cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gedgvy
title: Occurrence Download

description: A dataset containing 2792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdix perdix hispaniensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2792 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058010-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17159240
title: SimBarca: Simulated Barcelona Traffic

description: Paper: Multi-Source Urban Traffic Flow Forecasting With Drone and Loop Detector Data.

DOI: 10.1109/TITS.2025.3605014

Code: https://github.com/Weijiang-Xiong/OpenSkyTraffic
DOI: 10.5281/zenodo.17159241
title: SimBarca: Simulated Barcelona Traffic

description: Paper: Multi-Source Urban Traffic Flow Forecasting With Drone and Loop Detector Data.

DOI: 10.1109/TITS.2025.3605014

Code: https://github.com/Weijiang-Xiong/OpenSkyTraffic
DOI: 10.15468/dl.52canv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Kunkeliella psilotoclada)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058011-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17286172
title: Data supporting 'Impacts of Wind Biases and Ocean–Atmosphere Coupling on Upwelling in the Southwest Indian Ocean'

description: Supporting data for publication 'Impacts of Wind Biases and Ocean–Atmosphere Coupling on Upwelling in the Southwest Indian Ocean'. Further details in README.

This dataset is licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).See https://creativecommons.org/licenses/by-nc/4.0/ for details.
DOI: 10.5281/zenodo.17286171
title: Data supporting 'Impacts of Wind Biases and Ocean–Atmosphere Coupling on Upwelling in the Southwest Indian Ocean'

description: Supporting data for publication 'Impacts of Wind Biases and Ocean–Atmosphere Coupling on Upwelling in the Southwest Indian Ocean'. Further details in README.

This dataset is licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).See https://creativecommons.org/licenses/by-nc/4.0/ for details.
DOI: 10.15468/dl.kprabz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex hortensis",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058014-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13133831
title: Elemental composition of intertidal shellfish sandbanks sediment samples within Ría de Arousa, Spain

description: The GEOMA Research group from the University of Vigo implements a solution to improve the knowledge of the sediment dynamics, the stability of the ecosystem substratum, and its response to the predicted Climate Change outcome (INTERM). The INTERM solution is based on sedimentological monitoring of sandbanks at specific locations of clam exploitation in the Ría de Arousa (Pontevedra, Spain).

Here we show the results of X-ray Fluorescence analysis carried out on the bulk fraction of sediment samples collected in six locations with current (Camaxe, Xastelas, O Sarrido, Lavanqueira, and O Bohido) or stopped (Lombos de Ulla) shellfish activity. The analyses were conducted at the CACTI facilities (Uvigo) using an X-ray Fluorescence Spectrometer by Wave Scattering (Siemens SRS3000).

This study is part of the “Accelerating and upscaling transformational adaptation in Europe: demonstration of water-related innovation packages (TRANSFORMAR)” coordinated by the Universiteit Antwerpen and funded by the European Union’s Horizon program (H2020_101036683).

In this version:



 New measurements added

Order of Xastelas samples (May 2023) corrected

Minor errors corrected
DOI: 10.15468/dl.dsqud7
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex hortensis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058012-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76qu9h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex hortensis",
 "Country is Kyrgyzstan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058013-250920141307145/datasets/export for details.
DOI: 10.15468/dl.257jpz
title: Occurrence Download

description: A dataset containing 796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acartia tonsa, Amphibalanus amphitrite, Amphibalanus eburneus, Aurelia solida)",
 "Continent is Europe",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 796 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058015-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29615746
title: Smoking Cessation Interventions for Young Adults – A Scoping Review

description: In the UK, the highest proportion of current smokers is in the 25–34 age group. Whilst there are effective smoking cessation interventions, they are not always accessed by young adults. An up-to-date review of smoking cessation strategies for young people has been conducted to understand the current state of the literature with a view to the implications for people with severe mental ill health (SMI). A scoping review was conducted to explore individual-level interventions aimed at helping young adults to stop smoking. The protocol was registered on Open Science Framework (https://osf.io/8u24h/). We searched MEDLINE, CINAHL, PsycINFO, ASSIA and Web of Science databases. Randomized controlled trials published in English, conducted in any country in any setting with an aim of smoking cessation or reduction at an individual level, were included. We extracted data on study design, participant characteristics, intervention and control conditions, and key findings. A descriptive analytical approach was used, and the results are presented in tables. Thirty-one unique studies were identified for inclusion. Twenty were non-pharmacological, two were pharmacological, and nine contained both non-pharmacological and pharmacological elements. Fifteen of the studies included a digitally delivered component. There is a growing body of research on individual-level smoking cessation interventions for young people. An increasing number of interventions are being delivered digitally. Further research should focus on ensuring that RCTs of digitally delivered interventions include diverse populations of young adults to ensure that existing inequalities are not exacerbated.
DOI: 10.6084/m9.figshare.29615746.v1
title: Smoking Cessation Interventions for Young Adults – A Scoping Review

description: In the UK, the highest proportion of current smokers is in the 25–34 age group. Whilst there are effective smoking cessation interventions, they are not always accessed by young adults. An up-to-date review of smoking cessation strategies for young people has been conducted to understand the current state of the literature with a view to the implications for people with severe mental ill health (SMI). A scoping review was conducted to explore individual-level interventions aimed at helping young adults to stop smoking. The protocol was registered on Open Science Framework (https://osf.io/8u24h/). We searched MEDLINE, CINAHL, PsycINFO, ASSIA and Web of Science databases. Randomized controlled trials published in English, conducted in any country in any setting with an aim of smoking cessation or reduction at an individual level, were included. We extracted data on study design, participant characteristics, intervention and control conditions, and key findings. A descriptive analytical approach was used, and the results are presented in tables. Thirty-one unique studies were identified for inclusion. Twenty were non-pharmacological, two were pharmacological, and nine contained both non-pharmacological and pharmacological elements. Fifteen of the studies included a digitally delivered component. There is a growing body of research on individual-level smoking cessation interventions for young people. An increasing number of interventions are being delivered digitally. Further research should focus on ensuring that RCTs of digitally delivered interventions include diverse populations of young adults to ensure that existing inequalities are not exacerbated.
DOI: 10.15468/dl.vnd23d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Toroatherina toroa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058017-250920141307145/datasets/export for details.
DOI: 10.15468/dl.suxwuz
title: Occurrence Download

description: A dataset containing 3682670 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 3682670 records from 2295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057954-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr9r3g
title: Occurrence Download

description: A dataset containing 5516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Commelina benghalensis)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5516 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072317-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zzpkd
title: Occurrence Download

description: A dataset containing 12948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuculus micropterus)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 12948 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072318-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18013603
title: CryoFM EMDB Data Lists

description: Description

This dataset provides CSV lists containing structured metadata for cryo-electron microscopy (cryo-EM) map processing tasks used in the CryoFM research papers. The data lists are curated from entries in the Electron Microscopy Data Bank (EMDB) and organized into CSV files with detailed metadata for training, validation, and testing of deep learning models.

Dataset Contents

This repository contains CSV data lists for two main research projects:

 

1. CryoFM1 (ICLR 2025): CSV lists for cryo-EM map processing at two different resolutions



cryofm1_1-5apix_dataset: High-resolution dataset (~1.5 Å/pixel)

cryofm1_3apix_dataset: Standard-resolution dataset (~3.0 Å/pixel)


2. CryoFM2: CSV lists for foundation model pre-training and fine-tuning



cryofm2_pretrain_dataset: Pre-training dataset with half-map pairs

cryofm2_emhancer_dataset: Enhancement dataset with half-map pairs and model-based LocScale maps

cryofm2_emready_dataset: EMReady dataset with deposited and simulated maps


CSV List Structure

CryoFM1 CSV lists contain: EMDB ID, relative path to map file, voxel dimensions (nz, ny, nx), and pixel size (apix). Maps are rescaled to specified resolutions (1.5 or 3.0 Å/pixel).

CryoFM2 CSV lists contain: map paths, statistical features (mean, std, quantile_max_value), pixel size (apix), and EMDB/PDB IDs. All maps are resized to 1.5 Å/pixel.

Detailed schema descriptions are provided in `schema.md` files within each dataset directory.

Note

This dataset contains CSV metadata lists only; the actual map files are not included. Map files should be downloaded from EMDB using the provided EMDB IDs.
DOI: 10.5281/zenodo.18013604
title: CryoFM EMDB Data Lists

description: Description

This dataset provides CSV lists containing structured metadata for cryo-electron microscopy (cryo-EM) map processing tasks used in the CryoFM research papers. The data lists are curated from entries in the Electron Microscopy Data Bank (EMDB) and organized into CSV files with detailed metadata for training, validation, and testing of deep learning models.

Dataset Contents

This repository contains CSV data lists for two main research projects:

 

1. CryoFM1 (ICLR 2025): CSV lists for cryo-EM map processing at two different resolutions



cryofm1_1-5apix_dataset: High-resolution dataset (~1.5 Å/pixel)

cryofm1_3apix_dataset: Standard-resolution dataset (~3.0 Å/pixel)


2. CryoFM2: CSV lists for foundation model pre-training and fine-tuning



cryofm2_pretrain_dataset: Pre-training dataset with half-map pairs

cryofm2_emhancer_dataset: Enhancement dataset with half-map pairs and model-based LocScale maps

cryofm2_emready_dataset: EMReady dataset with deposited and simulated maps


CSV List Structure

CryoFM1 CSV lists contain: EMDB ID, relative path to map file, voxel dimensions (nz, ny, nx), and pixel size (apix). Maps are rescaled to specified resolutions (1.5 or 3.0 Å/pixel).

CryoFM2 CSV lists contain: map paths, statistical features (mean, std, quantile_max_value), pixel size (apix), and EMDB/PDB IDs. All maps are resized to 1.5 Å/pixel.

Detailed schema descriptions are provided in `schema.md` files within each dataset directory.

Note

This dataset contains CSV metadata lists only; the actual map files are not included. Map files should be downloaded from EMDB using the provided EMDB IDs.
DOI: 10.15468/dl.cbk7c3
title: Occurrence Download

description: A dataset containing 7122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Motacilla grandis)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (April, May, June)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 7122 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072320-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kedqm3
title: Occurrence Download

description: A dataset containing 25305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tradescantia fluminensis)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25305 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072319-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6us3zh
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erechtites valerianifolius",
 "Year 1950-2000"
 ]
}

 The dataset includes 39 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072321-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx9zg3
title: Occurrence Download

description: A dataset containing 1181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amomum"
 ]
}

 The dataset includes 1181 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072322-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck9pfn
title: Occurrence Download

description: A dataset containing 5400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tradescantia zebrina)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5400 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072324-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9es6v
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syringa pinetorum"
 ]
}

 The dataset includes 95 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072325-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18035041
title: ERP dataset for our recent academic publication

description: These data are shared solely for peer review at this stage and will be released as open-access upon publication of the article.
DOI: 10.5281/zenodo.18035039
title: ERP dataset for our recent academic publication

description: These data are shared solely for peer review at this stage and will be released as open-access upon publication of the article.
DOI: 10.15468/dl.zkkwpy
title: Occurrence Download

description: A dataset containing 3883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lilium formosanum)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3883 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072326-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17416151
title: Hydrologic Connectivity Amplifies Riverine N₂O Emission Hotspots and Hot Moments across the Continental United States
DOI: 10.5281/zenodo.18143316
title: Hydrologic Connectivity Amplifies Riverine N₂O Emission Hotspots and Hot Moments across the Continental United States
DOI: 10.15468/dl.q73u37
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erigeron acris",
 "Year 1900-2000"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072327-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14386899
title: AI-Generated Text Detection (Multi-Model)
DOI: 10.15468/dl.h7zzss
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex kobomugi)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 575 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072330-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30994645
title: A Flux and Meteorological Dataset for Net Ecosystem Productivity in a Subtropical Moso Bamboo Forest

description: This dataset provides long-term continuous observation data of a subtropical bamboo forest in China. The core content includes ecosystem flux data measured by the eddy covariance method and the corresponding meteorological data collected simultaneously. This dataset aims to provide high-quality raw data support for analyzing the characteristics and driving mechanisms of the net ecosystem productivity of the bamboo forest, and is particularly suitable for nonlinear analysis and attribution studies based on machine learning models such as XGBoost.
DOI: 10.6084/m9.figshare.30994645.v1
title: A Flux and Meteorological Dataset for Net Ecosystem Productivity in a Subtropical Moso Bamboo Forest

description: This dataset provides long-term continuous observation data of a subtropical bamboo forest in China. The core content includes ecosystem flux data measured by the eddy covariance method and the corresponding meteorological data collected simultaneously. This dataset aims to provide high-quality raw data support for analyzing the characteristics and driving mechanisms of the net ecosystem productivity of the bamboo forest, and is particularly suitable for nonlinear analysis and attribution studies based on machine learning models such as XGBoost.
DOI: 10.15468/dl.bh8mtw
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erigeron canadensis",
 "Year 1970-2000"
 ]
}

 The dataset includes 304 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072331-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.