cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15911199
title: Neurofeedback vs. Biofeedback Training Effects on Neuroplasticity and Cognitive Performance in Elite MMA Athletes: A Randomized Controlled Trial
title: EEG-EMG Coupling and Functional Neuroplasticity in Elite Combat Athletes: Effects of Neurofeedback Training on Cortico-Muscular Coherence and Performance

description: EEG–EMG Coupling and Functional Neuroplasticity in Elite Combat Athletes


This dataset contains neurophysiological and biomechanical data collected during a neurofeedback-guided intervention in elite mixed martial arts (MMA) athletes. The study aimed to investigate cortico-muscular coherence, EMG time–frequency patterns, and EEG–EMG coupling adaptations following neurofeedback training.

Included files:- Participant demographics and training history- Pre/post EEG and EMG recordings- Time–frequency analysis of EMG (STFT)- EEG–EMG coherence metrics (C3, Cz vs Biceps, Triceps)- Muscle onset latency and activation time- Outlier logs and artifact exclusion reports- Full data dictionary and analysis pipeline (Python-based)

All participants are anonymized. Data are encoded in UTF-8 and structured according to FAIR principles. This dataset is intended for replication, meta-analysis, or secondary use in sports neuroscience, neurophysiology, and machine learning contexts.

How to cite:  Maszczyk A., et al. (2025). EEG–EMG Coupling and Functional Neuroplasticity in Elite Combat Athletes. Zenodo. https://doi.org/xxxx

 
description: 2. Neurofeedback vs. Biofeedback Training Effects on Neuroplasticity and Cognitive Performance in Elite MMA Athletes

This repository contains behavioral, electrophysiological, and cognitive data collected in a randomized controlled trial comparing neurofeedback and biofeedback training in elite MMA athletes.

The study assessed changes in:- EEG spectral markers (alpha/theta, FAI)- Reaction times (SRT, CRT) and variability- Executive function via Go/No-Go and P300 ERP components- Training responsiveness and cognitive retention

Data are organized across multiple sessions (pre, mid, post, 24h–1w follow-up) and include:- Raw and summary EEG/behavioral metrics- Signal quality logs and outlier tracking- Demographic/training metadata- Variable dictionary and reproducible analysis notes

Anonymized and FAIR-compliant, this dataset enables replication of analyses in cognitive neuroscience, brain-based training, or elite sport performance contexts.

How to cite:  Maszczyk A., et al. (2025). Neurofeedback vs. Biofeedback Training Effects on Neuroplasticity and Cognitive Performance in Elite MMA Athletes: A Randomized Controlled Trial. Zenodo. https://doi.org/xxxx
DOI: 10.15468/dl.6697xf
title: Occurrence Download

description: A dataset containing 2261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Austrocactus ferrarii, Austrocactus philippii, Austrocactus spiniflorus, Eulychnia, Austrocactus pauxillus, Austrocactus praecox)"
 ]
}

 The dataset includes 2261 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016664-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dkryj
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ricinus communis",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016666-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swn9p7
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016665-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5d2rj
title: Occurrence Download

description: A dataset containing 10013 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula medium"
 ]
}

 The dataset includes 10013 records from 320 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016667-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw8dye
title: Occurrence Download

description: A dataset containing 1994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Sorex alpinus"
 ]
}

 The dataset includes 1994 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016669-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpzjy3
title: Occurrence Download

description: A dataset containing 4714773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasCoordinate is true",
 "Modified is 2025-06-15,2025-07-15",
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0"
 ]
 },
 {
 "not" : {
 "Issue" : [
 "is Zero coordinate"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate out of range"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Geodetic datum invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Country mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Country invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Continent coordinate mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Continent invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate reprojection suspicious"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate reprojection failed"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate uncertainty meters invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Taxon match none"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Taxon match aggregate"
 ]
 }
 }
 ]
}

 The dataset includes 4714773 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016647-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5d8fp
title: Occurrence Download

description: A dataset containing 37347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is CR",
 "OccurrenceStatus is Present",
 "Year 1970-2025"
 ]
}

 The dataset includes 37347 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016668-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zctg7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Spea multiplicata stagnalis)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016670-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15911336
title: The Women's Executions Database

description: Presented here is a dataset containing all known executions of women carried out under civil authority. Many studies that mention gender use a dataset that estimates that about 365 women were executed in the U.S. between 1608 and 2002. The number of women executed in the U.S. since the 1600s is, in fact, higher than 700. The goal is to produce a dataset that encompasses experiences most relevant to women (e.g., histories of trauma, parenthood) in addition to providing variables that will allow for evidence-based quantitative research.

Until I have completed my application with zenodo, please refer to the larger project in which the data are housed: The women's executions project.
description: The Website that the data are housed on is to assist researchers and dedicated professionals who are working on behalf of women and revealing gendered and racial injustices. The United States judicial system is predicated upon credible, reliable, evidence. At the very least, judges, lawyers, and advocacy groups should be aware of significant flaws in the quantitative data used by the media and in the courtroom. There is no one reliable data source of women's executions that spans all of American history and encompasses women's experiences with the criminal justice system.

The website hopes to account for black women's invisibility in death penalty data. to promote existing and emerging scholarship that have sought to quantify experiences that are especially relevant to women (e.g., backgrounds of sexual and domestic violence, parental status, mental and health difficulties related to abuse, the relationships [i.e., accomplices] that contributed to the crime). Moreover, the aim is to provide a comprehensive hub for the sharing of scholarship and research. 

My work examines those processes in academia that serve to reinforce patriarchal and racial hierarchies in knowledge production by incorporating the critical insights of Queer, Black Feminist, and Biopolitical (necropolitical) approaches. The earlier decisions made by those responsible for inputting the data are of historical interest, but it is time to not only question their continued usage despite known issues and prevalence in academic scholarship, but to address, once again, how we are asking how far women have really come? Like the cigarette industry, capital punishment is dominated by men and is part of a gendered narrative that kills, but not indiscriminately, and somehow manages to fetishize women--even in the most grim of circumstances.
DOI: 10.15468/dl.mwrdhk
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abutilon longicuspe",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 98 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016671-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxb9d3
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis aptera"
 ]
}

 The dataset includes 70 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016673-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykm4rv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Asarum sieboldii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016643-250711103210423/datasets/export for details.
DOI: 10.5281/zenodo.15910458
title: Zou et al., Untargeted metabolomic analysis of potato seed tubers during storage - Supplementary Table

description: Supplementary table of (GC-MS and LC-MS) metabolomics data obtained from potato tubers of four cultivars stored at different temperatures for two seasons. Table sheets contain (1) peak intensities of metabolites in different datasets (GC & LC x cultivars x seasons), and (2) equivalent metabolites in redundancy filtering across different datasets (cultivars x seasons).
DOI: 10.15468/dl.wuupf8
title: Occurrence Download

description: A dataset containing 17609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclospermum leptophyllum"
 ]
}

 The dataset includes 17609 records from 569 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016672-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7wt2d
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thelypodium rollinsii"
 ]
}

 The dataset includes 58 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016674-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85jjkc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Bupleurum chinense",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016645-250711103210423/datasets/export for details.
DOI: 10.24377/ljmu.d.00000240
title: Assessing community flood resilience factors from the community perspective

description: Data set highlighting the results and analysis relating to the research 'Understanding community flood resilience factors form the community perspective'.
description: Surveys were firstly distributed online targeting community flood groups. This was then expanded to include other community members using opportunity sampling, using online platforms as well as site visits in Kendal, Cumbria and Chester, Cheshire.
DOI: 10.15468/dl.sydhxw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016676-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jycht9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Asarum sieboldii var. seoulense",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016641-250711103210423/datasets/export for details.
DOI: 10.15468/dl.thfuq9
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 278 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016677-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.na47xc
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parrya arctica"
 ]
}

 The dataset includes 634 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016675-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10953420
title: Dataset related to the article: Economic Resilience and the Dynamics of Capital Stock
DOI: 10.5281/zenodo.10953421
title: Dataset related to the article: Economic Resilience and the Dynamics of Capital Stock
DOI: 10.5281/zenodo.15721901
title: Truly Functional Solutions to the Longest Uptrend Problem (Functional Pearl)

description: ICFP 2025 Paper Artifact: Truly Functional Solutions to the Longest Uptrend Problem (Functional Pearl)

The artifact contains the source code as well as facilities to run the benchmarks presented in the paper.
DOI: 10.5281/zenodo.15641840
title: Truly Functional Solutions to the Longest Uptrend Problem (Functional Pearl)

description: ICFP 2025 Paper Artifact: Truly Functional Solutions to the Longest Uptrend Problem (Functional Pearl)

The artifact contains the source code as well as facilities to run the benchmarks presented in the paper.
DOI: 10.5281/zenodo.15911750
title: Datasheet Relé
DOI: 10.5281/zenodo.15911751
title: Datasheet Relé
DOI: 10.15468/dl.qcpr4y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ricinus communis",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016678-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sq7p3r
title: Occurrence Download

description: A dataset containing 624377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ixoreus naevius)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 624377 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016637-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15349075
title: S-VideoXum: A Dataset for Script-driven Video Summarization

description: This is S-VideoXum, a dataset for Script-driven Video Summarization, derived from the existing VideoXum large-scale dataset (the latter is used for cross-modal video summarization).

The original VideoXum dataset includes 14,000 open-domain videos up to 12.5 min. long with diverse visual content, from the ActivityNet Captions dataset. Each video is associated with multiple ground-truth video summaries - in the form of frame-level binary scores which denote the inclusion (label "1") or not (label "0") of a frame in the video summary - that were obtained by 10 different human annotators. The existence of multiple ground-truth summaries per video (10 in total) makes the VideoXum dataset well-suited for extending it to the script-driven video summarization task, as it allows to train a summarization method to generate different summaries for a given video driven by a different script about the content of each individual summary. 

To make VideoXum suitable for training and evaluation of script-driven video summarization methods, we extended it by producing natural language descriptions of the different ground-truth summaries that are available per video. These serve as the scripts that can drive the summarization process. For this, we employed the publicly-available state-of-the-art Large Multimodal Model LLaVA-NeXT-7B. Since some of the videos from the VideoXum dataset were not publicly-available during this work, the extended S-VideoXum dataset for script-driven video summarization differs from the original one in terms of number of videos, including data for 11,908 videos. These we split in 6,782 samples for training, 1,707 for validation and 3,419 for testing.

The generated natural language descriptions for the ground-truth summaries, i.e., the "scripts" (as well as similarly-derived natural language descriptions for the full-length videos) of the S-VideoXum dataset, along with the extracted (CLIP-based) embeddings from visual and textual data and the used data splits in our experiments, are publicly-available in the present repository. More information on the structure of the provided data can be found in the dataset_readme.md file and in https://github.com/IDT-ITI/SD-VSum.
DOI: 10.15468/dl.evm3f7
title: Occurrence Download

description: A dataset containing 2723 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula parryi"
 ]
}

 The dataset includes 2723 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016681-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15349074
title: S-VideoXum: A Dataset for Script-driven Video Summarization

description: This is S-VideoXum, a dataset for Script-driven Video Summarization, derived from the existing VideoXum large-scale dataset (the latter is used for cross-modal video summarization).

The original VideoXum dataset includes 14,000 open-domain videos up to 12.5 min. long with diverse visual content, from the ActivityNet Captions dataset. Each video is associated with multiple ground-truth video summaries - in the form of frame-level binary scores which denote the inclusion (label "1") or not (label "0") of a frame in the video summary - that were obtained by 10 different human annotators. The existence of multiple ground-truth summaries per video (10 in total) makes the VideoXum dataset well-suited for extending it to the script-driven video summarization task, as it allows to train a summarization method to generate different summaries for a given video driven by a different script about the content of each individual summary. 

To make VideoXum suitable for training and evaluation of script-driven video summarization methods, we extended it by producing natural language descriptions of the different ground-truth summaries that are available per video. These serve as the scripts that can drive the summarization process. For this, we employed the publicly-available state-of-the-art Large Multimodal Model LLaVA-NeXT-7B. Since some of the videos from the VideoXum dataset were not publicly-available during this work, the extended S-VideoXum dataset for script-driven video summarization differs from the original one in terms of number of videos, including data for 11,908 videos. These we split in 6,782 samples for training, 1,707 for validation and 3,419 for testing.

The generated natural language descriptions for the ground-truth summaries, i.e., the "scripts" (as well as similarly-derived natural language descriptions for the full-length videos) of the S-VideoXum dataset, along with the extracted (CLIP-based) embeddings from visual and textual data and the used data splits in our experiments, are publicly-available in the present repository. More information on the structure of the provided data can be found in the dataset_readme.md file and in https://github.com/IDT-ITI/SD-VSum.