cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/srf-34r-hlp
title: Glycymeris da Costa, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.3945f8
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icterus graduacauda Lesson, 1839",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 2019",
 "Month is greater than or equal to April",
 "Month is less than or equal to September",
 "EventDate is not null",
 "Country is United States of America",
 "Geometry POLYGON((-63 22, -63 51, -126 51, -126 22, -63 22))"
 ]
}

 The dataset includes 108 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010867-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkbdx2
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monomorium destructor",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085541-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16533391
title: Порівняння пріоритетів кількості завдань цифрової трансформації 2021–2023 та 2024–2026 років за напрямами. FAIR-дані

description: Цей набір даних містить порівняльну інформацію про кількість завдань цифрової трансформації у сфері публічного адміністрування України за період 2021-2023 та 2024-2026 років.
DOI: 10.5281/zenodo.16679449
title: Порівняння пріоритетів кількості завдань цифрової трансформації 2021–2023 та 2024–2026 років за напрямами. FAIR-дані

description: Цей набір даних містить порівняльну інформацію про кількість завдань цифрової трансформації у сфері публічного адміністрування України за період 2021-2023 та 2024-2026 років.
DOI: 10.34740/kaggle/dsv/12639946
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.f7pn7f
title: Occurrence Download

description: A dataset containing 60285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 60285 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002153-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6htd33
title: Occurrence Download

description: A dataset containing 39534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.10_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asparagales"
 ]
}

 The dataset includes 39534 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002170-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgpvyj
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pritchardia maideniana Becc.",
 "Year 1995-2025"
 ]
}

 The dataset includes 31 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028712-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15398763
title: INSON RUHIYATI FENOMENOLOGIYASI VA UNI IFODA ETISHNING LISONIY VOSITALARI

description: Ushbu maqolada inson ruhiyati fenomenologiyasining tafakkur bilan bog‘liqligi va uning lisoniy ifodalanish mexanizmlari o‘rganiladi. Inson tafakkuri va ruhiy kechinmalari til orqali qanday namoyon bo‘lishi fenomenologik va kognitiv tilshunoslik nuqtai nazaridan tahlil qilinadi. Maqola fenomenologik yondashuv asosida inson ruhiyatining subyektiv tajribalar sifatida shakllanishini va tafakkur jarayonlari orqali ularning til bilan bog‘liqligini ko‘rsatadi. Ruhiy holatlarni ifodalashda metafora, metonimiya, emotsional leksika, maqollar va frazeologik birliklarning o‘rni aniqlanadi. Tadqiqot natijalari insonning ichki dunyosini tushunish, madaniy tafakkur va lingvistik ifodalash vositalarining uyg‘unligini aniqlashga hissa qo‘shadi.
DOI: 10.5281/zenodo.15398764
title: INSON RUHIYATI FENOMENOLOGIYASI VA UNI IFODA ETISHNING LISONIY VOSITALARI

description: Ushbu maqolada inson ruhiyati fenomenologiyasining tafakkur bilan bog‘liqligi va uning lisoniy ifodalanish mexanizmlari o‘rganiladi. Inson tafakkuri va ruhiy kechinmalari til orqali qanday namoyon bo‘lishi fenomenologik va kognitiv tilshunoslik nuqtai nazaridan tahlil qilinadi. Maqola fenomenologik yondashuv asosida inson ruhiyatining subyektiv tajribalar sifatida shakllanishini va tafakkur jarayonlari orqali ularning til bilan bog‘liqligini ko‘rsatadi. Ruhiy holatlarni ifodalashda metafora, metonimiya, emotsional leksika, maqollar va frazeologik birliklarning o‘rni aniqlanadi. Tadqiqot natijalari insonning ichki dunyosini tushunish, madaniy tafakkur va lingvistik ifodalash vositalarining uyg‘unligini aniqlashga hissa qo‘shadi.
DOI: 10.60707/h6tf-3z43
title: X-ray CT data for multi-sample scan of chipped Bennu particle OREX-800023-0
DOI: 10.15468/dl.jxsrjr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hakea sericea Schrad. & J.C.Wendl.",
 "Country is Spain",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028713-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vndr3j
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ipomoea purpurea (L.) Roth"
 ]
}

 The dataset includes 63 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028714-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfbyea
title: Occurrence Download

description: A dataset containing 28731072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 28731072 records from 13533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028646-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.my8rw9
title: Occurrence Download

description: A dataset containing 1558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus africana"
 ]
}

 The dataset includes 1558 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028510-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvz5g7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028509-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdbwp6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is Equatorial Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028512-250811113504898/datasets/export for details.
DOI: 10.25574/23876
title: Chandra X-ray Observatory ObsId 23876

description: Ultra-Deep Chandra Monitoring of the JWST-NEP Time Domain Field
DOI: 10.25574/23944
title: Chandra X-ray Observatory ObsId 23944

description: Flows of hot Baryons in the Milky Way center: How are fountains & chimneys linked to the Galactic-scale outflow?
DOI: 10.25574/23945
title: Chandra X-ray Observatory ObsId 23945

description: Flows of hot Baryons in the Milky Way center: How are fountains & chimneys linked to the Galactic-scale outflow?
DOI: 10.25574/26339
title: Chandra X-ray Observatory ObsId 26339

description: Identification of Two X-ray Jets in High-Redshift Quasars
DOI: 10.5517/ccdc.csd.cc2n6gq2
title: CCDC 2449084: Experimental Crystal Structure Determination

description: Related Article: Louise Kommers Reimann, Emmanuel Santos Moraes, Elisabet Romero, Fabiano Severo Rodembusch, Luís Gustavo Teixeira Alves Duarte|2025|Dyes Pigm.|243|113069|doi:10.1016/j.dyepig.2025.113069
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: 10.5517/ccdc.csd.cc2n6gr3
title: CCDC 2449085: Experimental Crystal Structure Determination

description: Related Article: Louise Kommers Reimann, Emmanuel Santos Moraes, Elisabet Romero, Fabiano Severo Rodembusch, Luís Gustavo Teixeira Alves Duarte|2025|Dyes Pigm.|243|113069|doi:10.1016/j.dyepig.2025.113069
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: 10.5517/ccdc.csd.cc2n6gs4
title: CCDC 2449086: Experimental Crystal Structure Determination

description: Related Article: Louise Kommers Reimann, Emmanuel Santos Moraes, Elisabet Romero, Fabiano Severo Rodembusch, Luís Gustavo Teixeira Alves Duarte|2025|Dyes Pigm.|243|113069|doi:10.1016/j.dyepig.2025.113069
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: 10.5517/ccdc.csd.cc2n7vsk
title: CCDC 2450419: Experimental Crystal Structure Determination

description: Related Article: Hyo Chan Lee, Jeong Min Seo, Hyo Chan Hong, Tatsuhiro Kojima, Yunseok Jang, Boseok Kang|2025|Dyes Pigm.|243|113067|doi:10.1016/j.dyepig.2025.113067
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: 10.5517/ccdc.csd.cc2n7vtl
title: CCDC 2450420: Experimental Crystal Structure Determination

description: Related Article: Hyo Chan Lee, Jeong Min Seo, Hyo Chan Hong, Tatsuhiro Kojima, Yunseok Jang, Boseok Kang|2025|Dyes Pigm.|243|113067|doi:10.1016/j.dyepig.2025.113067
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: 10.5517/ccdc.csd.cc2n7vvm
title: CCDC 2450421: Experimental Crystal Structure Determination

description: Related Article: Hyo Chan Lee, Jeong Min Seo, Hyo Chan Hong, Tatsuhiro Kojima, Yunseok Jang, Boseok Kang|2025|Dyes Pigm.|243|113067|doi:10.1016/j.dyepig.2025.113067
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: 10.5517/ccdc.csd.cc2n7vwn
title: CCDC 2450422: Experimental Crystal Structure Determination

description: Related Article: Hyo Chan Lee, Jeong Min Seo, Hyo Chan Hong, Tatsuhiro Kojima, Yunseok Jang, Boseok Kang|2025|Dyes Pigm.|243|113067|doi:10.1016/j.dyepig.2025.113067
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: 10.5517/ccdc.csd.cc2n9slc
title: CCDC 2452273: Experimental Crystal Structure Determination

description: Related Article: Fu-En Szu, Chen-Wei Yang, Yi-Zhen Li, Yin-Yin Yu, Chun-I Huang, Jia-Hong Chen, Jui-Hsiung Huang, Man-kit Leung|2025|J. CO2 Utilization|100|103177|doi:10.1016/j.jcou.2025.103177
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: 10.5517/ccdc.csd.cc2nbz44
title: CCDC 2453406: Experimental Crystal Structure Determination

description: Related Article: Qiang Zhao, Han Peng, He-zhen Wang, Shu-ran Gao, Jun-zhao Wang, Lin-Xi Qin, Meng-ting Fan|2025|J.Mol.Struct.|1347|143374|doi:10.1016/j.molstruc.2025.143374
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: 10.5517/ccdc.csd.cc2nbz55
title: CCDC 2453407: Experimental Crystal Structure Determination

description: Related Article: Qiang Zhao, Han Peng, He-zhen Wang, Shu-ran Gao, Jun-zhao Wang, Lin-Xi Qin, Meng-ting Fan|2025|J.Mol.Struct.|1347|143374|doi:10.1016/j.molstruc.2025.143374
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: 10.5517/ccdc.csd.cc2n4397
title: CCDC 2446808: Experimental Crystal Structure Determination

description: Related Article: Ahmed S. Faihan, Nazk Mohammed Aziz, Muhammad Ashfaq, Reza Behjatmanesh-Ardakani, Ahmed S. Al-Janabi, Muhammad Nawaz Tahir, Necmi Dege, Hela Ferjani, Tarek A. Yousef|2025|J.Indian Chem.Soc.|102|101969|doi:10.1016/j.jics.2025.101969
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: 10.5517/ccdc.csd.cc2nbz66
title: CCDC 2453408: Experimental Crystal Structure Determination

description: Related Article: Qiang Zhao, Han Peng, He-zhen Wang, Shu-ran Gao, Jun-zhao Wang, Lin-Xi Qin, Meng-ting Fan|2025|J.Mol.Struct.|1347|143374|doi:10.1016/j.molstruc.2025.143374
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: 10.5517/ccdc.csd.cc2n80qp
title: CCDC 2450572: Experimental Crystal Structure Determination

description: Related Article: S. Neetha, C. Santhosh, D.C. Vinay Kumar, T.N. Lohith, K. Pruthviraj, K. Sunil, M.P. Sadashiva, Ali Mohd Sajid, Santosh Kumar Verma, Y.C. Sunil kumar|2025|J.Mol.Struct.|1348|143430|doi:10.1016/j.molstruc.2025.143430
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: 10.5517/ccdc.csd.cc2nyzn8
title: CCDC 2471681: Experimental Crystal Structure Determination

description: Related Article: Thiago Acosta Trindade da Silva, Leonardo Carneiro Lanes, Rodrigo Cervo, Camila Nunes Cechin, Claudia Cristina Gatto, Gabriela Nanci Ledesma, Bernardo Almeida Iglesias, Ernesto Schulz Lang, Bárbara Tirloni, Roberta Cargnelutti|2025|Mol.Catal.|585|115365|doi:10.1016/j.mcat.2025.115365
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: 10.15468/dl.pkqnbq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028513-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.15179896
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