cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nf67aa
title: Occurrence Download

description: A dataset containing 179345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Geometry POLYGON((-105.75 39.3, -104.95 39.3, -104.95 40.1, -105.75 40.1, -105.75 39.3))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179345 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000307-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcm7cy
title: Occurrence Download

description: A dataset containing 1410 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global distribution of marine forests [herbaria records]"
 ]
}

 The dataset includes 1410 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000330-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbr2dk
title: Occurrence Download

description: A dataset containing 202890663 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anatidae"
 ]
}

 The dataset includes 202890663 records from 6824 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pd3jxp88s6
title: Data for: Zircon xenocryst evidence for crustal recycling at the Mid-Atlantic Ridge

description: Supplementary material, including methods description and tables with SHRIMP U-Pb, Hf isotopes and trace elements of zircon xenocrysts from the Atlantic Ridge
DOI: 10.6084/m9.figshare.25298683.v1
title: Virulence genes (VFDB)

description: Results of virulence genes –assemblies’ screening- using Abricate v1.0.1 and VFDB database (downloaded last 03-27-2023) for 98 CA-MRSA isolates causing infections in children in Spain.
DOI: 10.17632/sjtxmcv5d4
title: Image dataset of Neem (Azadirachta Indica) leaf disease

description: This dataset consists of 2544 colour images of Neem (Azadirachta Indica) leaves collected from various areas in Dhaka, Bangladesh. The images are categorized into two primary groups: healthy and diseased leaves where disease leaves category is sub-divided into further six disease classes. The sample distribution is given below:
 
1. Alternaria = 191 raw image leaves
2. Dieback = 174 
3. Leaf blight = 231
4. Leaf miners = 682
5. Leaf miners_Powdery mildew = 203
6. Powdery mildew = 544
7. Healthy = 519

All images were resized to 640 x 480 pixels. No Augmentation technique was applied to increase samples. Researchers may apply their own augmentation method to increase the dataset for any ML/DL based applications.
DOI: 10.17632/zb7cgmnvzj
title: Difficult To Treat Areas

description: Supplementary tables and figures for the manuscript entitled, Prevalence and Burden of Atopic Dermatitis Involving the Head, Neck, Face, and Hand: A Cross Sectional Study from the TARGET-DERM AD Cohort
DOI: 10.6084/m9.figshare.19448438.v1
title: Excel State Example - Arizona

description: Excel spreadsheet that contains monitoring well data for Arizona, and a VBA code that computes annual average water table elevation and groundwater head.
DOI: 10.17632/96dh52hz9r
title: whisper_adversarial_examples

description: Adversarial examples generated from LibriSpeech and CommonVoice to fool Whisper ASR models
DOI: 10.17632/k9b68trxj5
title: MSAPersonality Dataset: A Modern Standard Arabic Resource for Personality Recognition

description: This dataset contains 267 texts written in Modern Standard Arabic, annotated with the Big Five personality traits: Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism. It was specifically designed for Automatic Personality Recognition (APR), a computational task aimed at inferring personality traits from textual or other data sources. The dataset provides a valuable resource for researchers working at the intersection of computational linguistics, psychology, and machine learning.
DOI: 10.6084/m9.figshare.16413429.v1
title: Data from: American eel personality and body length influence passage success in an experimental fishway

description: This analysis was used to assess the repeatability (R) of juvenile American eel (<i>Anguilla rostrata</i>) behavior in open field and emergence assays (see Behavioral Repeatability Code.R). Repeatable behaviors were then assessed to determine if they influenced passage outcomes in an experimental fishway (Personality vs Climbing Analysis.R).
DOI: 10.6084/m9.figshare.28704176.v2
title: Underestimating the vertical transport of POC in oligotrophic ocean: Evidence from transparent exopolymer particles in Western Pacific seawaters

description: The file is the dataset for the manuscript entitled 'Underestimating the vertical transport of POC in oligotrophic ocean Evidence from transparent exopolymer particles in Western Pacific seawaters' by Tian et al., including temperature, salinity, dissolved oxygen (DO), chlorophyll a (Chl-<i>a</i>), particulate organic carbon (POC), Transparent exopolymer particles (TEP), TEP-C, Relative abundance of bacteria and POC flux data shown in the manuscript.
DOI: 10.6084/m9.figshare.10329275.v2
title: Dataset for MODS analysis of trauma patients

description: This data is accessible through both GitHub and Figshare and contains the 61 patients analyzed at three different time points for MultiOrgan Dysfunction prediction. The full 89 patient dataset can be obtained din the reference below
DOI: 10.6084/m9.figshare.643853.v1
title: MataNui evaluation system setup and evaluation test cases

description: Overview of system setup and evaluation test cases for performance MataNui measurements
DOI: 10.17632/44wsy58s76
title: Data for: The Value of Corporate Social Responsibility during a Crisis: Chinese Evidence
DOI: 10.17632/dctm2htrf5
title: Rabies virus-based barcoded neuroanatomy resolved by single-cell RNA and in situ sequencing

description: Mapping the connectivity of diverse neuronal types provides the foundation for understanding the structure and function of neural circuits. High-throughput and low-cost neuroanatomical techniques based on RNA barcode sequencing have the potential to achieve circuit mapping at cellular resolution and a brain-wide scale, but existing Sindbis virus-based anterograde tracing approaches have limited resolution at which connectivity can be mapped. Rabies virus can complement anterograde tracing approaches by enabling either retrograde labeling of projection neurons or monosynaptic tracing of direct inputs to genetically targeted postsynaptic neurons. However, barcoded rabies virus has so far been only used to map non-neuronal cellular interactions in vivo and synaptic connectivity of cultured neurons. Here we combine barcoded rabies virus with single-cell and in situ sequencing to map connectivity in the mouse brain. We sequenced 391 cells expressing rabies barcodes across seven brains using single-cell RNA-seq, and 3,899,611 cells, including 7,338 neurons expressing rabies barcodes, across three mouse brains using in situ sequencing. We determined the transcriptomic identities of rabies virus-infected cells robustly using both single-cell RNA-seq and in situ sequencing. We then distinguished long-range projecting cortical cell types from multiple cortical areas and identified cell types with converging or diverging synaptic connectivity. Combining in situ sequencing with barcoded rabies virus thus complements existing sequencing-based neuroanatomical techniques and provides a potential path for mapping synaptic connectivity of neuronal types at scale.
DOI: 10.17632/k3bnw2kg4y
title: Data for: Mechanisms behind hazard perception of warning signs: An EEG study

description: Data for hazard perception of warning signs
DOI: 10.6084/m9.figshare.19501918.v1
title: Dataset

description: This is a description
DOI: 10.6084/m9.figshare.2084953.v1
title: Bhardwaj_et_al_2016_data.xls

description: This data is collected as part of a research published in PLOS ONE under the title "Do people take stimulus correlations into account in visual search?". In the research, we examine whether human observers take stimulus correlations into account in orientation target detection. We conducted an experimental task in which observers presented with four oriented Gabor patches. The task was to detect if a vertically oriented Gabor patch ("target") was present on a trial.<br><br>The file contains the data from 11 subjects who performed 3600 trials each (4 sessions of 900 trials), a total of 39600 trials.<br><br>Column descriptions:<br>subjnr: Subject identifier; 1,2,...,11<br>rho: correlation condition; 0,1/3, 2/3, 1<br>T_present: target presence (0 = absent, 1 = present)<br>repsonse: subject response (0 = "absent", 1 = "present")<br>correct: correctness of subject response (0 = incorrect, 1 = correct)<br>ort1, ort2, ort3, ort4: orientations of the 4 stimuli on each trial<br><br><br>
DOI: 10.6084/m9.figshare.25888477.v1
title: Translation and Adaptation of the Perceived Stress Scale and the Multidimensional Scale of Perceived Social Support into Marathi.

description: Datasets for semantic and operational equivalence for the translated versions of the Perceived Stress Scale and the Multidimensional Scale of Perceived Social Support.
DOI: 10.15468/dl.zz74ww
title: Occurrence Download

description: A dataset containing 194917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Poa trivialis L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 194917 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013276-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k8byncrz2f
title: Efficacy and Safety of Phosphodiesterase-4 Inhibitors in Vitiligo: A Systematic Review

description: Vitiligo is a chronic autoimmune disorder characterized by melanocyte destruction, loss of pigmented melanin and resultant non-scaly white macules. Treatment modalities are aimed at controlling disease progression, and begin with topical and systemic steroids, calcineurin inhibitors, immunosuppressants, and narrowband ultraviolet B (UVB) phototherapy. This systematic review summarizes and identifies the treatment outcomes of phosphodiesterase-4 inhibitors (PDE4i), an emerging therapy, for the treatment of vitiligo.
DOI: 10.17632/tt7pc5s72k
title: Codes for “Co-firing biomass and coal with retrofitted CCS can be a negative carbon solution for China’s power sector”

description: Codes for “Co-firing biomass and coal with retrofitted CCS can be a negative carbon solution for China’s power sector”
DOI: 10.6084/m9.figshare.26206577.v3
title: Recalling Ideas: Mnemonic and Attentional Inhibition in Creativity Dataset

description: AbstractExecutive functions (updating, shifting, and inhibition) play an important role in creativity. Until now, only attentional inhibition (the Stroop effect) but not mnemonic inhibition (Thinking-Induced Forgetting, TIF) have been studied. Additionally, the temporal dynamics of the influence of the executive functions on creativity remains unknown. Using structural equation modelling and multilevel models, the relationships between both types of inhibition with creative thinking, as well as their temporal dynamics, were tested on a sample of 300 individuals. Mnemonic and attentional inhibition were shown to be independently associated with originality of thinking. Mnemonic inhibition was found to be more important in the later phases of generating ideas, while attentional inhibition was equally important throughout the idea-generation process, consistent with the predictions of the controlled attention theory of creativity. An interaction between both types of inhibition was also observed, indicating that attentional inhibition may be a prerequisite for mnemonic inhibition.Data files<code>dictionary.csv</code> – data dictionary<code>df.csv</code> – main database file<code>memory.csv</code> – scoring of the memory test<code>stroop.csv</code> – Stroop test results<code>creativity.csv</code> – idea level creativity scoring<br>
DOI: 10.6084/m9.figshare.26359405.v1
title: Intersecting Transcriptomic Landscapes of Hypertension and Kidney Function in African American Women

description: Supplemental data of the study title: "Intersecting Transcriptomic Landscapes of Hypertension and Kidney Function in African American Women"
DOI: 10.17632/65swjr5z8n
title: Parental Stress and Social Support Among Parents of Children with Physical Disabilities in Nepal

description: This dataset consists of comprehensive information on parental stress and social support among parents of children with physical disabilities in Nepal. The details on sociodemographic characteristics, disability-related characteristics, levels of parental stress and social support among participants were included in this dataset. Data were collected by conducting face-to-face interviews using a questionnaire that included the Parental Stress Scale (PSS) and the Nepali version of the Multidimensional Scale for Perceived Social Support (MSPSS-N). The participants were selected conveniently, who were presented at the Hospital and Rehabilitation Center for Disabled Children (HRDC) situated in Banepa Nepal. It is the only orthopaedic hospital specially established for the treatment and rehabilitation of children with physical disabilities. PSS consisted of 18 items, 10 measuring negative parenting experiences, and 8 measuring positive experiences. The responses in each were rated on the 5-pont Likert scale, and the total scores obtained were categorized as mild (18-41), moderate (42-65), and severe (66-90). While, MSPSS-N has 12 items, measuring the perceived support from three sources; including family, friends, and significant others. Responses were rated on a 7-point Likert scale and the overall score was categorized as 1 to 2.9: Low support, 3 to 5: Moderate support, and 5.1 to 7: High support. Parent and child-related characteristics were collected in continuous and nominal types of data. The descriptive statistics of the collected data were presented as frequencies, means and standard deviations and presented in tables. These variables were revised and re-categorized for the multinomial regression analysis to avoid model errors. The multinomial regression analyses were performed to identify the predictors of both parental stress and social support among the study population. The relationship between parental stress and social support was assessed using correlation analysis. In the analysis, we found that 69.64% of parents reported parenting stress at moderate levels, and 10.36% had severe parental stress. However, the maximum parents 71.43% reported having high social support, yet 9.64% reported having low social support. The whole dataset and its analysis were summarized in a report format, including an introduction, methods, results, discussion, and conclusions. The final report was prepared to share with the authorities serving children with physical disabilities, and for the publication in journals.
DOI: 10.17632/7ccgsf9nsy
title: Data and Sensory Wheel of Cake and Pastries

description: Data analysis and sensory wheel of cake and pastries in Excel file
DOI: 10.17632/95bwxngxzx
title: Plasma metabolomic and proteomic profiles of mice with hemorrhagic shock

description: This dataset includes normalized untargeted metabolomics and proteomics data from mouse plasma following hemorrhagic shock with tissue trauma (HS/T). Mice were treated with genetic deletions or pharmacologic inhibitors targeting cell death pathways, including Gsdmd-/-, Casp1-/-, Casp11-/-, Mlkl-/-, Zbp1-/-, and drugs such as z-VAD, Necrostatin-1, Ferrostatin-1, and Disulfiram.
These data were used to identify GSDMD-dependent multi-omic features and develop a GSDMD-specific omics score (GSOS) associated with inflammation, sex-based differences, and outcomes. This dataset supports the findings of the manuscript: "Gasdermin D drives the systemic storm and mortality after trauma with hemorrhage to a greater degree in biological females than males."
DOI: 10.6084/m9.figshare.16843498.v1
title: 20210222_T1_mapping_phantom.zip

description: In the project, 8 in vitro phantoms with different T1 values are imaged on a 3T MRI scanner (MAGNETOM Vida, Siemens Healthineers, Germany) using turbo-spin echo inversion recovery sequence, gradient echo (FLASH) with 3 values of flip angle, Modified Look-Locker Inversion recovery (MOLLI), and T2 and T2* mapping sequences. The data are provided here. For details please contact radekgalabov@gmail.com<br><br>
DOI: 10.6084/m9.figshare.21719879.v1
title: Synthetic Data for Article: Alleviating Housing Market Shocks in Real-Time: an Agent-Based Reinforcement Learning Approach.

description: There are two sets of data in this repository, these are: <br> Model Validation Python_Base_100Runs.csv Netlogo_Base_100Runs.csv Python_Ratefall_100Runs.csv Netlogo_Ratefall_100Runs.csv Article Experiment Outputs LTV_80_Ratefall_NORL.csv LTV_100_Ratefall_NORL.csv LTV_80_Ratefall_Shock_Training_RL.csv LTV_100_Ratefall_Shock_Training_RL.csv The model validation datasets compare identical experiments conducted on two different programming frameworks and quantified the similarities between the two model architectures. These results are referenced in the paper in section titled: Quantifying model similarities (validation) <br> The artical experiment outputs compare base case conditions (no reinforcement learning) and reinforcement learning decisions and the housing market reactions to RL agent involvement. Generally, the RL agent adjusts the interest rates to stabilise the housing market indicators. <br> These datasets are purely experimental and will accompany the article mentioned earlier. <br>
DOI: 10.17632/p8ypz6kzhp
title: Utilización del BIM en empresas constructoras Trujillo, Perú

description: Datos sobre el conocimiento BIM y Adaptabilidad BIM en empresas constructoras Trujillo, Perú
DOI: 10.17632/wd2hy49tsp
title: Casanova-Salas et al; Circulating extracellular vesicles to monitor metastatic prostate cancer evolution in liquid biopsies"

description: Data associated with manuscript "Circulating extracellular vesicles to monitor metastatic prostate cancer evolution in liquid biopsies", published in Casanova-Salas et al, Cancer Cell 2024; (42)1-13. Doi: 10.1016/j.ccell.2024.06.003. Includes genomics (lpWGS) and transcriptomics (RNAseq) data for the in-vitro, in-vivo and clinical samples with codified patient ID
DOI: 10.17632/zrgm463z3b
title: 探索人工智能集成的互动装置艺术中设计元素对情感反应的影响

description: 本问卷旨在探讨人工智能集成的互动装置艺术的设计元素与其引发的情感反应之间错综复杂的关系，我们的调查目标是调查每个设计组件中可能影响情绪反应的具体因素，以便更好地创造出具有个性化和情感共鸣的互动装置艺术。
DOI: 10.6084/m9.figshare.11930205.v1
title: The Updated Brazilian National Air Quality Standards: A Critical Review

description: On November 19, 2018, 30 years after establishment, the updated Brazilian National Air Quality Standards (NAQS) were published. These NAQS were formulated as a fundamental part and instrument of the National Program for the Control of Air Quality and considering, as a reference, the World Health Organization Air Quality Guidelines, published in 2005. An important contribution is the inclusion of PM2.5 (particulate matter with an aerodynamic diameter less than 2.5 µm) as a criteria pollutant and a more restrictive target limit for PM10 (particles that have aerodynamic diameters less than or equal to 10 µm). In this work, the NAQS were discussed using, as a case study, data collected during the 2016 Olympic and Paralympic Games. The lack of PM2.5 data for Brazilian cities results in the calculation of a lower air quality index (AQI), leading to ostensibly good air quality. The results presented in this study clearly support the requirement of improvement of the new resolution since, in the present form, it does not meet the main goal of protecting public health.
DOI: 10.6084/m9.figshare.27964317.v1
title: Source Files raw data

description: This is the source data file containing all the raw data used to build the graphs in the manuscript and is provided in excel format.
DOI: 10.6084/m9.figshare.14877570.v1
title: Disease Data

description: Triage is to reduce needless medical complications in life-threatening circumstances. Triage system are required in every hospital Emergency Department (ED). The most factor in triage patients are by receiving list of chief complaint or symptoms. Many existing algorithms used in triage system such as Australasian Triage Scale (ATS), The Canadian Triage and Acuity Scale (CTAS), The Manchester Triage System (MTS), and The Emergency Severity Index (ESI).
DOI: 10.6084/m9.figshare.23259086.v1
title: Chatwoot data set

description: Chatwoot data set for analysing code review tools: ESLint & SonarQube
DOI: 10.17632/hx6m853xks
title: Factors Influencing Chinese University Students' Learning Attitudes and Intentions for Continuous Use of Artificial Intelligence Courses

description: This study conducted a survey targeting university students in mainland China who are currently using AI software, aiming to analyze their usage patterns and the impact on their learning. A total of 301 valid responses were collected from students across various universities in China, covering different academic levels and disciplines to ensure data representativeness.

Through this research, we seek to understand the frequency of AI software usage, its primary application scenarios (such as academic research, coursework assistance, or daily use), and the influence of university AI courses on students’ adoption of AI software. Additionally, the study explores how AI software alters students’ learning approaches, such as whether it enhances learning efficiency, affects self-directed learning abilities, or raises concerns about AI ethics and future career development.
DOI: 10.6084/m9.figshare.1529344.v1
title: Table: The distribution of categories across 5,564 figshare humanities-related documents

description: The distribution of categories across 5,564 figshare humanities-related documents shows 6,768 uses of the 20 individual figshare categories by the documents in the dataset. Additional analysis shows that 4,947 (88.9%) used only one discipline category while the remaining documents used 2 or more. Ten documents were assigned 10 or more categories. Overall, the initial dataset had over 200 unique configurations of the 20 humanities-related category codes.