cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16979094
title: Top 100 specific keyword words (Key terms) that overlap in different topics in Library and Information Science (LIS), with different dynamics from topic to topic (alphabetically sorted by terms), Open Alex (2014-2023)
DOI: 10.5281/zenodo.15041207
title: Custom Microbial Reference Database and  Predicted peptides across 11cancer types (part 1) for "Transcriptional reprogramming of tumor-associated microbiome creates specific epitope repertoire"

description: This repository supports the study titled "Transcriptional Reprogramming of Tumor-Associated Microbiome Creates Specific Epitope Repertoire" by providing:

Antigen Analysis Results:





Microbial antigen predictions across 11 cancer types (including in-house CRC and pan-cancer datasets).




The file Pan-CancerMicrobialAntigensAnalysis-MHCII_part2.zip is available at [Zenodo link: 10.5281/zenodo.15043056].



Custom Microbial Reference Datasets:





A curated database of 4,342 species (545 genera, ~10M proteins), filtered for human-tumor relevance using LLM-based annotation and manual curation.




Includes microbial genomes and protein reference sequences.
DOI: 10.5281/zenodo.16978793
title: Facebook Food Review Comments Dataset: 26,005 Bangla Comments from 692 Videos

description: Facebook Food Review Comments Dataset

📖 Overview

This dataset contains 26,005 Facebook comments collected from 692 food review videos.The comments are primarily in Bangla, with some code-mixed text. Each comment is annotated with a label for supervised machine learning tasks.

The dataset was compiled and analyzed as part of an undergraduate thesis project. It is intended to support research in Natural Language Processing (NLP), sentiment analysis, and social media text mining, particularly in low-resource languages like Bangla.

📂 Dataset Structure





File: Bnagladeshi_food_blogs_facebook_comment.csv




Columns:





text → Raw Facebook comment (Bangla / code-mixed text).




label → Classification label (0 = negative/other, 1 = positive).






Total Records: 26,005 comments




Source: Public Facebook food review videos



🎯 Potential Applications





Sentiment analysis on Bangla social media data




Code-mixed language processing (Bangla-English)




Food-related opinion mining




Text classification benchmarking for low-resource languages



⚖️ Ethical Considerations





All comments were collected from public Facebook content.




Personally identifiable information (PII) such as usernames and IDs has been removed.




The dataset is shared only for research and educational purposes.



📜 Citation

If you use this dataset, please cite:



[Jisan,Priya(s)], Facebook Food Review Comments Dataset (26,005 Comments from 692 Videos), Zenodo, 2025. DOI: [https://doi.org/10.5281/zenodo.16978794]


📄 License

This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.You are free to use, share, and adapt the dataset, provided appropriate credit is given
DOI: 10.5281/zenodo.16979120
title: Facebook Food Review Comments Dataset: 26,005 Bangla Comments from 692 Videos

description: Facebook Food Review Comments Dataset

📖 Overview

This dataset contains 26,005 Facebook comments collected from 692 food review videos.The comments are primarily in Bangla, with some code-mixed text. Each comment is annotated with a label for supervised machine learning tasks.

The dataset was compiled and analyzed as part of an undergraduate thesis project. It is intended to support research in Natural Language Processing (NLP), sentiment analysis, and social media text mining, particularly in low-resource languages like Bangla.

📂 Dataset Structure





File: Bnagladeshi_food_blogs_facebook_comment.csv




Columns:





text → Raw Facebook comment (Bangla / code-mixed text).




label → Classification label (0 = negative/other, 1 = positive).






Total Records: 26,005 comments




Source: Public Facebook food review videos



🎯 Potential Applications





Sentiment analysis on Bangla social media data




Code-mixed language processing (Bangla-English)




Food-related opinion mining




Text classification benchmarking for low-resource languages



⚖️ Ethical Considerations





All comments were collected from public Facebook content.




Personally identifiable information (PII) such as usernames and IDs has been removed.




The dataset is shared only for research and educational purposes.



📜 Citation

If you use this dataset, please cite:



[Jisan,Priya(s)], Facebook Food Review Comments Dataset (26,005 Comments from 692 Videos), Zenodo, 2025. DOI: [https://doi.org/10.5281/zenodo.16978794]


📄 License

This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.You are free to use, share, and adapt the dataset, provided appropriate credit is given
DOI: 10.5281/zenodo.16947467
title: Leipzig 2024

description: Unter diesem Link ist die Vornamenstatistik des Standesamts Leipzig von 2024 als Korpus der vorliegenden Bachelorarbeit einsehbar. Darüber hinaus sind hier die Tabellen zur Erfassung, Kategorisierung und Auswertung der germanisch-altdeutschen Vornamen zu finden, die 2024 in Leipzig an Mädchen und Jungen vergeben wurden.
DOI: 10.15468/dl.bdz4ja
title: Occurrence Download

description: A dataset containing 2206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus luridus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 2206 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003089-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rm9pye
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003093-250827131500795/datasets/export for details.
DOI: 10.15468/dl.6h8bjq
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003092-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hbeah3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea tricolor",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003094-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkpyhu
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris",
 "Year 2023-2025"
 ]
}

 The dataset includes 628 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003091-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h448r8
title: Occurrence Download

description: A dataset containing 1242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adina rubella"
 ]
}

 The dataset includes 1242 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003090-250827131500795/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.30000358
title: Data set - Exploring YouTube’s Algorithmic Patterns in K-Pop Album Video Recommendations

description: The data were collected using a snowball sampling technique on YouTube, starting from specific K-pop album-related keywords and following the chain of recommended videos generated by the platform. Each recommended video was documented, including video titles, subscriber counts, views, and timestamps of the top fifteen recommendations at each level of exploration to analyze patterns in how YouTube’s algorithm circulates K-pop album content.
DOI: 10.6084/m9.figshare.30000358.v1
title: Data set - Exploring YouTube’s Algorithmic Patterns in K-Pop Album Video Recommendations

description: The data were collected using a snowball sampling technique on YouTube, starting from specific K-pop album-related keywords and following the chain of recommended videos generated by the platform. Each recommended video was documented, including video titles, subscriber counts, views, and timestamps of the top fifteen recommendations at each level of exploration to analyze patterns in how YouTube’s algorithm circulates K-pop album content.
DOI: 10.5281/zenodo.16963730
title: Dataset of pytrnsys energetic simulations

description: These datasets include the results of the energetic simulations that have been conducted within WP5 of RE-WITCH by making use of pytrnsys. A parametric analysis have been performed for two demo cases (BROW and COVAP). For each case a compressed folder can be found, which includes the results for each individual yearly simulation.
DOI: 10.5281/zenodo.16963731
title: Dataset of pytrnsys energetic simulations

description: These datasets include the results of the energetic simulations that have been conducted within WP5 of RE-WITCH by making use of pytrnsys. A parametric analysis have been performed for two demo cases (BROW and COVAP). For each case a compressed folder can be found, which includes the results for each individual yearly simulation.
DOI: 10.15468/dl.7jurhr
title: Occurrence Download

description: A dataset containing 123223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus nigra"
 ]
}

 The dataset includes 123223 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003065-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkne84
title: Occurrence Download

description: A dataset containing 69523 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elephantidae"
 ]
}

 The dataset includes 69523 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003017-250827131500795/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.29993122
title: <b>Dependence of Low-frequency Plasmaspheric Hiss on Geomagnetic Activity and Solar Wind Dynamic Pressure and Its Electron Scattering Effects</b>

description: Plasmaspheric hiss plays a crucial role in shaping the structure and dynamics of Earth’s radiation belts. It’s also recognized that low-frequency hiss has characteristics and excitation mechanisms quite different from those of typical normal-frequency hiss. Using high-quality data from Van Allen Probe A between September 2012 and March 2019, we conduct a comprehensive statistical analysis of the global distribution of low-frequency hiss. We investigate the global morphology of low-frequency hiss concerning different conditions of geomagnetic activity and solar wind dynamic pressure (P<sub>dyn</sub>). The results reveal significant differences in the global distributions of wave amplitude and occurrence rate between low-frequency hiss and broad-band hiss, particularly in their <i>L</i>-shell distributions. Large-amplitude low-frequency hiss is primarily observed on the afternoon side with <i>L</i> &gt; 5, shifting towards the noonside as the geomagnetic activity intensifies. Furthermore, both the amplitude and occurrence rate of low-frequency hiss decrease with increasing P<sub>dyn</sub>, and the occurrence rate exhibits a north-south asymmetry with strong P<sub>dyn</sub>. The spectral analysis indicates that the peak frequency of low-frequency hiss is ~50 Hz, remaining almost constant with increasing <i>L</i>-shell. Evaluations of hiss-induced electron scattering effects show that the electron resonant energies and scattering rates by low-frequency hiss are significantly different from those by broad-band hiss. Low-frequency hiss has a higher minimum electron resonance energy and larger scattering rates over most of the pitch angle range. Our results are valuable in complementing the existing global distribution model of plasmaspheric hiss and providing improved understanding of its essential contributions to the radiation belt electron dynamics.
DOI: 10.6084/m9.figshare.29993122.v1
title: <b>Dependence of Low-frequency Plasmaspheric Hiss on Geomagnetic Activity and Solar Wind Dynamic Pressure and Its Electron Scattering Effects</b>

description: Plasmaspheric hiss plays a crucial role in shaping the structure and dynamics of Earth’s radiation belts. It’s also recognized that low-frequency hiss has characteristics and excitation mechanisms quite different from those of typical normal-frequency hiss. Using high-quality data from Van Allen Probe A between September 2012 and March 2019, we conduct a comprehensive statistical analysis of the global distribution of low-frequency hiss. We investigate the global morphology of low-frequency hiss concerning different conditions of geomagnetic activity and solar wind dynamic pressure (P<sub>dyn</sub>). The results reveal significant differences in the global distributions of wave amplitude and occurrence rate between low-frequency hiss and broad-band hiss, particularly in their <i>L</i>-shell distributions. Large-amplitude low-frequency hiss is primarily observed on the afternoon side with <i>L</i> &gt; 5, shifting towards the noonside as the geomagnetic activity intensifies. Furthermore, both the amplitude and occurrence rate of low-frequency hiss decrease with increasing P<sub>dyn</sub>, and the occurrence rate exhibits a north-south asymmetry with strong P<sub>dyn</sub>. The spectral analysis indicates that the peak frequency of low-frequency hiss is ~50 Hz, remaining almost constant with increasing <i>L</i>-shell. Evaluations of hiss-induced electron scattering effects show that the electron resonant energies and scattering rates by low-frequency hiss are significantly different from those by broad-band hiss. Low-frequency hiss has a higher minimum electron resonance energy and larger scattering rates over most of the pitch angle range. Our results are valuable in complementing the existing global distribution model of plasmaspheric hiss and providing improved understanding of its essential contributions to the radiation belt electron dynamics.
DOI: 10.15468/dl.5ck5xe
title: Occurrence Download

description: A dataset containing 2348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex dolichostachya"
 ]
}

 The dataset includes 2348 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003096-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb8vky
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003100-250827131500795/datasets/export for details.
DOI: 10.15468/dl.wr5h2y
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea tricolor",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003101-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnecn8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea tricolor",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003099-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1466624
title: Treibhausgas-Projektionen 2025 für Deutschland (Projektionsbericht 2025)

description: Die Publikation gibt einen vertieften Einblick in die Ergebnisse der ⁠Treibhausgas⁠-Projektionsdaten 2025, erläutert die Instrumentenbewertung und veröffentlicht die Daten für das Mit-Weiteren-Maßnahmen-⁠Szenario⁠. Die Projektionen zeigen eine kumulierte Unterschreitung der zulässigen Jahresemissionsgesamtmenge zwischen 2021 und 2030 mit geringen Unterschieden zwischen dem Mit-Maßnahmen-⁠Szenario⁠ und dem Mit-Weiteren-Maßnahmen-Szenario. Die Darstellung der Ergebnisse erfolgt gemäß dem Zuschnitt der Sektoren des Bundes-Klimaschutzgesetzes (Energiewirtschaft, Industrie, Gebäude, Verkehr, Landwirtschaft, ⁠Landnutzung⁠, ⁠LULUCF⁠ sowie Abfallwirtschaft und Sonstiges) sowie gemäß der EU-Klimaschutzverordnung (ESR). Darüber hinaus sind detaillierte Sensitivitätsanalysen Teil des Berichtes.
DOI: 10.15468/dl.759dn7
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lindera angustifolia"
 ]
}

 The dataset includes 670 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003102-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aperht
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Awaous personatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003104-250827131500795/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.30000478
title: Supplementary Material for: Usefulness of color laser scanning ophthalmoscopy and optical coherence tomography angiography in the diagnosis of acute zonal occult outer retinopathy complex: a report of two cases

description: Introduction: The term “acute zonal occult outer retinopathy (AZOOR) complex" encompasses a group of conditions associated with photoreceptor damage, and most patients with AZOOR complex experience irreversible visual-field defects and retinal pigment epithelium atrophy with no effective treatment. Herein, we report two cases of AZOOR complex in which multimodal imaging, including color scanning laser ophthalmoscopy (SLO) and en face optical coherence tomography (OCT) angiography (OCTA), facilitated diagnosis and monitoring.
Case Presentation: Case 1 involved a 23-year-old woman who presented with visual-field disturbances in the left eye. The OCT B-scan revealed ellipsoid zone (EZ) irregularities, and color SLO and en face OCTA of the EZ slab showed corresponding hyporeflective areas in the green channel and hypointense regions, respectively. Case 2 involved a 38-year-old woman with decreased visual acuity in the left eye. Imaging findings were similar to those in Case 1, and color SLO and en face OCTA revealed abnormalities corresponding to the EZ disruption. In both cases, follow-up imaging revealed improvement in EZ integrity and corresponding changes in color SLO and OCTA findings.
Conclusion: Multimodal imaging using color SLO and en face OCTA provide valuable information regarding the extent and progression of photoreceptor damage in AZOOR complex, which supplement the conventional OCT B-scan findings. These modalities may enhance the diagnostic accuracy and monitoring of patients with AZOOR complex.
DOI: 10.6084/m9.figshare.30000478.v1
title: Supplementary Material for: Usefulness of color laser scanning ophthalmoscopy and optical coherence tomography angiography in the diagnosis of acute zonal occult outer retinopathy complex: a report of two cases

description: Introduction: The term “acute zonal occult outer retinopathy (AZOOR) complex" encompasses a group of conditions associated with photoreceptor damage, and most patients with AZOOR complex experience irreversible visual-field defects and retinal pigment epithelium atrophy with no effective treatment. Herein, we report two cases of AZOOR complex in which multimodal imaging, including color scanning laser ophthalmoscopy (SLO) and en face optical coherence tomography (OCT) angiography (OCTA), facilitated diagnosis and monitoring.
Case Presentation: Case 1 involved a 23-year-old woman who presented with visual-field disturbances in the left eye. The OCT B-scan revealed ellipsoid zone (EZ) irregularities, and color SLO and en face OCTA of the EZ slab showed corresponding hyporeflective areas in the green channel and hypointense regions, respectively. Case 2 involved a 38-year-old woman with decreased visual acuity in the left eye. Imaging findings were similar to those in Case 1, and color SLO and en face OCTA revealed abnormalities corresponding to the EZ disruption. In both cases, follow-up imaging revealed improvement in EZ integrity and corresponding changes in color SLO and OCTA findings.
Conclusion: Multimodal imaging using color SLO and en face OCTA provide valuable information regarding the extent and progression of photoreceptor damage in AZOOR complex, which supplement the conventional OCT B-scan findings. These modalities may enhance the diagnostic accuracy and monitoring of patients with AZOOR complex.