cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hkcyvhvmwp.1
title: Solar Energy Dataset

description: This dataset provides a monthly compilation of climate variables for an entire year crucial for evaluating the feasibility of solar power projects, including solar irradiance, surface albedo, cloud cover, and temperature—making it highly relevant for environmental and energy research communities.
The data can be used to train machine learning models that classify or rank geographic regions based on their suitability for solar energy harvesting, offering support to urban planners, energy developers, and policy-makers for data-driven decision-making.
Researchers working in climate science, renewable energy planning, or geospatial analytics can leverage this dataset to assess energy potential and analyze regional variability, helping optimize site selection strategies in different parts of the world.
The dataset facilitates the creation of interactive geospatial visualizations and maps, helping to democratize energy insights by making them accessible to a broader range of stakeholders including NGOs, startups, and governments focused on sustainable development.
This data can be used to benchmark and evaluate machine learning models aimed at site selection, climate prediction, or grid expansion, while also serving as a base for transfer learning in broader energy or environmental prediction tasks.
By offering publicly accessible, structured climate and solar energy data across a 1-year period(January to December 2022) [1], this collection supports longitudinal studies and helps compare trends in solar resource availability across seasons and regions—an essential step toward scaling clean energy initiatives globally
DOI: 10.17632/js46crns3j.1
title: Targeted delivery of the PKMYT1 inhibitor RP-6306 mediates PANoptosis in pancreatic cancer via mitotic catastrophe

description: MiaPaCa-2 cells were treated with RP-6306 or RP-6306+Gemcitabine or DMSO for 48 h. Then, total RNA was extracted from cells using TRIzol (Invitrogen). Library construction and sequencing were performed by LC-Bio Technology (Hangzhou, China). The average insert size for the final cDNA library was 300±50 bp. At last, we performed the 2×150bp paired-end sequencing (PE150) on an illumina Novaseq™ 6000 (LC-Bio Technology CO., Ltd., Hangzhou, China) following the vendor's recommended protocol.
DOI: 10.17632/z37v7z2fg5.1
title: Supplementary Table 1 for JAAD-D-24-00369R2

description: Overview of patient’s characteristics and surgical outcomes.
DOI: 10.17632/697rxp7jgh.1
title: Dataset on perceived fear of future pandemic recurrence in the context of remote work

description: This dataset concerns the perceived fear of future pandemic recurrence in the context of remote work. The data were collected in South Korea through an online survey. It includes 31 items related to the technology acceptance model, including a specific measure of perceived fear of future pandemic recurrence. The dataset is publicly available and can be used by researchers for academic purposes.
DOI: 10.15468/dl.f6bx5d
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-77.12807 38.90795,-77.09039 38.90795,-77.09039 38.94206,-77.12807 38.94206,-77.12807 38.90795))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Akebia quinata (Houtt.) Decne."
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008699-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/krybpg844t.1
title: Ancillary variables, abundances of mcrA and pmoA gene, and the concentrations and diffusive fluxes of CO2 and CH4 through drainage ditches in a subtropical coastal region of southeastern China

description: This supporting information provides the tables about abundances of mcrA and pmoA gene, and the concentrations and diffusive fluxes of GHGs in the following pages.
DOI: 10.17632/mrwv6g3gtt
title: ACG+LVET

description: Acoustic Cardiography (ACG) for Left Ventricular Ejection Time (LVET) Monitoring in Preeclampsia Risk Prediction
DOI: 10.17632/mrwv6g3gtt.1
title: ACG+LVET

description: Acoustic Cardiography (ACG) for Left Ventricular Ejection Time (LVET) Monitoring in Preeclampsia Risk Prediction
DOI: 10.17632/f8jyxm3x3k
title: Research data of the article entitled "Recruitment of oligotrophic bacteria and stimulation of soil ammonium production co-alleviate microbial nitrogen limitation of shrublands in the Mu Us Desert"

description: In the present study, we anticipated that 1) microbial enzyme activities and microbial N limitation vary across shrublands, especially in the rhizosphere;2) the prevalence of oligotrophic bacteria and fungi alleviate microbial N limitation; 3) higher soil GMR and biological N fixation rates reduce microbial N limitation, while great GNR increase microbial N limitation. To test these hypotheses, we investigated three typical shrublands in the Mu Us Desert (dominated by Artemisia ordosica, Salix psammophila and Caragana korshinskii, respectively), to delineate their patterns of microbial resource utilization and underlying microbial mechanism. The microbial metabolic limitation in the rhizosphere and bulk soil, along with the relative abundances of oligotrophs and copiotrophs, GMR, GNR, and biological N fixation rates (nitrogenase activity) were investigated using an integrated approach combining vector model of EES and 15N isotope tracing.
DOI: 10.17632/f8jyxm3x3k.1
title: Research data of the article entitled "Recruitment of oligotrophic bacteria and stimulation of soil ammonium production co-alleviate microbial nitrogen limitation of shrublands in the Mu Us Desert"

description: In the present study, we anticipated that 1) microbial enzyme activities and microbial N limitation vary across shrublands, especially in the rhizosphere;2) the prevalence of oligotrophic bacteria and fungi alleviate microbial N limitation; 3) higher soil GMR and biological N fixation rates reduce microbial N limitation, while great GNR increase microbial N limitation. To test these hypotheses, we investigated three typical shrublands in the Mu Us Desert (dominated by Artemisia ordosica, Salix psammophila and Caragana korshinskii, respectively), to delineate their patterns of microbial resource utilization and underlying microbial mechanism. The microbial metabolic limitation in the rhizosphere and bulk soil, along with the relative abundances of oligotrophs and copiotrophs, GMR, GNR, and biological N fixation rates (nitrogenase activity) were investigated using an integrated approach combining vector model of EES and 15N isotope tracing.
DOI: 10.17632/9tj726d4p5.1
title: College Students' Mental Health Data

description: The data collection contains the mental health data of 5,00 students, comprising college students' data with 25 distinct dimensions of mental health evaluation features such as anxiety, depression, stress, mood swings, and so on.
DOI: 10.17632/4yd6jgk747.1
title: DEBUNKING SPIRITUAL AND MENTAL WELLBEING VIA HEARTBEAT EVOKED POTENTIALS (HEP); CAN HEP BE A PSYCHOPHYSIOLOGICAL CORRELATE?

description: RESEARCH PROBLEM:
Health consists of physical, mental and spiritual health and spiritual health forms the core of wellbeing. While spirituality is related to health still remains a debatable topic, the fact that spiritual therapies provide therapeutic effects in various disorders give sufficient of a clue that we do not yet fully understand the mystery of spirit and its relation to wellbeing. We therefore,
aim to study the relationships between spiritual health and its mental correlates.

1.2 RESEARCH SIGNIFICANCE
Our study will provide scientific evidence for the effects of spiritual therapies. This will reduce chances of malpractice by bogus practitioners and will open a new arena of therapy for holistic healing, through which we would not only be able to define if a spiritual exercise have some effects, but will also scientifically prove the mechanism of its effects, ultimately incorporating spiritual therapies in healthcare to promote holistic healing.


1.3 RESEARCH OBJECTIVES
• To estimate spiritual wellbeing and quality of life in the study participants.
• To determine brain functioning in relation to spiritual wellbeing of the study participants.
• To determine heart rate variability in relation to spiritual wellbeing.
DOI: 10.17632/4yd6jgk747.2
title: DEBUNKING SPIRITUAL AND MENTAL WELLBEING VIA HEARTBEAT EVOKED POTENTIALS (HEP); CAN HEP BE A PSYCHOPHYSIOLOGICAL CORRELATE?

description: RESEARCH PROBLEM:
Health consists of physical, mental and spiritual health and spiritual health forms the core of wellbeing. While spirituality is related to health still remains a debatable topic, the fact that spiritual therapies provide therapeutic effects in various disorders give sufficient of a clue that we do not yet fully understand the mystery of spirit and its relation to wellbeing. We therefore,
aim to study the relationships between spiritual health and its mental correlates.

1.2 RESEARCH SIGNIFICANCE
Our study will provide scientific evidence for the effects of spiritual therapies. This will reduce chances of malpractice by bogus practitioners and will open a new arena of therapy for holistic healing, through which we would not only be able to define if a spiritual exercise have some effects, but will also scientifically prove the mechanism of its effects, ultimately incorporating spiritual therapies in healthcare to promote holistic healing.


1.3 RESEARCH OBJECTIVES
• To estimate spiritual wellbeing and quality of life in the study participants.
• To determine brain functioning in relation to spiritual wellbeing of the study participants.
• To determine heart rate variability in relation to spiritual wellbeing.
DOI: 10.17632/4yd6jgk747.3
title: Neuro-cardiological Correlates of spiritual and mental wellbeing

description: RESEARCH PROBLEM:
Health consists of physical, mental and spiritual health and spiritual health forms the core of wellbeing. While spirituality is related to health still remains a debatable topic, the fact that spiritual therapies provide therapeutic effects in various disorders give sufficient of a clue that we do not yet fully understand the mystery of spirit and its relation to wellbeing. We therefore,
aim to study the relationships between spiritual health and its mental correlates.

1.2 RESEARCH SIGNIFICANCE
Our study will provide scientific evidence for the effects of spiritual therapies. This will reduce chances of malpractice by bogus practitioners and will open a new arena of therapy for holistic healing, through which we would not only be able to define if a spiritual exercise have some effects, but will also scientifically prove the mechanism of its effects, ultimately incorporating spiritual therapies in healthcare to promote holistic healing.


1.3 RESEARCH OBJECTIVES
• To estimate spiritual wellbeing and quality of life in the study participants.
• To determine brain functioning in relation to spiritual wellbeing of the study participants.
• To determine heart rate variability in relation to spiritual wellbeing.
DOI: 10.17632/9r6v4hsc8x.1
title: Reward-Based Crowdfunding Data

description: This dataset consists of two files, both containing metadata of randomly selected crowdfunding projects from the Kickstarter platform that were launched on or after January 5, 2022, and completed by March 8, 2024. The EU dataset includes 2,272 projects, while the global dataset comprises 15,006 projects. Both files are fully processed and feature self-explanatory variables. They are specifically designed to illustrate the geographical distribution of backers and creators, providing insights into home and local biases.
Below is a list summarizing all relevant variables in the datasets, along with their descriptions.

ID: Project identifier within the datasets;
Start_Date: Start of the financing period;
End_Date: End of the financing period;
Duration: = End_Date − Start_Date;
Category: One of five supercategories to which a project belongs;
Success: = 1 if funded successfully;
Funding: Total amount financed in USD (exchange rate on End_Date was used);
Target: Desired financing amount in USD (exchange rate on End_Date was used);
Staff_Pick: = 1 if project was honored with a "Project We Love" badge;
Backers: Number of supporters who backed the respective project by End_Date;
Video_Header: = 1 if project page starts with a video;
Videos_Bool: = 1 if at least one video is included in the campaign text;
Images_Bool: = 1 if at least one image is included in the campaign text;
Description: Word count of the introductory text;
Rewards: Number of reward stages;
Prev_Success: Number of a creator’s previously successful projects;
Backed: Number of projects supported by a creator;
Updates: Total number of updates by a creator at EndDate;
Links: Number of websites linked by a creator;
: Number of supporters from who backed the respective project by EndDate ( represents any country);
EU_Backers_Tot: Number of EU-based supporters who backed the respective project by EndDate;
EU_Backers_Share: = EU_Backers_Tot / Backers;
Same_Ctry_Tot: Number of supporters from the project’s country of origin who backed it by EndDate;
Same_Ctry_Share: = Same_Ctry_Tot / EU_Backers_Tot;
_Bool: = 1 if a project is launched in ( represents any EU member state);
EU_Bool: = 1 if a project is launched within the EU;
Creator_Location: City and country of a project’s origin;
Creator_Coord: Coordinates of a project’s origin: POINT(Longitude, Latitude);
Avg_Dist_EU: Average distance (in km) of EU-based supporters from a project;
Country_Pop: Population of a project’s country of origin as of 2023, reported by Eurostat (2025);
Adjacent_Ctry_Tot: Number of supporters from a country adjacent to the respective project’s origin who backed it by EndDate;
Adjacent_Ctry_Share: = AdjacentCtryTot / EUBackersTot;
Adjacent_Ctry_Backers_Sum: Aggregate number of supporters based in countries adjacent to the respective project’s origin;
Adjacent_Ctry_Count: Number of countries adjacent to the project's country of origin.
DOI: 10.17632/v8pcdgthwz.1
title: Optimization of polysaccharide ultrasonic extraction process, activity screening and structure identification of Gastrodia elata Bl.

description: This dataset includes single-factor data on ultrasound-assisted extraction of Gastrodia elata polysaccharides, purification and elution data of different components of Gastrodia elata polysaccharides, in vitro free radical scavenging capacity data, in vitro cell activity test data, and structural characterization data of preferred Gastrodia elata polysaccharides DGP1, etc
DOI: 10.17632/84ynsh84wp
title: Приложение (дополнительные таблицы) к статье "Выгорание старшеклассников в контексте подготовки к ЕГЭ: роль образовательной среды"

description: Материал содержит дополнительные таблицы к статье "Выгорание старшеклассников в контексте подготовки к ЕГЭ: роль образовательной среды" Мурадымовой Л.Р., Бочавер А.А. https://doi.org/10.17759/pse.2025300204
DOI: 10.17632/84ynsh84wp.1
title: Приложение (дополнительные таблицы) к статье "Выгорание старшеклассников в контексте подготовки к ЕГЭ: роль образовательной среды"

description: Материал содержит дополнительные таблицы к статье "Выгорание старшеклассников в контексте подготовки к ЕГЭ: роль образовательной среды" Мурадымовой Л.Р., Бочавер А.А. https://doi.org/10.17759/pse.2025300204
DOI: 10.17632/f6n5phpy8f.1
title: KPROJ: A program for unfolding electronic and phononic bands

description: We introduce a program named KPROJ that unfolds the electronic and phononic band structure of materials modeled by supercells. The program is based on the k-projection method, which projects the wavefunction of the supercell onto the k-points in the Brillouin zone of the artificial primitive cell. It allows for obtaining an effective “local” band structure by performing partial integration over the k-projected wavefunctions, e.g., the unfolded band structure with layer-projection for interfaces and the weighted band structure in the vacuum for slabs. The layer k-projection is accelerated by a scheme that combines the Fast Fourier Transform (FFT) and the inverse FFT algorithms. It is now interfaced with several first-principles codes based on plane waves such as VASP, Quantum Espresso, and ABINIT. In addition, it also has interfaces with ABACUS, a first-principles simulation package based on numerical atomic basis sets, and PHONOPY, a program for phonon calculations.
DOI: 10.15468/dl.2gajgm
title: Occurrence Download

description: A dataset containing 109271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.10094 -18.3049,-69.09965 -18.22095,-69.1526 -18.17187,-69.34071 -18.05556,-69.52022 -18.0349,-69.64441 -18.0505,-69.72836 -18.16803,-69.71028 -18.29717,-69.64054 -18.39661,-69.32886 -18.51387,-69.17776 -18.51774,-69.10802 -18.39247,-69.10094 -18.3049))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 109271 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008690-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p4yhvtzxvr.1
title: OPITeR: A program for tensor reduction of multi-loop Feynman integrals

description: We present OPITeR, a Form program for the reduction of multi-loop tensor Feynman integrals. The program can handle tensors, including spinor indices, with rank of up to 20 and can deal with up to 8 independent external momenta. The reduction occurs in D dimensions compatible with conventional dimensional regularization. The program is able to manifest symmetries of the integrand in the tensor reduced form.
DOI: 10.17632/hjwmt6cc55.1
title: Numerical renormalization group calculations for magnetic impurity systems with spin-orbit coupling and crystal-field effects

description: Exploiting symmetries in the numerical renormalization group (NRG) method significantly enhances performance by improving the accuracy, increasing the computational speed, and optimizing the memory efficiency. Published codes focus on continuous rotations and unitary groups, which generally are not applicable to systems with strong crystal-field effects. The PointGroupNRG code implements symmetries related to discrete rotation groups, which are defined by the user in terms of Clebsch-Gordan coefficients, together with particle conservation and spin rotation symmetries. In this paper we present a new version of the code that extends the available finite groups, previously limited to simply reducible point groups, in a way that all point and double groups become accessible. It also includes the full spin-orbital rotation group. Moreover, to improve the code's flexibility for impurities with complex interactions, this new version allows to choose between a standard Anderson Hamiltonian for the impurity or, as another novel feature, an ionic model that requires only the spectrum and the impurity Lehmann amplitudes.
DOI: 10.17632/n94n2zcxdr.1
title: PyHTStack2D: A Python package for high-throughput homo/hetero stacking of 2D materials

description: Two-dimensional (2D) van der Waals (vdWs) structures are the subject of extensive research in materials science, celebrated for their unique physical properties and potential technological applications. However, the diversity of stacking modes in 2D vdWs structures poses a challenge for research. In response to the complexity of the stacking process for these layered structures, we have developed a Python package, PyHTStack2D, specifically designed to support High-Throughput Stacking of 2D materials research. The package provides two primary functionalities: Firstly, it facilitates the batch stacking of homo- and heterostructures, with careful consideration of specific sequences and patterns, such as those observed in the 1T/2H phase transitions of transition metal dichalcogenides; Secondly, it aids in the efficient creation of computational directories and the generation of requisite shell scripts for the batch computation submissions of the stacked structures. By employing this package, we performed high-throughput computational simulations of properties such as electronic energy band structures and magnetic ground states of bilayers composed of 2H-TMDHs. These results have enabled us to identify the types of electronic band structures within these systems, providing critical insights into their potential applications in optoelectronics and photocatalysis. Furthermore, preliminary findings indicate the potential feasibility of generating bipolar magnetic semiconductors via the stacking of magnetic monolayers. The PyHTStack2D package provides an opportunity to perform efficient high-throughput calculations of 2D vdWs homo/heterostructures.
DOI: 10.17632/w72shkvs2c.1
title: Gut microbiota-driven IL-17A production by hepatic γδ T cells enhances neutrophil defense against systemic Staphylococcus aureus infection

description: Staphylococcus aureus (S. aureus) bloodstream infections pose a significant clinical threat, exacerbated by increasing antibiotic resistance and high mortality. While the gut microbiota is recognized as a key modulator of systemic immunity, the mechanisms underlying its protective role against invasive bacterial infections remain incompletely understood. Here, we investigated how gut microbiota influences hepatic immune responses during early S. aureus bloodstream infection using animal models. Our findings demonstrate that the gut microbiota exerts a protective effect against systemic S. aureus infection. Specifically, commensal microbiota-derived signals prime hepatic γδ T cells for rapid IL-17A production upon bacterial challenge. This microbiota-dependent IL-17A response subsequently promotes neutrophil recruitment to the liver, facilitating bacterial clearance and limiting systemic dissemination. Disruption of the gut microbiota impaired hepatic γδ T cell IL-17A production, reduced neutrophil mobilization, and compromised host resistance to infection. Notably, we found that colonization with the commensal Limosilactobacillus reuteri (L. reureri) activates this hepatic γδT17-neutrophil axis, enhancing host defense against S. aureus. This study reveals a novel gut-liver axis whereby intestinal microbiota orchestrates hepatic γδ T cell function to establish an early immunological barrier against invasive bacterial pathogens, offering potential therapeutic avenues for enhancing host defense against life-threatening S. aureus infections.