cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4hhu63
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguillicoloides crassus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020373-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3b5tp
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia julibrissin",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 61 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020374-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15881720
title: Electrochemical impedance spectroscopy investigation of the SEI formed on lithium metal anodes
DOI: 10.5281/zenodo.15881721
title: Electrochemical impedance spectroscopy investigation of the SEI formed on lithium metal anodes
DOI: 10.15468/dl.p2fyt7
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 166 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020376-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16250888
title: Transient Simulation Datasets Using Allen-Cahn and Eriksson-Johnson Equations

description: These datasets contain low- and high-resolution numerical simulations of transient initial-boundary-value problems based on the Allen-Cahn and Eriksson-Johnson equations. These data were used in the paper, "PC-SRGAN: Physically Consistent Super-Resolution Generative Adversarial Network for General Transient Simulations", which proposes a physics-informed super-resolution model to reconstruct fine-resolution solutions from coarse simulations. 

Structure

Each of these datasets is split into training, validation and test subsets, each of which has two folders: one for low and another for the high-resolution simulations. Each simulation instance is a folder named after its parameters. Inside that lowest-level folder, each sample is a numpy file (.npy) of a 1-channel image (filename denotes the time point of the simulation). All four of these datasets have a file (index-val-mapping.csv) in their root directory, which provides the mapping of parameters (as seen in the lowest-level folder names) and their actual values.

Dataset statistics



Allen-Cahn with Periodic boundary‣ Training: 55,062 samples‣ Validation: 9,065 samples‣ Test: 7,973 samples‣ Total: 72,100 samples



Allen-Cahn with Periodic boundary (x4)‣ Training: 27,662 samples‣ Validation: 4,506 samples‣ Test: 3,882 samples‣ Total: 36,050 samples




Allen-Cahn with Neumann boundary‣ Training: 15,732 samples‣ Validation: 2,590 samples‣ Test: 2,278 samples‣ Total: 20,600 samples




Eriksson-Johnson with Dirichlet boundary‣ Training: 51,875 samples‣ Validation: 8,494 samples‣ Test: 7,352 samples‣ Total: 67,721 samples



The dataset marked "x4" is for 4 times super-resolution (8x8 => 32x32), whereas the rest are for 8 times super-resolution (8x8 => 64x64). These data can be used to benchmark super-resolution methods for physics-based simulations. Refer to the paper for details.

Version history



Version 1: Released all three x8 datasets.

Version 2: Added the x4 dataset, with no change to earlier datasets.
DOI: 10.5281/zenodo.15681249
title: Transient Simulation Datasets Using Allen-Cahn and Eriksson-Johnson Equations

description: These datasets contain low- and high-resolution numerical simulations of transient initial-boundary-value problems based on the Allen-Cahn and Eriksson-Johnson equations. These data were used in the paper, "PC-SRGAN: Physically Consistent Super-Resolution Generative Adversarial Network for General Transient Simulations", which proposes a physics-informed super-resolution model to reconstruct fine-resolution solutions from coarse simulations. 

Structure

Each of these datasets is split into training, validation and test subsets, each of which has two folders: one for low and another for the high-resolution simulations. Each simulation instance is a folder named after its parameters. Inside that lowest-level folder, each sample is a numpy file (.npy) of a 1-channel image (filename denotes the time point of the simulation). All four of these datasets have a file (index-val-mapping.csv) in their root directory, which provides the mapping of parameters (as seen in the lowest-level folder names) and their actual values.

Dataset statistics



Allen-Cahn with Periodic boundary‣ Training: 55,062 samples‣ Validation: 9,065 samples‣ Test: 7,973 samples‣ Total: 72,100 samples



Allen-Cahn with Periodic boundary (x4)‣ Training: 27,662 samples‣ Validation: 4,506 samples‣ Test: 3,882 samples‣ Total: 36,050 samples




Allen-Cahn with Neumann boundary‣ Training: 15,732 samples‣ Validation: 2,590 samples‣ Test: 2,278 samples‣ Total: 20,600 samples




Eriksson-Johnson with Dirichlet boundary‣ Training: 51,875 samples‣ Validation: 8,494 samples‣ Test: 7,352 samples‣ Total: 67,721 samples



The dataset marked "x4" is for 4 times super-resolution (8x8 => 32x32), whereas the rest are for 8 times super-resolution (8x8 => 64x64). These data can be used to benchmark super-resolution methods for physics-based simulations. Refer to the paper for details.

Version history



Version 1: Released all three x8 datasets.

Version 2: Added the x4 dataset, with no change to earlier datasets.
DOI: 10.15468/dl.rkpdyc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia julibrissin",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020375-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zbgfwh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020378-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6jzgh
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020379-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dx2hgt
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepidula onyx",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 247 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020380-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaj5rx
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prorocentrum minimum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 372 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020381-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6cf3t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prorocentrum minimum",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020382-250717081556266/datasets/export for details.
DOI: 10.15468/dl.n6wchx
title: Occurrence Download

description: A dataset containing 86417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is IND.15_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 86417 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020365-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wzzhg
title: Occurrence Download

description: A dataset containing 1341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia julibrissin",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1341 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020384-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16194644
title: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback

description: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback
DOI: 10.15468/dl.wvm2mw
title: Occurrence Download

description: A dataset containing 17992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "Country is India",
 "DatasetKey is one of (EOD – eBird Observation Dataset, LACM Vertebrate Collection, Observation.org, Nature data from around the World, University of Michigan Museum of Zoology, Division of Birds, Earth Guardians Weekly Feed, Birda - Global Observation Dataset, ZMH Ornithology collection, Xeno-canto - Bird sounds from around the world, NABU|naturgucker)",
 "GadmGid is IND.12_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacidae"
 ]
}

 The dataset includes 17992 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020383-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8jt3v
title: Occurrence Download

description: A dataset containing 19442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Streptopelia decaocto",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19442 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020386-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhtfbf
title: Occurrence Download

description: A dataset containing 1164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera atriceps"
 ]
}

 The dataset includes 1164 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020385-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16195818
title: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback

description: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback
DOI: 10.5281/zenodo.16194643
title: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback

description: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback
DOI: 10.5281/zenodo.16195848
title: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback

description: Experimental procedure and prompts & students' outlines, drafts, and Chat-generated three types of feedback
DOI: 10.15468/dl.dweskd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia julibrissin",
 "Country is Jordan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020387-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jvxkx2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020388-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reqv6p
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020389-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se5p6w
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 795 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020391-250717081556266/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/10320486
title: Plants Growth and Care Recommendations
DOI: 10.15468/dl.nvswbw
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laguncula pulchella",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020393-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbuvqn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontella sinensis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020394-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdr5xh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum repens",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020397-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmxtvt
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garcinia mangostana"
 ]
}

 The dataset's 5 records were derived from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020390-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zgcxp
title: Occurrence Download

description: A dataset containing 10022 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga edulis"
 ]
}

 The dataset includes 10022 records from 427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020398-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gggyy5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nassarius sinarum",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020400-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9cjxj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chattonella verruculosa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020401-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7jh3n8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020403-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dh7pw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020402-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmwcyq
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 155 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020404-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deprfs
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterosiphonia japonica",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020405-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx2shj
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterosiphonia japonica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020406-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.newuft
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumina decollata",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020408-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gay7p
title: Occurrence Download

description: A dataset containing 1056 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumina decollata",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1056 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020409-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edqkws
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020411-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzwty4
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Ghana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020412-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkwanz
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020413-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.