cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12565017
title: Input data of the multi-patch geometries used in: A. Farahat, H. M. Verhelst, J. Kiendl, M. Kapl, Isogeometric analysis for multi-patch structured Kirchhoff–Love shells, Computer Methods in Applied Mechanics and Engineering 411 (2023) 116060 DOI: 10.1016/j.cma.2023.116060
DOI: 10.5281/zenodo.12533513
title: Adult dataset preprocessed

description: The files "adult_train.csv" and "adult_test.csv" contain preprocessed versions of the Adult dataset from the USI repository.

The file "adult_preprocessing.ipynb" contains a python notebook file with all the preprocessing steps used to generate "adult_train.csv" and "adult_test.csv" from the original Adult dataset.

The preprocessing steps include:



One-hot-encoding of categorical values

Imputation of missing values using knn-imputer with k=1

Standard scaling of ordinal attributes


Note: we assume the scenario when the test set is available before training (every attribute besides the target - "income"), therefore we combine train and test sets before the preprocessing.
DOI: 10.5281/zenodo.12533514
title: Adult dataset preprocessed

description: The files "adult_train.csv" and "adult_test.csv" contain preprocessed versions of the Adult dataset from the USI repository.

The file "adult_preprocessing.ipynb" contains a python notebook file with all the preprocessing steps used to generate "adult_train.csv" and "adult_test.csv" from the original Adult dataset.

The preprocessing steps include:



One-hot-encoding of categorical values

Imputation of missing values using knn-imputer with k=1

Standard scaling of ordinal attributes


Note: we assume the scenario when the test set is available before training (every attribute besides the target - "income"), therefore we combine train and test sets before the preprocessing.
DOI: 10.5281/zenodo.12607215
title: OTTR standard type hierarchy

description: The standard type hierarchy of the OTTR framework.
DOI: 10.5281/zenodo.12607216
title: OTTR standard type hierarchy

description: The standard type hierarchy of the OTTR framework.
DOI: 10.5281/zenodo.10118675
title: Control limitations in the null-space of the wrist muscle system- Dataset
DOI: 10.15468/dl.3p59nw
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Zygia unifoliolata (Benth.) Pittier, Pithecellobium unifoliolatum Benth.)"
 ]
}

 The dataset includes 466 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006800-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12606523
title: Research data for "Phase transitions in NiO during the Oxygen Evolution Reaction assessed via electrochromic phenomena through operando UV-Vis spectroscopy"

description: This is the dataset supporting the publication "Phase transitions in NiO during the Oxygen Evolution Reaction assessed via electrochromic phenomena through operando UV-Vis spectroscopy", published by the authors in Electrochimica Acta (2024), 144626 under doi.org/10.1016/j.electacta.2024.144626.

The data is ordered according to Figure numbers in the main manuscript and the electronic supplementary information.
DOI: 10.6084/m9.figshare.25585992
title: MAGs-GTDBTK_annotation.tsv

description: Metagenome-assembled genomes (MAGs) were recovered from individual and co-assemblies (MEGAHIT v1.2.9) using MaxBin2 v2.2.7 and MetaBAT v2.12.1 (contig &gt; 2000 bp) followed by dereplication with dRep v3.2.2 (algorithm gANi, P_ani: 0.90, S_ani: 0.97) resulting in 144 MAGs. These are the GTDB-TK v1.5.0 (database release 202) annotations of the MAGs from the DENITRO-FDB project.
DOI: 10.6084/m9.figshare.25585992.v1
title: MAGs-GTDBTK_annotation.tsv

description: Metagenome-assembled genomes (MAGs) were recovered from individual and co-assemblies (MEGAHIT v1.2.9) using MaxBin2 v2.2.7 and MetaBAT v2.12.1 (contig &gt; 2000 bp) followed by dereplication with dRep v3.2.2 (algorithm gANi, P_ani: 0.90, S_ani: 0.97) resulting in 144 MAGs. These are the GTDB-TK v1.5.0 (database release 202) annotations of the MAGs from the DENITRO-FDB project.
DOI: 10.5281/zenodo.12606522
title: Research data for "Phase transitions in NiO during the Oxygen Evolution Reaction assessed via electrochromic phenomena through operando UV-Vis spectroscopy"

description: This is the dataset supporting the publication "Phase transitions in NiO during the Oxygen Evolution Reaction assessed via electrochromic phenomena through operando UV-Vis spectroscopy", published by the authors in Electrochimica Acta (2024), 144626 under doi.org/10.1016/j.electacta.2024.144626.

The data is ordered according to Figure numbers in the main manuscript and the electronic supplementary information.
DOI: 10.6084/m9.figshare.25585917
title: MAGs_faa.zip

description: Metagenome-assembled genomes (MAGs) were recovered from individual and co-assemblies (MEGAHIT v1.2.9) using MaxBin2 v2.2.7 and MetaBAT v2.12.1 (contig &gt; 2000 bp) followed by dereplication with dRep v3.2.2 (algorithm gANi, P_ani: 0.90, S_ani: 0.97) resulting in 144 MAGs. These are the MAGs in FASTA amino acid format from the DENITRO-FDB project.
DOI: 10.6084/m9.figshare.25585917.v1
title: MAGs_faa.zip

description: Metagenome-assembled genomes (MAGs) were recovered from individual and co-assemblies (MEGAHIT v1.2.9) using MaxBin2 v2.2.7 and MetaBAT v2.12.1 (contig &gt; 2000 bp) followed by dereplication with dRep v3.2.2 (algorithm gANi, P_ani: 0.90, S_ani: 0.97) resulting in 144 MAGs. These are the MAGs in FASTA amino acid format from the DENITRO-FDB project.
DOI: 10.5281/zenodo.12606622
title: Economic analysis for the production of gelatine and hydrolyzed collagen from fish by-products and carotenoids, coffee oil and polyphenols from spent coffee grounds

description: The most relevant economic data of the processes were considered in a cost-benefit analysis for the production of gelatine and hydrolyzed collagen from fish by-products and carotenoids, coffee oil and polyphenols from spent coffee grounds in the Pilot 1 of WaysTUP! project.
DOI: 10.5281/zenodo.12606624
title: Economic analysis for the production of gelatine and hydrolyzed collagen from fish by-products and carotenoids, coffee oil and polyphenols from spent coffee grounds

description: The most relevant economic data of the processes were considered in a cost-benefit analysis for the production of gelatine and hydrolyzed collagen from fish by-products and carotenoids, coffee oil and polyphenols from spent coffee grounds in the Pilot 1 of WaysTUP! project.
DOI: 10.15468/dl.98ez4y
title: Occurrence Download

description: A dataset containing 17810 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus trionum L."
 ]
}

 The dataset includes 17810 records from 464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006801-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw6p2e
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dilophia salsa Thomson"
 ]
}

 The dataset includes 51 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031137-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f4jmo
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is fauna_do_municipio_de_araraquara-sp"
 ]
}

 The dataset includes 388 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008262-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwxqnl
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Year 2006-2006",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Mniotilta varia (Linnaeus, 1766)"
 ]
}

 The dataset includes 57 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008477-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avdc7p
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Draba lanceolata Royle"
 ]
}

 The dataset includes 52 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031142-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3stq0
title: Occurrence Download

description: A dataset containing 11432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapirira guianensis Aubl."
 ]
}

 The dataset includes 11432 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005818-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmpexg
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Donax serra Röding, 1798",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 131 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017747-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up9hft
title: Occurrence Download

description: A dataset containing 1006 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Comoros"
 ]
}

 The dataset includes 1006 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031144-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j96k88
title: Occurrence Download

description: A dataset containing 5043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Egernia striolata (Peters, 1870)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5043 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017788-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29gige
title: Occurrence Download

description: A dataset containing 18055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18055 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031149-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6v30t
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ducula zoeae (Desmarest, 1826)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1014 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017772-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wzyys
title: Occurrence Download

description: A dataset containing 10693 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Falco sparverius Linnaeus, 1758"
 ]
}

 The dataset includes 10693 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009345-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnic62
title: Occurrence Download

description: A dataset containing 1231 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "TaxonKey is Acer buergerianum Miq."
 ]
}

 The dataset includes 1231 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031157-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8awkmy
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greenland",
 "TaxonKey is Cerastium regelii Ostenf."
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117783-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwatvz
title: Occurrence Download

description: A dataset containing 863 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "Year 1990-2018",
 "HasCoordinate is true",
 "TaxonKey is Schinus molle L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 863 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031159-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj8ukg
title: Occurrence Download

description: A dataset containing 182019 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perisoreus canadensis (Linnaeus, 1766)"
 ]
}

 The dataset includes 182019 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007015-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97e3r2
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-118.45596 28.81046,-118.10989 28.81046,-118.10989 29.22117,-118.45596 29.22117,-118.45596 28.81046))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2010-2021"
 ]
}

 The dataset includes 306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071757-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruapmj
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juncus triglumis L."
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031161-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywuihw
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolborhynchus ferrugineifrons (Lawrence, 1880)"
 ]
}

 The dataset includes 638 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008297-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tidgm5
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 1960-2019",
 "HasCoordinate is true",
 "TaxonKey is Chamaedorea elegans Mart.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 251 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015103-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa4trn
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heracleum pubescens (Hoffm.) M.Bieb.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055179-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ohrlap
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iHerbarium"
 ]
}

 The dataset includes 113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008301-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tv4l06
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Atelopus mindoensis Peters, 1973",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 146 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031165-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8warbg
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pellaea stictica (Dallas, 1851)"
 ]
}

 The dataset includes 496 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071746-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8aswh
title: Occurrence Download

description: A dataset containing 2629 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Data on medicinal plants of Benin"
 ]
}

 The dataset includes 2629 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008649-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbtji0
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mexico",
 "Country is United States of America"
 ]
 },
 "Year 1990-2018",
 "HasCoordinate is true",
 "TaxonKey is Cordia boissieri A.DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 377 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031169-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8butp2
title: Occurrence Download

description: A dataset containing 118097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Crambidae",
 "Year 2008-2021"
 ]
}

 The dataset includes 118097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071755-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bhk8u
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus splendens Née"
 ]
}

 The dataset includes 272 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004145-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf39cq
title: Occurrence Download

description: A dataset containing 2791 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procambarus clarkii (Girard, 1852)"
 ]
}

 The dataset includes 2791 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031174-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu8ag7
title: Occurrence Download

description: A dataset containing 62551955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 2000-2021"
 ]
}

 The dataset includes 62551955 records from 3028 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114636-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j52dc4
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taxus wallichiana var. mairei (Lemée & Lév.) L.K.Fu & Nan Li"
 ]
}

 The dataset includes 278 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059114-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.