cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6yvpnm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poropila dubia",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024388-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnemv2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polysiphonia fucoides",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024390-250920141307145/datasets/export for details.
DOI: 10.15468/dl.fqspfy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polysiphonia fucoides",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024391-250920141307145/datasets/export for details.
DOI: 10.15468/dl.fxcczn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polysiphonia fucoides",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024392-250920141307145/datasets/export for details.
DOI: 10.15468/dl.r3evx8
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alsodes cantillanensis"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024393-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxb9c6
title: Occurrence Download

description: A dataset containing 45625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "GadmGid is one of (IDN.12_1, IDN.13_1, IDN.14_1, IDN.34_1, IDN.35_1)",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 45625 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024396-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnmdsd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polysiphonia fucoides",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024397-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17211815
title: Multimodal Quantum XAI App: Model and Dataset

description: Fine-tuned DistilBERT and tokenized dataset for 596 queries in Quantum-XAI-App. Supports quantum simulation (2-6 qubits) with QuTiP, neural network predictions, and SHAP explanations.
DOI: 10.5281/zenodo.17211816
title: Multimodal Quantum XAI App: Model and Dataset

description: Fine-tuned DistilBERT and tokenized dataset for 596 queries in Quantum-XAI-App. Supports quantum simulation (2-6 qubits) with QuTiP, neural network predictions, and SHAP explanations.
DOI: 10.15468/dl.xpt7a6
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024398-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uefzsh
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracunculus vulgaris",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 964 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024399-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prwupm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracunculus vulgaris",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024400-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17216471
title: 2D interference–accumulation simulator validates 3D Photovexelization confinement at threshold wavelength/frequency
DOI: 10.5281/zenodo.17216472
title: 2D interference–accumulation simulator validates 3D Photovexelization confinement at threshold wavelength/frequency
DOI: 10.15468/dl.gqy9ek
title: Occurrence Download

description: A dataset containing 6481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia, United States of America, Brazil, Japan, Chile, New Zealand, Mexico, Oman, Seychelles, French Southern Territories, Fiji, Mozambique, South Africa, Greece, Portugal, Benin, Indonesia, China, Mauritania, Mauritius, Albania, Spain, United Kingdom of Great Britain and Northern Ireland, Grenada, Madagascar, New Caledonia, France, Gabon, Ireland, Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Isurus oxyrinchus",
 "Year 1985-2025"
 ]
}

 The dataset includes 6481 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024404-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckv4un
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracunculus vulgaris",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024405-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug8u6m
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cycas revoluta"
 ]
}

 The dataset includes 521 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024402-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2hvr9
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lebedodes Holland, 1893"
 ]
}

 The dataset includes 59 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004676-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwwhet
title: Occurrence Download

description: A dataset listing the 17 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is VectorNet",
 "Geometry POLYGON((8.75293 36.97036,8.5029 36.60672,8.92504 36.7325,9.13836 36.90915,9.44512 37.01417,9.6724 37.3489,9.1942 37.25734,8.75293 36.97036))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2017-2017"
 ]
}

 The dataset's 17 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004663-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b46c6c9fj9.1
title: Synthetic Optical Network Dataset with Q-Factor, BER, and Receiver Sensitivity Metrics under EDFA-FBG Conditions

description: This dataset presents a large-scale synthetic simulation of performance parameters in fiber-optic communication systems, specifically designed to evaluate the impact of EDFA (Erbium-Doped Fiber Amplifier) and FBG (Fiber Bragg Grating) components under varying transmission distances and conditions. The dataset comprises 1,000,000 rows of simulated records, each capturing key optical network metrics including Q-Factor, Bit Error Rate (BER), and Receiver Sensitivity for both downstream and upstream transmission directions.

The core objective of this dataset is to provide a controlled and reproducible framework for studying how signal quality degrades or improves under different fiber distances and the presence or absence of EDFA/FBG devices. The dataset generation process was carefully crafted using stochastic modeling based on empirical trends observed in real-world optical experiments. The following parameters are included in the dataset:

- Distance_km: The length of the optical fiber in kilometers. Values include typical transmission spans (0, 10, 20, 40, 45, 70, and 75 km).
- Q_Factor_Downstream and Q_Factor_Upstream: Quality factor metrics for downstream and upstream channels respectively. These values are adjusted based on the transmission distance and the presence of EDFA/FBG to reflect signal integrity.
- BER_Downstream and BER_Upstream: Bit Error Rates computed from the Q-factor using an exponential decay model that mimics realistic signal degradation in optical fibers.
- Receiver_Sensitivity_Downstream and Receiver_Sensitivity_Upstream: Values representing how sensitive the receiver is to signal quality degradation at different distances, influenced by the transmission condition.
- Power_Level_dBm: Simulated variation in power levels (in dBm) to account for fluctuations due to hardware or environmental conditions.
-mNoise_Factor: A synthetic noise parameter that introduces random variations to simulate physical imperfections and disturbances in signal transmission.
Condition: Indicates whether the data point is simulated under "No_EDFA_FBG" or "With_EDFA_FBG" conditions.


The dataset serves as a valuable resource for research in several domains including:

- Optical Network Simulation and Modeling
- Machine Learning for Optical Systems
- Performance Prediction and Optimization in Fiber-Optic Networks
- Benchmarking of AI-based Diagnostic Tools in Telecommunications

Researchers can use this dataset to train, validate, and benchmark machine learning models for signal classification, fault detection, adaptive modulation, or link quality prediction. The inclusion of both amplified and unamplified scenarios makes the dataset versatile for comparative studies and ablation analysis.

This synthetic dataset is fully reproducible, extendable, and free from real-world acquisition constraints, making it suitable for academic and industrial experimentation, prototyping, and algorithm development in next-generation optical communication systems.
DOI: 10.15468/dl.jnddpb
title: Occurrence Download

description: A dataset containing 21854785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paradisaea apoda Linnaeus, 1758, Passer domesticus (Linnaeus, 1758), Passer euchlorus (Bonaparte, 1850), Passer hispaniolensis (Temminck, 1820), Passer montanus (Linnaeus, 1758), Pelecanus crispus Bruch, 1832, Pelecanus philippensis Gmelin, 1789, Pelecanus rufescens Gmelin, 1789, Petroica australis (Sparrman, 1788), Petrosia australis Bergquist & Warne, 1980, Petrosia australis Bergquist & Warne, 1980, Petroica traversi (Buller, 1872), Phalacrocorax carbo (Linnaeus, 1758))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21854785 records from 2069 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0366223-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y583k
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-65.67153 43.29115,-65.00545 43.55912,-64.72217 43.73521,-64.58436 43.92661,-64.22452 44.23286,-64.83322 44.68359,-64.95185 45.17456,-65.48778 45.00612,-65.80168 44.83003,-66.0773 44.62332,-66.65151 44.18692,-65.67153 43.29115))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eleocharis tuberculosa (Michx.) Roem. & Schult."
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033963-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3t6sx
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra mesilauensis B.L.Burtt"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160237-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwqwut
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strophosoma melanogrammum (Forster J.R, 1771)",
 "DatasetKey is GEO Biodiversity Day"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5daelm
title: Occurrence Download

description: A dataset containing 1701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyrops spinifer (Forsskål, 1775)"
 ]
}

 The dataset includes 1701 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mksmjf
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra parviflora C.B.Clarke"
 ]
}

 The dataset includes 42 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160240-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pscag1
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callyspongia pallida Hechtel, 1965",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg5xqy
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1992-2015",
 "TaxonKey is Lynx pardinus (Temminck, 1827)"
 ]
}

 The dataset includes 334 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruf72u
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostomias gladiator (Zugmayer, 1911)"
 ]
}

 The dataset includes 246 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017125-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg2amr
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Caracterización de fauna para la formulación y actualización de Planes de Manejo Ambiental en la jurisdicción de Corpoguavio"
 ]
}

 The dataset includes 308 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042615-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdvbea
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 209 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjmjq8
title: Occurrence Download

description: A dataset containing 726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monitoreo y seguimiento de fauna silvestre terrestre para el AID y AII de la Central Hidráulica Cucuana. 2018-IS"
 ]
}

 The dataset includes 726 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042616-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amhqen
title: Occurrence Download

description: A dataset containing 1513 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A geographic distribution database of Mononychellus mites (Acari: Tetranychidae) on cassava (Manihot esculenta)"
 ]
}

 The dataset includes 1513 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugt2zr
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus acetosella Welw. ex Ficalho"
 ]
}

 The dataset includes 301 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055784-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.itz7zt
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ichthyoelephas longirostris (Steindachner, 1879)"
 ]
}

 The dataset includes 64 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005253-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ga8z7a
title: Occurrence Download

description: A dataset containing 1349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Caracterización florística y estructura de los relictos de bosque seco tropical en el bajo Cauca, jurisdicción Corantioquia"
 ]
}

 The dataset includes 1349 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042628-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6v7dd
title: Occurrence Download

description: A dataset containing 59385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombycilla cedrorum Vieillot, 1808",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-91.230468 46.589069,-87.934570 47.724544,-83.408203 46.164614,-82.792968 44.308126,-82.265625 43.357138,-83.320312 41.475660,-87.583007 41.442726,-88.022460 45.213003,-91.230468 46.589069))",
 "HasCoordinate is true",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 59385 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005247-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcqwep
title: Occurrence Download

description: A dataset containing 3342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Chrysolampis mosquitus (Linnaeus, 1758)"
 ]
}

 The dataset includes 3342 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028550-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.voemkm
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procambarus alleni (Faxon, 1884)"
 ]
}

 The dataset includes 153 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005247-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srthpu
title: Occurrence Download

description: A dataset containing 11167589 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 11167589 records from 5003 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017114-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.10295.04005
title: BaSi2N2O2:Eu2+ Optical Data and Spectra