cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bct8jw3893
title: Data for: The distribution of long-chain n-alkan-2-ones in peat can be used to infer past changes in pH

description: Long-chain n-alkan-2-ones are biomarkers ubiquitous in peat deposits, however, their paleoenvironmental significance lacks constraints. Here we evaluate the influence pH exerts on the occurrence of long-chain n-alkan-2-ones in peat. A comparison of the distribution in a collection (n= 65) of modern peat samples with different pH (pH values 4.4-8.6) from China demonstrates that their distribution is significantly different between acid and alkaline peat. This difference can be explained by the pH control on the conversion of n-alkan-2-one precursor compounds (n-alkanes and fatty acids). Transfer functions between pH and n-alkan-2-one ratios were established using linear and logarithmic regression models. We then applied these proxies to reconstruct variations of paleo-pH in the Dajiuhu peat sequence to identify the history of peatland acidification over the last 13 kyr. We find significant changes in paleo-pH during the deglaciation/early Holocene and related these to times of dry climate in the region. The drought-induced peat acidification is supported by observations from modern drying events in the peatland. We propose that long-chain n-alkan-2-ones in peats have potential to trace paleo-pH changes across the deglaciation and Holocene, although further research from different peatlands and time periods is still needed.
DOI: 10.17632/gxvckb8nt2
title: Content analysis of National Olympic Committees Websites and Facebook pages

description: This dataset describes how National Olympic Committees (NOCs) use the web (i.e., the corporate website and the Facebook page) within the framework of dialogic communication. 
Obtained data is the result of a manual content analysis of 93 NOCs' website & Facebook page.
DOI: 10.17632/rn39rn49mj
title: Socio-economic and demographic data of Henan Province, China, 2010&2020

description: This study examined the county-level administrative regions in the province of Henan from 2010 to 2020. The relevant data on the floating population and socio-economic development come from the sixth and seventh national censuses (2010 and 2020, respectively), the Henan Statistical Yearbook, the China Statistical Yearbook for the regional economy, and the National Bureau of Statistics annual statistics. The floating population is defined as migrants who have been residing in one county for over six months and have not moved to a new place of household domicile. In this study, the migrant population in input areas was counted as positive, while the output areas were negative. 
In this study, counties and provincial municipalities are taken as the basic units. Due to the high mobility of the population within the same municipal district and the difficulty of counting the data, this paper combines the prefectural municipal districts as one research unit. Notably, since 31 December 2019, Huaiyang County has been part of Zhoukou City.
The dataset includes the regional household population, the resident population, and the floating population. In addition, Gross Domestic Product (GDP) was used to demonstrate the scale and level of regional economic development. The average wage of employed persons (WAGE) was used to indicate the local wage level. The secondary industry as a share of GDP(SECO) was used to indicate the industrial structure. Local government general budgetary expenditure per capita (EXPEN) represents the effect of the government on economic development, reflecting the general level of public services and social welfare. Per capita education expenditure (EDU) to indicate the education level. The number of qualified doctors to indicate medical service quality.
In this study, the influence of the independent variables was first assessed using the OLS model. In addition, variables with significance levels of over 5% and multicollinearity issues were eliminated from the OLS model. Finally, an analysis of the spatially varying relationship between floating populations and potential influencing factors is presented in this study using the GWR model by ArcGIS 10.2.
DOI: 10.6084/m9.figshare.28822925.v1
title: Manuscript Data

description: The dataset provides empirical support for the manuscript focusing on the core themes of AI literacy, AI awareness, and innovative work behavior among designers.
DOI: 10.17632/2rnnz5nz74
title: Data on OCT and Fundus Images

description: The dataset is comprised of 50 OCT and Fundus images which included health and glaucomatous images. Annotation of Cup to disc ratio (CDR) was performed by four ophthalmologist are provided in excel file.
DOI: 10.17632/cy3d9vr2f4
title: Prevalence of depression, stress and anxiety in students.

description: The objective of this study was to assess prevalence of depression, anxiety and stress among college going physiotherapy students. This was an online survey and the sample was collected using DASS-21 through google forms. The sample size was calculated through a formula by putting p value and calculated sample size was 140. After sample collection result was obtained by DASS-21 scoring and it revealed the prevalence of anxiety was extremely severe among undergraduates.
DOI: 10.17632/pf4stttnrg
title: Dataset of Real Estate Security Token Offerings and the Secondary Market: Driven by Crypto Hype or Fundamentals?

description: This is the dataset to the paper: Julia Kreppmeier, Ralf Laschinger, Bertram I. Steininger, Gregor Dorfleitner; Real estate security token offerings and the secondary market: Driven by crypto hype or fundamentals?, Journal of Banking & Finance, Volume 154, 2023, 106940, ISSN 0378-4266, https://doi.org/10.1016/j.jbankfin.2023.106940.
It contains all information about the real estate tokens (such as: Rent_Per_Token_per_year, Token_Price, Total_Tokens , Property_Type, Construction_Year, Neighborhood etc.) as well as the corresponding blockchain transactions on the Ethereum and xDai blockchain. The properties and the corresponding transactions are connected via an ID identifier. All other variables used within the paper as control variables can be publicly accessed. The data presented here can also be accessed via public APIs. 
Please cite the paper as well as this document if the data is used. A detailed framework for the calculations stemming from the data can be found in the paper. The paper is open access and can be found here: https://www.sciencedirect.com/science/article/pii/S0378426623001450
DOI: 10.17632/ny3h2739hg
title: Tensile performance data of 3D printed MMJ composite samples

description: This repository contains force-displacement data of ASTM Type V tensile samples created using MMJ 3D printing. The samples are composites of two MMJ printing materials, one rigid (Vero) and the other soft (Agilus30). The composite geometries include solid materials, blends, sandwiched three-layer samples, and multi-layer samples. All samples were printed using a Stratasys J750 printer with the longest dimension oriented in the "X" direction. A TestResources Nano fatigue testing machine and testing rate of 10mm/min was used for all tensile tests. The "Solid_dogbone_typeV.stl" sample was used to create the solid material samples and the blends.
- The zip file "Raw_data_all.zip" contains the machine force-displacement output for all samples.
- The "Supplementary_materials.docx" file contains information matching the sample prefixes from the zip file data to the materials used to create the sample.
- The "3D_models_stl.zip" file contains mesh files for each sample type.
DOI: 10.17632/35nvbpfggx
title: Data for: A Morphological Evaluation of Crater Degradation on Mercury: Revisiting Crater Classification with MESSENGER Data

description: Database of classified craters including center point latitude and longitude, diameter (km), and degradation class. Craterstats output files used to generate Figure 6.
DOI: 10.17632/v9pjy3zxtz
title: THE TRADITION OF 'BELIS' IN MARRIAGE IN THE DAWAN TRIBE IN TIMOR AND THE ROLE OF THE CATHOLIC CHURCH IN PRESERVING IT

description: Belis is a tradition that is carried out before the official marriage is carried out. Generally, the Belis tradition exists in all areas in the province of East Nusa Tenggara – Indonesia. Belis has noble values and a form of respect for women as well as the unification of the two families, namely the families of the bride and groom. In reality, Belis has experienced a shift in meaning, it is considered a burden because it is considered too excessive and not following tradition. However, Belis is still maintained. The Belis tradition is usually held before marriage is legalized by religion and the state. Based on interviews with parish priests, the Catholic Church is not against the Belis tradition. The Catholic Church remains on its main mission, which is to proclaim the kingdom of God. Customary traditions need to be maintained as long as they do not conflict with the noble values of the Catholic Church's Marriage Tradition. The Catholic Church is not against the Belis tradition, but on the other hand, the Church will still provide the Sacrament of Marriage for couples who are about to get married. This is done so that the couple does not have difficulties in administrative arrangements with the government. Traditional leaders and community leaders say that in the Belis tradition what is built is communication and deliberation. Belis is considered expensive and usually comes from the view of people or third parties who are not involved in it. He pointed out that Belis was an agreement between the two parties and not a unilateral decision. So, what is lived in the Belis tradition is not the habit of materialism. That is why the Belis tradition is still alive even though people are familiar with the religion. Belis also basically does not conflict with the teachings of faith, especially the Catholic faith.
DOI: 10.17632/z6dfjh596r
title: WheelSimPhysio-2023

description: WheelSimPhysio-2023 dataset with implicit, explicit and performance data. The Implicit is the physiological responses throughout all the states of the experiment. Explicit measures are questionnaires and rating scales collected via the post-experience feedback phase. The performance metrics included joystick events, time to complete and the number of collisions that were captured inside the application. These metrics are widely used in the Quality of Experience evaluations.
DOI: 10.17632/928csnb25f
title: Anthropometry of elite soccer players

description: anthropometric data
DOI: 10.17632/gfdrxrsjnc
title: RAW DATA ON CONCENTRATION IN MUNICIPALITY OF PECINCI, SERBIA

description: The presented data is a part of a novel, developing approach of data integration for sustainable planning of central activities at the spatial planning level, based on a case study of the Plan of Central Activities for the Municipality of Pecinci in Serbia, published in “Data set on centrality in Municipality of Pecinci, SERBIA”, Mrdjenovic, Tatjana (2024), Mendeley Data, V1, doi: 10.17632/p69pbypd78.1. The current theories and practice of planning central activities in Serbia use mostly functional factors of network flow and graphs; however, this method seeks to improve present practice in data usage towards the sustainable development of central activities and integrative central places using morphological aspects of centrality, i.e., their pattern of local nodality using qualitative and quantitative measures for their development. 

The Alphanumeric data in Sheet 1 present raw data on concentration for generating centrality in Municipality of Pecinci. The data was acquired manually by using the number lot as a key for the data on the surface, kind of usage, and type of ownership for each settlement from the official source E-Cadastre https://katastar.rgz.gov.rs/eKatastarPublic/publicaccess.aspx. Both lot number and lot surface were provided at the official base map in CAD format. Alfa numeric data was merged with spatial data later using GIS. All figures and images connected to this data was made using open-source GIS software. The data can be used as a model for measuring centrality in the process of spatial and urban planning.
DOI: 10.17632/pfnfzrmrg7
title: Sorghum Plants Labeled 3D LiDAR Point Cloud Data

description: Point-wise annotation was conducted on input point clouds to prepare a labeled dataset for segmenting different sorghum plant-organ. Each sorghum plant's leaf, stem, and panicle were manually labeled in 0, 1, and 2, respectively, using the segment module of the CloudCompare software.
DOI: 10.17632/8my2tbxkpg
title: Aerobic glycolysis promotes tumor immune evasion by hexokinase 2-mediated phosphorylation of IκBα

description: This data includes all the uncropped blots images and raw data for the columns in all figures.
DOI: 10.17632/44bsf2d74g
title: Processed MT data for: The interaction between active crustal faults and volcanism: A case study of the Liquiñe-Ofqui Fault Zone and Osorno volcano, Southern Andes, using magnetotellurics

description: Apparent resistivity and phase curves of measured and modeled data in all the measured sites.
DOI: 10.17632/83rhybcskx
title: Vehicle Routing Problem Instances for Comparing Sub-terminal Operational Models

description: Vehicle Routing Problem Instances for Comparing Sub-terminal Operational Models

Data Abstract:

The problem instances consist of the following scenarios:
- Case-studied delivery sub-terminals: terminal_B (end-chute numbers 1-2 and 3-5 separately), terminal_S
- Differences in the number of delivery truck stops: -0%, -20%, -40%, -60%, -80%
- Differences in delivery service time in seconds (average service time per parcel): 0 (-120s), -15 (-105s), -30 (-90s), -45 (-75s), -60 (-60s)
- Number of trucks per each end-chute: 1 each, 2 each, 3 each, 4 each, 5 each
- Delivery sub-terminal operational model: AS-IS, TO-BE

For each scenario (instance):
- Demand.csv: For each delivery location, index, number of parcels to be delivered (multiplied by 100), service time required, and round number
- Vehicle.csv: For each delivery vehicle, vehicle name (id), number of parcels to be loaded (multiplied by 100), and round number
- Matrix_Distance.csv: NxN distance matrix
- Matrix_Time.csv: NxN time matrix
(*Number of deliveries is multiplied by 100 in order to keep the number integer)

The vehicle routing problem solution is provided in _Solution.csv for each scenario (instance):
- Total distance: Summed travel distance of the delivery vehicles
- Total time: Summed travel time and service time of the delivery vehicles
- Total time travel: Summed travel time of the delivery vehicles
- Total time service: Summed service time of the delivery vehicles
- Round: Round number for the vehicle route
- VehId: Vehicle name (id) for the vehicle route
- VehStops: Visiting node indices for the vehicle route
- VehBoxes: Number of parcels for the vehicle route
- VehDistance: Travel distance for the vehicle route
- VehTime: Travel time and service time for the vehicle route
- VehTimeTravel: Travel time for the vehicle route
- VehTimeService: Service time for the vehicle route
DOI: 10.17632/mwdf2s328d
title: BEANS

description: The dataset consists of over 500 images of beans (Phaseolus vulgaris L), categorized into two classes: "good" and "bad." These images were captured using a Realme Narzo 20 Pro mobile camera against a black background under daylight conditions.

**Data Description:**

1. **Classes:**
 - Good: Represents healthy beans showcasing desirable characteristics such as uniform color, shape, and absence of defects, blemishes, or signs of damage or disease.
 - Bad: Encompasses beans exhibiting signs of damage, disease, or other undesirable traits such as discoloration, mold, deformities, or pest infestation.

2. **Image Collection:**
 - The dataset comprises over 500 images, with a substantial number representing both good and bad instances of beans.
 - Images were captured under consistent daylight conditions to ensure uniformity and minimize environmental variability.
 - A black background was utilized to enhance bean visibility and isolate the subject.

3. **Data Source:**
 - Images were captured using a Realme Narzo 20 Pro mobile camera, ensuring consistent image quality and resolution across the dataset.
 - Daylight conditions were chosen to provide natural lighting, reducing artificial effects on bean appearance.

4. **Annotation:**
 - Each image is labeled according to its class (good or bad), facilitating supervised learning tasks.
 - Annotations may include bounding boxes or masks outlining the bean area to aid in localization tasks.

5. **Data Preprocessing:**
 - Preprocessing techniques such as resizing, normalization, and background removal may have been applied to the images to enhance model performance and reduce computational complexity.
 - Metadata such as image resolution, format, and capture settings may accompany the dataset for reference.

6. **Data Distribution:**
 - The dataset maintains a balanced distribution between good and bad beans, ensuring equal representation of both classes.
 - Randomization techniques may have been employed during data collection and organization to mitigate biases in model training.

7. **Potential Applications:**
 - The dataset can be utilized for various machine learning tasks, including classification, object detection, and image segmentation, particularly in agricultural applications.
 - Applications may include automated sorting systems for bean quality control, disease detection, and yield optimization.

8. **Limitations:**
 - Despite efforts to ensure data consistency and quality, variations in lighting conditions, camera angles, and bean orientation may introduce some degree of variability.
 - The dataset primarily focuses on beans of the Phaseolus vulgaris L variety and may not generalize well to other bean varieties or environmental conditions.
DOI: 10.25442/hku.28978565.v1
title: Supporting data for Using music-mediated intergroup contact in a practical design to promote outgroup attitude and empathy of high socioeconomic status (SES) secondary students for low SES primary students.

description: This dataset is created to support the research thesis titled 'Using music-mediated intergroup contact in a practical design to promote outgroup attitude and empathy of high socioeconomic status (SES) secondary students for low SES primary students'. This research thesis aims to develop an innovative implicit measure of SES-related attitude for adolescents, and examine the effectiveness of a music-mediated intergroup contact intervention in promoting outgroup SES-related attitudes of high SES secondary students towards lower SES primary students. To ensure the data quality, this research also embraced partition analysis to deal with the data interpretation dilemma and shed light on future social science studies to consider partitioning the incomparable datasets into homogeneous categories for valid data interpretation. This dataset includes data from the pilot study and studies 1-3 for the research thesis 'Using music-mediated intergroup contact in a practical design to promote outgroup attitude and empathy of high socioeconomic status (SES) secondary students for low SES primary students'.The pilot study data, with a sample size of 5, corresponds to Chapter 4, study 1 data, with a sample size of 328, corresponds to Chapter 5, study 2 data, with a sample size of 275 corresponds to Chapter 6, and study 3 data, with a sample size of 36, corresponds to Chapter 7 in the submitted thesis. The targeted participants are secondary students from Hong Kong Direct Subsidy Schools.
DOI: 10.17632/dzz48mvjht
title: Cardiovascular_Disease_Dataset

description: This heart disease dataset is acquired from one o f the multispecialty hospitals in India. Over 14 common features which makes it one of the heart disease dataset available so far for research purposes. This dataset consists of 1000 subjects with 12 features. This dataset will be useful for building a early-stage heart disease detection as well as to generate predictive machine learning models.
DOI: 10.17632/4xjzvmbtd6
title: Data for: A dynamic model of real-financial markets interaction

description: MATLAB replication files.
DOI: 10.17632/fcnp6vn9rg
title: VIP_research focus

description: The database is the result of a study evaluating past research focus and trends on vacuum insulation panels (VIPs), with an emphasis on environmental and economic studies for building applications. Altogether 423 research documents are amassed in the database. In addition to publication information (publication type, author list, article and source title, DOI/URL and abstract), the database contains specific information regarding the research focus. The database splits documents in the groups:
• PRODUCT – documents focused on basic VIP research or fundamental research regarding their elements (core materials, barrier envelope, etc.). 
• BUILDING – documents related to research on VIPs in the context of building applications. 
• OTHER – documents researching VIPs in applications unrelated to buildings (e.g., cold chain, thermal energy storage, etc.).
The BUILDING group enables to filter the documents based on the studied building application and research topic, while the OTHER group enables filtering based on the research focus (e.g. refrigerator application). Finally, all documents researching VIPs' environmental and economic impact in the context of building applications are listed separately.
DOI: 10.17632/cxf68w4zwb
title: Dataset for "Assessing the motivational value of infant video clips on chimpanzees through discrimination learning task"

description: We investigated the reward value of conspecific infant videos compared with that of adult ones in chimpanzees. We adopted a novel approach, a simultaneous discrimination task with differential sensory reinforcement. In Experiments 1 and 2, we tested if watching conspecific infant videos is more rewarding than watching adult ones. In Experiment 3, we tested if chimpanzees prefer to watch any conspecific videos over a blank screen. Here we provide the data and R code.
DOI: 10.17632/dbtvr6f3jv
title: Comparative effects of vitamins on individuals with Chronic Obstructive Pulmonary Disease (COPD): a network meta-analysis

description: The objectives of this network meta-analysis (NMA) are twofold: 1) to compare the effects of different vitamin therapies and identify the most effective option for enhancing lung function in COPD patients; and 2) to address gaps in the existing literature and provide high-quality evidence for clinical practice. The data shows "id","treatment","mean","sd" and "n". For continuous variables, we calculated the changes in means and standard deviations (SDs) from the original studies that reported pre- and post-intervention measurement values. In cases where data were presented in alternative formats, such as standard errors or interquartile ranges, we estimated the missing SDs utilizing available information from either the same study or other relevant studies within the network meta-analysis.
DOI: 10.17632/f8jzn29f4c
title: An open-source, slider-crank mechanism based pneumatic pulse generator for microfluidic cell stretch assays

description: This repository contains data related to the manuscript "An open-source, slider-crank mechanism based pneumatic pulse generator for microfluidic cell stretch assays" by S. Olson, M. Finley, and R. Thakur. The manuscript describes a custom incubator-friendly, battery-powered pressure/vacuum source instrument that can be used for microfluidic experiments. This repository contains the design files that can be used to replicate the instrument, including STL files for the 3D printed components, DXF files for the laser cut components, Arduino firmware, and electrical schematics. Instructions for assembly and use can be found within the manuscript itself, or in "BuildInstructions.pdf" within this repository.