cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3zy9z9
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005335-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqqkmc
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.07864 30.33383,-115.91164 30.33383,-115.91164 30.51435,-116.07864 30.51435,-116.07864 30.33383))",
 "TaxonKey is Zostera marina L."
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005336-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310094601-fra
title: Pourcentage du total de biens ou de services des entreprises qui ont été vendus à des clients situés dans une autre province ou un autre territoire au cours des 12 derniers mois

description: Pourcentage du total de biens ou de services des entreprises qui ont été vendus à des clients situés dans une autre province ou un autre territoire au cours des 12 derniers mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN) et la taille d'effectif de l’entreprise.
DOI: 10.15468/dl.xjxmxg
title: Occurrence Download

description: A dataset containing 585786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (United States of America, Mexico, Guatemala, Belize, El Salvador, Honduras, Nicaragua, Costa Rica, Panama)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ericaceae",
 "Year 1980-2025"
 ]
}

 The dataset includes 585786 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005296-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khudbz
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Peru, Brazil, Bolivia (Plurinational State of), Ecuador, Colombia, Trinidad and Tobago, Venezuela (Bolivarian Republic of))",
 "Geometry POLYGON((-75.26529 14.75338,-80.45203 6.22408,-82.98777 -1.61365,-82.52672 -9.56665,-77.45525 -14.75338,-69.38699 -19.01803,-55.5557 -21.66903,-44.72118 -24.66581,-35.73084 -15.67547,-36.07663 -4.03413,-45.87379 1.15261,-60.05087 11.64134,-75.26529 14.75338))",
 "TaxonKey is one of (Erythroxylum coca Lam., Erythroxylum novogranatense (Morris) Hieron.)"
 ]
}

 The dataset includes 477 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005320-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79gemw
title: Occurrence Download

description: A dataset containing 331108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.99803 32.09137,-113.40437 32.09137,-113.40437 43.88421,-124.99803 43.88421,-124.99803 32.09137))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Toxostoma redivivum (Gambel, 1845)"
 ]
}

 The dataset includes 331108 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005312-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezyjz5
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-137.5502 60.71797,-137.47122 60.71797,-137.47122 60.77939,-137.5502 60.77939,-137.5502 60.71797))",
 "TaxonKey is Norrbomia fumipennis (Stenhammar, 1855)"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005339-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13023/2024.alum.90
title: Human Milk

description: Includes data on the aluminum content of human milk
DOI: 10.15468/dl.ccxsjd
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina, Paraguay)",
 "TaxonKey is Himantopus melanurus Vieillot, 1817",
 "Year 1000-2024"
 ]
}

 The dataset includes 274 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005321-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbe3au
title: Occurrence Download

description: A dataset containing 5329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Chionis albus (J.F.Gmelin, 1789)",
 "Year 1000-2024"
 ]
}

 The dataset includes 5329 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005341-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5eds82
title: Occurrence Download

description: A dataset containing 35432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.2734 42.96726,-81.26556 42.96726,-81.26556 42.97339,-81.2734 42.97339,-81.2734 42.96726))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35432 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005338-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9nmx5
title: Occurrence Download

description: A dataset containing 27979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-126.18004 31.65199,-111.89187 31.65199,-111.89187 43.91866,-126.18004 43.91866,-126.18004 31.65199))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pituophis catenifer (Blainville, 1835)"
 ]
}

 The dataset includes 27979 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005322-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx22vv
title: Occurrence Download

description: A dataset containing 1021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.85058 31.82719,-104.61161 31.82719,-104.61161 34.42152,-106.85058 34.42152,-106.85058 31.82719))",
 "HasGeospatialIssue is false",
 "TaxonKey is Athene cunicularia (Molina, 1782)"
 ]
}

 The dataset includes 1021 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005342-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310094701-eng
title: Provinces or territories in which goods or services were sold to customers located outside of the business' province or territory over the last 12 months

description: Provinces or territories in which goods or services were sold to customers located outside of the business' province or territory over the last 12 months, by North American Industry Classification System (NAICS) and business employment size.
DOI: 10.15468/dl.xc95m3
title: Occurrence Download

description: A dataset containing 20837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tegenaria Latreille, 1804"
 ]
}

 The dataset includes 20837 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005324-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310094701-fra
title: Provinces ou territoires dans lesquels des biens ou des services ont été vendus à des clients situés à l’extérieur de la province ou du territoire de l’entreprise au cours des 12 derniers mois

description: Provinces ou territoires dans lesquels des biens ou des services ont été vendus à des clients situés à l’extérieur de la province ou du territoire de l’entreprise au cours des 12 derniers mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN) et la taille d'effectif de l’entreprise.
DOI: 10.5281/zenodo.14966025
title: AI-BASED INSPECTION OF RECYCLED CARBON FIBRE FABRIC

description: The dataset is part of an EU-funded project and is included in the paper entitled "AI-based Inspection of Recycled Carbon Fibre Fabric."

The work presented in this paper is related to the project “MC4” and has received funding from the European Union’s Horizon Europe research and innovation program under grant agreement No 101057394. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. 

 

sample_images.zip - It is a zip file containg the .png images. These are the samples images of the output from the in-house developed sensor.

dataset_samples.pkl - It is a pickle file. This contains the dataset whose results are reported in the paper .

load_data.py - This is the sample code to load the data. Explanation to the shapes and the structure of the data are present here.
description: Carbon fiber fabric for structural components has to satisfy high quality requirements. The automation of end-of-line quality control is thus an important step towards the automated documentation and correction of defects.

In order to scan fabric already during the production process, a modular vision-based sensor is presented. The sensor generates multi-modal images, including reflectance properties and fiber orientation. The sensor concept can be extended up to 2.5m in length (100”) to allow the scanning of the whole width of the fabric. An AI-based data analysis is developed and assessed on a range of typical defects that occur during the manufacturing of carbon fiber fabric. The paper describes the approach to the sensor design, the image modalities and the AI-based method for defect segmentation and classification.

A specific analysis is also done in relation to the properties of woven and nonwoven materials made from recycled carbon fiber. These materials have higher visual variability and the analysis needs to take this into account.
DOI: 10.5281/zenodo.14966026
title: AI-BASED INSPECTION OF RECYCLED CARBON FIBRE FABRIC

description: The dataset is part of an EU-funded project and is included in the paper entitled "AI-based Inspection of Recycled Carbon Fibre Fabric."

The work presented in this paper is related to the project “MC4” and has received funding from the European Union’s Horizon Europe research and innovation program under grant agreement No 101057394. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. 

 

sample_images.zip - It is a zip file containg the .png images. These are the samples images of the output from the in-house developed sensor.

dataset_samples.pkl - It is a pickle file. This contains the dataset whose results are reported in the paper .

load_data.py - This is the sample code to load the data. Explanation to the shapes and the structure of the data are present here.
description: Carbon fiber fabric for structural components has to satisfy high quality requirements. The automation of end-of-line quality control is thus an important step towards the automated documentation and correction of defects.

In order to scan fabric already during the production process, a modular vision-based sensor is presented. The sensor generates multi-modal images, including reflectance properties and fiber orientation. The sensor concept can be extended up to 2.5m in length (100”) to allow the scanning of the whole width of the fabric. An AI-based data analysis is developed and assessed on a range of typical defects that occur during the manufacturing of carbon fiber fabric. The paper describes the approach to the sensor design, the image modalities and the AI-based method for defect segmentation and classification.

A specific analysis is also done in relation to the properties of woven and nonwoven materials made from recycled carbon fiber. These materials have higher visual variability and the analysis needs to take this into account.
DOI: 10.15468/dl.xudazs
title: Occurrence Download

description: A dataset containing 1784 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Green Crab Studies"
 ]
}

 The dataset includes 1784 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005343-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyjqby
title: Occurrence Download

description: A dataset containing 16971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Gallinago paraguaiae (Vieillot, 1816)",
 "Year 1000-2024"
 ]
}

 The dataset includes 16971 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005325-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ah25py
title: Occurrence Download

description: A dataset containing 1756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Paraguay, Argentina)",
 "TaxonKey is Gallinago undulata (Boddaert, 1783)",
 "Year 1000-2024"
 ]
}

 The dataset includes 1756 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005344-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n77bj5
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((4.57713 51.2003,6.21114 51.2003,6.21114 51.72862,4.57713 51.72862,4.57713 51.2003))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is one of (Pica pica (Linnaeus, 1758), Lullula arborea (Linnaeus, 1758), Turdus merula Linnaeus, 1758)"
 ]
}

 The dataset includes 401 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069927-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tzcn2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Fordiophyton tereticaule S.Jin Zeng & N.H.Xia)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001626-241126133413365/datasets/export for details.
DOI: 10.15468/dl.2jxqsd
title: Occurrence Download

description: A dataset containing 6497581 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Thailand"
 ]
}

 The dataset includes 6497581 records from 1572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001492-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j37ehm
title: Occurrence Download

description: A dataset containing 6497581 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Thailand"
 ]
}

 The dataset includes 6497581 records from 1572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001507-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccz83jv
title: CCDC 901527: Experimental Crystal Structure Determination

description: Related Article: I.Bratko, S.Mallet-Ladeira, N.Saffon, E.Teuma, M.Gomez|2013|Dalton Trans.|42|1136|doi:10.1039/c2dt32586a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cczcfvl
title: CCDC 904730: Experimental Crystal Structure Determination

description: Related Article: I.Bratko, S.Mallet-Ladeira, N.Saffon, E.Teuma, M.Gomez|2013|Dalton Trans.|42|1136|doi:10.1039/c2dt32586a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz3316
title: CCDC 896707: Experimental Crystal Structure Determination

description: Related Article: D.C.Hamm, L.A.Braun, A.N.Burazin, A.M.Gauthier, K.O.Ness, C.E.Biebel, J.S.Sauer, R.Tanke, B.C.Noll, E.Bosch, N.P.Bowling|2013|Dalton Trans.|42|948|doi:10.1039/c2dt31914d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz3327
title: CCDC 896708: Experimental Crystal Structure Determination

description: Related Article: D.C.Hamm, L.A.Braun, A.N.Burazin, A.M.Gauthier, K.O.Ness, C.E.Biebel, J.S.Sauer, R.Tanke, B.C.Noll, E.Bosch, N.P.Bowling|2013|Dalton Trans.|42|948|doi:10.1039/c2dt31914d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz3338
title: CCDC 896709: Experimental Crystal Structure Determination

description: Related Article: D.C.Hamm, L.A.Braun, A.N.Burazin, A.M.Gauthier, K.O.Ness, C.E.Biebel, J.S.Sauer, R.Tanke, B.C.Noll, E.Bosch, N.P.Bowling|2013|Dalton Trans.|42|948|doi:10.1039/c2dt31914d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz3349
title: CCDC 896710: Experimental Crystal Structure Determination

description: Related Article: D.C.Hamm, L.A.Braun, A.N.Burazin, A.M.Gauthier, K.O.Ness, C.E.Biebel, J.S.Sauer, R.Tanke, B.C.Noll, E.Bosch, N.P.Bowling|2013|Dalton Trans.|42|948|doi:10.1039/c2dt31914d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz335b
title: CCDC 896711: Experimental Crystal Structure Determination

description: Related Article: D.C.Hamm, L.A.Braun, A.N.Burazin, A.M.Gauthier, K.O.Ness, C.E.Biebel, J.S.Sauer, R.Tanke, B.C.Noll, E.Bosch, N.P.Bowling|2013|Dalton Trans.|42|948|doi:10.1039/c2dt31914d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccy8msl
title: CCDC 872240: Experimental Crystal Structure Determination

description: Related Article: Xiao-Jiao Song, Mohd.Muddassir, Ying Chen, Hui-Sheng Wang, You Song, Xiao-Zeng You|2013|Dalton Trans.|42|1116|doi:10.1039/c2dt31757e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17411707
title: SARS-CoV-2 Infektionen in Deutschland

description: Im Datensatz "SARS-CoV-2 Infektionen in Deutschland" des Robert Koch-Instituts werden die Daten basierend auf Meldungen zu SARS-CoV-2 Infektionen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Darin enthalten sind Informationen auf Landkreisebene zu bestätigten Infektionen, Todesfällen und Genesungen, differenziert nach Altersgruppen und Geschlecht. Diese Daten dienen als Grundlage für epidemiologische Bewertungen und gesundheitspolitische Maßnahmen.
DOI: 10.5517/ccy8mtm
title: CCDC 872241: Experimental Crystal Structure Determination

description: Related Article: Xiao-Jiao Song, Mohd.Muddassir, Ying Chen, Hui-Sheng Wang, You Song, Xiao-Zeng You|2013|Dalton Trans.|42|1116|doi:10.1039/c2dt31757e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.