cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17325257
title: Training data from: Reconstructing cerebral hemodynamics from sparse data using Neural Operator Transformers

description:  Dataset used for training GNOT and VANO models as described in:



Kaczmarek W, Magdziarz Ibrahim-El-Nur J, Łoś M, Roleder T. Reconstructing cerebral hemodynamics from sparse data using Neural Operator Transformers. Comput Biol Med. 2025 Sep;195:110492. doi: 10.1016/j.compbiomed.2025.110492. Epub 2025 Jun 18. PMID: 40554056.


Dataset consists of solutions to 1D ROM blood flow equations solved on arterial network of Circle of Willis (CoW), with accompanying simulation parameters in "theta" vector ( radii and lengths of all arteries in particular CoW instance, heart rate, total resistance and compliance, one-hot encoding indicading artery). Each entry in dataset represents solution on single artery. All simulations were run for 10 cardiac cycles to ensure convergence to a periodic state, verified by checking that the relative difference between waveforms in the last two cycles was below 1%. Additional details and ranges for parameter sampling can be found in the manuscript.

Dataset is saved in .npy file with following format: 

 

Dataset is saved in .npy file with following format: 



Dataset = [
    [X1, Y1, Theta1, Inputs_funcs1],
    [X2, Y2, Theta2, Inputs_funcs2],
   ...
]

 






X: (N x N_in) numpy array, representing input mesh points



N : number of points 

N_in: input spatial dimension





Y: (N x N_out) numpy array, representing physical fields defined on these mesh points



N_out: output dimension





Theta: (N_theta,) numpy array, global parameters for this sample



N_theta: dimension of global parameters





Input_funcs: tuple (inputs_1, ..., inputs_n),every inputs_i is a numary array of shape (N_i, f_i):



N_i: number of points used to discretize this input function

f_i: dimension of this input function plus the dimension of geometry, actually it is the concat of (x_i, f(x_i)).
DOI: 10.5156/fws.2014.m.005
title: Scientific Use File Deutscher Freiwilligensurvey (SUF FWS) Trend 1999-2014, Version 1.0
title: Scientific Use File Deutscher Freiwilligensurvey (SUF FWS) Trend 1999-2014, Version 1.0

description: Der Deutsche Freiwilligensurvey (FWS) ist eine repräsentative Befragung zum freiwilligen Engagement in Deutschland, die sich an Personen ab 14 Jahren richtet. Freiwillige Tätigkeiten und die Bereitschaft zum Engagement werden in telefonischen Interviews erhoben und können nach Bevölkerungsgruppen und Landesteilen dargestellt werden. Außerdem können die Engagierten und Personen, die sich nicht bzw. nicht mehr engagieren, beschrieben werden. Der Freiwilligensurvey ist damit die wesentliche Grundlage der Sozialberichterstattung zum freiwilligen Engagement und wird aus Mitteln des Bundesministeriums für Familie, Senioren, Frauen und Jugend (BMFSFJ) gefördert. Erhebungen des FWS wurden bislang in den Jahren 1999, 2004, 2009 und 2014 durchgeführt. Seit Dezember 2011 liegt die wissenschaftliche Leitung beim Deutschen Zentrum für Altersfragen (DZA). Die Interviews der vierten Welle wurden 2014 durch infas - Institut für angewandte Sozialwissenschaft durchgeführt.
description: The German Survey on Volunteering (FWS) is a representative survey of voluntary activities of persons aged 14 and older in Germany. Volunteering and the willingness to volunteer can be reported and described among population groups and across regions. Additionally, volunteers as well as former volunteers and other persons who do not volunteer can be studied. The FWS provides a substantial database for the description of volunteering in Germany and is funded by the Federal Ministry of Family Affairs, Senior Citizens, Women and Youth (BMFSFJ). Up to now data of the Survey on Volunteering (FWS) have been collected in 1999, 2004, 2009 and 2014. Since December 2011 it has been scientifically managed and supervised by the German Centre of Gerontology (DZA). The interviews of the fourth wave were conducted by infas - Institute for Applied Social Sciences in 2014.
description: Telephone interview: CATI
description: Deutschland (DE)
description: Germany (DE)
description: 1999, 2004, und 2009: Zufallsstichprobe deutschsprechender Personen ab 14  Jahren in Haushalten mit Festnetztelefon (Random-Digit-Dialling gemäß ADM-Standard; Arbeitsgemeinschaft Deutscher Markt- und Sozialforschungsinstitute)        
2014: Zufalls-Stichprobe von Personen ab 14 Jahren, Festnetz- und Mobilfunknummern mit regionaler Schichtung nach Häder-Gabler-Methode. Das Interview konnte neben Deutsch auch in fünf Fremdsprachen geführt werden.
DOI: 10.60600/yu/clawet/2oputy
title: 0870.wav

description: :unav
DOI: 10.60600/yu/clawet/amd3yi
title: 0821.wav

description: :unav
DOI: 10.60600/yu/clawet/o6ioe1
title: 0650.wav

description: :unav
DOI: 10.15468/dl.jxp3kv
title: Occurrence Download

description: A dataset containing 1081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Riparian Vegetation Survey of Lower Okavango Delta by Ringrose and Matheson 1999"
 ]
}

 The dataset includes 1081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091615-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60600/yu/clawet/3cu8mv
title: 1007.TextGrid

description: :unav
DOI: 10.60893/figshare.jcp.25891252
title: Supporting information

description: ESI Dataset
DOI: 10.60600/yu/clawet/qjygrx
title: 0999.wav

description: :unav
DOI: 10.60600/yu/clawet/omdhgp
title: 0799.wav

description: :unav
DOI: 10.15468/dl.3r6zhz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Mindomys kutuku Brito, Koch, Tinoco & Pardiñas, 2022"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091616-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5rr1pz5j
title: MassIVE MSV000095135 - Monotropa_MS2 Analysis for Molecular Networking
title: Untargeted LC-MS profiling of M. uniflora in the positive and negative modes for MS2 molecular networking and annotation.
DOI: 10.60893/figshare.jcp.25891252.v1
title: Supporting information

description: ESI Dataset
DOI: 10.60600/yu/clawet/wybwo1
title: 1003.wav

description: :unav
DOI: 10.60600/yu/clawet/bztjpr
title: 0712.wav

description: :unav
DOI: 10.5281/zenodo.12518298
title: Issues of the Eclipse Platform Repository with Resolution set to FIXED

description: In this dataset we can find all the issues of the Eclipse Platform repository where the Resolution attribute is set to FIXED. The dataset contains information about the ID, Title, Description, StartDate( Date when the issue was asigned to its resolutor) and EndDate (Date when the issue was set to FIXED) of the issues in this repository.This file does not include issues with a Duration ( EndDate-StartDate) is less than 5 minutes or issues that do not have its title or description set.
DOI: 10.5281/zenodo.12518299
title: Issues of the Eclipse Platform Repository with Resolution set to FIXED

description: In this dataset we can find all the issues of the Eclipse Platform repository where the Resolution attribute is set to FIXED. The dataset contains information about the ID, Title, Description, StartDate( Date when the issue was asigned to its resolutor) and EndDate (Date when the issue was set to FIXED) of the issues in this repository.This file does not include issues with a Duration ( EndDate-StartDate) is less than 5 minutes or issues that do not have its title or description set.
DOI: 10.6084/m9.figshare.26090913
title: Circular economy: current view from the construction industry based on published definitions

description: The third decade of this millennium has seen a growing interest in using the circular economy (CE) concept to achieve the broad goals of sustainable development. Still, like the latter, the former notion has different meanings to different audiences in general and in the construction sector in particular. This Brief Report assesses how the construction sector regards the CE concept, or more precisely, how it defines it. We draw on previous research, applying an existing generic framework to the construction sector, dividing the CE into its main components and subcomponents, and quantifying the extent of their acceptance. The main contribution of this work lies in establishing a benchmark for comparison with other industries and across time within the construction industry. We start with an analysis of the available literature and then focus on how the reviewed works perceive the scope of CE, its deployment systems, enablers, and its relationship with sustainable development. Our results confirm that the sector is embracing the linkage of CE to sustainable development while revealing a lesser concern for CE’s social and future dimensions. This Brief Report also shows that the understanding of CE actions in terms of a hierarchy is still limited. However, its three main components (Reduce, Reuse, Recycle) are almost universally espoused, while the Recover component is mentioned by just over half of the reviewed works.
DOI: 10.60600/yu/clawet/i46c0i
title: 0626.wav

description: :unav
DOI: 10.5281/zenodo.12518357
title: ViralRefseq.zip
DOI: 10.5281/zenodo.12518358
title: ViralRefseq.zip
DOI: 10.60600/yu/clawet/wluuud
title: 0976.wav

description: :unav
DOI: 10.15457/cdvsued2019_ios_mappingtheeast
title: Mapping the East – Historische und thematische Karten zu Ost- und Südosteuropa

description: Die digitale Kartensammlung von Mapping the East umfasst 1.381 Karten aus dem Projekt GeoPortOst (http://geoportost.ios-regensburg.de/). Im Zentrum der Sammlung stehen thematische Karten aus Werken des 19. Und frühen 20. Jahrhunderts, die nicht-geografische Informationen zu Regionen Ost- und Südosteuropas auf topografischer Grundlage visualisieren. Inhaltlich dominieren kartografische Darstellungen zu historischen, ökonomischen oder kulturellen Fragestellungen, es zählen aber ebenso Karten aus Adressbüchern oder räumliche Repräsentationen von Datenerhebungen aus statistischen Jahrbüchern und Atlanten zum Bestand. Darüber hinaus enthält Mapping the East eine Reihe seltener Altkarten sowie Kartenserien. Geografisch deckt die Sammlung den gesamten ost-, ostmittel- und südosteuropäischen Raum ab. Schwerpunkte liegen auf Russland, dem Habsburgerreich und der Balkanhalbinsel. Eine Besonderheit der Sammlung stellt die Verknüpfung der Karten mit Kontextinformationen aus Quellen und Statistiken dar, zu denen stabile Links vorliegen.
Alle Karten wurden in Wikimedia Commons als JPG eingespielt und über separate Metadatensheets formal und inhaltlich umfassend beschrieben. Die inhaltliche Erschließung erfolgte unter Verwendung von Normdaten der Deutschen Nationalbibliothek (GND), integriert aber auch Wikidata-IDs. Darüber hinaus liegen zu den Karten  geografische Rahmenkoordinaten vor.
Die Dokumente können darüber hinaus auch aus dem Portal GeoPortOst in weiteren Formaten, z.B. im hochauflösenden TIFF-Format, abgerufen werden.
DOI: 10.60600/yu/clawet/so7jkm
title: 1053.TextGrid

description: :unav
DOI: 10.60600/yu/clawet/uscfu4
title: 1008.wav

description: :unav
DOI: 10.6084/m9.figshare.26035060
title: Final_Clean_Behavior_2021_2022 for Pub 2024.csv

description: Data from <b>Predator density interacts with time of day and climatic variables to affect foraging behavior of native bees</b>, Novak Pilch and Genung 2024.
DOI: 10.6084/m9.figshare.26035060.v2
title: Final_Clean_Behavior_2021_2022 for Pub 2024.csv

description: Data from <b>Predator density interacts with time of day and climatic variables to affect foraging behavior of native bees</b>, Novak Pilch and Genung 2024.
DOI: 10.6084/m9.figshare.26035060.v3
title: Final_Clean_Behavior_2021_2022 for Pub 2024.csv

description: Data from <b>Predator density interacts with time of day and climatic variables to affect foraging behavior of native bees</b>, Novak Pilch and Genung 2024.
DOI: 10.60600/yu/clawet/xixwzz
title: 0657.TextGrid

description: :unav
DOI: 10.15468/dl.9xbgq2
title: Occurrence Download

description: A dataset containing 286744 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erigeron annuus (L.) Pers."
 ]
}

 The dataset includes 286744 records from 1643 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091611-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lcya5z
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026467-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svpegw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007253-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qge8qy
title: Occurrence Download

description: A dataset containing 1335999555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1335999555 records from 8558 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112138-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzpp7w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Setophaga ruticilla)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011173-250711103210423/datasets/export for details.
DOI: 10.57745/ouescz
title: BiologicalMaterial_INRAe_greenhouse_trial_2024.tab

description: The biological material file regroups information about the replicates and the identification of the biological materials that were used for the experimentation.
DOI: 10.57745/2aem0p
title: Studies_INRAe_greenhouse_2024.tab

description: The study file regroups information about the study and the experimentation site.
DOI: 10.57745/nuwrfe
title: TSW_dataset_INRAe_2024.tab

description: This file is the dataset of the TSW measurement in all accessions regarding the applied treatments.
DOI: 10.57745/iy0mhb
title: Observedvariables_INRAe_greenhouse_trial_2024.tab

description: The observed variable file regroups the name, the identification and the scale unit of the variables that are studied for the experimentation.
DOI: 10.57745/d4x4xy
title: Thousand seeds weight in boosting orphan legumes from the Mediterranean Basin: INRAE 2024 trial datasets

description: Results of the greenhouse trial on accessions at INRAE-Versailles/ France The trial was conducted from september 2023 to March 2024. These data refer to the thousand seeds weight measurements in all accessions. The dataset is organised following the MIAPPE (Minimum Information About Plant Phenotyping Experiments) guidelines The biological material file contains the information on the biological materials used for the trial. The study and the observed variables files explains the observed variables and describe the study. In the dataset file, the study_ID and the biologicalmaterial_ID refers to the identification of the trial from which the dataset is build. The "Species_ID" column refers to the specy used in the study. The "Accessions" column refers to the accession used in the study. The "Treatment_ID" column refers to the treatment that is applied. The TSW columns refer to the measurement of the thousand seeds weight results. The measurement unit is in gram.
DOI: 10.48573/0wyt-9s40
title: Comportements de santé des élèves en Suisse - 2018
DOI: 10.48573/t3q7-xd07
title: Comportements de santé des élèves en Suisse - 2018
DOI: 10.15468/dl.sz8yfg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris virgata",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011174-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/pyw-3z0-vlz
title: Aethionema saxatile subsp. saxatile

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6l1-v63-72t
title: Wedelia montevidensis (Spreng.) B. L. Turner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ame-a8s-5qn
title: Scrophulariaceae Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gz6-jdt-rm8
title: Agrostis canina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ps6-m6h-pch
title: Oxalis niederleinii R. Knuth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3qw-25q-ha7
title: Diospyros brideliifolia Elmer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wvg-vbf-w6g
title: Baccharis caprariifolia DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dxp-yqg-yxt
title: Athenaea Sendtn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/06p-r8y-v1d
title: Leucas discolor Sebald

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j2r-ymb-ncl
title: Pilosella schultesii subsp. schultesii

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ce7-sbf-9v7
title: Croton lanatus Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qz1-0ay-dh7
title: Pinnatidendron piniforme (Brid.) Enroth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/78q-2fa-vz2
title: Verbena L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/87b-15q-nfb
title: Clinopodium menthifolium subsp. menthifolium

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hlj-5nd-kkj
title: Zanthoxylum rhoifolium Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/520-ly6-yay
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gah-fc7-t06
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mw8-gxw-3t3
title: Clinopodium menthifolium subsp. menthifolium

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rn0-kb4-6km
title: Trisetaria macrochaeta (Boiss.) Maire

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7s4-my0-jd8
title: Lolium × fleischeri (Rohlena) Banfi, Galasso, Foggi, Kopecký & Ardenghi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/scx-2jw-f7z
title: Lycium shawii Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0d5-y57-jx3
title: Eragrostis macrothyrsa Hack.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rhb-a30-kbw
title: × Festulolium Asch. & Graebn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c04-sel-saf
title: Solanum guaraniticum A. St.-Hil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n4j-vsk-gpn
title: Acarospora

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gla-k9b-341
title: Ptychomitriaceae Schimp.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z8c-41y-0cq
title: Bacidia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0ae-3xs-ntj
title: Ptychomitriaceae Schimp.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.w93znf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062414-250717081556266/datasets/export for details.
DOI: 10.3535/2b1-4jc-apa
title: Vaccinium mandarinorum Diels

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/at7-z53-ngv
title: Tripterospermum coeruleum (Hand.-Mazz.) Harry Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1qr-r9f-28l
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xf9-a11-jlq
title: Strickeria kochii Körb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/07g-f14-yzn
title: Juncus concolor Sam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yef-51f-exx
title: Paspalum rufum Nees ex Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/76n-lk1-4ax
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nca-7s6-qef
title: Acarospora xanthophana (Nyl.) Jatta

description: Digital Specimen for the physical specimen hosted at University of Graz.