cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29987780
title: Melissopalynology and the forage plants of the stingless bee <i>Heterotrigona itama</i> in Belitung, Indonesia

description: Melissopalynology could determine the types of pollen found in honey, which reflect the diversity of plant species used as forage plants for the bees around the meliponary areas. This study aims to analyze the diversity of forage plants used by <i>Heterotrigona itama</i> reared in meliponary located in areas with different land use types and surrounding vegetation, based on melissopalynology and vegetation survey. In this study, 18 honey samples were collected from meliponaries located at different villages in Belitung and East Belitung. The pollen in the honey samples was extracted, processed with the acetolysis method, and made as microscopic slides. Pollen types were counted, identified based on morphological features, and grouped into frequency classes. Vegetation analysis was carried out using the nested plots that placed following the dominant flight direction of the bees. We found 50 pollen types from 31 plant families in honey samples; the Myrtaceae is the most represented family. The forage plants used by <i>H. itama</i> were mainly trees, followed by shrubs and herbaceous plants. The predominant pollen types observed in honey were <i>Acacia mangium</i>, <i>Cyperus</i> sp., <i>Ilex cymosa</i>, <i>Mangifera indica</i>, <i>Melastoma malabathricum</i>, <i>Rhizophora mucronata</i>, and <i>Syzygium urceolatum</i>. The richness of pollen types in honey varied from 10 to 23 species in the meliponaries. While, the richness of plant species in the surrounding vegetation of the meliponaries ranged from 16 to 34 species. We found that the predominant pollen type in honey does not always correspond to the dominant plant species around the meliponaries. The cluster analysis based on the composition of pollen types in honey resulted in a grouping of meliponaries that was consistent with the clustering based on the composition of surrounding vegetation.
DOI: 10.6084/m9.figshare.29987780.v2
title: Melissopalynology and the forage plants of the stingless bee <i>Heterotrigona itama</i> in Belitung, Indonesia

description: Melissopalynology could determine the types of pollen found in honey, which reflect the diversity of plant species used as forage plants for the bees around the meliponary areas. This study aims to analyze the diversity of forage plants used by <i>Heterotrigona itama</i> reared in meliponary located in areas with different land use types and surrounding vegetation, based on melissopalynology and vegetation survey. In this study, 18 honey samples were collected from meliponaries located at different villages in Belitung and East Belitung. The pollen in the honey samples was extracted, processed with the acetolysis method, and made as microscopic slides. Pollen types were counted, identified based on morphological features, and grouped into frequency classes. Vegetation analysis was carried out using the nested plots that placed following the dominant flight direction of the bees. We found 50 pollen types from 31 plant families in honey samples; the Myrtaceae is the most represented family. The forage plants used by <i>H. itama</i> were mainly trees, followed by shrubs and herbaceous plants. The predominant pollen types observed in honey were <i>Acacia mangium</i>, <i>Cyperus</i> sp., <i>Ilex cymosa</i>, <i>Mangifera indica</i>, <i>Melastoma malabathricum</i>, <i>Rhizophora mucronata</i>, and <i>Syzygium urceolatum</i>. The richness of pollen types in honey varied from 10 to 23 species in the meliponaries. While, the richness of plant species in the surrounding vegetation of the meliponaries ranged from 16 to 34 species. We found that the predominant pollen type in honey does not always correspond to the dominant plant species around the meliponaries. The cluster analysis based on the composition of pollen types in honey resulted in a grouping of meliponaries that was consistent with the clustering based on the composition of surrounding vegetation.
DOI: 10.6084/m9.figshare.29979711.v1
title: Pollen morphological analogue of some Himalayan angiosperm species from Arunachal Pradesh, Northeast India

description: The morphological diversity of pollen grains can provide important information about several aspects of plant science. The pollen morphological database remains scarce in this eastern Himalayan province of the Indian biogeographic zone, despite the rich diversity of angiosperms. The detailed pollen morphometry of various plant taxa from the Arunachal Pradesh region will enhance the palynological database of the eastern Himalaya. Light compound microscopy (LM) and scanning electron microscopy (SEM) were employed to identify and characterize pollen grains. Based on the qualitative and quantitative morphological data of 60 angiosperm species from 35 families, statistical analyses (PCA, cluster analysis, and correlation analysis) were performed, explaining the phylogenetic relationships among these families. In addition to their interrelationships, these morphological data also provide insights into the primary pollination modes (entomophily or anemophily) and the evolutionary trends of pollen grains in these families. Besides, the pollen morphological data of endemic angiosperm species, along with data from other families, could provide preliminary insights into the vegetation and palynology-related research of the eastern Himalayan landscape of Arunachal Pradesh.
DOI: 10.6084/m9.figshare.29987780.v1
title: Melissopalynology and the Forage Plants of Stingless Bee <i>Heterotrigona itama</i> in Belitung, Indonesia

description: Melissopalynology could determine the types of pollen found in honey, which reflect the diversity of plant species used as forage plants for the bees around the meliponary areas. This study aims to analyze the diversity of forage plants used by Heterotrigona itama reared in meliponary located in areas with different land use types and surrounding vegetation, based on melissopalynology and vegetation survey. In this study, 18 honey samples were collected from meliponaries located at different villages in Belitung and East Belitung, i.e., Keciput, Jangkar Asam, Batu Itam, Kelubi, Mekar Jaya, and Sukamandi. The pollen in the honey samples was extracted, processed with the acetolyses method, and made as microscopic slides. Pollen types were counted, identified based on morphological features, and grouped into frequency classes. Vegetation analysis was carried out using the nested plots that placed following the dominant flight direction of the bees. We found 50 pollen types from 31 plant families in honey samples; the Myrtaceae is the most represented family. The forage plants used by H. itama were mainly trees, followed by shrubs and herbaceous plants. The predominant pollen types observed in honey were Acacia mangium, Cyperus sp., Ilex cymosa, Mangifera indica, Melastoma malabathricum, Rhizophora mucronata, and Syzygium urceolatum. The richness of pollen types in honey varied from 10-23 species in the meliponaries. While, the richness of plant species in the surrounding vegetation of the meliponaries ranged from 16 to 34 species. We found that the predominant pollen type in honey does not always correspond to the dominant plant species around the meliponaries. Based on cluster analysis using the composition of pollen types in honey, the meliponary in Batu Itam and Mekar Jaya were separated from the group of four other meliponaries. This result is in line with the cluster based on the composition of vegetation around meliponaries.
DOI: 10.15468/dl.xrud43
title: Occurrence Download

description: A dataset containing 829030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is one of (ISR, PSE)",
 "Year 2022-2022"
 ]
}

 The dataset includes 829030 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026966-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18679631
title: Upper Limits on Trojan Companions Around Four Ultra-Hot Jupiters from TESS - Analysis Code and Data

description: Analysis code and results for a systematic search for Trojan companions at the L4 and L5 Lagrange points of four ultra-hot Jupiter systems using TESS photometry.

This repository contains:- Python analysis pipeline (trojan_exoplanet_search.py)- RNAAS manuscript (LaTeX source)- Results figures for TOI-1431 b and WASP-189 b- Complete documentation and dependencies

Targets analyzed:1. TOI-2109 b (P=0.67 days, T_eq=3500 K)2. HAT-P-7 b (P=2.21 days, T_eq=2200 K)3. TOI-1431 b (P=2.65 days, T_eq=2400 K)4. WASP-189 b (P=2.72 days, T_eq=3435 K)

Results: No significant Trojan detections at either L4 or L5 Lagrange points. Upper mass limits: 0.5-0.8 Earth masses (3σ), representing 0.03-0.05% of planetary masses.

Related publication: Saxena, A. (2026). "Upper Limits on Trojan Companions Around Four Ultra-Hot Jupiters from TESS." Research Notes of the AAS (submitted).
DOI: 10.5281/zenodo.18679630
title: Upper Limits on Trojan Companions Around Four Ultra-Hot Jupiters from TESS - Analysis Code and Data

description: Analysis code and results for a systematic search for Trojan companions at the L4 and L5 Lagrange points of four ultra-hot Jupiter systems using TESS photometry.

This repository contains:- Python analysis pipeline (trojan_exoplanet_search.py)- RNAAS manuscript (LaTeX source)- Results figures for TOI-1431 b and WASP-189 b- Complete documentation and dependencies

Targets analyzed:1. TOI-2109 b (P=0.67 days, T_eq=3500 K)2. HAT-P-7 b (P=2.21 days, T_eq=2200 K)3. TOI-1431 b (P=2.65 days, T_eq=2400 K)4. WASP-189 b (P=2.72 days, T_eq=3435 K)

Results: No significant Trojan detections at either L4 or L5 Lagrange points. Upper mass limits: 0.5-0.8 Earth masses (3σ), representing 0.03-0.05% of planetary masses.

Related publication: Saxena, A. (2026). "Upper Limits on Trojan Companions Around Four Ultra-Hot Jupiters from TESS." Research Notes of the AAS (submitted).
DOI: 10.60756/uminho-s647
title: Experimental dataset on the free and forced rocking response of masonry vertical spanning strip walls 

description: This dataset presents an extensive experimental investigation on the dynamic rocking behaviour of vertical spanning strip walls. The data were obtained from a shaking-table campaign conducted on six configurations of dry-stacked granite masonry walls, defined by two height-to-width ratios and three overburden conditions. The experimental programme comprises more than 350 tests, including both free-vibration and forced-vibration experiments. Eighteen free-vibration tests provide measurements for the identification of experimental hinge heights, period-amplitude relationships, and energy dissipation mechanisms quantified through the coefficient of restitution. The forced-vibration programme includes 150 tests under idealised pulse-type excitations, used to derive an experimental rocking overturning spectrum, and 192 tests under recorded ground motions, employed to characterise the response within a probabilistic framework.

Experimental measurements were acquired using a four-camera Digital Image Correlation (DIC) system, enabling full three-dimensional reconstruction of the motion of each block composing the wall. The dataset includes both the raw data recorded by the DIC system and the processed data obtained through a dedicated post-processing methodology. All experiments were conducted at the Structural Laboratory of the Department of Civil Engineering of the University of Minho (Guimarães, Portugal), within the framework of the New STANDards for Seismic Assessment of Built Cultural HERITAGE (STAND4HERITAGE) project (https://doi.org/10.3030/833123).
DOI: 10.60756/uminho-c554
title: Dataset from shake table testing of U-shaped dry stack unreinforced masonry structures subjected to out-of-plane seismic action

description: The dataset reports the experimental outcomes from an extensive shake-table campaign to observe the out-of-plane hybrid two-way bending response of unreinforced masonry (URM) structures. The U-shaped assemblies were subjected to differential input signals, scaled for incremental loading and exhaustive repetitions. The experiments were carried out at the Structural Laboratory of the University of Minho (Portugal) using a single-degree-of-freedom shake table and a multi-camera Digital Image Correlation (DIC) system.
The dataset includes results from over 200 dynamic tests performed on two half-scale U-shaped subjected to two input signals. The U-shapes consisted of a central façade orthogonally connected to side walls, entirely built with granite blocks in a dry-stack configuration. The common boundary conditions scenario for URM of insufficient top horizontal connection was targeted by rigidly fixing the base, geometric interlocking at the corners, and vertical restraint at the end of the side walls. 
The dataset includes shake-table displacement, velocity and acceleration time histories, Digital Image Correlation outputs such as displacement time histories of several points selected onto the specimens’ surfaces, and load cell data representing the vertical restraint. 
Supplementary material includes Digital Image Correlation videos of critical seismic responses (collapses and non) synchronised in time with the rest of the data.
DOI: 10.15468/dl.uxutvm
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salicornia pillansii"
 ]
}

 The dataset includes 354 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026998-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4uh5r
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Impatiens acaulis"
 ]
}

 The dataset includes 105 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026999-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2967
title: Replication Data for: Community health intervention for COVID-19: pre-post study with non-equivalent control group

description: This dataset contains responses from a quasi-experimental health education study conducted among adults aged 18 years or older from different municipalities in the Segrià region (Catalonia, Spain). Data were collected to evaluate the effectiveness of the "Rethinking COVID-19" intervention in relation to knowledge, preventive practices, and emotional coping.

The dataset includes pre- and post-intervention questionnaire data from an intervention group and pre-intervention data from a non-equivalent control group. Variables cover basic sociodemographic characteristics, hand hygiene knowledge and practices, healthy habits related to COVID-19, and self-reported emotions and coping strategies. A post-intervention satisfaction questionnaire, including Likert-scale items and a Net Promoter Score, is also included for the intervention group. Data are fully anonymised, contain no direct identifiers, and consist mainly of categorical and ordinal variables with explicit coding.
DOI: 10.6084/m9.figshare.31361707
title: <b>From Neuroscience to Educational Technology: A </b><b>The</b><b>o</b><b>retical</b><b> 5&4 Model</b><b> </b><b>Driven Study on Digital Interventions for College Students’ Mental Health</b>

description: This study advances the integration of psychology, neuroscience, and educational technology by providing a theoretically grounded, empirically validated, and digitally operational framework. The 5&4 Model and SDPWP platform offer scalable, personalized, and preventive interventions for enhancing students’ emotional self-regulation, psychological resilience, and adaptive coping in higher education contexts.
DOI: 10.6084/m9.figshare.31361707.v1
title: <b>From Neuroscience to Educational Technology: A </b><b>The</b><b>o</b><b>retical</b><b> 5&4 Model</b><b> </b><b>Driven Study on Digital Interventions for College Students’ Mental Health</b>

description: This study advances the integration of psychology, neuroscience, and educational technology by providing a theoretically grounded, empirically validated, and digitally operational framework. The 5&4 Model and SDPWP platform offer scalable, personalized, and preventive interventions for enhancing students’ emotional self-regulation, psychological resilience, and adaptive coping in higher education contexts.
DOI: 10.5281/zenodo.18677488
title: Data for Design for light-based spherical aberration correction of ultrafast electron microscopes

description: This repository contains the raw data from the main paper, specifically used for generating Fig. 2, Fig. 3, and Fig. 4.

Data Details:The electron beam intensity distributions, calculated using the wave picture, have been resized from their original dimensions of 23500 x 23500 to 500 x 500 to optimize storage requirements while retaining essential features.The data is provided in .mat files, which can be opened and analyzed using MATLAB.

Feel free to reach out to the corresponding author if you encounter any issues or require further details regarding the data.
DOI: 10.5281/zenodo.18677487
title: Data for Design for light-based spherical aberration correction of ultrafast electron microscopes

description: This repository contains the raw data from the main paper, specifically used for generating Fig. 2, Fig. 3, and Fig. 4.

Data Details:The electron beam intensity distributions, calculated using the wave picture, have been resized from their original dimensions of 23500 x 23500 to 500 x 500 to optimize storage requirements while retaining essential features.The data is provided in .mat files, which can be opened and analyzed using MATLAB.

Feel free to reach out to the corresponding author if you encounter any issues or require further details regarding the data.
DOI: 10.5281/zenodo.18599010
title: IntelliMan_WP5_Grasping, Manipulation and Arm-Hand Coordination_T5.4_Experience- and model-based Grasp Synthesis and Manipulation_ETFA2023_Data

description: Supplementary data for IntelliMan_WP5_Grasping, Manipulation and Arm-Hand Coordination_T5.4_Experience- and model-based Grasp Synthesis and Manipulation_ETFA2023 https://zenodo.org/records/18598912
DOI: 10.5281/zenodo.18599009
title: IntelliMan_WP5_Grasping, Manipulation and Arm-Hand Coordination_T5.4_Experience- and model-based Grasp Synthesis and Manipulation_ETFA2023_Data

description: Supplementary data for IntelliMan_WP5_Grasping, Manipulation and Arm-Hand Coordination_T5.4_Experience- and model-based Grasp Synthesis and Manipulation_ETFA2023 https://zenodo.org/records/18598912
DOI: 10.5281/zenodo.18618729
title: OMICS co-culture
DOI: 10.5281/zenodo.18618728
title: OMICS co-culture
DOI: 10.18150/pq1phx
title: Phage Cocktail Designed for Wastewater Bioremediation Has Limited Effect on Crustacean Filtrator Microbiome Diversity and Health

description: Specific life history parameters (growth rate, age and size at first reproduction, neonate number per female), and host-associated microbiome of three D. magna clones (B, D, and P) were analyzed during exposure to phage cocktail (mixture of four phages able to infect strains of Klebsiella pneumoniae, Enterobacter sp. and Pseudomonas aeruginosa).The deposited photos were used to assess the body size of the studied animals at different periods of their life, to analyze the juvenile growth rate and the size of the first reproduction.The reports included the dates of commencement of reproduction and the number of neonates born in animals raised under various conditions (with and without a phage cocktail).
DOI: 10.15468/dl.jyztmr
title: Occurrence Download

description: A dataset containing 113382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Calluna vulgaris"
 ]
}

 The dataset includes 113382 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026975-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18679686
title: Thermographic data for manuscript Mus.4888-E-516 (SLUB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Equus 327k with Watermark Imager software (Fraunhofer) version 8.416 (R2016b) was used.
DOI: 10.5281/zenodo.18679685
title: Thermographic data for manuscript Mus.4888-E-516 (SLUB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Equus 327k with Watermark Imager software (Fraunhofer) version 8.416 (R2016b) was used.
DOI: 10.5281/zenodo.18679524
title: A Hybrid CNN-LSTM Architecture for Real-Time Music Emotion Recognition: Comparative Performance Analysis Using Valence-Arousal Prediction
DOI: 10.5281/zenodo.18679523
title: A Hybrid CNN-LSTM Architecture for Real-Time Music Emotion Recognition: Comparative Performance Analysis Using Valence-Arousal Prediction
DOI: 10.5281/zenodo.15241233
title: Twitter Dataset on Russo-Ukrainian War with Multi-Model Annotations

description: Description



This dataset was created as part of an independent exploratory research project focused on information warfare and NLP applications in conflict analysis.


This dataset consists of obfuscated Twitter posts related to the Russo-Ukrainian war, collected over the period of the years 2022-2023. The data has been processed to remove personally identifiable information (PII) and sensitive content while retaining semantic and contextual integrity.

Each post is annotated with predictions from five state-of-the-art NLP models for various tasks, including:





Sentiment Analysis




Propaganda Detection




Emotion Classification etc.



These models offer complementary perspectives on the content of the posts and are useful for research in computational social science, conflict analysis, misinformation studies, and more.

Dataset Structure

The dataset is provided in CSV format and contains the following fields:




Field Name
Description




date_month
Month of post publication (format: YYYY-MM), used for temporal analysis.


replyCount
Number of replies to the tweet.


retweet_count
Number of times the tweet was retweeted.


like_count
Number of likes (favorites) the tweet received.


quote_count
Number of quote tweets referencing the post.


lang
Detected language of the tweet (ISO 639-1 code, e.g., en, uk, ru).


source_label
Platform or app used to publish the tweet (e.g., "Twitter for Android").


hashtags
Comma-separated list of hashtags used in the tweet.


place_generalized
Generalized or anonymized geolocation data (e.g., country or region level).


urls_filtered
Cleaned list of URLs included in the tweet, if any.


sentiment
Sentiment label predicted by the sentiment analysis model (positive = 1, neutral = 0, negative = -1).


emotion
Emotion label from the emotion classification model (anger, sadness, joy, fear, etc.).


propaganda_binary
Binary classification indicating whether propaganda was detected (1 = propaganda, 0 = not).


propaganda_18
Specific propaganda technique label based on a 18-class taxonomy.


fake_news
Binary label indicating likelihood of the tweet spreading fake or misleading information (1 = likely fake, 0 = likely factual).




Obfuscation Policy





All usernames, hashtags, and URLs have been replaced or removed




No direct quote or identifier linking to individuals remains