cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jhc8r9
title: Occurrence Download

description: A dataset containing 67 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 (Alpinia vittata)"
 ]
}

 The dataset includes 67 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011788-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzu6h2
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "Geometry POLYGON((31.38864 46.15734,32.89719 46.15734,32.89719 47.15673,31.38864 47.15673,31.38864 46.15734))",
 "TaxonKey is Triturus dobrogicus"
 ]
}

 The dataset includes 34 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011785-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17192225
title: Datasets for ML-Assisted Optimal Power and GSNR Estimation in Multi-band Elastic Optical Networks

description: Here’s a draft description you can use for your Zenodo dataset upload, tailored to your paper and emphasizing the datasets (C+L, C+L+S, C+L+S+E):



This dataset accompanies the paper “ML-Assisted Optimal Power and GSNR Estimation in Multi-band Elastic Optical Networks” by K. Ghodsifar, F. Arpanaei, H. Beyranvand, M. Ranjbar Zefreh, C. Natalino, P. Monti, S. Yan, Ó. González de Dios, J. M. Rivas-Moscoso, J. P. Fernández-Palacios, A. Sánchez-Macián, D. Larrabeiti, and J. A. Hernández.

The work addresses one of the main challenges in next-generation intelligent and autonomous optical networks: fast and accurate estimation of power and generalized signal-to-noise ratio (GSNR) in multi-band elastic optical networks (MB-EONs). Traditional analytical approaches (e.g., GN/EGN semi-closed form models) provide accurate results but are too computationally intensive for online network planning and optimization.

To overcome this limitation, the study:





Employs a semi-closed form GN/EGN model to generate large-scale synthetic datasets.




Trains machine learning (ML) models (Gradient Boosting and Neural Networks) to predict per-span power and GSNR profiles.




Achieves prediction errors below 0.04 dB for power and 0.1 dB for GSNR in 99% of cases.




Demonstrates that ML-assisted power optimization is 25–50× faster than analytical approaches, with negligible accuracy loss (≤0.1 dBm).





About the Datasets

The datasets are designed to train and validate ML-assisted models for power and GSNR estimation across different multi-band transmission scenarios. They are topology-independent and include diverse conditions (span length, channel loading, modulation format, and launch power).

We provide datasets for three key optical spectrum configurations:





C+L band




C+L+S band




C+L+S+E band



Each dataset contains multiple scenarios, covering a wide range of system parameters:





Span length: 40–100 km




Launch power per channel: -5 to +5 dBm




Loading factor: 50%–100%




Modulation formats: Cardinality 1–6




Channel configurations: Up to 160×75 GHz channels with inter-band guard bands



These datasets allow researchers and practitioners to:





Reproduce the ML-assisted models for QoT estimation.




Benchmark alternative ML or analytical approaches.




Explore optimization strategies for multi-band elastic optical networks.
DOI: 10.5281/zenodo.17192226
title: Datasets for ML-Assisted Optimal Power and GSNR Estimation in Multi-band Elastic Optical Networks

description: Here’s a draft description you can use for your Zenodo dataset upload, tailored to your paper and emphasizing the datasets (C+L, C+L+S, C+L+S+E):



This dataset accompanies the paper “ML-Assisted Optimal Power and GSNR Estimation in Multi-band Elastic Optical Networks” by K. Ghodsifar, F. Arpanaei, H. Beyranvand, M. Ranjbar Zefreh, C. Natalino, P. Monti, S. Yan, Ó. González de Dios, J. M. Rivas-Moscoso, J. P. Fernández-Palacios, A. Sánchez-Macián, D. Larrabeiti, and J. A. Hernández.

The work addresses one of the main challenges in next-generation intelligent and autonomous optical networks: fast and accurate estimation of power and generalized signal-to-noise ratio (GSNR) in multi-band elastic optical networks (MB-EONs). Traditional analytical approaches (e.g., GN/EGN semi-closed form models) provide accurate results but are too computationally intensive for online network planning and optimization.

To overcome this limitation, the study:





Employs a semi-closed form GN/EGN model to generate large-scale synthetic datasets.




Trains machine learning (ML) models (Gradient Boosting and Neural Networks) to predict per-span power and GSNR profiles.




Achieves prediction errors below 0.04 dB for power and 0.1 dB for GSNR in 99% of cases.




Demonstrates that ML-assisted power optimization is 25–50× faster than analytical approaches, with negligible accuracy loss (≤0.1 dBm).





About the Datasets

The datasets are designed to train and validate ML-assisted models for power and GSNR estimation across different multi-band transmission scenarios. They are topology-independent and include diverse conditions (span length, channel loading, modulation format, and launch power).

We provide datasets for three key optical spectrum configurations:





C+L band




C+L+S band




C+L+S+E band



Each dataset contains multiple scenarios, covering a wide range of system parameters:





Span length: 40–100 km




Launch power per channel: -5 to +5 dBm




Loading factor: 50%–100%




Modulation formats: Cardinality 1–6




Channel configurations: Up to 160×75 GHz channels with inter-band guard bands



These datasets allow researchers and practitioners to:





Reproduce the ML-assisted models for QoT estimation.




Benchmark alternative ML or analytical approaches.




Explore optimization strategies for multi-band elastic optical networks.
DOI: 10.15468/s74rtn
title: Microbial eukaryotes Metagenome

description: This study presented the molecular diversity of microbial eukaryotes in sea water from Greatwall cove and Ardley cove, Fildes Peninsula, and provided reference for the investigating of the function of the Antarctic ecosystem.
DOI: 10.15468/dl.tdwdzs
title: Occurrence Download

description: A dataset containing 6558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhincodon typus"
 ]
}

 The dataset includes 6558 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011789-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/q8fzq9
title: Bacterial Diversity Assessment in Antarctic Terrestrial and Aquatic Microbial Mats

description: Bacterial data (16S rRNA) from terrestrial and aquatic Microbial mats in continental Antarctic.
DOI: 10.15468/2ohhti
title: Spatial variation of bacterioplankton in south Atlantic Bight

description: The continental shelf ecosystem off the Georgia coast i.e., the South Atlantic Bight (SAB), is among the most productive marine environments that hosts many hard or live bottom areas and are homes to large number of phytoplankton, sponges, corals and many species of tropical and subtropical fishes. From the Georgia bank seaward, the coastal, shelf, slope and Gulf Stream waters represent a natural gradient of many environmental parameters, including decreased nutrients and increased salinity. Extensive efforts have surveyed the major macroorganisms in the region, however, little is known yet on the dynamics of bacteria, which are the major conduits in the energy and nutrient flow within the system. This study investigated the spatial and temporal dynamics of bacterioplankton community composition along transects from the coast bank of Georgia to Gulf Streams on the SAB.
DOI: 10.15468/dl.f9sq4w
title: Occurrence Download

description: A dataset containing 16006 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnetum"
 ]
}

 The dataset includes 16006 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011758-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unwg9g
title: Occurrence Download

description: A dataset containing 45067 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer saccharum Marshall)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 45067 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041168-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7r5gy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schistura imitator Kottelat, 2000",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030511-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbpwuo
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thamnocalamus Munro",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((46 60,46 8.5,110 8.5,110 60,46 60))",
 "Year is greater than or equal to 1959"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008483-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucehwe
title: Occurrence Download

description: A dataset containing 44796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Broussonetia papyrifera (L.) L'Hér. ex Vent.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 44796 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041174-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctfyhe
title: Occurrence Download

description: A dataset containing 43191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iguana iguana (Linnaeus, 1758)",
 "Year 1950-2024"
 ]
}

 The dataset includes 43191 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030542-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcwp0x
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Justicia candicans (Nees) L.D.Benson",
 "Country is Mexico"
 ]
}

 The dataset includes 434 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008483-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yagkph
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leiostracus perlucidus (Spix, 1827)"
 ]
}

 The dataset includes 119 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015960-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak5rdf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horsfieldia sabulosa J.Sinclair"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030556-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kg85dz
title: Occurrence Download

description: A dataset containing 577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "DatasetKey is CSIC-Real Jardín Botánico-Colección de Plantas Vasculares (MA)"
 ]
}

 The dataset includes 577 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008483-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ehr69
title: Occurrence Download

description: A dataset containing 1047764 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((18 67.93333, 24 67.93333, 24 69.24085, 18 69.24085, 18 67.93333))"
 ]
}

 The dataset includes 1047764 records from 587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041614-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c57y5
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horsfieldia ralunensis Warb."
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030519-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkhrak
title: Occurrence Download

description: A dataset containing 2395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strophitus undulatus (Say, 1817)"
 ]
}

 The dataset includes 2395 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008484-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu79ys
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Architectonica nobilis Röding, 1798",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 868 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041611-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsu5ez
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypolepis pallida (Blume) Hook."
 ]
}

 The dataset includes 96 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030554-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23kjh3
title: Occurrence Download

description: A dataset containing 184 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 Proechimys kulinae da Silva, 1998"
 ]
}

 The dataset includes 184 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069698-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.owueo9
title: Occurrence Download

description: A dataset containing 1485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castilleja tenuiflora Benth."
 ]
}

 The dataset includes 1485 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008484-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48432/9vlb11
title: Determinação do grau de parentesco em progênies de cajueiro.

description: Os dados aqui apresentados são usados para determinar o parentesco preciso de cruzamentos controlados de progênies de irmãos completos (IC) de cajueiro. Para o experimento de IC 2013 foram realizados 4 cruzamentos (CCP76 x BRS226; CCP1001 x CCP76; CCP1001 x BRS226; e CCP1001 x PRO555/1). O teste foi realizado com 2409 SNPs para cada progênie/offspring ID (coluna A) e a coluna Candidate father (H) indica, quando significativo (coluna S), o provável pai do indivíduo. O Trio confidence (coluna S) indica a confiança dos genitores serem os verdadeiros (S) parentais ou não (caso 0.0 ou valores negativos na coluna R).
DOI: 10.15468/dl.k84q7s
title: Occurrence Download

description: A dataset containing 782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Continent is North America",
 "Country is Panama",
 "OccurrenceStatus is Present",
 "TaxonKey is Atelopus varius (Lichtenstein & Martens, 1856)"
 ]
}

 The dataset includes 782 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051813-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2cry7
title: Occurrence Download

description: A dataset containing 33170858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Bos taurus Linnaeus, 1758, Bos indicus Linnaeus, 1758, Bos javanicus d'Alton, 1823, Bos frontalis Lambert, 1804, Bos grunniens Linnaeus, 1766, Bubalus bubalis (Linnaeus, 1758), Ovis aries Linnaeus, 1758, Capra hircus Linnaeus, 1758, Rangifer tarandus (Linnaeus, 1758), Camelus dromedarius Linnaeus, 1758, Camelus bactrianus Linnaeus, 1758, Lama glama (Linnaeus, 1758), Vicugna pacos (Linnaeus, 1758), Equus caballus Linnaeus, 1758, Equus asinus Linnaeus, 1758, Gallus domesticus, Meleagris gallopavo Linnaeus, 1758, Numida meleagris (Linnaeus, 1758), Anas platyrhynchos Linnaeus, 1758, Cairina moschata (Linnaeus, 1758), Anser anser (Linnaeus, 1758))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "or" : [
 {
 "not" : {
 "DecimalLatitude" : [
 "is 0"
 ]
 }
 },
 {
 "not" : {
 "DecimalLongitude" : [
 "is 0"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 33170858 records from 5249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051798-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs4rcn
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anathallis corticicola (Schltr. ex Hoehne) Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 71 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008871-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9cvy2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum lanceolatum subsp. lanceolatum × Symphyotrichum lateriflorum"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008872-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts7y26
title: Occurrence Download

description: A dataset containing 1939 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syringa josikaea J.Jacq. ex Rchb."
 ]
}

 The dataset includes 1939 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008873-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6q5nu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum cordifolium × Symphyotrichum lanceolatum subsp. lanceolatum"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008874-250127130748423/datasets/export for details.
DOI: 10.5281/zenodo.14215487
title: Minimising feeding behaviour interference: a Hay-Shaker device to assess dust exposure in horses
DOI: 10.5281/zenodo.14215488
title: Minimising feeding behaviour interference: a Hay-Shaker device to assess dust exposure in horses
DOI: 10.5281/zenodo.14789742
title: Minimising feeding behaviour interference: a Hay-Shaker device to assess dust exposure in horses
DOI: 10.15468/dl.pmjadc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum lanceolatum subsp. lanceolatum var. lanceolatum × Symphyotrichum puniceum var. puniceum"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008875-250127130748423/datasets/export for details.
DOI: 10.15468/dl.tdpgf9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum lanceolatum subsp. lanceolatum var. lanceolatum × Symphyotrichum novi-belgii var. novi-belgii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008877-250127130748423/datasets/export for details.
DOI: 10.15468/dl.s9xcwb
title: Occurrence Download

description: A dataset containing 4093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prionychus ater (Fabricius, 1775)"
 ]
}

 The dataset includes 4093 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008876-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.