cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15179897
title: Dataset for: Deep learning prediction of noise-driven nonlinear instabilities in fibre optics
title: Numerical and experimental dataset for ANN training

description: This dataset accompanies the study Y. Boussafa et al. "Deep learning prediction of noise-driven nonlinear instabilities in fibre optics", Nature Communications, 16, 7800 (2025) and includes four curated datasets used to train and evaluate artificial neural networks (ANNs) for predicting spectral features resulting from modulation instability (MI) in nonlinear fibre propagation.

The datasets are:





Numerical – 2 seedsGNLSE-based simulations with two coherent input seeds. Each seeding scenario (90 000 in total) includes:





Input seed parameters (wavelengths and spectral phases)




Output average spectra




Output spectral correlation maps computed from 500 Monte Carlo realizations






Numerical – 4 seedsSame as above, with four coherent seeds per scenario (105 000 in total). Spectral correlation maps also computed from 500 GNLSE simulations per configuration.




Experimental – 2 seedsReal-time DFT measurements of MI with two coherent input seeds. Each case includes:





Input seed parameters (defined via programmable filtering)




Output average spectra




Output spectral correlation maps computed from 1000 sequential DFT traces






Experimental – 4 seedsSame as above, using four coherent seeds. Spectral correlation maps derived from 1000 DFT measurements per seeding configuration.



Notes:

All data are provided in physical units prior to ANN standardization, ensuring transparency and compatibility with custom preprocessing pipelines.

Data provided are the ones used to train the networks provided in Figs. 3, 5, 6, 7 of the main manuscript (https://doi.org/10.1038/s41467-025-62713-x). Traces windowing and sampling were however performed, in line with the described "Methods" section of the manuscript, to keep the datasize reasonable, and compatible with ANN processing. Full raw data (including all GNLSE realizations and unprocessed DFT traces) are available upon request due to their large size.

 

Please cite the corresponding paper (Y. Boussafa et al. Deep learning prediction of noise-driven nonlinear instabilities in fibre optics, Nature Communications, 16, 7800  2025) and dataset DOI (10.5281/zenodo.15179897) when using this data in publications
DOI: 10.34740/kaggle/dsv/11988848
title: Water levels of rivers in Vietnam
DOI: 10.15468/dl.83xbzu
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Landsburgia quercifolia"
 ]
}

 The dataset includes 307 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006097-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfczxz
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lessonia adamsiae C.H.Hay"
 ]
}

 The dataset includes 89 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006098-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ntftq
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puccinia spegazzinii De Toni"
 ]
}

 The dataset includes 98 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045691-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nb7kc8
title: Occurrence Download

description: A dataset containing 6795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mikania micrantha Kunth",
 "Year 1970-2024"
 ]
}

 The dataset includes 6795 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045661-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgsy6p
title: Occurrence Download

description: A dataset containing 133279 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CEN - Herbário da Embrapa Recursos Genéticos e Biotecnologia"
 ]
}

 The dataset includes 133279 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002367-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e231376
title: Replication data for: Monetary Policy According to HANK

description: We revisit the transmission mechanism from monetary policy to household consumption in a Heterogeneous Agent New Keynesian (HANK) model. The model yields empirically realistic distributions of wealth and marginal propensities to consume because of two features: uninsurable income shocks and multiple assets with different degrees of liquidity and different returns. In this environment, the indirect effects of an unexpected cut in interest rates, which operate through a general equilibrium increase in labor demand, far outweigh direct effects such as intertemporal substitution. This finding is in stark contrast to small- and medium-scale Representative Agent New Keynesian (RANK) economies, where the substitution channel drives virtually all of the transmission from interest rates to consumption. Failure of Ricardian equivalence implies that, in HANK models, the fiscal reaction to the monetary expansion is a key determinant of the overall size of the macroeconomic response.
DOI: 10.3886/e231376v1
title: Replication data for: Monetary Policy According to HANK

description: We revisit the transmission mechanism from monetary policy to household consumption in a Heterogeneous Agent New Keynesian (HANK) model. The model yields empirically realistic distributions of wealth and marginal propensities to consume because of two features: uninsurable income shocks and multiple assets with different degrees of liquidity and different returns. In this environment, the indirect effects of an unexpected cut in interest rates, which operate through a general equilibrium increase in labor demand, far outweigh direct effects such as intertemporal substitution. This finding is in stark contrast to small- and medium-scale Representative Agent New Keynesian (RANK) economies, where the substitution channel drives virtually all of the transmission from interest rates to consumption. Failure of Ricardian equivalence implies that, in HANK models, the fiscal reaction to the monetary expansion is a key determinant of the overall size of the macroeconomic response.
DOI: 10.15468/dl.x4t3uq
title: Occurrence Download

description: A dataset containing 3781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyathula prostrata (L.) Blume"
 ]
}

 The dataset includes 3781 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008881-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x89mmq
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senegalia loretensis (J.F.Macbr.) Seigler & Ebinger"
 ]
}

 The dataset includes 688 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003854-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcodev
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callisia repens (Jacq.) L."
 ]
}

 The dataset includes 972 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033886-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkfz2a
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stigmaphyllon florosum C.E.Andersson"
 ]
}

 The dataset includes 104 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048496-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xljyyd
title: Occurrence Download

description: A dataset containing 3002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thelypteris dentata (Forssk.) E.P.St.John"
 ]
}

 The dataset includes 3002 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009105-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp1hu3
title: Occurrence Download

description: A dataset containing 1059 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pombalia attenuata (Humb. & Bonpl.) Paula-Souza"
 ]
}

 The dataset includes 1059 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033889-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqrjqs
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myriocarpa stipitata Benth."
 ]
}

 The dataset includes 576 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005832-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yauqvz
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pariana gracilis Döll"
 ]
}

 The dataset includes 58 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010006-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhktdb
title: Occurrence Download

description: A dataset containing 456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varronia dichotoma Ruiz & Pav."
 ]
}

 The dataset includes 456 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049384-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ylsuw1
title: Occurrence Download

description: A dataset containing 21670 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oplismenus hirtellus (L.) P.Beauv."
 ]
}

 The dataset includes 21670 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036107-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yp7ug9
title: Occurrence Download

description: A dataset containing 4726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boerhavia diffusa L."
 ]
}

 The dataset includes 4726 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034602-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywhzwo
title: Occurrence Download

description: A dataset containing 3838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium triflorum (L.) DC."
 ]
}

 The dataset includes 3838 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008883-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z71urf
title: Occurrence Download

description: A dataset containing 901 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria viridis Ruiz & Pav."
 ]
}

 The dataset includes 901 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049316-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9rmti
title: Occurrence Download

description: A dataset containing 9081 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum conjugatum P.J.Bergius"
 ]
}

 The dataset includes 9081 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036144-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/wr1-gcn-acp
title: †Chonetes Fischer de Waldheim, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zkb-xtq-28f
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eh1-rlb-7lx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/saa-ehw-8ze
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/05v-6b6-719
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8z0-3e7-v7k
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09y-6zd-cby
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ln-c8e-fcy
title: Pilosa Flower, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bgq-eqc-p1f
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hvv-cbr-sn7
title: †Caenanoplia Carter, 1968

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mp7-0lj-2kj
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/krt-bq5-x2v
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wt0-p20-pmf
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fsr-741-e5y
title: Delphinapterus leucas (Pallas, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/85s-07n-p0n
title: Balaenoptera acutorostrata Lacépède, 1804

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vk4-7kg-ygq
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kts-3al-he6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p15-25n-p7j
title: Galeocerdo cuvier (Péron & Lesueur, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lz-vza-cqz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ltt-1s9-ktc
title: Squatina

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p5d-bt1-pvl
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymx-e2l-m4y
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/325-a3p-jx3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3pw-crd-w6k
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/agm-hay-ks8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwc-jpz-52v
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pld-ys7-k4y
title: Bos taurus primigenius Bojanus, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brf-egz-gpw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h4h-cbs-yz3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8nd-60b-r51
title: Isurus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9fs-1zq-286
title: Bos taurus primigenius Bojanus, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6y-wgd-4v3
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6pj-f0q-nfe
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ln1-rfx-33p
title: Scutellum

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmb-8xp-7kg
title: Notocotylus Diesing, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r3f-rkr-qxz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vjg-lch-rr8
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7kr787
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023431-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ch9-87m-98k
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ch-2yb-qep
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.6a2vua
title: Occurrence Download

description: A dataset containing 4004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prosopis juliflora (Sw.) DC.",
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Material citation)"
 ]
}

 The dataset includes 4004 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010870-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18237597
title: Cyrtomium falcatum (L.f.) C.Presl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:32
DOI: 10.5281/zenodo.18237596
title: Cyrtomium falcatum (L.f.) C.Presl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:32
DOI: 10.15468/dl.c5c5yc
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.8_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007539-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgw8v8
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Cricetulus kamensis",
 "Year 1970-2025"
 ]
}

 The dataset includes 75 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028816-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s76qh4
title: Occurrence Download

description: A dataset containing 767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opilio canestrinii",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 767 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.