop class
20 images per weed class

The images were collected directly from winter crop fields in Bilaspur and Mungeli districts, Chhattisgarh, India, using a 50 MP smartphone camera in Pro Mode under diverse lighting conditions (sunlight, shade) and camera perspectives to reflect real-world variability.

This subset provides a structured, annotated, and high-resolution resource that can be used for testing classification models, developing machine learning pipelines, or conducting preliminary research in weed detection, smart spraying, and sustainable crop management.

⚠️ Note: This is a sample release. The full dataset of 1136 images will be made available in future versions.

Data format: images.zip → Contains all images in .jpg format, organized by class folders
Use cases: Crop–weed classification, precision agriculture, machine learning benchmarking
Geographic Location: Bilaspur & Mungeli, Chhattisgarh, India

Value of the Data (Sample Version):

-Offers an initial benchmark for model testing and reproducibility

-Supports machine learning applications in smart agriculture

-Demonstrates variability in lighting, angle, and crop–weed morphology
DOI: 10.17632/6ncchrxvv5
title: Web Accessibility Evaluation Dataset

description: The zip file contains clean and raw data. We recommend using "Uni_catagory_analysis.sav" or Scores_Uni_catagiry excell file. Raw data avilable in the test data 2022 and 2nd round udit file. The raw data and screenshots for phase-1 are available in the 2022 audit data file. For the second phase, the screenshots are inside another zip folder.
DOI: 10.17632/6ncchrxvv5.1
title: Web Accessibility Evaluation Dataset

description: The zip file contains clean and raw data. We recommend using "Uni_catagory_analysis.sav" or Scores_Uni_catagiry excell file. Raw data avilable in the test data 2022 and 2nd round udit file. The raw data and screenshots for phase-1 are available in the 2022 audit data file. For the second phase, the screenshots are inside another zip folder.
DOI: 10.17632/hhzj75rc36.1
title: Data: ReFi tokens as climate-finance assets

description: Research data used in the empirical analysis
DOI: 10.17632/c8zgxzmvy6
title: Simulation_Dataset

description: This dataset collects simulation data on pedestrian evacuation at different temperatures, comprising six subsets: Initial_Scenario, Pedestrian_Distribution, Exit_Capacity, Exit_Layout, Exit_Obstacles, and Real-World Case.
DOI: 10.17632/c8zgxzmvy6.1
title: Simulation_Dataset

description: This dataset collects simulation data on pedestrian evacuation at different temperatures, comprising six subsets: Initial_Scenario, Pedestrian_Distribution, Exit_Capacity, Exit_Layout, Exit_Obstacles, and Real-World Case.
DOI: 10.17632/yfpfvktrxn
title: Additional files for article "Proteomics and RR-PTC"

description: Additional file 1. STROBE Statement—Checklist of items that should be included in reports of case-control studies.
Additional file 2. Approving letter from IEC (original and translated version).
Additional file 3. Calculation files and additional data.
DOI: 10.17632/yfpfvktrxn.4
title: Additional files for article "Proteomics and RR-PTC"

description: Additional file 1. STROBE Statement—Checklist of items that should be included in reports of case-control studies.
Additional file 2. Approving letter from IEC (original and translated version).
Additional file 3. Calculation files and additional data.
DOI: 10.17632/ghwfp59jxw
title: in-store display

description: 289 responses were collected online from January 21st to February 13th, 2025. Items measured in-store displays, emotional responses, and unplanned purchases, and demographics (gender, age, education level, occupation, and monthly income). The scale for measuring in-store displays is adapted from Vrechopoulos et al. (2004) and incorporates three key constructs: perceived usefulness, ease of use, and entertainment. The scale of emotional response is adopted from Plutchik's eight basic emotion categories (Bowman et al., 2006; Plutchik, 1980). To measure unplanned purchases, this study adopted items from Saleh (2012) which to assess the frequency and nature of unplanned buying behavior in retail environments.
DOI: 10.17632/ghwfp59jxw.1
title: in-store display

description: 289 responses were collected online from January 21st to February 13th, 2025. Items measured in-store displays, emotional responses, and unplanned purchases, and demographics (gender, age, education level, occupation, and monthly income). The scale for measuring in-store displays is adapted from Vrechopoulos et al. (2004) and incorporates three key constructs: perceived usefulness, ease of use, and entertainment. The scale of emotional response is adopted from Plutchik's eight basic emotion categories (Bowman et al., 2006; Plutchik, 1980). To measure unplanned purchases, this study adopted items from Saleh (2012) which to assess the frequency and nature of unplanned buying behavior in retail environments.