cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15342898
title: Student-People Mass Uprising Public Sentiments Dataset (July Revolution, Bangladesh, 2024)

description: The Student-People Mass Uprising Public Sentiments Dataset comprises 4,200 manually collected and labeled Bangla-language social media comments related to the July Revolution in Bangladesh, 2024. Sourced from Facebook, YouTube, and Twitter (X), the dataset includes an equal distribution of 1,400 positive, 1,400 negative, and 1,400 neutral comments to ensure class balance. Each comment was annotated based on clear sentiment criteria, reflecting real-world public reactions to a significant political event. This dataset is structured in CSV format and is intended for use in sentiment analysis, natural language processing, and low-resource language research. It can serve as a benchmark for developing and evaluating machine learning models for Bangla text classification and social media sentiment analysis.

Recommended Use:Academic and applied research in sentiment analysis, Bangla NLP, and social media mining.

To use this dataset, you must provide appropriate credit by citing the following paper:

Hossen, M. S., Shaha, P., & Saiduzzaman, M. (2025). Social Media Sentiments Analysis on the July Revolution in Bangladesh: A Hybrid Transformer Based Machine Learning Approach. In Proceedings of the 17th International Conference on Electronics, Computers and Artificial Intelligence (ECAI). IEEE.

Bibtex Entry for LaTeX users: @inproceedings{hossen2025july, author = {Hossen, Md Sabbir and Shaha, Pabon and Saiduzzaman, Md}, title = {Social Media Sentiments Analysis on the July Revolution in Bangladesh: A Hybrid Transformer Based Machine Learning Approach}, booktitle = {Proceedings of the 17th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)}, year = {2025}, publisher = {IEEE} }
DOI: 10.5281/zenodo.15342899
title: Student-People Mass Uprising Public Sentiments Dataset (July Revolution, Bangladesh, 2024)

description: The Student-People Mass Uprising Public Sentiments Dataset comprises 4,200 manually collected and labeled Bangla-language social media comments related to the July Revolution in Bangladesh, 2024. Sourced from Facebook, YouTube, and Twitter (X), the dataset includes an equal distribution of 1,400 positive, 1,400 negative, and 1,400 neutral comments to ensure class balance. Each comment was annotated based on clear sentiment criteria, reflecting real-world public reactions to a significant political event. This dataset is structured in CSV format and is intended for use in sentiment analysis, natural language processing, and low-resource language research. It can serve as a benchmark for developing and evaluating machine learning models for Bangla text classification and social media sentiment analysis.

Recommended Use:Academic and applied research in sentiment analysis, Bangla NLP, and social media mining.

To use this dataset, you must provide appropriate credit by citing the following paper:

Hossen, M. S., Shaha, P., & Saiduzzaman, M. (2025). Social Media Sentiments Analysis on the July Revolution in Bangladesh: A Hybrid Transformer Based Machine Learning Approach. In Proceedings of the 17th International Conference on Electronics, Computers and Artificial Intelligence (ECAI). IEEE.

Bibtex Entry for LaTeX users: @inproceedings{hossen2025july, author = {Hossen, Md Sabbir and Shaha, Pabon and Saiduzzaman, Md}, title = {Social Media Sentiments Analysis on the July Revolution in Bangladesh: A Hybrid Transformer Based Machine Learning Approach}, booktitle = {Proceedings of the 17th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)}, year = {2025}, publisher = {IEEE} }
DOI: 10.21233/x27f-4m68
title: Ano Nuevo State Reserve vertebrate fauna dataset

description: Raw data for the Ano Nuevo State Reserve vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.cvgwtp
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is uncultured marine picoeukaryote strain:Peuk_V4_NWP1 Raw sequence reads",
 "Geometry POLYGON((110.27123 15.81349,116.7867 17.51101,124.32568 20.95598,124 34,102.96499 23.55362,110.27123 15.81349))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acantharia"
 ]
}

 The dataset includes 102 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024340-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/5kj6-cw05
title: Nest Lake water chemistry dataset

description: Raw data for the Nest Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/tbgn-b827
title: Budd Lake diatom surface sample dataset

description: Raw data for the Budd Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/rwfh-w441
title: Borok testate amoebae surface sample dataset

description: Raw data for the Borok testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ew7e-rq71
title: 8514 pollen surface sample dataset

description: Raw data for the 8514 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/k700-9s20
title: Ahlequellmoor charcoal dataset

description: Raw data for the Ahlequellmoor charcoal dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.s5qn76
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "Month is one of (April, May)",
 "TaxonKey is Prunus armeniaca L.",
 "Year 2006-2024"
 ]
}

 The dataset includes 255 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024341-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/mjv2-fh22
title: Karelia testate amoebae surface sample dataset

description: Raw data for the Karelia testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/yh99-0940
title: Sylvan Lake ostracode surface sample dataset

description: Raw data for the Sylvan Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pzz6-qd67
title: BALYCROY pollen surface sample dataset

description: Raw data for the BALYCROY pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0tmk-yk30
title: Meztitlan pollen surface sample dataset

description: Raw data for the Meztitlan pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/cew2-bc14
title: Winter Lake water chemistry dataset

description: Raw data for the Winter Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bkrr-qt85
title: Creede pollen dataset

description: Raw data for the Creede pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/zstj-xf52
title: Flagg Pond water chemistry dataset

description: Raw data for the Flagg Pond water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ea9b-4f23
title: Zeto Point [ADK-00011] [Kuluk Bay North] vertebrate fauna dataset

description: Raw data for the Zeto Point [ADK-00011] [Kuluk Bay North] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/nem4-m036
title: Angle Creek ostracode surface sample dataset

description: Raw data for the Angle Creek ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/s9bj-vm59
title: Jackfish Creek water chemistry dataset

description: Raw data for the Jackfish Creek water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/430z-x798
title: Otter Creek water chemistry dataset

description: Raw data for the Otter Creek water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/m985-gy89
title: Frank Lee Bluff [3CW9] vertebrate fauna dataset

description: Raw data for the Frank Lee Bluff [3CW9] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/nvp7-wx24
title: La Baña D pollen surface sample dataset

description: Raw data for the La Baña D pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/gzcm-km10
title: Loon Lake water chemistry dataset

description: Raw data for the Loon Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/s1ac-p788
title: T4t-T3364.2M1-2cm pollen surface sample dataset

description: Raw data for the T4t-T3364.2M1-2cm pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/w08a-cn94
title: B9550 water chemistry dataset

description: Raw data for the B9550 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/69cz-9v85
title: Agar Refuge N. Farm ostracode surface sample dataset

description: Raw data for the Agar Refuge N. Farm ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/nnmt-fg76
title: Crooked testate amoebae surface sample dataset

description: Raw data for the Crooked testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/z5xj-se88
title: Naha ostracode surface sample dataset

description: Raw data for the Naha ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mg4s-xj48
title: GATC25 pollen surface sample dataset

description: Raw data for the GATC25 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/59ra-jq76
title: Forest Pond 2 charcoal dataset

description: Raw data for the Forest Pond 2 charcoal dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/eev0-pg04
title: 23FR123 macroinvertebrate dataset

description: Raw data for the 23FR123 macroinvertebrate dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2q7v-1454
title: Kealia Pond pollen dataset

description: Raw data for the Kealia Pond pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/k3p6-st30
title: Hayes Center diatom surface sample dataset

description: Raw data for the Hayes Center diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/c45g-y716
title: Lixard Pond diatom bottom sample dataset

description: Raw data for the Lixard Pond diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/gv98-s184
title: NEWSU 30 pollen surface sample dataset

description: Raw data for the NEWSU 30 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17617/3.bhu4fy
title: Gender composition by academic field

description: &lt;h2&gt;Aggregated Gender Estimates by Scientific Field Since 1950&lt;/h2&gt;

&lt;p&gt;
 We extracted all profiles from research-type articles published in journals and conference proceedings indexed in &lt;strong&gt;Scopus&lt;/strong&gt; since 1950. Books are excluded due to unreliable publication dates. From the publications, we infer all used first names, surnames, and the country of the first-listed org type affiliation.
&lt;/p&gt;
&lt;p&gt;
 Gender is estimated using first name and country information. The country is derived from the first available org type affiliation in the first available publication.
&lt;/p&gt;
&lt;p&gt;
 If a scientist appears with multiple first names, we use the one with the most matches in the gender database. Gender estimates are merged from &lt;code&gt;gender-api.com&lt;/code&gt; using both name and country, and fallback to name only when needed.
&lt;/p&gt;
&lt;p&gt;
 For researchers from East Slavic countries 
 (&lt;code&gt;rus&lt;/code&gt;, &lt;code&gt;blr&lt;/code&gt;, &lt;code&gt;ukr&lt;/code&gt;, &lt;code&gt;kaz&lt;/code&gt;, &lt;code&gt;tkm&lt;/code&gt;, 
 &lt;code&gt;uzb&lt;/code&gt;, &lt;code&gt;kgz&lt;/code&gt;, &lt;code&gt;geo&lt;/code&gt;), we infer gender from the surname:
 &lt;code&gt;-aja&lt;/code&gt; and &lt;code&gt;-va&lt;/code&gt; indicate female; &lt;code&gt;-v&lt;/code&gt; indicates male.
&lt;/p&gt;
&lt;p&gt;
 A substantial number of researchers lack gender estimates, typically because no full first name was available.
&lt;/p&gt;
&lt;p&gt;
 Fields are defined at the ASJC-2 level and inferred from the source (journal or conference proceeding) in which the scientist publishes. If a source is assigned to multiple fields—as is often the case—the scientist is considered active in each of them.
&lt;/p&gt;

&lt;h3&gt;Variables&lt;/h3&gt;
&lt;ul&gt;
 &lt;li&gt;&lt;strong&gt;year:&lt;/strong&gt; Year of the publication&lt;/li&gt;
 &lt;li&gt;&lt;strong&gt;field:&lt;/strong&gt; ASJC-2 field&lt;/li&gt;
 &lt;li&gt;&lt;strong&gt;female:&lt;/strong&gt; Number of authors publishing in that year and that field estimated to be female&lt;/li&gt;
 &lt;li&gt;&lt;strong&gt;male:&lt;/strong&gt; Number of authors publishing in that year and that field estimated to be male&lt;/li&gt;
 &lt;li&gt;&lt;strong&gt;unknown:&lt;/strong&gt; Number of authors publishing in that year and that field without gender estimate&lt;/li&gt;
&lt;/ul&gt;
DOI: 10.21233/dw1d-hy69
title: Toconce pollen dataset

description: Raw data for the Toconce pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jpt4-bs17
title: LDDsite5464 ostracode surface sample dataset

description: Raw data for the LDDsite5464 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q1cs-4g70
title: Columbus pollen dataset

description: Raw data for the Columbus pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/62a9-5w71
title: Havens [32EM1] vertebrate fauna dataset

description: Raw data for the Havens [32EM1] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/xmce-bc13
title: LRRB81 pollen surface sample dataset

description: Raw data for the LRRB81 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.