cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gdznxtx67p
title: Prosocial Appetite and Identity Signaling: Crowdfunding Behavioural Experiment Dataset

description: The dataset comprises evidence from three sequential randomized experiments conducted with a total of 901 U.S.-based participants who all had prior investment experience, ensuring relevance to real-world crowdfunding decision-making. Study 1 (n = 199) employed a 2×2 design manipulating entrepreneur sexual identity (LGBTQ vs. control) and investor political ideology (liberal vs. conservative). Study 2 (n = 252) replicated the identity manipulation with a new product context and used a continuous, multi-item measure of ideology (SECS). Study 3 (n = 450) added a second experimental factor—venture type (commercial vs. prosocial)—resulting in a 2×2 design with political ideology measured. Across all studies, participants evaluated a standardized crowdfunding pitch and provided judgments on organizational legitimacy, investment likelihood, and theoretically relevant controls.
Each study includes harmonized variables enabling both within-study and cross-study comparison. Key variables include manipulated identity cues, prosocial framing, political ideology, perceived legitimacy (measured through well-established scales), and investment likelihood using an incentive-compatible method. Additional controls include trust, attitude toward the entrepreneur, identification, and underdog perceptions. 
The dataset therefore captures a robust set of cognitive, evaluative, and attitudinal responses, allowing for rigorous testing of the proposed mechanisms—particularly the conditional and interactive effects underlying prosocial appetite depletion.
DOI: 10.17632/gdznxtx67p.1
title: Prosocial Appetite and Identity Signaling: Crowdfunding Behavioural Experiment Dataset

description: The dataset comprises evidence from three sequential randomized experiments conducted with a total of 901 U.S.-based participants who all had prior investment experience, ensuring relevance to real-world crowdfunding decision-making. Study 1 (n = 199) employed a 2×2 design manipulating entrepreneur sexual identity (LGBTQ vs. control) and investor political ideology (liberal vs. conservative). Study 2 (n = 252) replicated the identity manipulation with a new product context and used a continuous, multi-item measure of ideology (SECS). Study 3 (n = 450) added a second experimental factor—venture type (commercial vs. prosocial)—resulting in a 2×2 design with political ideology measured. Across all studies, participants evaluated a standardized crowdfunding pitch and provided judgments on organizational legitimacy, investment likelihood, and theoretically relevant controls.
Each study includes harmonized variables enabling both within-study and cross-study comparison. Key variables include manipulated identity cues, prosocial framing, political ideology, perceived legitimacy (measured through well-established scales), and investment likelihood using an incentive-compatible method. Additional controls include trust, attitude toward the entrepreneur, identification, and underdog perceptions. 
The dataset therefore captures a robust set of cognitive, evaluative, and attitudinal responses, allowing for rigorous testing of the proposed mechanisms—particularly the conditional and interactive effects underlying prosocial appetite depletion.
DOI: 10.17632/fg49y5dy7v.1
title: Digital Repression Index (updated 2024 data)

description: The data describes global patterns of digital repression from 2005-2024 and incorporates two composite indexes: a latent construct of digital repression and a latent construct of digital repression capacity. Key issues addressed by this data: Which countries are deploying digital repression techniques and how prevalent is their use? What is the relationship between regime type and digital repression? How might we understand the relationship between specific types of repression (violating political liberties, physical violence committed by the state, or curtailing private civil liberties) and digital repression? How does the deployment of individual components of digital repression differ by political system and regime type?
DOI: 10.17632/wfbnhy5gvw.1
title: DKS Datasets and Source Codes

description: 1. Five shells for running DKS on five standard real-world datasets: 
 shell-citeseer.py, shell-cornell.py, shell-wisconsin.py, shell-toy.py, and shell-video.py.
2. Four source codes, including DKS code, contaminated graph generation code, incomplete graph generation code, and query generation code.
3. Five standard real-world datasets from various domains:
(1) "CiteSeer" is a standard citation network dataset, where nodes represent documents, edges represent citation links, and keywords are the bag-of-words representation of papers. 
(2) "Cornell" and "Wisconsin" are two subdatasets of a webpage dataset collected from computer science departments of various universities, where nodes denote web pages, edges denote hyperlinks between nodes, and keywords are the bag-of-words representation of web pages. 
(3) "Toy" and "Video" are co-purchase networks. Their nodes denote the products, and the keywords are features of the product. An edge is built if two products are purchased by one customer.
DOI: 10.17632/2h686t9d3p.1
title: Does immigration affect native wages? A meta-analysis

description: Dataset and Stata codes prepared for the article "Does immigration affect native wages? A meta-analysis" published in Labour Economics: https://doi.org/10.1016/j.labeco.2025.102815
DOI: 10.17632/2y5nr64gc2
title: Breast Cancer Data

description: 272 breast cancer patients (as rows), 1570 columns.

Meta data includes patient info, treatment, and survival.

The original author of the data is Devi Ramanan. Visit the website https://data.world/deviramanan2016
DOI: 10.17632/2y5nr64gc2.2
title: Breast Cancer Data

description: 272 breast cancer patients (as rows), 1570 columns.

Meta data includes patient info, treatment, and survival.

The original author of the data is Devi Ramanan. Visit the website https://data.world/deviramanan2016
DOI: 10.15468/dl.5vtf2w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras agassizii",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033859-251025141854904/datasets/export for details.
DOI: 10.15468/dl.c7je48
title: Occurrence Download

description: A dataset containing 2433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heloridae"
 ]
}

 The dataset includes 2433 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033860-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9mpwgnw523
title: Raw data on leprosy neural assessment

description: Raw data on leprosy neural assessment
DOI: 10.17632/9mpwgnw523.1
title: Raw data on leprosy neural assessment

description: Raw data on leprosy neural assessment
DOI: 10.17632/gzr347pfdt
title: Model data for "Seasonal Variability of Semidiurnal Internal Tide from Mariana Arc"

description: Model data for work "Seasonal Variability of Semidiurnal Internal Tide from Mariana Arc", including conversion rates, energy fluxes, dissipation rates.
DOI: 10.17632/gzr347pfdt.1
title: Model data for "Seasonal Variability of Semidiurnal Internal Tide from Mariana Arc"

description: Model data for work "Seasonal Variability of Semidiurnal Internal Tide from Mariana Arc", including conversion rates, energy fluxes, dissipation rates.
DOI: 10.17632/x2rmfz95mf
title: VLAN Cheatsheet — Cisco CCNA Fundamentals

description: This VLAN cheatsheet provides a clear and structured overview of essential VLAN concepts for learners preparing for the Cisco CCNA certification.
It summarizes the core principles of VLAN segmentation and offers a visual reference to support lab work and exam preparation.

Included topics:

• VLAN segmentation and trunking illustrated through a simple topology
• Default VLAN behavior and VLAN ID ranges
• Configuration steps for VLAN creation and assigning access ports
• 802.1Q trunking, native VLAN configuration, and allowed VLAN lists
• Voice VLAN behavior using CDP advertisement
• DTP operating modes with an interaction matrix
• VTP modes and their operational characteristics
• Key verification and troubleshooting commands (show vlan, show interfaces trunk, reset commands)

The cheatsheet is designed as a compact visual reference to help students understand how VLANs operate in real lab environments such as Packet Tracer, EVE-NG, and GNS3. It focuses on accuracy, clarity, and alignment with CCNA fundamentals.

Additional learning resources are available at https://pingmynetwork.com/network/concepts/vlan-fundamentals
DOI: 10.17632/x2rmfz95mf.2
title: VLAN Cheatsheet — Cisco CCNA Fundamentals

description: This VLAN cheatsheet provides a clear and structured overview of essential VLAN concepts for learners preparing for the Cisco CCNA certification.
It summarizes the core principles of VLAN segmentation and offers a visual reference to support lab work and exam preparation.

Included topics:

• VLAN segmentation and trunking illustrated through a simple topology
• Default VLAN behavior and VLAN ID ranges
• Configuration steps for VLAN creation and assigning access ports
• 802.1Q trunking, native VLAN configuration, and allowed VLAN lists
• Voice VLAN behavior using CDP advertisement
• DTP operating modes with an interaction matrix
• VTP modes and their operational characteristics
• Key verification and troubleshooting commands (show vlan, show interfaces trunk, reset commands)

The cheatsheet is designed as a compact visual reference to help students understand how VLANs operate in real lab environments such as Packet Tracer, EVE-NG, and GNS3. It focuses on accuracy, clarity, and alignment with CCNA fundamentals.

Additional learning resources are available at https://pingmynetwork.com/network/concepts/vlan-fundamentals
DOI: 10.17632/yg7ms8rn37
title: Female Moths Incorporate Plant Acoustic Emissions into Their Oviposition Decision-Making Process

description: Codes and statistics of the above paper
DOI: 10.17632/yg7ms8rn37.1
title: Female Moths Incorporate Plant Acoustic Emissions into Their Oviposition Decision-Making Process

description: Codes and statistics of the above paper
DOI: 10.17632/4c34pxksb5.1
title: Accelerated Screening of Hydrogen Evolution Reaction Catalysts in Carbon Nanotube Materials Based on DFT Calculations and Machine Learning

description: We hypothesized that single-atom transition metal catalysts embedded in carbon nanotubes (CNT@TM) could achieve hydrogen evolution reaction (HER) performance comparable to platinum (Pt). The "(n, n) CNT@TM" folder contains the optimized structural models calculated using VASP, while the "HER" folder contains models for H atom adsorption calculations.
DOI: 10.17632/my5v9ygg7d
title: Calcium phosphates for bone tissue regeneration - influence of synthesis method on physicochemical and biological properties

description: This dataset contains raw and processed data related to the manuscript entitled "Calcium phosphates for bone tissue regeneration – influence of synthesis method on physicochemical and biological properties". The samples were obtained by three different wet precipitation methods, with varied reagent ratios and pH values. Data were collected to evaluate the influence of synthesis parameters on physicochemical properties and biocompatibility of calcium phosphate powders for bone tissue engineering applications.The dataset is provided to ensure transparency and reproducibility in accordance with open science principles.
DOI: 10.17632/my5v9ygg7d.1
title: Calcium phosphates for bone tissue regeneration - influence of synthesis method on physicochemical and biological properties

description: This dataset contains raw and processed data related to the manuscript entitled "Calcium phosphates for bone tissue regeneration – influence of synthesis method on physicochemical and biological properties". The samples were obtained by three different wet precipitation methods, with varied reagent ratios and pH values. Data were collected to evaluate the influence of synthesis parameters on physicochemical properties and biocompatibility of calcium phosphate powders for bone tissue engineering applications.The dataset is provided to ensure transparency and reproducibility in accordance with open science principles.
DOI: 10.17632/kd9y5z7hgy
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview 21PHHA6T

description: This package contains digital transcribed recordings (Cantonese to English) and interview reports from 45-minute semi-structured interviews with residents of a Hong Kong public high-rise. Each dataset is designated "Case". Data was conducted via digitally recorded semi-structured interviews, supplemented by observational notes, and then transcribed. These capture residents' spatial experiences, furniture arrangements, daily adaptations, and challenges in compact living. The qualitative data enables interpretation of super-tall, high-density housing conditions by revealing occupant behaviours, spatial preferences, and subjective interactions. Access is restricted for one year to anonymise personal information. The data is provided for future research examining housing behaviour in direct connection to spatial utilisation and user needs.
DOI: 10.17632/kd9y5z7hgy.3
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview 21PHHA6T

description: This package contains digital transcribed recordings (Cantonese to English) and interview reports from 45-minute semi-structured interviews with residents of a Hong Kong public high-rise. Each dataset is designated "Case". Data was conducted via digitally recorded semi-structured interviews, supplemented by observational notes, and then transcribed. These capture residents' spatial experiences, furniture arrangements, daily adaptations, and challenges in compact living. The qualitative data enables interpretation of super-tall, high-density housing conditions by revealing occupant behaviours, spatial preferences, and subjective interactions. Access is restricted for one year to anonymise personal information. The data is provided for future research examining housing behaviour in direct connection to spatial utilisation and user needs.
DOI: 10.17632/64gdkh8t2t
title: Supplementary material for immobilized beta-glucosidase

description: This dataset supports the study on the development of a robust and eco-friendly biocatalyst based on thermostable β-glucosidase immobilized on linen fabric. The β-glucosidase enzyme was immobilized using a covalent periodate-based method, with ethylenediamine-glutaraldehyde as a spacer to enhance performance. Two biocatalyst systems were developed and tested (Lf-β-glucosidase and LfEG-β-glucosidase). This dataset supports the study on the characterization of thermostable β-glucosidase immobilized on linen fabric for sustainable lactose hydrolysis and whey valorization. The supplementary materials include figures and tables related to enzyme purification and kinetic analysis. Supplementary Figure 1 presents the results of nickel affinity chromatography used for enzyme purification. Supplementary Figures 2 and 3 show the kinetic analysis of Lf-β-glucosidase. Supplementary Table 1 shows the effect of various concentrations of ethylenediamine on β-glucosidase immobilization. Supplementary Table 2 provides detailed kinetic and inhibitory parameters for both the free and immobilized forms of the enzyme. These data demonstrate the functional properties of the immobilized biocatalyst and support its potential for repeated use in dairy bioprocessing applications. All supplementary content corresponds to data referenced in the main manuscript.
DOI: 10.17632/64gdkh8t2t.4
title: Supplementary material for immobilized beta-glucosidase

description: This dataset supports the study on the development of a robust and eco-friendly biocatalyst based on thermostable β-glucosidase immobilized on linen fabric. The β-glucosidase enzyme was immobilized using a covalent periodate-based method, with ethylenediamine-glutaraldehyde as a spacer to enhance performance. Two biocatalyst systems were developed and tested (Lf-β-glucosidase and LfEG-β-glucosidase). This dataset supports the study on the characterization of thermostable β-glucosidase immobilized on linen fabric for sustainable lactose hydrolysis and whey valorization. The supplementary materials include figures and tables related to enzyme purification and kinetic analysis. Supplementary Figure 1 presents the results of nickel affinity chromatography used for enzyme purification. Supplementary Figures 2 and 3 show the kinetic analysis of Lf-β-glucosidase. Supplementary Table 1 shows the effect of various concentrations of ethylenediamine on β-glucosidase immobilization. Supplementary Table 2 provides detailed kinetic and inhibitory parameters for both the free and immobilized forms of the enzyme. These data demonstrate the functional properties of the immobilized biocatalyst and support its potential for repeated use in dairy bioprocessing applications. All supplementary content corresponds to data referenced in the main manuscript.
DOI: 10.15468/dl.wde985
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras arcuatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033863-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w2czvm725g
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 20PHSH1R
DOI: 10.17632/w2czvm725g.1
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 20PHSH1R
DOI: 10.17632/483mrnxr7m
title: Evaluating Climate-Resilient Food Systems Using ARDL Analysis: The role of Air Pollution, GHG Emissions, and Temperature Change in Bangladesh and China

description: Evaluating Climate-Resilient Food Systems Using ARDL Analysis: The role of Air Pollution, GHG Emissions, and Temperature Change in Bangladesh and China
DOI: 10.17632/483mrnxr7m.1
title: Evaluating Climate-Resilient Food Systems Using ARDL Analysis: The role of Air Pollution, GHG Emissions, and Temperature Change in Bangladesh and China

description: Evaluating Climate-Resilient Food Systems Using ARDL Analysis: The role of Air Pollution, GHG Emissions, and Temperature Change in Bangladesh and China
DOI: 10.34740/kaggle/dsv/13735632
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25345/c5w669n7j
title: MassIVE MSV000099907 - Ketogenic diet dampens excitatory neurotransmission by shrinking synaptic vesicle pools
title: Proteomic analysis of histone variants and post-translational modifications revealed significant changes in activating and repressive epigenetic marks in the hippocampus of ketogenic diet mice. These chromatin changes underlie transcriptional remodeling related to hippocampal neurotransmission, which in turn results in reduced synaptic vesicle pools
DOI: 10.5281/zenodo.17612234
title: Dataset: Detection of non-Gaussian quantum correlations through measurement-after-interaction protocols
DOI: 10.5281/zenodo.17612233
title: Dataset: Detection of non-Gaussian quantum correlations through measurement-after-interaction protocols
DOI: 10.15468/dl.sxubj3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras julii",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033864-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9zgkwwv9j8.2
title: Apple Disease Dataset

description: The dataset used in this study consists of images of Manalagi apples displaying a variety of visual conditions, both healthy and infected by diseases or damaged by pests. The data were collected from several apple orchards owned by local farmers in the Poncokusumo area, Malang Regency, Indonesia. Due to the high incidence of apple diseases in this region, discussions were conducted with farmers to identify the most common symptoms and types of damage affecting the harvest.

This dataset focuses on six visual categories of apples, including the healthy fruit class and five classes representing major diseases and pest damage commonly found in the field. All images were captured in different orchards across Poncokusumo using a combination of digital SLR cameras and smartphones, including Realme 9 Pro (16 MP main camera), Apple iPhone 13 (12 MP dual camera), and Samsung Galaxy S Series (64 MP main camera). The data collection process was carried out with the assistance of agricultural experts to ensure accuracy and validity.
DOI: 10.17632/x4nvpw6wyd
title: Ni and S Dominance in Shaping Iron Isotopic Compositions of Reduced Planetary Bodies

description: All experimental data
DOI: 10.17632/x4nvpw6wyd.1
title: Ni and S Dominance in Shaping Iron Isotopic Compositions of Reduced Planetary Bodies

description: All experimental data
DOI: 10.15468/dl.paak65
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras leucomelas",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033865-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j6yprhmsb4
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 19PHNS4B
DOI: 10.15468/dl.wj5aaw
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cajanus kerstingii",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 197 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033866-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j6yprhmsb4.1
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 19PHNS4B
DOI: 10.15468/dl.kxcmk3
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bembidion siculum breiti"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033861-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mj52wcrjm9
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 17PHNS3T
DOI: 10.17632/mj52wcrjm9.1
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 17PHNS3T
DOI: 10.17632/n69hhfz82p
title: Stenotrophomonas

description: Stenotrophomonas data set