cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10853253
title: Series production data set for 5-axis CNC milling

description: The data set described encompasses features extracted from the machine control of a five-axis milling machine across thirteen series of productions. Each production series entails a setup changeover to prepare the machine for another product type. Alongside timestamps and twenty features derived from Numerical Control (NC) variables, the data set includes labels denoting various production phases. These labels, up to 23 in total, are structured around a generalized milling process. Comprising thirteen .csv files, each corresponding to a series production, the dataset was gathered within a production company operating in the contract manufacturing sector. These components are tied to actual series orders within ongoing industrial production.

The complete description of the data set is published here: https://doi.org/10.3390/data9050066
DOI: 10.5281/zenodo.10853254
title: Series production data set for 5-axis CNC milling

description: The data set described encompasses features extracted from the machine control of a five-axis milling machine across thirteen series of productions. Each production series entails a setup changeover to prepare the machine for another product type. Alongside timestamps and twenty features derived from Numerical Control (NC) variables, the data set includes labels denoting various production phases. These labels, up to 23 in total, are structured around a generalized milling process. Comprising thirteen .csv files, each corresponding to a series production, the dataset was gathered within a production company operating in the contract manufacturing sector. These components are tied to actual series orders within ongoing industrial production.

The complete description of the data set is published here: https://doi.org/10.3390/data9050066
DOI: 10.15468/dl.bu72c5
title: Occurrence Download

description: A dataset containing 2315162 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2315162 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166951-200613084148143/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/10738370
title: Field-acquired Plant Disease Dataset
DOI: 10.5281/zenodo.13319996
title: Water Body Checklists 2019: Sea of Japan Species List

description: Species checklists created using effechecka and modified polygons from IHO. The polygons were reduced in resolution.List of species collected from the Sea of Japan using effechecka and a modified polygon from the International Hydrographic Association. A filter was applied (based on data from WoRMS) to remove all non-marine taxa.
DOI: 10.5281/zenodo.13319997
title: Water Body Checklists 2019: Sea of Japan Species List

description: Species checklists created using effechecka and modified polygons from IHO. The polygons were reduced in resolution.List of species collected from the Sea of Japan using effechecka and a modified polygon from the International Hydrographic Association. A filter was applied (based on data from WoRMS) to remove all non-marine taxa.
DOI: 10.60656/412d5c8b83db4c46
title: Custom collection of lidar data from Mindelo between 10 Aug and 11 Sep 2024
DOI: 10.15468/dl.f6vxx8
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ammodytes personatus Girard, 1856",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001696-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13319412
title: Lamb et al, 1987

description: B. LAMB, H. WESTBERG, G. ALLWINE, L. BAMESBERGER, and A. GUENTHER. 1987. Measurement of Biogenic Sulfur Emissions from Soils and Vegetation: Application of Dynamic Enclosure Methods with Natusch Filter and GC/FPD Analysis. Journal of Atmospheric Chemistry 5 (1987) 469-491. https://escholarship.org/uc/item/6mq6802b
DOI: 10.5281/zenodo.13319413
title: Lamb et al, 1987

description: B. LAMB, H. WESTBERG, G. ALLWINE, L. BAMESBERGER, and A. GUENTHER. 1987. Measurement of Biogenic Sulfur Emissions from Soils and Vegetation: Application of Dynamic Enclosure Methods with Natusch Filter and GC/FPD Analysis. Journal of Atmospheric Chemistry 5 (1987) 469-491. https://escholarship.org/uc/item/6mq6802b
DOI: 10.5258/soton/d3380
title: Datasets in support of the thesis 'Nanoscale metamaterials tailored for optical and mechanical applications'

description: Data sets include experimental data collected for the thesis during PhD project as well as simulations obtained from modelling using Comsol

This dataset contains:

Data used to produce the figures used in each chapter. The chapters are marked as C1 to C4, appropriately. Separate folder, labelled COMSOL, includes the data from COMSOL simulations.
DOI: 10.15468/dl.83pyru
title: Occurrence Download

description: A dataset containing 152623 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Attila spadiceus (Gmelin, 1789)"
 ]
}

 The dataset includes 152623 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010117-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13313597
title: Royal Botanic Garden Edinburgh: RBGE Herbarium Specimen Images

description: Plant biodiversity data from the Royal Botanic Garden Edinburgh, UK. http://www.rbge.org.uk
DOI: 10.5281/zenodo.13313598
title: Royal Botanic Garden Edinburgh: RBGE Herbarium Specimen Images

description: Plant biodiversity data from the Royal Botanic Garden Edinburgh, UK. http://www.rbge.org.uk
DOI: 10.5281/zenodo.13312757
title: VERA

description: Virtual Ecological Research Assistant, EOL data supported models. http://vera.cc.gatech.edu/
DOI: 10.5281/zenodo.13312758
title: VERA

description: Virtual Ecological Research Assistant, EOL data supported models. http://vera.cc.gatech.edu/
DOI: 10.15468/dl.9ey3dq
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((91.27475 -11.33722,130.0046 -11.33722,130.0046 41.83783,91.27475 41.83783,91.27475 -11.33722))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyclocodon lancifolius (Roxb.) Kurz"
 ]
}

 The dataset includes 1046 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001699-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13312736
title: Miscellaneous: Plazi Treatments (686) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13312737
title: Miscellaneous: Plazi Treatments (686) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.15468/dl.5we8jv
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ammodytes hexapterus Pallas, 1814",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001700-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13312612
title: Silvics of North America

description: "Silvics of North America" describes the silvical characteristics of about 200 conifers and hardwood trees in the conterminous United States, Alaska, Hawaii, and Puerto Rico. Individual articles were researched and written by knowledgeable Forest Service, university, and cooperating scientists. They were reviewed by their counterparts in research and academia. The project took 10 years to complete. The revised manual retains all of the essential material from the original publication, plus new information accumulated over the past quarter of a century. It promises to serve as a useful reference and teaching tool for researchers, educators, and practicing foresters both within the United States and abroad. https://www.srs.fs.usda.gov/pubs/misc/ag_654/table_of_contents.htm
DOI: 10.5281/zenodo.13312613
title: Silvics of North America

description: "Silvics of North America" describes the silvical characteristics of about 200 conifers and hardwood trees in the conterminous United States, Alaska, Hawaii, and Puerto Rico. Individual articles were researched and written by knowledgeable Forest Service, university, and cooperating scientists. They were reviewed by their counterparts in research and academia. The project took 10 years to complete. The revised manual retains all of the essential material from the original publication, plus new information accumulated over the past quarter of a century. It promises to serve as a useful reference and teaching tool for researchers, educators, and practicing foresters both within the United States and abroad. https://www.srs.fs.usda.gov/pubs/misc/ag_654/table_of_contents.htm
DOI: 10.5281/zenodo.13319916
title: Water Body Checklists 2019: Labrador Sea Species List

description: Species checklists created using effechecka and modified polygons from IHO. The polygons were reduced in resolution.List of species collected from the Labrador Sea using effechecka and a modified polygon from the International Hydrographic Association. A filter was applied (based on data from WoRMS) to remove all non-marine taxa.
DOI: 10.5281/zenodo.13319917
title: Water Body Checklists 2019: Labrador Sea Species List

description: Species checklists created using effechecka and modified polygons from IHO. The polygons were reduced in resolution.List of species collected from the Labrador Sea using effechecka and a modified polygon from the International Hydrographic Association. A filter was applied (based on data from WoRMS) to remove all non-marine taxa.
DOI: 10.15468/dl.36dfjz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Country is Indonesia",
 "DatasetKey is one of (Observation.org, Nature data from around the World, iNaturalist Research-grade Observations)",
 "GadmGid is IDN.9.16_1",
 "License is one of (CC0 1.0, CC-BY 4.0, Pending, CC-BY-NC 4.0, Incompatible)",
 "PublishingOrg is one of (b4640710-8e03-11d8-b956-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862, 396d5f30-dea9-11db-8ab4-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, ab733144-7043-4e88-bd4f-fca7bf858880, e2e717bf-551a-4917-bdc9-4fa0f342c530, b3bf3a83-1f68-4541-a03f-330d30d567f5, 07acecfd-5994-47a7-bd1b-ccdbf534973b, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 061b4f20-f241-11da-a328-b8a03c50a862)",
 "TaxonKey is Pteropus vampyrus (Linnaeus, 1758)",
 "Year 2012-2024"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001701-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13235362
title: EOL Stats for species level pages: EOL stats for species-level pages

description: Basic EOL stats per species: A- number of non-map media; B- number of articles; C- number of different Subjects found among the articles; D- number of languages found among the articles; E- number of trait records; F- number of measurementTypes found among the trait records; G- number of maps, including GBIF; H- number of languages found among the common names; R- overall page richness current draft, page richness score: R=(A/20 with a max of 1) + (C/8 with a max of 1) + (D/10 with a max of 1) + (G/2 with a max of 1) + (H/10 with a max of 1)+3*(F/12 with a max of 1) +2 IF the page has at least one of each: map, non-map media, article and data record

https://eol-jira.bibalex.org/browse/DATA-1807 For questions or use cases calling for large, multi-use aggregate data files, please visit the EOL Services forum at

http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13305583
title: EOL Stats for species level pages: EOL stats for species-level pages

description: Basic EOL stats per species: A- number of non-map media; B- number of articles; C- number of different Subjects found among the articles; D- number of languages found among the articles; E- number of trait records; F- number of measurementTypes found among the trait records; G- number of maps, including GBIF; H- number of languages found among the common names; R- overall page richness current draft, page richness score: R=(A/20 with a max of 1) + (C/8 with a max of 1) + (D/10 with a max of 1) + (G/2 with a max of 1) + (H/10 with a max of 1)+3*(F/12 with a max of 1) +2 IF the page has at least one of each: map, non-map media, article and data record

https://eol-jira.bibalex.org/browse/DATA-1807 For questions or use cases calling for large, multi-use aggregate data files, please visit the EOL Services forum at

http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13318067
title: GBIF elevation data

description: GBIF—the Global Biodiversity Information Facility—is an international network and research infrastructure funded by the world__s governments and aimed at providing anyone, anywhere, open access to data about all types of life on Earth. https://www.gbif.org
DOI: 10.5281/zenodo.13318068
title: GBIF elevation data

description: GBIF—the Global Biodiversity Information Facility—is an international network and research infrastructure funded by the world__s governments and aimed at providing anyone, anywhere, open access to data about all types of life on Earth. https://www.gbif.org
DOI: 10.5281/zenodo.13240373
title: Catalogue of Life: Catalogue of Life 2018-03-28 without Text

description: Leaving out text resources for now because we cannot yet harvest them.
Data sets for the assembly of the EOL dynamic hierarchy.
DOI: 10.5281/zenodo.13240372
title: Catalogue of Life: Catalogue of Life 2018-03-28 without Text

description: Leaving out text resources for now because we cannot yet harvest them.
Data sets for the assembly of the EOL dynamic hierarchy.
DOI: 10.15468/dl.3r6ypd
title: Occurrence Download

description: A dataset containing 1022 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parasa consocia Walker, 1865"
 ]
}

 The dataset includes 1022 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001702-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7svt7
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parapristipoma trilineatum (Thunberg, 1793)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 380 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001703-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13322940
title: Marine, terrestrial and freshwater isopods (myspecies): Resource (372) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13322941
title: Marine, terrestrial and freshwater isopods (myspecies): Resource (372) DwCA

description: This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.13293767
title: Plantae datasets: Plantae Conservation Status

description: From [DATA-1689](https://eol-jira.bibalex.org/browse/DATA-1689)
DOI: 10.5281/zenodo.13293768
title: Plantae datasets: Plantae Conservation Status

description: From [DATA-1689](https://eol-jira.bibalex.org/browse/DATA-1689)
DOI: 10.15468/dl.3xguxz
title: Occurrence Download

description: A dataset listing the 4018762 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4018762 records were derived from 70766 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001694-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13318192
title: Legacy Partner Archive: (0656) Armchair Taxonomists DwCA

description: http://www.eol.org/content_partners/606/resources/656
DOI: 10.5281/zenodo.13318191
title: Legacy Partner Archive: (0656) Armchair Taxonomists DwCA

description: http://www.eol.org/content_partners/606/resources/656
DOI: 10.5281/zenodo.13315742
title: Woods Hole Egg: Egg Characters

description: EGG CHARACTERISTICS AND BREEDING SEASON FOR WOODS HOLE SPECIES. MBL Biological Bulletin, http://comm.archive.mbl.edu/BiologicalBulletin/EGGCOMP/EggComp-Tab.html
DOI: 10.5281/zenodo.13315743
title: Woods Hole Egg: Egg Characters

description: EGG CHARACTERISTICS AND BREEDING SEASON FOR WOODS HOLE SPECIES. MBL Biological Bulletin, http://comm.archive.mbl.edu/BiologicalBulletin/EGGCOMP/EggComp-Tab.html
DOI: 10.15468/dl.m7erc2
title: Occurrence Download

description: A dataset containing 133365 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Arealrepresentativ naturovervåkning (ANO)"
 ]
}

 The dataset includes 133365 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001697-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13283208
title: EOL Dynamic Hierarchy: Dynamic Hierarchy Version 2.1 with higher classification

description: Currently active Dynamic Hierarchy and archived versions.  For more information, see: https://eol.org/docs/eol-dynamic-hierarchy
The Encyclopedia of Life (EOL, eol.org) aggregates biodiversity information from more than 400 sources and provides access to the data through taxon pages, visual query and application programming interfaces. Scientific names are essential elements of the data integration infrastructure, but their shortcomings as key identifiers are well documented (Patterson et al., 2016). Complex automated workflows and continuous manual curation are required to address idiosyncrasies of source taxonomies, variation in data quality, and conflicting taxonomic opinions. 

To achieve a harmonized taxonomic view of EOL content, names from data sources are mapped to a dynamic reference hierarchy ([see current version here](
https://opendata.eol.org/dataset/tram-807-808-809-810-dh-v1-1/resource/00adb47b-57ed-4f6b-8f66-83bfdb5120e8)) using an algorithm that leverages canonical name strings, hierarchical information (ancestry, descendants), taxonomic ranks, synonym data, and author strings. Names that cannot be associated with a reference taxon are still accessible, but their unmapped status excludes them and any associated content from certain core EOL functions.

For more information about the EOL taxonomy, see [EOL Dynamic Hierarchy](
https://eol.org/docs/eol-dynamic-hierarchy)
DOI: 10.5281/zenodo.13239581
title: EOL Dynamic Hierarchy: Dynamic Hierarchy Version 2.1 with higher classification

description: Currently active Dynamic Hierarchy and archived versions.  For more information, see: https://eol.org/docs/eol-dynamic-hierarchy
The Encyclopedia of Life (EOL, eol.org) aggregates biodiversity information from more than 400 sources and provides access to the data through taxon pages, visual query and application programming interfaces. Scientific names are essential elements of the data integration infrastructure, but their shortcomings as key identifiers are well documented (Patterson et al., 2016). Complex automated workflows and continuous manual curation are required to address idiosyncrasies of source taxonomies, variation in data quality, and conflicting taxonomic opinions. 

To achieve a harmonized taxonomic view of EOL content, names from data sources are mapped to a dynamic reference hierarchy ([see current version here](
https://opendata.eol.org/dataset/tram-807-808-809-810-dh-v1-1/resource/00adb47b-57ed-4f6b-8f66-83bfdb5120e8)) using an algorithm that leverages canonical name strings, hierarchical information (ancestry, descendants), taxonomic ranks, synonym data, and author strings. Names that cannot be associated with a reference taxon are still accessible, but their unmapped status excludes them and any associated content from certain core EOL functions.

For more information about the EOL taxonomy, see [EOL Dynamic Hierarchy](
https://eol.org/docs/eol-dynamic-hierarchy)
DOI: 10.15468/dl.9dksbe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca trilineata Thunberg, 1793",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001704-250212154643175/datasets/export for details.
DOI: 10.34740/kaggle/dsv/10739872
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.gjghgc
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phocoenoides dalli (True, 1885)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 310 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001705-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.