cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tbshh5b542
title: GREEN MARKETING

description: the data contains respondents' opinions regarding how green marketing practices, including eco-product, sustainable packaging and green image influence their purchasing intentions toward cosmetic products in Ghana. The data also contain information regarding the consumers' green awareness and loyalty toward the cosmetic products. Hence, the data is relevant for researches related to green marketing, green loyalty, green awareness and consumer purchasing intentions, in relation to cosmetic products and consumption in Ghana. Based on the data, it was discovered that the green marketing practices positively affect consumers' purchasing intentions toward cosmetic products, while green awareness and green loyalty significantly, positively and partially mediate the linkages between green marketing practices and consumer purchasing intention, particularly within the cosmetic industry in a developing country like Ghana.
DOI: 10.6084/m9.figshare.28091657.v1
title: <b>U</b><b>nfolding the potential of soil microbial community for accumulation of necromass carbon</b><b> at large scale</b>

description: It is unclear, however, how microbes mediate the accumulation of necromass in soil because microbial communities are prohibitively diverse. To bridge this knowledge gap, here, biomarkers of microbial cell walls (amino sugars) were combined with high-throughput sequencing, spanning a 900 km climatic gradient through the Loess Plateau. The cropland and three restoration restoration types- grassland, shrubland, and forestland- were included, and 291 samples were collected from these contrasting ecosystems.
DOI: 10.17632/57726vkm48
title: Institutional Thyroid Cancer Dataset ( 01/02/2013–12/31/2015)

description: This dataset was obtained from the Penn Medicine cancer registries. 

*  Dataset contains data from 5351 tumors from 5127 patients with thyroid cancer
*  Data was extracted for patients/tumors for two years, between 01/02/2013 and 12/31/2015
*  Other selection criteria: 
    +  PrimarySiteCode == C73.9
    +  PrimarySiteCategory == Endocrine
    +  PrimarySiteDesc == thyroid gland. 
*  The data has been stripped of protected health information/PHI. 
* The original data contained separate `patient` and `tumor` datasets, which have been combined into a single spreadsheet. 

Blinding: 
* The original `TumorId` and `PatientSystemId` from the institutional registry have been replaced with unrelated sequential identifiers for blinding. 
* All dates have been converted from MM-DD-YYYY format to YYYY format
* Reporting hospital names have been replaced with "Hospital.1," "Hospital.2," etc. 
* Ages >99 have been replaced with ">99."
DOI: 10.17632/cv5thyngxr
title: Dataset from CLASS

description: This database provides relevant data and code to support research on the impact of caring for grandchildren on grandparents' cognitive function.
DOI: 10.17632/pmphy8gxp7
title: Asian weaver ant Trunk-ground foraging activity study in oil palm plantations in relation to weather parameters

description: Raw dataset for the study 1. Record and elucidate the presence of any pattern in trunk foraging activity in relation to the: (1) daily time period and (2) colonies canopies nest abundance.
Study 3: Evaluates the ground-dwelling foraging and territorial defense perimeter during rainy and dry days.
DOI: 10.17632/5rz28jr8gc
title: Boehm et al. (A dopamine-gated learning circuit underpins reproductive state-dependent odor preference in Drosophila females)

description: The original data for Boehm et al. are provided as an excel file.
DOI: 10.17035/cardiff.28297295.v1
title: Humidified Cracked NH3 emissions data

description: Using renewably produced ammonia as a zero-carbon fuel is gaining momentum due to its ease of transportation and storage as a hydrogen vector. This is particularly true for partially cracking ammonia immediately prior to use, injecting a blend of NH<sub>3</sub>, H<sub>2</sub> and N<sub>2</sub>. Challenges with this fuel combination relate to the emissions of NOx and unburned NH<sub>3</sub>, as well as understanding flame stability for practical applications. In this study, a 20 %<sub>(vol.)</sub> cracked ammonia blend was investigated using a fully premixed swirl burner, operating at a thermal power of 10 kW with steam injection of 30 %<sub>(vol.)</sub> of the fuel and preheating inlet temperatures of up to 390 K, for a range of equivalence ratios from lean to rich. Emissions of NO, NO<sub>2</sub>, N<sub>2</sub>O, NH<sub>3</sub>, H<sub>2</sub>, O<sub>2</sub> and H<sub>2</sub>O were recorded. The emissions data of NO, NO<sub>2</sub>, N<sub>2</sub>O, NH<sub>3</sub> and H<sub>2</sub> is is available in a .xlsx file as both ng/J and ppmv, dry 15% O<sub>2</sub> for a range of equivalence ratios across the four different cases examined. The first dataset is emissions on a ng/J basis in the format of equivalence ratio (a.u.) in column A, with the corresponding ng/J emissions value for each of the four cases in columns B, C, D and E (ng/J). Rows 4 to 15 cover NO emissions, 17 to 28 cover NO<sub>2</sub> emissions, 30 to 41 cover N<sub>2</sub>O emissions, 43 to 54 cover NH<sub>3</sub> emissions and 56 to 67 cover H<sub>2</sub> emissions. Column G repeats the same data as column A (equivalence ratio - a.u.) and columns H to K show the corresponding error bar values in each direction for the emissions values (ng/J) in columns B to E. Finally, this dataset is repeated in an identical format in columns O to Y, but this time the emissions values are in the units ppmv, dry 15% O<sub>2</sub>. <br>
DOI: 10.17632/2dhbz56s6h
title: Dataset and analysis conducted for the study: Burnout syndrome according to the year of study in medical students from eight countries in Latin America, 2016-2017

description: This is the analysis conducted and dataset for the study entitled "Burnout Syndrome according to the year of study in medical students from eight countries in Latin America, 2016-2017".
DOI: 10.17632/k5yr89ms8s
title: CoWin_tweets_2021

description: The project comprises three files, with 'cowin_raw_2021.csv' containing 635,587 rows and 6 columns detailing tweets about the CoWin platform, the official vaccine scheduler launched by the Indian government in 2021. This file includes date and time of tweets, language, like counts, quote counts, tweet IDs, and retweet counts, with raw tweet content removed for privacy concerns. The second file, 'CoWin_processed_2021.csv', consists of processed text with additional columns indicating the month, hashtags, and whether a given tweet is a public announcement or not. The third file contains the processed text along with sentiment and sentiment scores, which were derived from a pretrained sentiment model. These datasets provide valuable insights into public sentiment and engagement with India's COVID-19 vaccination program, specifically focusing on the CoWin platform, and can be used for various analyses including temporal trends, language distribution, sentiment analysis, and the impact of public announcements on social media engagement.
DOI: 10.17632/rnvvftvmh7
title: Data for: Data set of Visible-Near Infrared handled and micro- spectrometers - comparison of their accuracy for predicting some sugarcane properties.

description: Chemical and Nir spectra measurements were made on 60 sugarcane samples from different plant parts (leaves, stem or whole aerial part). Chemical parameters (total sugar content - TS, crude protein content - CP, acid detergent fiber - ADF, in vitro organic matter digestibility - IVOMD were determined. In parallel, reflectance spectra were measured using eight spectrometers. To illustrate, PLS-R results are showed for the total sugar content and crude protein contents.
DOI: 10.6084/m9.figshare.27939924.v1
title: GenomeScope

description: GenomeScope analysis of Laternula elliptica HiFi data.
DOI: 10.17632/4ty475fmjy
title: Aestivation Motifs in Chronic Renal Failure

description: Aestivation Motifs in Chronic Renal Failure

Manuscript Title: Adaptive physiological water conservation explains hypertension and muscle catabolism in experimental chronic renal failure

Journal: Acta Physiologica
DOI: 10.17632/5nwh6jwb46
title: Data for: "Trade Credit and the Stability of Supply Chains"

description: Replication package for: "Trade Credit and the Stability of Supply Chains"

Changes in V2: 

Based on data editor comments, we are adding 
1. Information about the hardware and computational time for the analyses to the readme file
2. Code "set varabbrev on" to the do file
DOI: 10.6084/m9.figshare.936610.v1
title: SPARQL queries

description: The set of queries used in the evaluation of the 5 heuristics proposed in "On the formulation of performant SPARQL queries" by A. Loizou, R. Angles, and P. Groth.
DOI: 10.6084/m9.figshare.19761631.v1
title: Data specification

description: Encouraging Gender-Inclusive Acceptance of Multipurpose National-Identity Smart Cards
DOI: 10.6084/m9.figshare.19944563.v1
title: Microbiome - Chalifour et al (2022) Century-Old Gut Microbiome Mapping File

description: Sample IDs are mapped with supplementary data from Chalifour, Elder, Li 2022 Microbiome paper. To be used with sequence data also from this manuscript.
DOI: 10.17632/2ygw384v7m
title: Dataset on Analyzing the Mediating Role of Port Development on Coastal Development

description: This data is analysis results of validity and reliability tests (using IBM SPSS Statistics 26, confirmatory factor analysis test and regression analysis using SEM-AMOS
DOI: 10.17632/ct25dfrns3
title: Acoustic emission dataset-2 for experimental study on fluid-driven fault nucleation, rupture processes, and permeability evolution in Oshima granite

description: This is second data set for key experimental data of experiments reported in X. Lei (2024), and the first data set is stored at Mendeley Data (doi: 10.17632/grpxc5fty2.1).
Summery of X.Lei (2024): This study investigated the fault nucleation and rupture processes driven by stress and fluid pressure in fine-grained granite by monitoring acoustic emissions (AEs). Through detailed analysis of the spatiotemporal distribution of the AE hypocenter, P-wave velocity, stress-strain, and other experimental observation data under different confining pressures for stress-driven fractures and under different water injection conditions for fluid-driven fractures, it was found that fluid has the following effects: 1) complicating the fault nucleation process, 2) exhibiting episodic AE activity corresponding to fault branching and the formation of multiple faults, 3) extending the spatiotemporal scale of nucleation processes and pre-slip, and 4) reducing the dynamic rupture velocity and stress drop. The experiments also show that 1) during the fault nucleation process, the b-value for AEs decreases from 1-1.3 to 0.5 before dynamic rupture, then rapidly recovers to around 1-1.2 during aftershock activity and 2) the hydraulic diffusivity gradually increases from an initial pre-rupture order of 0.1 m2/s to 10-100 m2/s after dynamic rupture. These results provide a reasonable fault pre-slip model, indicating that hydraulic fracturing promotes shear slip before dynamic rupture, as well as laboratory-scale insights into ensuring the safety and effectiveness of hydraulic fracturing operations related to activities such as geothermal development, evaluating the seismic risk induced by water injection, and further researching the precursory preparation process for deep fluid-driven or fluid-involved natural earthquakes. 
Potential uses of the data sets include but are not limited to
1) Providing training datasets for machine learning and AI-based technology development, such as developing machine learning models to predict stress accumulation and the remaining time before final fracture.
2) Developing effective methods for identifying weak or low S/N ratio AE signals. The waveform data contain numerous AE events that cannot be accurately located using conventional methods.
3) Inverting source mechanisms and moment tensors. Our research has not yet systematically analyzed the moment tensors of AE events.
4) Conducting more in-depth research on the interaction between fluid migration and rock deformation and fracture.
Please cite the associated article as: X. Lei (2024), Fluid-driven fault nucleation, rupture processes, and permeability evolution in Oshima granite — Preliminary results and acoustic emission datasets, Geohazard Mechanics, https://doi.org/10.1016/j.ghm.2024.04.003
DOI: 10.6084/m9.figshare.951967.v10
title: The dataset of six open source Java projects

description: This dataset contains bug reports, commit history, and API descriptions of six open source Java projects including Eclipse Platform UI, SWT, JDT, AspectJ, Birt, and Tomcat. This dataset was used to evaluate a learning to rank approach that recommends relevant files for bug reports.
DOI: 10.17632/ckgdgty885
title: Evolutionary origins and interactomes of human young microproteins and small peptides translated from short open reading frames

description: All species continuously evolve small open reading frames (sORFs) that can be templated for protein synthesis and may provide raw material for evolutionary adaptation. We analyzed the evolutionary origins of 7,264 recently cataloged human sORFs and found that most were evolutionarily young and had emerged de novo. We additionally identified 221 previously missed sORFs potentially translated into peptides of up to 15 amino acids – all of which are smaller than the smallest human microprotein annotated to date. To investigate the bioactivity of sORF-encoded small peptides and young microproteins, we subjected 266 candidates to a mass spectrometry-based interactome screen with motif-resolution. Based on these interactomes and additional cellular assays, we can associate several candidates with mRNA splicing, translational regulation, and endocytosis. Our work provides insights into the evolutionary origins and interaction potential of young and small proteins and thereby helps to elucidate this underexplored territory of the human proteome.

The following files contain the raw imaging data complementing the figures presented in this publication as well as the supplementary excel tables.
DOI: 10.17632/d76ddk3zmk
title: Model for risk prioritization based on FMEA and fuzzy-TOPSIS

description: Model for risk prioritization based on FMEA and fuzzy-TOPSIS (developed using MS Excel).
DOI: 10.6084/m9.figshare.7442915.v9
title: A global database of plant production and carbon exchange from global change manipulative experiments

description: 1. Database used in the article entitled "A meta-analysis of 1,119 manipulative experiments on terrestrial carbon-cycling responses to global change", which is published in Nature Ecology & Evolution.<br>2. A updated version of the original dataset used in our Nature Ecology & Evolution paper.
DOI: 10.17632/9knwyjtrkx
title: Validation of high throughput deep amplicon sequencing to determine the species composition of Dicrocoelium in small ruminants

description: Validation of high throughput deep amplicon sequencing to determine the species composition of Dicrocoelium in small ruminants
DOI: 10.17632/b2sjykvfgy
title: Survey data on livelihood assets, activities and outcomes of smallholder farm households in China’s Loess Plateau

description: This data article provides a selection of quantitative data from a questionnaire survey on livelihood assets, activities and outcomes of smallholder farm households in Yan’he Township which lies in the middle part of China’s Loess Plateau, one of the representative Grain for Green Project (GGP) areas[1]. Data include land-use decisions and agronomic practices, fertilization, use of pesticides, machine and irrigation, farm and nonfarm activities, financial performance as well as the levels of household income, wellness, and total consumption of food, energy, education and health care. The survey also covered geographical, demographic and socioeconomic background information on the respondents and their perceptions, incentives, propensities and subjective wellbeing. The survey has supported a couple of research articles that build indicators and indexes for economic, environmental and socio-cultural sustainability dimensions and the resilience building of coupled social-ecological systems (SES).
DOI: 10.17632/d49rrd82mv
title: Tweets on Cancelled and Boycotted Brands

description: This dataset is part of the paper titled "#Canceled! Exploring the Phenomenon of Canceling" by Krista Hill, Babak Zafari, and Lauren Beitelspacher (2024). It aims to compare the difference between sentiment and emotion in tweets containing the #boycott versus #cancel hashtags.

The file includes 4,507 unique tweets from five brands: Gucci, Facebook, Fairlife, Shein, and SoulCycle. Of these, 4,097 tweets use the #boycott hashtag, and 410 use the #cancel hashtag. The data consists of both the original tweets and processed versions, where punctuation, hyperlinks, emojis, and mentions of Twitter handles have been removed.

If you use this dataset in your research, you should cite the associated paper:
Krista Hill Cummings, Babak Zafari, Lauren Beitelspacher, #Canceled! Exploring the phenomenon of canceling, Journal of Business Research, Volume 186, 2025, 115025, ISSN 0148-2963
https://www.sciencedirect.com/science/article/pii/S0148296324005290
DOI: 10.17632/kmf3rxdcd5
title: Can political connections improve ESG strategic position? Relative to ESG industry conventions

description: the relationship on political connections and ESG strategic position
DOI: 10.17632/phtpfm59xm
title: Data for: Emotion(less) textbooks? An investigation into the affective lexical content of EFL textbooks

description: Supplementary material on emotion vocab across textbooks examined in the research.
DOI: 10.17632/wvr6mccwwx
title: SMA libraries for metabolite identification and quantification in beers

description: Metabolite libraries built from NMR spectra for the metabolomics analysis of ultrafiltered beer samples, using the Simple Mixture Analysis (SMA) tool implemented in MestreNova 14.1 software.
DOI: 10.17632/zd7gknwmdr
title: Retrospective Analysis of Laboratory Abnormalities in Patients Prescribed Terbinafine for Onychomycosis

description: Supplemental Table – Overall Patient Demographics and Demographics of Patients with Abnormal Laboratory Tests
DOI: 10.17632/b7vvppbrz7
title: Effect of curing depth of polymerization units by light type in Bulk Fill resins

description: Polymerization units are devices with advanced light-emitting technology in a wide range of nanometer spectra and varying light intensities. These units effectively promote the activation of the photoinitiator found in composite resins, which greatly enhances the conversion of individual monomers into a complex polymer structure. Composite resins are heterogeneous materials composed of two different elements, which exhibit superior optical and mechanical properties when in a single structure. The study sought to analyze the effect of the type of light on the depth of cure of bulk fill resins, materials designed to be applied in thicker layers without compromising their polymerization.
DOI: 10.17632/hnvkvj589y
title: Afaan Oromoo Text-to-Speech Dataset

description: Afaan Oromo is one of the languages that have huge speakers in the horn of Africa. It is also one of the under-resourced languages like other Ethiopian languages. In this Dataset preparation, the soul purpose of the project was to include Afaan Oromo text-to-speech synthesis in our Final year Humanoid robot that can speak the Oromo language in addition to its vision capability to detect emotion, gender, and detect faces of humans. 
Currently, the natural language processing applications that use this language are in high demand. Furthermore, the linguists and researchers that work on these languages are contributing a lot of data to the growth of this language to make it an international and machine language. 

This dataset has been started by two Electrical Engineering students at Madda Walabu University, during their 4 months industry internship program at iCog-Labs, while working on machine learning tasks related to Natural language processing. The first phase of the audio was recorded at Addis Ababa University by the two students and the preprocessing was also done by them. The second phase of the audio recording was done at Madda Walabu university after their internship was completed. They have selected female students from the Electrical engineering and Afaan Oromo department to record the audio to get more corpus to train the machine learning model. The model used was Tacotron 1 and 2 with waveGlow and TensorFlow framework that was developed by NVIDIA company. 

The Corpus statistics
Total clips:              1,224
Total Words:           17,559
Total characters:     116,439
Total Duration:       03:11:13
Min clip length:     1 sec
max clip length:     59 sec
Unique words:       5,040

Credits
The volunteers that participated in the audio recording need to be appreciated and they were concerned about their language. They are Obsinet Asmare Motuma, Milko Wariyo Gobana, Roza Hailu Isho, Demitu Baye Boyosa.
DOI: 10.17632/pgtw9443hw
title: Data for: Clean magnesium production using concentrated solar heat in a high-temperature cavity-type thermochemical reactor

description: Supporting Information for: "Clean magnesium production using concentrated solar heat in a high-temperature cavity-type thermochemical reactor" 1. Materials properties 2. Reactor prototype 3. Material mass balance 4. Influence of solid carbon type 5. Influence of C/MgO molar ratio 6. Solid products analysis 7. XRD analysis of produced powders 8. Particle morphology 9. Reactivity of Mg powder with CO2
DOI: 10.6084/m9.figshare.28151126.v1
title: Supplementary Material for: Intrinsic vowel fundamental frequency in children with and without hearing impairment

description: Introduction
It is well-established that high vowels tend to have a higher F0 than low vowels, a phenomenon known as Intrinsic Vowel F0 (IF0). However, the underlying cause of IF0 remains debated. Previous research suggests that IF0 is entirely of physiological origin, while other research indicates that it is acquired to enhance perceptual contrasts between vowels.
Methods
This study explored the impact of hearing loss on IF0 in six-year-old children, both with and without hearing impairment. The Belgian Dutch vowels produced by the children in both groups during a (non-)word repetition task were acoustically analysed for F0.
Results
The main result was that all children presented IF0. Although IF0 was not significantly different between children with and without hearing impairment, there was a trend towards a smaller IF0 in the hearing-impaired group.
Conclusion
In conclusion, while the results of this study support the physiological hypothesis, they also suggest a potential role for perceptual factors in shaping IF0. The results were interpreted in relation to the combined potential effects of speech organ physiology and perception on IF0.
DOI: 10.17632/2rbs4pc894
title: Using Unsupervised Learning to Profile  Public Service Accessibility  based on the Public Transport Infrastructure

description: This dataset contains the GPS coordinates for different public transportation routes in Cusco city, Peru. The dataset was collected in collaboration with the Peruvian company "Smart Innovation Group S.R.L." through their solution Smartbus.
DOI: 10.17632/5hty9gncxy
title: Autonomous vehicle traffic accident

description: NHTSA's self-driving vehicle crashes, after filtering out duplicate reported crashes