cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5522/04/27004666
title: PitVQA: A Dataset of Visual Question Answering in Pituitary Surgery

description: PitVQA dataset comprises 25 videos of endoscopic pituitary surgeries from the National Hospital of Neurology and Neurosurgery in London, United Kingdom, similar to the dataset used in the MICCAI PitVis challenge. All patients provided informed consent, and the study was registered with the local governance committee. The surgeries were recorded using a high-definition endoscope (Karl Storz Endoscopy) with a resolution of 720p and stored as MP4 files. All videos were annotated for the surgical phases, steps, instruments present and operation notes guided by a standardised annotation framework, which was derived from a preceding international consensus study on pituitary surgery workflow. Annotation was performed collaboratively by 2 neurosurgical residents with operative pituitary experience and checked by an attending neurosurgeon. We extracted image frames from each video at 1 fps and removed any frames that were blurred or occluded. Ultimately, we obtained a total of 109,173 frames, with the videos of minimum and maximum length yielding 2,443 and 7,179 frames, respectively. We acquired frame-wise question-answer pairs for all the categories of the annotation. Overall, there are 884,242 question-answer pairs from 109,173 frames, which is around 8 pairs for each frame. There are 59 classes overall, including 4 phases, 15 steps, 18 instruments, 3 variations of instruments present in a frame, 5 positions of the instruments, and 14 operation notes in the annotation classes. The length of the questions ranges from a minimum of 7 words to a maximum of 12 words.The details description of the original videos can be found at the MICCAI PitVis challenge and the videos can be directly download from UCL HDR portal.
DOI: 10.5522/04/27004666.v2
title: PitVQA: A Dataset of Visual Question Answering in Pituitary Surgery

description: PitVQA dataset comprises 25 videos of endoscopic pituitary surgeries from the National Hospital of Neurology and Neurosurgery in London, United Kingdom, similar to the dataset used in the MICCAI PitVis challenge. All patients provided informed consent, and the study was registered with the local governance committee. The surgeries were recorded using a high-definition endoscope (Karl Storz Endoscopy) with a resolution of 720p and stored as MP4 files. All videos were annotated for the surgical phases, steps, instruments present and operation notes guided by a standardised annotation framework, which was derived from a preceding international consensus study on pituitary surgery workflow. Annotation was performed collaboratively by 2 neurosurgical residents with operative pituitary experience and checked by an attending neurosurgeon. We extracted image frames from each video at 1 fps and removed any frames that were blurred or occluded. Ultimately, we obtained a total of 109,173 frames, with the videos of minimum and maximum length yielding 2,443 and 7,179 frames, respectively. We acquired frame-wise question-answer pairs for all the categories of the annotation. Overall, there are 884,242 question-answer pairs from 109,173 frames, which is around 8 pairs for each frame. There are 59 classes overall, including 4 phases, 15 steps, 18 instruments, 3 variations of instruments present in a frame, 5 positions of the instruments, and 14 operation notes in the annotation classes. The length of the questions ranges from a minimum of 7 words to a maximum of 12 words.The details description of the original videos can be found at the MICCAI PitVis challenge and the videos can be directly download from UCL HDR portal.
DOI: 10.4121/63c28ba2-fbde-486f-9d82-660ab3a5c990
title: Database of Experimental Data on Three Geothermal Plays in the Netherlands from the ProperBase Project

description: This database was developed as part of the ProperBase project at TU Delft, focusing on geothermal plays in the Netherlands. It compiles both existing and newly measured data on core samples, covering properties like wellbore, mineralogy, imaging, and mechanical/thermal traits. Built in Microsoft Access, it allows easy extraction of information through a user-friendly interface. Relationships between the 20 tables are primarily one-to-many, allowing users to query and correlate data across multiple samples and features.
DOI: 10.4121/63c28ba2-fbde-486f-9d82-660ab3a5c990.v1
title: Database of Experimental Data on Three Geothermal Plays in the Netherlands from the ProperBase Project

description: This database was developed as part of the ProperBase project at TU Delft, focusing on geothermal plays in the Netherlands. It compiles both existing and newly measured data on core samples, covering properties like wellbore, mineralogy, imaging, and mechanical/thermal traits. Built in Microsoft Access, it allows easy extraction of information through a user-friendly interface. Relationships between the 20 tables are primarily one-to-many, allowing users to query and correlate data across multiple samples and features.
DOI: 10.15468/dl.mr8vbk
title: Occurrence Download

description: A dataset containing 2761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Calidris pusilla (Linnaeus, 1766)"
 ]
}

 The dataset includes 2761 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021014-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfbp5e
title: Occurrence Download

description: A dataset containing 10116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oplopanax horridus (Sm.) Miq."
 ]
}

 The dataset includes 10116 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021016-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/25383073
title: Data to reproduce the figures from the paper "Ultra-wideband Modelling of Optical Fibre Nonlinearity in Hybrid-amplified Links"

description: This data provides the data points of Figures from the paper "Ultra-wideband Modelling of Optical Fibre<br>Nonlinearity in Hybrid-amplified Links", published at Journal of Lightwave Technology (JLT) (DOI:10.1109/JLT.2024.3439999).<br>Each figure is in separate folders. For each figure, you will find the corresponding TXT file used to plot the data of the figures in the paper. The TXT files are made of columns, where each column represents one of the curves in the graphs. The titles of each column are self-explanatory so you can easily relate the column with the graphs in the paper.
DOI: 10.5522/04/25383073.v2
title: Data to reproduce the figures from the paper "Ultra-wideband Modelling of Optical Fibre Nonlinearity in Hybrid-amplified Links"

description: This data provides the data points of Figures from the paper "Ultra-wideband Modelling of Optical Fibre<br>Nonlinearity in Hybrid-amplified Links", published at Journal of Lightwave Technology (JLT) (DOI:10.1109/JLT.2024.3439999).<br>Each figure is in separate folders. For each figure, you will find the corresponding TXT file used to plot the data of the figures in the paper. The TXT files are made of columns, where each column represents one of the curves in the graphs. The titles of each column are self-explanatory so you can easily relate the column with the graphs in the paper.
DOI: 10.5522/04/25383073.v1
title: Data to reproduce the figures from the paper "Ultra-wideband Modelling of Optical Fibre Nonlinearity in Hybrid-amplified Links"

description: This data provides the data points of Figures from the paper "Ultra-wideband Modelling of Optical Fibre<br>Nonlinearity in Hybrid-amplified Links", submitted to the Journal of Lightwave Technology (JLT).<br>Each figure is in separate folders. For each figure, you will find the corresponding TXT file used to plot the data of the figures in the paper. The TXT files are made of columns, where each column represents one of the curves in the graphs. The titles of each column are self-explanatory so you can easily relate the column with the graphs in the paper.
DOI: 10.5281/zenodo.13777832
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-70_18

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.5281/zenodo.13777833
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-70_18

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.34740/kaggle/dsv/9425328
title: ⏳ endoflife.date database (duckdb)
DOI: 10.15468/dl.em66v7
title: Occurrence Download

description: A dataset containing 824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rentapia hosii (Boulenger, 1892)"
 ]
}

 The dataset includes 824 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021018-240906103802322/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.27050779
title: Supplementary Table 2-1 to 2-17

description: Supplementary Tables for Chapter 2
DOI: 10.17608/k6.auckland.27048805
title: Supplementary Table 3-1 to 3-15

description: Supplementary Tables for Chapter 3
DOI: 10.17608/k6.auckland.27048805.v2
title: Supplementary Table 3-1 to 3-15

description: Supplementary Tables for Chapter 3
DOI: 10.17608/k6.auckland.27048805.v1
title: Supplementary_Tables_revised_final.xlsx

description: Supplementary Tables
DOI: 10.4121/862a0b6e-c1af-48f0-b4b1-af093b28d1e8
title: Data underlying the publication: Logbook fish yield data improving species distribution model forecasting for purse seine fishery in the Western and Central Pacific Ocean

description: Fishing effort data derived from Automatic Identification System (AIS) in 2012 -2020, Global fishing watch Data were obtained from https://globalfishingwatch.org/TW logbook data are available from the corresponding author, [Y, Chang], upon reasonable request. *yichang@mail.nsysu.edu.tw
DOI: 10.4121/862a0b6e-c1af-48f0-b4b1-af093b28d1e8.v2
title: Data underlying the publication: Logbook fish yield data improving species distribution model forecasting for purse seine fishery in the Western and Central Pacific Ocean

description: Fishing effort data derived from Automatic Identification System (AIS) in 2012 -2020, Global fishing watch Data were obtained from https://globalfishingwatch.org/TW logbook data are available from the corresponding author, [Y, Chang], upon reasonable request. *yichang@mail.nsysu.edu.tw
DOI: 10.15468/dl.n55m6h
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prionailurus rubiginosus (I.Geoffroy Saint-Hilaire, 1831)"
 ]
}

 The dataset includes 93 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021019-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x86grq
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca assamensis (McClelland, 1840)"
 ]
}

 The dataset includes 433 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021020-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13777844
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_01

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.5281/zenodo.13777845
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_01

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.6084/m9.figshare.27050836
title: 2nd Test dataset

description: Just a dataset test to see the storage
DOI: 10.15468/dl.uc7pmd
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pedostibes tuberculosus Günther, 1876"
 ]
}

 The dataset includes 406 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021021-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13777856
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_02

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.5281/zenodo.13777857
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_02

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.4121/bc8f15d5-5009-407d-9542-1d132c84c18c
title: 4DHydro Benchmark Dataset wflow_sbm - Europe

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.4121/bc8f15d5-5009-407d-9542-1d132c84c18c.v2
title: 4DHydro Benchmark Dataset wflow_sbm - Europe

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.15468/dl.3sxqpn
title: Occurrence Download

description: A dataset containing 2383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 2383 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021022-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/571fb9c3-3674-414c-8d03-f5ebbd027a64
title: 4DHydro Benchmark Dataset wflow_sbm - Po

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.4121/571fb9c3-3674-414c-8d03-f5ebbd027a64.v2
title: 4DHydro Benchmark Dataset wflow_sbm - Po

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.15468/dl.d2q36w
title: Occurrence Download

description: A dataset containing 1400825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spheniscidae",
 "Year 1792-2024"
 ]
}

 The dataset includes 1400825 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021012-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/b621e626-6f6f-4e16-9747-b1c1393e2d17
title: 4DHydro Benchmark Dataset wflow_sbm - Tugela

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.4121/b621e626-6f6f-4e16-9747-b1c1393e2d17.v2
title: 4DHydro Benchmark Dataset wflow_sbm - Tugela

description: This dataset is developed for the 4DHydro project (https://4dhydro.eu/) working package 2. The 4DHydro working package 2 is dedicated to provided a set of land-surface and hydrological model community reference outputs. The community reference outputs are a set of hydrological simulation outputs from various land-surface and hydrological models from previous studies. Therefore, these outputs represent the current state-of-the-art in hydrological modeling (i.e. before the improvements made in this project) and are used as a baseline reference for the rest of the project.<br>This dataset contains the outputs for the wflow_sbm hydrological model (van Verseveld et al., 2024; https://www.deltares.nl/en/software-and-data/products/wflow), which was developed at Deltares, for the test period 1990 - 2021 for the 4DHydro benchmark regions Europe, Rhine, Po and Tugela. The output consists of the model variables discharge, soil moisture and evapotranspiration for these regions (for region Europe only discharge). See https://opensciencedata.4dhydro.eu/ for a STAC catalog with links to outputs from other models. Outputs are formatted according to the 4dHydro working package 2 storage protocol.<br>For more information about the model derivation and setup, we refer the reader to the references below.
DOI: 10.5281/zenodo.13777868
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_03

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.5281/zenodo.13777869
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-80_03

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.