cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31252024
title: <b>Supplementary Materials for Included Study: Visibility Nowcasting in South Korea: A Machine Learning Approach to Class Imbalance and Distribution Shift</b>

description: <pre>This repository provides the supplementary materials for the research article <b>"Visibility Nowcasting in South Korea: A Machine Learning Approach to Class Imbalance and Distribution Shift."</b> The included datasets and artifacts support full reproducibility of the experimental results, covering data augmentation, hyperparameter optimization, and distribution shift analysis.<br><br><b>Contents</b><br><br>1. <b>`hyperparameter_optimization.pdf`</b><br> - Detailed documentation of the hyperparameter search spaces and optimization setups for all predictive models (XGBoost, LightGBM, ResNet-like, FT-Transformer, DeepGBM) and the CTGAN data augmentation model.<br><br>2. <b>`oversampling_models_hyperparameters.csv`</b><br> - Optimal hyperparameters identified for the SMOTENC and CTGAN oversampling models used to address class imbalance.<br><br>3. <b>`best_params_per_models` (directory)</b><br> - CSV files containing the finalized optimal hyperparameters for each of the five predictive models across six regions (Seoul, Busan, Incheon, Daegu, Daejeon, Gwangju) and three cross-validation folds.<br><br>4. <b>`umap_plots` (directory)</b><br> - High-resolution UMAP visualization plots (.png) comparing the data distributions of the original training sets with those of the augmented datasets (SMOTENC, CTGAN, Hybrid) for all regions and folds.<br><br>5. <b>`shap_plots` (directory)</b><br> - Complete SHAP summary plots and feature importance values for all models, providing detailed interpretability analysis beyond the key features discussed in the main text.<br><br><b>Usage Notes</b><br><br>These supplementary files are intended to be used in conjunction with the source code available at: (https://github.com/singbong/Visibility_Nowcasting)</pre><br>
DOI: 10.6084/m9.figshare.31252024.v2
title: <b>Supplementary Materials for Included Study: Visibility Nowcasting in South Korea: A Machine Learning Approach to Class Imbalance and Distribution Shift</b>

description: <pre>This repository provides the supplementary materials for the research article <b>"Visibility Nowcasting in South Korea: A Machine Learning Approach to Class Imbalance and Distribution Shift."</b> The included datasets and artifacts support full reproducibility of the experimental results, covering data augmentation, hyperparameter optimization, and distribution shift analysis.<br><br><b>Contents</b><br><br>1. <b>`hyperparameter_optimization.pdf`</b><br> - Detailed documentation of the hyperparameter search spaces and optimization setups for all predictive models (XGBoost, LightGBM, ResNet-like, FT-Transformer, DeepGBM) and the CTGAN data augmentation model.<br><br>2. <b>`oversampling_models_hyperparameters.csv`</b><br> - Optimal hyperparameters identified for the SMOTENC and CTGAN oversampling models used to address class imbalance.<br><br>3. <b>`best_params_per_models` (directory)</b><br> - CSV files containing the finalized optimal hyperparameters for each of the five predictive models across six regions (Seoul, Busan, Incheon, Daegu, Daejeon, Gwangju) and three cross-validation folds.<br><br>4. <b>`umap_plots` (directory)</b><br> - High-resolution UMAP visualization plots (.png) comparing the data distributions of the original training sets with those of the augmented datasets (SMOTENC, CTGAN, Hybrid) for all regions and folds.<br><br>5. <b>`shap_plots` (directory)</b><br> - Complete SHAP summary plots and feature importance values for all models, providing detailed interpretability analysis beyond the key features discussed in the main text.<br><br><b>Usage Notes</b><br><br>These supplementary files are intended to be used in conjunction with the source code available at: (https://github.com/singbong/Visibility_Nowcasting)</pre><br>
DOI: 10.15468/dl.29r6ch
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megahertzia amplexicaulis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 105 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011822-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccxdj71
title: CCDC 846183: Experimental Crystal Structure Determination

description: Related Article: M.M.Naseer, De-Xian Wang, Liang Zhao, Zhi-Tang Huang, Mei-Xiang Wang|2011|J.Org.Chem.|76|1804|doi:10.1021/jo102483x
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.x3pgz9
title: Occurrence Download

description: A dataset containing 14655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vaccinium corymbosum",
 "BasisOfRecord is one of (Specimen, Human Observation, Occurrence evidence, Material sample, Living Specimen)",
 "HasCoordinate is true",
 "Country is one of (Canada, United States of America)"
 ]
}

 The dataset includes 14655 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011823-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31252156
title: Curvelet data values

description: Proposes a novel fingerprint hashing framework that addressesthe drawbacks of conventional transform methods by introducing the AlignedCurvelet Transform with Dynamic Rotation (ACTDR).
DOI: 10.6084/m9.figshare.31252156.v1
title: Curvelet data values

description: Proposes a novel fingerprint hashing framework that addressesthe drawbacks of conventional transform methods by introducing the AlignedCurvelet Transform with Dynamic Rotation (ACTDR).
DOI: 10.5281/zenodo.18483748
title: Supporting Information for: Integrated In Silico Discovery of Thymoquinone Analogs Targeting the Keap1--Nrf2 Pathway for Amyotrophic Lateral Sclerosis Therapy

description: Supporting Information for: Integrated In Silico Discovery of Thymoquinone Analogs Targeting the Keap1--Nrf2 Pathway for Amyotrophic Lateral Sclerosis Therapy

Authors:

Jabir C. Nalicho*, Petro E. Mabeyo, Andrew S. Paluch, and Lucas Paul**

Contact information:

*  jabir.chande@gmail.com** lucas.paul@udsm.ac.tz

Journal:

ChemistryOpen

Date:

4 February 2026

Description:

CSV file (Table_S1_Thymoquinone_Analogues_Predicted_Activities.csv) with predicted pIC50 values, activity classes, leverage values, and applicability domain (AD) status for 64 thymoquinone analogues generated using the validated AtomPairs2DCount QSAR model.
DOI: 10.5281/zenodo.18483747
title: Supporting Information for: Integrated In Silico Discovery of Thymoquinone Analogs Targeting the Keap1--Nrf2 Pathway for Amyotrophic Lateral Sclerosis Therapy

description: Supporting Information for: Integrated In Silico Discovery of Thymoquinone Analogs Targeting the Keap1--Nrf2 Pathway for Amyotrophic Lateral Sclerosis Therapy

Authors:

Jabir C. Nalicho*, Petro E. Mabeyo, Andrew S. Paluch, and Lucas Paul**

Contact information:

*  jabir.chande@gmail.com** lucas.paul@udsm.ac.tz

Journal:

ChemistryOpen

Date:

4 February 2026

Description:

CSV file (Table_S1_Thymoquinone_Analogues_Predicted_Activities.csv) with predicted pIC50 values, activity classes, leverage values, and applicability domain (AD) status for 64 thymoquinone analogues generated using the validated AtomPairs2DCount QSAR model.
DOI: 10.15468/dl.qcp4x6
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimetes fimbriifolius",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011827-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17636/101118691
title: Israel-Gaza Supplemental Dataset SD-1
DOI: 10.5281/zenodo.18483593
title: Code and Data for: Evidence Against Primordial Mass Segregation in Young Open Clusters: A Bayesian Multi-Scale Analysis of 3,881 Gaia DR3 Clusters

description: This repository contains the source code and processed data tables supporting the findings in the manuscript "Evidence Against Primordial Mass Segregation in Young Open Clusters: A Bayesian Multi-Scale Analysis of 3,881 Gaia DR3 Clusters", submitted to The Astronomical Journal (AJ).

Contents:* analysis_pipeline.py: The Python script used for Bayesian deconvolution, metric calculation, and figure generation.* final_metrics_complete.csv: The calculated spatial and kinematic metrics for the 3,881 clusters analyzed.* hunt24.csv: The master catalog file.* hunt24.zip: The compressed cluster member data.

Usage:1. Unzip 'hunt24.zip' into the same directory as the script.2. Ensure 'hunt24.csv' is in the directory.3. Run 'python analysis_pipeline.py'.

Data Source:This work makes use of the open cluster catalog provided by Hunt & Reffert (2024) based on Gaia DR3 data.Reference: Hunt, E. L., & Reffert, S. (2024). A&A, 682, A22.
DOI: 10.15468/dl.p68caq
title: Occurrence Download

description: A dataset containing 935 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xylella fastidiosa Wells et al., 1987"
 ]
}

 The dataset includes 935 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042980-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrtf5i
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miscanthus capensis (Nees) Andersson",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 193 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010826-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcp3y5
title: Occurrence Download

description: A dataset containing 20768 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum annuum L."
 ]
}

 The dataset includes 20768 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216430-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wr7txn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Graptemys ouachitensis Cagle, 1953"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319440-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.993vcg
title: Occurrence Download

description: A dataset containing 627004 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum L."
 ]
}

 The dataset includes 627004 records from 1130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216446-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbdawj
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum medusae (Rchb.f.) Pfitzer"
 ]
}

 The dataset includes 19 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244562-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp8di5
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Camera trap database of Tiger from Rajaji National Park, Uttarakhand"
 ]
}

 The dataset includes 305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010827-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhkgmh
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbesina hastata (Kellogg) Kellogg ex Curran"
 ]
}

 The dataset includes 139 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028260-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxzvua
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Graptemys pseudogeographica (Gray, 1831)"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319439-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eny8g6
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Pristimantis cruciocularis (Lehr, Lundberg, Aguilar & von May, 2006)"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033870-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk5tou
title: Occurrence Download

description: A dataset containing 817 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acipenser baerii Brandt, 1869",
 "TaxonKey is Acipenser gueldenstaedtii Brandt & Ratzeburg, 1833",
 "TaxonKey is Acipenser ruthenus Linnaeus, 1758",
 "TaxonKey is Acipenser stellatus Pallas, 1771",
 "TaxonKey is Acipenser sturio Linnaeus, 1758",
 "TaxonKey is Acipenser transmontanus Richardson, 1836",
 "TaxonKey is Acizzia uncatoides (Ferris & Klyver, 1932)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 817 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010827-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emdbrz
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bostrichus dactyliperda Fabricius, 1801"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196322-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evmnbz
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.06128 26.2793,-109.41284 26.12549,-109.30298 25.44434,-108.29224 25.20264,-106.02905 22.78564,-105.43579 21.64307,-104.88647 22.23633,-105.78735 25.00488,-107.65503 26.98242,-109.06128 26.2793))",
 "HasCoordinate is true",
 "TaxonKey is Urocyon cinereoargenteus (Schreber, 1775)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 152 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010828-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x39dp2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Niger",
 "TaxonKey is Acacia senegal Linnaeus, 1753"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248449-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z23gts
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "Geometry POLYGON((74.88270 16.06497,142.11730 16.06497,142.11730 42.93503,74.88270 42.93503,74.88270 16.06497))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apriona germari"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064491-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8t3kx
title: Occurrence Download

description: A dataset containing 182244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ciconiiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 0,120 0,120 30,90 30,90 0))"
 ]
}

 The dataset includes 182244 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064434-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k2dpq
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((57.06895 25.46708,61.90716 24.30233,64.28147 27.16942,61.41438 37.02503,56.12818 38.90656,49.27405 38.59297,48.1093 39.98172,44.25665 39.89212,43.36068 38.05539,46.76535 30.61888,52.45473 26.13906,57.06895 25.46708))",
 "TaxonKey is Marmaronetta angustirostris"
 ]
}

 The dataset includes 392 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064492-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf58d8
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((57.06895 25.46708,61.90716 24.30233,64.28147 27.16942,61.41438 37.02503,56.12818 38.90656,49.27405 38.59297,48.1093 39.98172,44.25665 39.89212,43.36068 38.05539,46.76535 30.61888,52.45473 26.13906,57.06895 25.46708))",
 "TaxonKey is Marmaronetta angustirostris"
 ]
}

 The dataset includes 392 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064493-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfx8x4
title: Occurrence Download

description: A dataset containing 98894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ciconiiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 0,60 0,60 30,30 30,30 0))"
 ]
}

 The dataset includes 98894 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064437-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh8urd
title: Occurrence Download

description: A dataset containing 217567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Suliformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 -30,-30 -30,-30 0,-60 0,-60 -30))"
 ]
}

 The dataset includes 217567 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064420-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15679509
title: XYZ files of geometry optimized structures of paracyclophane-based TTM (di)radicals and corresponding TD-DFT

description: XYZ coordinates and absolute energies of calculated geometry optimized structures of open-shell singlet and triplet configurations of pseudo-para- and pseudo-ortho-[2.2]paracyclophane-bridged TTM-diradicals by DFT methods (UB3LYP-D3/def-TZVP)

TDDFT results of open-shell singlet and triplet configurations of pseudo-para- and pseudo-ortho-[2.2]paracyclophane-bridged TTM-diradicals calculated at the UB3LYP-D3/SVPD level of theory
DOI: 10.5281/zenodo.17301951
title: XYZ files of geometry optimized structures of paracyclophane-based TTM (di)radicals and corresponding TD-DFT

description: XYZ coordinates and absolute energies of calculated geometry optimized structures of open-shell singlet and triplet configurations of pseudo-para- and pseudo-ortho-[2.2]paracyclophane-bridged TTM-diradicals by DFT methods (UB3LYP-D3/def-TZVP)

TDDFT results of open-shell singlet and triplet configurations of pseudo-para- and pseudo-ortho-[2.2]paracyclophane-bridged TTM-diradicals calculated at the UB3LYP-D3/SVPD level of theory
DOI: 10.15468/dl.gdrysm
title: Occurrence Download

description: A dataset containing 12226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinus densiflora)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12226 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064494-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vdkam
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schilbe mystus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 671 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064495-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.