cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31304883.v1
title: Revision of the longirostrine crocodylian <i>Thoracosaurus isorhynchus</i> from the Maastrichtian–Danian of northwestern Europe

description: A highly debated topic in eusuchian systematics has been the placement of “thoracosaurs,” an assemblage of Cretaceous–Paleogene longirostrine crocodylians from Europe and North America. The position of “thoracosaurs” varies from one study to the next, from being the sister taxon of the extant <i>Gavialis</i> to being excluded from the crown group Crocodylia entirely. Despite these issues, “thoracosaurs” have been understudied, with many taxa suffering from incomplete or outdated descriptions and dubious taxonomic assignment. Here, we provide a comprehensive study of <i>Thoracosaurus isorhynchus</i> from Maastrichtian–Danian deposits of northwestern Europe. We present and describe new material from the type locality of <i>T</i>. <i>isorhynchus</i>. In addition, we redescribe and figure the lectotype and paralectotypes of the species, as well as the material from the Maastrichtian type area, the Netherlands. Moreover, comparison of <i>T</i>. <i>isorhynchus</i> with the type material of <i>Thoracosaurus</i> “<i>scanicus</i>” of the Danian of southern Sweden indicates that the latter might be a junior synonym of <i>T</i>. <i>isorhynchus</i>, suggesting the survival of this species across the Cretaceous–Paleogene boundary. An array of phylogenetic analyses points to a close relationship between <i>T</i>. <i>isorhynchus</i> and the Cenomanian <i>Portugalosuchus azenhae</i>. This implies an early emergence of “thoracosaurs” and causes extensive ghost lineages within Gavialoidea, highlighting the stratigraphic inconsistency of this group and a need for a thorough revision of other <b>“</b>thoracosaurs.”
DOI: 10.17632/7k2mxwcc4d.1
title: Bangla999-ECD: A Simulated Bengali Emergency Call Transcript Dataset

description: Bangla999-ECD is a simulated Bangla (Bengali) emergency call transcript dataset created to support research in emergency calls and non emergency(or prank) calls classification for Bengali language. The dataset contains approximately 24,000 text-only call transcripts generated by three native Bengali speakers, covering four categories: Non-emergency, Police, Fire, and Medical emergencies.

Each record includes a Bangla transcript of a simulated 999 emergency call, the cleaned version after basic preprocessing, an optional contextual description, a binary emergency indicator(is_emergency), and a multi-class emergency type label. All samples are synthetic and do not contain real emergency calls, personal identifiers, or sensitive information.
The dataset was curated using dataset-level preprocessing steps, including Unicode normalization, punctuation and stopword removal, duplicate elimination using MD5 hashing, and removal of incomplete records. The cleaned dataset is provided in CSV format to facilitate reuse in natural language processing, emergency response research, and Bangla text classification tasks.
DOI: 10.17632/xd4mt2ky97
title: Data availability

description: The Relationship Between Sex-Specific Perirenal Fat Area and Pathological Types of Renal Cell Carcinoma
DOI: 10.57710/alba-es-20250340369
title: Understanding the impact of electrolyte composition on the cathode performance of aqueous Zn-MnO2 batteries using operando XAS

description: Aqueous Zn metal batteries are considered one of the most promising alternatives to lithium-ion for their safety and cost. With a zinc anode offering a high theoretical capacity of 820 mAh g⁻¹ and the added benefit of a nonflammable aqueous electrolyte, these batteries hold significant potential for demanding applications like electric mobility and grid storage. Nowadays the biggest limitation for commercialization is the development of reliable cathodes. Manganese dioxide (MnO2) has been used as one of the most promising cathode materials for aqueous battery already beyond ten decades due to the considerable capacity, decent voltage, low-cost and rich abundance. Despite being a very common, the mechanism at the MnO2 cathode is still debated, with several different mechanisms suggested. In order to understand the relation between the electrolyte composition and pH and the reaction mechanisms we propose to perform a operando XAS experiments at the Mn, Fe and Zn K-edge to access, valuable and quantitative information on the Mn and Zn speciations and concentrations in the cathode and in the electrolyte for different pH, buffer and redox mediator. The proposed experiment will provide critical insights into how electrolyte composition dictates cathode behavior, guiding the development of more efficient and durable Zn-MnO2 batteries.
DOI: 10.17632/xd4mt2ky97.1
title: Data availability

description: The Relationship Between Sex-Specific Perirenal Fat Area and Pathological Types of Renal Cell Carcinoma
DOI: 10.57710/alba-es-20250370271
title: Influence of concave and convex surfaces in DMI multilayer nanotubes on curvature gradient-mediated spin textures by X-ray tomography

description: A basic understanding of special curved 3D geometries on magnetization textures of advanced multilayers systems is crucial, both for fundamental questions in 3D nanomagnetism and for possible future low-power microelectronic devices. The objective of this proposal is to examine the impact of concave and convex surfaces in Dzyaloshinskii–Moriya interaction (DMI) multilayer nanotubes on curvature gradient-mediated spin textures using full-field Transmission X-ray Microscopy combined with magnetic X-ray tomography (MISTRAL beamline). This method allows high resolution and element-specific imaging of 3D magnetic structures. By systematically varying the direction and strength of curvature, we are able to experimentally demonstrate that the Dzyaloshinskii–Moriya interaction (DMI) can be manipulated through geometry, which may result in the formation of distinct spin textures or even potentially stabilize novel magnetic configurations not accessible in flat systems. 


For publishing results from a previous experiment at Alba, additional measurements on further similar samples to those used at the time are necessary. Since current data stem from a single sample, these new measurements will ensure reproducibility and broader characterization required by the referees. This is essential to strengthen the scientific rigor and finalize the manuscript for submission.


This proposal addresses new scientific questions while providing the necessary data from additional samples to finalize the publication. It thus strengthens both the research progress and the quality of the scientific output.
DOI: 10.17632/n3hd2z5zpf
title: Table S1-S5-Chuanlinggou oxygenation

description: The raw date of sustained shallow‑marine oxygenation in a mid‑Proterozoic ferruginous basin and its implications for early eukaryote evolution
DOI: 10.17632/n3hd2z5zpf.1
title: Table S1-S5-Chuanlinggou oxygenation

description: The raw date of sustained shallow‑marine oxygenation in a mid‑Proterozoic ferruginous basin and its implications for early eukaryote evolution
DOI: 10.15468/dl.nfh79p
title: Occurrence Download

description: A dataset containing 2265 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 56.135291543055025
 AND decimallatitude &lt;= 61.2993700571118
 AND decimallongitude &gt;= 93.5416324485818
 AND decimallongitude &lt;= 110.74594076660424
 AND GBIF_Within('POLYGON ((110.745941 56.135292, 110.745941 61.299370, 93.541632 61.299370, 93.541632 56.135292, 110.745941 56.135292))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 2265 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005072-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2pht3t3jxf
title: A pioneer study on irrigation feasibility from the fourth section of Monegros Canal, Spain

description: In 1915, the Government of Spain approved the “Plan de Riegos del Altoaragón”. By now more than 1350 km2 are irrigated, according to the water users' organization “Comunidad General de Riegos del Alto Aragón”.
The Monegros Canal is key for water conduction from the Pyrenees. Its Fourth Section, “Cuarto Tramo” in Spanish, started its service in 1986. Eleven years earlier, the Spanish Ministry of Agriculture hired the consulting firm ILACO (International Land Development Consultants Ltd.) to conduct a study on the land suitability for irrigation with water from this section, producing a Report in Spanish dated September 1975.
The materials here presented are: (i) The folder "Newspaper clippings.01" contains press clippings from 1985 to 1988 showing the social demand for irrigation; (ii) The folder "Planos" store the plans of the Report; (iii) Two pdf files, one for the Memory and other for the Annexes of the Report; and (iv) Excel files produced by manual transcriptions of some relevant sets of analytical data of waters and soils shown in the Annexes. The names of these Excel files begin with the page numbers of the Report from which they originate.
DOI: 10.17632/2pht3t3jxf.1
title: A pioneer study on irrigation feasibility from the fourth section of Monegros Canal, Spain

description: In 1915, the Government of Spain approved the “Plan de Riegos del Altoaragón”. By now more than 1350 km2 are irrigated, according to the water users' organization “Comunidad General de Riegos del Alto Aragón”.
The Monegros Canal is key for water conduction from the Pyrenees. Its Fourth Section, “Cuarto Tramo” in Spanish, started its service in 1986. Eleven years earlier, the Spanish Ministry of Agriculture hired the consulting firm ILACO (International Land Development Consultants Ltd.) to conduct a study on the land suitability for irrigation with water from this section, producing a Report in Spanish dated September 1975.
The materials here presented are: (i) The folder "Newspaper clippings.01" contains press clippings from 1985 to 1988 showing the social demand for irrigation; (ii) The folder "Planos" store the plans of the Report; (iii) Two pdf files, one for the Memory and other for the Annexes of the Report; and (iv) Excel files produced by manual transcriptions of some relevant sets of analytical data of waters and soils shown in the Annexes. The names of these Excel files begin with the page numbers of the Report from which they originate.
DOI: 10.17632/hmjvkf5nft
title: Structural variation and regulatory network reprogramming define developmental trajectories from bud to fruit in peach
DOI: 10.17632/hmjvkf5nft.1
title: Structural variation and regulatory network reprogramming define developmental trajectories from bud to fruit in peach
DOI: 10.17632/rwhcyz3ndn
title: Kiswahili Hate speech dataset

description: Kiswahili Hate Speech Dataset (KHS-2026)
Overview
KHS-2026 is a monolingual Kiswahili dataset created for hate speech detection in low-resource African languages. It contains 6,451 annotated social media posts/comments collected from public sources in East Africa, primarily Kenya.
Size & Classes

Total: 6,451 items
Neutral: ~65% (≈4,285)
Offensive: ~25% (≈1,565)
Hate Speech: ~10% (≈601)

The severe imbalance reflects real-world social media, where most content is neutral or mildly critical, while explicit hate is rare but harmful.
Sources
Public posts/comments from:

Twitter (now X)
Facebook
YouTube

Focus: Sensitive topics including politics, protests, gender, ethnicity, and religion (mostly Kenyan discourse).
Collection & Preprocessing

Raw collection: ~6,539 items (Twitter API, Facebook CrowdTangle, YouTube API + manual)
Preprocessing: Conservative cleaning
Removed duplicates
Normalized whitespace & UTF-8
Filtered broken URLs, excess punctuation, irrelevant metadata
Kept emojis, hashtags, mentions for context
Minimal spelling fixes; no stemming/lemmatization

Final size after cleaning: 6,451 items

Annotation

Annotators: 3 native/fluent Kiswahili speakers (linguistics/comms background)
Training: 2-day session + pilot on 500 samples
Scheme: 3 primary labels – Neutral / Offensive / Hate Speech
Inter-annotator agreement: Free-marginal Randolph’s Kappa = 0.72 (fair/good)
Disagreements: Resolved via discussion + majority vote

Validation
Baseline models (TF-IDF + 75/25 split):

Overall accuracy: ~69%
Logistic Regression: Neutral F1 ≈ 0.81; Offensive/Hate F1 ≈ 0.41 each
SVM: Strong precision but very low recall on minorities (F1 0.13–0.22)

Poor minority-class performance due to imbalance + subtle expressions (sarcasm, metaphors, cultural nuance).
Purpose & Release
Provides a culturally grounded resource for Kiswahili NLP, complements AfriHate, and supports content moderation in East/Central Africa.
Planned release: Public under CC BY-NC 4.0 with datasheet (following Gebru et al., 2018) detailing sources, biases, limitations (dialect variation, code-mixing risks, subtle hostility).
Key insight
The dataset shows reliable neutral annotation but highlights major challenges in detecting nuanced hate/offensive content in African languages – a call for better imbalance handling and culturally informed models.
DOI: 10.17632/rwhcyz3ndn.1
title: Kiswahili Hate speech dataset

description: Kiswahili Hate Speech Dataset (KHS-2026)
Overview
KHS-2026 is a monolingual Kiswahili dataset created for hate speech detection in low-resource African languages. It contains 6,451 annotated social media posts/comments collected from public sources in East Africa, primarily Kenya.
Size & Classes

Total: 6,451 items
Neutral: ~65% (≈4,285)
Offensive: ~25% (≈1,565)
Hate Speech: ~10% (≈601)

The severe imbalance reflects real-world social media, where most content is neutral or mildly critical, while explicit hate is rare but harmful.
Sources
Public posts/comments from:

Twitter (now X)
Facebook
YouTube

Focus: Sensitive topics including politics, protests, gender, ethnicity, and religion (mostly Kenyan discourse).
Collection & Preprocessing

Raw collection: ~6,539 items (Twitter API, Facebook CrowdTangle, YouTube API + manual)
Preprocessing: Conservative cleaning
Removed duplicates
Normalized whitespace & UTF-8
Filtered broken URLs, excess punctuation, irrelevant metadata
Kept emojis, hashtags, mentions for context
Minimal spelling fixes; no stemming/lemmatization

Final size after cleaning: 6,451 items

Annotation

Annotators: 3 native/fluent Kiswahili speakers (linguistics/comms background)
Training: 2-day session + pilot on 500 samples
Scheme: 3 primary labels – Neutral / Offensive / Hate Speech
Inter-annotator agreement: Free-marginal Randolph’s Kappa = 0.72 (fair/good)
Disagreements: Resolved via discussion + majority vote

Validation
Baseline models (TF-IDF + 75/25 split):

Overall accuracy: ~69%
Logistic Regression: Neutral F1 ≈ 0.81; Offensive/Hate F1 ≈ 0.41 each
SVM: Strong precision but very low recall on minorities (F1 0.13–0.22)

Poor minority-class performance due to imbalance + subtle expressions (sarcasm, metaphors, cultural nuance).
Purpose & Release
Provides a culturally grounded resource for Kiswahili NLP, complements AfriHate, and supports content moderation in East/Central Africa.
Planned release: Public under CC BY-NC 4.0 with datasheet (following Gebru et al., 2018) detailing sources, biases, limitations (dialect variation, code-mixing risks, subtle hostility).
Key insight
The dataset shows reliable neutral annotation but highlights major challenges in detecting nuanced hate/offensive content in African languages – a call for better imbalance handling and culturally informed models.
DOI: 10.17632/x89ygr3nrv
title: Diadema Thermal

description: Thermal Risks and Opportunities for a Tropical Invasive Sea Urchin in a Fast-Warming Sea 
Folder_1: data of the thermal performance experiments and model
Folder_2: data of the gonad histology details
Folder_3: data of the young urchin growth experiment
Folder_4: Data from the Copernicus extracted and analyzed by Yotam Fadida (a co-author)
DOI: 10.5281/zenodo.18591034
title: Battery Imaging Library: TEM of NMC622

description: This entry contains the TEM data for an NMC622 material.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18591035
title: Battery Imaging Library: TEM of NMC622

description: This entry contains the TEM data for an NMC622 material.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.17632/x89ygr3nrv.1
title: Diadema Thermal

description: Thermal Risks and Opportunities for a Tropical Invasive Sea Urchin in a Fast-Warming Sea 
Folder_1: data of the thermal performance experiments and model
Folder_2: data of the gonad histology details
Folder_3: data of the young urchin growth experiment
Folder_4: Data from the Copernicus extracted and analyzed by Yotam Fadida (a co-author)
DOI: 10.17632/fpgdsvm2gs
title: Dataset of Factors Influencing Career Planning of Chinese University Students

description: This survey, conducted in China, investigated career planning and related influencing factors among university students. The survey was carried out from November to December 2025, with questionnaires sent online. A total of 1400 valid questionnaires were returned. The survey used a questionnaire format incorporating demographic information, employing a five-point Likert scale with ratings ranging from 1 ("strongly disagree") to 5 ("strongly agree"), and incorporating the Theory of Planned Behavior (TPB). The dataset includes respondents' career planning intentions (civil service exam, postgraduate entrance exam, employment), perceived behavioral control (certificates, internship experience, various self-efficacy assessments), attitudes (expectations of income, pursuit of social status, confidence in achieving goals, etc.), subjective norms (family support, teacher advice, influence of friends, etc.), and demographic characteristics (gender, year of study, major, whether a student leader, etc.). Researchers can use this data to explore the driving factors of university students' career planning.
DOI: 10.17632/fpgdsvm2gs.1
title: Dataset of Factors Influencing Career Planning of Chinese University Students

description: This survey, conducted in China, investigated career planning and related influencing factors among university students. The survey was carried out from November to December 2025, with questionnaires sent online. A total of 1400 valid questionnaires were returned. The survey used a questionnaire format incorporating demographic information, employing a five-point Likert scale with ratings ranging from 1 ("strongly disagree") to 5 ("strongly agree"), and incorporating the Theory of Planned Behavior (TPB). The dataset includes respondents' career planning intentions (civil service exam, postgraduate entrance exam, employment), perceived behavioral control (certificates, internship experience, various self-efficacy assessments), attitudes (expectations of income, pursuit of social status, confidence in achieving goals, etc.), subjective norms (family support, teacher advice, influence of friends, etc.), and demographic characteristics (gender, year of study, major, whether a student leader, etc.). Researchers can use this data to explore the driving factors of university students' career planning.
DOI: 10.17632/n99ytk6bgg
title: likunliu

description: A causal gut microbiome-prostate cancer link revealed by multi-omics: mechanisms, biomarkers, and therapeutic metabolite discovery
DOI: 10.21227/3dsh-f918
title: "Closed-chain leg sliding sensation dataset for different terrains v2"

description: "This dataset provides tactile sensing data for ground surface recognition across 11 terrain types with different hardness, roughness, and deformability, including cement, rock, ice, gravel, sands, grassland, snow, soil, and wet soil. Raw signals are recorded in .asc format by a tri-axial accelerometer mounted on a closed-chain leg sliding platform. Through standardized processing such as noise removal, drift correction, peak detection, and cycle segmentation, the continuous signals are converted into high-quality cycle-level samples stored in .csv format with three-axis time-series data. The dataset supports research in terrain classification, robotic perception, and all-terrain locomotion."
DOI: 10.17632/n99ytk6bgg.1
title: likunliu

description: A causal gut microbiome-prostate cancer link revealed by multi-omics: mechanisms, biomarkers, and therapeutic metabolite discovery
DOI: 10.15468/dl.crjykq
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon socolofi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005087-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wx7226nzg3.1
title: High energy-density, fast-chargeable lithium-ion batteries by mechanically interlocked polymers

description: This repository contains data used to generate the plots in the manuscript and the supplementary materials of
"High energy-density, fast-chargeable lithium-ion batteries by mechanically interlocked polymers", submitted to Joule.

The files are named according to the figure numbers and panel labels used in the manuscript. The formats of the files are txt., csv, and opju. Opju files can be opened through the free Origin viewer software. (https://www.originlab.com/viewer/) Each file has a header indicating the quantity contained in each column. Additional details on how these data were processed and obtained can be found in the METHODs and supplemental information.