cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pnhw5czzcz.1
title: In situ Raman investigation of Dy complexation in Cl-bearing aqueous solutions at 20–300 °C

description: In this study, the speciation of Dy in acidic chloride-bearing hydrothermal solutions was investigated using confocal Raman spectroscopy with a new capillary Raman heating stage at
20–300 °C. Background solutions (pure water, NaCl-solutions) and solutions with 0.14–1.8 mol kg−1 dissolved DyCl3 were sealed in quartz capillary cells. Comparison of the spectra for Dy chloride solutions
with those for background solutions and the spectra for reference Dy-bearing solids was used to identify Raman bands specific to Dy–O and Dy–Cl bonds. The Raman band for the Dy–O stretching mode of
hydrated Dy3+ aqua ions was measured at 365–384 cm−1 and a Raman band for the Dy–Cl stretching modes of Dy chloride complexes was measured near 240 cm−1 . The Dy–O band decreases systematically
with temperature, whereas the Dy–Cl band systematically increases, indicating a systematic increase in the stability of Dy chloride complexes with temperature. This study provides the framework for expanding
the use of in situ Raman spectroscopy to investigate the speciation of REE in aqueous solutions to hydrothermal conditions.
DOI: 10.17632/wkbd3wsjpj.1
title: Grapevine Virus and Symptom Database (GVS-DB)

description: The Grapevine Virus and Symptom Database (GVS-DB) is a comprehensive repository designed to support the diagnosis, monitoring, and management of viral diseases in vineyards, particularly those associated with Grapevine Leafroll Disease (GLD) and Grapevine Red Blotch Disease (GRBD). The GVS-DB contains real-time PCR diagnostic results for specific viruses, including GLRaV-1, GLRaV-2, GLRaV-3, and GLRaV-4, associated with GLD, and GRBV, which causes GRBD. Additionally, the repository includes an extensive collection of photographs of leaves and plants both with and without visible symptoms of these diseases, some categorized by molecular diagnostic status.
This database serves as a valuable resource for researchers, agricultural professionals, and plant health personnel, offering essential visual and molecular information for the early identification and effective management of viral diseases in vineyards. Furthermore, this information is suitable for building artificial intelligence (IA) models, enhancing predictive capabilities and decision-making in grapevine disease management, ultimately contributing to the sustainability and productivity of grapevine crops.
DOI: 10.17632/x4tkj57mb5.1
title: Mitochondrial NADPH fuels mitochondrial fatty acid synthesis and lipoylation to power oxidative metabolism (Kim et al, Metabolomics Raw Data)

description: Raw data file_metabolomics data
DOI: 10.17632/6x4dzzrs2h.1
title: HRCDS: A Benchmark Dataset for High-Resolution Concrete Damage Segmentation

description: Concrete structures deteriorate due to environmental stressors, aging, and mechanical loads, resulting in cracks, spalling, and corrosion. Early damage detection is essential for ensuring structural integrity and safety. While deep learning has improved automated detection, its effectiveness is constrained by the lack of high-quality datasets with diverse damage types and precise annotations. Existing datasets often suffer from low resolution, limited variability, and inadequate labeling, hindering model generalization. To overcome these challenges, a high-resolution concrete damage segmentation dataset (HRCDS) has been introduced for deep learning applications in structural health monitoring. HRCDS offers pixel-wise annotations for various damage types, including cracks, exposed rebar, corrosion strain, and surface spalling, captured under different lighting conditions and textures. The public release of HRCDS aims to drive advancements in AI-powered structural assessment, fostering innovation in civil engineering, deep learning, and digital twin technologies.
DOI: 10.17632/z2hz9prrb2.1
title: Supplemental Data for "Quantum Mechanical and Machine Learning Prediction of Rotational Energy Barriers in Halogenated Aromatic Alcohols"

description: Geometry optimization output files for structures considered in the above paper.
DOI: 10.17632/45hk8pp4s7.1
title: Mineral-melt calcium isotope fractionation factors constrained using ab initio molecular dynamics simulations and their implications to calcium isotope effects during partial melting in the upper mantle

description: This data set contains all data tables from "Mineral-melt calcium isotope fractionation factors constrained using ab initio molecular dynamics simulations and their implications to calcium isotope effects during partial melting in the upper mantle" by Yonghui Li, Justin Hardin, Wenzhong Wang, Zhongqing Wu and Shichun Huang, GCA
DOI: 10.17632/bdmzzytkdm.1
title: Coordinates of mammal species used to generate species distribution models

description: Database with geographic coordinates of medium to large mammal species that occur in the Caatinga (Brazilian Dry Tropical Forest) collected through GBIF, Species Link and bibliographic survey used to generate species distribution models (SDM)
DOI: 10.17632/7chtgrwkv3.1
title: Natural fiber-recycled aggregate concrete

description: This dataset provides comprehensive data on the compressive and tensile strength of natural fiber-reinforced recycled aggregate concrete. It includes measurements from a range of samples prepared using different ratios of natural fibers and recycled aggregates. The dataset is intended to support research on sustainable building materials, specifically focusing on how the incorporation of natural fibers and recycled aggregates can enhance the mechanical properties of concrete.

Key Features:

Variables: Includes detailed columns for sample identifiers, mix ratios (natural fiber percentage, recycled aggregate percentage), curing time, and the corresponding compressive and tensile strength values.

Units: Compressive strength and tensile strength are measured in MPa.

Data Collection: Experimental data were obtained from published articles; available in peer reviewed journals mentioned in 'source' section.

Applications: Suitable for research in sustainable construction materials, concrete technology, and material science, as well as for those exploring the mechanical performance of eco-friendly building materials.

Potential Use Cases: This dataset can be used to analyze the impact of varying natural fiber and recycled aggregate content on concrete strength, develop predictive models for material performance, and support further innovation in sustainable construction practices.

Format: Excel file (.xlsx)

Keywords: Natural fiber, Recycled aggregate, Concrete, Compressive strength, Tensile strength, Sustainable construction, Eco-friendly materials
DOI: 10.17632/7chtgrwkv3.2
title: Natural fiber-recycled aggregate concrete compressive strength with web-based optimized UI

description: This dataset provides comprehensive data on the compressive and tensile strength of natural fiber-reinforced recycled aggregate concrete. It includes measurements from a range of samples prepared using different ratios of natural fibers and recycled aggregates. The dataset is intended to support research on sustainable building materials, specifically focusing on how the incorporation of natural fibers and recycled aggregates can enhance the mechanical properties of concrete.

Key Features:

Variables: Includes detailed columns for sample identifiers, mix ratios (natural fiber percentage, recycled aggregate percentage), curing time, and the corresponding compressive and tensile strength values.

Units: Compressive strength and tensile strength are measured in MPa.

Data Collection: Experimental data were obtained from published articles; available in peer reviewed journals mentioned in 'source' section.

Applications: Suitable for research in sustainable construction materials, concrete technology, and material science, as well as for those exploring the mechanical performance of eco-friendly building materials.

Potential Use Cases: This dataset can be used to analyze the impact of varying natural fiber and recycled aggregate content on concrete strength, develop predictive models for material performance, and support further innovation in sustainable construction practices.

Format: Excel file (.xlsx)

Keywords: Natural fiber, Recycled aggregate, Concrete, Compressive strength, Tensile strength, Sustainable construction, Eco-friendly materials

Run the app in powershell with following code:-
streamlit run app.py

Required libraries:-
numpy==1.21.4
pickle-mixin==1.0.2
streamlit==1.12.0
streamlit-option-menu==0.3.2
scikit-learn==1.0.1
protobuf==3.20.1
xgboost==1.6.1
lightgbm==3.3.2
catboost==1.0.6
DOI: 10.17632/zf3bgs5ztm.1
title: DATA- Effectiveness of simulation and gamification as learning tools in medical education. A systematic review and meta- analysis

description: A systematic review was conducted from October 2024 to January 2025. The final search was carried out on January 21st, 2025. Databases used for research were Pubmed, Scopus and Web of Science (WoS).
The research question was structured using the PICO framework to ensure a clear and focused approach. The population of interest comprises students and professionals in the field of medicine, as these groups are directly involved in the educational processes being studied. The intervention focuses on the use of simulation and gamification as learning tools, highlighting their potential to enhance educational experiences and outcomes in medical training.
The comparison is established against traditional teaching methods commonly employed in medical education, such as lectures and standard clinical training, to evaluate the added value of simulation and gamification. The outcomes of interest are centered on measurable improvements in key areas, including the acquisition of clinical skills, enhanced decision-making abilities, and increased performance in both simulated and real-world settings. This structure ensures that the research remains targeted and capable of addressing the effectiveness of these innovative educational strategies in medical education.
DOI: 10.15468/dl.4tjf6t
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus petraea (Matt.) Liebl.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 123 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004330-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bhb7vpc2r8
title: Random Graph BD5

description: We have generated sets of the problem instances obtained by using different pseudo-random methods to generate the graphs. The order and the size of an instances were generated randomly using function random() within the respective ranges. Each new edge was added in between two yet non-adjacent vertices randomly until the corresponding size was attained. This dataset is an extension of the Random Graph dataset available at https://data.mendeley.com/datasets/rr5bkj6dw5/8.
DOI: 10.17632/bhb7vpc2r8.1
title: Random Graph BD5

description: We have generated sets of the problem instances obtained by using different pseudo-random methods to generate the graphs. The order and the size of an instances were generated randomly using function random() within the respective ranges. Each new edge was added in between two yet non-adjacent vertices randomly until the corresponding size was attained. This dataset is an extension of the Random Graph dataset available at https://data.mendeley.com/datasets/rr5bkj6dw5/8.
DOI: 10.17632/hg9kv2pd6s.2
title: Data for Super Paleo–Typhoons Striking Southern Hainan Island in the Northern South China Sea: Evidence from Coral Boulders on a Fringing Reef

description: The dataset includes data of typhoons that made landfall along the coasts of southern and eastern China, and data of coral boulders from the reef flat of Xiaodonghai fringing reef indicating super paleo-typhoons, for the article "Super Paleo–Typhoons Striking Southern Hainan Island in the Northern South China Sea: Evidence from Coral Boulders on a Fringing Reef" by Zhou et al.
DOI: 10.17632/hg9kv2pd6s.3
title: Data for Super paleo-typhoons striking southern Hainan Island in the northern South China Sea during the mid-late Holocene: Coral boulder evidence from a fringing reef

description: The dataset includes data of typhoons that made landfall along the southern and eastern China coasts, and data of coral boulders from the reef flat of Xiaodonghai fringing reef indicating super paleo-typhoons, for the article "Super paleo-typhoons striking southern Hainan Island in the northern South China Sea during the mid-late Holocene: Coral boulder evidence from a fringing reef" by Zhou et al.
DOI: 10.5281/zenodo.12772887
title: Electrical conductivity of amphibole-olivine aggregates
DOI: 10.5281/zenodo.12772888
title: Electrical conductivity of amphibole-olivine aggregates
DOI: 10.5281/zenodo.14921751
title: Electrical conductivity of amphibole-olivine aggregates
DOI: 10.15468/dl.dd7p35
title: Occurrence Download

description: A dataset listing the 23561 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year 2000-2025"
 ]
}

 The dataset's 23561 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004329-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tn5jjddh5j.1
title: Ukraine from offensive to defensive

description: Abstract: Russia and Ukraine have been fighting along a 640-mile frontline for the last 
three years of war, and Russia has captured over 112,000 square kilometres of 
Ukrainian territory through a frozen conflict. Ukraine has been failed either to take back 
its territory or halt the tempo of Russian war machine despite tremendous Western 
economic and military support. President Zelenskky can be required to pay hundreds of 
billions of dollars in war reparations to the White House via a critical mining agreement
when Russia has just captured a coal mining town in Toretsk. The conflict evolved into a 
natural resources war for controlling mines and minerals in Ukraine and the strategic 
location of the Black Sea. Russia's war machine is now relentlessly operating on the 
eastern and southern fronts of Ukraine, but this conflict has evolved into a horizontal
proliferation and prevails over diplomatic and military relationships among the 
countries.

Introduction
Warfare, a practice steeped in history, has evolved into a profoundly costly and intricate
endeavour in modern era, leading to the tragic loss of invaluable human 
lives and the destruction of public, private and military infrastructure. It drains vital 
national financial resources intended for military advancement, depletes geological 
resources like crude oil for flying warplanes and diesel for running tanks, trucks, and 
railways, disrupts trade relationships between the warring nations and erodes the 
cultural and diplomatic ties that previously flourished.
On 24th February 2022, Russia invaded Ukraine, and the NATO alliance came under 
severe stress to offer military, financial, and structural aid to Ukraine. As the Russia-Ukraine war has now entered third year. Both sides suffered hundreds of thousands of 
casualties and lost valuable military equipment.
This conflict evolved into a contemporary theatre of drone warfare. Additionally, many 
Ukrainians and some military experts raise hopes that the Biden administration's 
decision to allow Ukraine to use long-range ATACMS inside Russia would change the 
battlefield dynamics. However, the ground realities still remained harsh and 
unfavourable for Ukrainians. This essay will talk about the recent developments on 
different fronts of the war in Ukraine and shed light on the latest Russian military gains. 
It will also look at whether the use of long-range ATACMS against military targets on the 
mainland has slowed down the Russian offensives and stopped their small gains in 
strategic heights of Chasiv Yar and the surrounding Pokrovsk. Finally, it will ask why 
Ukraine can't join NATO soon and whether peace negotiations in Riyadh would facilitate 
Ukraine's swap of the held salient in the Kursk Oblast for a portion of the over 112,000 
square kilometres of Ukrainian territory under Russian control.
DOI: 10.15468/dl.wabqgq
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cotula anthemoides L."
 ]
}

 The dataset includes 947 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004334-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hyw9nckdsj.1
title: Random Graph BD4

description: We have generated sets of the problem instances obtained by using different pseudo-random methods to generate the graphs. The order and the size of an instances were generated randomly using function random() within the respective ranges. Each new edge was added in between two yet non-adjacent vertices randomly until the corresponding size was attained. This dataset is an extension of the Random Graph dataset available at https://data.mendeley.com/datasets/rr5bkj6dw5/8.
DOI: 10.17632/d48z5kgm94.1
title: The role of laughter therapy in adults: Life satisfaction and anxiety control. A systematic review with meta-analysis

description: This study proposes the hypothesis that laughter therapy has a positive impact on emotional well-being by reducing anxiety levels and improving life satisfaction in adults. Specifically, it examines various laughter therapy techniques, including laughter yoga, and their effects both globally and within groups.

In these files, you will find the .xlsx tables containing the data extracted from the studies—one for Anxiety and another for Life Satisfaction—the Cochrane ROB2 used to assess the risk of bias, and the analytical scripts from the Comprehensive Meta-Analysis Software (CMA) that were used to obtain the results. The use of the latter is under licence.
DOI: 10.15468/dl.q3axcu
title: Occurrence Download

description: A dataset containing 7786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pyrus L.",
 "Year 1901-2025"
 ]
}

 The dataset includes 7786 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004336-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28481231
title: 3D structures of sediment aggregates at different states of microbial colonization

description: These are 3D scans of aggregate structures when the sediment particles are resembled by microbial colonization. File name with a "b" indicates microbial substances, while "s" represents sediment particles.
DOI: 10.15468/dl.fmbket
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ruppia maritima L.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004338-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caxsrb
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Inga jinicuil Schltdl."
 ]
}

 The dataset includes 222 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007210-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu9g97
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Agalinis auriculata (Michx.) S.F.Blake"
 ]
}

 The dataset includes 1118 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004337-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6vk4f3ph4b.1
title: The abundance of persistent free radicals in biochar determines the degradation efficiency of plasticizer DBP in soils through regulating the ROS yielding
DOI: 10.17632/hshwygj5hb.1
title: Novel STAG2 gene mutation explains complex phenotype in boy with polycystic kidney disease

description: Trio whole-exome sequencing (Trio-WES) was performed on a Chinese family to investigate the genetic etiology of the proband’s multiple congenital malformations and familial PKD.
DOI: 10.17632/sxkyt7d9r5.1
title: LA–MC–ICP–MS sulfur and iron isotopic compositions of framboidal pyrite from the Dazhuliushui Ni-Mo deposit

description: LA–MC–ICP–MS sulfur and iron isotopic compositions of framboidal pyrite from the Dazhuliushui Ni-Mo deposit.
DOI: 10.5281/zenodo.12608420
title: Data Stewardship in den deutschen FDM-Landesinitiativen

description: Bereinigte und anonymisierte Ergebnisse einer Umfrage unter den deutschen FDM-Landesinitaitiven zum Thema Data Stewardship. Die Daten sind Grundlage der Masterarbeit "Navigieren durch die Forschungsdatenlandschaft – eine quantitative Analyse von Data Stewardship in den deutschen FDM-Landesinitiativen".

Die Struktur der Umfrage inklusive Fragetexten und Antwortlabeln findet sich in der Datei "Umfragestruktur" im XML-Format.

Eine Dokumentation zu den Datenbereinigungsmaßnahmen findet sich im Dokument "Datenbereinigungsmaßnahmen".
DOI: 10.17632/w8vm4mm8t4.1
title: Soybean Healthy and Diseased Images Dataset

description: This Dataset consist of images of Soybean leafs. These unprocessed images separated in two folders. One folder contain Healthy soybean leaf images while another consist of Diseased images. All the images are captured by mobile phone camera in various farms in Kolhapur district of Maharashtra India
DOI: 10.17632/6nnbydcxhb.1
title: Effects of different concentrations of inorganic phosphate versus parathyroid hormone on osteoblasts

description: To investigate the effects of inorganic phosphate (P), parathyroid hormone (PTH), and their combined stimulation on proliferation, apoptosis and bone metabolism regulation of osteoblasts, providing a basis for the prevention and treatment of secondary osteoporosis in MHD patients.The MC3T3-E1 osteoblast cell line was divided into blank control group (CON), 2-4mM P single stimulation group, 10-9~-6M PTH single stimulation group, HP-HPTH combined stimulation group and LP-LPTH, LP-HPTH, HP-LPTH treatment group. Each group was continuously stimulated for 24 hours. Proliferation activity, apoptosis rates and the expression of BAP, RUNX2, OPG,and RANKL was detected.