cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bnxzj8
title: Occurrence Download

description: A dataset containing 68343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)",
 "Country is Congo",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 68343 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033246-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uahmch
title: Occurrence Download

description: A dataset containing 28216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 28216 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195307-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skiyjg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha infesta Poepp.",
 "Country is Mexico",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012005-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qe3qx6
title: Occurrence Download

description: A dataset containing 1909 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litoria nudidigita (Copland, 1963)"
 ]
}

 The dataset includes 1909 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013380-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8m5qz
title: Occurrence Download

description: A dataset containing 18934088 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset includes 18934088 records from 1385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234663-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28827632
title: Supplementary data for "Algorithm-level data-guided correction for class imbalance in biological machine learning predictions: Protein interactions as a case"

description: In real-world biomedical applications of data mining, machine learning and artificial intelligence, there are situations where the widespread problem of class imbalance cannot be addressed by data-level methods such as over- or under-sampling. Correct and efficient use of algorithm-level methods, on the other hand, needs paying heed to data structure and content. This study aims to devise and examine simple methods for addressing the imbalanced class distribution issue in predicting the protein-protein interaction (PPI) sites in membrane proteins as a biomedical case experiment. Using an adopted dataset of membrane protein complexes and a retrieved validation set, a class-weighted random forests (CWRF) classifier model was built for predicting interfacial residues from positional frequencies and an evolutionary index. Among several class weighting methods, a data imbalance-emulating weighting method for the CWRF model achieved an area under the receiver operating characteristics curve (AUC) of 0.815 (95% CI: 0.805-0.823) in the independent test prediction and 0.802 (95% CI: 0.794-0.809) in the prediction for the external validation set, which outperformed previous similar studies. A case prediction confirmed the practical utility of this method. The proposed approach implies potential applications in other fields of biomedicine and beyond. It also highlights the role of algorithm-data interplay in addressing the class imbalance.
DOI: 10.15128/r1zk51vg826
title: Universality in the microwave shielding of ultracold polar molecules [dataset]

description: Includes Fortran codes, example-input files, example-output files, and figure data files.
description: Microwave shielding is an important technique that can suppress the losses that arise from collisions of ultracold polar molecules. It has been instrumental in achieving molecular Bose-Einstein condensation (BEC) for NaCs [Bigagli et al., Nature 631, 289 (2024)]. We demonstrate that microwave shielding is universal, in the sense that the 2-body collision properties of different molecules are very similar when expressed in suitable reduced units of length and energy. This applies to rate coefficients for inelastic scattering and loss, to scattering lengths, and to the properties of 2-molecule bound states. We also explore the small deviations from universality that arise at very large Rabi frequencies. In general, the collision properties are near-universal except when the Rabi frequency exceeds a few percent of the molecular rotational constant. The universality extends to elliptically polarized microwaves and to combinations of multiple fields. Our results indicate that the methods that have been used to achieve BEC for NaCs can be transferred directly to most other polar molecules.
DOI: 10.15468/dl.4vyumb
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scleria melanotricha Hochst. & A.Rich.",
 "Continent is Africa"
 ]
}

 The dataset includes 326 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005462-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25976/f24i-p261
title: Clearwater Lake Ice Cover Dataset

description: Residents of Clearwater Lake in Sudbury have collected annual ice on and ice off dates for the lake since 2005. Clearwater Lake is on the outskirts of the City of Greater Sudbury. This data record contains annual ice on, ice off, and ice cover duration observations.
description: Ice on and off dates are observed visually. Observers stand on the shoreline, roughly mid-lake on the west side, scan across and also to both ends of the lake, and record the day when 90-100% of the lake is covered in ice (ice on) and the day when 90-100% of the lake is free of ice (ice off). Comments are provided to capture anomalies.
DOI: 10.15468/dl.9pgpn7
title: Occurrence Download

description: A dataset containing 2220996 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "Year is 2015"
 ]
}

 The dataset includes 2220996 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007373-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzujj4
title: Occurrence Download

description: A dataset containing 1890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix matsudana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1890 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007385-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60873/fk2/duwzyr
title: Prefeitura Municipal de Salvador - Ciclovias em Salvador [2025]

description: Traçado das ciclovias em Salvador (BA) atualizado em março de 2025. EPSG: 4326 (WGS 84). Para a versão mais atualizada, consulte: https://dados.salvador.ba.gov.br/maps/21a5758366bb475b81e411e9ecd7b7fc
DOI: 10.5281/zenodo.17390932
title: Sonic Topologies of Silence: A Quantum Bioacoustic Framework for Information Encoding in Abyssal Piezophiles Expanded and Refined Edition

description: This study introduces a novel hypothesis that deep-sea piezophiles, thriving under extreme hadal pressures exceeding 1,100 atm, utilize quantum-coherent acoustic vibrations in pressurized protein-hydration lattices to encode, process, and transmit biological information—a mechanism dubbed Topological Bioacoustic Memory (TBM). Employing multi-scale computational methods, including density functional perturbation theory (DFPT), molecular dynamics (MD), quantum mechanics/molecular mechanics (QM/MM), non-equilibrium MD (NEMD), tight-binding models, and finite element analysis (FEA), the research demonstrates that outer membrane proteins in *Moritella yayanosii* form phononic topological insulators at 100 MPa. These insulators enable protected acoustic edge modes sustaining vibrational states beyond 100 ps, facilitating epigenetic-like encoding via frequency-phase modulation independent of DNA.

A key innovation is the Xenobiological Acoustic Alphabet (XAA), a 16-symbol code based on phonon harmonics, achieving error-corrected storage densities over 10¹⁸ bits/cm³. The coherence paradox is addressed through pressure-induced suppression of thermal phonon density of states and piezoelectric lipid feedback for continuous error correction. QM/MM and NEMD simulations reveal molecular I/O: mechanosensitive channels "write" XAA symbols, while allosteric enzymes "read" them via vibronic coupling. Decompression-induced TBM erasure explains piezophile culturing difficulties.

Rigorous validation ensures convergence, sensitivity, and reproducibility, positioning TBM as a quantum-enabled biological information layer with profound implications for astrobiology, quantum engineering, and synthetic biology.
DOI: 10.5281/zenodo.17479584
title: Sonic Topologies of Silence: A Quantum Bioacoustic Framework for Information Encoding in Abyssal Piezophiles Expanded and Refined Edition

description: This study introduces a novel hypothesis that deep-sea piezophiles, thriving under extreme hadal pressures exceeding 1,100 atm, utilize quantum-coherent acoustic vibrations in pressurized protein-hydration lattices to encode, process, and transmit biological information—a mechanism dubbed Topological Bioacoustic Memory (TBM). Employing multi-scale computational methods, including density functional perturbation theory (DFPT), molecular dynamics (MD), quantum mechanics/molecular mechanics (QM/MM), non-equilibrium MD (NEMD), tight-binding models, and finite element analysis (FEA), the research demonstrates that outer membrane proteins in *Moritella yayanosii* form phononic topological insulators at 100 MPa. These insulators enable protected acoustic edge modes sustaining vibrational states beyond 100 ps, facilitating epigenetic-like encoding via frequency-phase modulation independent of DNA.

A key innovation is the Xenobiological Acoustic Alphabet (XAA), a 16-symbol code based on phonon harmonics, achieving error-corrected storage densities over 10¹⁸ bits/cm³. The coherence paradox is addressed through pressure-induced suppression of thermal phonon density of states and piezoelectric lipid feedback for continuous error correction. QM/MM and NEMD simulations reveal molecular I/O: mechanosensitive channels "write" XAA symbols, while allosteric enzymes "read" them via vibronic coupling. Decompression-induced TBM erasure explains piezophile culturing difficulties.

Rigorous validation ensures convergence, sensitivity, and reproducibility, positioning TBM as a quantum-enabled biological information layer with profound implications for astrobiology, quantum engineering, and synthetic biology.
DOI: 10.15468/dl.vsqnt7
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventarios de flora y fauna en bosques de niebla del municipio de Chámeza, Casanare"
 ]
}

 The dataset includes 281 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007386-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13549646
title: SOLANA Price Data Binance API (2020–Now)
DOI: 10.15468/dl.qqdftv
title: Occurrence Download

description: A dataset containing 290899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.77263 43.53568,-80.16825 43.23566,-79.80703 43.07254,-79.37702 43.0474,-78.65459 43.2106,-78.22457 43.24819,-77.58815 43.19806,-76.96892 43.0851,-76.60771 43.27325,-76.12609 43.42335,-75.98848 43.93338,-75.59287 44.30383,-75.93688 44.50045,-76.4701 44.38993,-77.14093 44.20527,-77.91496 44.10655,-78.63739 44.04476,-79.35982 43.9086,-79.77263 43.53568))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phalacrocorax auritus",
 "Year 2000-2025"
 ]
}

 The dataset includes 290899 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007376-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75jkbt
title: Occurrence Download

description: A dataset containing 58894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe"
 ]
}

 The dataset includes 58894 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007377-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ud24ps
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippophae salicifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007388-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usrgk4
title: Occurrence Download

description: A dataset containing 23678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is c803f6f5-2c6a-4b41-8c15-768d48ef1c8c",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 23678 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007389-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8ty7y
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((138.7701 41.51754,138.84283 41.51754,138.84283 41.77567,138.7701 41.77567,138.7701 41.51754))",
 "Geometry POLYGON((139.44037 39.78481,142.28223 39.78481,142.28223 41.61102,139.44037 41.61102,139.44037 39.78481))"
 ]
 },
 "Month is one of (January, February, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fulica atra"
 ]
}

 The dataset includes 68 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007391-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrvg2j
title: Occurrence Download

description: A dataset containing 92939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hada plebeja",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92939 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007380-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2du6z
title: Occurrence Download

description: A dataset containing 29224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Secale cereale"
 ]
}

 The dataset includes 29224 records from 544 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007393-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyrmg8
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Cypripedium macranthos"
 ]
}

 The dataset includes 352 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007394-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60873/fk2/76dlgs
title: Observatório Nacional de Mobilidade Sustentável do Insper Cidades - Belo Horizonte - Pontos de Ônibus [2025]

description: Dados georeferenciados dos pontos de ônibus de Belo Horizonte com identificação das linhas associadas a cada ponto. Dados de agosto de 2025. EPSG: 4326 (WGS84).
DOI: 10.15468/dl.4qzpyu
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cedrus brevifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 223 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007397-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17479579
title: Dataset supporting the manuscript Myocardial strain in rheumatoid arthritis without traditional cardiovascular risk factors: an exploratory analysis

description: This dataset contains the data used in the analysis of the manuscript “Myocardial strain in rheumatoid arthritis without traditionalcardiovascular risk factors: an exploratory analysis”.

The file includes measurements of global and segmental strain derived from echocardiographic analysis.

Variables:





DISCONTROL – group identifier (control or experimental condition)




GLS – global longitudinal strain values




FourC, TwoC, lax – segmental strain values from four-chamber, two-chamber, and long-axis echocardiographic views



File format: Microsoft Excel (.xlsx)

The dataset was generated as part of the study conducted at the Universidade Católica de Brasília (UCB), Brasília, DF, Brazil.
DOI: 10.5281/zenodo.17479580
title: Dataset supporting the manuscript Myocardial strain in rheumatoid arthritis without traditional cardiovascular risk factors: an exploratory analysis

description: This dataset contains the data used in the analysis of the manuscript “Myocardial strain in rheumatoid arthritis without traditionalcardiovascular risk factors: an exploratory analysis”.

The file includes measurements of global and segmental strain derived from echocardiographic analysis.

Variables:





DISCONTROL – group identifier (control or experimental condition)




GLS – global longitudinal strain values




FourC, TwoC, lax – segmental strain values from four-chamber, two-chamber, and long-axis echocardiographic views



File format: Microsoft Excel (.xlsx)

The dataset was generated as part of the study conducted at the Universidade Católica de Brasília (UCB), Brasília, DF, Brazil.
DOI: 10.6084/m9.figshare.30484022
title: <b>Genotype identification of Rd10 mice by Sanger sequencing</b>

description: The Rd10 mice are a classical animal model of retinitis pigmentosa, characterized by a homozygous point mutation of c.1678C&gt;T in the pde6b gene. Sanger sequencing was conducted to identify the known mutation loci.
DOI: 10.6084/m9.figshare.30484022.v2
title: <b>Genotype identification of Rd10 mice by Sanger sequencing</b>

description: The Rd10 mice are a classical animal model of retinitis pigmentosa, characterized by a homozygous point mutation of c.1678C&gt;T in the pde6b gene. Sanger sequencing was conducted to identify the known mutation loci.
DOI: 10.6084/m9.figshare.30484022.v1
title: <b>Genotype identification of Rd10 mice by Sanger sequencing</b>

description: The Rd10 mice are a classical animal model of retinitis pigmentosa, characterized by a homozygous point mutation of c.1678C&gt;T in the pde6b gene. Sanger sequencing was conducted to identify the known mutation loci.
DOI: 10.5281/zenodo.1972632
title: Supplementary Data: The role of hydro power, storage and transmission in the decarbonization of the Chinese power system

description: This is the supplementary data to the publication:


The role of hydro power, storage and transmission in the decarbonization of the Chinese power system


https://doi.org/10.1016/j.apenergy.2019.02.009


This dataset includes:



	
Hourly wind, solar and electricity load time series for 31 Chinese provinces and their calculations
	
Reservoir hydro stations' effective capacity and inflow time series (details are referred to Daily hydro power time series (1979-2016) for 43 Chinese reservoir hydro stations)
	
Wind and solar power's geographical potential calculations
	
Directory p_nom_min contains existing wind and solar power capacities up to end of 2014
	
Long-range transmission topologies



The bash command scripts initiate three sets of simulations respectively: CO2 emission reduction sweep; 38-year weather input sensitivity; constraining transmission volume.


Dependencies:



	
Pypsa
	
vresutils
	
RE-atlas(optional)
DOI: 10.5281/zenodo.6984596
title: Supplementary Data: The role of hydro power, storage and transmission in the decarbonization of the Chinese power system

description: This is the supplementary data to the publication:


The role of hydro power, storage and transmission in the decarbonization of the Chinese power system


https://doi.org/10.1016/j.apenergy.2019.02.009


This dataset includes:



	
Hourly wind, solar and electricity load time series for 31 Chinese provinces and their calculations
	
Reservoir hydro stations' effective capacity and inflow time series (details are referred to Daily hydro power time series (1979-2016) for 43 Chinese reservoir hydro stations)
	
Wind and solar power's geographical potential calculations
	
Directory p_nom_min contains existing wind and solar power capacities up to end of 2014
	
Long-range transmission topologies



The bash command scripts initiate three sets of simulations respectively: CO2 emission reduction sweep; 38-year weather input sensitivity; constraining transmission volume.


Dependencies:



	
Pypsa
	
vresutils
	
RE-atlas(optional)
DOI: 10.6084/m9.figshare.30484271
title: User perceptions, trust, perceived workload, and task performance data in an robot escape room

description: The present research study investigated how user emotions and robot reliability influence user perceptions, trust, perceived workload, and task performance with a social robot in an escape room.