cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cjfn8fg8yt.2
title: MARGO-D-24-00269

description: Data of Marine Geology article : Coral reef boulders as recorders of cyclone activity over the last 3,500 years (Fakarava Atoll, Tuamotu, French Polynesia)

Table 1. Uranium-thorium dating of selected coral samples from top surface reef boulders, south-eastern reef rim, Fakarava Atoll. Ages are given in calendar years before present (cal. yr BP), relative to 2024 and in years BC (Before Jesus Christ) or AD (Anno Domini). Age discrepencies betwwen the dated coral samples are given. See Table S1 (supplementary mayerial) for error ranges associated with ages.

Table 2. Morphometric attributes (length, width, height, volume, weight and distance of location relative to the reef front line) of the 19 U/Th dated reef boulders, south-eastern reef rim, Fakarava Atoll, partly based on photogrammetric imagery analysis.

Table 3. Pre-displacement setting and flow velocities (m/s) of four selected boulders, from the south-eastern reef-rim side, Fakarava Atoll (north-west Tuamotu). As the bed angle of the boulders at the pre-displacement location was assumed to be θ=0, there is no difference between the values of lifting motion for both joint-bounded and non-joint bounded boulders 

Table S1. Supplementary material: uranium–thorium dating of coral samples extracted from reef boulders, south-eastern reef rim, Fakarava Atoll. Are given successively laboratory sample codes, field sample (F, FAK) numbers, uranium and thorium contents, isotopic composition with statistical errors – two standard deviations of the mean – and ages. Uranium and thorium contents and isotopic ratios δ234UM = {[(234U/238U)sample / (234U/238U)eq]-1} x 1000, where (234U/238U) sample is the measured atomic ratio and (234U/238U)eq is the atomic ratio at secular equilibrium. δ234U(T) is the initial value and is calculated by the equation: δ234U(0) = δ234Umeans exp(λ234t), where t is the age in years and λ234 is the decay constant for 234U. Ages were corrected for authigenic 230Th using 230Th/232Th) of the detrital fraction = 10 ± 5. Ages are expressed in both calendar years before present (BP), relative to 2024, corrected for detrital content using a 230Th/232Th isotopic ratio = 7 ± 50% and in conventional ages BP (Before Present, relative to 1950).
DOI: 10.17632/sxj4wscwpx.1
title: Recursive Intelligence & The Unified Recursive Science Framework

description: We present a universal recursive attractor framework that unifies physics, AI, computation, governance, and cosmology under a single recursive mathematical equation. Instead of treating science as fragmented fields, we prove that all known forces, intelligence structures, and decision-making systems emerge from recursion seeking equilibrium.
DOI: 10.15468/dl.7n7kh7
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Senecio nevadensis Boiss. & Reut.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000160-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w3dm6m942v.1
title: Music Score Data of Nine-Colored Deer: Rondo Sonata for Q1-Quantum Synthesizer and Piano

description: "Nine-Colored Deer" is an atonal rondo sonata composed for the Q1 – Quantum Synthesizer and piano, whose score was inspired by the "Deer King Jataka" mural from Cave 257 of the Mogao Grottoes in Dunhuang. In constructing the score, the Q1 – Quantum Synthesizer is used to generate nine distinct timbres, each corresponding to the colors of the Dunhuang murals—for example, the scene in which the Deer King rescues drowning people corresponds to the color red. The timbre-associated HMM-generated pitch sequences produce specific note sequences; in this case, the scene corresponds to pitches such as C, C#, E, G, G#, and so on. By computing the Ford number for each of the nine pitch sequences and deriving a rich variety of melodic material variations based on set prototype theory—with 4-note and 5-note sequences as the core material and an overall inclination toward a pentatonic mode—the work retains traditional Chinese musical characteristics while employing modern atonal compositional ideas.

It adopts a rondo sonata form: the exposition presents the "struggle" narrative through the first four sequence motives, with the Q1 – Quantum Synthesizer adding color to the music; the development section expands the melodic material, with the piano part becoming increasingly complex to depict "confrontation"; and the recapitulation, through a dominant relationship descending by a fifth, reintroduces variations from the exposition to convey "tranquility." In the musical arrangement, the tempo starts at an allegro moderato and undergoes various changes, with time signatures including 4/4, 6/8, and 3/4. By coupling a quantum random walk algorithm with an HMM music generation module, a three-dimensional randomized system of timbres and pitch sequences is realized, allowing the music to progress in an orderly manner amid complex variations, vividly narrating the story, and effectively translating the visual art of the mural into auditory musical art.

The database PDF comprises three parts: the score, a sequence design table, and the Allen Ford pitch-class set sequence table.
DOI: 10.17632/h7y74ygfnw.1
title: Dataset of Developmet for Codes of Conduct in Online Classrooms of Vietnamese High School Students

description: The Development for Codes of Conduct in Online Classrooms of Vietnamese High School Students (CCOCVHSS) dataset includes 06 files with different formats (.doc, .cvs, .sav) to suit each step in the process of developing items of CCOCVHSS, specifically as follows:
1. Initial_Items_Pool.docx: presents 34 items developed by the research team based on the overview and analysis of research documents related to student behavior in the online learning environment in relation to teachers and other students with two main aspects: attitude and behavior, along with codes of conduct for students at general schools for online learning.
2. Experts_Judge_Results.xlsx: includes 07 columns and 35 rows, in which the columns correspond to data fields. Meanwhile, the rows show information about each item code, the content of that item, each expert's rating for that item, the total score of that item, and the analysis results of the proportions of the three rating levels.
3. Questionare_Of_CCOCVHSS.docx: is a questionnaire designed to serve the data collection with three parts: (1) Introduction and declaration of consent; (2) Demographic information; and (3) Questions.
4. CCOCVHSS _rawdata.csv: is the data used for analysis that has been cleaned from the raw data collected from the online survey.
DOI: 10.17632/h7y74ygfnw.2
title: Dataset on the Developmet of Codes of Conduct in Online Classrooms of Vietnamese High School Students

description: The Development for Codes of Conduct in Online Classrooms of Vietnamese High School Students (CCOCVHSS) dataset includes 06 files with different formats (.doc, .cvs, .sav) to suit each step in the process of developing items of CCOCVHSS, specifically as follows:
1. Initial_Items_Pool.docx: presents 34 items developed by the research team based on the overview and analysis of research documents related to student behavior in the online learning environment in relation to teachers and other students with two main aspects: attitude and behavior, along with codes of conduct for students at general schools for online learning.
2. Experts_Judge_Results.xlsx: includes 07 columns and 35 rows, in which the columns correspond to data fields. Meanwhile, the rows show information about each item code, the content of that item, each expert's rating for that item, the total score of that item, and the analysis results of the proportions of the three rating levels.
3. Questionare_Of_CCOCVHSS.docx: is a questionnaire designed to serve the data collection with three parts: (1) Introduction and declaration of consent; (2) Demographic information; and (3) Questions.
4. CCOCVHSS _rawdata.csv: is the data used for analysis that has been cleaned from the raw data collected from the online survey.
DOI: 10.17632/h7y74ygfnw.3
title: Dataset on the Developmet of Codes of Conduct in Online Classrooms of Vietnamese High School Students

description: The Development for Codes of Conduct in Online Classrooms of Vietnamese High School Students (CCOCVHSS) dataset includes 06 files with different formats (.doc, .cvs, .sav) to suit each step in the process of developing items of CCOCVHSS, specifically as follows:
1. Initial_Items_Pool.docx: presents 34 items developed by the research team based on the overview and analysis of research documents related to student behavior in the online learning environment in relation to teachers and other students with two main aspects: attitude and behavior, along with codes of conduct for students at general schools for online learning.
2. Experts_Judge_Results.xlsx: includes 07 columns and 35 rows, in which the columns correspond to data fields. Meanwhile, the rows show information about each item code, the content of that item, each expert's rating for that item, the total score of that item, and the analysis results of the proportions of the three rating levels.
3. Questionare_Of_CCOCVHSS.docx: is a questionnaire designed to serve the data collection with three parts: (1) Introduction and declaration of consent; (2) Demographic information; and (3) Questions.
4. CCOCVHSS _rawdata.csv: is the data used for analysis that has been cleaned from the raw data collected from the online survey.
DOI: 10.15468/dl.gnvy26
title: Occurrence Download

description: A dataset containing 4358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Fulmarus glacialis (Linnaeus, 1761)",
 "Year 2019-2019"
 ]
}

 The dataset includes 4358 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000158-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h7y74ygfnw.4
title: Dataset on the Development of Codes of Conduct in Online Classrooms of Vietnamese High School Students

description: The Development for Codes of Conduct in Online Classrooms of Vietnamese High School Students (CCOCVHSS) dataset includes 06 files with different formats (.doc, .cvs, .sav) to suit each step in the process of developing items of CCOCVHSS, specifically as follows:
1. Initial_Items_Pool.docx: presents 34 items developed by the research team based on the overview and analysis of research documents related to student behavior in the online learning environment in relation to teachers and other students with two main aspects: attitude and behavior, along with codes of conduct for students at general schools for online learning.
2. Experts_Judge_Results.xlsx: includes 07 columns and 35 rows, in which the columns correspond to data fields. Meanwhile, the rows show information about each item code, the content of that item, each expert's rating for that item, the total score of that item, and the analysis results of the proportions of the three rating levels.
3. Questionare_Of_CCOCVHSS.docx: is a questionnaire designed to serve the data collection with three parts: (1) Introduction and declaration of consent; (2) Demographic information; and (3) Questions.
4. CCOCVHSS _rawdata.csv: is the data used for analysis that has been cleaned from the raw data collected from the online survey.
DOI: 10.15468/dl.jkbtu2
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galium viridiflorum Boiss. & Reut.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2019"
 ]
}

 The dataset includes 58 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000159-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mxbg5b62hp.1
title: Quadruply Bonded Mo₂ Molecules: An Emitter-Resonator Integrated Quantum System in Free Space

description: ere we report the data collected by the conventional spectroscopy. The raw data generalized from the instruments have been uploaded. And they have been restored in .txt and .xlsx files.
DOI: 10.17632/mxbg5b62hp.2
title: Quadruply Bonded Mo₂ Molecules: An Inborn Emitter-Resonator Quantum System in Free Space

description: ere we report the data collected by the conventional spectroscopy. The raw data generalized from the instruments have been uploaded. And they have been restored in .txt and .xlsx files.
DOI: 10.15468/dl.cg5eku
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Morocco",
 "TaxonKey is Armeria Willd."
 ]
}

 The dataset includes 322 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000161-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/f4hn6cnnr3.1
title: SpousalEducation in Indonesia Supplementary file

description: supplementary online appendices noted in the paper.
DOI: 10.25446/oxford.28376084
title: Table E1: Protocol: A metabolomic analysis of convalescent inflammatory conditions

description: Table E1: Symptoms during the acute phase of COVID-19 infection (within the first 6 weeks) and during the long phase (after 6 weeks) of infection. Categorical data analysed using Fisher’s Exact Test, gaps indicate no significant difference between groups, ∗p &lt; 0.05, ∗∗p &lt; 0.01, ∗∗∗p &lt; 0.001, ****p &lt; 0.0001.
DOI: 10.25446/oxford.28376084.v1
title: Table E1: Protocol: A metabolomic analysis of convalescent inflammatory conditions

description: Table E1: Symptoms during the acute phase of COVID-19 infection (within the first 6 weeks) and during the long phase (after 6 weeks) of infection. Categorical data analysed using Fisher’s Exact Test, gaps indicate no significant difference between groups, ∗p &lt; 0.05, ∗∗p &lt; 0.01, ∗∗∗p &lt; 0.001, ****p &lt; 0.0001.
DOI: 10.15468/dl.76esjt
title: Occurrence Download

description: A dataset containing 1765334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "Year is 2011",
 "Month is June"
 ]
}

 The dataset includes 1765334 records from 537 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000128-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdvypn
title: Occurrence Download

description: A dataset containing 1988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Lucanus cervus (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 1988 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000167-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcqtff
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Seseli farrenyi Molero & J.Pujadas)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000168-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn8udj
title: Occurrence Download

description: A dataset containing 2252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.99075 37.04056,-7.94575 36.95348,-7.41081 37.21473,-7.22421 38.58317,-7.02516 39.08079,-7.19933 39.20519,-7.47301 39.64061,-6.98784 39.77745,-6.85099 41.04638,-6.22897 41.61864,-6.62707 41.97941,-8.90366 42.00429,-9.51324 38.79466,-8.99075 37.04056))",
 "TaxonKey is Lucanus cervus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2252 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000166-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48436/9633r-zf904
title: Data and Code for npj climate and atmospheric science article "Incomplete mass closure in atmospheric nanoparticle growth"

description: Dataset and code for article "Incomplete mass closure in atmospheric nanoparticle growth" 

The article is published in npj climate and atmospheric science under the DOI: 10.1038/s41612-025-00893-5.

Context and methodology



The dataset is atmospheric science data.

The dataset contains new particle formation and growth data collected in Hyytiälä, Finland, Beijing, China, and Po-Valley Italy as well as laboratory data from the CERN CLOUD experiment.

The dataset stores the most relevant data for the above referenced publication and provides the code for recreating the main figures of the manuscript.

After data collection the raw data was analyzed as described in the publication. In this repository, the processed data related to the three main Figures of the article is stored.


Technical details

There are two zip files in this dataset. One for the data and code related to the figures and one for the aerosol growth model which is the basis for many calculations within the analysis workflow.



figure-data-and-code-v1.0.0.zip contains three python files to recreate the main figures of the mansucript. In the subfolder ./data all relevant processed data is stored.

aerosolpy-release-v1.0.1.zip contains the python package aerosolpy (https://github.com/DominikStolzenburg/aerosolpy) which was used for the aerosol growth model simulations to create the figures in the above referenced manuscript. The zip file contains a complete image of the python module at the moment of the publication of the article. For follow ups refer to the GitHub page.


Licenses

The data is licensed under CC-BY, the code is licensed under MIT.
DOI: 10.48436/f5b6b-a8f60
title: Data and Code for npj climate and atmospheric science article "Incomplete mass closure in atmospheric nanoparticle growth"

description: Dataset and code for article "Incomplete mass closure in atmospheric nanoparticle growth" 

The article is published in npj climate and atmospheric science under the DOI: 10.1038/s41612-025-00893-5.

Context and methodology



The dataset is atmospheric science data.

The dataset contains new particle formation and growth data collected in Hyytiälä, Finland, Beijing, China, and Po-Valley Italy as well as laboratory data from the CERN CLOUD experiment.

The dataset stores the most relevant data for the above referenced publication and provides the code for recreating the main figures of the manuscript.

After data collection the raw data was analyzed as described in the publication. In this repository, the processed data related to the three main Figures of the article is stored.


Technical details

There are two zip files in this dataset. One for the data and code related to the figures and one for the aerosol growth model which is the basis for many calculations within the analysis workflow.



figure-data-and-code-v1.0.0.zip contains three python files to recreate the main figures of the mansucript. In the subfolder ./data all relevant processed data is stored.

aerosolpy-release-v1.0.1.zip contains the python package aerosolpy (https://github.com/DominikStolzenburg/aerosolpy) which was used for the aerosol growth model simulations to create the figures in the above referenced manuscript. The zip file contains a complete image of the python module at the moment of the publication of the article. For follow ups refer to the GitHub page.


Licenses

The data is licensed under CC-BY, the code is licensed under MIT.
DOI: 10.15468/dl.vcke58
title: Occurrence Download

description: A dataset containing 1988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Lucanus cervus (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 1988 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000170-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub7nfa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gaudinia hispanica Stace & T.G.Tutin)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2019"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000169-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vfs5u
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hovenia dulcis Thunb."
 ]
}

 The dataset includes 459 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000171-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k58nym
title: Occurrence Download

description: A dataset containing 1985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Portugal",
 "TaxonKey is Lucanus cervus (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 1985 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000172-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jfy2u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Seseli intricatum Boiss.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000173-250226093636041/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.