cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2gunza
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria eremicola Baker f."
 ]
}

 The dataset includes 114 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011540-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avvfad
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EventId is MGYA00167291",
 "DatasetKey is Amplicon sequencing of Tara Oceans DNA samples corresponding to size fractions for protists.",
 "Year 1000-2019"
 ]
}

 The dataset includes 178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023148-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztca5y
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Coleochloa pallidior Nelmes"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110540-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njedwf
title: Occurrence Download

description: A dataset containing 65341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryobates fumigatus (d'Orbigny, 1840)"
 ]
}

 The dataset includes 65341 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011536-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gtj6m
title: Occurrence Download

description: A dataset containing 654 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colias chrysotheme (Esper, 1777)"
 ]
}

 The dataset includes 654 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136487-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j0nvat
title: Occurrence Download

description: A dataset containing 43700 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collection Crustacea SMF"
 ]
}

 The dataset includes 43700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023144-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6f4fk
title: Occurrence Download

description: A dataset containing 2924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.72395267422474",
 "DecimalLongitude is less than 8.72701222740914",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2924 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007973-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw3hrr
title: Occurrence Download

description: A dataset containing 4086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)"
 ]
}

 The dataset includes 4086 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026472-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y627x
title: Occurrence Download

description: A dataset containing 7345 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpestes auropunctatus (Hodgson, 1836)"
 ]
}

 The dataset includes 7345 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023147-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3bbqj
title: Occurrence Download

description: A dataset containing 745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aphis nasturtii Kaltenbach, 1843)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 745 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042268-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usrajq
title: Occurrence Download

description: A dataset containing 3783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ghana",
 "OccurrenceStatus is Present",
 "TaxonKey is Passer griseus (Vieillot, 1817)"
 ]
}

 The dataset includes 3783 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067355-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh9suc
title: Occurrence Download

description: A dataset containing 2126593 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is RSPB Big Garden Birdwatch winter sightings in the UK in 2009"
 ]
}

 The dataset includes 2126593 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127677-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/82k8x5tpkn.2
title: Black-box Dynamic Modeling of Smart Inverters : Dataset and Models

description: A significant amount of converter-based generation is being integrated into the bulk electric power grid to fulfill the future electric demand through renewable energy sources, such as wind and photovoltaic. The dynamics of converter systems in the overall stability of the power system can no longer be neglected as in the past. Numerous efforts have been made in the literature to derive detailed dynamic models, but using detailed models becomes complicated and computationally prohibitive in large system level studies.

This work drives the data-driven using the black-box approach to model the dynamics of a power electronic converter. A set of linear dynamic models for the converters including three-phase, two-phase, and single-phase grid following inverters are derived, which can be employed for system level studies of converter-dominated electric grids.
DOI: 10.15468/dl.evqsff
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-133.25724 42.66371,-113.74276 42.66371,-113.74276 56.33629,-133.25724 56.33629,-133.25724 42.66371))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tongpeia Stapleton"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009444-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mysm2
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Catalpa bungei C.A.Mey."
 ]
}

 The dataset includes 236 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009445-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18170/dvn/po3swb
title: 心流体验模式与传统教学模式在教学实践中的差异

description: 心流体验模式与传统教学模式在教学实践中的差异
DOI: 10.5281/zenodo.14252344
title: ВНЕДРЕНИЕ СОВРЕМЕННЫХ ИЗМЕРИТЕЛЬНЫХ ПРИБОРОВ  В МАШИНОСТРОИТЕЛЬНОЙ ОТРАСЛИ.
DOI: 10.5281/zenodo.14252345
title: ВНЕДРЕНИЕ СОВРЕМЕННЫХ ИЗМЕРИТЕЛЬНЫХ ПРИБОРОВ  В МАШИНОСТРОИТЕЛЬНОЙ ОТРАСЛИ.
DOI: 10.15468/dl.mz83gx
title: Occurrence Download

description: A dataset containing 2625 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 one of (Phoebe formosana (Hayata) Hayata, Decaisnea insignis (Griff.) Hook.fil. & Thomson, Ginkgo biloba L.)",
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 2625 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009446-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8mx7cndcdx.1
title: Models of advanced recording systems: A multi-timescale micromagnetic code for granular thin film magnetic recording systems

description: Micromagnetic modelling provides the ability to simulate large magnetic systems reliably without the computational cost limitation imposed by atomistic modelling. Through micromagnetic modelling it is possible to simulate systems consisting of thousands of grains over a time range of nanoseconds to years, depending upon the solver used. Here we present the creation and release of an open-source multi-timescale micromagnetic code combining three key solvers: Landau-Lifshitz-Gilbert; Landau-Lifshitz-Bloch; Kinetic Monte Carlo. This code, called MARS (Models of Advanced Recording Systems), is capable of accurately simulating the magnetisation dynamics in large and structurally complex single- and multi-layered granular systems as is shown by comparison to established atomistic simulation results. The short timescale simulations are achieved for systems far from and close to the Curie point via the implemented Landau-Lifshitz-Gilbert and Landau-Lifshitz-Bloch solvers respectively. This enables read/write simulations for general perpendicular magnetic recording and also state of the art heat assisted magnetic recording (HAMR). The long timescale behaviour is simulated via the Kinetic Monte Carlo solver, enabling investigations into signal-to-noise ratio and data longevity. The combination of these solvers opens up the possibility of multi-timescale simulations within a single software package. For example the entire HAMR process from initial data writing and data read back to long term data storage is possible via a single simulation using MARS. The use of atomistic parameterisation for the material input of MARS enables highly accurate material descriptions which provide a bridge between atomistic simulation and real world experimentation. Thus MARS is capable of performing simulations for all aspects of recording media research and development. This ranges from material characterisation and optimisation to system design and implementation. The object orientated nature of MARS is structured to facilitate quick and simple development and easy implementation of user defined custom simulation types which can utilise either timescale or a combination of both timescales.
DOI: 10.17632/y3pxvr4xbf.2
title: snRNA-seq data on human subcutaneous and omental white adipose tissue

description: The deposited data is presented in the manuscript by Massier et al., with the title "The Cellular Landscape of Human White Adipose Tissue in Health and Metabolic Disease: a Meta Perspective".

10x snRNA-seq data in the format of CellRanger output can be found for each individual section analysed (Massier et al. #1-4), which contains filtered count matrices.
Source data of our article can be found in Source_Data_complete.
DOI: 10.15468/dl.kf2x28
title: Occurrence Download

description: A dataset containing 6156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Acer rubrum L.",
 "Year 1970-2024"
 ]
}

 The dataset includes 6156 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009447-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzjgrw
title: Occurrence Download

description: A dataset containing 1618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus kelloggii Newb.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1618 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009448-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zybseg
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Catalpa bungei C.A.Mey."
 ]
}

 The dataset includes 236 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009449-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yv3mj26r35.1
title: Data for an assessment of spatial conservation priorities for biodiversity attributes: Composition, structure, and function of Neotropical biodiversity

description: Given the increasing threats to biodiversity and limited resources for conservation, our knowledge about the uncertainty in surrogates for representing comprehensively the spatial conservation priorities for biodiversity, needs to be improved. We present the data of a comprehensive spatial conservation approach for Neotropical biodiversity by including surrogates for three biodiversity attributes: composition (8563 species), structure (663 ecosystems), and function (5382 ecological groups). We evaluated the differences in the representativeness and surrogacy-level of resulting portfolios for each attribute, considering the differences for current established conservation areas (CAs), prioritized areas (PRAs; those selected to complement the CAs), and total areas (TAs: CAs + PRAs). The assessment included the entire Neotropics, and a regionalization approach using the Global 200 Ecoregions by country. Finally, we identified critical areas for conservation based on the coincidence of irreplaceable PRAs among biodiversity attributes. Our results confirm the premise that no single surrogate represents biodiversity comprehensively, providing quantitative evidence to support the importance of using integrative information of surrogates for different levels of biodiversity into identifying priority areas for conservation. The spatial mismatch in the portfolios of areas shows how the use of a single level of biodiversity would lead to the omission of conservation priorities for other levels. We also identified critical areas for conservation where irreplaceable spatial priorities of the different biodiversity attributes matched. These areas coincided with known critical and threatened global biodiversity hotspots, and are mostly located in the Chaco, the Atlantic Forest, the Pantanal, Cerrado, and Caatinga regions, and the moist and dry forests of the northern Andes and Mesoamerica.
DOI: 10.15468/dl.x7zyv2
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus lobata Née",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 914 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009450-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akkb42
title: Occurrence Download

description: A dataset containing 2921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Japan",
 "TaxonKey is Acer rufinerve Siebold & Zucc."
 ]
}

 The dataset includes 2921 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009451-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14252348
title: СПОНДИЛОЛИСТЕЗ И ЕГО ХИРУРГИЧЕСКОЕ ЛЕЧЕНИЕ.
DOI: 10.5281/zenodo.14252349
title: СПОНДИЛОЛИСТЕЗ И ЕГО ХИРУРГИЧЕСКОЕ ЛЕЧЕНИЕ.
DOI: 10.15468/dl.upvnp2
title: Occurrence Download

description: A dataset containing 3163 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 one of (Phoebe formosana (Hayata) Hayata, Decaisnea insignis (Griff.) Hook.fil. & Thomson, Ginkgo biloba L.)",
 "Geometry POLYGON((72.2 56, 137.5 56, 137.5 0, 72.2 0, 72.2 56))\n",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 3163 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009452-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmr8j8
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus lusitanica Lam.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 592 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009453-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkyg2z
title: Occurrence Download

description: A dataset containing 2707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Acer saccharinum L.",
 "Year 1969-2024"
 ]
}

 The dataset includes 2707 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009454-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76f452
title: Occurrence Download

description: A dataset containing 4893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natalidae",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 4893 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009455-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6nzbdvjn87.1
title: 2024-DTU Risø Wind Turbine Blade Inpsction Video Dataset Description

description: AI-based blade identification in operational wind turbines through similarity analysis aided drone inspection

Shohreh Sheiati a, *, Xiaodong Jia a, Malcolm McGugan a, Kim Branner a, Xiao Chen a, *
a Technical University of Denmark, Department of Wind and Energy Systems, Roskilde 4000, Denmark.
Abstract
Developing an automated method to monitor the structural health of each individual wind turbine blade over its lifespan is imperative for timely warning of potential damages. This study proposes an AI-based image recognition model to identify individual blades based on their unique surface features. To eliminate the influence of the image background on the identification task, a deep learning segmentation method was used to isolate the blade image from the complex background in optical images captured by drone. Subsequently, we utilized and repurposed similarity-based Siamese networks to establish a blade search capability to identify images of the same blade. This model automatically retrieves the corresponding blade images in response to a single query image. The results show that our trained model distinguishes similar images from non-similar images and identifies the blades from unseen images successfully. Our developed similarity-based identification method ensures continuous tracking and monitoring of the structural health of each individual blade over time. 

Dataset description

We captured 29 videos from a wind turbine situated at DTU Risø campus, Roskilde municipality, Denmark. These videos were recorded under diverse circumstances, accounting for varying imaging conditions and different segments of the blades, using a DJI Mavic 2 drone. 
We organized the dataset into a folder named “Dataset”, which comprises 29 subfolders, each dedicated to one of the original videos along with extracted image frames and their corresponding masks.
The initial set of 24 videos in the collection was used for training and validation processes. The remaining 5 videos, not utilized during the training process, were used for testing.
Masks were obtained from two techniques: bi-level thresholding and the GrabCut foreground-background segmentation method. The bi-level thresholding technique was applied to images with clear contrast between the foreground (blade) and background (all videos except 6, 13, 15, 25). For images with very complex backgrounds containing divers objects with different colours and textures (videos: 6, 13, 15, 25), the GrabCut method was employed.
Contact: xiac@dtu.dk
DOI: 10.15468/dl.3gtc3e
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus lyrata Walter",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 718 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009457-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bmp4wzrgnk.2
title: Excel Pricing Workbook: Cross Currency Swap Theory & Practice - An Illustrated Step-by-Step Guide of How to Price Cross Currency Swaps and Calculate the Basis Spread

description: Cross Currency Excel Pricing Workbook with Market Data