cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bvpgp7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rubus lucensis H.E.Weber & Mon.-Huelin"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144544-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdx77h
title: Occurrence Download

description: A dataset containing 2927 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hetaerina titia (Drury, 1773)"
 ]
}

 The dataset includes 2927 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0341473-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s36mgj
title: Occurrence Download

description: A dataset containing 6710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elaeis guineensis Jacq."
 ]
}

 The dataset includes 6710 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170489-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsmmwq
title: Occurrence Download

description: A dataset containing 33371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bupleurum ranunculoides L., Calamagrostis varia (Schrad.) Host)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 33371 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159951-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3ucct
title: Occurrence Download

description: A dataset containing 16575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus rosa-sinensis L."
 ]
}

 The dataset includes 16575 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041880-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqfdan
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dothiora ribesia (Pers.) M.E.Barr, Venturia inaequalis (Cooke) G.Winter, Venturia saliciperda Nüesch)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 424 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163731-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gf6eg
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailurus fulgens F.G.Cuvier, 1825"
 ]
}

 The dataset includes 629 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017150-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vngyr
title: Occurrence Download

description: A dataset containing 2126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracophyllum uniflorum Hook.fil.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2126 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033002-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gndm76
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Botryosphaeria dothidea (Moug.) Ces. & De Not., Coleroa circinans (Fr.) G.Winter)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 170 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163738-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7h5nf
title: Occurrence Download

description: A dataset containing 283760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bromus hordeaceus L., Bromus biebersteinii Roem. & Schult., Bromus tectorum L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 283760 records from 746 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159944-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm6z7n
title: Occurrence Download

description: A dataset containing 54325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Achyra coelatalis Walker, 1859, Spoladea recurvalis (Fabricius, 1775), Adisura bella Gaede, 1915, Helicoverpa assulta (Guenée, 1852), Achyra nudalis Hübner, 1796, Grammodes stolida Fabricius, 1775, Trichoplusia ni (Hübner), Amyna axis Guenée, 1852, Sesamia calamistis Hampson, 1910, Heliocheilus albipunctella de Joannis, 1925, Spodoptera exigua (Hübner, 1808), Ancylosis nubeculella Ragonot, 1887, Anomis flava (Fabricius, 1775), Garella nilotica (Rogenhofer, 1881))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 54325 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072271-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb2x4k
title: Occurrence Download

description: A dataset containing 58836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glochidion J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 58836 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072275-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmtmph
title: Occurrence Download

description: A dataset containing 58836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glochidion J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 58836 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072266-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22000/1621
title: GhoshJGR2024
title: Intermittency of waves in the polar troposphere and lower stratosphere over northern Norway using MAARSY

description: Data to reproduce the figures in publication.
DOI: 10.15468/dl.g7xut4
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.10_1",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 274 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072320-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qun8am
title: Occurrence Download

description: A dataset containing 68350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.44934 36.86939,-6.34285 36.37991,-5.67486 35.92653,-5.47156 36.04404,-4.41633 36.68329,-4.99719 37.46341,-5.97497 37.6016,-6.44934 36.86939,-6.44934 36.86939))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 68350 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072319-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14664537
title: Experimental study on evolution of water content and distribution during methane hydrate dissociation by depressurization in unconsolidated sand
DOI: 10.5281/zenodo.14664538
title: Experimental study on evolution of water content and distribution during methane hydrate dissociation by depressurization in unconsolidated sand
DOI: 10.15468/dl.xd5kzy
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Occurrence evidence)",
 "TaxonKey is Cathaya Chun & Kuang"
 ]
}

 The dataset includes 128 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072321-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brsev9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Prunus laurocerasus)",
 "Country is one of (Belgium)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Literature Occurrence, Specimen, Unknown evidence, Machine Observation)",
 "Year is greater than or equal to 1000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072323-241126133413365/datasets/export for details.
DOI: 10.6084/m9.figshare.28218152
title: DBMM-Net-Database.zip

description: DBMM-Net-Database.zip
DOI: 10.6084/m9.figshare.28218152.v1
title: DBMM-Net-Database.zip

description: DBMM-Net-Database.zip
DOI: 10.5281/zenodo.14670385
title: The Raw Data for the Prediction of Enzyme Kinetic Parameters
DOI: 10.5281/zenodo.14670386
title: The Raw Data for the Prediction of Enzyme Kinetic Parameters
DOI: 10.18150/ahjnwh
title: Raw data for a coarse-grained simulation of the association of selected dipeptides in UNRES

description: Dataset containing input data and raw data for the publication "A Coarse-Grained Simulation Study of the Association of Selected Dipeptides".For details see README.txt file.
DOI: 10.5281/zenodo.14670630
title: Supplementary files - Platelet-rich plasma plus hyaluronic acid vs. platelet-rich plasma intra-articular injections - the effect on pain and physical function in the treatment of knee osteoarthritis: systematic review and meta-analysis
DOI: 10.5281/zenodo.14670631
title: Supplementary files - Platelet-rich plasma plus hyaluronic acid vs. platelet-rich plasma intra-articular injections - the effect on pain and physical function in the treatment of knee osteoarthritis: systematic review and meta-analysis
DOI: 10.5281/zenodo.12747761
title: Spatial dataset of breeding bird territories in East-Estonian forested landscapes, 2020-2022

description: Please cite this dataset as: Lõhmus, A. 2024. A high-precision dataset of breeding bird distributions in forested landscapes in Estonia. Data in Brief, 57, 111012. https://doi.org/10.1016/j.dib.2024.111012

The dataset depicts the distribution of all breeding bird pairs across a 14.3 km2 area in East Estonia, along River Ahja. The area comprises three adjacent, mostly forested landscape plots (forest land 81%), of which one plot (A) was mapped in three years (2020-2022) and the others once (plot B in 2021; plot C in 2022). The bird data includes the most likely centroids of each nesting territory of each species (ideally, nest location) as interpreted from multiple records; all the field data have been collected and interpreted by the author. The fieldwork included standard multi-visit mapping of nesting territories (on average, 7–8 visits from April to July), and each bird data point (5398 in total) includes a spatial accuracy assessment. In total, 98 bird species were detected. The bird data are accompanied with map layers depicting the study area borders and forest stand descriptions to facilitate habitat and landscape analyses; the available formats are MapInfo 10.5, ESRI Shape File, and csv; the co-ordinates are WGS84. Detailed descriptions of the data are included in a separate uploaded text file. The data have been used for several publications as indicated in the Reference list, notably for habitat analyses of woodland birds (Certhia familiaris; Cuculus canorus; Lophophanes cristatus; Turdus viscivorus) and for assessing forest management impacts on bird assemblages. 

NOTE 19.07.2024: The following corrections are to be made (v2 coming soon; thus far please consider). 1) Birddata – one TETURO record missing in Plot C. 2) Birddata – one BONBON record (Pair ID 4379) under the species code TETBON. 3) Birddata_explanations – codes for field Type missing; should read as follows: Pinus = Pinus sylvestris dominated; Picea = Picea abies dominated; Con = Mixed conifer forest (≥80% in total); Mix = Conifer-deciduous mixture (neither ≥80%); Bet = Betula sp. dominated; Ainc = Alnus incana dominated; Aglu = A. glutinosa dominated; Ptre = Populus tremula dominated; Dec = Other deciduous forest (≥80% in total).
DOI: 10.5281/zenodo.12747762
title: Spatial dataset of breeding bird territories in East-Estonian forested landscapes, 2020-2022

description: Please cite this dataset as: Lõhmus, A. 2024. A high-precision dataset of breeding bird distributions in forested landscapes in Estonia. Data in Brief, 57, 111012. https://doi.org/10.1016/j.dib.2024.111012

The dataset depicts the distribution of all breeding bird pairs across a 14.3 km2 area in East Estonia, along River Ahja. The area comprises three adjacent, mostly forested landscape plots (forest land 81%), of which one plot (A) was mapped in three years (2020-2022) and the others once (plot B in 2021; plot C in 2022). The bird data includes the most likely centroids of each nesting territory of each species (ideally, nest location) as interpreted from multiple records; all the field data have been collected and interpreted by the author. The fieldwork included standard multi-visit mapping of nesting territories (on average, 7–8 visits from April to July), and each bird data point (5398 in total) includes a spatial accuracy assessment. In total, 98 bird species were detected. The bird data are accompanied with map layers depicting the study area borders and forest stand descriptions to facilitate habitat and landscape analyses; the available formats are MapInfo 10.5, ESRI Shape File, and csv; the co-ordinates are WGS84. Detailed descriptions of the data are included in a separate uploaded text file. The data have been used for several publications as indicated in the Reference list, notably for habitat analyses of woodland birds (Certhia familiaris; Cuculus canorus; Lophophanes cristatus; Turdus viscivorus) and for assessing forest management impacts on bird assemblages. 

NOTE 19.07.2024: The following corrections are to be made (v2 coming soon; thus far please consider). 1) Birddata – one TETURO record missing in Plot C. 2) Birddata – one BONBON record (Pair ID 4379) under the species code TETBON. 3) Birddata_explanations – codes for field Type missing; should read as follows: Pinus = Pinus sylvestris dominated; Picea = Picea abies dominated; Con = Mixed conifer forest (≥80% in total); Mix = Conifer-deciduous mixture (neither ≥80%); Bet = Betula sp. dominated; Ainc = Alnus incana dominated; Aglu = A. glutinosa dominated; Ptre = Populus tremula dominated; Dec = Other deciduous forest (≥80% in total).
DOI: 10.15468/dl.apdtu5
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.18_1",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 309 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072324-241126133413365/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.28218095
title: Urban Media Facade User Satisfaction Survey Dataset (2024)

description: This dataset contains survey results examining user satisfaction with urban media facades. The research investigates public perception and satisfaction levels regarding media facades in urban environments through questionnaire surveys. The data includes responses from 100 participants, covering demographic information, satisfaction ratings, and user feedback on various aspects of urban media facades. The survey was conducted using structured questionnaires, and the raw data is stored in SPSS format (.sav file), suitable for statistical analysis.
DOI: 10.6084/m9.figshare.27894084
title: Mapping pituitary neuroendocrine tumors: an annotated MRI dataset profiling tumor and carotid characteristics

description: Pre-processed T1-weighted, contrast-enhanced MR images have been stored in NifTI format, alongside manual / semi-automated segmentations of (1) the pituitary tumor-gland complex and (2) bilateral intracranial carotid arteries. Co-registered T2-weighted imaging, if available, has also been uploaded. Therefore, for each patient, there are 3 or 4 imaging files with the following endings, prefixed by their anonymised identifier: [pid]_T1.nii.gz, [pid]_T2.nii.gz, [pid]_tumour.nii.gz, [pid]_carotids.nii.gz. 

One supplementary excel file is with the associated manuscript containing: (1) relevant clinical metadata, (2) scanning parameters (3) neuropathological information and (4) basic radiomic data.

Shell scripts (.sh) for image preprocessing using FSL libraries
DOI: 10.6084/m9.figshare.27894084.v1
title: Mapping pituitary neuroendocrine tumors: an annotated MRI dataset profiling tumor and carotid characteristics

description: Pre-processed T1-weighted, contrast-enhanced MR images have been stored in NifTI format, alongside manual / semi-automated segmentations of (1) the pituitary tumor-gland complex and (2) bilateral intracranial carotid arteries. Co-registered T2-weighted imaging, if available, has also been uploaded. Therefore, for each patient, there are 3 or 4 imaging files with the following endings, prefixed by their anonymised identifier: [pid]_T1.nii.gz, [pid]_T2.nii.gz, [pid]_tumour.nii.gz, [pid]_carotids.nii.gz. 

One supplementary excel file is with the associated manuscript containing: (1) relevant clinical metadata, (2) scanning parameters (3) neuropathological information and (4) basic radiomic data.

Shell scripts (.sh) for image preprocessing using FSL libraries