cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11353195
title: Large-Scale Multipurpose Benchmark Datasets For Assessing Data-Driven Deep Learning Approaches For Water Distribution Networks

description:  



Andres Tello*, Huy Truong*, Alexander Lazovik, Victoria Degeler. Large-Scale Multipurpose Benchmark Datasets For Assessing Data-Driven Deep Learning Approaches For Water Distribution Networks. Engineering Proceedings. 2024; 69(1):50. https://doi.org/10.3390/engproc2024069050


(*) Both authors contributed equally.

Update

(04/09/2024): Citation is updated.We have added headers for CSVs and auxiliary data (duration time, edge list, ordered names.. ) in the configuration file (JSON format). As such, corresponding INP files can be omitted when working with this version. The EXN network has been included in this version, so the total number of processed networks is 11.For more details, please read ZENODO_README.md.

Contact

For dataset-related questions: Huy Truong


For data acquisition: Andres Tello


If you use this dataset, please cite:

@article{tello2024largescale,    AUTHOR = {Tello, Andrés and Truong, Huy and Lazovik, Alexander and Degeler, Victoria},    TITLE = {Large-Scale Multipurpose Benchmark Datasets for Assessing Data-Driven Deep Learning Approaches for Water Distribution Networks},    JOURNAL = {Engineering Proceedings},    VOLUME = {69},    YEAR = {2024},    NUMBER = {1},    ARTICLE-NUMBER = {50},    URL = {https://www.mdpi.com/2673-4591/69/1/50},    ISSN = {2673-4591},    DOI = {10.3390/engproc2024069050}}
DOI: 10.15468/dl.696f5v
title: Occurrence Download

description: A dataset containing 214238 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_JUVENILE - Juvenile lesser black-backed gulls (Larus fuscus, Laridae) and herring gulls (Larus argentatus, Laridae) hatched in Zeebrugge (Belgium)"
 ]
}

 The dataset includes 214238 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115916-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/1460
title: Data for 'Outer membrane protein assembly mediated by BAM-SurA complexes'

description: The outer membrane is a formidable barrier that protects Gram-negative bacteria against environmental threats. Its integrity requires the correct folding and insertion of outer membrane proteins (OMPs) by the membrane-embedded β-barrel assembly machinery (BAM). Unfolded OMPs are delivered to BAM by the periplasmic chaperone SurA, but how SurA and BAM work together to ensure successful OMP delivery and folding remains unclear. Here, we present a dataset of single-molecule FRET of SurA and its interaction with the BAM alongside two alphafold predictions of the formed complex.
DOI: 10.15468/dl.u95jf4
title: Occurrence Download

description: A dataset containing 173269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cetacea",
 "Geometry POLYGON ((-41.87389 34.38501, -41.35995 4.564686, -40.85081 3.844765, -40.01224 3.555543, -31.59194 3.392679, -31.48707 -0.5643124, -30.87842 -1.338797, -30.01148 -1.610772, -21.71082 -1.713223, -21.75013 -20.51568, -21.10361 -21.38787, -20.12226 -21.73372, 0.03412654 -21.8064, 12.00713 -21.75318, 13.69418 -21.62261, 14.57472 -20.93276, 14.84982 -19.86189, 14.15524 -18.2311, 13.57235 -17.33193, 13.7976 -15.88837, 14.38349 -14.04374, 15.20855 -13.04597, 15.54943 -11.85453, 15.51412 -10.42935, 15.04137 -9.310941, 15.10342 -8.090536, 14.59494 -6.766043, 14.82464 -5.734518, 14.395 -4.724886, 13.4876 -4.109605, 12.86587 -3.169516, 10.99129 -1.207545, 11.60011 -0.3116946, 11.62404 -0.2214176, 11.6432 -0.1300005, 11.65752 -0.03769778, 11.66696 0.05523342, 11.6715 0.1485346, 11.67114 0.2419463, 11.46027 1.339242, 11.48865 1.426449, 11.5125 1.515012, 11.53173 1.604694, 11.54632 1.695254, 11.5562 1.786449, 11.56137 1.878035, 11.5618 1.969766, 11.55283 2.108424, 11.69182 3.415735, 11.11451 5.142235, 10.2432 5.784308, 10.15532 5.811066, 10.05949 5.834479, 9.983715 5.898056, 9.883387 5.974806, 8.696584 6.579202, 8.592702 6.600223, 7.498519 6.445052, 7.416879 6.403018, 7.337517 6.35679, 7.260649 6.306491, 7.142946 6.249907, 6.897034 6.349124, 5.565337 7.767063, 4.260196 8.201467, 1.28083 8.005001, -2.170422 6.74718, -4.263913 7.042795, -4.364686 7.024509, -6.889788 6.632185, -6.973137 6.590072, -7.054176 6.5437, -7.132689 6.493196, -7.267627 6.433822, -7.718544 6.345905, -10.75371 8.597337, -11.30484 9.330112, -12.45445 11.24011, -13.02936 11.78756, -13.61891 13.12959, -13.75574 13.49542, -13.75675 13.58973, -14.15602 14.6315, -14.82554 15.17512, -14.42506 16.70452, -14.36894 16.85181, -14.19956 18.52224, -14.36973 19.74609, -14.4454 20.83825, -14.75533 21.61714, -13.9197 23.09101, -13.06722 24.08891, -12.73802 25.07355, -11.82348 25.89054, -11.46336 26.38165, -10.12374 26.99402, -8.530826 28.29936, -8.432914 28.43012, -7.619666 29.80537, -7.550068 31.09951, -7.493791 31.18258, -7.442662 31.2681, -7.068556 31.83936, -5.414513 32.6741, -5.311974 32.7661, -3.456341 35.43187, -3.432308 35.52523, -3.414302 35.6195, -3.402393 35.71441, -3.396636 35.8097, -3.391464 35.99438, -3.746162 37.00766, -3.820939 37.09476, -4.256947 38.12718, -5.387096 38.77825, -6.409231 39.15621, -6.414594 40.08673, -6.285435 41.41204, -6.320449 41.5564, -6.259578 42.81982, -7.07214 44.0355, -8.611002 44.73503, -19.10723 44.76426, -28.30699 44.71284, -37.44479 44.64366, -37.57821 44.64254, -37.71162 44.64142, -37.84503 44.64029, -42.70655 44.51638, -43.79192 43.91403, -44.16249 42.95714, -44.15802 42.85723, -43.81923 35.58569, -43.10275 34.75217, -41.87389 34.38501))"
 ]
}

 The dataset includes 173269 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115917-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/4110007001-eng
title: Number of persons by shelter-cost-to-income ratio, tenure and First Nations people living off reserve, Métis and Inuit

description: Number of persons by shelter-cost-to-income ratio, tenure, First Nations people living off reserve, Métis and Inuit and gender, Canada, provinces and territories.
DOI: 10.15468/dl.m6tyvb
title: Occurrence Download

description: A dataset containing 4784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glochidion zeylanicum (Gaertn.) A.Juss."
 ]
}

 The dataset includes 4784 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115923-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/4110007001-fra
title: Nombre de personnes selon rapport des frais de logement au revenu, le mode d'occupation et les Premières Nations vivant hors réserve, Métis et Inuit

description: Nombre de personnes selon rapport des frais de logement au revenu, le mode d'occupation, les Premières Nations vivant hors réserve, Métis et Inuit, et genre, Canada, provinces et territoires.
DOI: 10.15468/dl.b26xxt
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus fairholmianus Gardner"
 ]
}

 The dataset includes 73 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115924-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etahmx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arundinaria fargesii E.G.Camus",
 "Year 1974-2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115925-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10881068
title: The Palaeoflora Database - Documentation and Data

description: The Palaeoflora database has been designed to provide essential information about fossil taxa, their related nearest living relatives (NLRs), and their climatic requirements. The database was established in 1990 to foster quantitative palaeoclimate reconstructions and has been continually growing, as well as being updated and corrected on a regular basis. As of March 2024, Palaeoflora includes ca. 7000 macrobotanical and 3300 microbotanical taxa, and ca. 1900 modern taxonomical units (species, genera, families) for which climate data are available. 

The NLR concept proposed in the Palaeoflora refers to published palaeobotanical literature resources and kind advice of numerous colleagues. Being maintained in the context of the international scientific network NECLIME (www.neclime.de), Palaeoflora profits immensely from co-operations and the activities within NECLIME, especially of the working groups on palynology and plant macrofossils. Climatic ranges for extant plant taxa in the Palaeoflora Database are mainly based on records of meteorological stations located within the plant distribution area of the respective taxon and refer to a global context. Climate data of the Palaeoflora database are most suitable to reconstruct past regional climates based on palaeobotanical records.
DOI: 10.5281/zenodo.10881069
title: The Palaeoflora Database - Documentation and Data

description: The Palaeoflora database has been designed to provide essential information about fossil taxa, their related nearest living relatives (NLRs), and their climatic requirements. The database was established in 1990 to foster quantitative palaeoclimate reconstructions and has been continually growing, as well as being updated and corrected on a regular basis. As of March 2024, Palaeoflora includes ca. 7000 macrobotanical and 3300 microbotanical taxa, and ca. 1900 modern taxonomical units (species, genera, families) for which climate data are available. 

The NLR concept proposed in the Palaeoflora refers to published palaeobotanical literature resources and kind advice of numerous colleagues. Being maintained in the context of the international scientific network NECLIME (www.neclime.de), Palaeoflora profits immensely from co-operations and the activities within NECLIME, especially of the working groups on palynology and plant macrofossils. Climatic ranges for extant plant taxa in the Palaeoflora Database are mainly based on records of meteorological stations located within the plant distribution area of the respective taxon and refer to a global context. Climate data of the Palaeoflora database are most suitable to reconstruct past regional climates based on palaeobotanical records.
DOI: 10.15468/dl.dtpgms
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaeagnus latifolia L."
 ]
}

 The dataset includes 520 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115926-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8hqg9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arundinaria fargesii E.G.Camus",
 "Year 1970-2024"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115927-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxk9db
title: Occurrence Download

description: A dataset containing 3456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus racemosa L."
 ]
}

 The dataset includes 3456 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115928-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310076101-eng
title: Canadian Business Counts, with employees, June 2024

description: Canadian Business Counts, location counts with employees, by employment size ranges and North American Industry Classification System (NAICS), Canada and provinces, June 2024.
DOI: 10.25318/3310076101-fra
title: Nombre d'entreprises canadiennes, avec employés, juin 2024

description: Nombre d'entreprises canadiennes, nombre d'emplacements avec employés, selon les tranches d'effectifs et le Système de classification des industries de l'Amérique du Nord (SCIAN), Canada et provinces, juin 2024.
DOI: 10.15468/dl.4t86yf
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chimonobambusa quadrangularis (Franceschi) Makino",
 "Year 1970-2024"
 ]
}

 The dataset includes 89 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115930-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10992070
title: DCE-MRI data of focused ultrasound-induced blood-brain barrier opening in mice (real & simulated)

description: RF-spoiled 3D FLASH GASOS DCE-MRI sequences with IRLL pre-contrast sequences acquired at 9.4T Bruker BioSpec USR 94/30 scanner with a surface mouse-brain four-channel array coil, and data simulated based on that acquisition.
DOI: 10.5281/zenodo.10992069
title: DCE-MRI data of focused ultrasound-induced blood-brain barrier opening in mice (real & simulated)

description: RF-spoiled 3D FLASH GASOS DCE-MRI sequences with IRLL pre-contrast sequences acquired at 9.4T Bruker BioSpec USR 94/30 scanner with a surface mouse-brain four-channel array coil, and data simulated based on that acquisition.
DOI: 10.6084/m9.figshare.26936167
title: Data base for the analysis of scientific studies of changes in skin temperature in standing, sitting and supine positions.

description: This is a database containing information on skin temperature in different positions (standing, sitting, and supine) and was used to associate it with the study called: Influence of Body Position on Skin Temperature, Heart Rate, and Blood Pressure in Active Men.
DOI: 10.6084/m9.figshare.26936206.v1
title: Supplementary Material for: Recurrence of hepatocellular carcinoma after liver transplantation: clinical patterns and hierarchy of salvage treatments

description: STRUCTURED ABSTRACT
Introduction: The multiparametric nature of recurrence of hepatocellular carcinoma (HCC) after liver transplantation (LT) still leads to uncertainty with its practical management. This study aims to characterize the main post-transplant recurrence patterns of HCC and to explore the therapeutic modalities targeting recurrence.
Methods: Consecutive patients who underwent LT for HCC at a single tertiary center were analyzed. The time from first recurrence to death was investigated for each site of presentation. The impact of each recurrence targeted treatment on survival was studied.
Results: Of 660 patients with HCC, any recurrence occurred in 96 (15.4%) patients with a median time to recurrence of 20.0 months (95% CI 15.6-23.8). Patients recurred across different patters including solitary distant locations (30.8%, n=28), liver only (24.2%, n=22), lung (18.7%, n=17), multiorgan disease (17.6%, n=16), and bone (8.8%, n=8). Multiorgan and bone recurrences had the poorest survival, while solitary distant lesions and pulmonary recurrences had the best outcomes. Each treatment modality carried a distinctive survival.
Conclusions: Patients recurred across 3 patterns with different prognostic implications. The benefit of each treatment option on distinct recurrence patterns appears to be influenced by the biological behavior inherent in the recurrence pattern itself.
DOI: 10.15468/dl.3grpaj
title: Occurrence Download

description: A dataset containing 39706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bucorvus leadbeateri (Vigors, 1825)"
 ]
}

 The dataset includes 39706 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115931-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310076201-eng
title: Canadian Business Counts, without employees, June 2024

description: Canadian Business Counts, location counts without employees, by North American Industry Classification System (NAICS), Canada and provinces, June 2024.
DOI: 10.34740/kaggle/dsv/9316810
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.6084/m9.figshare.26936209
title: Data_Fractures

description: Supplementary material for manuscript submission
DOI: 10.15468/dl.ebxq52
title: Occurrence Download

description: A dataset containing 642124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Elymus repens (L.) Gould"
 ]
}

 The dataset includes 642124 records from 2490 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115929-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2zsdz
title: Occurrence Download

description: A dataset listing the 4250 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Togo",
 "BasisOfRecord is one of (Human Observation)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 4250 records were derived from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019096-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnzd8j
title: Occurrence Download

description: A dataset containing 37164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum montanum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37164 records from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003309-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7afmu
title: Occurrence Download

description: A dataset containing 555 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Cnidarians of Iran"
 ]
}

 The dataset includes 555 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000244-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v0pnt0
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterygoplichthys disjunctivus (Weber, 1991)"
 ]
}

 The dataset includes 221 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006955-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93s59v
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commiphora guillauminii H.Perrier"
 ]
}

 The dataset includes 111 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019624-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chfbu2
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonophora haasi Staudinger, 1892"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006955-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdr35w
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rupicola peruvianus (Latham, 1790)",
 "Year 1000-2021"
 ]
}

 The dataset includes 160 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019134-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf2xz4
title: Occurrence Download

description: A dataset containing 1832 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commiphora leptophloeos (Mart.) J.B.Gillett"
 ]
}

 The dataset includes 1832 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019628-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rebqvl
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pouteria leptopedicellata Pilz"
 ]
}

 The dataset includes 50 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006955-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4vcq6
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((103.47312 60.98565,97.49655 58.5072,90.4653 51.79742,78.51218 38.22396,77.80905 24.15029,123.86374 12.494,150.58249 31.30064,150.93405 56.33087,138.2778 61.07079,111.91062 62.56477,103.47312 60.98565))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptogramma raddeana Fomin"
 ]
}

 The dataset includes 183 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113898-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqf9s7
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euroschinus verrucosus Engl."
 ]
}

 The dataset includes 125 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019650-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.