cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.am7bu7
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((115.82269 -12.26876,120.6628 -0.97516,47.70253 25.19732,7.72676 12.64887,6.11339 1.71378,10.59498 -3.66412,13.10467 -24.81721,19.02036 -37.90346,35.08513 -33.60113,75.41943 -24.45869,107.14908 -19.79784,115.82269 -12.26876))",
 "TaxonKey is Koordersiochloa longiarista (A.Rich.) Veldkamp"
 ]
}

 The dataset includes 81 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014056-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.synny4
title: Occurrence Download

description: A dataset containing 151463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Portugal, Spain, France, Germany, Belgium, Netherlands, Italy, Greece, Denmark, Norway, Sweden, Finland, Svalbard and Jan Mayen, Estonia, Latvia, Lithuania, Türkiye, Russian Federation, Belarus, Ukraine, Moldova, Republic of, Switzerland, Austria, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, Kazakhstan, Armenia, North Macedonia, Albania, Serbia, Montenegro, Kosovo, Bosnia and Herzegovina, Croatia, Slovenia, Cyprus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carex caryophyllea Latourr."
 ]
}

 The dataset includes 151463 records from 1006 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015374-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3vzsk
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marsilea strigosa Willd."
 ]
}

 The dataset includes 1152 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047447-181108115102211/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.25593876
title: Supplementary materials: Comparative efficacy and safety among high-intensity statins. Systematic Review and Meta-Analysis

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>Comparative efficacy and safety among </b><b>high-intensity statins. Systematic Review </b><b>and Meta-Analysis</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary 1: </b>Search Strategy<b>Supplementary 2:</b> Study Characteristics <b>Supplementary 3:</b> Forest Plot for Subgroup Analysis of Studies Including ACS Patients <b>Supplementary 4:</b> Quality Assessment <b>Aim: </b>To summarize the evidence in terms of efficacy and safety of head-to-head studies of high-intensity statins regardless of the underlying population. <b>Materials & methods: </b>A systematic review and meta analysis was conducted to summarize the effect sizes in randomized controlled trials and cohort studies that compared high-intensity statins. <b>Results:</b> Based on 44 articles, similar effectiveness was observed across the statins in reducing LDL levels from baseline. All statins were observed to have similar adverse drug reactions (ADRs), although higher dosages were associated with more ADRs. Based on a pooled quantitative analysis of atorvastatin 80 mg versus rosuvastatin 40 mg, rosuvastatin was statistically more effective in reducing LDL. Conclusion: This review further confirms that high-intensity statins reduce LDL by ≥50%, favoring rosuvastatin over atorvastatin. Additional data are needed to confirm the clinical significance on cardiovascular outcomes using real-world studies.
DOI: 10.15468/dl.zy5ntw
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Glaucidium parkeri Robbins & S.N.G.Howell, 1995"
 ]
}

 The dataset includes 258 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004183-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh8r2k
title: Occurrence Download

description: A dataset containing 16973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Litoria peronii (Tschudi, 1838)"
 ]
}

 The dataset includes 16973 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047449-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10440185
title: Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator

description: This repository contains the simulation data and pre-trained Graph Neural Network (GNN) models produced in [1].

Two *.zip files are provided:



data.zip - contains the datasets of train/test simulations produced using the Sheet Model algorithm [1, 2]

models.zip - contains the GNN model weights (*.pkl) + relevant training information and model parameters (*.yml and *.txt)


Dataset subfolders are named according to dataset/{'train' or 'test'}/{number of sheets}/{boundary condition}/. Each subfolder contains multiple simulations and a single info.yml file with relevant information regarding the overall setup. For each i-th simulation the following files are provided:



x_{i}.npy - array with sheet trajectories (#time-steps, #sheets)

v_{i}.npy - array with sheet velocities (#time-steps, #sheets)

x_eq_{i}.npy - array with sheet equilibrium positions (#time-steps, #sheets)


 Model sub-folders are named according to :



models/{time step}/{seed} - default architecture (preferred)

models/{time step}/{'collisions', 'nosent' or 'equivariant'}/{seed} - alternative (less performing) architectures mentioned in the paper appendices.


For each model we provide:



params_best.pkl - model weights that performed the best during training on the validation set

params_final.pkl - model weights at the end of training

model_cfg.yml - GNN architecture metadata

train_cfg.yml - training configuration metadata

train_data.yml - training dataset metadata

loss.txt - training and validation loss per epoch

loss_i.txt - training loss per gradient update step


Source Code

The source code used to produce the data, train, and test the models can be found at: https://github.com/diogodcarvalho/gns-sheet-model

References

[1] D. D. Carvalho, D. R. Ferreira, L. O. Silva, "Learning the dynamics of a one-dimensional plasma model with graph neural networks", Mach. Learn.: Sci. Technol. 5 025048 (2024)

[2] J. Dawson, "One‐Dimensional Plasma Model", The Physics of Fluids 5.4 (1962): 445-459.
DOI: 10.5281/zenodo.10440186
title: Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator

description: This repository contains the simulation data and pre-trained Graph Neural Network (GNN) models produced in [1].

Two *.zip files are provided:



data.zip - contains the datasets of train/test simulations produced using the Sheet Model algorithm [1, 2]

models.zip - contains the GNN model weights (*.pkl) + relevant training information and model parameters (*.yml and *.txt)


Dataset subfolders are named according to dataset/{'train' or 'test'}/{number of sheets}/{boundary condition}/. Each subfolder contains multiple simulations and a single info.yml file with relevant information regarding the overall setup. For each i-th simulation the following files are provided:



x_{i}.npy - array with sheet trajectories (#time-steps, #sheets)

v_{i}.npy - array with sheet velocities (#time-steps, #sheets)

x_eq_{i}.npy - array with sheet equilibrium positions (#time-steps, #sheets)


 Model sub-folders are named according to :



models/{time step}/{seed} - default architecture (preferred)

models/{time step}/{'collisions', 'nosent' or 'equivariant'}/{seed} - alternative (less performing) architectures mentioned in the paper appendices.


For each model we provide:



params_best.pkl - model weights that performed the best during training on the validation set

params_final.pkl - model weights at the end of training

model_cfg.yml - GNN architecture metadata

train_cfg.yml - training configuration metadata

train_data.yml - training dataset metadata

loss.txt - training and validation loss per epoch

loss_i.txt - training loss per gradient update step


Source Code

The source code used to produce the data, train, and test the models can be found at: https://github.com/diogodcarvalho/gns-sheet-model

References

[1] D. D. Carvalho, D. R. Ferreira, L. O. Silva, "Learning the dynamics of a one-dimensional plasma model with graph neural networks", Mach. Learn.: Sci. Technol. 5 025048 (2024)

[2] J. Dawson, "One‐Dimensional Plasma Model", The Physics of Fluids 5.4 (1962): 445-459.
DOI: 10.15468/dl.t1pnmo
title: Occurrence Download

description: A dataset containing 2574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Terminalia avicennioides Guill. & Perr."
 ]
}

 The dataset includes 2574 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020365-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xaw8yz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia xanthochroma K.M.Feng & L.S.Xie"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185293-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k4hwq
title: Occurrence Download

description: A dataset containing 1349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-364.5207 36.63986,-364.4359 36.63986,-364.4359 36.71916,-364.5207 36.71916,-364.5207 36.63986))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1349 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185503-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukpn7j
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hormathophylla purpurea (Lag. & Rodr.) P.Küpfer"
 ]
}

 The dataset includes 262 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191077-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dreaus
title: Occurrence Download

description: A dataset containing 134481 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mexico",
 "Country is Canada"
 ]
 },
 "DatasetKey is Tropicos MO Specimen Data",
 "HasCoordinate is false"
 ]
}

 The dataset includes 134481 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010979-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mppsgf
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasionycta dovrensis Wocke, 1864"
 ]
}

 The dataset includes 238 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087914-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ut8q78
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Palicourea parajusticioides C.M.Taylor, Bruniera & Zappi"
 ]
}

 The dataset includes 84 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179153-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdfyzt
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deuteraphorura inermis (Tullberg, 1869)"
 ]
}

 The dataset includes 111 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l6qyaf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Nannoscincus maccoyi (Lucas & Frost, 1894)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018903-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6swmk
title: Occurrence Download

description: A dataset containing 18188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calotropis procera (Aiton) W.T.Aiton"
 ]
}

 The dataset includes 18188 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005696-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkeppz
title: Occurrence Download

description: A dataset containing 9880 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea Knowles & Westc."
 ]
}

 The dataset includes 9880 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkp1sv
title: Occurrence Download

description: A dataset containing 917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Neofiber alleni True, 1884",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 917 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018917-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfradf
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.18_1",
 "TaxonKey is Apidae"
 ]
}

 The dataset includes 915 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061106-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxjpl7
title: Occurrence Download

description: A dataset containing 2092 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saccharum officinarum L."
 ]
}

 The dataset includes 2092 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et62xz
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 826 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061114-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xglsrh
title: Occurrence Download

description: A dataset containing 2232 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidochelys kempii Garman, 1880"
 ]
}

 The dataset includes 2232 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032701-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqm7c5
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrcia lonchophylla A.R.Lourenço & E.Lucas"
 ]
}

 The dataset includes 424 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179154-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lec6g6
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atherinella nocturna (Myers & Wade, 1942)"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekb8g6
title: Occurrence Download

description: A dataset containing 1237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Jatropha mutabilis (Pohl) Baill."
 ]
}

 The dataset includes 1237 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087927-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7zw8g
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Europe",
 "CoordinateUncertaintyInMeters 0.0-9969.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithoglyphus naticoides (C.Pfeiffer, 1828)",
 "Year 1965-2023"
 ]
}

 The dataset includes 550 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016869-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stuxrt
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterodoras granulosus (Valenciennes, 1821)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 149 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m4t9m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum veroreveloi Hágsater & Dodson"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196982-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsb2fa
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Machaerium hirtum (Vell.) Stellfeld"
 ]
}

 The dataset includes 727 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087931-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndbbfq
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lactarius indigo (Schwein.) Fr.",
 "Geometry POLYGON((-99.942626 21.483740,-99.942626 19.777042,-97.943115 19.777042,-97.943115 21.483740,-99.942626 21.483740))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89uq2z
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.00881 -36.74264,-73.03014 -36.77931,-73.01611 -36.81917,-72.9382 -36.84588,-72.89104 -36.82446,-72.88545 -36.78969,-72.90539 -36.71943,-72.96348 -36.71859,-73.00881 -36.74264))",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 865 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196970-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.