cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2nys1g
title: CCDC 2471476: Experimental Crystal Structure Determination

description: Related Article: Gökhan Kaplan, Nurgül Seferoğlu, Ertan Şahin, Zeynel Seferoğlu|2025|J.Org.Chem.|||doi:10.1021/acs.joc.5c02380
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mzvyf
title: CCDC 2442736: Experimental Crystal Structure Determination

description: Related Article: Lian Yang, Guo-Cheng Liu, Na Xu, Zhong Zhang, Xiu-Li Wang, Yong-Ge Wei|2025|Chin.Chem.Lett.|||doi:10.1016/j.cclet.2025.112344
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nys2h
title: CCDC 2471477: Experimental Crystal Structure Determination

description: Related Article: Gökhan Kaplan, Nurgül Seferoğlu, Ertan Şahin, Zeynel Seferoğlu|2025|J.Org.Chem.|||doi:10.1021/acs.joc.5c02380
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34740/kaggle/dsv/14561162
title: Global Education Expenditure (% of GDP) 1960-2023
DOI: 10.5281/zenodo.18317005
title: Wedelia glauca (Ortega) O.Hoffm. ex Hicken. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18317006
title: Wedelia glauca (Ortega) O.Hoffm. ex Hicken. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.fyqyyd
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clavulinopsis appalachiensis"
 ]
}

 The dataset includes 115 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000184-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18317013
title: Trichocline incana Cass. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18317014
title: Trichocline incana Cass. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.dsbvs8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea sphaeroidea"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000186-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtcgqd
title: Occurrence Download

description: A dataset containing 1557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Chlorophyllum molybdites"
 ]
}

 The dataset includes 1557 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000187-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18317019
title: Trixis megapotamica Hook. & Arn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18317020
title: Trixis megapotamica Hook. & Arn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.dccvsy
title: Occurrence Download

description: A dataset containing 6823276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6823276 records from 1454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000136-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15533695
title: Experimental_Flat-sheet membrane test_WP2_LENN

description: This study aimed to evaluate the performance of the first set of flat-sheet UF membranes with 40wt% GO (UC4) using a custom-built filtration setup as described in GCP cards in Task 2.4. The tests were conducted in LENN lab from January to End of February 2025. The objective was to observe membrane behavior, specifically mechanical stability, permeability and contaminant rejection, under controlled laboratory conditions. However, full flat-sheet characterization, as outlined in the corresponding data cards, could not be completed. During the filtration tests, which were performed by pressurizing a stainless-steel flow cell containing the membrane, the membranes physically broke under operational conditions. In addition to mechanical failure, it was observed that the membranes' pore sizes were too large to effectively reject the target compounds, limiting their practical application. In response to these findings, a new batch of membranes is currently being developed with improved mechanical strength and optimized pore size. These improvements aim to ensure reliable operation and effective separation performance in future testing phases. Therefore, this research is most suitable within the scope of WP2.3.
DOI: 10.5281/zenodo.15533696
title: Experimental_Flat-sheet membrane test_WP2_LENN

description: This study aimed to evaluate the performance of the first set of flat-sheet UF membranes with 40wt% GO (UC4) using a custom-built filtration setup as described in GCP cards in Task 2.4. The tests were conducted in LENN lab from January to End of February 2025. The objective was to observe membrane behavior, specifically mechanical stability, permeability and contaminant rejection, under controlled laboratory conditions. However, full flat-sheet characterization, as outlined in the corresponding data cards, could not be completed. During the filtration tests, which were performed by pressurizing a stainless-steel flow cell containing the membrane, the membranes physically broke under operational conditions. In addition to mechanical failure, it was observed that the membranes' pore sizes were too large to effectively reject the target compounds, limiting their practical application. In response to these findings, a new batch of membranes is currently being developed with improved mechanical strength and optimized pore size. These improvements aim to ensure reliable operation and effective separation performance in future testing phases. Therefore, this research is most suitable within the scope of WP2.3.
DOI: 10.15468/dl.grtvte
title: Occurrence Download

description: A dataset containing 23873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Intrasporangiaceae"
 ]
}

 The dataset includes 23873 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015444-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58132/3jjxm6
title: Soil erosion - runoff plots 2007-2009

description: In 2007-2009, soil erosion were measured using standard USLE plots (22.1 m long and 2 m wide) in 5 locations in Poland: 1 – Udziejek (Suwałki Lakeland, Polska NE), 2 – Storkowo (Drawskie Lakeland, Polska NW), 3 – Bogucin (Nałęczów Plateau, Polska SE), 4 – Guciów (Middle Roztocze, Polska SE), 5 - Łazy (Wiśnicz Foothils, Polska S).The measurements included: rainfall (P, mm), rainfall erosivity index (EI30, MJ mm ha-1 h-1), soil loss (SL, kg m-2) and runoff (mm) from plots with: bare fallow, cereals and root crops and, in two locations with grass. Plots were separated from the rest of the field and from each other by PCV borders. Surface runoff with eroded sediment was collected in tanks. The volume of water was measured, the selected sediment was dried and weighed. The amount of water and sediment was related to the unit area. Rainfall parameters were registered by automatic gauges located near the plots. Erosive rainfall events were identified using the USLE criterion (Wischmeier, Smith 1978). For rainfall events, kinetic energy Ekin was calculated according to the formula developed by Brown and Foster (1986) and then its EI30 index was calculated. Each row contains the measurement location, measurement date, rainfall depth, soil loss and runoff. For winter measurements, 1/10 of the combined rainfall and snowfall was considered as rainfall-runoff R-index. Measurements were taken after heavy rainfall or at least once a month. If the measurement period included more than one rainfall, the sum of rainfall was related to the sum of its erosivity. The measurements were listed by the dates they were taken.
DOI: 10.15468/dl.gskjvg
title: Occurrence Download

description: A dataset containing 33621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Polypogon monspeliensis"
 ]
}

 The dataset includes 33621 records from 860 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048960-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds006148.v1.0.0
title: QNL NegativeBOLD Database
DOI: 10.15468/dl.k42mwt
title: Occurrence Download

description: A dataset containing 1361571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2015",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 1361571 records from 1738 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011709-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25917/gscb-cr05
title: Australian wheat sensitivity to yellow spot and septoria nodorum blotch effectors
DOI: 10.15468/dl.tzp3eg
title: Occurrence Download

description: A dataset containing 247104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corcorax melanoramphos"
 ]
}

 The dataset includes 247104 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001600-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y3cv4
title: Occurrence Download

description: A dataset containing 29020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.12_1",
 "Year 1980-1990"
 ]
}

 The dataset includes 29020 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001616-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8umuvm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.19167 38.64505,121.75262 38.84839,122.28552 39.19197,122.62208 39.43037,123.21108 39.6267,124.0525 39.76694,124.31895 39.88614,124.37508 39.99408,124.36148 40.0639,124.42389 40.14114,124.70432 40.31238,125.17977 40.58083,125.61641 40.73932,125.99811 40.90536,126.27949 41.1447,126.56735 41.44226,126.65791 41.6622,126.9393 41.79481,126.15839 42.57553,125.02577 42.91924,124.29565 43.24508,123.49614 43.23602,122.46733 43.22094,121.04244 42.84619,120.52919 42.27326,120.33302 41.64789,120.68812 40.75567,120.62247 40.4125,121.19167 38.64505))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cervus"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001617-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqejkc
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 124 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001619-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auzjwa
title: Occurrence Download

description: A dataset containing 29808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hordeum jubatum"
 ]
}

 The dataset includes 29808 records from 432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001620-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgffs2
title: Occurrence Download

description: A dataset containing 2617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-2274.43477 15.652,-2254.41928 15.652,-2254.41928 27.70458,-2274.43477 27.70458,-2274.43477 15.652))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agave salmiana"
 ]
}

 The dataset includes 2617 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001621-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ay672
title: Occurrence Download

description: A dataset containing 3726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spartina alterniflora"
 ]
}

 The dataset includes 3726 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001622-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17666521
title: A Novel Adaptive Time-Scale Decomposition Fused LSTM-Transformer Framework (ATSD-LT) for TCWV Prediction

description: This dataset includes total column water vapor (TCWV), temperature, precipitation, and related data for the research article titled "A Novel Adaptive Time-Scale Decomposition Fused LSTM-Transformer Framework (ATSD-LT) for TCWV Prediction" by the research team. The data are sourced from ECMWF ERA5 reanalysis, NOAA global TCWV, and IGRA radiosonde observations. These materials support replication of the study's findings on TCWV forecasting and are available under a Creative Commons Attribution 4.0 International License.
DOI: 10.5281/zenodo.17666520
title: A Novel Adaptive Time-Scale Decomposition Fused LSTM-Transformer Framework (ATSD-LT) for TCWV Prediction

description: This dataset includes total column water vapor (TCWV), temperature, precipitation, and related data for the research article titled "A Novel Adaptive Time-Scale Decomposition Fused LSTM-Transformer Framework (ATSD-LT) for TCWV Prediction" by the research team. The data are sourced from ECMWF ERA5 reanalysis, NOAA global TCWV, and IGRA radiosonde observations. These materials support replication of the study's findings on TCWV forecasting and are available under a Creative Commons Attribution 4.0 International License.
DOI: 10.26190/unsworks/31814
title: Lipidomics data from pancreatic stellate cells, pancreatic cancer cells and co-culture exosomes

description: This dataset contains quantitative lipidomics data derived from exosomes isolated from pancreatic stellate cells (PSCs), pancreatic cancer cells (KPCs), and PSC-KPC co-cultures. The data were generated as part of a PhD project investigating exosome-mediated metabolic alterations associated with pancreatic cancer-related diabetes. The dataset includes raw LC-QQQ-MS files, processed peak area tables, and annotated lipid species profiles, encompassing major lipid classes such as triglycerides, diacylglycerols, ceramides, and phosphatidylcholines. Associated metadata files describe experimental conditions, replicate design, and analytical parameters. These data provide insights into the lipid composition of exosomes from stromal and cancer cell sources and are suitable for reuse in studies examining lipid metabolism, exosome biology, or pancreatic cancer pathophysiology.
description: Exosomes were isolated from conditioned media collected from pancreatic stellate cells (PSCs), pancreatic cancer cells (KPCs), and PSC-KPC co-cultures. Cells were cultured in serum-free media for 48 hours before collection. Conditioned media underwent differential centrifugation (465xg, 2000xg) followed by ultracentrifugation at 100,000xg to pellet exosomes. Exosome identity was confirmed by nanoparticle tracking analysis and by Western blotting for TSG101, ALIX, Hsp70 and Calnexin. Exosomes were stored in 1ml of PBS, and cell pellets were frozen in liquid nitrogen. Both were stored at -80°C. Exosome sample preparation, extraction, and documentation were performed in the Pancreatic Research Group laboratory (Ingham Institute, UNSW). Lipidomics analysis was performed at Metabolomics Australia (Melbourne University) using targeted LC-QQQ-MS.
DOI: 10.21227/nax5-tw63
title: "CHB and I-CHB voltage and current measurements at different modulation indexes and switching frequencies"

description: "This dataset provides detailed voltage and current measurements for Cascaded H-Bridge (CHB) and Interleaved Cascaded H-Bridge (I-CHB) power converter prototypes operated under a wide range of modulation indexes and switching frequencies. The measurements capture steady-state waveforms enabling direct comparison between the two converter architectures in terms of waveform quality. The dataset supports research on modulation strategies, converter optimization, and power-quality assessment."
DOI: 10.25917/y9gg-f537
title: Australian wheat varieties sensitivity to Pyrenophora tritici-repentis phytotoxins (ToxE)
DOI: 10.6084/m9.figshare.30671531
title: The scaling exponent b of global mosquitofish populations

description: Data for the scaling exponent b of 79 global populations of mosquitofish <i>Gambusia affinis</i> and <i>G. holbrooki</i> with year of sample, elevation and 11 climate variables.
DOI: 10.6084/m9.figshare.30671531.v1
title: The scaling exponent b of global mosquitofish populations

description: Data for the scaling exponent b of 79 global populations of mosquitofish <i>Gambusia affinis</i> and <i>G. holbrooki</i> with year of sample, elevation and 11 climate variables.
DOI: 10.5281/zenodo.15281783
title: A Repository of Annotated PSMA and FDG PET/CT Images for Algorithm Development in Staging of mCRPC for Treament with 177Lu-PSMA Therapy

description: A curated dataset of PSMA (Ga-68 PSMA-617 or 18 F-DCFPyL) and FDG PET/CT images for 100 cases staged prior to treatment with Lu-177 PSMA therapy. Image data are paired per subject with one PET/CT scan for each tracer and independent annotations of total disease burden for each of PSMA- and FDG-avid disease. 

PSMA PET/CT scans are annotated based on SUV threshold >= 3 with manual removal of areas of physiological tracer uptake. Threshold used for FDG PET/CT scans is liver-based, variable among individuals. Works describing the annotation methodology as applied to separate cohorts can be found in Ferdinandus et al. and Buteau et al.. 

Data is provided in a format (*.nii.gz) to facilitate algorithm development as part of the DEEP-PSMA challenge. All cases contain some presence of measurable disease on both PSMA and FDG images. CT and PET images are provided in their native resolution and Total Tumour Burden (TTB) contour is aligned to the PET image coordinates. The appropriate SUV threshold used for contouring is provided as well as a rigid registration in SITK format for course alignment between PSMA and FDG image sets. For more detail please review the Dataset Format page on the Grand Challenge site.

The best-performing methods along with link to algorithm description and source code repositories can be found on the Final Testing Phase Leaderboard.

This research work is supported in part by the Prostate Cancer Foundation through the Peter MacCallum Cancer Centre and the ProsTIC Centre of Excellence.

We would like to acknowledge the contributions of Arthur Dujardin and Paul Blanc-Durand to assist with review and update of several annotations from the training dataset after the challenge completed.