cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15398093
title: SACCI-CMIP6: South American Climate Change Impacts on floods and droughts
title: Impactos de mudanças climáticas sobre secas e cheias na América do Sul

description: SACCI-CMIP6 dataset (South American Climate Change Impacts) provides projections of climate change impacts over South American hydrology, including topics related to (i) water balance, (ii) floods and extreme precipitation, (iii) flooded area and wetlands, (iv) droughts, and (v) low flows.

Results are based on hydrological modeling using MGB-SA continental model (Siqueira et al., 2018) with hydroclimatic inputs of downscaled CMIP6 runs (Thrasher et al., 2022). MGB-SA provides daily outputs (river discharge and level, evapotranspiration, flood extent and total water storage) over more than 30 thousand catchments and river reaches (~15 km length and > 1,000 km² drainage area), which were post processed to generate the present database.

This dataset was developed by the Institute of Hydraulic Research (IPH) from UFRGS in colaboration with the Brazilian Water Agency (ANA). It is described in a scientific report on Climate change impacts on floods and droughts in South America (Paiva et al., 2024) and in scientific papers (e.g. Petry et al. 2025, for analyses on floods and extreme precipitation).

Dataset documentation is currently available only in portuguese. Additional information regarding methodology and results can be seen below in Published works.

 

Published works

Scientific Report on climate change impacts on floods and droughts in South America

Paiva, R. C. D., Collischonn, W., Miranda, P. T., Fagundes, H.O., W., Kolling, A., Castro, L., Rossi, J., Matte, G., Laipelt, L., Alves. W, Petry. I (2024). Cooperação em tecnologias para análises hidrológicas em escala nacional. CLIMA: Impactos de Mudanças Climáticas em Extremos de Vazão (Cheias e Estiagens) – Relatório Final. IPH-ANA-HGE-CLIMA-A3. UFRGS: IPH, [Porto Alegre]. ANA, [Brasília].

Changes in Flood Magnitude and Frequency Projected for Vulnerable Regions and Major Wetlands of South America

Petry, I., Miranda, P. T., Paiva, R. C. D., Collischonn, W., Fan, F. M., Fagundes, H. O., Araujo, A. A., & Souza, S. (2025). Changes in Flood Magnitude and Frequency Projected for Vulnerable Regions and Major Wetlands of South America. Geophysical Research Letters, 52(5). https://doi.org/10.1029/2024GL112436

 

Other references

Siqueira, V. A., Paiva, R. C. D., Fleischmann, A. S., Fan, F. M., Ruhoff, A. L., Pontes, P. R. M., Paris, A., Calmant, S., & Collischonn, W. (2018). Toward continental hydrologic-hydrodynamic modeling in South America. Hydrology and Earth System Sciences, 22(9), 4815–4842. https://doi.org/10.5194/hess-22-4815-2018

Thrasher, B., Wang, W., Michaelis, A., Melton, F., Lee, T., & Nemani, R. (2022). NASA Global Daily Downscaled Projections, CMIP6. Scientific Data 2022 9:1, 9(1), 1–6. https://doi.org/10.1038/s41597-022-01393-4
DOI: 10.15468/dl.fs58kj
title: Occurrence Download

description: A dataset containing 178968 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 Helianthus L."
 ]
}

 The dataset includes 178968 records from 1159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002183-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acrp55
title: Occurrence Download

description: A dataset containing 130000 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UJ Nature Education Centre - the Lepidoptera Collection"
 ]
}

 The dataset includes 130000 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002407-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3a4ja
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrenochaetopsis terricola K.Y.Wang, Y.L.Jiang & Y.Chen"
 ]
}

 The dataset includes 78 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001956-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69at3r
title: Occurrence Download

description: A dataset containing 146674 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Entomología del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-E)"
 ]
}

 The dataset includes 146674 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001954-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3tswt
title: Occurrence Download

description: A dataset containing 1315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvinia molesta"
 ]
}

 The dataset includes 1315 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028833-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jcp.30446318
title: Supporting Information: cQTP25: A New Exchange-Correlation Functional for Core-Electron Ionization Energy

description: All numerical results obtained during the conception of this
work are reported within the supplementary material.
DOI: 10.60893/figshare.jcp.30446318.v1
title: Supporting Information: cQTP25: A New Exchange-Correlation Functional for Core-Electron Ionization Energy

description: All numerical results obtained during the conception of this
work are reported within the supplementary material.
DOI: 10.5281/zenodo.17590809
title: BANGALABARTA A BENCHMARK DATASET FOR SPAM AND SMISHING SMS DETECTION IN MOBILE COMMUNICATION

description:  The BangalaBarta dataset presents a comprehensive and linguistically diverse collection of 2,772 Bangla (Bengali-Bangladeshi) SMS messages designed for the detection and classification of spam and smishing (SMS-based phishing) communications. The dataset is categorized into three distinct classes—Smishing, Promotional, and Normal SMS—capturing the heterogeneity of text messages commonly exchanged across major Bangladeshi telecommunication networks including Grameenphone, Banglalink, and Robi. Each message in the dataset is meticulously annotated to reflect its communicative intent, providing a robust foundation for developing and evaluating machine learning and natural language processing (NLP) models in the domain of mobile security and spam filtering. The dataset is distributed in a structured format (CSV), facilitating reproducibility and ease of use in experimental research. BangalaBarta serves as a valuable resource for advancing research in Bangla language processing, spam and smishing detection, and telecommunication security. By offering a representative sample of real-world SMS content, this dataset aims to enhance automated systems capable of safeguarding users against fraudulent and unwanted messages in Bangla digital communication environments.
DOI: 10.5281/zenodo.17590940
title: PGA MMI Pulau Nias
DOI: 10.5281/zenodo.17590808
title: BANGALABARTA A BENCHMARK DATASET FOR SPAM AND SMISHING SMS DETECTION IN MOBILE COMMUNICATION

description:  The BangalaBarta dataset presents a comprehensive and linguistically diverse collection of 2,772 Bangla (Bengali-Bangladeshi) SMS messages designed for the detection and classification of spam and smishing (SMS-based phishing) communications. The dataset is categorized into three distinct classes—Smishing, Promotional, and Normal SMS—capturing the heterogeneity of text messages commonly exchanged across major Bangladeshi telecommunication networks including Grameenphone, Banglalink, and Robi. Each message in the dataset is meticulously annotated to reflect its communicative intent, providing a robust foundation for developing and evaluating machine learning and natural language processing (NLP) models in the domain of mobile security and spam filtering. The dataset is distributed in a structured format (CSV), facilitating reproducibility and ease of use in experimental research. BangalaBarta serves as a valuable resource for advancing research in Bangla language processing, spam and smishing detection, and telecommunication security. By offering a representative sample of real-world SMS content, this dataset aims to enhance automated systems capable of safeguarding users against fraudulent and unwanted messages in Bangla digital communication environments.
DOI: 10.5281/zenodo.17590939
title: PGA MMI Pulau Nias
DOI: 10.5281/zenodo.15530910
title: Geant4 Simulated Dataset for the Relativistic Electron and Proton Telescope integrated little experiment-3

description: Simulated incident and deposited energies of the REPTile-3 instrument used in the production of "Measuring Solar Energetic Particles with a CubeSat-Scale Energetic Particle Telescope: Geant4 Based Design of the REPTile-3 Instrument." Files withe naming format "XXXXIncidentEnergies.csv" contain counts of the incident energies of all particles simulated for a given species, binned in 1 keV wide energy bins, and the center energy of each bin in MeV. Files with the naming format "XXXXDetectorEnergyDeposits.csv" contain the energies deposited on each of REPTile-3's detectors and guard rings in MeV for all events simulated that had any energy deposited on any of the instruments detectors.
DOI: 10.5281/zenodo.15530911
title: Geant4 Simulated Dataset for the Relativistic Electron and Proton Telescope integrated little experiment-3

description: Simulated incident and deposited energies of the REPTile-3 instrument used in the production of "Measuring Solar Energetic Particles with a CubeSat-Scale Energetic Particle Telescope: Geant4 Based Design of the REPTile-3 Instrument." Files withe naming format "XXXXIncidentEnergies.csv" contain counts of the incident energies of all particles simulated for a given species, binned in 1 keV wide energy bins, and the center energy of each bin in MeV. Files with the naming format "XXXXDetectorEnergyDeposits.csv" contain the energies deposited on each of REPTile-3's detectors and guard rings in MeV for all events simulated that had any energy deposited on any of the instruments detectors.
DOI: 10.15468/dl.vseju3
title: Occurrence Download

description: A dataset containing 2843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Material sample, Specimen, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pieris virginiensis"
 ]
}

 The dataset includes 2843 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029193-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srpjcd
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eriocnemis nigrivestis",
 "Year 2000-2025"
 ]
}

 The dataset includes 340 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029194-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qajz53
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lycalopex culpaeus",
 "Year 2023-2025"
 ]
}

 The dataset includes 163 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029195-250811113504898/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/10892389
title: Background Noise
DOI: 10.15468/dl.f3gnru
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spheniscus mendiculus",
 "Year 2025-2025"
 ]
}

 The dataset includes 150 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029197-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yqe5n
title: Occurrence Download

description: A dataset containing 825546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Culex pipiens, Culex tarsalis, Culex quinquefasciatus, Culex coronator, Culex modestus, Culex restuans, Culex salinarius, Culex modestus, Culex erythrothorax, Aedes vexans, Psorophora columbiae, Aedes albopictus)",
 "BasisOfRecord is one of (Specimen, Living Specimen, Material sample, Literature Occurrence, Machine Observation, Occurrence evidence, Human Observation)",
 "Year is greater than or equal to 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 825546 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029176-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqmgyx
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Miconia pseudocapsularis"
 ]
}

 The dataset includes 109 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029198-250811113504898/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/12829888
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.u492cp
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029201-250811113504898/datasets/export for details.
DOI: 10.15468/dl.yy3ygy
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029200-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-a8cv-yc65
title: Power Outage Prediction Utilizing Satellite-based Nightlights Decay, in Power Outage Prediction Utilizing Satellite-based Nightlights Decay

description: Investigation on the decay of nighlights to study the power outages using remote sensing techniques.
description: This code is uploaded by Prateek Arora to reproduce the results in "A Novel Framework for Detecting Disaster-Induced Power Outages Globally via Satellite Observations". Please refer to the README file and contact Prateek for any clarifications. The project is organized into Input (training and testing data), Scripts (model training to detect power outages), and Output (trained models and plots).
DOI: 10.15468/dl.spdkf7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029202-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez3d9y
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Distribución histórica, prospección actual y áreas potenciales para reintroducir lobo mexicano (Canis lupus baileyi) en Durango, sur de la Sierra Madre Occidental, México"
 ]
}

 The dataset includes 599 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029203-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2etsf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.90853 20.09128,-104.66372 20.09128,-104.66372 20.81142,-105.90853 20.81142,-105.90853 20.09128))",
 "PublishingOrg is one of (ff90b050-c256-11db-b71b-b8a03c50a862, 3c6ad080-bdbe-11da-ac59-b8a03c50a862, 174c6da2-e002-42fe-9f56-2f9d670240f4, d6bd7c74-ff29-48f8-b5f5-e9dc1afff3db)",
 "TaxonKey is Cnidoscolus tepiquensis"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029205-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1436475
title: Comparative study of approaches to profile Android malware families 

description: Android malware detection suffers from the fact that approaches are not fine-grained in terms of profiling. Authors propose therefore to consider to define families including samples that have common behaviours. This study compares such works.
DOI: 10.15468/dl.rvf88x
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spheniscus mendiculus",
 "Year 2025-2025"
 ]
}

 The dataset includes 150 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029206-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9h5vq
title: Occurrence Download

description: A dataset containing 2893 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario de ofiuroideos del Pacífico mexicano"
 ]
}

 The dataset includes 2893 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029207-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntx5e3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029211-250811113504898/datasets/export for details.
DOI: 10.15468/dl.9tdmah
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirus terrestris",
 "Year 2023-2025"
 ]
}

 The dataset includes 276 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029213-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfc98s
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029214-250811113504898/datasets/export for details.
DOI: 10.15468/dl.nvfx7x
title: Occurrence Download

description: A dataset containing 10626 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DNA metabarcoding data of arthropods captured with different traps in the southwestern German agricultural landscape"
 ]
}

 The dataset includes 10626 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029215-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4k5rhm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha curcas",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029217-250811113504898/datasets/export for details.
DOI: 10.15468/dl.qrkmjb
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tremarctos ornatus",
 "Year 2024-2025"
 ]
}

 The dataset includes 136 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029216-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6u38c
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasiurus seminolus"
 ]
}

 The dataset includes 1374 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txmnez
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029218-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.