cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25380/iastate.30752741
title: Nitrogen fixation in low molybdenum Deming Lake

description: Deming Lake, Minnesota, USA is a meromictic lake characterized by ferruginous conditions and is used as an analog to the Precambrian Oceans. This collection of files encompasses environmental, experimental, metagenomic, and metatranscriptomic data relating to the investigation of molybdenum (Mo) limitation of nitrogen fixation in Deming Lake, Minnesota, USA. Environmental data includes dissolved Mo and iron (Fe) concentrations from August 2023 and May 2024 when nitrogen fixation experiments and sequencing were conducted. Experimental data includes raw data, metadata, and calculations from bottle incubation experiments using 15N2 gas which were conducted determine in situ nitrogen fixation rates as well as nitrogen fixation rates in response to Mo additions. The metagenome data included in this dataset are the metagenomic metabolism identifications and the calculated average coverage of metagenomes from August 2023. Lastly, data relating to the mapping of metatranscriptomic data to metagenomic data is included in this dataset.
DOI: 10.25380/iastate.30752741.v1
title: Nitrogen fixation in low molybdenum Deming Lake

description: Deming Lake, Minnesota, USA is a meromictic lake characterized by ferruginous conditions and is used as an analog to the Precambrian Oceans. This collection of files encompasses environmental, experimental, metagenomic, and metatranscriptomic data relating to the investigation of molybdenum (Mo) limitation of nitrogen fixation in Deming Lake, Minnesota, USA. Environmental data includes dissolved Mo and iron (Fe) concentrations from August 2023 and May 2024 when nitrogen fixation experiments and sequencing were conducted. Experimental data includes raw data, metadata, and calculations from bottle incubation experiments using 15N2 gas which were conducted determine in situ nitrogen fixation rates as well as nitrogen fixation rates in response to Mo additions. The metagenome data included in this dataset are the metagenomic metabolism identifications and the calculated average coverage of metagenomes from August 2023. Lastly, data relating to the mapping of metatranscriptomic data to metagenomic data is included in this dataset.
DOI: 10.5066/p139bwq7
title: Stakeholder Engagement for Water-Hazard Science and Response in the USGS Rocky Mountain Region

description: Stakeholder engagement is essential to successful development and implementation of products and services supporting emergency management. Governmental agencies often have a unique challenge of ensuring equitable stakeholder representation across large geographic, administrative, and topical areas. This project used stakeholder engagement to understand end-users needs concerning water-related hazards in the USGS Rocky Mountain Region which covers the states of Colorado, New Mexico, Utah, and Wyoming. This data collection served to understand 1) how the USGS currently supports external stakeholders before, during, and after a water-hazard event 2) opportunities to improve the consistency, alignment, and utility of USGS water-hazard science, capabilities and products with end-users needs.
DOI: 10.15468/dl.fh2d6r
title: Occurrence Download

description: A dataset listing the 7113 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 7113 records were derived from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049747-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/pqqguo
title: PAN-00178654 - Late Medieval/Modern buckle (construction unknown)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178654&lt;/p&gt;
description: Modified: 2025-08-19T17:01:23+02:00
DOI: 10.48657/ah6h-4b12
title: Survey on FAIRness of CFReDS Portal datasets' metadata - 2022
DOI: 10.15468/dl.8rh4bd
title: Occurrence Download

description: A dataset containing 3023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((151.988545 -32.668954, 151.953710 -32.636038, 151.911398 -32.636038, 151.946224 -32.668954, 151.988545 -32.668954))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3023 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049761-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k69nn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Spinacia oleracea turkestanica"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049762-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmmyhz
title: Occurrence Download

description: A dataset containing 1230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Naemorhedus goral, Nectogale elegans, Neodon clarkei, Neodon forresti, Neodon irene, Neodon sikimensis, Neofelis nebulosa, Neohylomys, Neotetracus sinensis, Nesokia indica, Nesolagus timminsi, Nilgiritragus hylocrius, Niviventer andersoni, Niviventer brahma, Niviventer cameroni, Niviventer confucianus, Niviventer cremoriventer, Niviventer eha, Niviventer excelsior, Niviventer fulvescens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1230 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049764-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab2thy
title: Occurrence Download

description: A dataset containing 1343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-58.57401 -20.24572,-55.43526 -20.24572,-55.43526 -18.16001,-58.57401 -18.16001,-58.57401 -20.24572))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 1343 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049765-251120083545085/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/14130208
title: LK SatData: Sri Lanka Satellite Images
DOI: 10.17026/ar/iagkld
title: PAN-00047924 - ceramic bead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00047924&lt;/p&gt;
description: Modified: 2025-08-08T17:29:33+02:00
DOI: 10.5281/zenodo.17914873
title: Detection of adult Silver and Bighead carp in the Ohio River from 2015 - 2023

description: Information on silver carp detection/non-detection in the Ohio River from 2015-2023.
DOI: 10.15468/dl.peuhzx
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-58.57401 -20.24572,-55.43526 -20.24572,-55.43526 -18.16001,-58.57401 -18.16001,-58.57401 -20.24572))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049766-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5td6e
title: Occurrence Download

description: A dataset containing 1017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((150.079615 -32.654725, 150.039425 -32.616241, 149.989958 -32.616241, 150.030135 -32.654725, 150.079615 -32.654725))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1017 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049767-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17914529
title: Data for "Episodic change, quiescence and recovery of Earth's inner core surface"

description: Original data used in "Episodic change, quiescence and recovery of Earth’s inner core surface". They are freely available online from the EarthScope Data Management Center (https://service.iris.edu/) and Canadian National Seismograph Network (http://earthquakescanada.nrcan.gc.ca/stndon/CNSN-RNSC/index-en.php).



Data_ILAR & Data_YKAR: raw data at ILAR and YKAR arrays for the multiplet focused in the main text.

Data_ForRelocation: raw data of GSN with some of those selected for relocation.

Data_multiF: raw data at ILAR and YKAR arrays for demonstration of validity of inner core surface change as a simple explanation.
DOI: 10.5281/zenodo.17914528
title: Data for "Episodic change, quiescence and recovery of Earth's inner core surface"

description: Original data used in "Episodic change, quiescence and recovery of Earth’s inner core surface". They are freely available online from the EarthScope Data Management Center (https://service.iris.edu/) and Canadian National Seismograph Network (http://earthquakescanada.nrcan.gc.ca/stndon/CNSN-RNSC/index-en.php).



Data_ILAR & Data_YKAR: raw data at ILAR and YKAR arrays for the multiplet focused in the main text.

Data_ForRelocation: raw data of GSN with some of those selected for relocation.

Data_multiF: raw data at ILAR and YKAR arrays for demonstration of validity of inner core surface change as a simple explanation.
DOI: 10.5281/zenodo.17914917
title: Database of NOT YET and TAM markers in indigenous American languages

description: Database of NOT YET and TAM markers in indigenous American languages
DOI: 10.5281/zenodo.17910854
title: FD25
title: Dual-Axis RCCL: Representation-Complete Convergent Learning for Organic Chemical Space

description: FD25: A Large-Scale Quantum Chemical Dataset for Molecular Property Prediction

FD25 is a comprehensive dataset of over 2.6 million organic molecules, computed at the M06-2X/cc-pVDZ level of theory, providing consistent and high-quality thermochemical, electronic, and solvation properties. Designed to support machine learning research in quantum chemistry, FD25 includes total and binding energies, HOMO/LUMO levels, isotropic polarizabilities, Mulliken charges, and implicit solvation energies—all aligned to a single computational protocol to minimize methodological noise.

Accompanied by pre-trained graph neural network (GNN) weights and a linear alignment coefficients, FD25 enables accurate property prediction not only within its own domain but also across external datasets (e.g., QM9, PC3M) through systematic bias correction. The dataset features explicit conformational minima annotations, GCN-based atomic encodings, and carefully curated train/validation/test splits to facilitate robust model evaluation.

This Zenodo record archives the complete FD25 dataset snapshot, model weights, and essential post-processing utilities. The associated GNN codebase is publicly available on GitHub. We encourage researchers to use and cite FD25 as a benchmark for molecular representation learning, transferability studies, and large-scale quantum chemistry modeling.
DOI: 10.5281/zenodo.17910855
title: FD25
title: Dual-Axis RCCL: Representation-Complete Convergent Learning for Organic Chemical Space

description: FD25: A Large-Scale Quantum Chemical Dataset for Molecular Property Prediction

FD25 is a comprehensive dataset of over 2.6 million organic molecules, computed at the M06-2X/cc-pVDZ level of theory, providing consistent and high-quality thermochemical, electronic, and solvation properties. Designed to support machine learning research in quantum chemistry, FD25 includes total and binding energies, HOMO/LUMO levels, isotropic polarizabilities, Mulliken charges, and implicit solvation energies—all aligned to a single computational protocol to minimize methodological noise.

Accompanied by pre-trained graph neural network (GNN) weights and a linear alignment coefficients, FD25 enables accurate property prediction not only within its own domain but also across external datasets (e.g., QM9, PC3M) through systematic bias correction. The dataset features explicit conformational minima annotations, GCN-based atomic encodings, and carefully curated train/validation/test splits to facilitate robust model evaluation.

This Zenodo record archives the complete FD25 dataset snapshot, model weights, and essential post-processing utilities. The associated GNN codebase is publicly available on GitHub. We encourage researchers to use and cite FD25 as a benchmark for molecular representation learning, transferability studies, and large-scale quantum chemistry modeling.
DOI: 10.6084/m9.figshare.30871763
title: Code and data of sulphur meta-analysis

description: Code and data of sulphur meta-analysis
DOI: 10.6084/m9.figshare.30871763.v1
title: Code and data of sulphur meta-analysis

description: Code and data of sulphur meta-analysis
DOI: 10.5281/zenodo.17912730
title: Dataset for "Critical freshwater forcing for AMOC tipping in climate models – compensation matters"

description: This dataset and these Jupyter Notebooks allow to reproduce figures from the article "Critical freshwater forcing for AMOC tipping in climate models – compensation matters" by Mehling, Vanderborght & Dijkstra.
DOI: 10.5281/zenodo.17912729
title: Dataset for "Critical freshwater forcing for AMOC tipping in climate models – compensation matters"

description: This dataset and these Jupyter Notebooks allow to reproduce figures from the article "Critical freshwater forcing for AMOC tipping in climate models – compensation matters" by Mehling, Vanderborght & Dijkstra.
DOI: 10.15468/dl.tjms7t
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.172787842957075 37.99284410952071,-1.8038625658162677 37.99284410952071,-1.8038625658162677 38.361769386661514,-2.172787842957075 38.361769386661514,-2.172787842957075 37.99284410952071))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tetrax tetrax"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049769-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/whouwj
title: PAN-00007977 - coin/coin-related, Constans (337-350) / Constantius II (337-361), nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00007977&lt;/p&gt;
description: Modified: 2025-06-10T08:17:52+02:00
DOI: 10.5281/zenodo.17914912
title: Detection of adult Silver and Bighead carp in the Ohio River from 2015 - 2023
DOI: 10.5281/zenodo.17914913
title: Detection of adult Silver and Bighead carp in the Ohio River from 2015 - 2023
DOI: 10.5281/zenodo.17905971
title: Phase diagram of a pseudogap Anderson model with application to graphene

description: This repository contains the codes and dataset used for the article "Phase diagram of a pseudogap Anderson model with application to graphene" on arXiv:2107.09854 [cond-mat.str-el]. 

File descriptions:



codes.tar.gz



Python code to run the impurity solver

C++ integrate to conduct integrals for the hybridization function

C++ cthyb is the modified TRIQS-CTHYB code for the impurity solver (commit 5910fc37a03f6f810051eb1d11fb9085a0e3df97of https://github.com/TRIQS/cthyb.git) that includes measurements for spin-spin and density-density correlation function and the Binder parameter used in the article

Some Python scripts to collect data from the raw dataset



figures: data, plotting script and PDF files for figures used in the article

raw_data: data generated by CT-HYB solver and stored in HDF5 file format
DOI: 10.5281/zenodo.17905972
title: Phase diagram of a pseudogap Anderson model with application to graphene

description: This repository contains the codes and dataset used for the article "Phase diagram of a pseudogap Anderson model with application to graphene" on arXiv:2107.09854 [cond-mat.str-el]. 

File descriptions:



codes.tar.gz



Python code to run the impurity solver

C++ integrate to conduct integrals for the hybridization function

C++ cthyb is the modified TRIQS-CTHYB code for the impurity solver (commit 5910fc37a03f6f810051eb1d11fb9085a0e3df97of https://github.com/TRIQS/cthyb.git) that includes measurements for spin-spin and density-density correlation function and the Binder parameter used in the article

Some Python scripts to collect data from the raw dataset



figures: data, plotting script and PDF files for figures used in the article

raw_data: data generated by CT-HYB solver and stored in HDF5 file format
DOI: 10.17026/ar/2ebtxn
title: PAN-00142685 - terra sigillata bowl type Drag. 29

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00142685&lt;/p&gt;
description: Modified: 2025-10-22T16:52:34+02:00
DOI: 10.5281/zenodo.17914517
title: Supplementary material and datasets of the paper 'Trade induced extinction risk footprints by European financial institutions'

description: This repository hosts the datasets generated during the elaboration of the research article 'Trade induced extinction risk footprints by European financial institutions'. It also includes the environmental pressure to IUCN threat correspondence matrix as well as a document where the scientific justification for each pressure-threat link is further explained. These files are sufficient to reproduce the results presented in the research article.

The title of the files are self-explanatory. We provide here a brief description of the variables contained in them where necessary.

Sup_Mat_World_biodiversity_footprint.xlsx:



country

fdom: Species extinction-risk footprint generated and consumed domestically

fexp: Species extinction-risk footprint generated domestically but exported

fimp: Species extinction-risk footprint imported

nfp: fdom + fimp

type: Whether the country is Importer, Exporter or Domestic consumer


Sup_Mat_Sectoral_economic_output_decrease.xlsx:



iso: 3-character iso country code, e.g. PER, USA, BRA.

country

NACE: Nace economic sector classificaiton code

dx: Output after shock - Initial output

x: Initial output

df: New final demand based on footprint reduction - Initial final demand

f: Initial final demand

abvarx: Variation rate of output in absolute terms

abvarf: Variation rate of final demand in absolute terms

eu: 2-character iso country code of european countries


Sup_Mat_National_Financial_Assets_exposure.xlsx:



country

exposure: percentage of national financial assets linked to economic sectors with highest biodiversity footprints


Sup_Mat_Interest_Burden_increase.xlsx:



country: 2-character iso country code

sector: Nace economic sector classificaiton code

abvarx: Variation rate of output in absolute terms

turnover: Amount of turnover/output per sector in thousands of dollars

I83_WM: Other financial expenses as percentage of turnover

I10_WM: Interest payments as percentage of turnover

I1_WM: Turnover (percentage)

ipt0: Initial Interest Burden ratio

ipt1: Interest Burden ratio after shock

vaript: Variation rate of Interest Burden ratio

di: (ipt1 - ipt0) * turnover

i: ipt0 * turnover
DOI: 10.5281/zenodo.17914904
title: Reviews de produtos alimenticios
DOI: 10.5281/zenodo.17914903
title: Reviews de produtos alimenticios
DOI: 10.15468/dl.nv4g8g
title: Occurrence Download

description: A dataset containing 4839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((9.776864 46.412898, 9.781581 46.454700, 9.725049 46.454700, 9.720359 46.412898, 9.776864 46.412898))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4839 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049771-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ayafn
title: Occurrence Download

description: A dataset containing 9592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.56822 17.95073,-79.88383 17.95073,-79.88383 30.78767,-98.56822 30.78767,-98.56822 17.95073))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Zostera marina, Phyllospadix torreyi, Halodule wrightii, Halodule beaudettei, Syringodium filiforme, Halophila decipiens, Halophila engelmannii, Thalassia testudinum, Thalassia testudinum)"
 ]
}

 The dataset includes 9592 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049770-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17914313
title: Questionnaire survey and comparing between FP standard test and CGM test for BG

description: This dataset includes questionnaire responses between patients diagnosed  with type 2 diabetes living in Iraq, variable descriptions, and test values used to compare between finger prick and CGM results to format tables and a figure in the study titled ((Advancing Diabetic Care Through Non-Invasive Glucose Monitoring Using Optical Sensors and IoT Technologies))
DOI: 10.5281/zenodo.17914312
title: Questionnaire survey and comparing between FP standard test and CGM test for BG

description: This dataset includes questionnaire responses between patients diagnosed  with type 2 diabetes living in Iraq, variable descriptions, and test values used to compare between finger prick and CGM results to format tables and a figure in the study titled ((Advancing Diabetic Care Through Non-Invasive Glucose Monitoring Using Optical Sensors and IoT Technologies))
DOI: 10.15468/dl.sshwmx
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-58.57401 -20.24572,-55.43526 -20.24572,-55.43526 -18.16001,-58.57401 -18.16001,-58.57401 -20.24572))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elasmobranchii"
 ]
}

 The dataset includes 145 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049773-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive109376.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109377.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.