cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13938532
title: Electrospun Fiber Experimental Attributes Dataset (FEAD)

description: Understanding the intricate relationships between the structure and properties of electrospun PVDF fibers is crucial for designing effective devices. However, the complexity of these relationships makes them challenging to model through traditional trial-and-error experiments. Machine learning has emerged as a powerful tool for modeling multidimensional relationships, but it requires a diverse and high-quality training dataset to effectively learn these intricate connections.

To comprehensively investigate the intricate relationships between the structure and properties of electrospun PVDF fibers, a high-quality training dataset is imperative, encompassing a wide array of experimental conditions. There is no single comprehensive source that provides a holistic understanding of how the various parameters impact the PVDF fiber properties. Existing studies predominantly present results from a limited range of parameter variations, necessitating the creation of a meta dataset for robust insights. In response to this gap, we introduce the "Electrospun Fiber Experimental Attributes Dataset (FEAD)," a meticulously curated compilation that collates data from diverse literature sources and complements with our own experimental findings and computations.

FEAD comprises a total of 745 data points sourced from 52 distinct references. This dataset encapsulates a broad spectrum of solvents and solvent systems, including DMAC, DMF, DMAC/Acetone, DMSO/Acetone, DMF/Acetone, NMP/Acetone, among others. While certain parameters such as polymer concentration, solvent ratio, feed rate, and applied voltage were directly extracted from the literature, other critical factors like solubility parameters, interaction radii, and RED were computed.

Experiments involving the use of surfactants and electrolytes to alter polymer viscosity and electrical conductivity are not included in the dataset. This exclusion ensures a focus on understanding the genuine impact of polymer concentration and solubility factors on the resulting fibers. The development of this novel materials database is an ongoing effort, and we anticipate its continual improvement over time as more datapoints are incorporated.
DOI: 10.5281/zenodo.10301664
title: Electrospun Fiber Experimental Attributes Dataset (FEAD)

description: Understanding the intricate relationships between the structure and properties of electrospun PVDF fibers is crucial for designing effective devices. However, the complexity of these relationships makes them challenging to model through traditional trial-and-error experiments. Machine learning has emerged as a powerful tool for modeling multidimensional relationships, but it requires a diverse and high-quality training dataset to effectively learn these intricate connections.

To comprehensively investigate the intricate relationships between the structure and properties of electrospun PVDF fibers, a high-quality training dataset is imperative, encompassing a wide array of experimental conditions. There is no single comprehensive source that provides a holistic understanding of how the various parameters impact the PVDF fiber properties. Existing studies predominantly present results from a limited range of parameter variations, necessitating the creation of a meta dataset for robust insights. In response to this gap, we introduce the "Electrospun Fiber Experimental Attributes Dataset (FEAD)," a meticulously curated compilation that collates data from diverse literature sources and complements with our own experimental findings and computations.

FEAD comprises a total of 745 data points sourced from 52 distinct references. This dataset encapsulates a broad spectrum of solvents and solvent systems, including DMAC, DMF, DMAC/Acetone, DMSO/Acetone, DMF/Acetone, NMP/Acetone, among others. While certain parameters such as polymer concentration, solvent ratio, feed rate, and applied voltage were directly extracted from the literature, other critical factors like solubility parameters, interaction radii, and RED were computed.

Experiments involving the use of surfactants and electrolytes to alter polymer viscosity and electrical conductivity are not included in the dataset. This exclusion ensures a focus on understanding the genuine impact of polymer concentration and solubility factors on the resulting fibers. The development of this novel materials database is an ongoing effort, and we anticipate its continual improvement over time as more datapoints are incorporated.
DOI: 10.15468/dl.bjrspj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calanthe graciliscapa Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113812-230224095556074/datasets/export for details.
DOI: 10.15468/dl.eucnym
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calotes minor (Hardwicke & Gray, 1827)"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285414-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fajt7w
title: Occurrence Download

description: A dataset containing 5907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilliformes",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5907 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005476-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azfgxt
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tofieldia furusei (Hiyama) M.N.Tamura & Fuse"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017243-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnjreh
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus oxyrhyncus (Duméril & Bibron, 1841)"
 ]
}

 The dataset includes 414 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300138-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vjcj4
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Hong Kong"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ficus altissima Blume"
 ]
}

 The dataset includes 190 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355890-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cps33
title: Occurrence Download

description: A dataset containing 467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Insecta of Costa Rica (INBio), ZOBODAT (Zoological Botanical Database), Field Museum of Natural History (Zoology) Insect, Arachnid and Myriapod Collection, University of Tartu Natural History Museum and Botanical Garden Zooloogical Collections, Evaluación de los insectos visitantes florales del café en Colombia, Référentiel taxonomique national (TAXREF) - Inventaire des Collectivités d'outre-mer et de la métropole (ICOM_14) issu des données biogéographiques de TAXREF v14)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Protopolybia Ducke, 1905"
 ]
}

 The dataset includes 467 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113786-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6z5n3a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanorana sichuanensis (Dubois, 1987)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308386-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdzbw2
title: Occurrence Download

description: A dataset containing 3010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 3010 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113769-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvxh7r
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Athelia bombacina (Link) Pers.)",
 "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 130 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232166-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jedemy
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juglans neotropica Diels"
 ]
}

 The dataset includes 1064 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113757-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j374q6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardenticatenia",
 "HasCoordinate is true",
 "Country is one of (Portugal)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232176-210914110416597/datasets/export for details.
DOI: 10.15468/dl.5tr5q5
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juglans neotropica Diels"
 ]
}

 The dataset includes 1064 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113756-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9n2ghk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtopodion baigii Masroor, 2008"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285375-210914110416597/datasets/export for details.
DOI: 10.15468/dl.bmny3a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calanthe floresana P.J.Cribb"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113760-230224095556074/datasets/export for details.
DOI: 10.15468/dl.rna8p8
title: Occurrence Download

description: A dataset containing 78087 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callipepla squamata (Vigors, 1830)"
 ]
}

 The dataset includes 78087 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285405-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju5p2h
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juglans neotropica Diels"
 ]
}

 The dataset includes 1064 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113763-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nnwv6
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum vilmorinianum Kom."
 ]
}

 The dataset includes 98 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285377-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pufb4
title: Occurrence Download

description: A dataset containing 5330906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Country is one of (Ecuador, Colombia, Venezuela (Bolivarian Republic of))",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 5330906 records from 1073 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113759-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ca98ua
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Country is Canada",
 "Geometry POLYGON((-177.62063 30.26598,-11.37937 30.26598,-11.37937 90.00000,-177.62063 90.00000,-177.62063 30.26598))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cephalocarida"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113738-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv4n44
title: Occurrence Download

description: A dataset containing 1016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-6.239828693790145 36.21627173740298,-2.2398286937901446 36.21627173740298,-2.2398286937901446 40.21627173740298,-6.239828693790145 40.21627173740298,-6.239828693790145 36.21627173740298))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)"
 ]
}

 The dataset includes 1016 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355872-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kheyv2
title: Occurrence Download

description: A dataset containing 35398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nerodia sipedon (Linnaeus, 1758)"
 ]
}

 The dataset includes 35398 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285403-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j2msq
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Butia yatay (Mart.) Becc.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 53 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000772-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbsc9q
title: Occurrence Download

description: A dataset containing 6759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidoptera",
 "GadmGid is one of (IND.20.26_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6759 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095190-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5wdns
title: Occurrence Download

description: A dataset containing 16712 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactrocera dorsalis (Hendel, 1912)"
 ]
}

 The dataset includes 16712 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277411-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67558x
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neodiprion abietis (Harris, 1841)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 161 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129929-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bs5efk
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteronura brasiliensis Zimmermann, 1780"
 ]
}

 The dataset includes 556 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134136-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eze9xd
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycoris radiata (L'Hér.) Herb.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 612 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136666-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwnzqo
title: Occurrence Download

description: A dataset containing 3029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Doryanthes excelsa Corrêa",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3029 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042895-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd7d8x
title: Occurrence Download

description: A dataset containing 8161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orgyia leucostigma J.E.Smith, 1797",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 8161 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129937-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrgm3z
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009633-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkfmmm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eremophila lactea Chinnock",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043167-191105090559680/datasets/export for details.
DOI: 10.15468/dl.807gev
title: Occurrence Download

description: A dataset containing 603 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Oat French National Collection"
 ]
}

 The dataset includes 603 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014235-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.