cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13140/rg.2.2.18649.85609
title: Developing a psychological scale using iPython and Jupyter
DOI: 10.5517/ccs4zlg
title: CCDC 719776: Experimental Crystal Structure Determination

description: Related Article: D.A.Safin, M.G.Babashkina, M.Bolte, A.Klein|2009|Polyhedron|28|1403|doi:10.1016/j.poly.2009.02.044
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.28743122
title: Student Attrition Research

description: This data set was used to investigate factors which affect student withdrawal at a community college in Trinidad and Tobago. Data were collected from sixteen student cohorts who had enrolled in associate or bachelor’s degree at the college. Student-level variables include: sex, age, entry qualifications, end-of-semester GPA and enrolment status (full-time/ part-time).
DOI: 10.6084/m9.figshare.26172934
title: Data and code from "The overlapping global distribution of dengue, chikungunya, Zika and yellow fever"

description: Contains data, scripts, and key outputs from for use in the linked paper.
DOI: 10.6084/m9.figshare.26172934.v1
title: Data and code from "The overlapping global distribution of dengue, chikungunya, Zika and yellow fever"

description: Contains data, scripts, and key outputs from for use in the linked paper.
DOI: 10.17632/2kn3wbd76t.1
title: LTRBexpEnvironmentAndResults

description: This file contains environement details for LTRB setup, and the corrsponding code and the results.
DOI: 10.17632/3pg9xmypp3.1
title: DeepFlame: A deep learning empowered open-source platform for reacting flow simulations

description: Recent developments in deep learning have brought many inspirations for the scientific computing community and it is perceived as a promising method in accelerating the computationally demanding reacting flow simulations. In this work, we introduce DeepFlame, an open-source C++ platform with the capabilities of utilising machine learning algorithms and offline-trained models to solve for reactive flows. We combine the individual strengths of the computational fluid dynamics library OpenFOAM, machine learning framework Torch, and chemical kinetics program Cantera. The complexity of cross-library function and data interfacing (the core of DeepFlame) is minimised to achieve a simple and clear workflow for code maintenance, extension and upgrading. As a demonstration, we apply our recent work on deep learning for predicting chemical kinetics (Zhang et al., 2022 [8]) to highlight the potential of machine learning in accelerating reacting flow simulation. A thorough code validation is conducted via a broad range of canonical cases to assess its accuracy and efficiency. The results demonstrate that the convection-diffusion-reaction algorithms implemented in DeepFlame are robust and accurate for both steady-state and transient processes. In addition, a number of methods aiming to further improve the computational efficiency, e.g. dynamic load balancing and adaptive mesh refinement, are explored. Their performances are also evaluated and reported. With the deep learning method implemented in this work, a speed-up of two orders of magnitude is achieved in a simple hydrogen ignition case when performed on a medium-end graphics processing unit (GPU). Further gain in computational efficiency is expected for hydrocarbon and other complex fuels. A similar level of acceleration is obtained on an AI-specific chip – deep computing unit (DCU), highlighting the potential of DeepFlame in leveraging the next-generation computing architecture and hardware.
DOI: 10.17632/3pg9xmypp3.2
title: DeepFlame 2.0: A new version for fully GPU-native machine learning accelerated reacting flow simulations under low-Mach conditions

description: This paper presents DeepFlame v2.0, a significant computational framework upgrade designed for high-performance combustion simulations on GPU-based heterogeneous architectures. The updated version implements a comprehensive CUDA-accelerated architecture incorporating fundamental combustion modelling components, including: implicit/explicit finite volume method (FVM) discretisation schemes, chemical kinetics integrators, thermophysical property models, and subgrid-scale closures for both fluid dynamics and combustion processes. The redesigned code supports diverse boundary conditions and discretisation schemes for broad applicability across combustion configurations. Key performance optimisations integrate advanced CUDA features including data coalescing techniques, CUDA Graphs for kernel scheduling, and NCCL-based multi-GPU communication. Validation studies employing the fully-implicit low-Mach solver demonstrate two-order-of-magnitude acceleration compared to conventional CPU implementations across canonical test cases, while maintaining numerical accuracy.
DOI: 10.15468/dl.cpy5c4
title: Occurrence Download

description: A dataset containing 139723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.06063 9.14616,-72.86507 9.14616,-72.86507 10.49824,-75.06063 10.49824,-75.06063 9.14616))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 139723 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j27hj8
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pequeños mamíferos del Alto Río Igará - Paraná, Amazonas - Proyecto Colombia BIO"
 ]
}

 The dataset includes 69 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044994-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gltbxw
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amblyopappus pusillus Hook. & Arn.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 593 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49vkbs
title: Occurrence Download

description: A dataset containing 1096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Diagnóstico y Propuesta de Manejo de la Flora Arbórea y Arbustiva Urbana del Municipio de Viterbo - Caldas"
 ]
}

 The dataset includes 1096 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045035-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nft8ux
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picus viridis Linnaeus, 1758",
 "Country is Poland",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 295 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zm99m
title: Occurrence Download

description: A dataset containing 517447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2017-06-01,2017-06-30"
 ]
}

 The dataset includes 517447 records from 529 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049445-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5qda8
title: Occurrence Download

description: A dataset listing the 7085 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.38042 8.49085,-77.28695 8.29056,-77.10002 8.17039,-77.23354 8.0302,-77.05329 7.93673,-77.2736 7.91003,-77.32033 7.83659,-77.34704 7.70974,-77.42715 7.60293,-77.57402 7.51614,-77.68752 7.48276,-77.74093 7.30918,-77.97459 7.16898,-77.86777 6.91529,-77.52729 6.91529,-77.34036 7.06884,-77.03994 7.12892,-76.91309 7.15563,-76.66607 7.19568,-76.6861 7.34256,-76.45244 7.31585,-76.47914 7.39597,-76.4925 7.67636,-76.61267 7.7498,-76.63269 7.93673,-76.67275 8.15704,-76.6861 8.55761,-76.70613 8.75789,-76.83298 8.77792,-77.22687 8.60434,-77.38042 8.49085))"
 ]
}

 The dataset's 7085 records were derived from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000348-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63nh5b
title: Occurrence Download

description: A dataset containing 918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Burramys parvus Broom, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 918 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034979-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbucbd
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartina alterniflora Loisel.",
 "Country is United States of America",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 185 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3izi4x
title: Occurrence Download

description: A dataset containing 11065 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dreissena polymorpha (Pallas, 1771)"
 ]
}

 The dataset includes 11065 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkkqzn
title: Occurrence Download

description: A dataset containing 17244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Registros biológicos asociados al monitoreo de la diversidad de escarabajos en paisajes ganaderos de bosque 2013 - 2017"
 ]
}

 The dataset includes 17244 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044952-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dls8j3
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Escallonia pulverulenta (Ruiz & Pav.) Pers."
 ]
}

 The dataset includes 226 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjzypg
title: Occurrence Download

description: A dataset containing 19189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad asociada al Estudio de Impacto Ambiental (EIA) para la construcción y operación de la línea de flujo Belleza - Casacará"
 ]
}

 The dataset includes 19189 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045070-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ot4fqi
title: Occurrence Download

description: A dataset containing 388394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Setophaga magnolia (A.Wilson, 1811)",
 "TaxonKey is Dendroica magnolia (A.Wilson, 1811)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 388394 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qxfnh
title: Occurrence Download

description: A dataset containing 841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Caracterización de los grupos hidrobiológicos de la modificación del Plan de Manejo Ambiental para el Bloque Apiay, departamento del Meta"
 ]
}

 The dataset includes 841 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044984-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oju2px
title: Occurrence Download

description: A dataset containing 326317 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Year 1950-2018",
 "Geometry POLYGON ((44.6484375 73.22669969306126, 42.5390625 27.994401411046148, -33.75 28.613459424004414, -30.234375 66.79190947341796, -4.921875 73.22669969306126, 44.6484375 73.22669969306126))",
 {
 "or" : [
 "DatasetKey is Artportalen (Swedish Species Observation System)",
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is DOF/BirdLife Denmark - Observations from DOFbasen",
 "DatasetKey is Anillamiento SEO_Bird ringing",
 "DatasetKey is Bird Ringing Centre in Sweden (NRM)",
 "DatasetKey is Norwegian Species Observation Service",
 "DatasetKey is Suffolk Biodiversity Information Service (SBIS) Dataset",
 "DatasetKey is Ministerio de Medio Ambiente, y Medio Rural y Marino. Dirección General de Medio Natural y Política Forestal. Inventario Nacional de Biodiversidad 2007, Aves Reproductoras",
 "DatasetKey is NBIS Records to December 2016",
 "DatasetKey is naturgucker"
 ]
 },
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Strix aluco",
 "TaxonKey is Tyto alba (Scopoli, 1769)",
 "TaxonKey is Athene noctua (Scopoli, 1769)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 326317 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003464-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxdh8g
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biota presente en el humedal El Suizo, departamento del Tolima"
 ]
}

 The dataset includes 260 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045006-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ulphlc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathypterois atricolor Alcock, 1896",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-149 -42,-149 28,-38 28,-38 -42,-149 -42))"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8338105
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.grqij5
title: Occurrence Download

description: A dataset containing 13584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Adenocarpus desertorum Castrov.",
 "TaxonKey is Adenocarpus gibbsianus Castrov. & Talavera",
 "TaxonKey is Adenocarpus ombriosus Ceballos & Ortuño",
 "TaxonKey is Adoxa moschatellina L.",
 "TaxonKey is Aeonium balsamiferum Webb & Berthel.",
 "TaxonKey is Aeonium gomerense (Praeger) Praeger",
 "TaxonKey is Aeonium mascaense Bramwell",
 "TaxonKey is Agrostis barceloi L.Sáez & Rosselló",
 "TaxonKey is Aichryson bituminosum Bañares",
 "TaxonKey is Aichryson pachycaulon subsp. pachycaulon",
 "TaxonKey is Aichryson pachycaulon subsp. praetermissum Bramwell",
 "TaxonKey is Aichryson porphyrogennetos Bolle",
 "TaxonKey is Alchemilla acutiformis S.E. Fröhner",
 "TaxonKey is Alchemilla L.",
 "TaxonKey is Alchemilla angustiserrata S.E.Fröhner",
 "TaxonKey is Alchemilla aranica S. Fröhner",
 "TaxonKey is Alchemilla crenulata S.E.Fröhner",
 "TaxonKey is Alchemilla fagetii S.E.Fröhner",
 "TaxonKey is Alchemilla fontqueri Rothm.",
 "TaxonKey is Alchemilla ilerdensis S.E. Fröhner",
 "TaxonKey is Alchemilla ischnocarpa S.E.Fröhner",
 "TaxonKey is Alchemilla lainzii S. Fröhner",
 "TaxonKey is Alchemilla legionensis S.E.Fröhner",
 "TaxonKey is Alchemilla nieto-felineri S.E.Fröhner",
 "TaxonKey is Alchemilla nudans S.E.Fröhner"
 ]
 }
 ]
}

 The dataset includes 13584 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtghdw
title: Occurrence Download

description: A dataset containing 511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Plantas del municipio El Carmen de Chucurí, Santander - Proyecto Santander BIO"
 ]
}

 The dataset includes 511 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044958-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd2dxe
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daucus carota subsp. drepanensis (Arcang.) Heywood",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfrz6s
title: Occurrence Download

description: A dataset containing 4949 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arnoglossus laterna (Walbaum, 1792)"
 ]
}

 The dataset includes 4949 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049500-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hlvmnm
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio abbreviatus S.Moore"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8338106
title: Data Analyst Job Postings
DOI: 10.34740/kaggle/dsv/8338109
title: Data Scientist - Linkedin Job Postings
DOI: 10.15468/dl.mtsdkh
title: Occurrence Download

description: A dataset containing 3671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Larus genei Brème, 1839",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 3671 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000367-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7oditc
title: Occurrence Download

description: A dataset containing 3611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passer rutilans (Temminck, 1836)"
 ]
}

 The dataset includes 3611 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0193582.10fu
title: SH0193582.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.