cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30645803.v4
title: Cognitive Load, Fatigue & Decision Offloading 2025 (Dataset, n = 503)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2025 data series. It examines how digital and AI-powered tools influence cognitive load, mental fatigue, decision offloading, and the after-effects of AI interaction, including momentary cognitive strain, shifts in decision confidence, and changes in mental clarity or restlessness following AI use.The dataset includes:<br>• validated 1–7 Likert-scale items<br>• measures of cognitive load, mental fatigue, AI-reliance tendencies, confidence changes, and decision detachment<br>• behavioural indicators of decision offloading, mental replay, overstimulation, and difficulty mentally switching off after AI use<br>• multi-select variables stored as canonical semicolon-delimited snake_case tokens (not used in this dataset, but retained for data series consistency)<br>• open-text reflections with minimal safe cleaning (trim and newline removal only)<br>• demographic variables across five English-speaking countries<br>• digital life exposure (daily hours online) and AI-tool usage frequencyData were collected on 18 November 2025 via Prolific from adults in the UK, US, Australia, New Zealand, and Ireland.<br>All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:• canonical snake_case variable naming<br>• validated numeric ranges<br>• standardised categorical formats<br>• minimal safe text cleaning<br>• full alignment with the accompanying data dictionary<br>• removal of Prolific IDs and timestamps<br>• SHA-256 checksums for all filesThis dataset contributes to understanding how AI use shapes cognitive burden, decision-making confidence, and mental after-effects. It supports longitudinal tracking of how AI reliance, cognitive fatigue, and human judgment evolve over time and informs the changing cognitive relationship between humans and AI in everyday life.
DOI: 10.15468/dl.ewy9dk
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amblyosyllis finmarchica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 189 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039432-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17861756
title: Markerless Gait Deviation Analysis for Robot-Assisted Rehabilitation – Dataset and Python Pipeline

description: This repository contains the complete reproducible dataset and Python analysis pipeline used in the study:

“Individualized Gait Deviation Analysis Using Smartphone-Based Markerless Motion Capture to Support Robot-Assisted Gait Rehabilitation.”

The project includes patient-specific gait kinematic data extracted using OpenCap and processed through OpenSim 4.5 to generate joint angle trajectories. The accompanying Python pipeline provides:





Gait-cycle normalization




Z-score deviation mapping using a normative dataset




Phase-wise deviation extraction




Radar-chart visualization of gait abnormalities




Automated reproducibility pipeline (master script)




Processed pickle files for rapid re-analysis



The dataset and code enable full reproducibility of the individualized deviation profiling for four pediatric patients (P001–P004) undergoing robot-assisted gait rehabilitation.

Folder structure:







/P001–P004            # Patient-specific processed kinematic data/processed_pickle     # Z-score matrices, phase-wise tables (tables.pkl)/results              # Saved radar charts and plots20251209_gait_robot.ipynb





This Zenodo entry is intended to support transparency, reproducibility, and reuse in gait analysis and rehabilitation research.
DOI: 10.5281/zenodo.17861757
title: Markerless Gait Deviation Analysis for Robot-Assisted Rehabilitation – Dataset and Python Pipeline

description: This repository contains the complete reproducible dataset and Python analysis pipeline used in the study:

“Individualized Gait Deviation Analysis Using Smartphone-Based Markerless Motion Capture to Support Robot-Assisted Gait Rehabilitation.”

The project includes patient-specific gait kinematic data extracted using OpenCap and processed through OpenSim 4.5 to generate joint angle trajectories. The accompanying Python pipeline provides:





Gait-cycle normalization




Z-score deviation mapping using a normative dataset




Phase-wise deviation extraction




Radar-chart visualization of gait abnormalities




Automated reproducibility pipeline (master script)




Processed pickle files for rapid re-analysis



The dataset and code enable full reproducibility of the individualized deviation profiling for four pediatric patients (P001–P004) undergoing robot-assisted gait rehabilitation.

Folder structure:







/P001–P004            # Patient-specific processed kinematic data/processed_pickle     # Z-score matrices, phase-wise tables (tables.pkl)/results              # Saved radar charts and plots20251209_gait_robot.ipynb





This Zenodo entry is intended to support transparency, reproducibility, and reuse in gait analysis and rehabilitation research.
DOI: 10.5281/zenodo.17861766
title: DAO Analyzer dataset

description: DAO-Analyzer's dataset.


Explore data from Decentralized Autonomous Organizations deployed on the DAOstack, DAOhaus and Aragon platforms.
description: DAO-Analyzer is created under the umbrella of multiple research projects:



Chain Community, funded by the Spanish Ministry of Science and Innovation (RTI2018‐096820‐A‐I00) and led by Javier Arroyo and Samer Hassan

P2P Models, funded by the European Research Council (ERC-2017-STG 625 grant no.: 75920), led by Samer Hassan.

DAOapplications, funded by the Spanish Ministry of Science and Innovation (PID2021-127956OB-I00) and led by Javier Arroyo, Samer Hassan and maria Cruz Valiente
DOI: 10.5281/zenodo.17855409
title: China's Wind Erosion Prevention Service Dataset (1983-2018)

description: Description:

This dataset provides annual estimates of wind erosion prevention (also known as sand fixation) service across China from 1983 to 2018. Wind erosion prevention is a critical ecosystem service for stabilizing soil, reducing dust emissions, and mitigating desertification.

The data were produced using the Revised Wind Erosion Equation (RWEQ) model, integrating long-term meteorological data (wind speed, precipitation, temperature, humidity), soil property data, remote sensing-derived NDVI, and land use/cover maps. The final output quantifies the potential amount of soil retained per pixel per year due to vegetation and surface cover (unit: t/ha/yr).

The dataset is intended for researchers and policymakers working on land degradation assessment, ecosystem service mapping, dryland sustainability, and the evaluation of ecological engineering projects (e.g., the Three-North Shelterbelt Program).

Data Specifications:





Spatial Coverage: China (including Hong Kong, Macau, and Taiwan)




Spatial Resolution: 1 km × 1 km




Temporal Coverage: 1983–2018 (annual)




Temporal Resolution: Yearly




Number of Files: 36 GeoTIFF files (one for each year)




Coordinate System: WGS 84 / Geographic Coordinates




Data Format: GeoTIFF (.tif)




File Naming Convention: YYYYF.tif (where YYYY is the year)
DOI: 10.5281/zenodo.17855408
title: China's Wind Erosion Prevention Service Dataset (1983-2018)

description: Description:

This dataset provides annual estimates of wind erosion prevention (also known as sand fixation) service across China from 1983 to 2018. Wind erosion prevention is a critical ecosystem service for stabilizing soil, reducing dust emissions, and mitigating desertification.

The data were produced using the Revised Wind Erosion Equation (RWEQ) model, integrating long-term meteorological data (wind speed, precipitation, temperature, humidity), soil property data, remote sensing-derived NDVI, and land use/cover maps. The final output quantifies the potential amount of soil retained per pixel per year due to vegetation and surface cover (unit: t/ha/yr).

The dataset is intended for researchers and policymakers working on land degradation assessment, ecosystem service mapping, dryland sustainability, and the evaluation of ecological engineering projects (e.g., the Three-North Shelterbelt Program).

Data Specifications:





Spatial Coverage: China (including Hong Kong, Macau, and Taiwan)




Spatial Resolution: 1 km × 1 km




Temporal Coverage: 1983–2018 (annual)




Temporal Resolution: Yearly




Number of Files: 36 GeoTIFF files (one for each year)




Coordinate System: WGS 84 / Geographic Coordinates




Data Format: GeoTIFF (.tif)




File Naming Convention: YYYYF.tif (where YYYY is the year)
DOI: 10.15468/dl.pz5u8y
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Pitcairnia albiflos"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cza7ck
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amblyosyllis granosa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcfryn
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Geometry POLYGON((138.61 36.83,138.7 36.83,138.7 36.88,138.61 36.88,138.61 36.83))",
 "TaxonKey is Asterales"
 ]
}

 The dataset includes 69 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17596590
title: Location of hollows within impact craters with a degradation index
DOI: 10.15468/dl.najeaj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notornis mantelli"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f4a9u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amblyosyllis madeirensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17861767
title: SJKSJKJ
DOI: 10.5281/zenodo.17861768
title: SJKSJKJ
DOI: 10.34740/kaggle/dsv/14067341
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5fe3wa
title: Occurrence Download

description: A dataset containing 173609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chlidonias leucopterus"
 ]
}

 The dataset includes 173609 records from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039406-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbdn55
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Geometry POLYGON((138.61 36.83,138.7 36.83,138.7 36.88,138.61 36.88,138.61 36.83))",
 "TaxonKey is Lamiales"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039440-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq46df
title: Occurrence Download

description: A dataset containing 26640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strix occidentalis caurina"
 ]
}

 The dataset includes 26640 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17787792
title: Multi-cropping seed maize mapping in cloudy environment by time series reconstruction and sample augmentation

description: In our research, we enhanced the resolution of ERA5 data by incorporating DEM data corrections. The relevant data has been uploaded.
DOI: 10.5281/zenodo.17861735
title: Multi-cropping seed maize mapping in cloudy environment by time series reconstruction and sample augmentation

description: In our research, we enhanced the resolution of ERA5 data by incorporating DEM data corrections. The relevant data has been uploaded.
DOI: 10.6084/m9.figshare.30827507
title: Supplementary dates for DNMT1 qRT-PCR and promoter sequences

description: DNMT1 qRT-PCR和启动子序列的补充日期
DOI: 10.6084/m9.figshare.30827507.v1
title: Supplementary dates for DNMT1 qRT-PCR and promoter sequences

description: DNMT1 qRT-PCR和启动子序列的补充日期
DOI: 10.15468/dl.96u6sh
title: Occurrence Download

description: A dataset containing 146528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chroicocephalus cirrocephalus"
 ]
}

 The dataset includes 146528 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wvr6h
title: Occurrence Download

description: A dataset containing 64098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chroicocephalus brunnicephalus"
 ]
}

 The dataset includes 64098 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039412-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shdn3h
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Goodyera procera"
 ]
}

 The dataset includes 792 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039441-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psf35y
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Geometry POLYGON((138.61 36.83,138.7 36.83,138.7 36.88,138.61 36.88,138.61 36.83))",
 "TaxonKey is Ranunculales"
 ]
}

 The dataset includes 50 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039443-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxr2nm
title: Occurrence Download

description: A dataset containing 4967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Zosterops japonicus"
 ]
}

 The dataset includes 4967 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039442-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ym8k0p
title: PAN-00130403 - coin/coin-related, Claudius II Gothicus (268-270) ?, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00130403&lt;/p&gt;
description: Modified: 2025-10-21T10:46:50+02:00
DOI: 10.3535/027-q4v-s16
title: Alcedo atthis taprobana

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.15468/dl.zrx47t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Autolytus neapolitanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039444-251120083545085/datasets/export for details.
DOI: 10.15468/dl.f2ffxt
title: Occurrence Download

description: A dataset containing 107682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chloephaga picta"
 ]
}

 The dataset includes 107682 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039410-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu927x
title: Occurrence Download

description: A dataset containing 1821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Herpailurus yagouaroundi, Herpailurus yagouaroundi yagouaroundi, Herpailurus yagouaroundi cacomitli, Herpailurus yagouaroundi melantho, Herpailurus yagouarondi yagouarondi, Herpailurus yagouaroundi panamensis, Herpailurus yagouaroundi invalid, Herpailurus yagouaroundi fossata, Herpailurus yagouaroundi tolteca)"
 ]
}

 The dataset includes 1821 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039446-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t872d
title: Occurrence Download

description: A dataset containing 2114684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 29.085278",
 "DecimalLatitude is less than or equal to 34.085278",
 "DecimalLongitude is greater than or equal to -120.0",
 "DecimalLongitude is less than or equal to -115.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2114684 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039422-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zaqege
title: Occurrence Download

description: A dataset containing 509171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-74.05561 4.798143, -74.0656 4.798143, -74.06506 4.790044, -74.07506 4.790044, -74.09506 4.790044, -74.09398 4.773847, -74.10398 4.773847, -74.10344 4.765749, -74.11344 4.765749, -74.12344 4.765749, -74.1229 4.757651, -74.1329 4.757651, -74.13236 4.749552, -74.14236 4.749552, -74.14075 4.725257, -74.15075 4.725257, -74.15022 4.717159, -74.17021 4.717159, -74.17075 4.725257, -74.18075 4.725257, -74.18128 4.733356, -74.24128 4.733356, -74.24181 4.741454, -74.25181 4.741454, -74.25235 4.749552, -74.26235 4.749552, -74.26181 4.741454, -74.27181 4.741454, -74.28181 4.741454, -74.28074 4.725257, -74.27074 4.725257, -74.2702 4.717159, -74.2502 4.717159, -74.24967 4.709061, -74.23967 4.709061, -74.23914 4.700963, -74.22914 4.700963, -74.22861 4.692865, -74.18861 4.692865, -74.18808 4.684767, -74.17809 4.684767, -74.17756 4.676669, -74.16756 4.676669, -74.1665 4.660473, -74.1765 4.660473, -74.17597 4.652375, -74.18597 4.652375, -74.18544 4.644277, -74.19544 4.644277, -74.20544 4.644277, -74.20492 4.636179, -74.21491 4.636179, -74.21387 4.619983, -74.22386 4.619983, -74.2223 4.59569, -74.2323 4.59569, -74.23178 4.587593, -74.24177 4.587593, -74.25177 4.587593, -74.2497 4.555202, -74.21971 4.555202, -74.21919 4.547105, -74.2092 4.547105, -74.20868 4.539007, -74.19869 4.539007, -74.1992 4.547105, -74.16921 4.547105, -74.16869 4.539007, -74.1587 4.539007, -74.15818 4.53091, -74.14819 4.53091, -74.14716 4.514715, -74.15716 4.514715, -74.15665 4.506618, -74.13666 4.506618, -74.13615 4.498521, -74.12615 4.498521, -74.12514 4.482326, -74.10514 4.482326, -74.10464 4.474229, -74.09464 4.474229, -74.09565 4.490424, -74.08566 4.490424, -74.08616 4.498521, -74.07617 4.498521, -74.07668 4.506618, -74.08667 4.506618, -74.08769 4.522813, -74.0777 4.522813, -74.07923 4.547105, -74.06924 4.547105, -74.06975 4.555202, -74.05975 4.555202, -74.06078 4.571397, -74.07078 4.571397, -74.07182 4.587593, -74.06182 4.587593, -74.06338 4.611886, -74.05338 4.611886, -74.05495 4.636179, -74.04495 4.636179, -74.04652 4.660473, -74.03653 4.660473, -74.03758 4.676669, -74.02758 4.676669, -74.02811 4.684767, -74.01811 4.684767, -74.02077 4.725257, -74.01077 4.725257, -74.01345 4.765749, -74.02345 4.765749, -74.02399 4.773847, -74.03398 4.773847, -74.03561 4.798143, -74.02561 4.798143, -74.02724 4.822439, -74.05724 4.822439, -74.05561 4.798143))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 509171 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039423-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xakmtm
title: Occurrence Download

description: A dataset containing 904 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis wattsii"
 ]
}

 The dataset includes 904 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039448-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/9jqcgj
title: PAN-00170785 - symmetrical buckle with simple integral bar and two oval frames Group C

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00170785&lt;/p&gt;
description: Modified: 2025-10-28T09:10:59+01:00