cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27932025.v2
title: Supplementary Dataset for "Predicting dissolved black carbon concentration from chromophoric dissolved organic matter absorbance along the land-ocean continuum"

description: This file contains one dataset, one file containing the R code for MLR model; one excel tempelate for using the machine learning model. The dataset containing following data: B5CA, B6CA and dissolved black carbon and UV-Vis light absorption data at 254 nm and 260-600 nm of 618 samples. The sample types covered the land-to-ocean continuum, including reservoirs, rivers, estuaries, porewater, coastal seas and open ocean.
DOI: 10.15468/dl.g57pn4
title: Occurrence Download

description: A dataset containing 810577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon pulchripinnis, Moenkhausia sanctaefilomenae, Paracheirodon innesi, Metynnis hypsauchen, Pygocentrus nattereri, Chromobotia macracanthus, Balantiocheilos melanopterus, Danio rerio, Pethia conchonius, Puntigrus tetrazona, Scardinius erythrophthalmus, Tanichthys albonubes, Gyrinocheilus aymonieri, Poecilia sphenops, Esox lucius, Osmerus mordax, Micropterus dolomieu, Astronotus ocellatus, Proterorhinus semilunaris, Helostoma temminckii)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 810577 records from 695 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036984-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sesxds
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.1188 29.69913, -113.9688 29.69913, -113.9688 29.84913, -114.1188 29.84913, -114.1188 29.69913))"
 ]
}

 The dataset includes 50 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036993-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4df2be
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.9688 29.69913, -113.8188 29.69913, -113.8188 29.84913, -113.9688 29.84913, -113.9688 29.69913))"
 ]
}

 The dataset includes 51 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036994-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tww4mx
title: Occurrence Download

description: A dataset containing 4302146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 4302146 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036983-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.veq3yg
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.8188 29.69913, -113.6688 29.69913, -113.6688 29.84913, -113.8188 29.84913, -113.8188 29.69913))"
 ]
}

 The dataset includes 143 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036996-251025141854904/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.30629150.v1
title: Data & code to reproduce the 3–4 M⊙ gap analysis (MEG ceiling + mask + selection) – v1.0.0

description: <b>Reproducible data and code for “A Quantized Steepness Ceiling Explains the 3–4 M⊙ Compact‑Remnant Gap.”</b><br><br>This package contains the machine‑readable datasets and notebooks used to generate the results and figures in the paper, "<i>A </i><i>Quantized</i><i> Steepness Ceiling as the Origin of the 3-4 Solar Mass Compact-Remnant Gap</i>". It includes (i) the electromagnetic (EM) mass anchors for isolated, long‑lived neutron stars, (ii) the gravitational‑wave (GW) event subset used in the inference, (iii) the selection surface tabulation the detection efficiency grid on the mass–mass plane, with constant‑chirp‑mass contours), (iv) prior configurations, (v) event‑level posterior sample archives, and (vi) notebooks that reproduce the coherence mask, posterior‑predictive checks, and the ceiling calculations.<br><br><b>Contents (top‑level folders)</b><code>Data/</code> – CSVs for the EM anchor sample (PSR J1614‑2230, J0348+0432, J0740+6620, J0952‑0607; medians with 90% CIs) and the GW event list used in the paper; companion README with source citations (NICER/radio for EM; LVK catalogs for GW).<code>Selection/</code> – Tabulated α(M1,M2)α(M1​,M2​) grid used in Eqs. (26)–(27) of the paper, plus plotting helpers for constant‑chirp‑mass contours.<code>Priors/</code> – YAML files defining baselines and mask parameters (isolated and binaries).<code>Post/</code> – HDF5 posterior samples for each EM and GW object referenced in the paper (e.g., <code>post/j0740.h5</code>), matching the analysis tables.<code>Notebooks/</code> – Runnable notebooks that:derive the Unified Limit (<i>U)</i> and harmonic ladder stride λ (methods note) andreproduce the thin‑shell observational ceiling (GR kinematics) andregenerate Figures/PPC diagnostics.<code>Figures/</code> – Static assets used in the manuscript (e.g., mask overlays).<code>README.md</code> – End‑to‑end instructions; environment (<code>requirements.txt</code>) and license (text: CC‑BY‑4.0; code: MIT).<b>Methodological cross‑refs</b><br>The notebooks implement the two independent routes to the ceiling used in the paper: the ladder route (quantized EDG coherence with stride λ ≃ 2.27) and the thin‑shell route (near‑horizon amplification A shell ≈ 8±25%). See the compact methods note and the longer supplement for derivations and minimal code cells.<br>For historical context (the Letter variant that first presented the ladder truncation), see the archived preprint.<br><b>Provenance</b><br>EM masses come from NICER/radio timing (as cited in the paper’s tables); GW events are drawn from LVK catalogs as listed in <code>Data/gw_events.csv</code>. Every figure and statistic in the manuscript can be regenerated from this bundle with the provided notebooks.
DOI: 10.6084/m9.figshare.30629150
title: Data & code to reproduce the 3–4 M⊙ gap analysis (MEG ceiling + mask + selection) – v1.0.0

description: <b>Reproducible data and code for “A Quantized Steepness Ceiling Explains the 3–4 M⊙ Compact‑Remnant Gap.”</b><br><br>This package contains the machine‑readable datasets and notebooks used to generate the results and figures in the paper, "<i>A </i><i>Quantized</i><i> Steepness Ceiling as the Origin of the 3-4 Solar Mass Compact-Remnant Gap</i>". It includes (i) the electromagnetic (EM) mass anchors for isolated, long‑lived neutron stars, (ii) the gravitational‑wave (GW) event subset used in the inference, (iii) the selection surface tabulation the detection efficiency grid on the mass–mass plane, with constant‑chirp‑mass contours), (iv) prior configurations, (v) event‑level posterior sample archives, and (vi) notebooks that reproduce the coherence mask, posterior‑predictive checks, and the ceiling calculations.<br><br><b>Contents (top‑level folders)</b><code>Data/</code> – CSVs for the EM anchor sample (PSR J1614‑2230, J0348+0432, J0740+6620, J0952‑0607; medians with 90% CIs) and the GW event list used in the paper; companion README with source citations (NICER/radio for EM; LVK catalogs for GW).<code>Selection/</code> – Tabulated α(M1,M2)α(M1​,M2​) grid used in Eqs. (26)–(27) of the paper, plus plotting helpers for constant‑chirp‑mass contours.<code>Priors/</code> – YAML files defining baselines and mask parameters (isolated and binaries).<code>Post/</code> – HDF5 posterior samples for each EM and GW object referenced in the paper (e.g., <code>post/j0740.h5</code>), matching the analysis tables.<code>Notebooks/</code> – Runnable notebooks that:derive the Unified Limit (<i>U)</i> and harmonic ladder stride λ (methods note) andreproduce the thin‑shell observational ceiling (GR kinematics) andregenerate Figures/PPC diagnostics.<code>Figures/</code> – Static assets used in the manuscript (e.g., mask overlays).<code>README.md</code> – End‑to‑end instructions; environment (<code>requirements.txt</code>) and license (text: CC‑BY‑4.0; code: MIT).<b>Methodological cross‑refs</b><br>The notebooks implement the two independent routes to the ceiling used in the paper: the ladder route (quantized EDG coherence with stride λ ≃ 2.27) and the thin‑shell route (near‑horizon amplification A shell ≈ 8±25%). See the compact methods note and the longer supplement for derivations and minimal code cells.<br>For historical context (the Letter variant that first presented the ladder truncation), see the archived preprint.<br><b>Provenance</b><br>EM masses come from NICER/radio timing (as cited in the paper’s tables); GW events are drawn from LVK catalogs as listed in <code>Data/gw_events.csv</code>. Every figure and statistic in the manuscript can be regenerated from this bundle with the provided notebooks.
DOI: 10.15468/dl.e2fkyh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.6688 29.69913, -113.5188 29.69913, -113.5188 29.84913, -113.6688 29.84913, -113.6688 29.69913))"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036998-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw66db
title: Occurrence Download

description: A dataset containing 61365965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eriochloa fatmensis, Garnotia stricta, Cenchrus, Pennisetum glaucum, Pennisetum polystachion, Spartina densiflora, Poaceae, Stipa miliacea, Chrysanthemoides monilifera, Conyza bonariensis, Glebionis coronarium, Hieracium aurantiacum, Hieracium pilosella, Asteraceae, Oncosiphon piluliferum, Pseudognaphalium luteoalbum, Nymphoides cristata, Anchusa arvensis, Odontarrhena, Odontarrhena)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 61365965 records from 7268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036989-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwvt6h
title: Occurrence Download

description: A dataset containing 28799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is Z01.14.7_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 28799 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032739-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3ukbe
title: Occurrence Download

description: A dataset containing 3049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-63.72936 -3.60444,-61.11152 -3.60444,-61.11152 -2.58911,-63.72936 -2.58911,-63.72936 -3.60444))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3049 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032740-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73bq3j
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is Thailand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 473 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032741-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dqk8s
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 207 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032743-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrszgs
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032742-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16925475
title: IMPLEMENTATION OF AN E-LEARNING SYSTEM FOR ENHANCING ONLINE EDUCATION EXPERIENCE
DOI: 10.5281/zenodo.16925476
title: IMPLEMENTATION OF AN E-LEARNING SYSTEM FOR ENHANCING ONLINE EDUCATION EXPERIENCE
DOI: 10.15468/dl.xc9chs
title: Occurrence Download

description: A dataset containing 13481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycodes pacificus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13481 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032747-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2ml7l2
title: CSD 2430604: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7m3
title: CSD 2430605: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7n4
title: CSD 2430606: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7p5
title: CSD 2430607: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7q6
title: CSD 2430608: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7r7
title: CSD 2430609: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7s8
title: CSD 2430610: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7t9
title: CSD 2430611: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7vb
title: CSD 2430612: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7wc
title: CSD 2430613: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ml7xd
title: CSD 2430614: Experimental Crystal Structure Determination

description: Related Article: Michael A. Viti, Zhi Li, Christopher Wolverton, Mercouri G. Kanatzidis|2025|J.Am.Chem.Soc.|147|29994|doi:10.1021/jacs.5c07366
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.wsrcsr
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032748-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qk5xd
title: Occurrence Download

description: A dataset containing 2069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2069 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032749-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xu27d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032750-250811113504898/datasets/export for details.