cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e242247v1
title: Federal University of Education, Zaria 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Education, Zaria 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.15680343
title: Multi-year La Niña-El Niño transition influenced Earth's extreme energy uptake in 2022–23

description: The scripts in this folder are designed to reproduce the main and extended figures in the manuscript "Multi-year La Niña-El Niño transition influenced Earth’s extreme energy uptake in 2022–23" and calculate Earth's Energy Imbalance (EEI) values presented in the manuscript.See README in detail.
DOI: 10.5281/zenodo.18132060
title: Multi-year La Niña-El Niño transition influenced Earth's extreme energy uptake in 2022–23

description: The scripts in this folder are designed to reproduce the main and extended figures in the manuscript "Multi-year La Niña-El Niño transition influenced Earth’s extreme energy uptake in 2022–23" and calculate Earth's Energy Imbalance (EEI) values presented in the manuscript.See README in detail.
DOI: 10.3886/e242245v1
title: Federal University of Medical and Health Sciences Kwale 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Medical and Health Sciences Kwale 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242244v1
title: Federal University of Health Sciences Kwale 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Health Sciences Kwale 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242243v1
title: Federal University of Agriculture Bassam-Biri 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Agriculture Bassam-Biri 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242246v1
title: Federal University of Health Sciences, Katsina 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Health Sciences, Katsina 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242242v1
title: National University of Science and Technology, Abuja 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: National University of Science and Technology, Abuja 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.15683046
title: Explainable Machine Learning for Earthquakes - dataset

description: This dataset supports the research presented in the paper "Explainable Machine Learning for Earthquakes: SHAP Interpretation of CNNs to Distinguish Seismic Spectrograms of Foreshocks and Aftershocks".

It contains seismic waveform data and corresponding RGB spectrograms derived from the 2016 Norcia seismic sequence in central Italy. The raw dataset (dset.zip) includes three-component seismic waveforms (NS, EW, Z) recorded at 100 Hz, centered around manually picked P-wave arrivals. The preprocessed dataset (dset_preprocessed.zip) contains RGB spectrograms created by stacking short-time Fourier transforms of each component into image-like representations. These RGB images are used as input for training a convolutional neural network (CNN) to classify seismic events as either foreshocks or aftershocks.

The dataset has been curated to enable both model training and explainability analysis. In particular, the RGB spectrograms are designed for compatibility with computer vision models, while accompanying code enables SHAP (SHapley Additive exPlanations) analysis of trained CNNs. The SHAP values highlight the time-frequency regions most relevant to the model’s classification decision and reveal physically interpretable patterns linked to changes in fault zone elastic properties over the seismic cycle.

This dataset may be used to:





Train deep learning models to classify foreshocks vs. aftershocks




Reproduce the preprocessing pipeline (raw → spectrogram)




Explore explainability methods (e.g., SHAP) in seismological ML



Contents:





dset.zip: Raw waveform data




dset_preprocessed.zip: RGB spectrograms ready for model input



Conference Paper (ICIAP 2025):👉 https://doi.org/10.1007/978-3-032-10185-3_25

For additional resources (trained models, SHAP tensors, code), see the associated Zenodo code repository:👉 https://doi.org/10.5281/zenodo.15747240

Or the associated Github code repository:👉 https://github.com/mich1803/CNN-Explainability-on-Earthquakes
DOI: 10.5281/zenodo.15683047
title: Explainable Machine Learning for Earthquakes - dataset

description: This dataset supports the research presented in the paper "Explainable Machine Learning for Earthquakes: SHAP Interpretation of CNNs to Distinguish Seismic Spectrograms of Foreshocks and Aftershocks".

It contains seismic waveform data and corresponding RGB spectrograms derived from the 2016 Norcia seismic sequence in central Italy. The raw dataset (dset.zip) includes three-component seismic waveforms (NS, EW, Z) recorded at 100 Hz, centered around manually picked P-wave arrivals. The preprocessed dataset (dset_preprocessed.zip) contains RGB spectrograms created by stacking short-time Fourier transforms of each component into image-like representations. These RGB images are used as input for training a convolutional neural network (CNN) to classify seismic events as either foreshocks or aftershocks.

The dataset has been curated to enable both model training and explainability analysis. In particular, the RGB spectrograms are designed for compatibility with computer vision models, while accompanying code enables SHAP (SHapley Additive exPlanations) analysis of trained CNNs. The SHAP values highlight the time-frequency regions most relevant to the model’s classification decision and reveal physically interpretable patterns linked to changes in fault zone elastic properties over the seismic cycle.

This dataset may be used to:





Train deep learning models to classify foreshocks vs. aftershocks




Reproduce the preprocessing pipeline (raw → spectrogram)




Explore explainability methods (e.g., SHAP) in seismological ML



Contents:





dset.zip: Raw waveform data




dset_preprocessed.zip: RGB spectrograms ready for model input



Conference Paper (ICIAP 2025):👉 https://doi.org/10.1007/978-3-032-10185-3_25

For additional resources (trained models, SHAP tensors, code), see the associated Zenodo code repository:👉 https://doi.org/10.5281/zenodo.15747240

Or the associated Github code repository:👉 https://github.com/mich1803/CNN-Explainability-on-Earthquakes
DOI: 10.5281/zenodo.18132068
title: Eco-smart PLA–CF–Brine Composite Experimental Dataset
DOI: 10.5281/zenodo.18132069
title: Eco-smart PLA–CF–Brine Composite Experimental Dataset
DOI: 10.18150/wlsdls
title: Spis zakonników litewskiej prowincji bazylianów w porządku alfabetycznym w języku polskim, białoruskim, litewskim, ukraińskim

description: Alfabetyczny spis nazwisk zakonników prowincji litewskiej (zawiera wersje w języku polskim, białoruskim, litewskim, ukraińskim) - stan 17 marca 2025 r.
DOI: 10.15468/dl.t7gtqk
title: Occurrence Download

description: A dataset containing 35299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amorpha fruticosa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35299 records from 587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071050-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18132003
title: Rotational Spectroscopy Analysis of Enantioisotopomers for Copper-Catalyzed Transfer Hydrodeuteration Using D2O and Poly(methylhydrosiloxane) as Hydrogen Isotope Transfer Reagents

description: This Zenodo archive contains the computational chemistry and molecular rotational resonance (MRR) spectra used to perform chiral analysis on two enantioisotopomers: phenylpropanol-d1 and ethylnapthalene-d1.  This analysis will be reported in a manuscript titled:

"Copper-Catalyzed Transfer Hydrodeuteration Using D2O and Poly(methylhydrosiloxane) as Hydrogen Isotope Transfer Reagents"

The synthesis work in this study is performed by Joe Clark's group in the Department of Chemistry at the University of Tennessee.  This work describes a green chemistry synthetic route to isotopically chiral molecules and expands the previously published work:

Mills, M. D.; Sonstrom, R. E.; Vang, Z. P.; Neill, J. L.; Scolati, H. N.; West, C. T.; Pate, B. H.; Clark, J. R. Enantioselective Synthesis of Enantioisotopomers with Quantitative Chiral Analysis by Chiral Tag Rotational Spectroscopy. Angewandte Chemie International Edition 2022, 61 (33), e202207275.

The main analysis of the chiral tag rotational spectra is reported in the Supporting Information to this reference and details of the current analysis can be found there.  The significant change in the rotational spectroscopy analysis in the current work is the use of a BrightSpec IsoMRR spectrometer to perform the measurement of the enantiomeric excess and to establish the absolute configuration of the higher abundance enantioisotopomer.
DOI: 10.5281/zenodo.18132004
title: Rotational Spectroscopy Analysis of Enantioisotopomers for Copper-Catalyzed Transfer Hydrodeuteration Using D2O and Poly(methylhydrosiloxane) as Hydrogen Isotope Transfer Reagents

description: This Zenodo archive contains the computational chemistry and molecular rotational resonance (MRR) spectra used to perform chiral analysis on two enantioisotopomers: phenylpropanol-d1 and ethylnapthalene-d1.  This analysis will be reported in a manuscript titled:

"Copper-Catalyzed Transfer Hydrodeuteration Using D2O and Poly(methylhydrosiloxane) as Hydrogen Isotope Transfer Reagents"

The synthesis work in this study is performed by Joe Clark's group in the Department of Chemistry at the University of Tennessee.  This work describes a green chemistry synthetic route to isotopically chiral molecules and expands the previously published work:

Mills, M. D.; Sonstrom, R. E.; Vang, Z. P.; Neill, J. L.; Scolati, H. N.; West, C. T.; Pate, B. H.; Clark, J. R. Enantioselective Synthesis of Enantioisotopomers with Quantitative Chiral Analysis by Chiral Tag Rotational Spectroscopy. Angewandte Chemie International Edition 2022, 61 (33), e202207275.

The main analysis of the chiral tag rotational spectra is reported in the Supporting Information to this reference and details of the current analysis can be found there.  The significant change in the rotational spectroscopy analysis in the current work is the use of a BrightSpec IsoMRR spectrometer to perform the measurement of the enantiomeric excess and to establish the absolute configuration of the higher abundance enantioisotopomer.
DOI: 10.5281/zenodo.18131779
title: DataLake: a georeferenced dataset of hygrophilous vascular plants from freshwater lakes of central-southern Italy

description: DataLake is a georeferenced dataset compiling occurrence records of hygrophilous vascular plants from 30 natural freshwater lakes located in central–southern Italy. The dataset integrates floristic information derived from both published literature and original field surveys conducted by the authors. Each record includes taxonomic identification, lake name, geographic coordinates expressed in WGS84 decimal degrees, and associated metadata such as sampling date (when available), bibliographic source, and coordinate uncertainty. The dataset was designed to standardize heterogeneous floristic data and to provide an openly accessible resource supporting limnological, floristic, biodiversity, and conservation-oriented research on Mediterranean freshwater lake ecosystems.
DOI: 10.5281/zenodo.18099347
title: Cerclage in Twins with short cervix

description: Dataset for the efficacy of ultrasound-indicated cerclage in preventing preterm birth in twin pregnancies
DOI: 10.5281/zenodo.18099346
title: Cerclage in Twins with short cervix

description: Dataset for the efficacy of ultrasound-indicated cerclage in preventing preterm birth in twin pregnancies
DOI: 10.3886/e242206v1
title: Federal University of Agriculture, Abeokuta 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Agriculture, Abeokuta 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.5hkwbn
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocidura mimula"
 ]
}

 The dataset includes 68 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071051-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242222v1
title: University of Ibadan 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Ibadan 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242221v1
title: University of Calabar 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Calabar 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242208v1
title: University of Benin 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Benin 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242207v1
title: University of Agriculture, Makurdi 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Agriculture, Makurdi 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242223v1
title: University of Ilorin 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Ilorin 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242231v1
title: Air Force Institute of Technology, Kaduna 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Air Force Institute of Technology, Kaduna 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242230v1
title: Nigerian Maritime University 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nigerian Maritime University 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242229v1
title: Usumanu Danfodiyo University 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Usumanu Danfodiyo University 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242228v1
title: University of Uyo 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Uyo 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242227v1
title: University of Port-Harcourt 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Port-Harcourt 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242226v1
title: University of Nigeria, Nsukka 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Nigeria, Nsukka 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242225v1
title: University of Lagos 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Lagos 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242224v1
title: University of Jos 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Jos 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.wvnzrt
title: Occurrence Download

description: A dataset containing 9248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aronia melanocarpa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9248 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071053-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g2m7u
title: Occurrence Download

description: A dataset containing 15155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Carex vaginata Tausch",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 15155 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017857-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb6cha
title: Occurrence Download

description: A dataset containing 28326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Lithobates sphenocephalus (Cope, 1886))"
 ]
}

 The dataset includes 28326 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017858-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-42856
title: Claims (GX 10850 - GX 11351), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.latzes
title: Occurrence Download

description: A dataset containing 3730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus maritimus Phipps, 1774"
 ]
}

 The dataset includes 3730 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002607-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg9dzs
title: Occurrence Download

description: A dataset containing 3929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagus crenata Blume",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 3929 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015177-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-42847
title: Claims (GX 10850 - GX 11351), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.cvxveu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Justicia matogrossensis Wassh.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002607-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.