cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m6ctws
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina gelatinosa Edgew."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143768-230224095556074/datasets/export for details.
DOI: 10.15468/dl.neacjg
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parodon guyanensis Géry, 1960"
 ]
}

 The dataset includes 234 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwnukr
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032598-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.doahah
title: Occurrence Download

description: A dataset containing 9522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adiantum capillus-veneris L.",
 "Geometry POLYGON((-13.007812 70.377853,3.164062 70.959697,36.210937 72.289067,44.648437 70.612614,51.328125 65.802776,46.054687 46.800059,39.726562 42.293564,21.09375 34.885930,9.140625 37.718590,-0.703125 36.879620,-8.789062 35.746512,-17.578125 34.597041,-34.804687 52.482780,-27.773437 67.067433,-17.578125 69.534517,-13.007812 70.377853))"
 ]
}

 The dataset includes 9522 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8wfhp
title: Occurrence Download

description: A dataset containing 17024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Muestreos de fauna silvestre existente en la franja de protección del embalse y áreas de reserva protectora de la Central Hidroeléctrica Sogamoso"
 ]
}

 The dataset includes 17024 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040218-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdugbs
title: Occurrence Download

description: A dataset containing 453528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 453528 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016547-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv9nnn
title: Occurrence Download

description: A dataset containing 35548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herpetology"
 ]
}

 The dataset includes 35548 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040251-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxlxbq
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Genlisea hispidula Stapf"
 ]
}

 The dataset includes 222 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyuo4a
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cacajao calvus (I.Geoffroy Saint-Hilaire, 1847)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrj65d
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Micrurus camilae Renjifo & Lundberg, 2003"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143752-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7qos9
title: Occurrence Download

description: A dataset containing 400282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "DecimalLatitude is greater than 38.3540169349397",
 "DecimalLatitude is less than 38.705811517402",
 "DecimalLongitude is greater than -77.2583452557045",
 "DecimalLongitude is less than -76.8145352686844"
 ]
}

 The dataset includes 400282 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k2tfe
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina fluviatilis Brenan"
 ]
}

 The dataset includes 42 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143753-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hvw35
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polites mardon (W.H.Edwards, 1881)"
 ]
}

 The dataset includes 64 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143755-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ok6nbl
title: Occurrence Download

description: A dataset containing 20868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rutilus rutilus (Linnaeus, 1758)",
 "Country is France"
 ]
}

 The dataset includes 20868 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq5r7f
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Specimen, Material sample, Occurrence evidence)",
 "Country is Virgin Islands (U.S.)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cubozoa, Scyphozoa, Staurozoa)"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143761-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbnndw
title: Occurrence Download

description: A dataset containing 857 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otus flammeolus (Kaup, 1852)"
 ]
}

 The dataset includes 857 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqwxqd
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptodactylus stenodema Jiménez de la Espada, 1875",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thmhr9
title: Occurrence Download

description: A dataset containing 1534 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina forskaolii Vahl"
 ]
}

 The dataset includes 1534 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143757-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g88aup
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina guaranitica C.B.Clarke, 1903"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143779-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jly8z2
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis subocularis Davis, 1954",
 "HasCoordinate is true"
 ]
}

 The dataset includes 89 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mam7nq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina haitiensis Urb. & Ekman"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143780-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3caa3
title: Occurrence Download

description: A dataset containing 34253 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MedOBIS (EurOBIS)"
 ]
}

 The dataset includes 34253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bef358
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinochloa crus-galli f. breviseta (Gaudin) P.Silva"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44nstx
title: Occurrence Download

description: A dataset containing 3057 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bartlettina R.M.King & H.Rob."
 ]
}

 The dataset includes 3057 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143784-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j8m6n
title: Occurrence Download

description: A dataset containing 25840514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 25840514 records from 1279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022021-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyk8a9
title: Occurrence Download

description: A dataset containing 942 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus insignis Hook.fil."
 ]
}

 The dataset includes 942 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022038-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgaejf
title: Occurrence Download

description: A dataset containing 1627065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haematopus palliatus Temminck, 1820, Haemorhous cassinii (S.F.Baird, 1854), Haemorhous mexicanus (P.L.Statius Müller, 1776), Haemorhous purpureus (J.F.Gmelin, 1789), Haliaeetus leucocephalus (Linnaeus, 1766))",
 "Country is Canada",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-84.76571 41.22334, -58.93394 41.22334, -58.93394 49.85477, -84.76571 49.85477, -84.76571 41.22334))",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1627065 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022036-241024112534372/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.21901449.v1
title: WoT Survey Questions

description: WoT Survey Questions
DOI: 10.6084/m9.figshare.21901449
title: WoT Survey Questions

description: WoT Survey Questions
DOI: 10.6084/m9.figshare.27610698
title: figure

description: figure
DOI: 10.6084/m9.figshare.27610698.v1
title: figure

description: figure
DOI: 10.6084/m9.figshare.21901446
title: WoT Interview Questions

description: WoT Interview Questions
DOI: 10.6084/m9.figshare.21901446.v1
title: WoT Interview Questions

description: WoT Interview Questions
DOI: 10.15468/dl.67vmfs
title: Occurrence Download

description: A dataset containing 43796331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 43796331 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022035-241024112534372/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.21901437
title: LocTest

description: A decontextualised video game localisation test that tries to assess how localisers combine textual and non-textual information to recontextualise disassembled texts divided into strings.
DOI: 10.6084/m9.figshare.21901437.v1
title: LocTest

description: A decontextualised video game localisation test that tries to assess how localisers combine textual and non-textual information to recontextualise disassembled texts divided into strings.
DOI: 10.15468/dl.3njue9
title: Occurrence Download

description: A dataset containing 9524 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phylogenomics and the rise of the angiosperms"
 ]
}

 The dataset includes 9524 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022039-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b7yz4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Aellenia glauca (M.Bieb.) Aellen"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022040-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6zu7p
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Uncia uncia (Schreber, 1775)"
 ]
}

 The dataset includes 608 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022042-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14037916
title: Hard Rod Fluid Analytical Solution in .npy (For Operator learning)

description: Hard rod fluid with diameter of 1.0 between 2 walls with distance L+2d=10.0,under different chemical potential (mu) and external potential (V_ext(x)), with a sampling distance dz=0.1.

Data are stored as numpy structured ndarrays, each npy file store one type of data. The ndarrays has the shape of (n_sample,n_grid), with 4 fields:the position "z", the density profile "rho", the local chemical potential "muloc"the one-body direct correlation function "c1".Where muloc(z)=mu-V_ext(z)

In Operator Learning, I've tried the mapping of rho to c1 as well as muloc to rho.

dataload.py contains some functions used for loading datadata_model_train.py contains the read-in function for model-training data.

data_4groups.npy saves 8000 data, with 2000 in each group, generated from the following external potentials:group 1: V_ext=0 group 2: V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3)group 3: V_binary[z] = -mg*zgroup 4: V_binary[z] = -u0*(abs(z/z0))^a0with mu, epsilon, a, mg, u0, z0, a0 are adjustable constants of the potential 

data_mixed23.npy saves 2000 data, generated from the following external potentials:    V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3) -mg*z

Folders are taped in .zip files.

Folder "~/R_data_generator" stores the generator of the data, analytical solution of 1D hard rod fluid.Folder "~/Rdata" contains same data in .Rdata file, as R matrixsFolder "~/R2py" contains the script to generate .npy file from .Rdata file
DOI: 10.5281/zenodo.14037917
title: Hard Rod Fluid Analytical Solution in .npy (For Operator learning)

description: Hard rod fluid with diameter of 1.0 between 2 walls with distance L+2d=10.0,under different chemical potential (mu) and external potential (V_ext(x)), with a sampling distance dz=0.1.

Data are stored as numpy structured ndarrays, each npy file store one type of data. The ndarrays has the shape of (n_sample,n_grid), with 4 fields:the position "z", the density profile "rho", the local chemical potential "muloc"the one-body direct correlation function "c1".Where muloc(z)=mu-V_ext(z)

In Operator Learning, I've tried the mapping of rho to c1 as well as muloc to rho.

data_4groups.npy saves 8000 data, with 2000 in each group, generated from the following external potentials:group 1: V_ext=0 group 2: V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3)group 3: V_binary[z] = -mg*zgroup 4: V_binary[z] = -u0*(abs(z/z0))^a0with mu, epsilon, a, mg, u0, z0, a0 are adjustable constants of the potential 

data_mixed23.npy saves 2000 data, generated from the following external potentials:    V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3) -mg*z

Folders are taped in .zip files.

Folder "~/R_data_generator" stores the generator of the data, analytical solution of 1D hard rod fluid.Folder "~/Rdata" contains same data in .Rdata file, as R matrixsFolder "~/R2py" contains the script to generate .npy file from .Rdata file
DOI: 10.5281/zenodo.14037956
title: Hard Rod Fluid Analytical Solution in .npy (For Operator learning)

description: Hard rod fluid with diameter of 1.0 between 2 walls with distance L+2d=10.0,under different chemical potential (mu) and external potential (V_ext(x)), with a sampling distance dz=0.1.

Data are stored as numpy structured ndarrays, each npy file store one type of data. The ndarrays has the shape of (n_sample,n_grid), with 4 fields:the position "z", the density profile "rho", the local chemical potential "muloc"the one-body direct correlation function "c1".Where muloc(z)=mu-V_ext(z)

In Operator Learning, I've tried the mapping of rho to c1 as well as muloc to rho.

dataload.py contains some functions used for loading datadata_model_train.py contains the read-in function for model-training data.

data_4groups.npy saves 8000 data, with 2000 in each group, generated from the following external potentials:group 1: V_ext=0 group 2: V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3)group 3: V_binary[z] = -mg*zgroup 4: V_binary[z] = -u0*(abs(z/z0))^a0with mu, epsilon, a, mg, u0, z0, a0 are adjustable constants of the potential 

data_mixed23.npy saves 2000 data, generated from the following external potentials:    V_binary[z] = -epsilon*((a/(z+a/2))^3+(a/(L+a/2-z))^3) -mg*z

Folders are taped in .zip files.

Folder "~/R_data_generator" stores the generator of the data, analytical solution of 1D hard rod fluid.Folder "~/Rdata" contains same data in .Rdata file, as R matrixsFolder "~/R2py" contains the script to generate .npy file from .Rdata file
DOI: 10.15468/dl.4sdper
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Uncia uncia (Schreber, 1775)"
 ]
}

 The dataset includes 608 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022044-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvczkc
title: Occurrence Download

description: A dataset containing 296015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "Geometry POLYGON((-11.68622 -20.25929,73.20293 -20.25929,73.20293 13.68183,-11.68622 13.68183,-11.68622 -20.25929))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 296015 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022017-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv9qtx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria orientalis Losinsk.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201697-220831081235567/datasets/export for details.