cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31395180.v1
title: Dados de replicação para: "Transição e continuidade do cuidado na alta hospitalar no Brasil: revisão de escopo"

description: Trata-se de material suplementar ao manuscrito "Transição e continuidade do cuidado na alta hospitar no Brasil: revisão de escopo", cujo objetivo foi mapear a produção nacional sobre transição e continuidade do cuidado na alta hospitalar na perspectiva de pacientes e cuidadores.
DOI: 10.15468/dl.wty8cd
title: Occurrence Download

description: A dataset containing 7774 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Anchoa lyolepis"
 ]
}

 The dataset includes 7774 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004375-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18749152
title: SiriusXM Channels & Airplay Dataset

description: Satellite radio channel lineup with genres, categories, channel numbers across platforms, and real-time play-by-play track history across SiriusXM music channels.

Full Dataset

This is a sample of the SiriusXM Channels & Airplay Dataset published by 
Rebrowser. 
The full dataset is updated daily.

Browse, filter, and export the complete dataset at 
https://rebrowser.net/products/datasets/siriusxm.

Entities in this dataset



Radio Channels — SiriusXM satellite radio channels with names, channel numbers, categories, genres, descriptions, branding colors, and content flags.

Channel Plays — Real-time track play log for SiriusXM channels — every song played with artist, title, album, duration, and precise timestamp.


Links



Full SiriusXM Channels & Airplay Dataset dataset on Rebrowser

All Rebrowser datasets

Free datasets for academic research

Pricing & plans

Contact us


Last updated: 2026-02-23 · 600,791 rows in this sample
description: Published by Rebrowser (https://rebrowser.net). This is a free sample — the full dataset is available at https://rebrowser.net/products/datasets/siriusxm. Free for research and non-commercial use with attribution. For commercial use, see https://rebrowser.net/pricing.
DOI: 10.5281/zenodo.18735787
title: DATASET:1 LSB GALAXY PAPER
title: Low surface brightness Archival study

description: Dataset for LSB archival study paper.
DOI: 10.5281/zenodo.18749155
title: DATASET:1 LSB GALAXY PAPER
title: Low surface brightness Archival study

description: Dataset for LSB archival study paper.
DOI: 10.15468/dl.ww8ghz
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Puccinellia phryganodes"
 ]
}

 The dataset includes 640 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004376-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnzgr4
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "StateProvince is Tamaulipas",
 "TaxonKey is Mimosa"
 ]
}

 The dataset includes 449 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004377-260221153910048/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/14935831
title: kanish-vortex
DOI: 10.15468/dl.hfg3fj
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis mariarum",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1270 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004378-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/54kr2mshjb
title: The Ethics of Commercializing Surgical Discards: JAAD Ethics Column Supplement

description: Supplemental Table 1. Transparency of consent language regarding commercial use. Public and academic biobanks typically disclose potential commercial use and non-sharing of profit, whereas private vendors often use vague or inaccessible consent language that omits mention of financial value. The table shows variability in commercial disclosure and is not intended as a comprehensive review.
DOI: 10.17632/54kr2mshjb.1
title: The Ethics of Commercializing Surgical Discards: JAAD Ethics Column Supplement

description: Supplemental Table 1. Transparency of consent language regarding commercial use. Public and academic biobanks typically disclose potential commercial use and non-sharing of profit, whereas private vendors often use vague or inaccessible consent language that omits mention of financial value. The table shows variability in commercial disclosure and is not intended as a comprehensive review.
DOI: 10.5281/zenodo.18703993
title: Genome annotations, mRNA sequences, Protein sequences and mitochondrial genome annotation files Talaromyces_trachyspermus 4014

description: The genome annotation and the genome analysis files generated are presented here for the genome of fungi, Talaromyces trachyspermus strain 4014, uploaded on the NCBI genome database with the accession number: "JACGXQ010000001 : JACGXQ010000015", BioProject ID: PRJNA650128, BioSample ID: SAMN15692527.  Mitochondrial genome with NCBI accession number: CM035349. The file descriptions are provided in a table. 




File name
Description


Talaromyces_trachyspermus 4014.txt
Annotation summary  file


Talaromyces_trachyspermus 4014.gbf
Annotation files in GenBank format


Talaromyces_trachyspermus 4014.tbl
Annotation file in tabular format


Talaromyces_trachyspermus 4014_mrna.fasta
mRNA sequences file in fasta format


Talaromyces_trachyspermus 4014_protein.fasta
Protein sequences file in fasta format


antiSMASH_result_Talaromyces_trachyspermus4140.zip
Metabolic pathway analysis by "antiSMASH fungal version" results in compresed folder


Talaromyces_trachyspermus_4014_mitochondrion.gb
Mitochondrial genome annotation file in GenBank format of NCBI accession number CM035349
DOI: 10.5281/zenodo.18703994
title: Genome annotations, mRNA sequences, Protein sequences and mitochondrial genome annotation files Talaromyces_trachyspermus 4014

description: The genome annotation and the genome analysis files generated are presented here for the genome of fungi, Talaromyces trachyspermus strain 4014, uploaded on the NCBI genome database with the accession number: "JACGXQ010000001 : JACGXQ010000015", BioProject ID: PRJNA650128, BioSample ID: SAMN15692527.  Mitochondrial genome with NCBI accession number: CM035349. The file descriptions are provided in a table. 




File name
Description


Talaromyces_trachyspermus 4014.txt
Annotation summary  file


Talaromyces_trachyspermus 4014.gbf
Annotation files in GenBank format


Talaromyces_trachyspermus 4014.tbl
Annotation file in tabular format


Talaromyces_trachyspermus 4014_mrna.fasta
mRNA sequences file in fasta format


Talaromyces_trachyspermus 4014_protein.fasta
Protein sequences file in fasta format


antiSMASH_result_Talaromyces_trachyspermus4140.zip
Metabolic pathway analysis by "antiSMASH fungal version" results in compresed folder


Talaromyces_trachyspermus_4014_mitochondrion.gb
Mitochondrial genome annotation file in GenBank format of NCBI accession number CM035349
DOI: 10.5281/zenodo.18749099
title: 2D Multi-echo TSE spiral MR raw data and Pulseq sequences

description: MRI raw data in ISMRMRD format of 2D multi-echo TSE spiral acquisition of the T1MES phantom and the corresponding Pulseq sequence.
DOI: 10.5281/zenodo.18749100
title: 2D Multi-echo TSE spiral MR raw data and Pulseq sequences

description: MRI raw data in ISMRMRD format of 2D multi-echo TSE spiral acquisition of the T1MES phantom and the corresponding Pulseq sequence.
DOI: 10.15468/dl.jhuruh
title: Occurrence Download

description: A dataset containing 15242 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Anchoa hepsetus"
 ]
}

 The dataset includes 15242 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004379-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18749160
title: ONKOLOGIK KASALLIKLARNING OLDINI OLISHDA SOG'LOM TURMUSH TARZINING O'RNI

description: Onkologik kasalliklar hozirgi kunda butun dunyo miqyosida o‘lim va nogironlikning asosiy sabablaridan biri hisoblanadi. Saraton kasalliklarining kelib chiqishida irsiy omillar bilan bir qatorda atrof-muhit, turmush tarzi va ovqatlanish odatlari muhim rol o‘ynaydi. Zamonaviy ilmiy tadqiqotlar sog‘lom turmush tarziga rioya qilish onkologik kasalliklarning sezilarli qismini oldini olish imkonini berishini ko‘rsatmoqda. Ushbu maqolada sog‘lom turmush tarzining asosiy komponentlari, jumladan ratsional ovqatlanish, jismoniy faollik, zararli odatlardan voz kechish, psixologik barqarorlik va profilaktik tibbiy ko‘riklarning onkologik kasalliklar rivojlanishiga ta’siri ilmiy manbalar asosida batafsil tahlil qilinadi.
DOI: 10.5281/zenodo.18749161
title: ONKOLOGIK KASALLIKLARNING OLDINI OLISHDA SOG'LOM TURMUSH TARZINING O'RNI

description: Onkologik kasalliklar hozirgi kunda butun dunyo miqyosida o‘lim va nogironlikning asosiy sabablaridan biri hisoblanadi. Saraton kasalliklarining kelib chiqishida irsiy omillar bilan bir qatorda atrof-muhit, turmush tarzi va ovqatlanish odatlari muhim rol o‘ynaydi. Zamonaviy ilmiy tadqiqotlar sog‘lom turmush tarziga rioya qilish onkologik kasalliklarning sezilarli qismini oldini olish imkonini berishini ko‘rsatmoqda. Ushbu maqolada sog‘lom turmush tarzining asosiy komponentlari, jumladan ratsional ovqatlanish, jismoniy faollik, zararli odatlardan voz kechish, psixologik barqarorlik va profilaktik tibbiy ko‘riklarning onkologik kasalliklar rivojlanishiga ta’siri ilmiy manbalar asosida batafsil tahlil qilinadi.
DOI: 10.15468/dl.6zhcan
title: Occurrence Download

description: A dataset containing 948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Italy",
 "Geometry POLYGON((-25.28427 34.19142,31.28427 34.19142,31.28427 56.80858,-25.28427 56.80858,-25.28427 34.19142))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Himantoglossum adriaticum"
 ]
}

 The dataset includes 948 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004381-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2acprg
title: Occurrence Download

description: A dataset containing 1634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana arvalis",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1980-2020"
 ]
}

 The dataset includes 1634 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004382-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y62xfc
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis tolimensis",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 307 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004383-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve4r54
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Africa",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Campuloclinium macrocephalum",
 "Year 2016-2026"
 ]
}

 The dataset includes 954 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004384-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/28sfj67hzt
title: Vegetation root and media characteristics in bioretention

description: Bioretention systems manage stormwater through the use of ecological processes and rely on complex interactions between vegetation, root dynamics, growing media properties and stormwater retention. Parameters of three distinct growing media and three vegetation palates in a mature bioretention research facility were investigated in relation to stormwater retention performance in an arid, cold- climate region. 
This data was collected June through August, 2024, as part of an MSc. Environment and Management thesis. 

Stormwater retention ranged from 0% to 67%, was highest in coarser media and demonstrated significant interactive effects of media and vegetation. Improved Vegetation recruitment and the formation of water stable aggregates was improved in clay loam media. No clear connection between vegetation root length density and stormwater retention was found, while shrub dominated beds exhibited the highest root length density. Vegetation that persisted demonstrated adaptions to challenging environmental conditions which can enhance long-term bioretention performance.
This study confirmed that media and vegetation have a complex interaction with stormwater retention. Bioretention design trade-offs must harmonize sandy media content for suitable stormwater event retention, while incorporating clay and organic materials for pedogenesis and vegetation recruitment. The connections examined between stormwater retention, media properties, vegetation success, and root parameters improve the overall understanding of the components influencing long-term success of stormwater bioretention in arid, cold-climate regions.
DOI: 10.17632/28sfj67hzt.1
title: Vegetation root and media characteristics in bioretention

description: Bioretention systems manage stormwater through the use of ecological processes and rely on complex interactions between vegetation, root dynamics, growing media properties and stormwater retention. Parameters of three distinct growing media and three vegetation palates in a mature bioretention research facility were investigated in relation to stormwater retention performance in an arid, cold- climate region. 
This data was collected June through August, 2024, as part of an MSc. Environment and Management thesis. 

Stormwater retention ranged from 0% to 67%, was highest in coarser media and demonstrated significant interactive effects of media and vegetation. Improved Vegetation recruitment and the formation of water stable aggregates was improved in clay loam media. No clear connection between vegetation root length density and stormwater retention was found, while shrub dominated beds exhibited the highest root length density. Vegetation that persisted demonstrated adaptions to challenging environmental conditions which can enhance long-term bioretention performance.
This study confirmed that media and vegetation have a complex interaction with stormwater retention. Bioretention design trade-offs must harmonize sandy media content for suitable stormwater event retention, while incorporating clay and organic materials for pedogenesis and vegetation recruitment. The connections examined between stormwater retention, media properties, vegetation success, and root parameters improve the overall understanding of the components influencing long-term success of stormwater bioretention in arid, cold-climate regions.
DOI: 10.5281/zenodo.18685010
title: Noise Decorrelation as a Hypothetical Mechanism for Phase-Specific Neurometabolic Outcomes in HIV Infection — Code and Data Repository

description: Computational implementation of "Noise Decorrelation as a Hypothetical Mechanism for Phase-Specific Neurometabolic Outcomes in HIV Infection"

This repository contains the Bayesian analysis code, curated neuroimaging datasets, and full reproducibility suite for a study proposing noise decorrelation length (ξ) as a unifying mechanism explaining the 35-year paradox of why neurons survive acute HIV viremia while glia show delayed vulnerability during chronic infection.

The framework implements a 5-model Bayesian comparison using PyMC to test whether environmental noise correlation length distinguishes preserved from vulnerable neurometabolic states across HIV infection phases.

Key findings: 



Noise correlation length (ξ) is the dominant predictor of neurometabolic trajectory (ΔWAIC > 15 vs. all alternatives) 

Acute HIV: neurons maintain short-range noise correlations (ξ ≈ 0.1–1 μm), preserving metabolic homeostasis 

Chronic HIV: glial populations develop extended noise correlations (ξ ≈ 10–100 μm), destabilizing enzyme kinetics 

The mechanism resolves the acute preservation / chronic vulnerability paradox without invoking direct viral cytopathology 

Hierarchical Bayesian inference across 44 individual MRS trajectories with full uncertainty quantification 

Enzyme kinetics modeling, Tegmark-scale decoherence baselines, and WAIC/LOO model comparison


Under review at PLOS Computational Biology (PCOMPBIOL-D-26-00394)

Preprint: https://doi.org/10.64898/2026.02.10.703895 (bioRxiv)

GitHub: https://github.com/Nyx-Dynamics/noise_decorrelation_hiv 

Interactive summary (narrated slide deck, mind map, infographic): https://nyxdynamics.org/research/noise-decorrelation/

 

 
description: If you use this software, please cite it as below.

@software{demidont2026noise_code,  author = {Demidont, A.C.},  title = {noise_decorrelation_hiv: Bayesian Analysis of Noise Decorrelation            in HIV Neurometabolism},  year = {2026},  publisher = {Zenodo},  doi = {10.5281/zenodo.18685010},  url = {https://doi.org/10.5281/zenodo.18685010}}
DOI: 10.5281/zenodo.18637895
title: Noise Decorrelation as a Hypothetical Mechanism for Phase-Specific Neurometabolic Outcomes in HIV Infection — Code and Data Repository

description: Computational implementation of "Noise Decorrelation as a Hypothetical Mechanism for Phase-Specific Neurometabolic Outcomes in HIV Infection"

This repository contains the Bayesian analysis code, curated neuroimaging datasets, and full reproducibility suite for a study proposing noise decorrelation length (ξ) as a unifying mechanism explaining the 35-year paradox of why neurons survive acute HIV viremia while glia show delayed vulnerability during chronic infection.

The framework implements a 5-model Bayesian comparison using PyMC to test whether environmental noise correlation length distinguishes preserved from vulnerable neurometabolic states across HIV infection phases.

Key findings: 



Noise correlation length (ξ) is the dominant predictor of neurometabolic trajectory (ΔWAIC > 15 vs. all alternatives) 

Acute HIV: neurons maintain short-range noise correlations (ξ ≈ 0.1–1 μm), preserving metabolic homeostasis 

Chronic HIV: glial populations develop extended noise correlations (ξ ≈ 10–100 μm), destabilizing enzyme kinetics 

The mechanism resolves the acute preservation / chronic vulnerability paradox without invoking direct viral cytopathology 

Hierarchical Bayesian inference across 44 individual MRS trajectories with full uncertainty quantification 

Enzyme kinetics modeling, Tegmark-scale decoherence baselines, and WAIC/LOO model comparison


Under review at PLOS Computational Biology (PCOMPBIOL-D-26-00394)

Preprint: https://doi.org/10.64898/2026.02.10.703895 (bioRxiv)

GitHub: https://github.com/Nyx-Dynamics/noise_decorrelation_hiv 

Interactive summary (narrated slide deck, mind map, infographic): https://nyxdynamics.org/research/noise-decorrelation/

 

 
description: If you use this software, please cite it as below.

@software{demidont2026noise_code,  author = {Demidont, A.C.},  title = {noise_decorrelation_hiv: Bayesian Analysis of Noise Decorrelation            in HIV Neurometabolism},  year = {2026},  publisher = {Zenodo},  doi = {10.5281/zenodo.18685010},  url = {https://doi.org/10.5281/zenodo.18685010}}
DOI: 10.5281/zenodo.18721773
title: Dataset and Code: Formulation-Aware QSAR for Inhaled Neuraminidase Inhibitors with Explainable AI

description: This repository contains the curated dataset, trained model predictions, analysis code, and publication-quality figures for the manuscript:

Noorizadehtehrani, S.; Formulation-Aware QSAR for Inhaled Neuraminidase Inhibitors: Integrating Aerodynamic Descriptors into Predictive Models with Explainable Artificial Intelligence. J. Chem. Inf. Model. 2026.

Contents:



Curated ChEMBL dataset (1,944 neuraminidase inhibitors with 30 molecular descriptors)

Model predictions (Random Forest, Gradient Boosting, SVR)

QSAR training code and figure generation scripts

All manuscript figures (PNG + TIFF)


Best model: Random Forest (R² = 0.550, RMSE = 1.007, 5-fold CV R² = 0.589 ± 0.036)
description: This dataset supports a manuscript submitted to the Journal of Chemical Information and Modeling (JCIM). The related publication DOI will be updated upon acceptance.
DOI: 10.5281/zenodo.18721772
title: Dataset and Code: Formulation-Aware QSAR for Inhaled Neuraminidase Inhibitors with Explainable AI

description: This repository contains the curated dataset, trained model predictions, analysis code, and publication-quality figures for the manuscript:

Noorizadehtehrani, S.; Formulation-Aware QSAR for Inhaled Neuraminidase Inhibitors: Integrating Aerodynamic Descriptors into Predictive Models with Explainable Artificial Intelligence. J. Chem. Inf. Model. 2026.

Contents:



Curated ChEMBL dataset (1,944 neuraminidase inhibitors with 30 molecular descriptors)

Model predictions (Random Forest, Gradient Boosting, SVR)

QSAR training code and figure generation scripts

All manuscript figures (PNG + TIFF)


Best model: Random Forest (R² = 0.550, RMSE = 1.007, 5-fold CV R² = 0.589 ± 0.036)
description: This dataset supports a manuscript submitted to the Journal of Chemical Information and Modeling (JCIM). The related publication DOI will be updated upon acceptance.
DOI: 10.15468/dl.vaxhv6
title: Occurrence Download

description: A dataset containing 87 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Anchoa exigua"
 ]
}

 The dataset includes 87 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004385-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.