cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/s2z2-3886
title: Behavioral Drift Simulation Dataset for Insider Threat Detection in Aviation Cybersecurity

description: Black Swan failures in aviation cybersecurity represent significant and unpredictable disruptions that stem from intricate interactions among behavioral drift, flaws in system design, and organizational inertia, thereby eluding conventional, pattern-based threat detection methodologies. This study presents the Black Swan Cyber Resilience Framework (BSCRF), which integrates principles of antifragility and supraresilience into the realm of cybersecurity, emphasizing adaptive learning over static defensive measures. The BSCRF is structured around four interconnected layers: Signal, Inference, Decision, and Learning, each facilitating early detection of anomalies and dynamic recalibration of risk. A proof-of-concept simulation illustrates the framework's ability to identify subtle signals through trajectories of behavioral drift and to revise risk assessments via Bayesian inference. This methodology aids in closing the divide between behavioral anomaly detection and probabilistic threat modeling, thereby providing a proactive and adaptable cybersecurity strategy for complex aviation settings.
DOI: 10.15468/dl.p6ykp9
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Nepal",
 "OccurrenceStatus is Present",
 "TaxonKey is Muntiacus vaginalis (Boddaert, 1785)"
 ]
}

 The dataset includes 123 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000242-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ne4p85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Taxus baccata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-9.555832 34.49977, 4.77172 34.49977, 4.77172 44.32695, -9.555832 44.32695, -9.555832 34.49977))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000244-250426092105405/datasets/export for details.
DOI: 10.15468/dl.3qcbry
title: Occurrence Download

description: A dataset containing 2895557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2011",
 "Month is January"
 ]
}

 The dataset includes 2895557 records from 579 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000236-250426092105405/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.27641982
title: Data from: Responses of subsoil organic carbon to climate warming and cooling is determined by microbial community rather than its molecular composition

description: Little is currently known about how long-term climate changes modulate the relationship between soil organic carbon (SOC) molecular composition, microbial community and SOC storage, and the mechanisms involved. Here, we show substantial changes in subsoil SOC in the Qinghai-Tibetan alpine grasslands over 16 years of soil warming and cooling. Warming reduced SOC content by 8.5%, while cooling increased it by 7.0%. Neither warming nor cooling affected plant- and microbial-derived molecular components. However, warming elevated fungal-to-bacterial biomass ratio (F/B) and gram-positive to gram-negative bacterial biomass ratio (G+/G-) by 15.0% and 8.6%, respectively, whereas cooling reduced them by 4.5% and 9.6%. Warming reduced SOC storage by directly increasing F/B and G+/G- and indirectly decreasing the soil carbon-to-nitrogen ratio, whereas cooling enhanced SOC storage primarily by decreasing F/B. Conventional warming experiments, which consider only climate warming and neglect cooling, may underestimate the negative impacts of warming on subsoil SOC pools in alpine grasslands.
DOI: 10.15468/dl.ggxa2v
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaecrista nictitans (L.) Moench",
 "Country is Suriname"
 ]
}

 The dataset includes 89 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007832-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8dmdm
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lifago Schweinf. & Muschl."
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013178-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf6f83
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Portugal",
 "DatasetKey is one of (iNaturalist Research-grade Observations, NABU|naturgucker)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, bb646dff-a905-4403-a49b-6d378c2cf0d9)",
 "TaxonKey is Ludwigia grandiflora (Michx.) Greuter & Burdet",
 "Year 2019-2024"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013179-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr97u8
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.2_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tarsiger cyanurus (Pallas, 1773)",
 "Year 2020-2025"
 ]
}

 The dataset includes 1140 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013177-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thskmh
title: Occurrence Download

description: A dataset containing 5489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laggera Sch.Bip. ex Benth. & Hook.f."
 ]
}

 The dataset includes 5489 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013175-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjxccs
title: Occurrence Download

description: A dataset containing 723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bradypterus graueri)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 723 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084108-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99y4fk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea hederifolia",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084110-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhpw8b
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea hederifolia",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084111-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t8hpe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pison agile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084109-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9xvfb5
title: Occurrence Download

description: A dataset containing 3335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus tricolor L."
 ]
}

 The dataset includes 3335 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012285-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3dydt
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is GenLink - Genetic diversity of Veronica chamaedrys"
 ]
}

 The dataset includes 63 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012287-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fjns2xzhrr
title: ACL-PCL

description: The ACL-PCL Dataset is a curated collection of knee MRI scans annotated for Anterior Cruciate Ligament (ACL) and Posterior Cruciate Ligament (PCL) conditions. It includes preprocessed, noise-reduced, and augmented images across multiple MRI views, labeled into four distinct classes for ligament assessment.

Key Features:
Image Types & Views:

Axial view

Coronal view

Sagittal T2-weighted view

Sagittal Proton Density Fat-Suppressed (PD FS) view

Classes (Annotations):

Normal ACL

Normal PCL

Torn ACL

Torn PCL

Preprocessing Steps:

Resized to uniform dimensions for consistency.

Noise reduction applied to enhance image quality.

Manual annotation by experts (radiologists/orthopedic specialists).

Data Augmentation:

Applied to increase diversity and robustness (e.g., rotations, flips, brightness adjustments).

Purpose:

Automated ligament tear detection.

Multi-class classification of knee ligament health.

Comparative analysis of MRI views for ACL/PCL diagnostics.

Potential Applications:

Medical imaging research.

AI-assisted diagnosis tools.

Educational datasets for radiology/orthopedics.

Dataset Statistics (Example):

Total images: [970] (post-augmentation).

Resolution: 640x640.

Ethical Considerations:

Patient identifiers removed (de-identified).
DOI: 10.17632/fjns2xzhrr.1
title: ACL-PCL

description: The ACL-PCL Dataset is a curated collection of knee MRI scans annotated for Anterior Cruciate Ligament (ACL) and Posterior Cruciate Ligament (PCL) conditions. It includes preprocessed, noise-reduced, and augmented images across multiple MRI views, labeled into four distinct classes for ligament assessment.

Key Features:
Image Types & Views:

Axial view

Coronal view

Sagittal T2-weighted view

Sagittal Proton Density Fat-Suppressed (PD FS) view

Classes (Annotations):

Normal ACL

Normal PCL

Torn ACL

Torn PCL

Preprocessing Steps:

Resized to uniform dimensions for consistency.

Noise reduction applied to enhance image quality.

Manual annotation by experts (radiologists/orthopedic specialists).

Data Augmentation:

Applied to increase diversity and robustness (e.g., rotations, flips, brightness adjustments).

Purpose:

Automated ligament tear detection.

Multi-class classification of knee ligament health.

Comparative analysis of MRI views for ACL/PCL diagnostics.

Potential Applications:

Medical imaging research.

AI-assisted diagnosis tools.

Educational datasets for radiology/orthopedics.

Dataset Statistics (Example):

Total images: [970] (post-augmentation).

Resolution: 640x640.

Ethical Considerations:

Patient identifiers removed (de-identified).
DOI: 10.15468/dl.ctay4t
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammillaria nivosa Link ex Pfeiff."
 ]
}

 The dataset includes 57 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005682-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84g7c5
title: Occurrence Download

description: A dataset containing 12150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Characiformes",
 "Year 1980-2024"
 ]
}

 The dataset includes 12150 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077256-240506114902167/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.26047729
title: Towards Informatics-Driven Design of Nuclear Waste Forms: Supporting Data

description: Supporting data and scripts for the publication "Towards Informatics-Driven Design of Nuclear Waste Forms", Hegde et al., preprint at https://doi.org/10.48550/arXiv.2405.09897 (2024).
DOI: 10.15468/dl.528nfg
title: Occurrence Download

description: A dataset containing 3726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Claytonia rubra (Howell) Tidestr.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3726 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077257-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjuxkn
title: Occurrence Download

description: A dataset containing 48179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Broussonetia papyrifera (L.) L'Hér. ex Vent.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 48179 records from 392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077258-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/22a62cd1-d92a-47f6-9af8-da546bedb378
title: Problems and problem interrelations identified during stakeholder workshops on local water challenges in Kozhikode, India

description: Local water problems and their interrelations identified in two stakeholder workshops in Kozhikode, India on 15 July 2022 and 4 March 2023, held under the framework of the Water4Change research program with the objective to identify challenges and opportunities for the application of the Water-Sensitive Urban Design approach and develop a general Water-Sensitive City framework and Kozhikode-specific fit-for-purpose guidelines in later stages of the research project.
DOI: 10.4121/22a62cd1-d92a-47f6-9af8-da546bedb378.v1
title: Problems and problem interrelations identified during stakeholder workshops on local water challenges in Kozhikode, India

description: Local water problems and their interrelations identified in two stakeholder workshops in Kozhikode, India on 15 July 2022 and 4 March 2023, held under the framework of the Water4Change research program with the objective to identify challenges and opportunities for the application of the Water-Sensitive Urban Design approach and develop a general Water-Sensitive City framework and Kozhikode-specific fit-for-purpose guidelines in later stages of the research project.
DOI: 10.15468/dl.azqd8d
title: Occurrence Download

description: A dataset containing 36600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Claytonia sibirica L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36600 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077259-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pfp75
title: Occurrence Download

description: A dataset containing 66458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Fungi",
 "GadmGid is RUS.30_1",
 {
 "not" : {
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is one of (Country coordinate mismatch, Continent coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 66458 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077245-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrfutx
title: Occurrence Download

description: A dataset containing 8660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Simmondsia chinensis (Link) C.K.Schneid.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8660 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077260-240506114902167/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.25764975.v8
title: <b>Maximizing functional evenness on multiple trait dimensions simultaneously promotes the </b><b>long-term recovery of grassland species richness</b>

description: Discovering the rules that determine how communities assembled over time are crucially needed to guide management effort aiming at restoring biodiversity in degraded ecosystems. Investigating the temporal variability of trait distributions may provide significant advances on the search for assembly rules and improve our ability to anticipate biodiversity changes. Here, we used a 17-years experiment to evaluate the effect of contrasting land-use treatments on trait and species diversity in grasslands. We found that maximizing the evenness across multiple trait dimensions simultaneously was needed to promote a high species richness, highlighting a fundamental linkage between species traits and the niche. Changes in multidimensional trait evenness preceded changes in species richness indicating that restoring assembly rules was a prerequisite to promote the long-term recovery of grassland biodiversity. The maximization of trait evenness can be used as a functional baseline to design and diagnose the effectiveness of restoration strategies on biodiversity.
DOI: 10.5281/zenodo.11613219
title: Kinematic analysis of the rotation of swimming crabs (Liocarcinus holsatus)

description: Series of images of fall experiments of swimming crabs rotating by 180° (L. holsatus and L. depurator) Morphological data and kinematic evaluation of the rotational movement
DOI: 10.5281/zenodo.11613220
title: Kinematic analysis of the rotation of swimming crabs (Liocarcinus holsatus)

description: Series of images of fall experiments of swimming crabs rotating by 180° (L. holsatus and L. depurator) Morphological data and kinematic evaluation of the rotational movement
DOI: 10.15468/dl.rjcu7j
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Gymnotiformes",
 "Year 1980-2024"
 ]
}

 The dataset includes 1057 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077261-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6enqzy
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Claytonia umbellata S.Watson)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 96 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077262-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7ampe
title: Occurrence Download

description: A dataset containing 6593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Siluriformes",
 "Year 1980-2024"
 ]
}

 The dataset includes 6593 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077263-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btffqv
title: Occurrence Download

description: A dataset containing 4185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cotyledon orbiculata L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4185 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077264-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsb6ws
title: Occurrence Download

description: A dataset containing 2551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Portulacaria afra Jacq.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2551 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077265-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7en38
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sedum mexicanum Britton)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 622 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077266-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhkzqz
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Arapaima gigas (Schinz, 1822)"
 ]
}

 The dataset includes 346 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077268-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esa9a3
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Capreolus pygargus (Pallas, 1771)"
 ]
}

 The dataset includes 71 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077267-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.