cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57702/nfgudb0o
title: Machine Learning and Deep Learning Methods for Cybersecurity

description: Machine learning and deep learning methods for cybersecurity
DOI: 10.57702/ln2f5byq
title: Site frequency spectra from a haploid bi-allelic Moran model

description: The dataset used in this paper is a collection of site frequency spectra from a haploid bi-allelic Moran model with mutation-drift parameters.
DOI: 10.15468/8xdbuk
title: A new species of Echinodorus (Alismatales, Alismataceae) from the Chaco region with a waterlily soul

description: This dataset contains the digitized treatments in Plazi based on the original journal article Calviño, Pablo A., Lehtonen, Samuli, Waldbillig, Marcos, Acuña, Tomás, Alonso, Felipe (2026): A new species of Echinodorus (Alismatales, Alismataceae) from the Chaco region with a waterlily soul. PhytoKeys 269: 59-78, DOI: 10.3897/phytokeys.269.170618AbstractWe describe Echinodorus nenufar, a new species from ephemeral aquatic environments in the dry Chaco region of northern Argentina and western Paraguay. This species is readily distinguished by its unique floral coloration — pale yellow to creamy white petals with a basal yellow blotch — and its floating leaf blades, which are broadly cordate to suborbicular, evoking the morphology of waterlilies (Nymphaeaceae). The species exhibits exceptional phenotypic plasticity, producing linear, ovate, or rounded leaves depending on its developmental stage and hydrological context. It completes its life cycle in temporary ponds and seasonal wetlands, where multiple life stages may coexist simultaneously. Molecular phylogenetic analyses based on nuclear (ITS, LEAFY) and plastid (rpl 22 – rps 19) markers confirm the distinctiveness of E. nenufar within the E. grandiflorus complex. We also introduce a novel protocol for preserving delicate aquatic plant structures for herbarium curation. Due to its aesthetic appeal, adaptability, and ease of cultivation, E. nenufar might become a valuable ornamental species.
DOI: 10.57702/vub8m6el
title: KIT-ML

description: KIT-ML is a dataset of human motion sequences, each annotated with 1-4 natural language descriptions.
DOI: 10.57702/l0nmdbtn
title: CUBDL

description: Ultrasound beamforming datasets for deep learning
DOI: 10.57702/k8ryyybv
title: InstaVariety

description: InstaVariety dataset is used for training the model, and it contains images of people performing various actions.
DOI: 10.5281/zenodo.18175712
title: Decentralized IaC Operating Model (OpenTofu/Terraform): A Portable, Audit-Ready Governance Blueprint

description:  

Description

This bundle provides a provider-agnostic operating model for Infrastructure as Code (IaC) based on OpenTofu/Terraform, targeting reproducibility, governance, and auditability across cloud and on-prem environments without dependence on managed IaC SaaS platforms.

It formalizes a Git-centric, PR-driven execution model with explicit separation of source, execution, state, policy, and evidence layers. The package includes architecture blueprints, governance and control catalogs, policy-as-code guardrails (OPA/Rego), day-2 operations runbooks, compliance profiles (standard / regulated / high-critical), provider overlay patterns (AWS, Azure, GCP), and CI automation templates. Emphasis is placed on fail-closed controls, evidence generation, and portability without workflow forking.

The repository contains design and operational artifacts only and does not provide implementation, managed services, or operational support.

Licensing notice

The materials are provided for inspection and evaluation.Commercial or internal operational use requires a separate license agreement (exclusive or non-exclusive, scope-defined).
DOI: 10.5281/zenodo.18175713
title: Decentralized IaC Operating Model (OpenTofu/Terraform): A Portable, Audit-Ready Governance Blueprint

description:  

Description

This bundle provides a provider-agnostic operating model for Infrastructure as Code (IaC) based on OpenTofu/Terraform, targeting reproducibility, governance, and auditability across cloud and on-prem environments without dependence on managed IaC SaaS platforms.

It formalizes a Git-centric, PR-driven execution model with explicit separation of source, execution, state, policy, and evidence layers. The package includes architecture blueprints, governance and control catalogs, policy-as-code guardrails (OPA/Rego), day-2 operations runbooks, compliance profiles (standard / regulated / high-critical), provider overlay patterns (AWS, Azure, GCP), and CI automation templates. Emphasis is placed on fail-closed controls, evidence generation, and portability without workflow forking.

The repository contains design and operational artifacts only and does not provide implementation, managed services, or operational support.

Licensing notice

The materials are provided for inspection and evaluation.Commercial or internal operational use requires a separate license agreement (exclusive or non-exclusive, scope-defined).
DOI: 10.57702/q0sd3oej
title: Wine Origin Dataset

description: The dataset used in the paper is from the UCI Machine Learning Repository, specifically the wine origin dataset.
DOI: 10.15468/dl.ng9ukt
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salweenia Baker f."
 ]
}

 The dataset includes 55 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014370-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x2ege
title: Occurrence Download

description: A dataset containing 11114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((113.32912 23.07282,113.16817 23.05145,113.10835 23.00018,113.06704 22.91187,113.13399 22.76375,113.23938 22.67544,113.37327 22.57859,113.51285 22.54156,113.57694 22.48316,113.63676 22.46322,113.64531 22.54156,113.66454 22.56684,113.66667 22.58891,113.65884 22.61241,113.65457 22.63449,113.64388 22.65728,113.60899 22.69004,113.59332 22.69645,113.57979 22.71069,113.57552 22.73419,113.604 22.73562,113.62608 22.74274,113.63012 22.7567,113.61707 22.7828,113.59997 22.80307,113.58865 22.83268,113.56948 22.84749,113.56426 22.89017,113.55449 22.93418,113.53037 22.98788,113.50391 23.05169,113.47667 23.0727,113.43154 23.09216,113.32912 23.07282))",
 "OccurrenceStatus is Present",
 "Year 2018-2023"
 ]
}

 The dataset includes 11114 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080664-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/24xdbhni
title: ANHIR dataset

description: The ANHIR dataset consists of 481 image pairs and is split into 230 training and 251 evaluation pairs. For the training image pairs, both source and target landmarks are available, while for evaluation image pairs only source landmarks are available.
DOI: 10.57702/z8puhplr
title: English-Hindi Name Entity Transliteration

description: The dataset used for English-Hindi name entity transliteration.
DOI: 10.57702/x219bk1e
title: Shiny Blender dataset

description: A dataset for dynamic articulated objects, used to test the proposed Knowledge NeRF method.
DOI: 10.57702/qnfio39q
title: Adaptive flexibility function in smart energy systems

description: The dataset used in this paper is a piecewise linear approximation of a flexibility function with unknown parameters.
DOI: 10.57702/u9kezp7i
title: SUN Attribute

description: The dataset used in the paper is SUN Attribute, which consists of 717 classes of images with annotations.
DOI: 10.57702/uwezdwfv
title: WVU

description: The proposed system is designed to improve the search accuracy and computational efficiency of the system.
DOI: 10.57702/yggq4301
title: Boundary control of the Stokes equation dataset

description: The dataset used in this paper for boundary control of the Stokes equation. The dataset consists of control-state pairs for various boundary control problems.
DOI: 10.57702/357vtv7u
title: Li30

description: The dataset used in the paper is a collection of documents for document semantics comparison and clustering tasks.
DOI: 10.57702/8qwvpe3y
title: Asthma Conversation Agent FeedbackLog

description: Asthma Conversation Agent FeedbackLog
DOI: 10.57702/jhyuhcj6
title: Magazine Dataset

description: A large and diverse magazine layout dataset with 3,919 images of magazine layouts.
DOI: 10.57702/otjv95no
title: Indian Legal Documents Corpus for Court Judgment Prediction and Explanation

description: The dataset is a collection of Indian legal documents, including court judgments and statutes.
DOI: 10.57702/883s054i
title: Enhanced 3D Convolutional Networks for Crowd Counting

description: The proposed E3D model is used for crowd counting, which captures the temporal dependencies in video sequences and combines global contextual information with local spatio-temporal features.
DOI: 10.57702/mug7p4k7
title: Phase Retrieval using Single-Instance Deep Generative Prior

description: Real-valued toy images and complex-valued simulated crystal data for phase retrieval experiments.
DOI: 10.57702/ome2zxij
title: Exploiting a comparability mapping to improve bi-lingual data categorization

description: The dataset is a collection of comparable corpora of controllable quality, used for the construction of thematic comparable corpora.
DOI: 10.57702/bccsy6oj
title: Bouncing Balls

description: Unsupervised multi-object scene decomposition is a fast-emerging problem in representation learning. Despite significant progress in static scenes, models are unable to leverage important dynamic cues present in video.
DOI: 10.57702/m43xojfd
title: BSDS dataset

description: Image quality is the basis of image communication and understanding tasks. Due to the blur and noise effects caused by imaging, transmission and other processes, the image quality is degraded. Blind image restoration is widely used to improve image quality, where the main goal is to faithfully estimate the blur kernel and the latent sharp image.
DOI: 10.57702/ipyjfh3a
title: BioASQ

description: The BioASQ dataset contains questions and answers from various sources, including Wikipedia and biomedical literature.
DOI: 10.57702/a0m1iywf
title: C-MinHash

description: The dataset used in this paper is a binary dataset, where each data vector is a binary vector of length D.
DOI: 10.57702/jj43ils3
title: Sorting of Smartphone Components for Recycling Through Convolutional Neural Networks

description: A dataset with 1,127 images of pyrolyzed smartphone components, used to train and assess a VGG-16 image classification model for sorting waste electrical and electronic equipment (WEEE) through convolutional neural networks.
DOI: 10.57702/dvkwmrkf
title: N-EPIC Kitchens

description: Recognizing and comprehending human actions and gestures is a crucial perception requirement for robots to interact with humans and carry out tasks in diverse domains, including service robotics, healthcare, and manufacturing.
DOI: 10.57702/971h71ic
title: M5 Competition Dataset

description: M5 competition dataset contains 30490 time series with 1913 time steps recording daily sales of items of different categories at Walmart in various stores, departments, and states over 6 years in the USA
DOI: 10.57702/wsmn7doo
title: RELLIS-3D

description: The RELLIS-3D dataset is a multi-modal dataset used for learning cost-maps for off-road driving.
DOI: 10.7910/dvn/2aejzc
title: Replication Data for: Size distribution and diurnal variations of brown carbon absorption using DMF and methanol extraction methods

description: The data tables in this file were used to generate the figures of the same name in the following manuscript and its supplementary information:
Size distribution and diurnal variations of brown carbon absorption using DMF and methanol extraction methods: Implications for the origins of extremely low-volatility organics
DOI: 10.57702/q320k4fg
title: STARE

description: Automatic segmentation of retinal vessels in fundus images plays an important role in the diagnosis of some diseases such as diabetes and hypertension.
DOI: 10.15468/dl.gp3mm3
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pentagonica angulosa Bates, 1883",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227735-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8zgda
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Country is Ecuador",
 "Geometry POLYGON((-78.58795 -1.19202,-78.43414 -1.19202,-78.43414 -0.99976,-78.58795 -0.99976,-78.58795 -1.19202))",
 "HasCoordinate is true",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Vultur gryphus Linnaeus, 1758",
 "Year 2000-2022"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110060-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112038472
title: Cuneiform Tablet 1913.14.1692, Spurlock 1913.14.1692

description: [Text Description:] List of animals given to Nabu-aha-eris ❧ [Text or Publication Number Note:] Spurlock 1913.14.1692; CDLI P421543 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Moderate Yellowish Pink (5YR 8/4) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 2.7 x 2 x 1.3 cm (7 g)
DOI: 10.15468/dl.7uaq9a
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geum virginianum L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 546 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038758-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rha4fg
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus pedatifolius Genev.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 131 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290454-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112040240
title: Cuneiform Tablet 1913.14.1713, Spurlock 1913.14.1713

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1713; CDLI P421564 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Moderate Yellowish Pink (5YR 7.5/4) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 2.9 x 2.2 x 1.6 cm (12 g)
DOI: 10.15468/dl.kzjj7v
title: Occurrence Download

description: A dataset containing 1788 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sylvilagus cunicularius (Waterhouse, 1848)"
 ]
}

 The dataset includes 1788 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278950-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzqr23
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neospintharus fur (Bösenberg & Strand, 1906)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227742-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57z58u
title: Occurrence Download

description: A dataset containing 35570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glaucium flavum Crantz",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35570 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038769-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ct6krq
title: Occurrence Download

description: A dataset containing 16177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laminaria hyperborea (Gunnerus) Foslie"
 ]
}

 The dataset includes 16177 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378780-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112040358
title: Cuneiform Tablet 1913.14.1713, Spurlock 1913.14.1713

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1713; CDLI P421564 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Moderate Yellowish Pink (5YR 7.5/4) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 2.9 x 2.2 x 1.6 cm (12 g)
DOI: 10.15468/dl.qvbgfm
title: Occurrence Download

description: A dataset containing 87864 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Martes martes (Linnaeus, 1758)"
 ]
}

 The dataset includes 87864 records from 652 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227744-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32aam8
title: Occurrence Download

description: A dataset containing 2031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holarrhena pubescens (Buch.-Ham.) Wall. ex G.Don",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2031 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266234-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112038069
title: Cuneiform Tablet 1913.14.1691, Spurlock 1913.14.1691

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1691; CDLI P421542 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) -discoloration Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.3 x 2.3 x 1.6 cm (11 g)
DOI: 10.15468/dl.rx82jp
title: Occurrence Download

description: A dataset containing 45937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glebionis segetum (L.) Fourr.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45937 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038770-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prx7ud
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007894-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx5zu5
title: Occurrence Download

description: A dataset containing 653 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platyrrhinus vittatus (Peters, 1860)"
 ]
}

 The dataset includes 653 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143147-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycgzdm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosipho turritus P.G.Oliver & Picken, 1984"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096281-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7uy5b
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protobarleeia myersi (Ladd, 1966)"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096290-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ju8td
title: Occurrence Download

description: A dataset containing 2939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus maritimus Phipps, 1774"
 ]
}

 The dataset includes 2939 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xaws9z
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Provocator alabastrina (R.B.Watson, 1882)"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096295-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xafajp
title: Occurrence Download

description: A dataset containing 14815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thamnistes anabatinus P.L.Sclater & Salvin, 1860"
 ]
}

 The dataset includes 14815 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159512-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.