cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6s4gqf
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cedrelinga cateniformis",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Continent is South America"
 ]
}

 The dataset includes 166 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036915-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbgdf7
title: Occurrence Download

description: A dataset containing 6600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Cyanoliseus patagonus bloxami, Cyanoliseus patagonus)"
 ]
}

 The dataset includes 6600 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036916-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/iplh9p
title: Data Management and Sharing Plan for: Defining Mechanisms of Improvement of Sarcopenia with Rifamycin in Cirrhosis

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.25921/6vxp-jb60
title: NOAA/WDS Paleoclimatology - Hillam - Brockadale - QUSP - ITRDB BRIT035

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
description: NOAA Template Chronology file added 2018-12-19. NOAA Template Raw Measurements file added 2019-02-05
DOI: 10.26023/r2as-dbct-s0p
title: TORUS_2019: NOAA P-3 Tail Mounted X-Band Doppler Radar. Version 1.0

description: This data set contains the observations from the National Oceanic and Atmospheric Administration (NOAA) P-3 dual airborne tail Doppler radars (TDRs) that were operated in support of the Targeted Observations using Radars and UAS in Supercells (TORUS2019) project from May 13 to June 18, 2019.
DOI: 10.15468/dl.pzgcjb
title: Occurrence Download

description: A dataset containing 1407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "GadmGid is PRT.5_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea cinerea"
 ]
}

 The dataset includes 1407 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036917-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17245403
title: Structure-Guided Discovery of Submicromolar 1,2,4-Triazole–Schiff-Base Inhibitors of Glutathione Reductase In Vitro Data

description: This record provides the complete set of Python scripts used for the quantitative analysis of in vitro inhibition data reported in the study “Structure-Guided Discovery of Submicromolar 1,2,4-Triazole–Schiff-Base Inhibitors of Glutathione Reductase”. The scripts implement a reproducible pipeline for deriving absolute IC₅₀ values, assessing statistical uncertainty through bootstrap resampling, and generating interactive visualizations suitable for both supplementary material and independent validation.

Scope and Objectives.The primary aim of these scripts is to ensure rigorous, transparent, and reproducible analysis of dose–response experiments for candidate glutathione reductase (GR) inhibitors. Each script corresponds to a specific compound or reference inhibitor (e.g., AUR-514 to AUR-518, quercetin) and is designed to operate on the raw percentage inhibition values obtained from the biochemical assays.

Analytical Framework.





Nonlinear regression: A four-parameter logistic (4-PL) model is fitted to raw inhibition data using SciPy’s curve_fit. The parameters bottom, top, IC₅₀, and Hill slope are explicitly estimated.




Absolute IC₅₀ derivation: The midpoint is analytically determined only under the condition that 50% inhibition lies between the fitted asymptotes.




Uncertainty quantification: A bootstrap protocol (5 seeds × 2,000 resamples = 10,000 fits per dataset) provides median values, interquartile ranges, and 95% confidence intervals.




Distributional analysis: Kernel density estimation (KDE) of IC₅₀ replicates complements the descriptive statistics and reveals the reliability of the estimates.




Visualization: Two interactive outputs are generated for each dataset:





Dose–Response Curves with 95% CI bands




IC₅₀ Distribution Histograms with KDE overlay





Reproducibility.All scripts enforce deterministic random seeds, explicit bootstrap sample sizes, and clear output conventions. The outputs include interactive HTML visualizations and plain-text console summaries of parameter estimates. The workflow executes efficiently on standard CPU environments without GPU acceleration.

Technical Requirements.





Python ≥ 3.10




Core libraries: numpy, scipy, plotly




No external dependencies or non-standard compilers are required.



Availability and Citation.The scripts are made openly available to facilitate reproducibility and secondary analysis. Users are encouraged to cite both the Zenodo record and the associated article once its DOI is released.
DOI: 10.5281/zenodo.17245404
title: Structure-Guided Discovery of Submicromolar 1,2,4-Triazole–Schiff-Base Inhibitors of Glutathione Reductase In Vitro Data

description: This record provides the complete set of Python scripts used for the quantitative analysis of in vitro inhibition data reported in the study “Structure-Guided Discovery of Submicromolar 1,2,4-Triazole–Schiff-Base Inhibitors of Glutathione Reductase”. The scripts implement a reproducible pipeline for deriving absolute IC₅₀ values, assessing statistical uncertainty through bootstrap resampling, and generating interactive visualizations suitable for both supplementary material and independent validation.

Scope and Objectives.The primary aim of these scripts is to ensure rigorous, transparent, and reproducible analysis of dose–response experiments for candidate glutathione reductase (GR) inhibitors. Each script corresponds to a specific compound or reference inhibitor (e.g., AUR-514 to AUR-518, quercetin) and is designed to operate on the raw percentage inhibition values obtained from the biochemical assays.

Analytical Framework.





Nonlinear regression: A four-parameter logistic (4-PL) model is fitted to raw inhibition data using SciPy’s curve_fit. The parameters bottom, top, IC₅₀, and Hill slope are explicitly estimated.




Absolute IC₅₀ derivation: The midpoint is analytically determined only under the condition that 50% inhibition lies between the fitted asymptotes.




Uncertainty quantification: A bootstrap protocol (5 seeds × 2,000 resamples = 10,000 fits per dataset) provides median values, interquartile ranges, and 95% confidence intervals.




Distributional analysis: Kernel density estimation (KDE) of IC₅₀ replicates complements the descriptive statistics and reveals the reliability of the estimates.




Visualization: Two interactive outputs are generated for each dataset:





Dose–Response Curves with 95% CI bands




IC₅₀ Distribution Histograms with KDE overlay





Reproducibility.All scripts enforce deterministic random seeds, explicit bootstrap sample sizes, and clear output conventions. The outputs include interactive HTML visualizations and plain-text console summaries of parameter estimates. The workflow executes efficiently on standard CPU environments without GPU acceleration.

Technical Requirements.





Python ≥ 3.10




Core libraries: numpy, scipy, plotly




No external dependencies or non-standard compilers are required.



Availability and Citation.The scripts are made openly available to facilitate reproducibility and secondary analysis. Users are encouraged to cite both the Zenodo record and the associated article once its DOI is released.
DOI: 10.5281/zenodo.17244970
title: Global WUI and associated fire, water, and conservation

description: Map and text file associated with global wui assessment. Map (figure 1) is a georeferenced pdf and
DOI: 10.5281/zenodo.17244969
title: Global WUI and associated fire, water, and conservation

description: Map and text file associated with global wui assessment. Map (figure 1) is a georeferenced pdf and
DOI: 10.15468/dl.ks9rxu
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brevipalpus obovatus",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036919-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/63sr-wssf-jw0v
title: TORUS_2019: NOAA P-3 Video Data. Version 1.0

description: This data set contains the videos from the left, right, nose, and downward pointing cameras that were on-board the NOAA P-3 aircraft for flights over the plains region of the United States during the TORUS_2019 (Targeted Observation by Radars and UAS of Supercells 2019) field season. The videos are in Moving Picture Experts Group (MPEG) and mp4 (MPEG-4) format.
DOI: 10.25574/25344
title: Chandra X-ray Observatory ObsId 25344

description: THE CHANDRA ROUTE TOWARDS DEFINING THE X-RAY PROPERTIES OF THE MOST LUMINOUS QUASARS IN THE UNIVERSE
DOI: 10.25574/26978
title: Chandra X-ray Observatory ObsId 26978

description: Crustal cooling in accretion-heated neutron stars
DOI: 10.15468/dl.3trrwt
title: Occurrence Download

description: A dataset containing 241097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is one of (Lucanus cervus)"
 ]
}

 The dataset includes 241097 records from 1729 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036877-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccs8vvq
title: CCDC 723504: Experimental Crystal Structure Determination

description: Related Article: T.R.Todorovic, A.Bacchi, D.M.Sladic, N.M.Todorovic, T.T.Bozic, D.D.Radanovic, N.R.Filipovic, G.Pelizzi, K.K.Andelkovic|2009|Inorg.Chim.Acta|362|3813|doi:10.1016/j.ica.2009.04.047
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: 10.13140/rg.2.2.26128.94725
title: TP4- Diviseur de tension-L1-GP-2020-2021-version AR
DOI: 10.5517/ccqbvpk
title: CCDC 665839: Experimental Crystal Structure Determination

description: Related Article: M.K.Rofouei, M.Hematyar, V.Ghoulipour, J.A.Gharamaleki|2009|Inorg.Chim.Acta|362|3777|doi:10.1016/j.ica.2009.04.041
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: 10.5517/ccqbvrm
title: CCDC 665841: Experimental Crystal Structure Determination

description: Related Article: M.K.Rofouei, M.Hematyar, V.Ghoulipour, J.A.Gharamaleki|2009|Inorg.Chim.Acta|362|3777|doi:10.1016/j.ica.2009.04.041
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: 10.5517/ccs1pxd
title: CCDC 716624: Experimental Crystal Structure Determination

description: Related Article: A.S.Lermontov, E.Kh.Lermontova, Yao-Yu Wang|2009|Inorg.Chim.Acta|362|3751|doi:10.1016/j.ica.2009.04.032
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: 10.5517/ccs1pyf
title: CCDC 716625: Experimental Crystal Structure Determination

description: Related Article: A.S.Lermontov, E.Kh.Lermontova, Yao-Yu Wang|2009|Inorg.Chim.Acta|362|3751|doi:10.1016/j.ica.2009.04.032
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: 10.5517/ccrwkv0
title: CCDC 711693: Experimental Crystal Structure Determination

description: Related Article: Hong-Rong Zuo, Li-Xia Wu, Qian Huang, Xing Chen, Jia-Rong Zhou, Le-Min Yang, Chun-Lin Ni, Xue-Lei Hu|2009|Inorg.Chim.Acta|362|3657|doi:10.1016/j.ica.2009.04.021
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: 10.5517/ccrwkw1
title: CCDC 711694: Experimental Crystal Structure Determination

description: Related Article: Hong-Rong Zuo, Li-Xia Wu, Qian Huang, Xing Chen, Jia-Rong Zhou, Le-Min Yang, Chun-Lin Ni, Xue-Lei Hu|2009|Inorg.Chim.Acta|362|3657|doi:10.1016/j.ica.2009.04.021
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: 10.5517/ccp8h2h
title: CCDC 633766: Experimental Crystal Structure Determination

description: Related Article: M.A.Braverman, P.J.Szymanski, R.M.Supkowski, R.L.LaDuca|2009|Inorg.Chim.Acta|362|3684|doi:10.1016/j.ica.2009.04.036
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: 10.5517/ccrqdg9
title: CCDC 706721: Experimental Crystal Structure Determination

description: Related Article: M.A.Braverman, P.J.Szymanski, R.M.Supkowski, R.L.LaDuca|2009|Inorg.Chim.Acta|362|3684|doi:10.1016/j.ica.2009.04.036
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.63pwwf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arachnida)",
 "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((37.5 82.5,45 82.5,45 90,37.5 90,37.5 82.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042729-251009101135966/datasets/export for details.
DOI: 10.5517/ccr49dk
title: CCDC 689328: Experimental Crystal Structure Determination

description: Related Article: O.Das, E.Zangrando, T.K.Paine|2009|Inorg.Chim.Acta|362|3617|doi:10.1016/j.ica.2009.04.006
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: 10.5517/ccr49fl
title: CCDC 689329: Experimental Crystal Structure Determination

description: Related Article: O.Das, E.Zangrando, T.K.Paine|2009|Inorg.Chim.Acta|362|3617|doi:10.1016/j.ica.2009.04.006
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: 10.5517/ccrx2mb
title: CCDC 712182: Experimental Crystal Structure Determination

description: Related Article: Zhehui Weng, Zilu Chen, Suni Qin, Fupei Liang|2009|Inorg.Chim.Acta|362|3624|doi:10.1016/j.ica.2009.04.009
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: 10.5517/ccrx2nc
title: CCDC 712183: Experimental Crystal Structure Determination

description: Related Article: Zhehui Weng, Zilu Chen, Suni Qin, Fupei Liang|2009|Inorg.Chim.Acta|362|3624|doi:10.1016/j.ica.2009.04.009
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: 10.5517/ccqqpy1
title: CCDC 677224: Experimental Crystal Structure Determination

description: Related Article: A.Schaate, M.Schulte, M.Wiebcke, A.Godt, P.Behrens|2009|Inorg.Chim.Acta|362|3600|doi:10.1016/j.ica.2009.04.004
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: 10.5517/ccqqpz2
title: CCDC 677225: Experimental Crystal Structure Determination

description: Related Article: A.Schaate, M.Schulte, M.Wiebcke, A.Godt, P.Behrens|2009|Inorg.Chim.Acta|362|3600|doi:10.1016/j.ica.2009.04.004
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: 10.5517/ccsvdcc
title: CCDC 740353: Experimental Crystal Structure Determination

description: Related Article: Jie Zhang, J.A.Krause, Kuo-Wei Huang, Hairong Guan|2009|Organometallics|28|2938|doi:10.1021/om900142c
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: 10.5517/ccsvdrr
title: CCDC 740365: Experimental Crystal Structure Determination

description: Related Article: J.D.Offner, R.Frohlich, O.Kataeva, F.Rose-Munch, E.Rose, K.H.Dotz|2009|Organometallics|28|3004|doi:10.1021/om900090q
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/sy9mw3
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "lemarchandappoigny"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "lemarchandappoigny"
DOI: 10.5517/ccsvdss
title: CCDC 740366: Experimental Crystal Structure Determination

description: Related Article: J.D.Offner, R.Frohlich, O.Kataeva, F.Rose-Munch, E.Rose, K.H.Dotz|2009|Organometallics|28|3004|doi:10.1021/om900090q
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: 10.5517/ccsvdtt
title: CCDC 740367: Experimental Crystal Structure Determination

description: Related Article: J.D.Offner, R.Frohlich, O.Kataeva, F.Rose-Munch, E.Rose, K.H.Dotz|2009|Organometallics|28|3004|doi:10.1021/om900090q
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: 10.5517/ccsvdvv
title: CCDC 740368: Experimental Crystal Structure Determination

description: Related Article: J.D.Offner, R.Frohlich, O.Kataeva, F.Rose-Munch, E.Rose, K.H.Dotz|2009|Organometallics|28|3004|doi:10.1021/om900090q
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.