cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.t46rft
title: Occurrence Download

description: A dataset containing 4538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pachira aquatica Aubl., Bombax rigidifolium Ducke, Pachira aquatica var. aquatica, Pachira aquatica var. occidentalis Cuatrec., Carolinea grandiflora (Tussac) Spach, Pachira grandiflora Tussac, Carolinea macrocarpa Cham. & Schltdl., Pachira macrocarpa (Cham. & Schltdl.) Walp., Bombax macrocarpum (Cham. & Schltdl.) K.Schum., Pachira longifolia Hook., Carolinea princeps L.fil., Pachira carolinea Dum.Cours., Bombax aquaticum (Aubl.) K.Schum., Carolinea lovisa-carolina L. ex Jacks., Carolinea pompalis Moc. & Sessé ex DC.)"
 ]
}

 The dataset includes 4538 records from 334 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015505-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxcx2a
title: Occurrence Download

description: A dataset containing 840 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pseudobombax longiflorum (Mart. & Zucc.) A.Robyns, Bombax contorquipetalum Hoehne, Bombax heteromorphum Kuntze, Bombax longiflorum (Mart.) K.Schum., Carolinea longiflora Mart.)"
 ]
}

 The dataset includes 840 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015506-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8898609
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.5u4yuk
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pseudobombax tomentosum (Mart. & Zucc.) A.Robyns, Bombax martianum K.Schum., Carolinea tomentosa Mart. & Zucc.)"
 ]
}

 The dataset includes 445 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015507-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12680771
title: Datasets on approved and ongoing standards for Cloud, Edge and IoT computing in the continuum and analysis and assessment of relevance

description: Two datasets:



the database of standards relevant to the Cloud-Edge-IoT continuum and to the ACES-EDGE Research and Innovation Action funded under the grant agreement No. 101093126 call HORIZON-CL4-2022-DATA-01-02.

the Excel workbook with the analysis of the assessment of the standards in relation to the needs of the ACES-EDGE implementation.


Both datasets will be used for a more deep assessment of the standardisation requirements of the ongoing technolgical developments.
DOI: 10.5281/zenodo.12680772
title: Datasets on approved and ongoing standards for Cloud, Edge and IoT computing in the continuum and analysis and assessment of relevance

description: Two datasets:



the database of standards relevant to the Cloud-Edge-IoT continuum and to the ACES-EDGE Research and Innovation Action funded under the grant agreement No. 101093126 call HORIZON-CL4-2022-DATA-01-02.

the Excel workbook with the analysis of the assessment of the standards in relation to the needs of the ACES-EDGE implementation.


Both datasets will be used for a more deep assessment of the standardisation requirements of the ongoing technolgical developments.
DOI: 10.15468/dl.45zdgd
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Epicadus taczanowskii (Roewer, 1951)"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015508-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn245p
title: Occurrence Download

description: A dataset containing 114538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Canada",
 "StateProvince is ONtario",
 "TaxonKey is Grus canadensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 114538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015504-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eevvkq
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Huberodendron swietenioides (Gleason) Ducke, Bernoullia swietenioides Gleason, Huberodendron ingens Ducke, Huberodendron styraciflorum Ducke)"
 ]
}

 The dataset includes 509 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015509-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdn37z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((131.30813 32.15596,130.08536 31.95056,130.28603 31.02884,131.73744 30.84086,131.82253 31.08097,132.0885 31.85921,131.30813 32.15596))",
 "HasGeospatialIssue is false",
 "TaxonKey is Sciaphila nana Blume"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015511-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxq2ky
title: Occurrence Download

description: A dataset containing 2852 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Theobroma subincanum Mart.)"
 ]
}

 The dataset includes 2852 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015512-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/qfp3-p884
title: Complex Lightning

description: This dataset is a valuable resource for researchers and developers working on various applications related to illumination and visual effects. It contains a diverse collection of images that feature complex lighting scenarios, making it particularly useful for tasks such as illumination estimation, scene relighting, and object insertion. The images are carefully curated to include both single-color and multicolor lighting conditions, providing a wide range of examples for different lighting effects. By using this dataset, users can train and test their algorithms to improve the accuracy and realism of lighting in digital images, thereby enhancing the visual quality and authenticity of their projects. Additionally, the variety of lighting conditions represented in this dataset ensures that it can be used for a broad spectrum of research and development purposes, from academic studies to practical applications in the fields of computer vision, graphics, and augmented reality.
DOI: 10.15468/dl.uqavzr
title: Occurrence Download

description: A dataset containing 7164751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Peru"
 ]
}

 The dataset includes 7164751 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015510-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgh9zc
title: Occurrence Download

description: A dataset containing 893 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Eriotheca globosa (Aubl.) A.Robyns, Bombax globosum Aubl., Caryocar punctatum Miq., 1886)"
 ]
}

 The dataset includes 893 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015513-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p78t2u
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "TaxonKey is Misumena Latreille, 1804"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015514-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewezeh
title: Occurrence Download

description: A dataset containing 9669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Holothuria atra Jaeger, 1833"
 ]
}

 The dataset includes 9669 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015515-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tc5u4
title: Occurrence Download

description: A dataset containing 2667 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ceiba speciosa (A.St.-Hil., A.Juss. & Cambess.) Ravenna, Chorisia speciosa A.St.-Hil., A.Juss. & Cambess.)"
 ]
}

 The dataset includes 2667 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015516-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3efk3
title: Occurrence Download

description: A dataset containing 6722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "DatasetKey is one of (naturgucker, Observation.org, Nature data from around the World, ArtenFinder)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mantis religiosa (Linne, 1758)"
 ]
}

 The dataset includes 6722 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015517-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12680842
title: Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra

description: This archive includes data supporting the manuscript entitled "Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra" by Hengyue Jiao et al.
DOI: 10.5281/zenodo.12680843
title: Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra

description: This archive includes data supporting the manuscript entitled "Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra" by Hengyue Jiao et al.
DOI: 10.15468/dl.4s3g87
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "TaxonKey is Synema Simon, 1864"
 ]
}

 The dataset includes 41 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015519-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vdunr
title: Occurrence Download

description: A dataset containing 1409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tivela mactroides (Born, 1778)"
 ]
}

 The dataset includes 1409 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015521-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hp3sy5
title: Occurrence Download

description: A dataset containing 3917 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arca zebra Swainson, 1833"
 ]
}

 The dataset includes 3917 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015522-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-36871
title: Lam Jeevaratnum, India, 1941-1960

description: [description english/roman)] Photos & correspondence from Eastern Full Gospel Mission; newspaper cuttings; Before Kingslife story of Lam Jeevaratnum.
DOI: 10.15468/dl.vxuaz2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ceuthomantis aracamuni (Barrio-Amorós & Molina, 2006))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065268-230224095556074/datasets/export for details.
DOI: 10.15468/dl.thws2g
title: Occurrence Download

description: A dataset containing 5385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratina riparia (Regel) R.M.King & H.Rob.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5385 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015541-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2fp7z
title: Occurrence Download

description: A dataset listing the 28479 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Estonia",
 "HasCoordinate is true",
 "Year is less than 2022",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 28479 records were derived from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142211-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-36641
title: John Jameson, Brazil, 1919-1928

description: [description english/roman)] Sailed from Liverpool 1921-08-24; resigned from PMU/AOG 1928-07-21; photo; application forms; correspondence.
DOI: 10.15468/dl.ynsr86
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procambarus virginalis Lyko, 2017",
 "Year 2014-2023"
 ]
}

 The dataset includes 180 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008309-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvyvgz
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera bettzickiana (Regel) G.Nicholson",
 "HasCoordinate is true"
 ]
}

 The dataset includes 240 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015547-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mddxat
title: Occurrence Download

description: A dataset containing 1353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ceruchus chrysomelinus (Hochenwarth, 1785), Dromaeolus barnabita (A.Villa & J.B.Villa, 1838))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1353 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156861-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-36750
title: John Jameson, Brazil, 1919-1928

description: [description english/roman)] Sailed from Liverpool 1921-08-24; resigned from PMU/AOG 1928-07-21; photo; application forms; correspondence.
DOI: 10.5281/zenodo.11032351
title: Flow map data of the singel pendulum, double pendulum and 3-body problem

description: This dataset was constructed to compare the performance of various neural network architectures learning the flow maps of Hamiltonian systems. It was created for the paper: A Generalized Framework of Neural Networks for Hamiltonian Systems.

The dataset consists of trajectory data from three different Hamiltonian systems. Namely, the single pendulum, double pendulum and 3-body problem. The data was generated using numerical integrators. For the single pendulum, the symplectic Euler method with a step size of 0.01 was used. The data of the double pendulum was also computed by the symplectic Euler method, however, with an adaptive step size. The trajectories of the 3-body problem were calculated by the arbitrarily high-precision code Brutus.

For each Hamiltonian system, there is one file containing the entire trajectory information (*_all_runs.h5.1). In these files, the states along all trajectories are recorded with a step size of 0.01. These files are composed of several Pandas DataFrames. One DataFrame per trajectory, called "run0", "run1", ... and finally one large DataFrame in which all the trajectories are combined, called "all_runs". Additionally, one Pandas Series called "constants" is contained in these files, in which several parameters of the data are listed.

Also, there is a second file per Hamiltonian system in which the data is prepared as features and labels ready for neural networks to be trained (*_training.h5.1). Similar to the first type of files, they contain a Series called "constants". The features and labels are then separated into 6 DataFrames called "features", "labels", "val_features", "val_labels", "test_features" and "test_labels". The data is split into 80% training data, 10% validation data and 10% test data.

The code used to train various neural network architectures on this data can be found on GitHub at: https://github.com/AELITTEN/GHNN.

Already trained neural networks can be found on GitHub at: https://github.com/AELITTEN/NeuralNets_GHNN.




 
Single pendulum
Double pendulum
3-body problem


Number of trajectories
500
2000
5000


final time in all_runs
T (one period of the pendulum)
10
10


final time in training data
0.25*T
5
5


step size in training data
0.1
0.1
0.5
DOI: 10.5281/zenodo.11032352
title: Flow map data of the singel pendulum, double pendulum and 3-body problem

description: This dataset was constructed to compare the performance of various neural network architectures learning the flow maps of Hamiltonian systems. It was created for the paper: A Generalized Framework of Neural Networks for Hamiltonian Systems.

The dataset consists of trajectory data from three different Hamiltonian systems. Namely, the single pendulum, double pendulum and 3-body problem. The data was generated using numerical integrators. For the single pendulum, the symplectic Euler method with a step size of 0.01 was used. The data of the double pendulum was also computed by the symplectic Euler method, however, with an adaptive step size. The trajectories of the 3-body problem were calculated by the arbitrarily high-precision code Brutus.

For each Hamiltonian system, there is one file containing the entire trajectory information (*_all_runs.h5.1). In these files, the states along all trajectories are recorded with a step size of 0.01. These files are composed of several Pandas DataFrames. One DataFrame per trajectory, called "run0", "run1", ... and finally one large DataFrame in which all the trajectories are combined, called "all_runs". Additionally, one Pandas Series called "constants" is contained in these files, in which several parameters of the data are listed.

Also, there is a second file per Hamiltonian system in which the data is prepared as features and labels ready for neural networks to be trained (*_training.h5.1). Similar to the first type of files, they contain a Series called "constants". The features and labels are then separated into 6 DataFrames called "features", "labels", "val_features", "val_labels", "test_features" and "test_labels". The data is split into 80% training data, 10% validation data and 10% test data.

The code used to train various neural network architectures on this data can be found on GitHub at: https://github.com/AELITTEN/GHNN.

Already trained neural networks can be found on GitHub at: https://github.com/AELITTEN/NeuralNets_GHNN.




 
Single pendulum
Double pendulum
3-body problem


Number of trajectories
500
2000
5000


final time in all_runs
T (one period of the pendulum)
10
10


final time in training data
0.25*T
5
5


step size in training data
0.1
0.1
0.5
DOI: 10.15468/dl.fpmwaj
title: Occurrence Download

description: A dataset containing 126915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulex europaeus L.",
 "Year 2000-2023"
 ]
}

 The dataset includes 126915 records from 760 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064304-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.