cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10946892
title: SCAR DistAnt Ecological Model Output Repository

description: This repository provides access to a collection of ecological model outputs (species distribution and similar models) from Antarctica and the Southern Ocean. It is a project of the SCAR Expert Group on Biodiversity Informatics in conjunction with ADVANCE (Royal Belgian Institute of Natural Sciences) and the Integrated Digital East Antarctica program at the Australian Antarctic Division.

Please note: the inclusion of a layer in this collection is not an endorsement of its quality or suitability for your intended purpose. Users should consult the associated publication for details on the source data and modelling processes. We encourage users to contact the original publication authors to discuss their intended use of these layers.

Model outputs are provided as cloud-optimized geotiffs (COGs), with generally one file per species. The COG will have multiple bands if the original model predictions include uncertainty estimates or multiple model output variables. Each output has been kept on its original coordinate reference system (map projection) and spatial resolution.

There is a table of minimal metadata that describes the layers in the collection. This metadata is intended to be sufficient for users to find potential layers of interest, and make an initial evaluation of their high-level characteristics such as taxonomic details, spatial coverage and resolution, and model output types. Our metadata is NOT intended to provide a comprehensive description of each layer: users are referred to the original publication for that level of detail (see the layer’s reference entry).



Citing
The layers in this collection have been re-released under their original license where applicable, or a CC-BY licence otherwise. Please cite when using, and also cite the original data sources used. For example:



Kovacs J (2020) A model of my favourite Southern Ocean species. Journal of Southern Ocean Stuff 123:1–10. Data obtained from the SCAR DistAnt Ecological Model Output Repository, doi:10.5281/zenodo.10910076


Individual data sources might have varying licence conditions: consult the licence field for details.
DOI: 10.5281/zenodo.14796434
title: The Role of Convective Intensity in Modulating the Earth's Radiative Balance (Data)

description: README for datasets used in Pilewskie and L'Ecuyer, 2025, "The Role of Convective Intensity in Modulating the Earth's Radiative Balance", Journal of Climate

tropicsCO_v2_06to16_110624.csv:



Contains tropical oceanic Convective Objects (COs) and their properties identified using CloudSat and CALIPSO observations

Conditions for COs that are stored:



Convective fraction (number of convective precipitation profiles / number of all precipitation profiles in CO) > 0.2

Freezing level > 2 km

relative Center of Gravity (rCoG) - Freezing level > 1 km



Mean latitude and longitude of CO is located where the product between the convective core length and rCoG is the largest


anvil_cod_iwp_cre_06to16_040424.csv:



CloudSat 2B-FLXHR-LIDAR shortwave (SW) cloud optical depth (COD) summed over convective object anvils only profiles

Top-of-atmosphere SW, longwave (LW), and net cloud radiative effects (CREs) of each convective object anvil profile


Three files containing the number of CloudSat overpasses within 8 degree x 2 degree grid boxes separated daytime-only ('Day'), nighttime-only ('Night'), and combined day and night ('Day_and_Night'):



CSat_overpasses_8x2_Day_06to11.csv

CSat_overpasses_8x2_Night_06to11.csv

CSat_overpasses_8x2_Day_and_Night_06to11.csv
DOI: 10.5281/zenodo.14796435
title: The Role of Convective Intensity in Modulating the Earth's Radiative Balance (Data)

description: README for datasets used in Pilewskie and L'Ecuyer, 2025, "The Role of Convective Intensity in Modulating the Earth's Radiative Balance", Journal of Climate

tropicsCO_v2_06to16_110624.csv:



Contains tropical oceanic Convective Objects (COs) and their properties identified using CloudSat and CALIPSO observations

Conditions for COs that are stored:



Convective fraction (number of convective precipitation profiles / number of all precipitation profiles in CO) > 0.2

Freezing level > 2 km

relative Center of Gravity (rCoG) - Freezing level > 1 km



Mean latitude and longitude of CO is located where the product between the convective core length and rCoG is the largest


anvil_cod_iwp_cre_06to16_040424.csv:



CloudSat 2B-FLXHR-LIDAR shortwave (SW) cloud optical depth (COD) summed over convective object anvils only profiles

Top-of-atmosphere SW, longwave (LW), and net cloud radiative effects (CREs) of each convective object anvil profile


Three files containing the number of CloudSat overpasses within 8 degree x 2 degree grid boxes separated daytime-only ('Day'), nighttime-only ('Night'), and combined day and night ('Day_and_Night'):



CSat_overpasses_8x2_Day_06to11.csv

CSat_overpasses_8x2_Night_06to11.csv

CSat_overpasses_8x2_Day_and_Night_06to11.csv
DOI: 10.5281/zenodo.14792295
title: SCAR DistAnt Ecological Model Output Repository

description: This repository provides access to a collection of ecological model outputs (species distribution and similar models) from Antarctica and the Southern Ocean. It is a project of the SCAR Expert Group on Biodiversity Informatics in conjunction with ADVANCE (Royal Belgian Institute of Natural Sciences) and the Integrated Digital East Antarctica program at the Australian Antarctic Division.

Please note: the inclusion of a layer in this collection is not an endorsement of its quality or suitability for your intended purpose. Users should consult the associated publication for details on the source data and modelling processes. We encourage users to contact the original publication authors to discuss their intended use of these layers.

Model outputs are provided as cloud-optimized geotiffs (COGs), with generally one file per species. The COG will have multiple bands if the original model predictions include uncertainty estimates or multiple model output variables. Each output has been kept on its original coordinate reference system (map projection) and spatial resolution.

There is a table of minimal metadata that describes the layers in the collection. This metadata is intended to be sufficient for users to find potential layers of interest, and make an initial evaluation of their high-level characteristics such as taxonomic details, spatial coverage and resolution, and model output types. Our metadata is NOT intended to provide a comprehensive description of each layer: users are referred to the original publication for that level of detail (see the layer’s reference entry).



Citing
The layers in this collection have been re-released under their original license where applicable, or a CC-BY licence otherwise. Please cite when using, and also cite the original data sources used. For example:



Kovacs J (2020) A model of my favourite Southern Ocean species. Journal of Southern Ocean Stuff 123:1–10. Data obtained from the SCAR DistAnt Ecological Model Output Repository, doi:10.5281/zenodo.10910076


Individual data sources might have varying licence conditions: consult the licence field for details.
DOI: 10.5281/zenodo.10910075
title: SCAR DistAnt Ecological Model Output Repository

description: This repository provides access to a collection of ecological model outputs (species distribution and similar models) from Antarctica and the Southern Ocean. It is a project of the SCAR Expert Group on Biodiversity Informatics in conjunction with ADVANCE (Royal Belgian Institute of Natural Sciences) and the Integrated Digital East Antarctica program at the Australian Antarctic Division.

Please note: the inclusion of a layer in this collection is not an endorsement of its quality or suitability for your intended purpose. Users should consult the associated publication for details on the source data and modelling processes. We encourage users to contact the original publication authors to discuss their intended use of these layers.

Model outputs are provided as cloud-optimized geotiffs (COGs), with generally one file per species. The COG will have multiple bands if the original model predictions include uncertainty estimates or multiple model output variables. Each output has been kept on its original coordinate reference system (map projection) and spatial resolution.

There is a table of minimal metadata that describes the layers in the collection. This metadata is intended to be sufficient for users to find potential layers of interest, and make an initial evaluation of their high-level characteristics such as taxonomic details, spatial coverage and resolution, and model output types. Our metadata is NOT intended to provide a comprehensive description of each layer: users are referred to the original publication for that level of detail (see the layer’s reference entry).



Citing
The layers in this collection have been re-released under their original license where applicable, or a CC-BY licence otherwise. Please cite when using, and also cite the original data sources used. For example:



Kovacs J (2020) A model of my favourite Southern Ocean species. Journal of Southern Ocean Stuff 123:1–10. Data obtained from the SCAR DistAnt Ecological Model Output Repository, doi:10.5281/zenodo.10910076


Individual data sources might have varying licence conditions: consult the licence field for details.
DOI: 10.5281/zenodo.10910076
title: SCAR DistAnt Ecological Model Output Repository

description: This repository provides access to a collection of ecological model outputs (species distribution and similar models) from Antarctica and the Southern Ocean.

Please note: the inclusion of a layer in this collection is not an endorsement of its quality or suitability for your intended purpose. Users should consult the associated publication for details on the source data and modelling processes. We encourage users to contact the original publication authors to discuss their intended use of these layers.

Model outputs are provided as cloud-optimized geotiffs (COGs), with generally one file per species. The COG will have multiple bands if the original model predictions include uncertainty estimates or multiple model output variables. Each output has been kept on its original coordinate reference system (map projection) and spatial resolution.

There is a table of minimal metadata that describes the layers in the collection. This metadata is intended to be sufficient for users to find potential layers of interest, and make an initial evaluation of their high-level characteristics such as taxonomic details, spatial coverage and resolution, and model output types. Our metadata is NOT intended to provide a comprehensive description of each layer: users are referred to the original publication for that level of detail (see the layer’s reference entry).



Citing
The layers in this collection have been re-released under their original license where applicable, or a CC-BY licence otherwise. Please cite when using, and also cite the original data sources used. For example:



Kovacs J (2020) A model of my favourite Southern Ocean species. Journal of Southern Ocean Stuff 123:1–10. Data obtained from the SCAR DistAnt Ecological Model Output Repository, doi:10.5281/zenodo.10910076


Individual data sources might have varying licence conditions: consult the licence field for details.
DOI: 10.25625/ntqnu5/bejm85
title: Carry over.csv

description: :unav
DOI: 10.7284/159776
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AR77 using a SeaBird SBE-911+ instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159858
title: Radiometer data collected during research cruise AR82-A using a Eppley RAD instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25625/ntqnu5/peoka6
title: Retention time.csv

description: :unav
DOI: 10.7284/159894
title: Transmissometer data collected during research cruise AR82-A using a SeaBird C-Star instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160966
title: GNSS (Global Navigation Satellite System) data collected during research cruise SR2301 using a Hemisphere V104S instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160995
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AR83-A using a Hawaii UHDAS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162261
title: Singlebeam Echosounder data collected during research cruise MGL2409 using a Knudsen 3260 instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162269
title: TSG (Thermosalinograph) data collected during research cruise MGL2409 using a SeaBird SBE-45 instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154790
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AR71-07 using a SeaBird SBE-911+ instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159864
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AR82-A using a Hawaii UHDAS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160990
title: Fluorometer data collected during research cruise AR83-A using a WETLabs WETStar instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160953
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SR2301 using a Hawaii UHDAS instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/161003
title: Expendable Probe data collected during research cruise AR83-A using a Sippican MK21 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/161008
title: INS (Inertial Navigation System) data collected during research cruise AR83-A using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162280
title: INS (Inertial Navigation System) data collected during research cruise MGL2406 using a Kongsberg Seapath 330+ instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160967
title: Singlebeam Echosounder data collected during research cruise SR2301 using a Kongsberg SBP-29 instrument system onboard the platform RV Sally Ride

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/162266
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise MGL2409 using a Hawaii UHDAS instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159847
title: Fluorometer data collected during research cruise AR81-02 using a WETLabs WETStar instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/156572
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AR72-A using a SeaBird SBE-911+ instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/157724
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AR76-03 using a SeaBird SBE-911+ instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159874
title: INS (Inertial Navigation System) data collected during research cruise AR81-02 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159887
title: Gyrocompass data collected during research cruise AR81-02 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162041
title: Multibeam Echosounder data collected during research cruise AR81-02 using a Kongsberg EM712 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/161011
title: Flowmeter data collected during research cruise AR83-A using a Thiel Thiel Flowmeter instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162045
title: Multibeam Echosounder data collected during research cruise AR82-A using a Kongsberg EM712 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162048
title: Multibeam Echosounder data collected during research cruise AR83-A using a Kongsberg EM124 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162248
title: Singlebeam Echosounder data collected during research cruise MGL2406 using a Furuno FE-700 instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/162267
title: GNSS (Global Navigation Satellite System) data collected during research cruise MGL2409 using a CCTech C-Nav 3050 instrument system onboard the platform RV Marcus G. Langseth

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160949
title: Expendable Probe data collected during research cruise SR2301 using a Turo Quoll instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160951
title: GNSS (Global Navigation Satellite System) data collected during research cruise SR2301 using a Trimble BD982 instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/160965
title: Ultra Short Baseline Positioning System data collected during research cruise SR2301 using a Kongsberg HiPAP instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/159479
title: Singlebeam Echosounder data collected during research cruise SR2303 using a Kongsberg SBP-29 instrument system onboard the platform RV Sally Ride

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.14796551
title: Data Set: Architecture-Based and Uncertainty-Aware Confidentiality Analysis

description: This is the data set for the dissertation of Sebastian Hahner titled "Architecture-Based and Uncertainty-Aware Confidentiality Analysis".

For detailed information, please see the _README.md file.

For further information and up-to-date tooling, please visit https://thesis.abunai.dev.
DOI: 10.5281/zenodo.14796552
title: Data Set: Architecture-Based and Uncertainty-Aware Confidentiality Analysis

description: This is the data set for the dissertation of Sebastian Hahner titled "Architecture-Based and Uncertainty-Aware Confidentiality Analysis".

For detailed information, please see the _README.md file.

For further information and up-to-date tooling, please visit https://thesis.abunai.dev.
DOI: 10.25625/ntqnu5/gqavlt
title: Linearity.csv

description: :unav
DOI: 10.25625/ntqnu5/ascutk
title: Between-run.csv

description: :unav
DOI: 10.17632/g6ygmy7s5r.1
title: A Seqential learning on Bengali News Title Semantic Learning with Explainable AI

description: This dataset is a Bangla dataset. There are total 6 columns. The data is collected from different newspaper and more importantly the dataset is raw. Total number of data is 3192. There are 3 classes in Title Category. They are: National, International and Sports. Number of data from different category, National-1227, Sports-994, International-971. We aim to find the title category form title using ML and deep learning models. As we said the data is in Bangla, after downloading the data might look corrupted. If the data is uploaded on drive the data will look okay or the microsoft excel is up to date, the data will look okay.
DOI: 10.5281/zenodo.14796717
title: SequencePaperDataFiles
DOI: 10.5281/zenodo.14796718
title: SequencePaperDataFiles
DOI: 10.5281/zenodo.14796668
title: Percepción Pública Boletin Tomo I 2024

description: El boletín de Percepción Pública de la Ciencia y la Tecnología, del Observatorio Nacional de Ciencia, Tecnología e Innovación, es una publicación seriada de periodicidad bienal que presenta contenidos métricos sobre ciencia, tecnología e innovación en la República Bolivariana Venezuela.Los estudios documentados en esta obra proporcionan información para comprender las actitudes, creencias, conocimientos y opiniones colectivas de los individuos y las comunidades sobre el papel, el impacto y las implicaciones éticas de la investigación científica y la innovación tecnológica; para fomentar el desarrollo inclusivo y sostenible, promover la justicia social y garantizar que los avances científicos y tecnológicos seajusten a las necesidades y aspiraciones de poblaciones diversas.Esta recopilación científica y periódica está dirigida a toda la sociedad y se esfuerza por cumplir con los criterios de Ciencia Abierta, incluyendo el acceso abierto, los datos abiertos, la revisión por pares abierta y licencias que permiten la reutilización, redistribución y reproducción de la investigación. Finalmente, la metodología empleada en la elaboración de los contenidos del boletín responde a criterios de fiabilidad de los datos, que se obtienen de instituciones oficiales nacionales e internacionales, lo que permite indexar los contenidos en bases de datos para su amplia divulgación y visibilidad.