cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/t3g-z65-eff
title: Catoptria fulgidella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.tj7f5b
title: Occurrence Download

description: A dataset containing 815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ilex stewardii, Ilex suaveolens, Ilex subcrenata, Ilex subficoidea, Ilex subodorata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 815 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029099-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/k6w-t8p-3pv
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ryv-gaw-11v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wc0-sq7-tka
title: Allophyes (Allophyes) oxycanthae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tqv-a1n-wcd
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z0s-dmr-8g6
title: Pediasia aridella Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a8m-j1v-0x8
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.x7p6wb
title: Occurrence Download

description: A dataset containing 956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Persicaria segetum"
 ]
}

 The dataset includes 956 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029101-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/zq8-96z-qvx
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mfl-h3q-nhe
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ty5-1b8-chj
title: Mniotype bathensis Lutzau, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2qy-gag-775
title: Xestia (Megasema) triangulum Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3mc-r0g-4la
title: Anarta (Calocestra) melanopa Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/02x-0a9-7nm
title: Phycitodes binaevella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.pwu4wt
title: Occurrence Download

description: A dataset containing 49270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Avena sativa L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49270 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016153-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcfgdp
title: Occurrence Download

description: A dataset containing 1748259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1748259 records from 1265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323262-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujb4r5
title: Occurrence Download

description: A dataset containing 103649 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opiliones"
 ]
}

 The dataset includes 103649 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013639-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hq8vs3
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-103.408813 20.687395,-103.426666 20.675832,-103.436279 20.659128,-103.453445 20.648205,-103.469924 20.640495,-103.474044 20.627643,-103.450012 20.635354,-103.428726 20.634069,-103.406066 20.626358,-103.393020 20.633426,-103.388214 20.660413,-103.397827 20.680329,-103.408813 20.687395))"
 ]
}

 The dataset includes 308 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013639-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vh4hj
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((75.19491 29.86883,155.80509 29.86883,155.80509 62.13117,75.19491 62.13117,75.19491 29.86883))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plebejus subsolanus"
 ]
}

 The dataset includes 77 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046902-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6knp54
title: Occurrence Download

description: A dataset containing 992 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stewartia malacodendron L."
 ]
}

 The dataset includes 992 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317964-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhfph6
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halenia viridis (Griseb.) Gilg"
 ]
}

 The dataset includes 64 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164726-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lw1flg
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum pennellii Correll"
 ]
}

 The dataset includes 803 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013639-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7k9jf
title: Occurrence Download

description: A dataset containing 6834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polyommatus semiargus (Rottemburg, 1775)"
 ]
}

 The dataset includes 6834 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046904-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svzupk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Geometry POLYGON((-156.27245 9.57969,-46.72755 9.57969,-46.72755 53.42031,-156.27245 53.42031,-156.27245 9.57969))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bassariscus astutus (Lichtenstein, 1830)",
 "Year 2000-2021"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075654-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3yqj1
title: Occurrence Download

description: A dataset containing 38943 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 38943 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013640-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a56qm6
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((113.29882 30.51472,155.70118 30.51472,155.70118 47.48528,113.29882 47.48528,113.29882 30.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rapala arata Bremer, 1864"
 ]
}

 The dataset includes 741 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046908-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd9vkv
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclopelta obscura (Lepeletier & Serville, 1825)"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038913-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ln5qyy
title: Occurrence Download

description: A dataset containing 30158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardea cinerea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "DatasetKey is Watervogels - Wintering waterbirds in Flanders, Belgium"
 ]
}

 The dataset includes 30158 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013641-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9avpb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeschynanthus elmeri Mendum"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017386-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgabfs
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.33107 -17.55794,35.4478 -17.55794,35.4478 -17.3849,35.33107 -17.3849,35.33107 -17.55794))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 227 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305281-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj9k7n
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Rana dabieshanensis Wang, Qian, Zhang, Guo, Pan, Wu, Wang & Zhang, 2017"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042497-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpzkiz
title: Occurrence Download

description: A dataset containing 2879 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum peruvianum L."
 ]
}

 The dataset includes 2879 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013641-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwxsfh
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynanthe talbotii (Wernham) Å.Krüger & Löfstrand"
 ]
}

 The dataset includes 98 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297401-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8geku7
title: Occurrence Download

description: A dataset containing 282093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Viola epipsila Ledeb., Viola palustris L.)"
 ]
}

 The dataset includes 282093 records from 880 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003967-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14536125
title: Explainable Artificial Intelligence Elucidates Synthesis-Structure-Property-Function Relationships in Nanostructured Catalysts
DOI: 10.5281/zenodo.14584578
title: Explainable Artificial Intelligence Elucidates Synthesis-Structure-Property-Function Relationships in Nanostructured Catalysts
DOI: 10.5281/zenodo.15010860
title: Explainable Artificial Intelligence Elucidates Synthesis-Structure-Property-Function Relationships in Nanostructured Catalysts

description: In the latest version of this repository (V3) there are 3 Excel files, 2 Jupyter notebook files, and 1 zipped folder with microscopic images which are submitted as a part of the research manuscript titled "Explainable Artificial Intelligence Elucidates Synthesis-Structure-Property-Function Relationships in Nanostructured Catalysts."

The CRISP_dataset.xlsx file comprises data required to run the jupyternotebook titled "CRISP_final_model_.ipynb". 

The SPIRO_dataset.xlsx file comprises data required to run the jupyternotebook titled "SPIRO_final_model_.ipynb". 

The CRISP model is a classification model that predicts the formation of single atoms vs nanoparticles based on a set of synthetic parameters and bulk material properties as input features. The SPIRO model predicts the performance of single-atom catalysts for  HER and OER based on atomic properties. Both models were developed as part of the study.

The Charachterization_and_reaction_data.xlsx files include all the characterization data (including XRD, ICP, XANES, and EXAFS) and electrochemical performance measurement (including Cyclic voltammetry (CV), and Linear sweep voltammetry (LSV) for both OER and HER reactions investigated in this study. All the data are neatly curated in specific tabs within this Excel sheet. 

The zipped folder contains STEM images of the single-atom catalysts synthesized and tested in the study and presented in the manuscript.
DOI: 10.34740/kaggle/dsv/12074414
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25549/pcra-c14-234946
title: Boys' drill team, OMAT training, [s.d.]

description: [description english/roman)] Photograph of boys' drill team, OMAT training, [s.d.].
DOI: 10.25549/pcra-c14-234893
title: Jones Training School meat cutting demonstration, Lewisburg, 1964

description: [description english/roman)] Photograph of a group of people at a meat cutting demonstration, Jones Training School, Lewisburg, Tennesse, 1964 December 10.
DOI: 10.15468/dl.527am3
title: Occurrence Download

description: A dataset containing 2201988987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2201988987 records from 51579 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131086-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emjqpe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "FamilyKey is Eulophi",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196774-240321170329656/datasets/export for details.
DOI: 10.15468/dl.crxx0h
title: Occurrence Download

description: A dataset containing 16900 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Ecuador",
 "Country is Colombia"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Coeligena R.Lesson, 1833",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16900 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005439-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdv6um
title: Occurrence Download

description: A dataset listing the 156 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.97303 50.32846,3.89131 50.29602,3.81182 50.23433,3.79083 50.2108,3.80673 50.17869,3.84679 50.16501,3.94219 50.22034,4.01755 50.2515,4.03631 50.28648,4.01946 50.32432,3.97303 50.32846))",
 "TaxonKey is Aves"
 ]
}

 The dataset's 156 records were derived from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339492-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbszbh
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Arvenses y árboles asociados a cafetales de Cundinamarca"
 ]
}

 The dataset includes 89 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041354-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umfwjz
title: Occurrence Download

description: A dataset containing 15669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Koelreuteria Laxm."
 ]
}

 The dataset includes 15669 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041350-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9l5mcd
title: Occurrence Download

description: A dataset containing 2711 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is Mexico",
 "Country is Costa Rica",
 "Country is Honduras",
 "Country is Nicaragua"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Parides montezuma (Westwood, 1842)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2711 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005439-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.