cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/m7tbjtbx8z.1
title: Dataset on Motivation and Revisitation in Jeju for Post-Pandemic Implications

description: • This dataset provides insights into tourist behavior during a pandemic, which can help develop effective tourism marketing strategies and improve destination management.
• Researchers can use this data to analyze the impact of pandemics on tourism, compare with other regions, or use the variables to study related psychological aspects of travel behavior.
• The dataset includes detailed demographic information that can be used for segmentation analysis and to tailor marketing strategies to different tourist profiles.
DOI: 10.17632/ys936xctb3.2
title: Biologic Treatment Options for Pityriasis Rubra Pilaris: An Evidence-Based Systematic Review

description: Pityriasis rubra pilaris (PRP) is a rare inflammatory condition characterized by follicular hyperkeratosis and palmoplantar keratoderma. There are currently no FDA-approved therapies for PRP, however, use of biologics has been reported in literature. This systematic review summarizes evidence surrounding biologic treatment for PRP.
DOI: 10.17632/jm79zfps6b.1
title: Prediction of Mohs hardness with machine learning methods using compositional features

description: Hardness, or the quantitative value of resistance to permanent or plastic deformation, plays a very crucial role in materials design in many applications, such as ceramic coatings and abrasives. Hardness testing is an especially useful method as it is non-destructive and simple to implement to gauge the plastic properties of a material. In this study, I proposed a machine, or statistical, learning approach to predict hardness in naturally occurring materials, which integrates atomic and electronic features from composition directly across a wide variety of mineral compositions and crystal systems. First, atomic and electronic features from composition, such as van der Waals and covalent radii as well as the number of valence electrons, were extracted from composition. In this study, the author trained a set of classifiers to understand whether compositional features can be used to predict the Mohs hardness of minerals of different chemical spaces, crystal structures, and crystal classes. The dataset for training and testing the classification models used in this study originated from experimental Mohs hardness data, their crystal classes, and chemical compositions of naturally occurring minerals reported in the Physical and Optical Properties of Minerals CRC Handbook of Chemistry and Physics and the American Mineralogist Crystal Structure Database. The database is composed of 369 uniquely named minerals. Due to the presence of multiple composition combinations for minerals referred to by the same name, the first step was to perform compositional permutations on these minerals. This produced a database of 622 minerals of unique compositions, comprising 210 monoclinic, 96 rhombohedral, 89 hexagonal, 80 tetragonal, 73 cubic, 50 orthorhombic, 22 triclinic, 1 trigonal, and 1 amorphous structure. An independent dataset was compiled to validate the model performance. The validation dataset contains the composition, crystal structure, and Mohs hardness values of 51 synthetic single crystals reported in the literature. The validation dataset includes 15 monoclinic, 7 tetragonal, 7 hexagonal, 6 orthorhombic, 4 cubic, and 3 rhombohedral crystal structures. In this study, the author constructed a database of compositional feature descriptors that characterize naturally occurring materials, which were obtained directly from the Physical and Optical Properties of Minerals CRC Handbook45. This comprehensive compositional-based dataset allows us to train models that are able to predict hardness across a wide variety of mineral compositions and crystal classes. Each material in both the naturally occurring mineral and artificial single crystal datasets was represented by 11 atomic descriptors. The elemental features are number of electrons, number of valence electrons, atomic number, Pauling electronegativity of the most common oxidation state, covalent atomic radii, van der Waals radii, ionization energy of neutral
DOI: 10.17632/trpd3rb29f.2
title: Data set for Enhancing river and lake Wastewater Reuse Recommendation in Industrial and Agricultural using AquaMeld Techniques

description: The data contains measurements of the water quality from different monitoring stations, together with information about the locations, states, and station codes. Temperature, dissolved oxygen (D.O. ), pH, and conductivity are important metrics that are assessed because they represent fundamental water properties. In order to indicate the presence of organic matter and possible contamination, it also includes biochemical oxygen demand (B.O.D. ), nitrate and nitrite levels, and bacterial counts for total and fecal coliforms. The dataset, which includes average values and the year of collection, aids in the assessment of water quality over time.
DOI: 10.17632/4sg76y4nj2
title: Data for meta analysis

description: We hypothesize that there are differences in the response of forest and grassland soils to fire, and that these differences are mainly regulated by climatic and fire factors. We collected 253 published papers from around the world, including 1319 grassland soil properties data records s and 2827 forest soil observation. We then performed a meta-analysis to verify our hypothesis.
DOI: 10.17632/52knh3btb3.1
title: Modeling atmospheric microplastic cycle by GEOS-Chem: An optimized estimation by a global dataset suggests likely 50 times lower ocean emissions

description: Data for a paper with the same title.
DOI: 10.17632/mznjdvvmj8.1
title: Qatar 2022 World Cup Social Capital

description: This dataset comprises responses from 403 participants from 59 diverse countries regarding the social capital of the Qatar 2022 World Cup.
DOI: 10.17632/rnr3tpp8rb.1
title: Water distribution network reliability

description: The dataset originates from an analysis of the long-term records of failures of a water distribution network (WDN) which provides the water supply in a town of about 30 000 inhabitants. The town is situated in Central Europe and covers approximately 24 km2. The failure records available covered the period from 2000 to 2016. The information available are not directly about WDN failures, but only about the repairs performed, accessible in the form of an aggregate record which included the number of repairs per calendar month. The dataset is based on the simplified assumption that the number of recorded repairs equals the number of failures which occurred during a given month. Information on the specific times at which individual failures occurred are not available. The numbers of failures recorded in this dataset are derived from the numbers of repairs performed. These repairs involved not only pipe breaks, but also all cases when the relevant WDN lost its ability to perform as required, e.g. pump failures and failures occurring when operating stop valves, water flow meters and other WDN parts.
DOI: 10.17632/gd2c72vfrh.1
title: Data for: A new analysis approach based on Haralick texture features for the characterization of microstructure on the example of low-alloy steels

description: Microstructural images of various steel microstructures (M1,2,3: martensite, P1,2: pearlite, LB: lower bainite) Square images (256px,128px,64px,32px). Complete objects and their binary masks (have been logically added to conduct the image texture analysis). image scales are 27.9nm/px for all images EXCEPT the low-resolution square images (128px=&gt;55.8nm/px; 64px=&gt;111.6nm/px; 32px=&gt;223.2nm/px)
DOI: 10.17632/rxrc24s6bf.1
title: Real Effects of Supplying Safe Private Money

description: This is the data and code that accompanies the paper "Real Effects of Supplying Safe Private Money"
DOI: 10.17632/x4m9cy5xvc.3
title: Resource-richness and economic growth in contemporary U.S.

description: Files for replication of the paper "Resource-richness and economic growth in contemporary U.S."
DOI: 10.17632/j7sg3z3tf4.1
title: GCGM Data

description: Gaussian copula graphical models (GCGMs)  were applied to demonstrate the raw and partial correlations between participant responses in relation to community sport policy in Australia
DOI: 10.5061/dryad.sp6rc60
title: Data from: Restoring dryland old fields with native shrubs and grasses: does facilitation and seed source matter?

description: Restoration of agricultural fields is challenging, especially in arid and semi-arid ecosystems. We conducted experiments in two fields in the Great Basin, USA, which differed in cultivation history and fertility. We tested the effects of different levels of functional diversity (planting grasses and shrubs together, vs. planting shrubs alone), seed source (cultivars, local or distant wild-collections), and irrigation regime (spring or fall and spring) on restoration outcomes. We sowed either: 1) grasses and shrubs in year one, 2) shrubs only, in year one, 3) grasses in year one with herbicide, shrubs in year two, or 4) shrubs alone in year two, after a year of herbicide. We irrigated for two years and monitored for three years. Shrub emergence was highest in the lower fertility field, where increasing functional diversity by seeding grasses had a neutral or facilitative effect on shrub emergence. In the higher fertility field, increasing functional diversity appeared to have a neutral to competitive effect. After declines in shrub densities after irrigation ceased, these effects did not persist. Grasses initially suppressed or had a neutral effect on weeds relative to an unseeded control, but had neutral or facilitative effects on weeds relative to shrub-only seeding. Initially, commercial grasses were either equivalent to or outperformed wild-collected grasses, but after irrigation ceased, commercial grasses were outperformed by wild-collected grasses in the higher fertility field. Local shrubs initially outperformed distant shrubs, but this effect did not persist. Fall and spring irrigation combined with local shrubs and wild-collected grasses was the most successful strategy in the higher fertility field, while in the lower fertility field, irrigation timing had fewer effects. Superior shrub emergence and higher grass persistence indicated that the use of wild and local seed sources is generally warranted, whereas the effects of functional diversity and irrigation regime were context-dependent. A bet-hedging approach that uses a variety of strategies may maximize the chances of restoration success.
description: Uselman_restoration_grass_shrub_weeds_2014-2017
DOI: 10.17632/ccm76xs64y.2
title: Geophysical resistivity data

description: The Excel file consists of Geophysical resistivity data of our proposed area which include current electrode distance from the resistivity meter, potential electrode distance from the instrument, and resistance of the earth material with respect to depth
DOI: 10.17632/c743sh73j8.1
title: Multiphase flow OpenFOAM toolbox for PEM fuel cells

description: An open-source code toolbox for the numerical simulation of multiphase flow in a PEM fuel cell has been developed using OpenFOAM. The toolbox includes a main program, relevant library classes, and a constructed simulation case for a co-flow galvanostatic simulation. The mathematical model accounts for liquid water formation, transport, and their effects in the fuel cell.
DOI: 10.17632/nrs79ny97s.1
title: Green Bonds Dataset

description: .
DOI: 10.17632/rfwyhxfnfj.1
title: Research on Optimization for mixed oil-electric fleet problem under the carbon emissions regulations

description: Experimental data is used to store experimental data for algorithm validation
Case data is used to store the data for the case analysis
DOI: 10.17632/hxd382z2fg.2
title: A Real-Time Dataset of Pond Water for Fish Farming using IoT devices

description: This is the real-time dataset. This dataset is created for monitoring the real-time aquatic environment using an IoT framework. Three sensors named pH, Temperature, and turbidity along with an Arduino controller are used for monitoring the water quality of 5 ponds. It has 4 columns and 40280 rows. They are- pH, Temperature, Turbidity, and Fish. Here fish is the target variable and others are the independent variable. There are 11 fish categories, having distinct values of tilapia 8830 rui 6336 pangas 5314 silverCup 3906 katla 3786 sing 3776 shrimp 3204 karpio 2112 prawn 1348 koi 964 magur 704.
DOI: 10.17632/hbr7yppnry.1
title: blindbox

description: An online survey was used to collect data in China. The survey link was sent to target respondents via social media platforms including WeChat, QQ, Xiaohongshu, Weibo, Douban, and Zhihu between March and April 2022. Each respondent received a 10-yuan incentive for taking part in the survey. Using a purposeful random sampling technique (Kumar and Ayodeji, 2021; Lim et al., 2022a; Sundararaj and Rejeesh, 2021), researcher can determine the criteria that were appropriate in order to consider the effect of analysing under study as well as to ensure randomization. The criteria for inclusion in the sample was that participants had to be people who were familiar with flight ticket blind-boxes were eligible for our survey. Those who responded negatively to the screening question (Do you know about flight ticket blind-boxes?) were excluded from this research. A total of 1264 questionnaires were collected; 126 invalid questionnaires were eliminated using a case-wise deletion approach. In these questionnaires, respondents marked the same answer for all questions (Lim et al., 2022). Table 4 presents the demographic profiles of the respondents.
DOI: 10.17632/d8cd6c4b3s.1
title: Supplementary Material - Figure 1

description: Figure 1: Application technique. The treatment side received ten shots of BT, 5 IU each, 1 cm apart, equally distributed around the tattoos—25 IU in the frontotemporal recess and 25 IU in the vertex. The control side received an equal volume of 0.9% saline solution similarly distributed.
DOI: 10.17632/hjmfrv6vmg.1
title: original data of a functional MRI study in transgender individuals

description: original images of the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal
DOI: 10.17632/n96ncsr5g4.1
title: Phishing Websites Dataset

description: The dataset consists of a collection of legitimate as well as phishing website instances. Each instance contains the URL and the relevant HTML page. The index.sql file is the root file, and it can be used to map the URLs with the relevant HTML pages. The dataset can serve as an input for the machine learning process.

Highlights: 
      - Total number of instances: 80,000 (83,275 instances in the dataset due to the existence of some removed SQL records in preprocessing stage)
      - Number of legitimate website instances (labelled as 0 in the SQL file): 50,000
      - Number of phishing website instances (labelled as 1 in the SQL file): 30,000

Structure:
The index.sql file is the root file. It consisted of five fields.
      1). rec_id - record number
      2). url - URL of the webpage
      3). website - Filename of the webpage (i.e. 1635698138155948.html)
      4). result - Indicates whether a given URL is phishing or not (0 for legitimate and 1 for phishing).
      5). created_date - Webpage downloaded date

Sources:
  - Legitimate Data [50,000] - These data were collected from two sources.
      1). Google search - Simple keyword search on the google search engine was used, and the top 5 URLs of each search were collected. Domain restrictions were used and limited a maximum of 10 collections from a domain to have a diverse collection at the end.
      2). Ebbu2017 Phishing Dataset [1] - Nearly 25,874 active URLs were collected from this repository

  - Phishing Data [30,000] - Three sources were used.
      1). PhishTank - From 01 December 2020 to 31 October 2021
      2). OpenPhish - From 29 September 2021 to 31 October 2021
      3). PhishRepo [2] - From 29 September 2021 to 31 October 2021

Data Collection Process:
      - Legitimate Data: 
           - The URLs were collected from the above sources and fetched the relevant webpages separately. 
           - The URLs are in different lengths to minimize the URL lengths issue mentioned by Verma et al. [3].

      - Phishing Data: 
           - The URLs were collected from the above sources, and at the same time, the relevant web pages were fetched. 
           - An automated script continuously monitored PhishTank and OpenPhish to collect the latest phishing URLs. 
           - The collected URLs were fetched simultaneously to minimize the resource unavailable issue since the phishing pages do not exist for a longer period on the web. 
           - PhishRepo provides all the resources relevant to a phishing webpage; therefore, simply use their download function to download PhishRepo data.

References:
[1]. Ebbu2017 Phishing Dataset. Accessed 31 October 2021. Available: https://github.com/ebubekirbbr/pdd/tree/master/input.
[2]. PhishRepo. Accessed 31 October 2021. Available: https://moraphishdet.projects.uom.lk/phishrepo/.
[3]. Verma, Rakesh M., Victor Zeng, and Houtan Faridi. "Data quality for security challenges: Case studies of phishing, malware and intrusion detection datasets.", 2019.
DOI: 10.17632/c8jr8x9r4y.1
title: Using Acoustic Telemetry to Expand Sonar Escapement Indices of Chinook Salmon to In-river Abundance Estimates

description: Acoustic telemetry was used to determine what proportion of adult Chinook salmon traveled within the sampling range of a sonar project at the Nushagak River, Alaska. These proportions were used to expand sonar indices of Chinook salmon to full-river escapement estimates. At this site, the river bottom topography does not allow full-river coverage by the dual-frequency identification sonars (DIDSON) located on either side of the river. Of the 300-m river width, 50 m is ensonfied along right bank (RB) and 30 m along left bank (LB). Chinook salmon are known to travel beyond the sonars’ detection range. Acoustic tags were inserted into Chinook salmon across a 4-year period (2011-2014). As tagged fish were detected at the sonar site by an array of acoustic receivers, they were classified as to whether they traveled through the sonar beam along RB, LB, or offshore of the sonars’ range (Os). Fish that traveled near the beam edges created uncertainty. To handle this uncertainty, we drew three probability regions around each beam footprint. The first extended from shore to 5 m short of the DIDSON end range. Tagged fish that traveled through this region were assigned a p of 1 or -1 depending on their direction of movement and a bank assignment, LB, RB, or Os. A tagged fish traveling upriver through the first RB region was assigned [0 LB, 1 RB, 0 Os], a potential DIDSON count of 1. The second region extended from the end of the first region to 5 m offshore of the DIDSON end range for a p assignment of 0.5. The assignment for a fish traveling along LB through this region would be [0.5 LB, 0 RB, 0.5 Os], an equal chance of passing inside or outside the beam footprint. The third region (p=0.25) extended from the end of the second region to 5 m farther offshore. Some fish traveled through both DIDSON beams during a single upriver trip and would have been counted as 2 fish, so their p value was 2. Many tagged fish made a single, upriver trip through the array (ST fish), but several made multiple up and downriver trips, (MT) fish. Each trip was assessed in the same manner as the ST fish except that downriver trips yielded negative probability counts. If a fish traveled upriver along LB, downriver along RB, and back up mid-river, the p value would be 1, [1 LB, -1 RB, 1 OS]. A special case was presented by implied trips. Tagged fish first detected moving downriver were assumed to have moved upriver first but were either not observed or the track was rejected by the filters. Also, a fish that made two consecutive upriver trips had to have made an unobserved (implied) downriver trip. We assumed these fish had an equal probability of traveling through each region so implied upriver trips were assigned [0.33 LB, 0.33 RB, 0.33 Os] and implied downriver trips were assigned [-0.33 LB, -0.33 RB, -0.33 Os]. Multiple assignments for a given fish were summed to produce a single p value. Assignment tables and fish tracks are included for each study year.
DOI: 10.17632/p2yryg9k6z.2
title: Gear wear run-to-failure dataset

description: This run-to-failure test (with and without lubrication) was conducted on the spur gearbox test rig at the University of New South Wales. The vibration signals were acquired regularly, at a 100 kHz sampling frequency and for a duration of 11 seconds. More descriptions can be found in 'Read me for data description'. 

When using this dataset, please give proper citations to our journal papers, which can be found using the related links.
DOI: 10.17632/4w6krnywhn.1
title: Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples: Supplementary Data 1

description: Supplementary data for the study "Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples" by Reza Mirzazadeh, Zaneta Andrusivova and Ludvig Larsson et al. 

Spatially resolved transcriptomics (SRT) has enabled precise genome-wide mRNA expression profiling within tissue sections. The performance of unbiased SRT methods targeting the polyA tail of mRNA, relies on the availability of specimens with high RNA quality. Moreover, the high cost of currently available SRT assays requires a careful sample screening process to increase the chance of obtaining high-quality data. Indeed, the upfront analysis of RNA quality can show considerable variability due to sample handling, storage, and/or intrinsic factors. We present the RNA-Rescue Spatial Transcriptomics (RRST) workflow to improve mRNA recovery and robustness for fresh frozen (FF) specimens with moderate-to-low RNA quality. First, we benchmarked RRST against the standard Visium spatial gene expression protocol on high RNA quality samples. Then, we demonstrate the RRST to recover and rescue data from challenging samples including; human lung, colon, small intestine, childhood brain tumor, mouse brain and mouse bone/cartilage. Our results demonstrate RRST as a versatile, powerful, and reproducible protocol for FF specimens of different qualities and origins. 

Available data:
1. gene annotation files are available in the genes/ folder.
2. R objects containing spot annotations are available in the R_objects/ folder.
3. Sheets in .xlsx or .csv format containing sample meta data, annotations of mouse bone tissue and Visium FFPE probe set information are available in the sheets/ folder.
4. Tar archives containing spaceranger output files are available in the spaceranger_output/ folder.
5. High resolution H&E images are available in the images/ folder for colon, lung, mousebone, mousebrain, pediatric braun tumor and prostate cancer samples. Small intestine H&E images can be found in Supplementary Data 2 (see paper).
DOI: 10.17632/bzymkz6y24.1
title: Data for: Green Product as a Means of Expressing Green Behaviour: A Cross-Cultural Empirical Evidence from Malaysia and Nigeria
DOI: 10.15468/dl.ysdwhr
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus lyonii (Eastw.) Sarg.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 91 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009324-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.