cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6bwjyytm37.1
title: Artificial Neural Network Code For Prediction and Field Reconstruction of Vortex Structures

description: Velocity field reconstruction using artificial neural networks has been employed on the RANS model data. With the help of opensource Python code, the model is trained over spatial and velocity components as input data and velocity swirling strength as output. Upon training, this code allows the user to perform inverse modeling, to find location and the state of flow at any given value of swirling strength. Furthermore, velocity field reconstruction at any given plane can be seamlessly achieved with this model. The code used in this research is limited to smooth pipe bends, in which friction factor is analysed using a steady state incompressible fluid flow.

Program Summary:

Program title: VortexPrediction_Code
Licensing provisions: Standard CC by 4.0 licence, https://creativecommons.org/licenses/by/4.0/
No. of lines in distributed program, including test data, etc.: 210
No. of bytes in distributed program, including test data, etc.: 175000
Distribution format: .zip
Programming language: Python
Computer: Any workstation or laptop computer running Google Colab, Anaconda, Jupyter, pandas, NumPy, Microsoft Azure, Alteryx, Tensorflow and MATLAB.
Operating system: Windows and Mac OS, Linux.
Runtime: The artificial neural network produces results within a span of 50 seconds for two-dimensional geometry, using the allocated free computational resources of Google Colab cloud-based computing system.
DOI: 10.15468/dl.3yupp7
title: Occurrence Download

description: A dataset containing 2532 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Balaeniceps rex Gould, 1850"
 ]
}

 The dataset includes 2532 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000001-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vcj5gm8nhc.1
title: Raw data: Ecotoxicological Effects of the Herbicide Metribuzin on Tenebrio molitor Hemocyte

description: Herbicides are synthetic chemicals that are extensively employed in agricultural practices with the objective of enhancing crop yield and quality. Despite their selectivity for plant systems and being generally regarded as non-toxic to animals, there is a paucity of understanding surrounding the sublethal effects on non-target organisms, including animals. This gap underscores the necessity for ecotoxicological research that prioritizes the identification of suitable models and develops reliable biomarkers for the early assessment of environmental impact. In this context, hemocytes—circulating immune cells found in invertebrates—have been identified as a crucial system for assessing sublethal toxicological effects, given their role in immune defense and overall organism health. Tenebrio molitor, a beetle pest of stored grain, was used as a model for the assessment of the effects of a metribuzin-based herbicide (MTB, Feinzin DF 70, 70% metribuzin, 0.25 kg/ha). Following a 96 h exposure to MTB, the males (7–10 days post-eclosion) were examined for multiple biomarkers in their hemocytes, including cell density, phagocytic activity, lysosomal membrane stability, and cytological changes. Although no mortality was observed, exposure to MTB resulted in a reduction in the phagocytic index and an increase in blast-like cells, indicating the potential for immunotoxicity. Lysosomal membrane stability was reduced, though no significant changes in hemocyte density or nuclear morphology were observed. These responses indicate potential immune system impairment, which could affect the beetle’s fitness and reproductive potential. This study highlights the potential of hemocytes for assessing sublethal herbicide effects, raising concerns about the ecological impact of herbicides in agroecosystems and their potential risks to both wildlife and human health.

Keywords: agrochemicals; alternative models; apoptosis; biomarkers; cytotoxicity; hematology; immunocompetence; insects; neutral red assay 


Vommaro, M.L.; Guadagnolo, M.; Lento, M.; Giglio, A. Ecotoxicological Effects of the Herbicide Metribuzin on Tenebrio molitor Hemocytes. Environments 2025, 12, 30. https://doi.org/10.3390/environments12010030
DOI: 10.15468/dl.qjsrz2
title: Occurrence Download

description: A dataset containing 63975 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Guinea"
 ]
}

 The dataset includes 63975 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000002-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bebrdn
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((58.53474 17.33705,189.46526 17.33705,189.46526 69.66295,58.53474 69.66295,58.53474 17.33705))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pedicularis striata Pall."
 ]
}

 The dataset includes 519 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000003-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vndvyddp9g.1
title: RULI FISH

description: The dataset consists of over 500 images of Ruli fish (Labeo rohita), categorized into two classes: "good" and "bad." These images were captured using a Samsung F62 mobile camera against a black background under daylight conditions.

Data Description:

1. Classes:

Good: Represents healthy Ruli fish exhibiting desirable characteristics such as vibrant color, uniform size, proper body shape, and absence of visible signs of damage, disease, or decay.

Bad: Includes Ruli fish with undesirable traits such as discoloration, deformities, injuries, signs of disease, decay, or physical damage.



2. Image Collection:

The dataset contains over 500 images, representing a balanced mix of good and bad Ruli fish.

Images were captured under consistent daylight conditions to ensure uniform illumination and natural appearance of the fish.

A black background was used to improve the contrast and clarity of the fish, isolating it from the environment.



3. Data Source:

Images were taken using a Samsung F62 mobile camera, providing consistent resolution and image quality throughout the dataset.

Daylight was utilized to enhance the visibility of fish details while minimizing the need for artificial lighting.



4. Annotation:

Each image is labeled according to its classification (good or bad), facilitating supervised learning tasks.

Annotations may include additional details such as bounding boxes or segmentation masks to highlight the fish area for object detection or segmentation tasks.



5. Data Preprocessing:

Preprocessing steps such as resizing, normalization, cropping, or background enhancement may have been applied to prepare the dataset for machine learning tasks.

Metadata such as camera settings, image resolution, and lighting conditions may be included to support further analysis or model optimization.



6. Data Distribution:

The dataset ensures a balanced distribution between good and bad categories to prevent bias and improve model performance.

Images were randomized during collection and organization to reduce any potential patterns or overfitting in the model.



7. Potential Applications:

The dataset can be utilized in various machine learning tasks, including image classification, object detection, and segmentation.

Applications include automated fish quality assessment, fish sorting systems for markets, disease detection, and supply chain management in aquaculture.



8. Limitations:

Variability may exist due to slight differences in camera angles, lighting conditions, or fish orientation during image capture.

The dataset focuses exclusively on Labeo rohita and may not generalize well to other fish species or environmental conditions.
DOI: 10.15468/dl.cfayn8
title: Occurrence Download

description: A dataset containing 8598330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1926-2025"
 ]
}

 The dataset includes 8598330 records from 2260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000049-250127115337998/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxdxks
title: Occurrence Download

description: A dataset containing 7 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 one of (Acronema xizangense S.L.Liou & R.H.Shan)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010589-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwam7r
title: Occurrence Download

description: A dataset containing 183782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lanius meridionalis Temminck, 1820"
 ]
}

 The dataset includes 183782 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010567-241024112534372/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.27324660
title: Comparing Prescribing Behaviors and Clinician Experiences Between Multiplex PCR/Pooled-Antibiotic Susceptibility Testing and Standard Urine Culture in Complicated UTI Cases

description: This data file accompanies a multi-centered, prospective, observational study registered as Clinical Trial NCT05091931 and approved by the Western Institutional Review Board (IRB Protocol Number: 20214705). In this study, adult participants were allocated to one of two arms: the M-PCR/P-AST arm (n=250) or the SUC arm (n=135). The focus of this study is to analyze those cases from a previous outcome paper and compare the use of first-line antibiotics and provider experience when using M-PCR/P-AST to SUC.This dataset encompasses all case-level data utilized in the analysis, including relevant demographic details, treatment regimens, and provider decisions for each case. This file enables further insights into decision-making patterns using diagnostic methodologies.
DOI: 10.15468/dl.rcyfah
title: Occurrence Download

description: A dataset containing 607785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is one of (Pica pica (Linnaeus, 1758), Coloeus Kaup, 1829, Corvus corax Linnaeus, 1758, Corvus Linnaeus, 1758)"
 ]
}

 The dataset includes 607785 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010487-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2puyh
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-90.44506 -29.97056,-5.55494 -29.97056,-5.55494 3.97056,-90.44506 3.97056,-90.44506 -29.97056))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dalbergia nigra (Vell.) Allemão ex Benth."
 ]
}

 The dataset includes 412 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010591-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp2/w86c8k
title: Frogs seek hypoxic microhabitats that accentuate metabolic depression during dormancy

description: Many animals occupy microhabitats during dormancy where they may encounter hypoxic conditions (e.g. subterranean burrows). We used the green-striped burrowing frog (Cyclorana alboguttata) to test the hypothesis that animals seek hypoxic microhabitats that accentuate metabolic depression during dormancy. We first measured the partial pressure of oxygen (PO2) within artificial cavities excavated in wet clay soil, which simulated C. alboguttata underground aestivation chambers, and recorded hypoxic conditions (PO2 as lowas 8.9 kPa). Using custom-built tunnels that maintained a longitudinal PO2 gradient (hypoxic to normoxic), we then examined the PO2 preference of C. alboguttata in response to drying habitat conditions. In support of our hypothesis, we found that C. alboguttata chose to spend a greater proportion of time at the hypoxic end of the PO2 gradient compared with the normoxic end. To determine whether hypoxia accentuates metabolic depression in C. alboguttata, we exposed frogs to normoxia (21.0 kPa) or hypoxia (10.5 kPa) for 7 weeks during the transition from an active to an aestivating state.We found that hypoxia exposure accelerated the onset of metabolic depression in C. alboguttata by 2 weeks. Furthermore, we found that frogs exposed to hypoxia exhibited a 66% reduction in O2 consumption after 7 weeks compared with active frogs in normoxia, whereas frogs exposed to normoxia reduced O2 consumption by only 51%. Overall, our findings indicate that some animals may seek microhabitats to maximally depress metabolic rate during dormancy, and that microhabitat O2 availability can have significant implications for energy metabolism.
DOI: 10.15468/dl.a397kt
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teucrium campanulatum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 158 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079553-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76gax6
title: Occurrence Download

description: A dataset listing the 1536 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Michigan Museum of Paleontology - Vertebrates"
 ]
}

 The dataset's 1536 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqefks
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 102 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008692-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyuozf
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Euschistus crenator (Fabricius, 1794)"
 ]
}

 The dataset includes 80 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034744-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zr78b
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teucrium brachyandrum Puech",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 78 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079556-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3dpoc
title: Occurrence Download

description: A dataset listing the 6144 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 {
 "or" : [
 "Issue is Coordinate out of range",
 "Issue is Coordinate invalid",
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Coordinate reprojection failed",
 "Issue is Coordinate reprojection suspicious",
 "Issue is Coordinate accuracy invalid",
 "Issue is Coordinate precision invalid",
 "Issue is Coordinate uncertainty meters invalid",
 "Issue is Coordinate precision/uncertainty mismatch",
 "Issue is Taxon match none",
 "Issue is Taxon match fuzzy"
 ]
 },
 "Geometry POLYGON((-53.28369 -33.68778,-44.71436 -33.9069,-43.50586 -25.16517,-50.00977 -24.68695,-53.28369 -33.68778))",
 {
 "or" : [
 "DatasetKey is Cetacean distribution in the South Atlantic and South Pacific Ocean (AR-OBIS)",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is CARBOM cruise 2013 flow cytometry sorted phytoplankton",
 "DatasetKey is Occurrences in SinBIOTA",
 "DatasetKey is Paleobiology Database",
 "DatasetKey is UF Florida Museum of Natural History Mammals",
 "DatasetKey is Geographically tagged INSDC sequences",
 "DatasetKey is LSUM Bernard Lowy Mycological Herbarium at Louisiana State University - Fungi",
 "DatasetKey is Museum of Comparative Zoology, Harvard University"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 6144 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009590-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6m8x9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.32861 23.95679,113.20752 23.02515,114.15674 22.7439,116.47705 23.35913,117.8877 24.4292,119.13135 25.80249,120.1333 27.2439,120.44971 29.68726,119.46533 32.23608,117.18018 32.85132,115.36963 32.85132,113.96338 32.71069,112.06494 32.11304,111.01025 28.89624,111.23877 26.61108,111.2915 25.64429,112.32861 23.95679))",
 "TaxonKey is Fortunella venosa (Champ. ex Benth.) C.C.Huang"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043487-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6zqgd
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teucrium brevifolium Schreb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 107 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079555-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qdr7g
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterothera consimilis (Warren, 1888)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079573-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eabrxt
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphastos sulfuratus R.Lesson, 1830"
 ]
}

 The dataset's 4 records were derived from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009583-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzfcsz
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen, Fossil, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Type status invalid",
 "OccurrenceStatus is Present",
 "TaxonKey is Rumex acetosella L."
 ]
}

 The dataset includes 372 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023350-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kdnhz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea leptobotrys Uline ex R.Knuth"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154451-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jisfrn
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Senna septemtrionalis (Viv.) H.S.Irwin & Barneby"
 ]
}

 The dataset includes 520 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000081-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4nn8b
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tephroseris papposa (Rchb.) Schur",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 48 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079568-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2get8t
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus subtenuis (Kük.) M.T.Strong"
 ]
}

 The dataset includes 126 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154450-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.