cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15085763
title: Eagle Creek Flow Data MN Met Council

description: Flow data from Eagle Creek watershed, Savage, MN from 1999-2025. This data was collected at Eagle Creek Mile 0.8 monitoring site.
DOI: 10.5281/zenodo.15085764
title: Eagle Creek Flow Data MN Met Council

description: Flow data from Eagle Creek watershed, Savage, MN from 1999-2025. This data was collected at Eagle Creek Mile 0.8 monitoring site.
DOI: 10.15468/dl.hmbpjz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "StateProvince is Cundinamarca",
 "TaxonKey is Ceroxylon alpinum Bonpl. ex DC."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000923-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4aa7qb
title: Occurrence Download

description: A dataset containing 12005 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus gambelii Nutt."
 ]
}

 The dataset includes 12005 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000924-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fryjz8
title: Occurrence Download

description: A dataset containing 6060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.10124 18.72946,-92.16746 18.48738,-91.94041 18.17305,-91.05109 18.46943,-91.25923 18.98015,-92.10124 18.72946))",
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 6060 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000925-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/6958982
title: Anilist Anime Dataset
DOI: 10.5066/p1tyny7l
title: High resolution fractional tree cover and change over time for Olympic, Mount Rainier, and Glacier National Parks

description: High resolution fractional tree cover and change over time for Olympic, Mount Rainier, and Glacier National Parks from the mid-1980s to the mid-2020s. Date of annual snapshots of tree cover and the temporal range of change over time in tree cover vary by location. See metadata files associated with individual parks for specific details.
DOI: 10.15468/dl.xc9bph
title: Occurrence Download

description: A dataset containing 61857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia melanoxylon R.Br.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61857 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000922-250325103851331/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.28665017
title: Spatial lipidomics datasets on brain stroke samples measured by MALDI-MSI

description: Spatial lipidomics datasets on brain stroke samples at Day7 and Day28 measured by MALDI-MSI.
DOI: 10.15468/dl.rqb3gw
title: Occurrence Download

description: A dataset containing 1902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia pennatula (Schltdl. & Cham.) Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1902 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000926-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15085752
title: Supplementary Materials for "Learning and forecasting selection dynamics of SARS-CoV-2 variants from wastewater sequencing data using Covvfit"

description: The COVID-19 pandemic has been driven by the emergence and spread of SARS-CoV-2 variants that confer a selective advantage over previously circulating strains. Estimating these selective advantages typically involves analyzing a large number of positive test samples through genomic sequencing. In this study, we present Covvfit, a statistical model and software package for estimating the fitness advantages of multiple competing variants using sequencing data derived from wastewater samples from different locations. We use our model to reconstruct the dynamics of variant competition across successive waves of the pandemic using over 5,000 samples from wastewater sequencing data collected between 2021 and 2025. We show through a comparison with clinical data that wastewater-based estimates of fitness advantages are efficient and accurate. Furthermore, we demonstrate that once variants surpass a low detection threshold, Covvfit can accurately predict their future dynamics over long prediction horizons.
DOI: 10.5281/zenodo.15085753
title: Supplementary Materials for "Learning and forecasting selection dynamics of SARS-CoV-2 variants from wastewater sequencing data using Covvfit"

description: The COVID-19 pandemic has been driven by the emergence and spread of SARS-CoV-2 variants that confer a selective advantage over previously circulating strains. Estimating these selective advantages typically involves analyzing a large number of positive test samples through genomic sequencing. In this study, we present Covvfit, a statistical model and software package for estimating the fitness advantages of multiple competing variants using sequencing data derived from wastewater samples from different locations. We use our model to reconstruct the dynamics of variant competition across successive waves of the pandemic using over 5,000 samples from wastewater sequencing data collected between 2021 and 2025. We show through a comparison with clinical data that wastewater-based estimates of fitness advantages are efficient and accurate. Furthermore, we demonstrate that once variants surpass a low detection threshold, Covvfit can accurately predict their future dynamics over long prediction horizons.
DOI: 10.5281/zenodo.15085644
title: Research data supporting "Learning classical density functionals for ionic fluids"

description: This repository contains the research data supporting the manuscript 

"Learning classical density functionals for ionic fluids".

Authors: Bui, Anna; Cox, Stephen

Paper published at: Phys. Rev. Lett

Preprint: https://arxiv.org/abs/2410.02556

 

It contains the training data for Keras models for the neural density functionals of the mimic short-range fluids for the RPM, the size-asymmetric PM and the multivalent 2:1 PM.

For detailed information of the dataset and models, please refer to the README.md files in the sub-directories and the Supplemental Material of the manuscript.

For script to train the models and do cDFT calculations, see:

https://github.com/annatbui/ion-cdft
DOI: 10.5281/zenodo.15085645
title: Research data supporting "Learning classical density functionals for ionic fluids"

description: This repository contains the research data supporting the manuscript 

"Learning classical density functionals for ionic fluids".

Authors: Bui, Anna; Cox, Stephen

Paper published at: Phys. Rev. Lett

Preprint: https://arxiv.org/abs/2410.02556

 

It contains the training data for Keras models for the neural density functionals of the mimic short-range fluids for the RPM, the size-asymmetric PM and the multivalent 2:1 PM.

For detailed information of the dataset and models, please refer to the README.md files in the sub-directories and the Supplemental Material of the manuscript.

For script to train the models and do cDFT calculations, see:

https://github.com/annatbui/ion-cdft
DOI: 10.15468/dl.eameph
title: Occurrence Download

description: A dataset containing 6814 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-92.10124 18.72946,-92.16746 18.48738,-91.94041 18.17305,-91.05109 18.46943,-91.25923 18.98015,-92.10124 18.72946))",
 "Geometry POLYGON((-74.93192 8.08193,-75.03289 8.06299,-75.10935 8.05363,-75.06455 7.93371,-74.77645 8.0016,-74.75796 8.08656,-74.80294 8.11604,-74.93192 8.08193))"
 ]
 },
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 6814 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000930-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45fpjh
title: Occurrence Download

description: A dataset containing 10642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.686 21.152,-100.296 21.152,-100.296 21.528,-100.686 21.528,-100.686 21.152))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10642 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000929-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.herzet
title: Occurrence Download

description: A dataset containing 863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia stenoptera Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 863 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000931-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14858301
title: Experimental Data and Evaluation Plots for: Investigation of the Thermal Conductivity of Dry and Icy Lunar Regolith Simulants

description: Experimental dataset and evaluation plots for the thermal conductivity investigation of dry and icy lunar regolith simulants.

Temperature vs. time data of the THS instrument was utilized to calculate the thermal conductivity of the samples at different temperatures. The data was corrected for external temperature gradients and evaluated with the linear model developed by Hammerschmidt and Sabuga (2000). See the related publication for details.
DOI: 10.5281/zenodo.14858302
title: Experimental Data and Evaluation Plots for: Investigation of the Thermal Conductivity of Dry and Icy Lunar Regolith Simulants

description: Experimental dataset and evaluation plots for the thermal conductivity investigation of dry and icy lunar regolith simulants.

Temperature vs. time data of the THS instrument was utilized to calculate the thermal conductivity of the samples at different temperatures. The data was corrected for external temperature gradients and evaluated with the linear model developed by Hammerschmidt and Sabuga (2000). See the related publication for details.
DOI: 10.15468/dl.eegtjx
title: Occurrence Download

description: A dataset containing 2827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adenanthera pavonina L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2827 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000932-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15083548
title: Penalized Subgrouping of Heterogeneous Time Series

description: Data and results for paper "Penalized Subgrouping of Heterogeneous Time Series"
DOI: 10.5281/zenodo.15083550
title: Penalized Subgrouping of Heterogeneous Time Series

description: Data and results for paper "Penalized Subgrouping of Heterogeneous Time Series"
DOI: 10.15468/dl.e96xse
title: Occurrence Download

description: A dataset containing 13507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "TaxonKey is Triadica sebifera (L.) Small"
 ]
}

 The dataset includes 13507 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000933-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yp2r3
title: Occurrence Download

description: A dataset containing 10642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.686 21.152,-100.296 21.152,-100.296 21.528,-100.686 21.528,-100.686 21.152))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10642 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000934-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wby4s
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene afraspera J.Léonard)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 167 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000935-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq4cvh
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Faxonius rusticus (Girard, 1852))",
 "BasisOfRecord is one of (Human Observation)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000937-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enmgeg
title: Occurrence Download

description: A dataset containing 4670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene americana L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4670 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000938-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4agxxm
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene falcata Desv., 1826, Aeschynomene falcata (Poir.) DC.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 462 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000939-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hj7cw
title: Occurrence Download

description: A dataset containing 6560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene indica L., Aeschynomene indica Burm.f., Aeschynomene indica Wall.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6560 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000942-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/1qq9xs
title: Biomonitoreo de himenópteros para la Ecoreserva ASA La Guarupaya (Acacías-Meta) - Convenio Ecoreservas

description: Bajo el marco del convenio Ecoreservas No. 22-077, entre el Instituto de Investigación de Recursos Biológicos Alexander von Humboldt y ECOPETROL S.A.S se llevó a cabo un monitoreo biológico y genético de insectos Coleoptera, Diptera, Hemiptera, Hymenoptera y Lepidoptera (diurnas y nocturnas), macroinvertebrados acuáticos, plántulas y fauna del suelo (edafofauna), en la Ecoreserva ASA La Guarupaya localizada en el municipio de Acacias en el departamento del Meta. El monitoreo se llevó a cabo por estudiantes de diferentes partes del país y biomonitores (personas de la región) entre noviembre de 2022 y noviembre de 2023.
description: El muestreo se realizó en la ECORESERVA ASA la GUARUPAYA la cual presenta 286 hectáreas, esta se encuentra ubicada entre los municipios de Acacías y Castilla La Nueva departamento de Meta, se establecieron tres puntos de muestreo, siendo éstos: 1) Bosque de galería asociado a pastizal (BGP) (3°53'33.27"N, 73°35'8.69" W), 2) Plantación de Eucalipto (Eucaliptus sp) y melina (Gmelina arborea)(PEGM)( 3°52'54.27"N, 73°34'55.05"W) y 3) cobertura agroforestal balso (Ochroma pyramidale) y Yopo (Anadenanthera peregrina)(CABY)( 3°52'49.74" N, 73°35'14.45" W.
description: Las trampas fueron ubicadas en los tres sitios de muestreo (BGP, PEG y CABY) permaneciendo activas durante seis días, los ejemplares atrapados fueron colectados al séptimo día, este procedimiento se repitió por dos semanas durante cada mes, por lo que mensualmente ocurrieron dos eventos de muestreo. La recolección de las muestras fue realizada por biomonitoras que fueron capacitadas para este proceso. Una vez separadas, las muestras fueron debidamente almacenados en alcohol al 96% y etiquetados, para finalmente enviarlas a la universidad del Cauca, en dónde los ejemplares fueron identificados al nivel taxonómico más bajo posible.
description: El presente conjunto de datos contiene un total de 2.472 registros biológicos (8.095 individuos) del grupo taxonómico Hymenoptera distribuidos en 325 morfoespecies y 31 familias.
DOI: 10.15468/dl.9azruh
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycium yunnanense Kuang & A.M.Lu"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155823-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxm2rm
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Iran (Islamic Republic of)",
 "Country is Iraq",
 "Country is Azerbaijan",
 "Country is Armenia",
 "Country is Türkiye",
 "Country is Turkmenistan",
 "Country is Georgia"
 ]
 },
 "TaxonKey is Pyrrhula pyrrhula (Linnaeus, 1758)"
 ]
}

 The dataset includes 568 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016635-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22qt3t
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zenaida auriculata auriculata"
 ]
}

 The dataset includes 171 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010964-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyunfj
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callitriche lechleri (Hegelm.) Fassett"
 ]
}

 The dataset includes 129 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049661-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dusu9o
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Cleveland Museum of Natural History"
 ]
}

 The dataset includes 2609 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016636-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k99g67
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenobasium obtusifolium Moric."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155849-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdh59w
title: Occurrence Download

description: A dataset containing 2863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Invertebrates compiled by W.Block"
 ]
}

 The dataset includes 2863 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276821-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbkcsw
title: Occurrence Download

description: A dataset listing the 3314882 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 3314882 records were derived from 38218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011558-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmbs4b
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Germany",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206065-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2quqzo
title: Occurrence Download

description: A dataset listing the 1144 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Choloepus hoffmanni Peters, 1858"
 ]
}

 The dataset's 1144 records were derived from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025147-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xfqzf
title: Occurrence Download

description: A dataset containing 1444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galenia pubescens (Eckl. & Zeyh.) Druce"
 ]
}

 The dataset includes 1444 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206050-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.