cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ukbjh4
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Chengiodendron minor (P.S.Green) C.B.Shang, X.R.Wang, Yi F.Duan & Yong F.Li)"
 ]
}

 The dataset includes 97 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002196-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mgtw6
title: Occurrence Download

description: A dataset containing 15779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amaranthus deflexus L., Euxolus deflexus var. major Moq., Euxolus deflexus var. ascendens Moq., Amaranthus perennis Bellardi ex Colla, Amarantellus argentinus Speg., Amaranthus scandens L.fil., Euxolus deflexus var. rufescens Godr., Amarantellus argetinus Speg., Amaranthus viridis T.Cooke & C.H.Wright, Euxolus deflexus var. minor Moq., Amaranthus prostratus Balb., Amaranthus deflexus f. refescens (Godr.) Thell., Amaranthus deflexus f. refescens (Godr.) Thell. ex Probst, 1934, Amaranthus deflexus f. rufescens (Godr.) Thell. & Probst, Amaranthus deflexus var. refescens (Godr.) Thell., 1912, Amaranthus deflexus var. rufescens (Godr.) Thell., Glomeraria deflexa (L.) Cav., Albersia deflexa (L.) Fourr., Euxolus deflexus (L.) Raf., Amaranthus minor (Moq.) Sennen, Albersia prostrata (Balb.) Kunth, Galliaria prostrata (Balb.) Bubani)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 15779 records from 436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002197-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xus48e
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Anthogonium gracile Wall. ex Lindl.)"
 ]
}

 The dataset includes 195 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002198-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwgvre
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Borinda viridis (D.Z.Li & X.Y.Ye) Stapleton)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002199-241126133413365/datasets/export for details.
DOI: 10.15468/dl.abrp99
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron quadrangulare (Kunth) Krug & Urb."
 ]
}

 The dataset includes 255 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002200-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.895wsg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron ramosissimum Kuijt"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002202-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtafj4
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron racemosum (Aubl.) Krug & Urb."
 ]
}

 The dataset includes 687 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002201-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w75ga6
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, CR, VU)",
 "License is one of (CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, bb646dff-a905-4403-a49b-6d378c2cf0d9)",
 "TaxonKey is one of (Leontopithecus chrysomelas (Kuhl, 1820), Morphopsis Oberthür, 1880, Dendrobatidae, Harpia harpyja (Linnaeus, 1758), Ursus maritimus Phipps, 1774, Aptenodytes forsteri G.R.Gray, 1844, Oophaga pumilio (Schmidt, 1857), Ceyx cyanopectus Lafresnaye, 1840)",
 "Year 2020-2025"
 ]
}

 The dataset includes 203 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010662-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zu7gr
title: Occurrence Download

description: A dataset containing 1599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Serranus hepatus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen, Material sample)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1599 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010663-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szjmbe
title: Occurrence Download

description: A dataset containing 70704 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Vombatidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70704 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018255-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5nbp8
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Cactaceae",
 "Year 2010-2020"
 ]
}

 The dataset includes 538 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109460-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qznvc
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum hungaricum Zapal."
 ]
}

 The dataset includes 84 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062417-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.625u35
title: Occurrence Download

description: A dataset containing 4109289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Year 1990-2020"
 ]
}

 The dataset includes 4109289 records from 815 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109435-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eimdrv
title: Occurrence Download

description: A dataset containing 3441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-22 29,-12 29,-12 37,-22 37,-22 29))",
 "HasCoordinate is true",
 "TaxonKey is Actinopterygii",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3441 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001127-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q746uu
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum inense N.Busch"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062424-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haq264
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pterocarpus indicus Willd."
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355043-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwuczf
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Tristerix Mart."
 ]
}

 The dataset includes 299 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099840-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psnvzr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpailurus Severtzov, 1858"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011296-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bj87b
title: Occurrence Download

description: A dataset listing the 35448 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "Year 2000-2020"
 ]
}

 The dataset's 35448 records were derived from 613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109443-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhwgb7
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum krynkense Lavrenko"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062445-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwmzqd
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ebenopsis ebano (Berland.) Barneby & J.W.Grimes",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 61 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270218-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eg4kwu
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum insulare Greene"
 ]
}

 The dataset includes 127 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062428-231120084113126/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.30959402
title: Global Carbon Budget Projections for IPCC Climate Scenarios, 2024–2100(Generated by CGAN Model)

description: Accurate quantification of the future global carbon budget (GCB) is vital for climate risk assessment and mitigation strategies. Traditional Earth System Models (ESMs) face high computational costs and uncertainties, limiting large probabilistic ensembles for uncertainty analysis. We present GCBS-Gen, a probabilistic dataset for GCB from 2024–2100, using generative deep learning with CGAN, trained on 1959–2023 data.It offers 1,000 trajectories per five SSPs, covering 22 variables: fossil emissions (coal, oil, gas), land-use changes (deforestation, regrowth, peat fires), carbon sinks, CO₂ levels, and temperature anomalies. GCBS-Gen provides efficient, consistent open-access scenarios for IPCC frameworks, aiding policy simulation and carbon feedback studies.
DOI: 10.6084/m9.figshare.30959402.v1
title: Global Carbon Budget Projections for IPCC Climate Scenarios, 2024–2100(Generated by CGAN Model)

description: Accurate quantification of the future global carbon budget (GCB) is vital for climate risk assessment and mitigation strategies. Traditional Earth System Models (ESMs) face high computational costs and uncertainties, limiting large probabilistic ensembles for uncertainty analysis. We present GCBS-Gen, a probabilistic dataset for GCB from 2024–2100, using generative deep learning with CGAN, trained on 1959–2023 data.It offers 1,000 trajectories per five SSPs, covering 22 variables: fossil emissions (coal, oil, gas), land-use changes (deforestation, regrowth, peat fires), carbon sinks, CO₂ levels, and temperature anomalies. GCBS-Gen provides efficient, consistent open-access scenarios for IPCC frameworks, aiding policy simulation and carbon feedback studies.
DOI: 10.5281/zenodo.18143122
title: Rate-driven trigger pipeline for blazar neutrino association: Gaussian Process log-acceleration analysis of TXS 0506+056

description: This repository contains the complete, reproducible data and analysis pipelineassociated with the paper:

“A predictive rate-driven trigger for blazar neutrino emission:log-acceleration, robustness to irregular sampling, and a proof of conceptwith TXS 0506+056”.

The dataset includes:- Public Fermi-LAT gamma-ray light curve data for TXS 0506+056.- A fully documented Python pipeline implementing Gaussian Process  reconstruction of logarithmic flux and its second temporal derivative  (log-acceleration).- A surrogate-based null-hypothesis test using red-noise realizations  to calibrate global false-alarm probabilities.- Quiescent-interval control tests demonstrating robustness against  stochastic variability.- Scripts to reproduce all figures and statistical results reported  in the associated manuscript.

The rate-driven trigger identifies epochs of rapid dynamical evolutionin blazar jets, independent of absolute flux amplitude, and is designedto be robust against irregular sampling.

This archive is intended for full reproducibility, reuse, and independentvalidation of the results presented in the manuscript.
DOI: 10.5281/zenodo.18143123
title: Rate-driven trigger pipeline for blazar neutrino association: Gaussian Process log-acceleration analysis of TXS 0506+056

description: This repository contains the complete, reproducible data and analysis pipelineassociated with the paper:

“A predictive rate-driven trigger for blazar neutrino emission:log-acceleration, robustness to irregular sampling, and a proof of conceptwith TXS 0506+056”.

The dataset includes:- Public Fermi-LAT gamma-ray light curve data for TXS 0506+056.- A fully documented Python pipeline implementing Gaussian Process  reconstruction of logarithmic flux and its second temporal derivative  (log-acceleration).- A surrogate-based null-hypothesis test using red-noise realizations  to calibrate global false-alarm probabilities.- Quiescent-interval control tests demonstrating robustness against  stochastic variability.- Scripts to reproduce all figures and statistical results reported  in the associated manuscript.

The rate-driven trigger identifies epochs of rapid dynamical evolutionin blazar jets, independent of absolute flux amplitude, and is designedto be robust against irregular sampling.

This archive is intended for full reproducibility, reuse, and independentvalidation of the results presented in the manuscript.
DOI: 10.5281/zenodo.18142998
title: Data for Autism Spectrum Disorder diagnosis using mamba-based analysis of dynamic functional connectivity state transition sequences

description: 1.General OverviewThis repository contains the raw data and source code for the study titled "Autism Spectrum Disorder diagnosis using mamba-based analysis of dynamic functional connectivity state transition sequences". It includes fMRI time-series data, category labels, and the necessary scripts to reproduce the results presented in the manuscript.

2.Data Description

Dataset includes:





fMRI_data: A 3D array (92x170x116) representing primary fMRI time-series data for 92 individual subjects.




labels: Category labels (92x1) for ground truth classification (e.g., Patient vs. Healthy Control).




__header__: String metadata including versioning.



3.File Format & Machine Readability

All data are provided in machine-readable formats (e.g., .mat, .csv, or .npy) as required by PeerJ. No PDF or image-based raw data are used for analysis.

4.Usage/How to reproduce

How to use:



Download the .zip file and extract the contents.

Ensure you have [Python/MATLAB/R] installed.

Please refer to the Example Code section in the README.md file


5.Citation & License

If you use this code or data, please cite both the associated PeerJ article and this Zenodo DOI. This work is licensed under [Creative Commons Attribution 4.0 International].
DOI: 10.5281/zenodo.18142999
title: Data for Autism Spectrum Disorder diagnosis using mamba-based analysis of dynamic functional connectivity state transition sequences

description: 1.General OverviewThis repository contains the raw data and source code for the study titled "Autism Spectrum Disorder diagnosis using mamba-based analysis of dynamic functional connectivity state transition sequences". It includes fMRI time-series data, category labels, and the necessary scripts to reproduce the results presented in the manuscript.

2.Data Description

Dataset includes:





fMRI_data: A 3D array (92x170x116) representing primary fMRI time-series data for 92 individual subjects.




labels: Category labels (92x1) for ground truth classification (e.g., Patient vs. Healthy Control).




__header__: String metadata including versioning.



3.File Format & Machine Readability

All data are provided in machine-readable formats (e.g., .mat, .csv, or .npy) as required by PeerJ. No PDF or image-based raw data are used for analysis.

4.Usage/How to reproduce

How to use:



Download the .zip file and extract the contents.

Ensure you have [Python/MATLAB/R] installed.

Please refer to the Example Code section in the README.md file


5.Citation & License

If you use this code or data, please cite both the associated PeerJ article and this Zenodo DOI. This work is licensed under [Creative Commons Attribution 4.0 International].
DOI: 10.15468/dl.bj7xsz
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elaphurus davidianus"
 ]
}

 The dataset includes 228 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072259-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gpvpb
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crocosmia paniculata)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 366 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072260-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buz3qu
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Freesia kewensis)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx83gf
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Freesia refracta)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 453 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072262-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfchxs
title: Occurrence Download

description: A dataset containing 6429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoptilos crumeniferus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 6429 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072263-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/8he8-1c41
title: "SAR-THINK"

description: "SAR-THINK is a large-scale SAR image-text dataset to support image description, object detection, object recognition, and instance counting, with explicit chain-of-thought reasoning annotations."