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

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Misumena vatia (Clerck, 1757)"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029041-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3areju
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Austrocedrus chilensis (D.Don) Pic.Serm. & Bizzarri",
 "Year 1960-2021"
 ]
}

 The dataset includes 257 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005430-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts4a9t
title: Occurrence Download

description: A dataset containing 36925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picumnus olivaceus Lafresnaye, 1845",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 36925 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030991-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.klcbmg
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithraea caustica Hook. & Arn."
 ]
}

 The dataset includes 429 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029041-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehp447
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea ochroleuca Ehrh."
 ]
}

 The dataset includes 366 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168168-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37z4ht
title: Occurrence Download

description: A dataset containing 16889 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus balsamifera L."
 ]
}

 The dataset includes 16889 records from 394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031050-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxrd54
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scrophularia lanceolata Pursh",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 481 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178087-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ooy27h
title: Occurrence Download

description: A dataset containing 637398 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données ONF faune-flore-fonge"
 ]
}

 The dataset includes 637398 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029042-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xejf2n
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium saccardoi Sodiro"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145136-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cxp2b
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asplenium teratophylloides Alderw."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031048-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9j3kx9
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Austrocactus spiniflorus (Phil.) F.Ritter"
 ]
}

 The dataset includes 42 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145137-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdavbw
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smilax lasioneura Hook.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 199 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178101-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1bzrgd
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-129.63867 9.93164,-61.43555 9.93164,-61.43555 39.28711,-129.63867 39.28711,-129.63867 9.93164))",
 "TaxonKey is Aphonopelma hentzi (Girard, 1852)"
 ]
}

 The dataset includes 571 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029042-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xby6us
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspalathus prostrata Eckl. & Zeyh."
 ]
}

 The dataset includes 36 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031016-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2tr8w
title: Occurrence Download

description: A dataset containing 202765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea ptarmica L."
 ]
}

 The dataset includes 202765 records from 530 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168171-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kut8dj
title: Occurrence Download

description: A dataset containing 4854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera leo (Linnaeus, 1758)"
 ]
}

 The dataset includes 4854 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029050-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5pt6d
title: Occurrence Download

description: A dataset containing 5121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Platypodium elegans Vogel, Platypodium grandiflorum (Benth.) Benth., Platypodium viride Vogel, Platypodium elegans var. major Benth.)"
 ]
}

 The dataset includes 5121 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031012-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8jzhu
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smilax glauca Walter",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 170 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178096-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gps9fx
title: Occurrence Download

description: A dataset containing 482 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera linanoe (La Llave) Rzed., Calderón & Medina"
 ]
}

 The dataset includes 482 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029043-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qivp3m
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procavia capensis erlangeri Neumann, 1901"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059944-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfhqxt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Month is greater than or equal to June",
 "Country is Canada",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002633-160526112335914/datasets/export for details.
DOI: 10.15468/dl.343y43
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rupicapra pyrenaica pyrenaica",
 "Year 2000-2023"
 ]
}

 The dataset includes 879 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009373-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xlqi83
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columba eversmanni Bonaparte, 1856"
 ]
}

 The dataset includes 90 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002633-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epjc0x
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterandria bimaculata (Heckel, 1848)",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-102.71 17.05,-102.71 21.20,-95.83 21.20,-95.83 17.05,-102.71 17.05))"
 ]
}

 The dataset includes 219 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032604-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdnnku
title: Occurrence Download

description: A dataset containing 1399 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Year 1959-2017",
 "HasCoordinate is true",
 "TaxonKey is Celastrina ladon (Cramer, 1782)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1399 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002633-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yogbp
title: Occurrence Download

description: A dataset containing 2651 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Sebdeniales",
 "TaxonKey is Peyssonneliales",
 "TaxonKey is Phaeophyceae",
 "TaxonKey is Cryptonemiales",
 "TaxonKey is Balliales",
 "TaxonKey is Acrosymphytales",
 "TaxonKey is Ulvophyceae",
 "TaxonKey is Corallinales",
 "TaxonKey is Plocamiales",
 "TaxonKey is Acrochaetiales",
 "TaxonKey is Palmariales",
 "TaxonKey is Halymeniales",
 "TaxonKey is Ahnfeltiales",
 "TaxonKey is Nemaliales",
 "TaxonKey is Gracilariales",
 "TaxonKey is Gigartinales",
 "TaxonKey is Bonnemaisoniales",
 "TaxonKey is Bangiales",
 "TaxonKey is Ceramiales",
 "TaxonKey is Rhodymeniales",
 "TaxonKey is Gelidiales",
 "TaxonKey is Nemastomatales",
 "TaxonKey is Colaconematales",
 "TaxonKey is Stylonematales"
 ]
 },
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2651 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032605-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spjsxc
title: Occurrence Download

description: A dataset containing 6015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Cavendishia bracteata (Ruiz & Pav. ex A.St.-Hil.) Hoerold"
 ]
}

 The dataset includes 6015 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009401-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhrje2
title: Occurrence Download

description: A dataset containing 179894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((65.44374 -6.06349,94.09958 -6.06349,94.09958 22.73431,65.44374 22.73431,65.44374 -6.06349))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU"
 ]
}

 The dataset includes 179894 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168870-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb7s5h
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasianthus bahorucanus Zanoni"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168908-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x1ifoj
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Austromyrtus dulcis (C.T.White) L.S.Sm.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002634-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcr93g
title: Occurrence Download

description: A dataset containing 1570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia robusta H.L.Wendl."
 ]
}

 The dataset includes 1570 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019998-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i8nndf
title: Occurrence Download

description: A dataset containing 13290 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Reptilia",
 "TaxonKey is Amphibia"
 ]
 },
 "Country is Cameroon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13290 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032609-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9khzcm
title: Occurrence Download

description: A dataset containing 5499451 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Ecuador"
 ]
}

 The dataset includes 5499451 records from 1347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059955-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13913304
title: Datasets for paper "Learning spatiotemporal dynamics with a pretrained generative model" in Nature Machine Intelligence

description: Datasets of Kuramoto-Sivashinsky equation (KSE) and Kolmogorov flow.

Description of KSE data:

Each file for KSE datasets contains 4 dimensions in the following order: (B*V)*T*X*C. Details are listed in the following table:




B
number of varying initial conditions


V
number of varying parameters


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 1 for KSE)


values of parameter used to generate training dataset
1.0, 1.2, 1.4, 1.6, 1.8, 2.0, 2.2, 2.4, 2.6, 2.8, 3.0, 3.2, 3.4, 3.6, 3.8, 4.0, 4.2, 4.4, 4.6, 4.8, 5.0


values of parameter used to generate test dataset
1.1, 2.5, 3.2




Description of Kolmogorov flow data:

Each file for Kolmogorov flow contains 5 dimensions inthe following order: (B*Re*K)*T*X*X*C. Details are listed in the following table:




B
number of varying initial conditions


Re
number of varying Reynolds numbers


K
number of varying source terms (controled by the value of k)


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 2 for Kolmogorov flow)


values of Reynolds number used to generate training dataset
100, 150, 200, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 800, 850, 900, 950, 1000, 1050


values of Reynolds number used to generate test dataset




50, 125, 575, 1100, 1500




values of k used to generate training dataset
2, 3, 4, 5, 6, 7, 8


values of k used to generate test dataset




2, 4, 6, 8
DOI: 10.5281/zenodo.13924414
title: S3GM: Learning spatiotemporal dynamics with a pretrained generative model

description: Datasets of Kuramoto-Sivashinsky equation (KSE) and Kolmogorov flow.

Description of KSE data:

Each file for KSE datasets contains 4 dimensions in the following order: (B*V)*T*X*C. Details are listed in the following table:




B
number of varying initial conditions


V
number of varying parameters


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 1 for KSE)


values of parameter used to generate training dataset
1.0, 1.2, 1.4, 1.6, 1.8, 2.0, 2.2, 2.4, 2.6, 2.8, 3.0, 3.2, 3.4, 3.6, 3.8, 4.0, 4.2, 4.4, 4.6, 4.8, 5.0


values of parameter used to generate test dataset
1.1, 2.5, 3.2




Description of Kolmogorov flow data:

Each file for Kolmogorov flow contains 5 dimensions inthe following order: (B*Re*K)*T*X*X*C. Details are listed in the following table:




B
number of varying initial conditions


Re
number of varying Reynolds numbers


K
number of varying source terms (controled by the value of k)


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 2 for Kolmogorov flow)


values of Reynolds number used to generate training dataset
100, 150, 200, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 800, 850, 900, 950, 1000, 1050


values of Reynolds number used to generate test dataset




50, 125, 575, 1100, 1500




values of k used to generate training dataset
2, 3, 4, 5, 6, 7, 8


values of k used to generate test dataset




2, 4, 6, 8
DOI: 10.5281/zenodo.13913303
title: S3GM: Learning spatiotemporal dynamics with a pretrained generative model

description: Datasets of Kuramoto-Sivashinsky equation (KSE) and Kolmogorov flow.

Description of KSE data:

Each file for KSE datasets contains 4 dimensions in the following order: (B*V)*T*X*C. Details are listed in the following table:




B
number of varying initial conditions


V
number of varying parameters


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 1 for KSE)


values of parameter used to generate training dataset
1.0, 1.2, 1.4, 1.6, 1.8, 2.0, 2.2, 2.4, 2.6, 2.8, 3.0, 3.2, 3.4, 3.6, 3.8, 4.0, 4.2, 4.4, 4.6, 4.8, 5.0


values of parameter used to generate test dataset
1.1, 2.5, 3.2




Description of Kolmogorov flow data:

Each file for Kolmogorov flow contains 5 dimensions inthe following order: (B*Re*K)*T*X*X*C. Details are listed in the following table:




B
number of varying initial conditions


Re
number of varying Reynolds numbers


K
number of varying source terms (controled by the value of k)


T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 2 for Kolmogorov flow)


values of Reynolds number used to generate training dataset
100, 150, 200, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 800, 850, 900, 950, 1000, 1050


values of Reynolds number used to generate test dataset




50, 125, 575, 1100, 1500




values of k used to generate training dataset
2, 3, 4, 5, 6, 7, 8


values of k used to generate test dataset




2, 4, 6, 8






Description of ERA5 data:

Training and testing dataset for ERA5 contains 5 dimensions inthe following order: 1*T*X*X*C, which is manually collected from https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=download. Note that the quantities in the datasets are already rescaled (the scale factors are saved in the scalar_era5.npy file, which is a 4x2 array recording the means and stds for the 4 quantities we used). Details are listed in the following table:




T
number of temporal frames


X
spatial resolution


C
number of variables in solution (C = 4 for ERA5)


time span for training dataset
1979-2022


time span for test dataset




2023






Pretrained checkpoints:

The .zip file contains the pretrained checkpoints for KSE, Kolmogorov flow and ERA5. Within the .zip file, the folder'kse_v0' is the checkpoint for KSE, 'kol_v0' is the checkpoint for Kolmogorov flow, and 'era5_v0' is the checkpoint for ERA5.

Source code:

The source code is upload as Github repository in https://github.com/lzy12301/S3GM