cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/uschist-c104-229757
title: Southern California alumni review, vol. 25, no. 8 (1944 Apr.)

description: Southern California alumni review, vol. 25, no. 8 (1944 April). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229758
title: Southern California alumni review, vol. 25, no. 8 (1944 Apr.)

description: Southern California alumni review, vol. 25, no. 8 (1944 April). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229765
title: Southern California alumni review, vol. 25, no. 8 (1944 Apr.)

description: Southern California alumni review, vol. 25, no. 8 (1944 April). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229766
title: Southern California alumni review, vol. 25, no. 8 (1944 Apr.)

description: Southern California alumni review, vol. 25, no. 8 (1944 April). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229789
title: Southern California alumni review, vol. 25, no. 9 (1944 May)

description: Southern California alumni review, vol. 25, no. 9 (1944 May). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-228578
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228580
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228591
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228593
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228594
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229548
title: Southern California alumni review, vol. 25, no. 1 (1943 Sept.)

description: Southern California alumni review, vol. 25, no. 1 (1943 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229552
title: Southern California alumni review, vol. 25, no. 1 (1943 Sept.)

description: Southern California alumni review, vol. 25, no. 1 (1943 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229556
title: Southern California alumni review, vol. 25, no. 1 (1943 Sept.)

description: Southern California alumni review, vol. 25, no. 1 (1943 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229567
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229570
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-228597
title: Southern California alumni review, vol. 22, no. 6 (1941 Feb.)

description: Southern California alumni review, vol. 22, no. 6 (1941 February). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228604
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.15468/dl.qmne2b
title: Occurrence Download

description: A dataset containing 34038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alainites",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34038 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031525-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-228609
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228613
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228616
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229069
title: Southern California alumni review, vol. 23, no. 10 (1942 June)

description: Southern California alumni review, vol. 23, no. 10 (1942 June). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229071
title: Southern California alumni review, vol. 23, no. 10 (1942 June)

description: Southern California alumni review, vol. 23, no. 10 (1942 June). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229076
title: Southern California alumni review, vol. 23, no. 10 (1942 June)

description: Southern California alumni review, vol. 23, no. 10 (1942 June). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.18758/1mqfarvl
title: UV-VIS solar irradiance monitoring in Belgium until 2016

description: Between 1993 and 2016, BIRA-IASB maintained 6 stations in Belgium for the monitoring of the ground-based solar irradiance, mainly in the UV spectral range. 

The proposed data from this network are those obtained with multi-channel filter radiometers (GUV-2511) manufactured by [BIOSPHERICAL Inc](https://www.biospherical.com/).

The time period is limited to 2011-2015. 

It corresponds to measurements of downwelling global solar irradiance at the following wavelengths: 
305 nm, 313 nm, 320 nm, 340 nm, 380 nm and 395 nm, as well as Photosynthetically Active Radiation (PAR - 400-700 nm). 

A readme file available here describes the format of the data and datafiles.
DOI: 10.25549/uschist-c104-229080
title: Southern California alumni review, vol. 23, no. 10 (1942 June)

description: Southern California alumni review, vol. 23, no. 10 (1942 June). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229089
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.48580/dgwq9
title: Checklist of species indicated for St. Petersburg in Illyustrirovannyi Opredelitel Rasteniy Leningradskoy Oblasti (Averyanov et al., 2006): accepted names
DOI: 10.25549/uschist-c104-228621
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228625
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228628
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228631
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228632
title: Southern California alumni review, vol. 22, no. 7 (1941 Mar.)

description: Southern California alumni review, vol. 22, no. 7 (1941 March). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.15468/dl.86hbmt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chimarra diakis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031527-260208012135463/datasets/export for details.
DOI: 10.15468/dl.3tpgbk
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorostilbon stenurus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 175 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031526-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-229102
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229104
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229107
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229112
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229113
title: Southern California alumni review, vol. 24, no. 1 (1942 Sept.)

description: Southern California alumni review, vol. 24, no. 1 (1942 September). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229572
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229575
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229581
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229582
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229589
title: Southern California alumni review, vol. 25, no. 2 (1943 Oct.)

description: Southern California alumni review, vol. 25, no. 2 (1943 October). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229601
title: Southern California alumni review, vol. 25, no. 3 (1943 Nov.)

description: Southern California alumni review, vol. 25, no. 3 (1943 November). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229605
title: Southern California alumni review, vol. 25, no. 3 (1943 Nov.)

description: Southern California alumni review, vol. 25, no. 3 (1943 November). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229608
title: Southern California alumni review, vol. 25, no. 3 (1943 Nov.)

description: Southern California alumni review, vol. 25, no. 3 (1943 November). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229644
title: Southern California alumni review, vol. 25, no. 4 (1943 Dec.)

description: Southern California alumni review, vol. 25, no. 4 (1943 December). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229645
title: Southern California alumni review, vol. 25, no. 4 (1943 Dec.)

description: Southern California alumni review, vol. 25, no. 4 (1943 December). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-228683
title: Southern California alumni review, vol. 22, no. 9 (1941 May)

description: Southern California alumni review, vol. 22, no. 9 (1941 May). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228692
title: Southern California alumni review, vol. 22, no. 9 (1941 May)

description: Southern California alumni review, vol. 22, no. 9 (1941 May). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228695
title: Southern California alumni review, vol. 22, no. 9 (1941 May)

description: Southern California alumni review, vol. 22, no. 9 (1941 May). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.5281/zenodo.17358161
title: Circle of Willis Centerline Graphs and Morphometric Features

description: This dataset contains anatomically labeled centerline graphs, surface meshes, and derived morphometric features of the Circle of Willis (CoW). The data is based on the TopCoW 2024 training set, which consists of 250 (=125 paired) CTA and MRA images displaying brain vasculature, including the CoW.

The dataset complements the available TopCoW multi-class segmentations and supports research in vascular morphology, graph-based modeling, and automated centerline extraction. The dataset itself, along with the accompanying baseline algorithm for CoW centerline and feature extraction, is described in our manuscript:



Musio et al., “Circle of Willis Centerline Graphs: A Dataset and Baseline Algorithm” (2026)


A detailed description of the dataset structure and contents is provided in the README file included in the downloadable ZIP archive.

For access to the raw imaging data and multi-class masks, please refer to the TopCoW dataset repository:https://zenodo.org/records/15692630

Note: The baseline algorithm can be applied on top of the TopCoW segmentation models to extract centerlines and features. The code is available on GitHub: https://github.com/fmusio/CoW_Centerline_Extraction

Contents

For each patient and modality (n=250), the dataset includes:



CoW Graph (cow_graphs/): Labeled CoW centerline graph (.vtp)

CoW Mesh (cow_meshes/): Labeled CoW surface mesh (.vtp)

CoW Variant (cow_variants/): Variant description encoding presence/absence of segments and fetal-type PCA (.json)

CoW Nodes (cow_nodes/): Node descriptions for start, end, bifurcation and segment boundary points (.json)

CoW Features (cow_features/): Morphometric feature descriptions for segments and bifurcations (.json)


The files follow the same naming pattern as introduced by TopCoW: topcow_{modality}_{pat_id}.{suffix}Where modality is ct for CTA or mr for MRA, and pat_id is the patient ID (e.g., 001, 002, ...).

Citation

If you use this dataset in your work, please cite:



Musio et al., “Circle of Willis Centerline Graphs: A Dataset and Baseline Algorithm” (2026)


License

This dataset is released under the CC BY-NC (Attribution-NonCommercial) license.By downloading the data, you agree to the license terms.

Contact

For questions or feedback, please contact:



Fabio Musio – fabio.musio@zhaw.ch

Prof. Dr. Sven Hirsch – sven.hirsch@zhaw.chZurich University of Applied Sciences (ZHAW)


Acknowledgements

The work on this dataset was supported by the EU project GEMINI (funded by the EU Horizon Europe R&I programme, Grant No. 101136438).
DOI: 10.5281/zenodo.17358162
title: Circle of Willis Centerline Graphs and Morphometric Features

description: This dataset contains anatomically labeled centerline graphs, surface meshes, and derived morphometric features of the Circle of Willis (CoW). The data is based on the TopCoW 2024 training set, which consists of 250 (=125 paired) CTA and MRA images displaying brain vasculature, including the CoW.

The dataset complements the available TopCoW multi-class segmentations and supports research in vascular morphology, graph-based modeling, and automated centerline extraction. The dataset itself, along with the accompanying baseline algorithm for CoW centerline and feature extraction, is described in our manuscript:



Musio et al., “Circle of Willis Centerline Graphs: A Dataset and Baseline Algorithm” (2026)


A detailed description of the dataset structure and contents is provided in the README file included in the downloadable ZIP archive.

For access to the raw imaging data and multi-class masks, please refer to the TopCoW dataset repository:https://zenodo.org/records/15692630

Note: The baseline algorithm can be applied on top of the TopCoW segmentation models to extract centerlines and features. The code is available on GitHub: https://github.com/fmusio/CoW_Centerline_Extraction

Contents

For each patient and modality (n=250), the dataset includes:



CoW Graph (cow_graphs/): Labeled CoW centerline graph (.vtp)

CoW Mesh (cow_meshes/): Labeled CoW surface mesh (.vtp)

CoW Variant (cow_variants/): Variant description encoding presence/absence of segments and fetal-type PCA (.json)

CoW Nodes (cow_nodes/): Node descriptions for start, end, bifurcation and segment boundary points (.json)

CoW Features (cow_features/): Morphometric feature descriptions for segments and bifurcations (.json)


The files follow the same naming pattern as introduced by TopCoW: topcow_{modality}_{pat_id}.{suffix}Where modality is ct for CTA or mr for MRA, and pat_id is the patient ID (e.g., 001, 002, ...).

Citation

If you use this dataset in your work, please cite:



Musio et al., “Circle of Willis Centerline Graphs: A Dataset and Baseline Algorithm” (2026)


License

This dataset is released under the CC BY-NC (Attribution-NonCommercial) license.By downloading the data, you agree to the license terms.

Contact

For questions or feedback, please contact:



Fabio Musio – fabio.musio@zhaw.ch

Prof. Dr. Sven Hirsch – sven.hirsch@zhaw.chZurich University of Applied Sciences (ZHAW)


Acknowledgements

The work on this dataset was supported by the EU project GEMINI (funded by the EU Horizon Europe R&I programme, Grant No. 101136438).
DOI: 10.25549/uschist-c104-228701
title: Southern California alumni review, vol. 22, no. 9 (1941 May)

description: Southern California alumni review, vol. 22, no. 9 (1941 May). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-228709
title: Southern California alumni review, vol. 22, no. 9 (1941 May)

description: Southern California alumni review, vol. 22, no. 9 (1941 May). Published twenty times a year, weekly from September to December 15, and monthly from January to June inclusive.
DOI: 10.25549/uschist-c104-229661
title: Southern California alumni review, vol. 25, no. 5 (1944 Jan.)

description: Southern California alumni review, vol. 25, no. 5 (1944 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229666
title: Southern California alumni review, vol. 25, no. 5 (1944 Jan.)

description: Southern California alumni review, vol. 25, no. 5 (1944 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229667
title: Southern California alumni review, vol. 25, no. 5 (1944 Jan.)

description: Southern California alumni review, vol. 25, no. 5 (1944 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229675
title: Southern California alumni review, vol. 25, no. 5 (1944 Jan.)

description: Southern California alumni review, vol. 25, no. 5 (1944 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229689
title: Southern California alumni review, vol. 25, no. 5 (1944 Jan.)

description: Southern California alumni review, vol. 25, no. 5 (1944 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.6084/m9.figshare.31375855
title: Dataset for: Predicting Anthropogenic Wildfire Occurrence Using Explainable Machine Learning Models: A Nationwide Case Study of South Korea

description: This repository contains the dataset used in the study:<br>“Predicting Anthropogenic Wildfire Occurrence Using Explainable Machine Learning Models: A Nationwide Case Study of South Korea.”<br><br>The dataset includes the final machine learning dataset (ML_fire_dataset.csv) and the geospatial wildfire occurrence dataset (fire_points_5186_public.gpkg) used for model training, validation, and spatial analysis.<br><br>ML_fire_dataset.csv contains wildfire occurrence labels and all explanatory variables used in the machine learning models, including climatic, topographic, environmental, and human accessibility variables.<br><br>fire_points_5186_public.gpkg contains the geospatial wildfire occurrence point data used to construct the modeling dataset. The coordinate reference system (CRS) is EPSG:5186 (Korea 2000 / Central Belt).<br><br>All data necessary to reproduce the machine learning analysis and results presented in the manuscript are fully provided to ensure transparency and reproducibility.