cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b3bw77s6bm.1
title: Effect of Instruction in Story Grammar on the Narrative Writing of EFL Students

description: This study investigated the effects of explicit versus implicit instruction in story grammar on the narrative writing skills of English-as-a-Foreign-Language (EFL) students at the university level.
DOI: 10.17632/th422bg4yd.1
title: Wheat nitrogen deficiency and leaf rust image dataset

description: Crop suffers from various biotic and abiotic stress which adversely affects yield. These stresses often produce visible symptoms particularly in leaves of cereal crops like wheat that can be captured in the form of images. An image-based diagnosis approach to such stress is necessary for precision agriculture. This dataset was collected by an RGB camera (Sony IMX363) from the wheat crop experiment conducted during the rabi season 2019-20 at the IARI field. It comprises two sub-datasets, of which one is nitrogen deficiency affected leaf dataset (abiotic stress) while the other is Leaf rust affected wheat leaf dataset (biotic stress). These leaf images were acquired at the booting stage of wheat crop. The corresponding healthy images of the wheat leaf under control conditions are also included in each of these sub-datasets. After the acquisition, the images were segmented from the background using otsu-based masking. This dataset entails a total of 300 images for control and nitrogen-deficient categories. The leaf rust dataset has a total of 368 and 491 diseased and control leaf images respectively. The folders are arranged in train, test, and validation sets with a split in the ratio of 70:15:15. This dataset is included to enable nitrogen deficiency and leaf rust detection using deep learning-based approach.
DOI: 10.6084/m9.figshare.27934710
title: grainspace wheat 2/5

description: grainspace wheat train g600 2/5
DOI: 10.17632/6zt73pcnxv.1
title: Datasets on CFRP specimens after the ASTM standard low-velocity impact tests

description: This dataset is developed to study carbon fiber reinforced plastics laminates after low-velocity impact tests. It is related to a Data in Brief article, which describes the experiment in detail, and the main article on how the authors used the datasets. The low-velocity impact test was conducted with various impact conditions, changing the impactor shape, the impact energy and the stacking sequence, which generates barely visible impact damage. This dataset is on the ASTM standard low-velocity impact tests. See the other Mendeley data URLs to find the data on the other stacking sequences. 

“impacted surface image” folder: The impacted surface image (147.988mm * 97.985mm)
“internal damage” folder: The c-scanning image after the impact. Each scale is on the image.
“non-impacted surface image” folder: The non-impacted surface image (147.988mm * 97.985mm)
“surface profile” folder: The surface profile of the impacted surface. (147.988mm * 97.985mm)
“impact condition_astm.xlsx”: The impact condition.
DOI: 10.17632/xdfxcwdm45.1
title: Data for: Assessing land-based mitigation implications for biodiversity

description: Supplementary material containing additional data in the form of tables for the manuscript "Assessing land-based mitigation implications for biodiversity"
DOI: 10.17632/bv9cpw7tyn.1
title: Prioritising Sustainable Development Goals, characterising interactions, and identifying solutions for local sustainability

description: This data set contains evidence and literature on interactions among the 29 selected targets of priority Sustainable Development Goals (SDGs) for the Goulburn-Murray. This table (i.e., Table C.3.xlsx) summarises: (i) the amount of evidence for each interaction, (ii) robustness of the evidence for each interaction (summary terms: ‘limited’, ‘medium’ or ‘robust’), (iii) scores assigned with the Nilsson scoring methodology (Nilsson et al. 2016), (iv) level of confidence in assigned scores derived from authors’ judgement (summary terms: ‘low’, ‘medium’ or ‘high’). As an example, target 2.3 pertains to doubling agricultural productivity and target 6.3 relates to improving water quality, hence pollution resulting from unsustainable agriculture can counteract (−2 scoring) reductions in water pollution and the protection of water and related ecosystems. Because multiple documents discussed this interaction, confidence in the score was high. Achieving target 6.3 (water quality) and target 6.6 (protecting and restoring water-related ecosystems) was expected to lead to co-benefits (+2, reinforcing). Due to the number of documents mentioning this interaction, our confidence in the score was high. Also, in this table for some targets that are conceptually overlapping and may have the same evidence, therefore the first two columns can refer to multiple targets. 
Also, this data set contains coded statements too (Coded statements of all SDGs.pdf) . We prioritised SDGs and targets for the region by performing a computer-aided review of the literature. We assessed relevant literature with the software package NVivo Pro 12. We identified statements related to each SDG, then coded that content manually by assigning statements to relevant SDGs. As a first stage, we searched abstracts to find statements relevant to each of the 17 SDGs. Some statements were only associated with one SDG, while others were related to multiple SDGs. These coded statements were extracted from NVivo Pro 12.
DOI: 10.17632/bkb8bc3pn9.1
title: Data for: Dishonesty: From parents to children

description: Abstract of associated article: Acts of dishonesty permeate life. Understanding their origins, and what mechanisms help to attenuate such acts is an underexplored area of research. This study takes an economic approach to explore the propensity of individuals to act dishonestly across different contexts. We conduct an experiment that includes both parents and their young children as subjects, exploring the roles of moral cost and scrutiny on dishonest behavior. We find that the highest level of dishonesty occurs in settings where the parent acts alone and the dishonest act benefits the child. In this spirit, there is also an interesting, quite different, effect of children on parents’ behavior: parents act more honestly under the scrutiny of daughters than under the scrutiny of sons. This finding sheds new light on the origins of the widely documented gender differences in cheating behavior observed among adults, where a typical result is that females are more honest than males.
DOI: 10.17632/rjdt5nmm88.1
title: Summary of an Evaluation Dataset: RAG System with LLM for Migrant Integration in an HCAI

description: The dataset provides a summary of the experimental results obtained from an HCAI system implemented using a RAG framework and the Llama 3.0 model. A total of 125 hyperparameter configurations were defined by aggregating metrics based on the median of the results from 91 questions and their corresponding answers. These configurations represent the alternatives evaluated through Multi-Criteria Decision-Making (MCDM) methods.
DOI: 10.15468/dl.kgnufk
title: Occurrence Download

description: A dataset containing 3222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ptelea trifoliata L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3222 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009365-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/49wv286my4.1
title: Replication Program for "Small and Vulnerable: Small Firm Productivity in the Great Productivity Slowdown"

description: This repository contains the code and public version of the data in "Small and Vulnerable: Small Firm Productivity in the Great Productivity Slowdown" by Sophia Chen and Do Lee.
DOI: 10.17632/jb9btyv4rr.1
title: Replication Files: The place-based effects of police stations on crime: Evidence from station closures

description: Replication files for the article: "The Place-Based Effects of Police Stations on Crime: Evidence from Station Closures"
DOI: 10.17632/86sd6fwdbw.1
title: Dataset and python scripts for 'Machine learning approaches to predict the decolorization efficiency of UV/H2O2 oxidation in textile wastewater'

description: Dataset for the article, Machine learning approaches to predict the decolorization efficiency of UV/H2O2 oxidation in textile wastewater You can try the procedure of our study by using 'ML_models_comparison.ipynb' file. all.csv and val.csv files are required files for 'ML_models_comparison.ipynb'
DOI: 10.17632/r2b6svy7h7.1
title: Random_Forest_Predictions_Marine_Litter_West_Med

description: The progressive increaseand seemingly unstoppable accumulation of marine macro-litter on the bottom of the Mediterranean Sea is an urgent problem that needs accurate information and guidance to identify those areas most at risk of accumulation. In the absence of dedicated monitoring programs, an important source of opportunistic data are fishery-independent monitoring campaigns of demersal resources. These data have long been used but not yet extensively. In this paper, MEDiterranean International Trawl Survey (MEDITS) data was supplemented with 18 layers of information related to major environmental (e.g. depth, sea water and wind velocity, sea waves) and anthropogenic (e.g. river inputsimpact of river, shipping lanes, urban areas and ports, fishing effort) forcings that influence seafloor macro-litter distribution. The Random Forest (RF), a machine learning approach, was applied to: i) model the distribution of several litter categories at a high spatial resolution (i.e. 1 km2); ii) identify major accumulation hot spots and their temporal trends. Results indicate that RF is a very effective approach to model the distribution of marine macro-litter and provides a consistent picture of the heterogeneous distribution of different macro-litter categories. The most critical situation in the study area was observed in the north-eastern part of the western basin. In addition, the combined analysis of weight and density data identified a tendency for lighter items to accumulate in areas (such as the northern part of the Tyrrhenian Sea) with more stagnant currents. This approach, based on georeferenced information widely available in public databases, seems a natural candidate to be applied in other basins as a support and complement tool to field monitoring activities and strategies for protection and remediation of the most impacted areas.
DOI: 10.17632/mhvgtywrxf.1
title: Android Spyware Detection Using Machine Learning: A Novel Dataset

description: This Dataset Includes network traffic data for the most five-advanced spyware tools used for android (UMobix, TheWiSPY, MobileSPY, FlexiSPY and mSPY)
DOI: 10.15468/dl.9a5z5a
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.75126 11.16012,120.24874 11.16012,120.24874 45.83988,70.75126 45.83988,70.75126 11.16012))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Neomicrocalamus Keng f."
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009366-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/knmzt4w6b8.1
title: AOB taxonomy database for amoA gene

description: A taxonomy database for the processing of bacterial amoA gene high-throughput sequencing.
DOI: 10.17632/p2rkz49r9p.3
title: Data for: Mental Health discourse and social media activism: how mental health narratives develop online

description: 10 years of 'mental health' AND #mentalhealth Twitter data (2007-2017)
DOI: 10.17632/bc92w7dptv.1
title: Replication files

description: These files are needed to replicate results in "Here waits the bride? The effect of Ethiopia's child marriage law" by Tamara McGavock.
DOI: 10.17632/6c2nbw23s8.1
title: Data for Taylor Rule Exchange Rate Model with QE

description: The data relates to a study on the Taylor rule exchange rate model which incorporates the effects of alternative monetary policies such as QE and is related to the paper 'Taylor Rule Exchange Rate Models with Alternative Monetary Policies' by Rudan Wang and Bruce Morley. The aim is to determine if this model outperforms the random walk and other Taylor rule models and UIP in out of sample forecasting. Although it beats the random walk in all countries, it doesn't consistently outperform the forecasts from a UIP model. The data consists of quarterly time series from 1990 to 2019 for four countries: the UK, US, Japan and Eurozone. It comprises the standard Taylor rule variables, such as the interest rate, inflation rate and output gap, as well as the bilateral exchange rates and returns on government bonds. The real time output data was collected from the OECD Real-Time Data and Revisions Dataset and Real Time Dataset for the OECD – Dallas Fed. The inflation data is from the historical World Economic Outlook forecast database. The remaining data are drawn from the IMF’s International Financial Statistics and the FRED Economic research data base. Money market rates (or “call rate”, Central Bank of Japan) are used as a measure of the short-term interest rates that the central bank sets every time period. The interest rate on 10-year maturity bonds have been used as the long-term interest rates. The nominal exchange rate is defined as the U.S. dollar price of foreign currency and is taken as the end-of-month exchange rate
DOI: 10.17632/b464y5cjkp.1
title: Data1

description: This dataset is a research dataset on digital transformation and innovation in China's A-share listed manufacturing corporations
DOI: 10.17632/kh4pdmr9hz.2
title: Grapefruit Defect Semantic Segmentation Dataset

description: This is a dataset for semantic segmentation of grapefruit defects. The segmentation targets include grapefruit defects, navel, and stem.The dataset includes both the original images and the labeled images that we manually labeled through the software. The dataset is distributed in the same way as the VOC2012 dataset.
DOI: 10.17632/rjx76wd5v6.2
title: Indonesian Motor Imagery Dataset (InMID)

description: The dataset comprises Electroencephalogram (EEG) signal data, which encompasses various movement patterns, including standing, sitting, raising the right hand, lowering the right hand, raising the left hand, and lowering the left hand. The research involved the sampling of EEG data from a total of 23 participants, consisting of 12 men and 11 women, hailing from diverse regions within Indonesia. The EEG signals were recorded using the Emotiv Epoch X system, which boasts 14 channels for data acquisition.
DOI: 10.17632/552kf9bgkw.1
title: Employment Satisfaction Survey (ESS) in measuring and evaluating employee management expectations

description: Professional and Essential Workers that includes blue-colored jobs all over the world truly understands and have their own personal expectations with it comes to the so-called Employment Satisfactions towards their employer career advancement. A desirable career advantages and an employment criterion matrix evaluates different local employees, and other specified workers in order to realize and understands several employment satisfaction component guidelines into their personal career goals and aspirations. From this aspect, the research article is focused on the feedback of the employees whether they are still connected from their companies, and those who are considered outgoing or their separation from their employment.
DOI: 10.17632/ywvrsmw6j4.1
title: Research on the mechanism of immune-mediated mitochondrial dysfunction in the pathogenesis of ITP-related fatigue and the regulating effect of Chinese formula JPYQSX

description: Using murine C2C12 myoblasts as the cell model, the study was divided into two sections. In Experiment One, different concentrations of IL-6 or JPYQSX were administered to C2C12 myoblasts for 72 hours,and cell vitality changes were monitored at 24 hours, 48 hours,and 72 hours. The alterations in cell vitality were evaluated by CCK-8. Experiment Two was comprised of four groups: normal, IL-6, JPYQSX, and co-treated group. In Experiment Two,the expression of HIF-1α and SDH in C2C12 myoblasts was detected by Western blot. The content of ATP was detected by spectrophotometry. The levels of succinate and fumarate were detected by colorimetry. The content of ROS was detected by fluorescent probe technique.In Experiment One: At 24 hours, the cell vitality in each group treated with different concentrations of IL-6 was significantly higher than that in the control group.  At 72 h, there was a statistically significant decrease in the cell vitality of the 20 ng/mL and 40 ng/mL IL-6 groups when compared to the control group. Additionally, myoblast vitality was negatively correlated with IL-6 intervention time and dose. In Experiment Two: Compared with the normal group,the protein expression of SDH and HIF-1α at 24 hours in the IL-6 group was significantly improved. The co-treated group had lower SDH and HIF-1α levels than the IL-6 group. Compared with the normal group,the level of ATP in the IL-6 group was significantly increased. Compared with the IL-6 group,the level of ATP in the co-treated group was lower. Compared with the normal group,the levels of succinate and fumarate in the IL-6 group were significantly increased. Compared with the IL-6 group,the levels of succinate and fumarate in the co-treated group were reduced significantly. Compared with the normal group,the level of ROS in the IL-6 group was significantly increased. After JPYQSX intervention,the level of ROS in the co-treated group was reduced significantly.
DOI: 10.17632/8hxrvjpxw4.1
title: REGULATION OF BANKS’ CAPITAL AND MACRO-STABILITY — A THEORETICAL APPRAISAL

description: Following the adoption of the New Economic Policy (NEP) by India in July 1991, Government of India (GOI) has started viewing banks as commercially organized profit driven financial institutions whose viability depends upon their ability to make profit. Like all capitalist economies, India is also subject to trade cycles and onset of a recession leads to a drop in banks’ profit levels and an increase in their stock of non-performing assets. This prompts the government to ask banks to tighten lending norms and maintaining adequate capital buffer as mandated by minimum capital requirement norm. This paper develops a simple baseline model to examine the implications of this kind of a policy. It shows that the policy noted above deepens recession, increases inequality and exacerbates the problem of non-performing assets and lowers profit. It also shows that, instead of taking the banks and the defaulting firms to task for a factor that is completely beyond their control, the best way of tackling this problem is to adopt appropriate stabilization programmes to counter the recession.
DOI: 10.17632/ckgdmw2x5v.1
title: Data for: Investigating the effect of tip-dating on the age of the avian tree

description: There are three files provided in this dataset: 1) final.taxa.morpho.alignment The morphological matrix alignment for the 380 species included in the main analysis 2) main_analysis_posterior_tree_set The 5000 phylogenies sampled at random from the posterior distribution of the principal analysis 3) mr-bayes-commands The MrBayes batch file required to execute the alignment file. The batch file is annotated for further description
DOI: 10.17632/nmbhxxxzzj.1
title: Data set for estimating combining abilities for yield and quality attributes in summer tomato using line by tester analysis in Bangladesh

description: The dataset includes seven inbred lines as female parents (L) and two testers as male parents (T) with diverse genetic bases and heat tolerance qualities. Fourteen cross combinations were produced through an L×T (7 × 2) mating design, involving hybridization between lines (f) and testers (m) in a one-to-one fashion. To assess the heterosis of the crosses, all parents (both lines and testers) were included along with the crosses and evaluated in the same experimental field for 16 traits using a completely randomized design with two replications.
DOI: 10.17632/kdr3b4srbv.1
title: Data for: Effects of repetitive transcranial magnetic stimulation in combination with a low-carbohydrate diet in overweight or obese patients. A randomized controlled trial.

description: Patient's record for changes on weight after repetitive transcanail magnetic stimulaton + diet.
DOI: 10.17632/c3h5tjzpm3.1
title: Dataset on developing low glycemic index rice variety

description: This study conducted a thorough analysis of rice grain yield and quality traits over three years across 27 environments in Bangladesh, focusing on genotypes (G), environments (E), and their interactions (GEI).
DOI: 10.17632/md926tvmz5.1
title: Frontal Alpha and Parietal Theta Asymmetries Associated with Color-Induced Emotions - Raw Dataset

description: This study explored the relationship between color perception—hue, brightness, and saturation—and emotional response—valence, arousal, and pleasure—using subjective evaluations and EEG recordings to assess frontal and parietal asymmetric activity patterns. Utilizing 37 colors from the Berkeley Color Project, along with positive and negative control images, we examined the perceptual and emotional dimensions of color in 32 Mexican participants (19 women; M = 21.4 years, SD = 3.3). This raw dataset contains the demographic, subjective an EEG data. Subjective data is labeled as follows: Condition_Dimension. EEG data is labeled as follows: Condition_Band_Electrode. Condition labels are the following: R = red, O = orange, Y = yellow, CH = chartreuse, G = green, CY = cyan, B = blue, P =purple, BK = black, DG = dark gray, MG = medium gray, LG = light gray, WH = white, 1 = saturated, 2 = bright, 3 = muted, 4 = dark, Positive = positive control, Negative = negative control, and Resting = resting-state EEG. Dimension labels are the following: RG = red-green, YB = yellow-blue, B = brightness, S = saturation, V = valence, A = arousal, P = pleasure, and VAP = VAP Index. Band labels are the following: AL = ln(Alpha Power), and TH = ln(Theta Power). Electrode labels are the following: F3 = frontal–left, F4 = frontal–right, P3 = parietal–left, and P4 = parietal–right.
DOI: 10.17632/kb5nv7dbtm.1
title: Amazon movie reviews

description: Secondary Data. Primary Data could be found here: https://snap.stanford.edu/data/web-Movies.html The first file, allReviews.csv, consists of 7911684 movie reviews from amazon. It has removed the profile name of the reviewer, the review-summary, and the review-text from the primary data. The data span a period of more than 10 years, including all up to October 2012. Each row contains 6 fields: 1. Product ID (e.g. B003AI2VGA) 2. User ID (e.g. A141HP4LYPWMSR) 3. Count of thumb-ups received by this review (e.g. 7) 4. Total thumb count of this review (sum of thumb-ups and thumb-downs, e.g. 7) 5. Given rating in a discrete likert scale of 1 to 5(e.g. 3) 6. Time of the review (unix time: e.g. 1182729600) For example, a sample row from this file is: B003AI2VGA,A1I7QGUDP043DG,8,10,5,1164844800 The second file, Reviewers50plus.csv, contains the user ID of all (16341) the reviewers with more than 50 reviews each. The third file, MovieID177k.csv, contains the product ID of all (177111) the movies reviewed by the reviewers with more than 50 reviews. Primary data citation: "McAuley, J. J., & Leskovec, J. (2013, May). From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews. In Proceedings of the 22nd international conference on World Wide Web (pp. 897-908)."