cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4mz2p8wpvt.2
title: Dataset on settling of polystyrene microplastic aggregates through density transition between distilled water and saltwater

description: Settling experiments were conducted in a water column consisting of an upper layer (distilled water), a lower layer (saltwater—NaCl solution in distilled water), and a density transition between the two. The sinking of aggregates formed by polystyrene microplastics was examined using visualization methods to track the position of the aggregate centroid over time, as well as the evolution of size and shape factors during sinking. The dataset includes (1) measurements of settling dynamics, (2) measurements of size and shape factors of sinking aggregates, and (3) density profiles of the water column. The experiment demonstrates delayed settling of porous aggregates through the density gradient of the surrounding liquid, illustrating diffusion-limited retention and the evolution of aggregate shape during sinking.
DOI: 10.21242/12211.2022.00.00.3.1.0
title: Mikrozensus 2022, SUF, Version 0

description: Der Mikrozensus ist eine seit 1957 jährlich durchgeführte Befragung von einem Prozent aller Haushalte in Deutschland. Insgesamt nehmen etwa 370.000 Haushalte mit 810.000 Personen an der Erhebung teil. Als Mehrthemenumfrage konzipiert, liefert der Mikrozensus wichtige statistische Angaben in tiefer fachlicher Gliederung über die Bevölkerungsstruktur, die wirtschaftliche und soziale Lage der Bevölkerung, der Familien und der Haushalte, den Arbeitsmarkt, die berufliche Gliederung und die Ausbildung der Erwerbsbevölkerung sowie die Wohnverhältnisse. Für den Großteil der Fragen besteht Auskunftspflicht. Aufgrund des breiten Spektrums an Erhebungsmerkmalen und des großen Stichprobenumfangs eignet sich der Mikrozensus für die Analyse kleinerer Subpopulationen wie einzelner Migrations- oder Berufsgruppen. Die Bedeutung von (tief) regionalisierten Analysen, beispielsweise im Hinblick auf die Lebenschancen unterschiedlicher sozialer Gruppen, rückt zunehmend in den Vordergrund wissenschaftlicher Untersuchungen. Regionalisierte Ergebnisse lassen sich zum Beispiel auf Ebene der sog. regionalen Anpassungsschichten – räumliche Einheiten von durchschnittlich 500.000 Einwohnerinnen und Einwohnern – darstellen. Darüber hinaus ermöglicht die hohe Kontinuität des Erhebungsdesigns neben Querschnittsanalysen auch Untersuchungen im Zeitverlauf (Trendanalysen), mit denen sich historische Entwicklungen aufzeigen lassen. Dabei können einige Jahre des Mikrozensus, der als rotierendes Panel angelegt ist, ebenfalls für Panelanalysen genutzt werden. Der Mikrozensus eignet sich auch für Vergleiche im internationalen Kontext, da für verschiedene Themenbereiche internationale Standards (z.B. Labour-Force-Konzept) existieren. Der Mikrozensus stellt mit seinem hohen Auswahlsatz, der thematischen Breite und zeitlichen Kontinuität eine wichtige Datenquelle für die Sozialwissenschaft dar.
DOI: 10.17632/4dvjrbk3c9.1
title: Interview Transcript

description: Interview Transcript for Navigating the landscape of Decline and Resilience: A Study on Fibre Crafts Women Workers, Kerala
DOI: 10.17632/vnxr4c9sxn.1
title: Acoustic under water objects datasets

description: The dataset having 54 classes and each class is having 1000 values.
species_list = [
"blue_whale", "fin_whale", "humpback_whale", "sei_whale", "bowhead_whale",
"minke_whale", "gray_whale", "bryde_whale", "right_whale", "sperm_whale",
"killer_whale", "beluga_whale", "narwhal", "pilot_whale", "false_killer_whale",
"pygmy_sperm_whale", "beaked_whale", "bottlenose_dolphin", "spinner_dolphin", "spotted_dolphin",
"common_dolphin", "rissos_dolphin", "fraser_dolphin", "white_sided_dolphin", "harbor_porpoise",
"dall_porpoise", "vaquita", "harbor_seal", "elephant_seal", "sea_lion",
"walrus", "manatee", "cargo_ship", "tanker_ship", "cruise_ship",
"container_ship", "fishing_boat", "speedboat", "tugboat", "submarine",
"military_sonar", "fish_finder_sonar", "depth_sounder", "scientific_echo_sounder", "rain",
"breaking_waves", "undersea_earthquake", "ice_cracking", "seismic_survey", "pile_driving",
"drilling", "underwater_explosion", "snapping_shrimp", "fish_chorus"
]
DOI: 10.18150/blunu3
title: Ex vivo permeation of agomelatine from DLP 3D printed ethanol gel-coated cone microneedle systems

description: Raw data from ex vivo permeation test (IVPT) of agomelatine (AGM) from microneedle systems.Microneedle system specifications:3D printing method: DLPmicroneedle shape: conecoating-gel type: ethanol gelDrug permeation studies:The permeation of agomelatine (AGM) was evaluated using Franz Diffusion Cells (Teledyne Hanson 376 Research, USA) with full-thickness human skin as the diffusion membrane. The skin was thawed in PBS at room temperature, mounted on the diffusion cells, and conditioned for 30 min. After this time the microneedle system was placed onto the chamber opening (1 cm²) with full-thickness human skin as the diffusion membrane. The study lasted for 7 days and sodium azide 0.02% w/v was added to the acceptor fluid as an antimicrobial agent. At specific time points, 0.3 mL samples were taken and analyzed using High-Performance Liquid Chromatography (HPLC). The amount of the acceptor medium taken for the analysis was immediately replaced with the fresh portion of the fluid. Six replications were performed for each formulation. After the study, the epidermis and dermis from each skin sample were separated manually using scissors and forceps and inserted in tubes with 3 mm zirconium beads (Benchmark Scientific Inc., Sayreville, NJ, USA). Next, 1 mL of water and ethanol solution (50:50 v/v) was added to each tube, and the samples were homogenized for 9 min using a BeadBug Microtube Homogenizer (Benchmark Scientific Inc., USA). Then, the samples were centrifuged for 5 min at 10,000 rpm, and the supernatant was analyzed using HPLC to examine the amount of the drug in the tissue.Quantification of AGM:The amount of AGM permeated was analyzed using High-Performance Liquid Chromatography (HPLC) (Shimadzu Nexera-I LC-2040C, Japan) with LabSolution Lite software.Chromatographic Conditions:Column: Reversed-phase C18 (HyperClone BDS C18, 5 µm, 4.6 × 250 mm, Phenomenex, Torrance, CA, USA)Column Temperature: 30.0 ± 0.2°CMobile Phase: Acetonitrile and 0.05 M potassium dihydrogen phosphate solution (pH = 2.9, adjusted with 85% orthophosphoric acid) in a 35:65 ratioMode: IsocraticFlow Rate: 1.0 mL/minDetection Wavelength: 230 nmThe set contains data in LCD/ LCB format, created using the LabSolutions software (HPLC, Nexera LC 2040C). Data file (.lcd) contains all analysis results and acquisition information from the following files. Data in .txt format can be read without the need for LabSolutions software.
DOI: 10.17632/9j9hmy8kbn.1
title: Multi-Disorder Annotations for Lumbar Spine Mid-Sagittal Images

description: This dataset comprises 1038 sagittal spinal MRI images, each with a resolution of 384 × 384 pixels. The images are acquired using both T1- and T2-weighted sequences. Each image has been annotated with segmentation masks corresponding to various spinal conditions and the filenames have been standardized to ensure a clear link between raw images and their masks.

Annotations have been meticulously performed by expert radiologists and spinal surgeons, ensuring high-quality, clinically relevant segmentations. The masks capture key anatomical and pathological features in each image, making the dataset valuable for developing automated diagnostic algorithms.
Total number of annotations on 1038 images are 8991 (objects), on average 8.66 objects/annotations per image. 

The annotations are organized into distinct subfolders within the “labeled_images” directory, each corresponding to a specific spinal condition. The breakdown of objects per class is as follows:-
- Normal IVD - 4131 objects
- Lumbar Disc Bulge (LDB) - 2033 objects
- Spinal Stenosis (SS) - 1921 objects
- Degenerative Disc Disease (DDD) - 633 objects (Includes conditions disc degeneration, disc desiccation, vertebral body end-plate degeneration)
- Thoracic Disc Bulge (TDB): 151 objects (Lesser number of objects since the dataset is related to Lumbar Spine Region)
- Spondylolisthesis: 122 objects

Each class folder contains modality-specific mask files (e.g., Sagittal_0001_T1_mask.png and Sagittal_0001_T2_mask.png), indicating that both T1- and T2-weighted images have been annotated. This dual-modality annotation enriches the dataset by providing complementary information critical for robust image analysis.

Summary of Annotations (Images) is also included in class_summary.txt within the labeled_images folder.
DOI: 10.15468/dl.5jn6t5
title: Occurrence Download

description: A dataset containing 1734 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myzus ornatus Laing, 1932"
 ]
}

 The dataset includes 1734 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024369-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pttpxb
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pine Marten (Martes martes) Database (NPWS)"
 ]
}

 The dataset includes 175 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024368-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wvr8kmsxtn.1
title: Original western blot images of UPF1

description: Original western blot images of UPF1
DOI: 10.17632/k8xcwnzbfv.1
title: The settlement of high HSR embankment supported by the GRPS with geocell reinforcement

description: This dataset shows the simulation results of the settlement of high HSR embankment supported by the GRPS with geocell reinforcement system. The input variables include the distribution load, the DCM pile diameter, the soft soil thickness, the embankment height, and the number of geocell layers; while the settlement of the embankment after 100 years is the output.
DOI: 10.15468/dl.x3dkms
title: Occurrence Download

description: A dataset listing the 35964 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset's 35964 records were derived from 673 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024366-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n8ghnh8w3w.1
title: Interview Transcript of Women Workers in Fibre Crafts of Kerala

description: Unstructed interview transcript of 5 women workers in fibre crafts of kerala
DOI: 10.17632/zgcgvkv42d.1
title: Tubacin encapsulation

description: Datasets gathered for the development, optimization and characterization of formula I and A.
DOI: 10.17632/zgcgvkv42d
title: Tubacin encapsulation

description: Datasets gathered for the development, optimization and characterization of formula I and A.
DOI: 10.17632/zgcgvkv42d.2
title: Tubacin encapsulation

description: Datasets gathered for the development, optimization and characterization of formula I and A.
DOI: 10.15468/dl.apuune
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abarema barbouriana (Standl.) Barneby & J.W.Grimes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 197 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024371-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w5dkxm284d.1
title: taobao's lipstick Order

description: 淘宝2021年口红Beautiful nv shop商家的历史订单
DOI: 10.17632/cs57jj6p2n.1
title: Original Dataset of the Xichuanhe Catchment for a Distributed Hydrology and Soil Erosion Model

description: This dataset pertains to the Xichuanhe catchment and was used in the development of a distributed hydrology and soil erosion model, as described in the study "Development and Application of a Distributed Hydrology and Soil Erosion Model in a Semi-Arid Catchment, China." The dataset consists of nine folders, each containing specific types of environmental and hydrological data:

1. Rainfall: Includes a rainfall location map and observed rainfall data.

2. Runoff and Sediment Discharge: Contains hydrological station maps along with observed runoff and sediment discharge data.

3. Temperature: Provides daily temperature records, including maximum, minimum, and average values.

4. Radiation: Contains daily radiation data.

5. DEM: Digital Elevation Model (DEM) map representing the topography of the catchment.

6. Soil Types: A soil classification map of the study area.

7. NDVI: Normalized Difference Vegetation Index (NDVI) maps for the years 1986, 1990, 2014, and 2015.

8. Land Use: Land use classification maps for the years 1990 and 2010.

9. Terrace: A map illustrating the distribution of terraces in the catchment.
DOI: 10.17632/v8cv52frdh.1
title: Spatial dynamics of energy justice: Mapping and analysis of collective action initiatives in the Spanish energy landscape

description: The data represent mined, mapped and cleaned tabular data used for spatial analysis. The attached files contain concatenated tables characterizing the municipal electricity energy generation landscape, that has been processed from the Spanish public administrative register of electric power production facilities (67,868 registered records on Feb 2023) [https://energia.serviciosmin.gob.es/Pretor/]; database on the inventory of community action initiatives [https://doi.org/10.18710/2CPQHQ]; and socio-economic indicators [Atlas de distribución de renta de los hogares 2021, Spain].
DOI: 10.17632/v8cv52frdh.2
title: Spatial dynamics of energy justice: Mapping and analysis of collective action initiatives in the Spanish energy landscape

description: The data represent mined, mapped and cleaned tabular data focusing on 8,131 municipalities across 52 provinces within Spain's 17 Autonomous Communities, used for aggregated spatial analysis connecting: 
- socio-economic indicators referred to energy justice analytical application; 
- allocated Collective Action Initiatives (CAIs) from ENBP All-European Inventory database; and 
- energy installation landscape at the level of local administrative units of Spain. 

The attached files contain concatenated tables characterizing the municipal electricity energy generation landscape, that has been processed from the Spanish public administrative register of electric power production facilities (67,868 registered records on Feb 2023) [https://energia.serviciosmin.gob.es/Pretor/]; database on the inventory of community action initiatives [https://doi.org/10.18710/2CPQHQ]; and socio-economic indicators [Atlas de distribución de renta de los hogares 2021, Spain].
DOI: 10.17632/v8cv52frdh.3
title: Towards Unveiling Spatial Evidence of Just Energy Transition: Community Initiatives within Energy Vulnerability and Systems Configuration in Spain

description: The data represent mined, mapped and cleaned tabular data focusing on 8,131 municipalities across 52 provinces within Spain's 17 Autonomous Communities, used for aggregated spatial analysis connecting: 
- socio-economic indicators referred to energy vulnerability as energy justice analytical application; 
- allocated Collective Action Initiatives (CAIs) from ENBP All-European Inventory database; and 
- energy installation landscape at the level of local administrative units of Spain. 

The attached files contain concatenated tables characterizing the municipal electricity energy generation landscape, that has been processed from the Spanish public administrative register of electric power production facilities (67,868 registered records on Feb 2023) [https://energia.serviciosmin.gob.es/Pretor/]; database on the inventory of community action initiatives [https://doi.org/10.18710/2CPQHQ]; and socio-economic indicators [Atlas de distribución de renta de los hogares 2021, Spain].
DOI: 10.17632/v8cv52frdh.4
title: Spatial Analysis of Energy Communities and Vulnerability in Spain

description: The data represent mined, mapped and cleaned tabular data focusing on 8,131 municipalities across 52 provinces within Spain's 17 Autonomous Communities, used for aggregated spatial analysis connecting: 
- socio-economic indicators referred to energy vulnerability as energy justice analytical application; 
- allocated Collective Action Initiatives (CAIs) from ENBP All-European Inventory database; and 
- energy installation landscape at the level of local administrative units of Spain. 

The attached files contain concatenated tables characterizing the municipal electricity energy generation landscape, that has been processed from the Spanish public administrative register of electric power production facilities (67,868 registered records on Feb 2023) [https://energia.serviciosmin.gob.es/Pretor/]; database on the inventory of community action initiatives [https://doi.org/10.18710/2CPQHQ]; and socio-economic indicators [Atlas de distribución de renta de los hogares 2021, Spain].
DOI: 10.17632/v8cv52frdh.5
title: Spatial Analysis of Energy Communities and Vulnerability in Spain

description: The central research question is: “In what socio-economic contexts linked to energy vulnerability collective action initiatives (CAIs) are distributed at the sub-regional level, and does this vary by type and scale of energy infrastructure?”. The study pursues three objectives: (1) allocate and map CAIs from knowledge inventories and local energy infrastructure configurations; (2) conduct evidence-based spatial analysis connecting socio-economic and energy vulnerability-related indicators with CAIs’ local energy configurations in Spain (3) apply parallel statistical normalization and standardization methods to compare and interpret energy vulnerability context across mapped units of Spanish municipalities.

The data represent mined, mapped and cleaned tabular data focusing on 8,131 municipalities across 52 provinces within Spain's 17 Autonomous Communities, used for aggregated spatial analysis. 
All_Spain_merged_table.csv contains:
- socio-economic indicators referred to energy vulnerability as energy justice analytical application [Atlas de distribución de renta de los hogares 2021; Population and Housing Census 2021; Atlas de la edificación residencial2011];
- allocated Collective Action Initiatives (CAIs) from ENBP All-European Inventory database [https://doi.org/10.18710/2CPQHQ]; and 
- municipal electricity energy generation mix, that has been processed from the Spanish public administrative register of electric power production facilities of Spain [https://energia.serviciosmin.gob.es/Pretor/] (67,868 registered records on Feb 2023).

Simplified_categories_of REGISTER_by_Real Decreto 413_2014.xls:
- categories explained used to codify exported data from the administrative register of electric power production facilities.

CAIs_and_Indicators_Correlation_Table.html:
- bivariate correlation analysis matrix of collected indicators for CAIs subsample.

Note: the 60M indicator’s (share of population below 60% of median income) limited data coverage (available for 49% of all municipalities and 77% of those with CAIs) restricted further analysis and was excluded from further mapping of categorized energy vulnerability based on SVI. Data availability for economic indicators varied, ranging from 82% (Gini index, mean income per household) to 99% (mean income per person); thus, missing values were estimated using linear regression (starting from version 3) to ensure a more complete dataset for analysis. 
Earlier versions of the CAIs_Sample.csv file contained discrepancies: missing economic indicator values (Gini and income) were incorrectly set to zero instead of treated as missing, and PV indicators showed shifted values across municipalities compared to the reference dataset. In version 4, missing values for all indicators were properly estimated using linear regression. The full-country sample file remained the reference throughout all versions. These issues have now been corrected, with limited indicators adjusted as described above.
DOI: 10.17632/z4mngyp5v3
title: 本研究样品碎屑锆石U-Pb-hf同位素分析结果

description: sheet1为样品碎屑锆石元素地球化学和U-Pb年龄数据
sheet2为样品碎屑锆石Hf同位素数据
DOI: 10.17632/z4mngyp5v3.1
title: 本研究样品碎屑锆石U-Pb-hf同位素分析结果

description: sheet1为样品碎屑锆石元素地球化学和U-Pb年龄数据
sheet2为样品碎屑锆石Hf同位素数据
DOI: 10.15468/dl.tmqnaq
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abarema barbouriana (Standl.) Barneby & J.W.Grimes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 197 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024373-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j9kjd5w2fj.1
title: dataset Brexit and FDI

description: The dataset for the paper NAVIGATING UNCERTAINTY: THE EFFECTS OF BREXIT ON FOREIGN DIRECT INVESTMENT IN THE UNITED KINGDOM, Journal of Applied Economics.
DOI: 10.15468/dl.bq46xa
title: Occurrence Download

description: A dataset containing 49001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample)",
 "Geometry POLYGON((8.00304 38.82021,9.94482 38.82021,9.94482 41.40025,8.00304 41.40025,8.00304 38.82021))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 49001 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024374-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.