cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/v5k0-6r63
title: Campbells Pond diatom surface sample dataset

description: Raw data for the Campbells Pond diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jsz5-5x53
title: Lake Couchiching water chemistry dataset

description: Raw data for the Lake Couchiching water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/e2y9-4506
title: LDDsite4635 water chemistry dataset

description: Raw data for the LDDsite4635 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.vzh5fj
title: Occurrence Download

description: A dataset containing 11043820 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 11043820 records from 9578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025174-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhd2wp
title: Occurrence Download

description: A dataset containing 2650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abies religiosa (Kunth) Schltdl. & Cham."
 ]
}

 The dataset includes 2650 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005816-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9qa4j
title: Occurrence Download

description: A dataset containing 1252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crataegus mexicana Moc. & Sessé ex DC."
 ]
}

 The dataset includes 1252 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005820-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r92nqf
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Solanum aculeatissimum Jacq."
 ]
}

 The dataset includes 261 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001891-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfxrrq
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudosasa amabilis (McClure) Keng f.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 102 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001890-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fp2r82
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.50993 2.74729,-77.47656 0.96732,-73.76828 -1.61365,-71.06865 -2.8893,-70.44566 -4.34295,-69.02167 -4.40228,-69.08101 -2.11797,-69.704 -0.45666,-69.882 1.56064,-70.20832 2.50996,-74.50993 2.74729))",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 477 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001892-250515123054153/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/11898426
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.a95ewv
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyphomandra betacea (Cav.) Sendtn.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012379-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnx2qy
title: Occurrence Download

description: A dataset containing 3469221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthaceae"
 ]
}

 The dataset includes 3469221 records from 3521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090860-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.20506
title: ALCHEMD Enables Automated Free Energy Perturbation-Relative Binding Free Energy Calculations on Standard Personal Computers
title: ALCHEMD Enables Automated Free Energy Perturbation-Relative Binding Free Energy Calculations on Standard Personal Computers

description: ALCHEMD represents an integrated, automated, efficient, and user-friendly software for FEP-RBFE calculations, with the capability to complete dozens of pair calculations within a single day on a standard personal computer equipped with commodity GPU (e.g., RTX 4060Ti). Through a streamlined workflow that encompasses system setup, molecular dynamics simulations with enhanced adaptive sampling, and free energy analysis, ALCHEMD ensures minimal user intervention and near-zero cost per trial. This makes the software particularly attractive to chemists seeking to refine highly potent ligands or lead compounds without relying on large-scale HPC clusters or extensive computational expertise. 
description: ALCHEMD represents an integrated, automated, efficient, and user-friendly software for FEP-RBFE calculations, with the capability to complete dozens of pair calculations within a single day on a standard personal computer equipped with commodity GPU (e.g., RTX 4060Ti). Through a streamlined workflow that encompasses system setup, molecular dynamics simulations with enhanced adaptive sampling, and free energy analysis, ALCHEMD ensures minimal user intervention and near-zero cost per trial. This makes the software particularly attractive to chemists seeking to refine highly potent ligands or lead compounds without relying on large-scale HPC clusters or extensive computational expertise.
DOI: 10.57760/sciencedb.j00189.00035
title: Data set for the paper "Strain-induced stereocomplex formation from the initially amorphous PLLA/PDLA samples" (DOI:10.1007/s10118-025-3298-6)
title: Strain-induced stereocomplex formation from the initially amorphous PLLA/PDLA samples(DOI:10.1007/s10118-025-3298-6)的数据集

description: Stress-strain curves, DSC heating curves and the two-dimensional WAXD patterns together with one-dimensional WAXD curves are used to illustrate the strain-indueced SCs from PLLA/PDLA.
description: Stress-strain curves, DSC heating curves and the two-dimensional WAXD patterns together with one-dimensional WAXD curves are used to illustrate the strain-indueced SCs from PLLA/PDLA.
DOI: 10.5281/zenodo.10271028
title: Claude Debussy - Suite Bergamasque (A corpus of annotated scores)

description: This corpus of annotated MuseScore files has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. It is one out of nine similar corpora that have been grouped together to An Annotated Corpus of Tonal Piano Music from the Long 19th Century which comes with a data report that is currently under review.


The dataset lives on GitHub (link under "Related identifiers") and is stored on Zenodo purely for conservation and automatic DOI generation for new GitHub releases. For technical reasons, we include only brief, generic instructions on how to use the data. For more detailed documentation, please refer to the dataset's GitHub page.


What is included


The dataset includes annotated MusicScores .mscx files that have been created with MuseScore 3.6.2 and can be opened with any MuseScore 3, or later version. Apart from that, the score information (measures, notes, harmony labels) have been extracted in the form of TSV files which can be found respectively in the folders measures, notes, and harmonies. They have been extracted with the Python library ms3 and its documentation has a column glossary for looking up the meaning of a column.


Getting the data


You can download the dataset as a ZIP file from Zenodo or GitHub. Please note that these automatically generated ZIP files do not include submodules, which would appear as empty folders. If you need ZIP files, you will need to find the submodule repositories (e.g. via GitHub) and download them individually.


Apart from that, there is the possibility to git-clone the GitHub repository to your disk. This has the advantage that it allows to version-control any changes you want to make to the dataset and to ask for your changes to be included ("merged") in a future version.
DOI: 10.5281/zenodo.15292682
title: Claude Debussy - Suite Bergamasque (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.7473568
title: Claude Debussy - Suite Bergamasque (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.7535468
title: Claude Debussy - Suite Bergamasque (A corpus of annotated scores)

description: This corpus of annotated MuseScore files has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. It is one out of nine similar corpora that have been grouped together to An Annotated Corpus of Tonal Piano Music from the Long 19th Century which comes with a data report that is currently under review. <strong>Version 1</strong> has been released for submitting it as part of the data report <code>Hentschel, J., Rammos, Y., Neuwirth, M., Rohrmeier, M. (forthcoming). An Annotated Corpus of Tonal Piano Music from the Long 19th Century</code> that accompanies nine corpora grouped under the DOI 10.5281/zenodo.7483349. <strong>Version 1.1</strong> comes with a complete set of metadata and score headers. Among more accurate composition dates, the metadata now include URIs that identify the compositions in terms of the Virtual International Authority File (VIAF), Wikidata, IMSLP and MusicBrainz. The data has been re-extracted from the scores using ms3 1.1.1.
DOI: 10.5281/zenodo.7963255
title: The Claude Debussy Solo Piano Corpus

description: This dataset originates from the DCML corpus initiative and contains musicological research data. For more information, please refer to its documentation page https://dcmlab.github.io/debussy_piano Please cite this dataset as <pre><code>Laneve, S., Schaerf, L., Cecchetti, G., Hentschel, J., & Rohrmeier, M. (2023). The diachronic development of Debussy's musical style: A corpus study with Discrete Fourier Transform. Humanities and Social Sciences Communications, 10(1), 289. https://doi.org/10.1057/s41599-023-01796-7</code></pre> The folders in the ZIP file that can be downloaded here from Zenodo are empty because they are submodules in the original Git repository which Zenodo is not including. However, the submodules have their own records: debussy_childrens_corner debussy_deux_arabesques debussy_estampes debussy_etudes debussy_images debussy_other_piano_pieces debussy_pour_le_piano debussy_preludes debussy_suite_bergamasque
DOI: 10.5281/zenodo.8329204
title: Claude Debussy - Suite Bergamasque (A corpus of annotated scores)

description: This corpus of annotated MuseScore files has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. It is one out of nine similar corpora that have been grouped together to An Annotated Corpus of Tonal Piano Music from the Long 19th Century which comes with a data report that is currently under review. The dataset lives on GitHub (link under "Related identifiers") and is stored on Zenodo purely for conservation and automatic DOI generation for new GitHub releases. For technical reasons, we include only brief, generic instructions on how to use the data. For more detailed documentation, please refer to the dataset's GitHub page. <strong>What is included</strong> The dataset includes annotated MusicScores <strong>.mscx</strong> files that have been created with MuseScore 3.6.2 and can be opened with any MuseScore 3, or later version. Apart from that, the score information (measures, notes, harmony labels) have been extracted in the form of TSV files which can be found respectively in the folders <code>measures</code>, <code>notes</code>, and <code>harmonies</code>. They have been extracted with the Python library ms3 and its documentation has a column glossary for looking up the meaning of a column. <strong>Getting the data</strong> You can download the dataset as a ZIP file from Zenodo or GitHub. Please note that these automatically generated ZIP files do not include submodules, which would appear as empty folders. If you need ZIP files, you will need to find the submodule repositories (e.g. via GitHub) and download them individually. Apart from that, there is the possibility to git-clone the GitHub repository to your disk. This has the advantage that it allows to version-control any changes you want to make to the dataset and to ask for your changes to be included ("merged") in a future version.
DOI: 10.57760/sciencedb.20519
title: Melatonin protects retinal pigment epithelium cells against ferroptosis in AMD via the PI3K/AKT/MDM2/P53 pathway
title: Melatonin protects retinal pigment epithelium cells against ferroptosis in AMD via the PI3K/AKT/MDM2/P53 pathway

description: Oxidative stress-prompted degeneration of the retinal pigment epithelium (RPE) notably contributes to the onset of age-related macular degeneration (AMD). However, the pathways leading to RPE deterioration and possible preventative strategies are not yet completely comprehended. Our research identified that Aβ1-40, a primary variant of Amyloid beta and a significant constituent of drusen, can trigger ferroptosis in RPE.Melatonin, on the other hand, can inhibit the oxidative stress and ferroptosis induced by Aβ1-40 in RPE cells. Melatonin has a protective effect on Aβ1-40-induced AMD, significantly improving the structure of the mouse retina and RPE layer,and facilitating the restoration of visual function. Network pharmacology methods revealed that the potential targets of melatonin for AMD are closely related to ferroptosis. KEGG pathway enrichment analysis indicated that the predominant pathways are significantly associated with the PI3K/AKT/MDM2/P53 signaling pathway.Knocking down the specific expression of MDM2 can significantly weaken the effect of melatonin in inhibiting oxidative stress and ferroptosis. These studies demonstrate that melatonin can suppress cell death by ferroptosis in RPE via the PI3K/AKT/MDM2/P53 pathway, thereby preventing and decelerating the progression of AMD.
description: Oxidative stress-prompted degeneration of the retinal pigment epithelium (RPE) notably contributes to the onset of age-related macular degeneration (AMD). However, the pathways leading to RPE deterioration and possible preventative strategies are not yet completely comprehended. Our research identified that Aβ1-40, a primary variant of Amyloid beta and a significant constituent of drusen, can trigger ferroptosis in RPE.Melatonin, on the other hand, can inhibit the oxidative stress and ferroptosis induced by Aβ1-40 in RPE cells. Melatonin has a protective effect on Aβ1-40-induced AMD, significantly improving the structure of the mouse retina and RPE layer,and facilitating the restoration of visual function. Network pharmacology methods revealed that the potential targets of melatonin for AMD are closely related to ferroptosis. KEGG pathway enrichment analysis indicated that the predominant pathways are significantly associated with the PI3K/AKT/MDM2/P53 signaling pathway.Knocking down the specific expression of MDM2 can significantly weaken the effect of melatonin in inhibiting oxidative stress and ferroptosis. These studies demonstrate that melatonin can suppress cell death by ferroptosis in RPE via the PI3K/AKT/MDM2/P53 pathway, thereby preventing and decelerating the progression of AMD.
DOI: 10.57760/sciencedb.20520
title: Vegetation net primary productivity in the Three Eco-zones and Four Shelterbelts region, China (2000 -2023)
title: Vegetation net primary productivity in the Three Eco-zones and Four Shelterbelts region, China (2000 -2023)

description: The Three Eco-zones and Four Shelterbelts (TEFS) region encompasses critical ecological barriers and functional zones in China. Utilizing MODIS NDVI data, alongside climatic and topographic variables, we developed regionally optimized models to estimate net primary productivity (NPP) across the TEFS region from 2000 to 2023.
description: The Three Eco-zones and Four Shelterbelts (TEFS) region encompasses critical ecological barriers and functional zones in China. Utilizing MODIS NDVI data, alongside climatic and topographic variables, we developed regionally optimized models to estimate net primary productivity (NPP) across the TEFS region from 2000 to 2023.
DOI: 10.57760/sciencedb.20533
title: Data about the classification of superconducting radio-frequency cavity faults of CAFE2 using machine learning
title: Data about the classification of superconducting radio-frequency cavity faults of CAFE2 using machine learning

description: This dataset comprises labeled fault data from superconducting radio-frequency (SRF) cavities, including both waveform images and associated operational parameters. The dataset provides examples of various SRF cavity fault patterns and their corresponding classifications. Due to the large volume of collected data, we have selected and uploaded only several representative examples for each fault pattern, ensuring that these samples effectively demonstrate the typical characteristics of each fault type.
description: This dataset comprises labeled fault data from superconducting radio-frequency (SRF) cavities, including both waveform images and associated operational parameters. The dataset provides examples of various SRF cavity fault patterns and their corresponding classifications. Due to the large volume of collected data, we have selected and uploaded only several representative examples for each fault pattern, ensuring that these samples effectively demonstrate the typical characteristics of each fault type.
DOI: 10.57760/sciencedb.20534
title: Validation of Islamic Religious Internalization Scales in Tunisian Footballers during Ramadan
title: Validation of Islamic Religious Internalization Scales in Tunisian Footballers during Ramadan

description: online responses according to liker scale 0 to 4
description: online responses according to liker scale 0 to 4
DOI: 10.57760/sciencedb.20537
title: Representative Bureaucrat Attitude Scale
title: Representative Bureaucrat Attitude Scale

description: Data includes survey responses in 5-point Likert format
description: Data includes survey responses in 5-point Likert format
DOI: 10.15468/dl.8ax76q
title: Occurrence Download

description: A dataset containing 240337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita muscaria (L.) Lam."
 ]
}

 The dataset includes 240337 records from 510 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001206-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.20541
title: High-precision copper-grade identification via a vision transformer with PGNAA
title: High-precision copper-grade identification via a vision transformer with PGNAA

description: To construct the dataset required for machine learning, the gamma spectrum of copper ore was obtained using MCNP. The material card of the MCNP was set according to the actual copper mineral composition. The primary elementsin the Cu ore and their contents are listed in Table 2. In total, 4400 energy spectrum data points were obtained. Based on the copper content, the data were divided into five categories: gangue (0 to 0.2%), industrial-grade copper ore (0.2 to 0.5%), low-grade copper ore (0.5 to 1.5%), medium-grade copper ore (1.5 to 2%), and high-grade copper ore (2 to 3%). Cu is associated with minerals such as pyrite (FeS 2 ), sphalerite(ZnS),galena(PbS),andcobaltite(CoAsS)[39]. Therefore, copper ores often contain associated minerals, such as Pb, Zn, Fe, and Co. Machine-learning models were used to identify the presence of associated minerals in the copper ore. Ores containing Pb, Zn, Fe, and Co below the cut-off grade were designated as gangue, whereas those above the cut-off grade were designated as minerals, based on the content of the associated elements in the ore。
description: To construct the dataset required for machine learning, the gamma spectrum of copper ore was obtained using MCNP. The material card of the MCNP was set according to the actual copper mineral composition. The primary elementsin the Cu ore and their contents are listed in Table 2. In total, 4400 energy spectrum data points were obtained. Based on the copper content, the data were divided into five categories: gangue (0 to 0.2%), industrial-grade copper ore (0.2 to 0.5%), low-grade copper ore (0.5 to 1.5%), medium-grade copper ore (1.5 to 2%), and high-grade copper ore (2 to 3%). Cu is associated with minerals such as pyrite (FeS 2 ), sphalerite(ZnS),galena(PbS),andcobaltite(CoAsS)[39]. Therefore, copper ores often contain associated minerals, such as Pb, Zn, Fe, and Co. Machine-learning models were used to identify the presence of associated minerals in the copper ore. Ores containing Pb, Zn, Fe, and Co below the cut-off grade were designated as gangue, whereas those above the cut-off grade were designated as minerals, based on the content of the associated elements in the ore。
DOI: 10.15468/dl.6xs2x6
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3",
 "TaxonKey is Jasminum grandiflorum L."
 ]
}

 The dataset includes 45 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001210-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00214.00114
title: Servitization of Industrial Linkages and Decline of Manufacturing Share: Analysis Based on Time-series Input-output Tables of China
title: 产业关联服务化与制造业比重下降——基于中国时间序列投入产出表的分析

description: Paper data and code 
description: Paper data and code