cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15571612
title: TDDFT Data for Vanadium Monoanion and Its Hexacarbonyl Complex in Intense Laser Fields

description: The complete dataset contains TDDFT outputs computed with the OEP formalism. Below is a description of each file and its contents:





V⁻  (vanadium monoanion) under long‐wavelength pulses:





8000.txt, 10000.txt, 12000.txt





Contents (per time step):





Spatial integral of the electron density (i.e., total electron population)




Spin‐orbital populations (spatial integrals of each spin‐orbital’s density)




Time‐dependent (TD) dipole moment




TD spin-orbital dipole moments






Laser parameters:





8000 nm at 0.08 TW/cm² (8000.txt)




10000 nm at 0.05 TW/cm² (10000.txt)




12000 nm at 0.03 TW/cm² (12000.txt)




Each pulse has a sin² envelope over 20 optical cycles




Time step ≃ 0.3 a.u.




Dipole moments are reported in atomic units






Extracted HHG spectra and orbital contributions:





V-_HHG_8000nm.txt




V-_HHG_10000nm.txt




V-_HHG_12000nm.txtThese files give |Fourier[TD dipole]|², which were used to generate the high‐harmonic generation (HHG) spectra and to decompose contributions from  spin-orbitals.










[V(CO)₆]⁻ (vanadium hexacarbonyl monoanion):





VCO6-_7000nm.txt





TDDFT outputs (same format as above) under a single 7000 nm, 0.3 TW/cm² laser pulse (sin² envelope, 20 cycles, ∆t ≃ 0.3 a.u.).






VCO6-_8000nm.txt





TDDFT outputs under an 8000 nm, 0.3 TW/cm² pulse, plus labeled dipole‐moment partitions:





“g” → ground → excited + ground → continuum transitions




“e+c” → (excited → excited) + (excited → continuum) + (continuum → continuum) transitions






All dipole moments remain in atomic units.






HHG spectra (Fourier‐transformed TD dipole) for [V(CO)₆]⁻:





VCO6-_HHG_7000nm.txt




VCO6-_HHG_8000nm.txt








Frozen‐Potential TDDFT (to isolate many‐electron effects):





VCO6-_7000nm_fzpot.txt, VCO6-_8000nm_fzpot.txt





Same laser conditions as above, but the electron–electron potential is held fixed at its field‐free value (∆v = 0).






Corresponding HHG spectra and contributions:





VCO6-_HHG_7000nm.txt




VCO6-_HHG_8000nm.txtThe last column in these files shows how freezing the many‐electron potential (∆v = 0) changes the harmonic cutoff and intensity.
description: Notes:





All data are provided as plain text, with columns separated by spaces.




“Raw data” here refers to the TDDFT time‐series (densities, dipoles) given in the “.txt” files. “Processed data” refers to the post‐Fourier results in the “HHG” files.




To reproduce or inspect any specific calculation, use the labeled file that matches the pulse wavelength and intensity of interest.
DOI: 10.6084/m9.figshare.29222324.v2
title: Dataset of soil Cd concentration and environmental variables at each sample in urban agricultural soils of Chengdu Plain

description: This dataset, including soil Cd concentrations and environmental variables, is used to predict the spatial distribution of soil Cd.
DOI: 10.34804/supra.20250408595
title: Memantine-biotin conjugate with intra tumoral cell displacing ability for cucurbit[8]uril-based switchable photosensitizer
DOI: 10.15468/dl.d9gek5
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019506-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/e7ym-dv17
title: Item Response Warehouse
DOI: 10.15468/dl.uzc3bt
title: Occurrence Download

description: A dataset containing 30009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.381781697273249 51.4101049910313, 0.381781697273249 51.3659377390155, 0.48834908008576 51.3659377390155, 0.48834908008576 51.4101049910313, 0.381781697273249 51.4101049910313))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 30009 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022171-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ghzhs
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudobarbus asper (Boulenger, 1911)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 364 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022172-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/sfq6-8j08
title: Item Response Warehouse

description: itemresponsewarehouse@stanford.edu
description: Tables have been harmonized as per details given [here](<https://datapages.github.io/irw/standard.html>).


description: Please find information about data licenses and citation info [here](<https://datapages.github.io/irw/docs.html>).
DOI: 10.57761/sav5-dz54
title: Item Response Warehouse

description: itemresponsewarehouse@stanford.edu
description: The Item Response Warehouse (IRW) is a collection of open, harmonized item response datasets.

- Open: The data are licensed for reformatting and public reuse. Their provenance is documented and code used to transform original data to meet the IRW data standard is available.
  
- Harmonized: The data are formatted to a common standard. The goal of the IRW is to make large quantities of data available for standardized analysis given the common formatting. 
  
 - Item Response: The IRW is comprised of cross-classified item responses. The key element required of data for inclusion in the IRW is that the data need to report individual responses that are cross-classified by the focus of measurement (typically a person) and the measurement tool (typically an item).
  
These datasets in IRW span a wide range of measures; examples include measures of ability in education settings, measures of partisanship based on voting records, and personality measures based on survey questions.  Responses can be scored in a variety of ways (dichotomous, polytomous, continuous) and may contain additional data (e.g., response time).
description: Tables have been harmonized as per details given [here](<https://datapages.github.io/irw/standard.html>).


description: Please find information about data licenses and citation info [here](<https://datapages.github.io/irw/docs.html>).
DOI: 10.5281/zenodo.15828190
title: PhotIQA: A photoacoustic image data set with image quality ratings

description: To support the development and testing of full- and no-reference IQA measures we assembled PhotIQA, a data set consisting of 1134 photoacoustic (PA) images reconstructed with 3 different algorithms and ratings by 2 experts across five quality properties (overall quality, edge visibility, homogeneity, inclusion and background intensity). To allow full-reference assessment, highly characterised imaging test objects were used, providing a ground truth. A detailed description of the data set can be found in [1], where also baseline experiments give first insights. 

 

We have decided to make the data set available to the research community under the Creative Commons Attribution 4.0 International license. If you use the data in your research, we kindly ask that you reference the repository and the corresponding paper

 



[1] A. Breger, J.Gröhl, C. Karner, T.R. Else, I. Selby, J. Weir-McCall, C.-B. Schönlieb: PhotIQA: A photoacoustic image data set with image quality ratings, preprint on arXiv: http://arxiv.org/abs/2507.03478, July 2025

 

Update v2.0 (July 7): quality ratings of more properties are available now, including edge visibility, object homogeneity, intensity (background), intensity (inclusions), overall quality
DOI: 10.5281/zenodo.16910144
title: Fidelity Catastrophe - Simulation Code and Dataset

description: Code for simulation and corresponding generated dataset for the publication "Stochastic Multistability of Clonallike States in the Eigen Model: a Fidelity Catastrophe" by Emanuele Crosato, Richard E. Spinney, and Richard G. Morris (arXiv:2508.12871).
DOI: 10.5281/zenodo.16910145
title: Fidelity Catastrophe - Simulation Code and Dataset

description: Code for simulation and corresponding generated dataset for the publication "Stochastic Multistability of Clonallike States in the Eigen Model: a Fidelity Catastrophe" by Emanuele Crosato, Richard E. Spinney, and Richard G. Morris (arXiv:2508.12871).
DOI: 10.34740/kaggle/dsv/10544645
title: SemEval 2025 - Task 8: DataBench Question-Answerin
DOI: 10.15468/dl.k7h9d7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudobarbus verloreni Chakona, Swartz & Skelton, 2014",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022468-250525065834625/datasets/export for details.
DOI: 10.7805/ebdc-ibs-ind-2024b
title: ifo Business Survey Industry (2024b)

description: Der ifo Konjunkturtest für das Verarbeitende Gewerbe wird seit 1949 monatlich vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative Urteile zu aktuellen ökonomischen Parametern der Unternehmen wie z.B. der allgemeinen Situation, der Preisentwicklung, Kreditrestriktionen oder der Beschäftigtenzahl sowie Fragen zu den Entwicklungen in den kommenden Monaten, u.a. den Export-, Beschäftigten- oder Preiserwartungen.
description: The ifo Business Survey for Manufacturing has been conducted on a monthly basis since 1949. The core of the questionnaire consists of qualitative assessments on the current economic parameters of companies such as, for example, the general situation, pricing trends, credit constraints or staff numbers, as well as questions on trends in the forthcoming months in areas like exports, employment and price expectations.
description: Self-administered questionnaire
DOI: 10.15468/dl.4qujkk
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum aberrans Schltr."
 ]
}

 The dataset includes 73 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020416-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kcwup
title: Occurrence Download

description: A dataset containing 12912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Banasa Stål, 1858"
 ]
}

 The dataset includes 12912 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020415-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udy56q
title: Occurrence Download

description: A dataset containing 3933 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Norvellina Ball, 1931"
 ]
}

 The dataset includes 3933 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020417-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14732328
title: Matriz PAUP para estudos de Cladística em sítios Arqueológicos do estado de São Paulo - dados binários e de frequência

description: Matriz primária elaborada para desenvolver estudos de cladística utilizando informações de sítios arqueológicos do estado de São Paulo. 

Autor: Glauco Constantino Perez

Associado ao Projeto de Pesquisa: Pesquisa de Pós-Doutorado. O estabelecimento de redes de Transmissão Cultural entre os grupos Tupiguarani no Estado de São Paulo

Supervisão: Professor Doutor Livre-docente Astolfo Gomes de Mello Araujo

Instituição sede: Museu de Arqueologia e Etnologia - MAE/USP

Processo FAPESP 2023/03591-1
DOI: 10.15468/dl.8g7839
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senna catingae (Harms) L.P.Queiroz"
 ]
}

 The dataset includes 215 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020418-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fd8v2e
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senna cearensis Afr.Fern."
 ]
}

 The dataset includes 150 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020419-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-s7kp-md87
title: Extracting and Characterizing Near-Fault Effects from the 2022 Chishang Earthquake: Methodology and Validation
title: in 2022 Chishang, Taiwan Near Fault Ground Motions

description: This project provides near-fault ground motion recordings from the 2022 Chihshang, Taiwan, earthquake sequence, including the M6.5 Guanshan foreshock and the M6.9 Chihshang mainshock. The baseline-corrected time histories retain key near-field effects, including dynamic velocity pulses primarily caused by forward rupture directivity, and fling-step pulses that result in permanent displacement offsets. Estimated permanent displacements derived from the processed records show good agreement with independent GNSS measurements.

Details of the signal processing methodology are presented in:
Lavrentiadis G, Asimaki D, Carey TJ, and Mason HB Extracting and Characterizing Near-Fault Effects from Strong Motion Observations of the 2022 Chihshang Earthquake Sequence: Methodology and Validation (Currently under review at the Bulletin of the Seismological Society of America)

The associated processing code is available at:
https://github.com/glavrentiadis/geer_2022chihshang_ground_motions/tree/master
description: This project provides near-fault ground motion recordings from the 2022 Chihshang, Taiwan, earthquake sequence, including the M6.5 Guanshan foreshock and the M6.9 Chihshang mainshock. The baseline-corrected time histories retain key near-field effects, including dynamic velocity pulses primarily caused by forward rupture directivity, and fling-step pulses that result in permanent displacement offsets. Estimated permanent displacements derived from the processed records show good agreement with independent GNSS measurements.

Details of the signal processing methodology are presented in:
Lavrentiadis G, Asimaki D, Carey TJ, and Mason HB Extracting and Characterizing Near-Fault Effects from Strong Motion Observations of the 2022 Chihshang Earthquake Sequence: Methodology and Validation (Currently under review at the Bulletin of the Seismological Society of America)
DOI: 10.5517/ccdc.csd.cc2mdy11
title: CCDC 2425503: Experimental Crystal Structure Determination

description: Related Article: Xiyuan Zhou|2025|CSD Communication|||
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: 10.15468/dl.6nstub
title: Occurrence Download

description: A dataset containing 438224 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swedish Bird Survey: Fixed routes (Standardrutterna)"
 ]
}

 The dataset includes 438224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020406-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/ecm9-pz02
title: "LCK+: A landmark-based facial emotion recognition dataset"

description: "We introduce LCK+, a landmark-based facial emotion recognition dataset derived from the Extended Cohn-Kanade (CK+) dataset. LCK+ consists of 981 annotated samples, each containing 68 two-dimensional facial landmark coordinates and corresponding labels for one of seven basic emotions: anger, sadness, happiness, surprise, contempt, disgust, and fear. By focusing on geometric facial representations, LCK+ offers a lightweight, interpretable alternative to raw pixel data, enabling efficient and robust emotion classification. This dataset is intended to support research in affective computing, facial expression analysis, and machine learning by providing a clean, structured benchmark for evaluating landmark-based emotion recognition algorithms."
DOI: 10.15468/dl.z8r799
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum paraguastigma Hágsater & García-Cruz"
 ]
}

 The dataset includes 37 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020420-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qedbrr
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senna gardneri (Benth.) H.S.Irwin & Barneby"
 ]
}

 The dataset includes 253 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020421-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty7ug7
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senna harleyi H.S.Irwin & Barneby"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020422-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.564avw
title: Occurrence Download

description: A dataset containing 263423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Aegolius funereus (Linnaeus, 1758))",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 263423 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020399-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15587873
title: Geuvadis genotype data

description: Here is the genotype data of the Geuvadis people for l-ctPred training in scPrediXcan framework. The data is from 1000G dataset.
DOI: 10.15468/dl.cg9dj5
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "Country is Ecuador",
 "GbifRegion is Latin America and the Caribbean",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cortaderia nitida (Kunth) Pilg."
 ]
}

 The dataset includes 574 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020423-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hdyqn
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senna lechriosperma H.S.Irwin & Barneby"
 ]
}

 The dataset includes 147 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020424-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.